diff --git a/database/reactors_pris_2020.csv b/database/reactors_pris_2020.csv index 51baa3ff..6a259f02 100644 --- a/database/reactors_pris_2020.csv +++ b/database/reactors_pris_2020.csv @@ -550,138 +550,138 @@ UNITED KINGDOM,WINDSCALE AGR,Permanent Shutdown,GCR ,AGR,UKAEA,UKAEA,1958-11-01 UNITED KINGDOM,WINFRITH SGHWR,Permanent Shutdown,SGHWR,,UKAEA,ICL/FE,1963-05-01,1967-12-01,1990-09-11,92,, UNITED KINGDOM,WYLFA-1,Permanent Shutdown,GCR ,MAGNOX,ML,EE/B&W/T,1963-09-01,1971-01-24,2015-12-30,490,53.4167,-4.48333 UNITED KINGDOM,WYLFA-2,Permanent Shutdown,GCR ,MAGNOX,ML,EE/B&W/T,1963-09-01,1971-07-21,2012-04-25,490,53.4167,-4.48333 -UNITED STATES OF AMERICA,ANO-1,Operational,PWR ,B&W LLP (DRYAMB,ENTERGY,B&W,1968-10-01,1974-08-17,,836,35.3103,-93.2314 -UNITED STATES OF AMERICA,ANO-2,Operational,PWR ,CE 2LP (DRYAMB),ENTERGY,CE,1968-12-06,1978-12-26,,988,35.3103,-93.2314 -UNITED STATES OF AMERICA,BEAVER VALLEY-1,Operational,PWR ,WH 3LP 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STATES OF AMERICA,SAN ONOFRE-1,Permanent Shutdown,PWR ,,SCE,WH,1964-05-01,1967-07-16,1992-11-30,436,33.3689,-117.555 UNITED STATES OF AMERICA,SAN ONOFRE-2,Permanent Shutdown,PWR ,CE (2-loop) DRY,SCE,CE,1974-03-01,1982-09-20,2013-06-07,1070,33.3689,-117.555 UNITED STATES OF AMERICA,SAN ONOFRE-3,Permanent Shutdown,PWR ,CE (2-loop) DRY,SCE,CE,1974-03-01,1983-09-25,2013-06-07,1080,33.3689,-117.555 UNITED STATES OF AMERICA,SAXTON,Permanent Shutdown,PWR ,25,SNEC,GE,1960-01-01,1967-03-01,1972-05-01,3,, -UNITED STATES OF AMERICA,SEABROOK-1,Operational,PWR ,WH 4LP (DRYAMB),NEXTERA,WH,1976-07-07,1990-05-29,,1246,42.8989,-70.8508 -UNITED STATES OF AMERICA,SEQUOYAH-1,Operational,PWR ,WH 4LP (ICECND),TVA,WH,1970-05-27,1980-07-22,,1152,35.2264,-85.0917 -UNITED STATES OF AMERICA,SEQUOYAH-2,Operational,PWR ,WH 4LP (ICECND),TVA,WH,1970-05-27,1981-12-23,,1139,35.2264,-85.0917 +UNITED STATES OF AMERICA,SEABROOK-1,Operational,PWR ,WH 4LP 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These files and the |Cyclus| input files are generated by running ``/transition-scenarios/scripts/create_input.py``. +Definitions for each advanced reactor and their corresponding recipes +are in ``inputs/united_states/reactors/`` and ``inputs/united_states/recipes``, +respectively. Each of the necessary files are read into the ``.xml`` files +in ``inputs/`` when |Cyclus| is run. + Analysis: ========= -The analysis directory contains a jupyter notebook (``analysis/scenario_data_analysis.ipynb``) +The analysis directory contains a jupyter notebook (``analysis/initial_analysis.ipynb``) to calculate and compare resource requirements of each fuel cycle scenario simulated. All of the figures created in the jupyter notebook are saved in the ``figures/`` directory. + +This directory also contains ``df_to_csv.py`` to record all of the transactions +in the simulation as a ``.csv`` file. The transactions are determined +based on the function ``transition_metrics.add_receiver_prototype``, which +gets the transactions from the database and adds a column to record the +prototype that receives the commodity in that transaction. The script contains +functions to perform this function by either looping over multiple databases +(``get_transactions_multiple_outputs``) or for only a single output file +(``get_transactions_single_output``). This script is needed because the output +files are relatively large and memory issues are encountered when the +``transition_metrics.add_receiver_prototype`` function is called inside the +jupyter notebook. diff --git a/input/haleu/analysis/df_to_csv.py b/input/haleu/analysis/df_to_csv.py index be92d99c..dcd1fde0 100644 --- a/input/haleu/analysis/df_to_csv.py +++ b/input/haleu/analysis/df_to_csv.py @@ -3,7 +3,25 @@ import cymetric as cm import transition_metrics as tm -outfile = '../outputs/xe100_1percent.sqlite' -transactions = tm.add_receiver_prototype(outfile) -transactions.to_csv('xe_1percent_transactions.csv') +def get_transactions_multiple_outputs(): + reactors = ['xe100', 'mmr'] + scenarios = ['nogrowth', '1percent'] + + for reactor in reactors: + for scenario in scenarios: + outfile = f'../outputs/{reactor}_{scenario}.sqlite' + + transactions = tm.add_receiver_prototype(outfile) + transactions.to_csv(f'{reactor}_{scenario}_transactions.csv') + + +def get_transactions_single_output(): + scenario = 'current' + outfile = f'../outputs/united_states_2020.sqlite' + transactions = tm.add_receiver_prototype(outfile) + transactions.to_csv(f'{scenario}_transactions.csv') + + +if __name__ == '__main__': + get_transactions_single_output() diff --git a/input/haleu/analysis/figures/energy_scenarios_all.png b/input/haleu/analysis/figures/energy_scenarios_all.png index 328a2165..ecb36f7b 100644 Binary files a/input/haleu/analysis/figures/energy_scenarios_all.png and b/input/haleu/analysis/figures/energy_scenarios_all.png differ diff --git a/input/haleu/analysis/scenario_data_analysis.ipynb b/input/haleu/analysis/initial_analysis.ipynb similarity index 72% rename from input/haleu/analysis/scenario_data_analysis.ipynb rename to input/haleu/analysis/initial_analysis.ipynb index 8340b04d..8922d919 100644 --- a/input/haleu/analysis/scenario_data_analysis.ipynb +++ b/input/haleu/analysis/initial_analysis.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -74,26 +74,22 @@ " 'Enrichment', 'FuelFab', 'DryStorage', 'United States',\n", " 'WetStorage', 'FuelCycle', 'UNITED_STATES_OF_AMERICA',\n", " 'MMR_enter','MMR_exit']\n", - "xe_nogrowth_nonlwr = ['Sink_HLW', 'Sink_LLW', 'Mine', 'Mill', 'Conversion',\n", - " 'Enrichment', 'FuelFab', 'DryStorage', 'United States',\n", - " 'WetStorage', 'FuelCycle', 'UNITED_STATES_OF_AMERICA',\n", - " 'Xe-100']\n", - "xe_1percent_nonlwr = ['Sink_HLW', 'Sink_LLW', 'Mine', 'Mill', 'Conversion',\n", + "xe_nonlwr = ['Sink_HLW', 'Sink_LLW', 'Mine', 'Mill', 'Conversion',\n", " 'Enrichment', 'FuelFab', 'DryStorage', 'United States',\n", " 'WetStorage', 'FuelCycle', 'UNITED_STATES_OF_AMERICA',\n", - " 'Xe-100']" + " 'Xe-100_enter', 'Xe-100_exit']" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/amandabachmann/transition-scenarios/input/haleu/analysis/transition_metrics.py:98: SettingWithCopyWarning: \n", + "/home/amandabachmann/transition-scenarios/input/haleu/analysis/transition_metrics.py:96: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", @@ -107,443 +103,45 @@ "\n", "mmr_nogrowth_reactors = tm.rx_commission_decommission(mmr_nogrowth_outfile, mmr_nonlwr)\n", "mmr_nogrowth_reactors = tm.add_year(mmr_nogrowth_reactors)\n", - "#mmr_nogrowth_reactors['mmr_total'] = (mmr_nogrowth_reactors['MMR_enter'] \n", - "# + mmr_nogrowth_reactors['MMR_exit']).cumsum()\n", + "mmr_nogrowth_reactors['mmr_total'] = (mmr_nogrowth_reactors['MMR_enter'] \n", + " + mmr_nogrowth_reactors['MMR_exit']).cumsum()\n", "\n", "mmr_1percent_reactors = tm.rx_commission_decommission(mmr_1percent_outfile, mmr_nonlwr)\n", "mmr_1percent_reactors = tm.add_year(mmr_1percent_reactors)\n", "mmr_1percent_reactors['mmr_total'] = (mmr_1percent_reactors['MMR_enter'] \n", " + mmr_1percent_reactors['MMR_exit']).cumsum()\n", "\n", - "xe_nogrowth_reactors = tm.rx_commission_decommission(xe_nogrowth_outfile, xe_nogrowth_nonlwr)\n", + "xe_nogrowth_reactors = tm.rx_commission_decommission(xe_nogrowth_outfile, xe_nonlwr)\n", "xe_nogrowth_reactors = tm.add_year(xe_nogrowth_reactors)\n", - "xe_nogrowth_reactors['xe_total'] = xe_nogrowth_reactors['Xe-100'].cumsum()\n", + "xe_nogrowth_reactors['xe_total'] = (xe_nogrowth_reactors['Xe-100_enter']\n", + " + xe_nogrowth_reactors['Xe-100_exit']).cumsum()\n", "\n", - "xe_1percent_reactors = tm.rx_commission_decommission(xe_1percent_outfile, xe_1percent_nonlwr)\n", + "xe_1percent_reactors = tm.rx_commission_decommission(xe_1percent_outfile, xe_nonlwr)\n", "xe_1percent_reactors = tm.add_year(xe_1percent_reactors)\n", - "xe_1percent_reactors['xe_total'] = (xe_1percent_reactors['Xe-100']).cumsum()" + "xe_1percent_reactors['xe_total'] = (xe_1percent_reactors['Xe-100_enter']\n", + " + xe_1percent_reactors['Xe-100_exit']).cumsum()" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, + "execution_count": 44, + "metadata": { + "scrolled": false + }, "outputs": [ { "data": { - "text/html": [ - "
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\n", 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\n", 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" ] @@ -572,7 +170,7 @@ "plt.xticks(fontsize=14)\n", "plt.yticks(fontsize=14)\n", "plt.legend()\n", - "plt.savefig('figures/rxdeployment_scenarios_all.png')" + "#plt.savefig('figures/rxdeployment_scenarios_all.png')" ] }, { @@ -593,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -606,14 +204,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 46, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -647,9 +245,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# 1% growth demand scnearios\n", "\n", @@ -697,9 +321,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "58 89.4565\n", + "Name: Energy, dtype: float64" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#Provides level of electricity to set for transitions\n", "current_energy['Energy'].loc[current_energy['Year'] == 2025]" @@ -714,14 +350,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 50, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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6VptWeTKmmVidaVYDP2G12ZbmHqyTbzTWF/kzrHZtsL4Ev2G1K63EOtl5ehrrJJAEuO11Aes+Raz2uwexquBWY3UAAauEuw1YLFZ16R9YJS2M1YvzNaz2/G32/2P5GKtNbi9WR4zivYE/wvrsKjSghzHmO+BF4As7znVAwV0Ov2G1uW/BqkrKpGj10ytYFyi/Y7XBTcXqQAJWe9p0sarBLjfGzMH6LL/Bqqk4DqsTTHnjzMDq3POPvc1h9vQ4rONmKHrCAuuzSsK6iv4Uq716kz2v1ONTwr6/svf9GVYHne+BpsaYbOACrM8rEauTzHUe+6iMz7A+z2j7r2Cgk9ewPttEYDFWtWKp7GrAM7E+4z1Yn8WLWH0wwPo9RtjTpwEflrGtkj77D7C+k/OxOv9lYv3OSlp/E9bvPdpev21Jy3ksn4d1cdTP3nYi1oVVeS8KirsFq1PnAayOhAsruZ0Cn2FdVB3E6gR5NZTrMy+PK7HaavcA32G1x8+uwPojsC7+Cv/EatL4C6t51PM+9r/taWVm6saYtfb6D2PlKw/a8R3E6oB6ZwXiK68wrPQnY/0OOmH91ip93i2HO4FnRSQVq2ZiRgVjrsixOwXr+PyMVaI/jPW7L1NBL3WfJCIvAq2NMdd7TDsFK1PqXKydsvi6Bqtj2Lbqj9Q/iMh1wK3GmJOcjqWmicgHWFWIT3lMG4XVSad9aev5GrEGobjZGPOH07EopXyPTw3gIVaVez2sW6AGY1VN3OwxPxirGv39sjJ0dTS7Sv5OrJJinSIinYGLgf7HWFQppfyar40o1QCrajsdq1rjP1hV6NhtTslY1fevOROef7LbixKw2i0/O8bitYqIPIfVXPB/JXX0UUqp2sSnq9+VUkopVX6+VlJXSimlVCX5VJu6twUEBJjQ0FKH6lZKKVUHZWRkGGNMrSzU1upMPTQ0lPT0ijysSCmlVG0nIsca48Rv1corFaWUUqou0kxdKaWUqiU0U1dKKaVqiVrdpq6UUgA5OTnExcWRmZl57IVVrRESEkL79u0JDg52OpQao5m6UqrWi4uLo0GDBnTu3BmR4g/VUrWRMYYDBw4QFxdHly5dnA6nxmj1u1Kq1svMzKRZs2aaodchIkKzZs3qXO2MZupKqTpBM/S6py4ec61+V16xY+5cYubOPWr6yU88QVBIiAMRKaVU3aOZuvKKnfPnM/9f/zpq+oiHHiozU0/cspWZt9zK2Jcms+vvv2nYvj29x5f7EepKVUrnx37y6vZiJp97zGUCAwPp06dP4fvx48fz2GOPeTWOyvjqq6945plnaN26NXNLuDD3lhtuuIHzzjuPSy+9FICJEyfSqVMn7r//fgDGjh1Lhw4deP/99wF48MEHadeuHRdffDE9e/ake/fuZGdnM2jQIKZOnVqnOr9VhGbqqsJ2L11KzLx5jHzkEfauWcPBbds4+YknGOVyHbVsTkYG319/PZnJyZw+eTItevZkx59/suT118k3hvWbdlFv6xqS0rNY/eGHZB46xPbffuPc//1PS/iqVgkNDWX16tVe3WZubi5BQVU7jU+dOpW3336b0047zevbLsuIESP46quvuP/++8nPzycxMZGUlJTC+QsXLuS1114D4LjjjmP16tXk5eUxZswYZsyYwdVXX11tsfkzbVNXFfb+0KH88eijmPx81n3xBd9ceSVT/t7BVe8t5oc1e8jOtR51n7J7N1+MG8eajz4iYeNG8rKzAchOTydp5y7WrdlM6qFUdnfuz8QlGRw3/mqCQ0NZPW0a8StXOplEpWpM586dcblcDBgwgD59+rBp0yYA0tPTufHGGxk8eDD9+/dn5syZAEybNo3LLruM888/nzPPPJOMjAwuv/xyIiMjueKKKxg6dCjLly9n6tSpTJw4sXA/7733Hg888ECRfT/77LMsWLCA22+/nYcffviobR88eJBx48YRGRnJsGHDiIqKAmDSpElcf/31nHnmmXTu3Jlvv/2WRx55hD59+nDWWWeRk5NzzHSPHDmShQsXArB+/Xp69+5NgwYNSEpKIisri40bN9K/f/8i6wQGBjJkyBB2795duN6QIUPo168fkZGRbN26tZJHofZwrKQuIh8A5wH7jTG97WlNgS+BzkAMcLkxJsme9zhwE5AH3GuM+c2BsJWH/7RpQ3Z6OkGt2/Hi79aPaeH2AzQJC6Z5RH1C46MZOHs2AOO+m0nrE3uSm5fPzq6D+e2Wt1gdm3xkY4fyeLHFCN7/8lw+HtiPbb/+SocRIxxIlVLV4/Dhw/Tr16/w/eOPP84VV1wBQPPmzVm5ciVvv/02L7/8Mu+//z7PP/88o0eP5oMPPiA5OZkhQ4ZwxhlnALBo0SKioqJo2rQpL7/8Mk2aNCEqKop169YV7mP8+PFERkby0ksvERwczIcffsi7775bJKZnnnmGP//8k5dffplBgwYxbdq0Itu+55576N+/P99//z1//vkn1113XWFtw/bt25k7dy4bNmxg+PDhfPPNN7z00ktcdNFF/PTTT4wbN67Mz6Nt27YEBQWxa9cuFi5cyPDhw9m9ezeLFi2iUaNGREZGUq9evSLrZGZmsmTJEl5//XUA3nnnHe677z6uvvpqsrOzycvLq+TRqT2crH6fBrwFfOQx7TFgjjFmsog8Zr9/VER6AeOBE4G2wB8icoIxRo+gA9oPG0bc4sWk799Py/Mv5ZuArkXmJ2XkkJSRg0gz6g29hHwJ4NwZMZzWM5N/tiWSmJZd4najE9J5eX04Fz/2GN3OOacmkqJUjSmr+v3iiy8GYODAgXz77bcA/P7778yaNYuXX34ZsDK0Xbt2ATBmzBiaNm0KwIIFC7jvvvsA6N27N5GRkQCEh4czevRofvzxR3r27ElOTk6RNv3SFN/2N998A8Do0aM5cOAAhw4dAuDss88mODiYPn36kJeXx1lnnQVAnz59iImJKddnUlBaX7hwIQ888AC7d+9m4cKFNGrUiBEeF/Xbt2+nX79+bN26lUsvvbQwjcOHD+f5558nLi6Oiy++mG7dupVrv7WZY9Xvxpj5wMFiky8EptuvpwPjPKZ/YYzJMsbsALYBQ2oiTnXEjrlzSdm9m8F3302fq6+m95338GbfG9nW45QSlzcBgSwfNYGVp15PSlY+M1fvKTVDL/Dz+v0cvORO8vPyWPTKK9WRDKV8Tv369QGrejk3NxewBk/55ptvWL16NatXr2bXrl307NkTsDLsAsaYUrd78803M23aND788EMmTJhQrliOte2C28QKYg4ICCA4OLhwekBAQGEajmXEiBEsXLiQtWvX0rt3b4YNG8aiRYtYuHAhI0eOLFyuoE1927ZtLF68mFmzZgFw1VVXMWvWLEJDQxk7dix//vlnufZbm/lam3orY0w8gP2/pT29HRDrsVycPe0oInKriCwXkeXl/WKpY8s5fJiPRo9m5XvvEXn11Vz8ySf8OvQ6MnLyvb4v96z1rPz+R35/8EES7fZFpeqasWPH8uabbxZmrKtWrSpxuZNOOokZM2YAsGHDBtauXVs4b+jQocTGxvLZZ59x5ZVXVjiGU045hU8//RSAefPm0bx5cxo2bFjh7ZRm5MiR/PjjjzRt2pTAwECaNm1KcnIyixYtYvjw4Uct36ZNGyZPnswLL7wAQHR0NF27duXee+/lggsuKGzzr8v8pfd7SSMIlHh5aoyZAkwBCA8PL/0SVlXIWvuH3bhzZwDmbtrP7A37qmVf6dl5zIrLoxPwv8hInkhLI7BY25pSVVGeW9C8rXib+llnncXkyZNLXf7pp5/m/vvvJzIyEmMMnTt35scffzxquTvvvJPrr7+eyMhI+vfvT2RkJI0aNSqcf/nll7N69WqaNGlS4ZgnTZrEhAkTiIyMJCwsjOnTpx97pTLcdttthbewdejQgQULFpCYmMhVV11VuEyfPn1IS0ujefPmJW5j3LhxTJo0ib///psFCxbwySefEBwcTOvWrXnmmWeqFF9tIGVV3VT7zkU6Az96dJTbDIwyxsSLSBtgnjGmu91JDmPMC/ZyvwGTjDGLytp+eHi4SU9Pr9Y01AU5hw/zv969SYqO5qmsLHIkkDNfnc+ugxnVtk/Jy2X47P/Rfc1vNJg8levvuprAxHg2ff/9Ucv2uOgiGnboSNL2bWz9ybr/OCs3j6ycfMLqBdH3qvE0aNOG/evXM3/GTNbGHaJFg/oc1yKCJuH1iLzmGsKaNyd+1Sp2/vXXkXTn5bNqVxJNLxzPJSf14ODqFcQuXMiWvals3Z/KuZFtARh0++16+52P27hxY2HVdW2Tl5dHTk4OISEhbN++ndNPP50tW7YUdjI777zzmDhxIqeffrrDkTqjpGMvIhnGmPBSVvFrvlZSnwVcD0y2/8/0mP6ZiLyC1VGuG7DUkQjroM0zZ5IUHU3Tbt0IrFePN//YUq0ZOoAJDGLjgHPpFjWbH/7ZxLupf3KpxFDvXxOPWvbBxWns7tyfLpsXMOr7o0s+7ydE0HPUyWz65FM6f/oCAcAB+w9gRk47IkcMot6vv7D1X08etf672V15aX4cF237iYBP3wSsH07B7Rd9r7tOM3XlmIyMDE477TRycnIwxvC///2PevXqFfaY79u3b53N0Osix0rqIvI5MApoDuwDXMD3wAygI7ALuMwYc9Be/kngRiAXuN8Y88ux9qElde9IiYsjes4cel1yCT9uSebhr6PIy6+Z701gTiYmIJD8wGAkL5fgnKMfzpATHIIJDCIgL4egnKyj59cLxQQEEpCbQ1Buxedn1w8DCSAwN5vA3CMd/QZ3bsrUGwZTv2FDoj79lD5XXklANQ7WoSqvNpfUVdnqWknd0er36qaZund9tTyWR7+Joobyc7/w9e3DiX3mfqI+/phbli+n7cCBToekSrBx40Z69OhRJx/wUZcZY9i0aVOdytR9rfe78jF7VqxgyqBBfP7ZLzyiGfpR3vxzGyMeegiApO3bHY5GlSYkJIQDBw6UefuXql0KnqceUseaxrSuUJXpwObNxK9YwR/rEzGmqdPh+Jy/tiSwa1APANL2Vc/dAKrq2rdvT1xcHAkJCU6HompQSEgI7du3r/B6bo8RT112R253CSOeuuwRT93FRjx1OTjiqWbqqkxJO3YAsCorTL8tpbh/1jbOBDKTk50ORZUiODiYLl26OB2G8h/TKGXEU5cxk90eI566Sxjx1C1ygsuhEU/1NK3KFL9iBUHNWpATVLeqsCpid1ouOcEhLFsXw8isrMIBcxp16ECoPdymMYY96zawMP4wO/IjSM3MJShQePKcngQFaiuYUr7EZcx8t3XLtacLsTp3gzXi6TzgUXv6Fy5jsoAdbpGCEU/LvOW6umimrkpl8vPZ9N135Hfu7nQoPu+H614hM6wRvz71FSe/fC0AmW26wFszOb5lBDt/mkXg5PsB+PS+L8gOiShc13X+iU6ErMopJyeHuLg4MjOPvvNC+b6CKngvPH+9lcse8dRlTLxbxHPE08Uey5U64mlN0ExdlSovJ4dRbjdvrj/sdCg+71DzjgDEZB8m+6In6LLxbzpv/oc/P/2Kz7sNpe/C5Qywl223YyU7ep4CJp+/35nKB6s7Mf7Oawhr1sy5BKhSxcXF0aBBAzp37qy95/1MQWe5uLi44s0vQSKy3OP9FHs00soo94inNUHr/VSpgurXp/0dD7C8y0lOh+I3cuuFsuuEEcR0H0mAyaf/gk8AiOk+kuWn3kC+BNAqdh0AYgwn//wqsc/cz8xnnnMybFWGzMxMmjVrphm6HxIRmjVrVlItS64xZpDHX3ky9H1ua6RT7P/77elxQAeP5doDe6oae2VpSV2VKnrOHP7cDxgDekKrkJ09TuLLdtMK3x9q1oG1zTqwJXJM4TQjAXx12/ucOeMZln/5DfuSDzNh8lM06tChhC0qJ2mG7r+8eOzKHPHU7SMjnmpJXZVq8auvsueqM5B8fWx9ZWQ0aE5Gg6IPpcgKa0RWmP2wDRHSGrcm9vihhKYksmb5Ou6Z+jdxSdU7BK9Sqmxua8TTRUB3t0icW+QmrMx8jFtkKzDGfo/LmPVYI6FuAH4F7nKq5zvoiHKqDO8PH8HKfZn8fLlWDdekDk1D+faOkbRoUN/pUBS+McRsREQEaWlpgNVO3KJFC7Zu3UqTJk2Ij4+nbdu2/P3335x0ktVU1qJFCzZt2sSbb77Je++9R4sWLcjOzubpp58u9yNY582bx4UXXkjXrl3JyMigVatWPPLII5x33nmVSkNMTAznnXce69atq9T65TFq1ChefvllBg0aVGR68WOoI8qpOil5fwIZ9SOOvaDyiqCsDC595yYiZs/gxmnLSM/KdTok5YNEhKFDh7JokXXH1MKFC+nfvz8LFy4EYPPmzTRv3pxmdsfLiRMnsnr1ambOnMltt91GTk5Oufd18skns2rVKjZv3swbb7zB3XffzZw5c7yfKOU1mqmrUmUcOEBWiGbqNSW3Xighh1MYNPcDOr1wI3d8vIzcvHynw1LFTBs16qi/ZW+/DUBORkaJ81dPmwZARmLiUfMqY+TIkYWZ+MKFC3nggQeKZPIjRow4ap1u3boRFhZGUlISAG+88Qa9evUiMjKS8ePHH3Of/fr145lnnuGtt94CICEhgUsuuYTBgwczePBg/vnnH8B6Bvu1117L6NGj6datG++9995R28rMzGTChAn06dOH/v37M3fuXMC6iFi9enWRdEZFRZGens6NN97I4MGD6d+/PzNnWs3Zhw8fZvz48URGRnLFFVdw+LDeqaMd5VSJcg4fxhxKIqOB3mZVY0RYNOYOjls/l3Yxq/hr2XpOTTzMxQPacenA9oQEB/LHxn3M3bSfYV2bcf2IzgTrwDV10ogRI3j22WcBWLp0KW63m9deew2wMvWRI0cetc7KlSvp1q0bLVtat1dPnjyZHTt2UL9+fZLLORrigAED+L//+z8A7rvvPiZOnMhJJ53Erl27GDt2LBs3bgQgKiqKxYsXk56eTv/+/Tn33HOLbOe///0vAGvXrmXTpk2ceeaZbNmyhZtvvplp06bx2muvsWXLFrKysoiMjOSJJ55g9OjRfPDBB4WPlD3jjDN49913CQsLIyoqiqioKAYMGEBdp5m6KlFgvXpsdn3GloTyV9WpqtveezRpjVrSLmYV9TLT2J18mDf/3Mabf25DxLoRAeCPjfv5bMkuHj+nJ2f0bKm9s2vQDfPmlTovOCyszPlhzZuXOb+8hgwZwqpVq0hPTycnJ4eIiAi6du3Ktm3bWLhwIQ8++GDhsq+++irvvfce0dHR/Prrr4XTIyMjufrqqxk3bhzjxo0r1349+2D98ccfbNiwofB9SkoKqampAFx44YWEhoYSGhrKaaedxtKlS+nXr1/hsgsWLOCee+4BoEePHnTq1IktW7Zw2WWX8dxzz/F///d/fPDBB9xwww0A/P7778yaNYuXX34ZsEr6u3btYv78+dx7772F6YmMjCz/h1hLaaauSpQSG8vmwOYcbpB97IWVV+1r34u5Fz7GoWbtabtjFWmNWpLStB3F+7RGJ6Zzy0fL6do8nKuHdeLSge1pFFrlUbOUHwgLC+P444/ngw8+KCydDhs2jJ9//pn9+/fTvfuRUSAnTpzIQw89xLfffst1113H9u3bCQkJ4aeffmL+/PnMmjWL5557jvXr1xMUVHaWsGrVqsIOZ/n5+SxatIjQ0NCjlit+kVn8fWkdtMPCwhgzZgwzZ85kxowZLF++vHD5b775pki6Stt2Xad1d+oo6fv383qXLvT46iWnQ6mbJICYHifRacsiBs37gDO+dpe5eHRiOs/9uIHT/zOPFTuTaihI5bSRI0fy2muvMXz4cACGDx/O66+/zrBhw0rM6C6++GIGDRrE9OnTyc/PJzY2ltNOO42XXnqJ5OTkwt71pYmKiuK5557jrrvuAuDMM88sbF8HirSFz5w5k8zMTA4cOMC8efMYPHhwkW2dcsopfPrppwBs2bKFXbt2FWbYN998M/feey+DBw+mqf3shLFjx/Lmm28WXgysWrXqqO2sW7eOqKio8n14tZiW1NVRCh4hGt+pr8OR1G2xxw+h5e6NnLDmN/r+8zm5wSGsH3IRAF02zqfhwd1Flt/boTdXvpfLi5f04aL+FX/cpPJdGRkZRR4h+sADDzBy5Ehef/31wkx9wIABxMXFcfPNN5e6nWeeeYarrrqKG264gWuuuYZDhw5hjGHixIk0btz4qOX//vtv+vfvT0ZGBi1btuSNN97g9NNPB6yOdnfddReRkZHk5uZyyimn8M477wBW88C5557Lrl27ePrpp2nbti0xMTGF273zzju5/fbb6dOnD0FBQUybNo369a1bOAcOHEjDhg2ZMGFC4fJPP/00999/P5GRkRhj6Ny5Mz/++CN33HEHEyZMIDIykn79+jFkyJBKf8a1hd6nro4S89dfTB81il/HP68Zu8PaxKzmzK9cBOTnkRHemC/vtoadPf2bZ+m4reigVUnNOvL9zVYv7GcvPJHrhneu6XBrJV+4T92fTJo0iYiICB566KFKrb9nzx5GjRrFpk2bCAjwTmVyXbpPXUvq6ig77PtQs0IaOByJiu/cj+kPfYcUu/j+86Ini7yvl5lGTv0wWuzexAlrfuNF7uDUE1rQqVmtPG+pWuqjjz7iySef5JVXXvFahl7XaKaujpKy26rWTWnS1uFIFAASgCnWRGoCAou8Lxh6tsWezZywdjbbeo/m8W/b8Nktw2oqSqUAq6ReWddddx3XXXed94Kpg/RSSB3ljBdeIOqJT8itF+J0KKqCYo+3OiSdNvNF2jxyEW9ee5vDEdUOtbmZsrara8dOS+rqKPUiItgU2Azy9EEu/ia1cWuihl5KWNoBALYl1SdyXRwSFMThPMjMySMrJ5/cfMOVQzro7UDlEBISwoEDB/Txq36o4HnqISF1p4CiHeVUEcvefpvFb/+PL3pdxu6uA50OR3nB0D/epeXujfxw/WtFpn9x6zCGddURA48lJyeHuLi4kp7JrfxASEgI7du3Jzj4yBgO2lFO1Rkbv/mGg+vXkT70DqdDUV4SnpJA873baL0rivyAQFIbteZwg2Z8tWArHZNiaDNggJZAyxAcHEyXLl2cDkOpctE2dVUoLzubHX/+SciJ/Ulu0cnpcJSXbD9xNABnf/4E5376KJ03Ww/eWDpvEe8NGkT0H384GZ5Syou0pK4KJe/cCUD2sDMcjkR5065uQ/np6hcJzLXG8U9pat3VcLB+YwA2fP01x40Z41R4Sikv0kxdFUqKjgYgvmU30Cd+1homIJD97U88anp6wxYAxNmP7FRK+T+tfleFup5+Ovds28bWhh2dDkXVBBE2R57J/rVrybKfrqWU8m+aqSsA4pYsYcWUKTTo0JGdqVpMrysOtD4ewiLYv3at06EopbxAM3UFwJYff+SXe+5hd0oW2XmaqdcVm/ufw9cPf03eCTrGv1K1gWbqCoDM5GTqN2rE9gS9r7+uST2cwx1T5pGRnet0KEqpKvLJTF1EJorIehFZJyKfi0iIiDQVkdkistX+38TpOGuT5W+/Tb2ICNbEHXI6FFXDBs/9gGFPnsfklq05nKTPY1fKn/lcpi4i7YB7gUHGmN5AIDAeeAyYY4zpBsyx3ysvCQgOplHHjqyJTXY6FFXDNvU/h229RxN46ADvf/K70+EoparA5zJ1WxAQKiJBQBiwB7gQmG7Pnw6Mcya02ic/L4/GnTvT69JLiYpLdjocVcNSm7RhzfArAJj1+1IWbkt0OCKlVGX5XKZujNkNvAzsAuKBQ8aY34FWxph4e5l4oGVJ64vIrSKyXESW5+ZqG2F5BAQGcvemTbS77laSMnKcDkc5IK1hSwxCeNJe7vl8FXuSDzsdklKqEnwuU7fbyi8EugBtgXARuaa86xtjphhjBhljBgUF6dg6FbFGS+l1Vn5QMH9d8DA7epzMgfRs7vh0JVm5+pQ+pfyNz2XqwBnADmNMgjEmB/gWGAHsE5E2APb//Q7GWKvsmDuXaaeeyuqlUU6Hohy0o+cpBGdn0CgxljWxybw9d7vTISmlKsgXM/VdwDARCRPr0VGnAxuBWcD19jLXAzMdiq/WSVi/np3z57M+SUtmdV3PVT9x4rLvAPhs6S5ydMwCpfyKz9VPG2OWiMjXwEogF1gFTAEigBkichNWxn+Zc1HWHiY/nz8efZSgkBCiUgLQQd/rtgZJ8bTavZGFZ91NQmoWv63fy3mRbZ0OS6ka5xaZCNwMGGAtMAGr4/aXQGcgBrjcZYxP3QfqiyV1jDEuY0wPY0xvY8y1xpgsY8wBY8zpxphu9v+DTsdZG6Tt20dORgbhnbqQnqMZel2X1qgVAGFp1s/r40U7nQxHKUe4PW6tdpVwa7XLh2+t9slMXdWcnHRrBLnwq25zOBLlC7afeBoA50+/H4AlOw7y+U238ct99zkYlVKOCAJC3dV4a7VbpIlbJLIq2yhOM/U6LrxVK6747jt2tu3ldCjKB+zt0Ju1Qy4mpsfJhdM2z57D5pnahUXVKkEFtz7bf7d6znSVcGu1y7612mXfWu0q49bqsrhF5rlFGrpFmgJrgA/dIq9UNUEFNFOv4+o3aECPceOIygx1OhTlA/KC67P8tBtZcsaRmptNnQaTEhdHvo77oGqP3IJbn+2/KZ4z3SXcWu2uwK3Vx9DIZUwKcDHwocuYgVh3fXmFZup13LbffmPFtOlsi9nndCjKRx2IaIHJyyNl926nQ1GqppwB7HAZk+Aqdmu127612l35W6uD7HUvB370VsCFG/f2BpX/yEpN5dOzzgIg4Pap0CjE4YiUL0pvaNUwHtq5k8adOjkcjVI1YhcwzC0SBhzGurV6OZCOdUv1ZCp/a7Ub+A1Y4DJmmVukK7DVK1GjmXqdlhQdDUD7ex4lLayVw9EoX5XauBW7uw0hL7i+06EoVSNcxixxl3FrtbuSt1a7RQKBDi5jCjvHuYyJBi7xVuyaqddhyTt2AJB+4jDY4XAwymelNmnL7xc/w8UNOtLV6WCUqiEuY1yAq9jkLKxSe2W3mecWuQB4tSqxlUUz9Tosyc7Ud9drBqQ4G4zyeb+t38dZvds4HYZS/m6hW+QtrEFs0gsmuoxZ6Y2NVylTF5EQ4DzgZKwegoeBdcBPxpj1VQ9PVac2AwYw4uGHeS8r0OlQlI+74MN7OTCnFzmXziQ4UPvXKlUFI+z/z3pMM8Bob2xcjDGVW1FkEnABMA+rA8F+IAQ4ATjNfv2gMcaxp4SEh4eb9PT0Yy9Yx2QeOsQnY8dy06JFiAhDnv+D/alZToelfNiFH9xN04QYTnC9yJWTHnE6HKWqREQyjDHhTsdRHapSUl9mjJlUyrxXRKQl0LEK21fVZM+yZexesoTdS5bQpP8gzdDVMa0ddimn/vAym2Z8AZqpK1VpbpFGWG31p9iT/gKedRlzyBvbr3Q9mjHmJxEJFJH/K2X+fmPM8sqHpqpDVmoqH48ZA0B4y5bEHNCaDHVs0b1Gse3E0wjYuIq0/QlOh6OUP/sASMW6T/1yrA5NH3pr41VqUzfG5InIQBERU9l6fFWjUu0BRLqdcw5NunZlYVS8wxEpfxHdaxSpjVuzPTGdvi1bOB2OUv7qOJcxnrewud0iq721cW/0fl8FzBSRr/DoyWeM+dYL21ZelpmcDMCQe+4BYEdimoPRKH+yu+tAdncdyLbDQfR1Ohil/Ndht8hJLmMWALhFRmJ1MvcKb2TqTYEDFO25Z7CG1VM+ptkJJ3DF99/TZsAAAHYkZjgckfIn7aJXsO6jVVwy8CmnQ1HKX90OfGS3rQMkYY1O5xXeyNQf1Geb+4etP/9MwsaNjHjwwcJp2qauKqLrhnlkz9kIr2umrlQlpbiM6esWaQjgMibFLdLFWxv3xg2nS0TkKxE5R0TEC9tT1WTT99+z6OWXi0yLSdRMXZVfWqNW1Du4l7+eew7tRqNUpXwDVmZuP60N4GtvbdwbJfUTsJ5ocyPwpoh8CUwzxmzxwraVF2UmJxPSuHHh+5TMHA6kZzsXkPI78Z0i6bfwC+Y98wwDb7mFiNatnQ5JKb/gFukBnAg0cotc7DGrIda4Ll5R5ZK6scw2xlwJ3IzVNrBURP4SkeFVjlB5hTGGDV99VSRT11K6qqi9HSOZfak1HHZyTIyzwSjlX7pjjcDaGDjf428AcIu3dlLlkrqINAOuAa4F9gH3ALOAfsBXWA+ZVw7LSEwEoEHbtoXTdmimriphb4c+1J8+h7aDBzsdilJ+w2XMTGCmW2S4y5hF1bUfb7SpL8KqPhhnjDnXGPOtMSbXHnjmHS9sX3lBdmoq7YYOZeBttxVOi9Ge76oScuuFsDE3goBAfWaAUpVwu1ukccEbt0gTt8gH3tq4N9rUuxcMPCMiA4zHk2aMMS96YfuqitL27iWwXj1uXry4yHS9R11VVtYX77K1zQG6nX2206Eo5W8iXcYkF7xxGZPkFunvrY17pU3d4+37Vd2e8q7UPXt4pX17frjl6CabHQe0pK4qp8uCr1nz3Uynw1DKHwW4RZoUvHGLNMWLj0H39vPU9ZY2H7NiyhRMXh7dx40rMj0v3xCdoCV1VTk5wSEkJCQ5HYZS/ug/WM9UL7iN7TLgeW9t3NsPRnZ7eXuqCtL37+cvt3VIul9wQZF5C7cnkpqZ60RYqhbIrRdC0gGvPFRKqTrFZcxHwKVYHcv3Axe7jPnYW9uvcqYulmtE5BljzPci0lFEhngjOFU1yTExhDRuzPnvvUeDNm2KzJu1eo9DUanaICc4lKwV/zgdhlJ+yWXMemAGMBNIc4t47THl3qh+fxvIxxr7/VmsR8p9A+j9Lg5rM3AgfW+4gW7nnFNkelZuHr+u3+tQVKo2yKkXSkZEM4wx6ECSSpWfW+QCrCr4tlgl9U7ARqyBaarMG5n6UGPMABFZBWCMSRKRel7YrqqigMBAznr11aOmz92UoFXvqkp+H/8vAK6MTWZAxybHWFop5eE5YBjwh8uY/m6R04ArvbVxb7Sp54hIINaT2RCRFlgld+WwaaeeypI33zxq+g9rtOpdecf0hTFOh6CUv8lxGXMAqxd8gMuYuViDtXmFNzL1N4DvgJYi8jywAPi3F7arKmnGpZfyn7Zt2Tl/PhkJCUXmpWXlMmfTPociU7VFy7gNnD/9fv75cwn7UzKdDkcpf5LsFokA/gY+dYu8Dnit6rTSmbqI9BMRMcZ8CjwCvADEY40s95W3AlRlM8aQeehIL+S87Gw2fvstDdu3Z+DttxN5zTVFlp+9YS+ZOVqRoqomPzCI5nu3EZYYx6dLdjkdjlL+5EIgA7gf+BXYjjUGvFdUpaT+PpAoIrOB8cBW4CNjzMaqBiUijUXkaxHZJCIbRWS4iDQVkdkistX+rw15wI+3386LjRuzc/58ADIOHKB5jx4Mu/9+zvvf/2h2wglFlv9hTbwTYapaJqWJ9QyBXit+4LOlu8jO1QtFpcrDZUw60AEY5TJmOlZe6rXHZVY6UzfGDLIDe94O6F5gq4isEZG3qxjX68CvxpgeQF+snoGPAXOMMd2AOfb7Ou/kJ54AYP1XX7F99mwyk5K4a8MG+lx11VHLpmXlsmBrYk2HqGqh7JAI0hq0IDTtIMmJSfy8Vi8WlSoPt8gtWM9Pf9ee1A743lvbr1KbujEmwxgzDysTfhX4LxAOnFXZbYpIQ+AUYKq9j2xjjZN7ITDdXmw6MK6y+6gtcjMzadShA2HNm7Psrbf45MwzWfz666Uu/9fmBLLztESlvCOmx0k0PhhHg+R4PloU43Q4SvmLu4CRQAqAy5itQEtvbbzSt7SJyFXACKxee1nAMmAJcJIxpio3QXcFEoAPRaQvsAK4D2hljIkHMMbEi4jXPgR/dCg2lqnDhnH44EHu3LCB1D1Wj/aIVq1KXeePjdpBTnnPypOvYecJI0hp0paDv/9I3JX9ad8kzOmwlPIK+0lq7wO9se7uuhHYDHwJdAZigMtdxlR0vOQslzHZbnt8B7dIkL19r6hKSX0K1r1204A7jDGPGWO+q2KGDtaFxgDgf8aY/kA6FahqF5FbRWS5iCzPza2992IveeMNUvfsoVVkJE26dKHjyJF0HDmSpscfX+LyuXn5/Llpfw1HqWqzvOD67G/fk/CURE6bOZkf5q9zOiSlvOl14FdXCc3Arqo1A//lFnkCCHWLjAG+An7wUsxVytQbAbcCIcAkEVkhIj+KyJMiMroK240D4owxS+z3X2Nl8vtEpA2A/b/EHMoYM8UYM8gYMygoyNvPq/EdGQkJhLVowY0LF5Zr+aUxBzl0OKeao1J1UYND1nX8shnfOhyJUt7hLtYM7DIm2+W9ZuBHsWqj1wK3AT8DT1Ut4iMqnesZY/KAlfbfWyLSCmuQ+olYw8UGVnK7e0UkVkS6G2M2A6cDG+y/64HJ9v86/dzHwwcP0rBdOwICy/cx/7FBS+mqeiS0se6wOLwhirikDK2CV/4gSESWe7yfYoyZ4vG+sBnYXawZ2GU3A7uMiXdXsBnYLRIARLmM6Q28V6UUlKIq96lHisjtIvKRiGzDalM/BXgTGFrFuO4BPhWRKKw2+39jZeZjRGQrMMZ+X2d1PeMMel1+ebmXn71Rx3pX1SMrrBGJrY6jx+pf+GnNbqfDUao8cgtqdO2/KcXmFzYDuyrRDFwalzH5wBpvPsCluKrUT08DFgK/AE8bY3Z6JSLAGLMaGFTCrNO9tQ9/lp+Xx5C770YCyndNtmlvCrEHD1dzVKouS2najub7tvP7wo3cNqqb0+EoVVVxQJyraDPwY8A+t0gbu5ReajPwMbQB1rtFlmJdLADgMuaC0lcpv6pUvw/wRgCqYjbNnMmMiy9m1LPPcsqTT5ZrnT82aK93Vb0WnH0vC865n7yUQGIPZtChqVbBK//lMmavWyTWLdLd5f1mYLf3Ij1aVW5puxBob4z5r/1+CdDCnv2oDhVbPfZFRWHy8+l0yinlXkdHkVPVLS84hJD0JNpFL+fHpR2546w+ToekVFXdgzU2ez0gGpiA1WQ9wy1yE7ALuKyiG3UZ85dXoyymKtXvj2AND1ugPtYz1MOBD7G66Ssvy0xOpl5EBJ1OPrlcy6/bfYjN+1KrOSqloFXcRkZ//29+7dyZ28f21uesK7/m8tNm4Krc0lbPGBPr8X6BMeaAMWYXVsauqkH0779Tv1Gjci//zcq4aoxGqSNSG7cGIDk6mr+2JBxjaaVUdahKpl7kgSrGmLs93rZAVYuG7dvTrFv5OiLl5uXrs9NVjUlrZN3dE5GSwAf/xDgbjFI+xi0yx/7/YnXupyrV70tE5BZjTJF77UTkNmBp1cJSxRljEBEu+uQT6kVElGudeZsTSEzz2sN/lCpTdv0wDEK9rHT+3prAtv2pHN+ygdNhKeUr2rhFTgUucIt8ARRpn3IZs9IbO6lKpj4R+N4eA74gmIFYbevjqhiXKmb1tGnMfughbo+KIqxZs3Kt8+0qrXpXNUgCyK4fRr3MNIyBqQtieOFi7TCnlO0ZrNvi2gOvFJtngKqMxFqoKre07QdG2EPCnmhP/skY86c3AlNFJUVHk3noEOEtyzeA0aGMHP7YqKPIqZo1+7JJHI5oSoetS/gtPYFHz+pO47B6ToellONcxnwNfO0WedplzHPVtZ+q3NIWYYxJszPxEjPygmUqHZ0qlLZ3L+EtWxIYHFyu5b9fvZvsXH3MqqpZCe16EpqWRM8VP7Aj42Te+WsYj53dw+mwlPIZLmOec4tcgDUCK8A8lzE/emv7VekoN1NE/iMip4hIYW93EekqIjeJyG9U4bnqqqis5GRCGjcu17IJqVm8+seW6g1IqVJkhjWk7c41nLh8Fu/O387M1Tp0rFIF3CIvYI0jXzCYzX32NK+oSvX76SJyDtZTZkaKSFMgB+t5sz8B13vhMazKllmBTN01ax3JGfpENuUMExDIoabtqJ+ZSv20JB7+Ooq2jUMZ3Lmp06Ep5QvOBfrZ48DjFpkOrAIe98bGq1JSxxjzszHmamNMZ2NMQ2NMM2PMCGPM85qhe9dxZ51Fz4svPuZyv67by89r9aNXzoo+cRRhaQe58q1rCd23k1s/Ws62/ToIklK2xh6vyz/wSDmIMcab2/Mp4eHhJj09/dgL+rj4lStpctxxhBxj0JlDh3MY88pf7E/NqqHIlCpZcFY6nTf9Q0Lb7iQ37wgiRNQP4vmLenNhv3ZOh6fqOBHJMMY4MkiaW+RKrLHj52Ld1nYK8LjLmC+8sX3N1H1cfm4uLzRowKUzZtD9/PNLXMYYw09r43n5t83EHMio4QiVKltwVjo59Y+cPy8f1J5nL+xNSHCgg1GpuszJTB3AfsLbYKxMfYnLizXbVblPXdWAjMREcjMzObCl5I5vOxLTuf+LVayJO1TDkSl1bD2Xz2LYnCn8fOUL7Oto3bM+Y3kcJ7RqwM0nd3U4OqWc4TImHphVHduuUps6gIi8LCInHntJVRnp+617zRt36nTUvLSsXG75aLlm6MpnHWhtDWl84vKiT6h8/+8desulUtWgypk6sAmYIiJLROR2EfFqo39dl7bPehZ6SYPOPDRjDdv26zAAynftb9+T2K6DiDhUdCCkvSmZfKcjHirldVXO1I0x7xtjRgLXAZ2BKBH5TEROq+q2FaQXZOqtWhWZ/va8bfy6Xnu5K9+X2rg1DZL3QrH+O+/+FU1+fu3t06NUcW6RALfIuurchzdK6ohIINDD/ksE1gAPiDVovaqCpt26MfS++2jQtm3htNiDGfzndx1cRvmH1MatSWxzPEE5WYSkJ3HZ2xO47O0JBM75Vi9MVZ1i35u+xi3Ssbr2UeWOciLyCnABMAf4tzGm4AltL4rI5qpuvy4zxtBmwADaDx1aZPqM5bHkaQlH+YmY7ieR0rQdufVCCMjPZU/nvnTctpTj18/lf39ewjl92jgdolI1qQ2w3i2yFCi8PctlzAXe2Lg3er+vA54yxpR0L9UQL2y/zvr++uvZu3o1E+bPLxxNLi/f8NVybYtU/iOjYXMyGjYHIDskgn/OuZ/63/6LTlsXk/3mwyw892dGHN/c4SiVqjHu6ty4N6rfVwM9RGSAx99xIhJkjNFu2ZWUsHEj+9euJSUursjwsPM272dvSqZzgSnlBctHTWBnt2Hs6jacd+dHOx2OUjXGZcxfQAwQbL9expHHl1eZN0rqbwMDgCisG+l726+bicjtxpjfvbCPOiUzOZl3+vYlPyeHQXfeWWTe50tjHYpKKe9JadqOPy9+CoCtWxLYtDeFHq0bOhyVUtXPLXILcCvQFDgOaAe8A5zuje17o6QeA/Q3xgwyxgwE+mNVyZ8BvOSF7dc5B7ZuJbRpU8548UXGvPhi4fR9KZnM3azPSFe1Q0BeDm12rqHPohm895PXCipK+bq7gJFACoDLmK3A0fcsV5I3Suo9jDHrC94YYzaISH9jTLSIeGHzdU/rvn058Yor6D1+PPUiIgqnf70iTjvIqVqjQVI8Z854hoD8PFYFCPGXDqVNo1Cnw1KqumW5jMl22/mjWyQI8NqJ3Rsl9S0i8j8ROdX+e9ueVh/rUayqggLr1eOsV1+lUceidz18u1I7yKna41Dzjnxy/wwOhzWi65rZfPhPjNMhKVUT/nKLPAGEukXGAF8BP3hr497I1K8HtgH3AxOBaOAGrAxdB6CphC8vuoiVU6cWmZaQmsX2BP9+OI1SxeUF1ycztBENk+L5fPEOMnPynA5Jqer2GJAArAVuA34GnvLWxqtU/W4POvODMeYM4D8lLKJjmFaQMYbNP/xA8169ikxfFnPQoYiUql4bB53PgPkfk5OUxC/r4rmof3unQ1Kq2riMyXeLTAeWYFW7b3Z58XGpVSqpG2PygAwd7917slNTMXl5hDZpUmT60h2aqavaaXPfs/j83s/IDG/MjGXaxKRqN7fIucB24A3gLWCbW+Rsb23fGx3lMoG1IjIbj9FxjDH3emHbdc7hpCQAQopl6lpSV7WWCBHJe+m7aAbHrZ/Lmp5/0/fkocdeTyn/9B/gNJcx2wDcIscBPwG/eGPj3sjUf7L/lBdkJCYCFCmpp2bmsDE+xamQlKp2OfVCyQxrSGBeDj//9wPN1JXj3Fbz8nJgt8uY89wiTYEvsR5cFgNc7jImqRKb3l+QoduiAa/dq1zlTN0YM11EQoGOxhgd672KMhIS6DpmDBGtWxdOW7EzCb2TTdVmWWGNWHnytUQu/prsL6ew59E7aNu/n9NhqbrtPmAjUDAq0mPAHJcxk90ij9nvHy3vxtwiF9sv17tFfgZmYLWpX4Y1qpxXVLn3u4icjzVU7K/2+34iMssL2w0UkVUi8qP9vqmIzBaRrfb/Jsfahj86/qyzOP+992g/bFjhNK16V3WBCQhk3vkPA7BgziKHo1F1mVukPXAu8L7H5AuB6fbr6cC4Cm72fPsvBNgHnAqMwuoJ77X8zBvV75OwHtwyD8AYs1pEunhhuyVeJRljJkslrpL8Rc7hwzTq0AEJOHK9tWxHZWp4lPI/O7uP4OeIF0hq3IvLnQ5G1WZBIrLc4/0UY8wUj/evAY8ADTymtXIZEw/gMibeLVKhUeBcxkyobLAV4Y1MPdcYc6jY6HFVqiyWI1dJzwMP2JMvxLqqAesqaR61MFOfdsophLdsyVU/Wd0UsnLzWB2X7GxQStWQ/MBg9nXsQ/RvvxIVEkvkNdc4HZKqnXKNMYNKmuEWOQ+r3XuFW2SUt3fstgq992C1zRfmwT716FURuQoIFJFuwL3Awipu8zVKuEoy9lWSMSZeSrlKEpFbsQbLp169elUMo+ZlpabSpGvXwvdRcYfIzs13MCKlal7XeZ8x66dE+lx9NTrctKphI4EL3CLnYFWVN3SLfALsc4u0sUvpbah857bvgalYo8h5/eTujUz9HuBJIAv4HPgNeK6yGxP7KskYs0IqcZVkV6FMAQgPD/e77mXZqanUa3DkWkbvT1d10ZbIM2ny5/tkJiUR2rSp0+GoOsRlzOPA4wB2Sf0hlzHXuEX+D2sE1cn2/5mV3EWmy5g3vBBqibzR+z0DK1N/surhAPZVknhcJYl9lSQibexSelWuknxaVrFMfeH2RAejUcoZaY2sirjkmBjN1JWvmAzMcIvcBOzC6rVeGa+7RVzA71iFYQBcxnjlUYVVztRF5ATgIYq1DxhjRldme8bjKskuqT9kjLlGvHeV5LOMMWSnpVHfztQPpGWxOFpL6qruSWvUCoC5LhdX/eC1Z10oVSEuY+ZhdwJ3GXMA7zzzvA9wLTCaI9Xvxn5fZd6ofv8K6wHv7wPV+TSGycAMqfpVks8yeXmc8tRTdB41CoBf1u3VR62qOulgyy6sPOlq+gzr73QoSnnbRUBXlzHZ1bFxqeo48iKywhgz0EvxeFV4eLhJT/ffJ5tdOWUxi6IPOB2GUo55YGhzRqVvpfNpp9GwXTunw1G1hIhkGGPCndi3W+RL4B6XMdXShOyNkvoPInIn8B0e7QPGGK03rqCslBQObttGyz59OJiZz5IdmqGrum318vUk/fsmrvzxR83UVW3RCtjkFllG0TZ1n7ml7Xr7/8Me0wzQtYRlVRkWv/Ya81wurp09mwXhx+vQsKrOW5uYQycgx49r3JQqxlWdG/dG73dvjB6ngNT4eAC6nH46j01Z7HA0SjnvcEAwANmaqatawmXMX9W5/Upn6iLyiDHmJfv1ZcaYrzzm/dsY84Q3AqxLknfsoM3AgSSkZrFcx3tXipzgEOt/RobDkSjlHW6RVI6MuloPCAbSXcY0LH2t8qvKA13Ge7x+vNi8s6qw3ToreccOmnTpwq/r92rVu1JAbnB98sMiCm/zVMrfuYxp4DKmof0XAlwCvOWt7VclU5dSXpf0Xh2Dyc8nOSaGxl26sDbukNPhKOUT8oLqs3vQ2URee63ToShVLVzGfI+X7lGHqrWpm1Jel/ReHYsId6xbR3BoKO/8sMvpaJTyDSLMHXkD62fOZM4DD3DKU0/R/8YbnY5KqUrzeK46WAXrQXgxz6xKpt5XRFKwSuWh9mvs9yFVjqyOERGadesGQHTCBoejUcp35OUbkoMacPjAAXbMmaOZuvJ353u8zgVisJ5C6hWVztSNMYHeCkLBnuXL2bVgAV2vup6kjBynw1HKpxzs0JMmXbuSnZbmdChKVUl1P1fdG/epKy9YPW0ay/77X84++3KnQ1HK52zbl0qTiAjN1JXfcos8U8Zs4zKm0k839VSVjnLKi9Z98QX1IiKISa3O4fOV8k9b9qVRTzN15d/SS/gDuAl41Fs70ZK6D8jPzSUzKYnIa69lU4IOsqFUcVv3p/LcK69AFZ9VoZRTXMb8p+C1W6QBcB8wAfgC+E9p61WUZuo+IG3fPkx+Pu2HDePnBC2JKFXczgMZNOrWnXpBWrmo/JdbpCnwAHA1MB0Y4DImyZv70EzdB+Tn5NC6f38adexI9CYtqStVXG6+Yc2S1eSv/IeBt9xCUIjeYKP8i1vk/4CLgSlAH5cx1VKCq/KjV32Zvz16NS/f0PPpX8nOy3c6FKV8zqQG29n51H3cvXkzzU44welwlB9z4tGrbpF8rKey5VL0vnTB6ijnlWFitaTuAzKTkwkODycuJVszdKVKsT+0OQBrP/uMUZMmORuMUhXkMqZG2o60gcoH/HTHHbx94olEayc5pUq1o3EnABI3bXI4EqV8l2bqPiA5JoZGHTuyXTvJKVWqrcm5dD3jDJJjYpwORSmfpZm6D4hftYrGnTsTnagldaVKE5OYTrNevQgOC3M6FKV8lrapOyx20SLysrIIb9mSaC2pK1Wq3HzD8U/8i3Na6WNYlSqNltQdlrp7NwDdL7hA29SVOoZNe1PJOXyYHX/+6XQoSvkkzdQd1mX0aG5cuJDw7r3Yn5rldDhK+bRF2xL4d1gYH51+OrmZmU6Ho5TP0UzdYaFNm9Jh+HBi0/VWNqWO5e9tBzjrjTcAiF240OFolPI9mqk7LH7VKlZ9+CHb4w85HYpSPi8u6TD1B40EYMfcuQ5Ho5Tv0UzdYb9NnMisG2/Unu9KlVMUTWncuTMr33vP6VCU8jna+91hmUlJBIeFEX1Q2weVKo/5WxK58a67OBQb63QoqpZyi3QAPgJaA/nAFJcxr9sPZPkS6AzEAJd7+4EsVaUldQel7N7NvqgoBtxyiw48o1Q5LY4+wJCJD3D26687HYqqvXKBB13G9ASGAXe5RXoBjwFzXMZ0A+bY732KZuoO2rNsGQDthg0n5oBWvytVHmlZuazclUzUJ5/wZrduZCYnOx2SqmVcxsS7jFlpv04FNgLtgAuxHpmK/X+cIwGWQTN1B7Xs3Zsuo0cTOngkmTna+12p8vp7awJ52dkc3LaNl5o1IztNa7pU9XCLdAb6A0uAVi5j4sHK+IGWDoZWIs3UHdT0+OMZ+9prxOXWczoUpfzK31sT6T1+PN0vuACTn8/B7dudDkn5lyARWe7xd2tJC7lFIoBvgPtdxqTUbIiVo5m6Q3YvW8Z3111HSKNGOpKcUhW0dvchMgjmpCeeACBFO82pisk1xgzy+JtSfAG3SDBWhv6py5hv7cn73CJt7PltgP01F3L5+FymLiIdRGSuiGwUkfUicp89vamIzBaRrfb/Jk7HWhWJmzYR9fHH5GVnE52oVYdKVURevmFZzEHCmjenZZ8+BNbT2i7lPW4RAaYCG13GvOIxaxZwvf36emBmTcd2LL54S1su8KAxZqWINABWiMhs4AZgjjFmsog8htXr8FEH46yS9H37AAhr0YLt+zc6HI1S/md1bDJnjO3OHVFRToeiap+RwLXAWrfIanvaE8BkYIZb5CZgF3CZM+GVzucydWN1Poi3X6eKiGevw1H2YtOBefhxph71ySfUb9jQqn7XkrpSFbY6NtnpEFQt5TJmASClzD69JmOpKJ+rfvckxXod2hl+QcZfYq9DEbm1oPNDbm5ujcVaUWnx8dSLiCAtK5d9KfogF6Uqak1sMnm5eUwdPpzl777rdDhK+QSfK6kXEI9eh8aYFKuJ49jsDg9TAMLDw031RVg13c49l44nn6zPUFeqklKzcok+kMHuZcuIW7yYgbfeSnnPE0rVVj5ZUhePXofGo9eh2L0OxUd7HVbEhR98QP8JE3QkOaWqYNWuZNoPHQpA6u7dDkejlPN8LlMXj16Hxs96HZaXyc/HGKsSQW9nU6ryVsUmc+qkSQC81aNH4e9KqbrK5zJ1jvQ6HC0iq+2/c7B6HY4Rka3AGPu9X4pduJAXIiLY+fffWlJXqgpW7Uqi86hR9Lr0UvpNmEB+To7TISnlKJ9rUzd+3OuwvJJjYsjJyCC8ZUuiV+xzOhyl/NbW/WlkGeGyr75yOhSlfIIvltRrva0//QRAg/Yd2KHPUVeq0vLyDVFxhwDY+O23fHbeeWSlpjoclVLO0UzdAbv++QdE2J8FWbn6IBelqmLVrmQA4pYsYetPPxH1ySfOBqSUgzRTr2H5eXlIQADDJk5k/Z5DToejlN9bHZsEwBkvvABAkj7cRdVhPtemXttJQAAnPfYYTbt1Y0asZupKVVVBSV0CAmjeowfJMTGOxqOUkzRTr0HL33mH/evXc86bbwKwZspihyNSyv/tT81iw54UerVtSOPOndm9dKnTISnlGK1+r0Grpk5l3WefAWCMYd1uLakr5Q1fLtsFwIBbb2XI3XdzOCmJv//9b+JXrXI4MqVqlmbqNeTjM89kz/Ll9L7ySgC2J6SRmuW7Y9Mr5U++X72HzJw8el50ESMfeQSTl8efTz7Jn/bz1pWqKzRTrwH5ublEz55NvYgIht53HwCrtT1dKa85dDiHX9bFF74Pa96c0KZNiV+5kqyUFAcjU6pmaaZeA3Kzsug6Zgzn/Pe/NOvWDbCeMKWU8p4vlsYWeR953XWk79/P1BEjHIpIqZqnmXoNqBcezhmTJ3PiFVcUTlsTl+xcQErVQkt2HCwymNMpTz1F28GDwRhMfj4HtmxxMDqlaoZm6jUg+o8/CGvRgqD69QHIys1jU7yOeqWUt3257EhpPaxZM25ZupQ716/n0K5dzLzxRnIOH3YwOqWqn2bq1SwvJ4dPxo5lxZQphdM27EkhO09HklPK275eEUtmTt5R03ctWEDsP//w+4MP8sfjj/PH44+Ttk+fu6BqH83Uq1lKbCwmP58mXbsWTtP2dKWqR2JaNp8u2XXU9HZDhhDSpAmrpk5l8SuvsPiVVzh88CCJmzbxzZVXsn/dOgeiVcr7dPCZahS7cCGzH3kEgCZduhROXxOnPd+Vqi7v/LWdq4d2JCQ4sHBasxNO4NGDB49adv+6daz74gsi2rZl7H/+U5NhKlUttKRejaI+/ZTdS5dy3NixtBk4sHC6ltSVqj4JqVklltZL0uyEEwA4sHlzdYakVI0RY4zTMVSb8PBwk57u3KNN83NzSd+/nwZt2xZO25eSybAX5lCLP3alHNeyQX3mP3JakdJ6aWZceimbZ86kzYABTFiwgMDg4BqIUDlJRDKMMeFOx1EdtKReTfauWcO+qKgiGTrA50t3aYauVDXbn5rFZ+UsrY946CE6jBzJ8WefTV52djVHplT10pJ6Nfny4otJ3LSJuzZsKJyWm5fPSS/OZW9KpiMxKVWXNAwJ4ru7RnJciwinQ1E+RkvqqsKSd+wo0uMd4I+N+zVDV6qGpGTmctO0ZSSll6/0vfHbb5l+2ml6q5vya5qpVwNjDEnR0TT26PEO8OmSnQ5FpFTdFHMgg9s+WUF27rHHhUiKjiZm3jxmTphQA5EpVT00U6+itZ99xj8vvcQ/L71Earz1QImdf/1FVkpKkZJ6TGI6C7YlOhWmUnXW0h0HueWj5Xy3Ko7YgxmlLjf0vvto0asX8StW8M9LL3E4KakGo1TKO/Q+9SpIT0jg26uvLnzfedQoGrRpQ+KmTUhgIO0GDy6c95l2kFPKMX9tSeCvLQkAnNAqgofO7M6ZJ7YuskxgcDADb7uNX++7jz8efZSel1xCaJMmToSrVKVpR7kqSNiwgbdPPJFx06fT69JLCaxfn4DAQPJzc8nPyysc6z01M4eTX5pLckZOtcWilKqYIV2a8n+XRtKpWdH+UjmHD4Mx5Ofl8eNttxVO73/TTXQ9/fSaDlNVg/J0lHOLnAW8DgQC77uMmVwjwVWRVr9XwWF7hKqI1q0JDgsjINC6JzYgKKgwQweYumCHZuhK+ZilOw7y8NdRR00PDg0lOCwMk5/PnuXL2bN8ORu//ZYlr7/uQJTKCW6RQOC/wNlAL+BKt0gvZ6MqH61+L4cPTzmFwwcOFJnW7bzzGPnII4yfNYs2AwaUum5yRjZTF+yo7hCVUpWwdMdBvloey2WDOhw1L6RRI+6xH9f6+QUXsOWHHwrn/XDbbcQuWFBk+SbHHceVs2YB8O0117B31aoi81v26cOlX3wBWLe8Fh/Frt2wYVw4dSoAn4wdS0pcXJH5XU4/nbPfeAOAD046icxibf4nXHABZ7zwAgDvDhhAXlZWkfm9r7ySU556ivzcXN7p2/eo9Pa/6SaGP/AAmYcO8UEJz6Afcs89DLr9dlLj4/n4jDOOmj/yscfoe+21HNy2jS8uvPCo+ac99xw9L76YfVFRfHPllUfNP/OVVzh+7FhiFy3ih5tvPmr+ue+8Q6eTTz5qejUZAmxzGRMN4Bb5ArgQ2FDmWj5AM/VyaNa9O1nJyUWmNWzXjrBmzeh+/vllrvvu/GhSM3OrMTqlVFW88MsmxvRqReOweqUuM+Tuu2nQrl3h+0YdO5LZq2jBrUH79oWvG3fpclSm6nk3TJOuXQtr9grnd+p0ZP7xx1O/YcMi8xt2OHLh0ax7d7JTUoru32OgqxY9ex41kE5Ea7sPgQgteh1d6Axv2RKAgMDAEueHtWhhzQ8KKnF+aNOmAATWr1/i/JDGjQEICg0tcX5BeuuFh5c4v16EV8cbCBKR5R7vpxhjpni8bwfEeryPA4Z6M4Dqom3q1SghNYtTXprL4RIeBamU8h3jB3dg8iWRToehasix2tTdIpcBY13G3Gy/vxYY4jLmnpqKsbK0Tb0avT1vm2boSvmBL5fH8o/ecqqOiAM822TaA3sciqVCNFOvJtEJaXyyWAebUcofGAP3fbGahNSsYy+s6oJlQDe3SBe3SD1gPDDL4ZjKRTP1avLsjxvIyau9TRtK1TaJaVnc/+Uq8vP1d1vXuYzJBe4GfgM2AjNcxqx3Nqry0Tb1ajBn4z5umr782AsqpXzOA2NO4N7TuzkdhqpG+kAXVW7Zufk896PP3/WglCrFa39swf3DetKy9K4V5X/8rqQuxUb5MWWM8lNTJfVdBzKIS8ogLSuXv7cm8rG2pSvl91o3DGHSBSdyVu/Wx15Y+ZXaXFL3q0xdrFF+tgBjsHonLgOuNMaUWDSu7kx91a4k/jt3O3M27dNx3ZWqpS7o25bnLuxNo7Bgp0NRXqKZuo8QkeHAJGPMWPv94wDGmBdKWr46MvWdB9JZFpPE0h0H2BifisF/Pj+lVOW0bhjKpAt60b5JmNOhKC+ozZm6v40od8xRfkTkVuBW+60RkcMes4OA2t5Qpmn0f7U9feCHaZxa8VX8Lo2V4K9pDHU6gOrib5m6lDCtSFHZHupvSgnLISLLjTGDqiMwX6Fp9H+1PX2gaawt6kIa/Y2/9X7321F+lFJKqermb5n6MqCbiHQRPxvlRymllKpuflX9bozJFZGCUX4CgQ9MxUb5KbFavpbRNPq/2p4+0DTWFnUhjX7Fr3q/K6WUUqp0/lb9rpRSSqlSaKaulFJK1RJ+namLyAcisl9E1nlM6ysii0RkrYj8ICINPeZF2vPW2/ND7OkD7ffbROQNESnp1jlHVCSNIhIsItPt6RsLBuex5/lyGjuIyFw75vUicp89vamIzBaRrfb/Jh7rPG6nZbOIjPWY7nPprGj6RGSMiKyw07FCREZ7bMvn0geVO4b2/I4ikiYiD3lMqzVp9LdzTiW+q355zqnVjDF++wecAgwA1nlMWwacar++EXjOfh0ERAF97ffNgED79VJgONZ98L8AZzudtkqm8SrgC/t1GBADdPaDNLYBBtivG2ANBdwLeAl4zJ7+GPCi/boXsAaoD3QBtvvysaxE+voDbe3XvYHdHtvyufRVJo0e630DfAU8VNvS6I/nnEqk0S/PObX5z69L6saY+cDBYpO7A/Pt17OBS+zXZwJRxpg19roHjDF5ItIGaGiMWWSsb+JHwLhqD76cKphGA4SLSBDWiEnZQIofpDHeGLPSfp2K9fzidsCFwHR7sekciflCrBNJljFmB7ANGOKr6axo+owxq4wxBeMvrAdCRKS+r6YPKnUMEZFxQDRWGgum1aY0+t05pxJp9MtzTm3m15l6KdYBF9ivL+PIYDUnYA0b+5uIrBSRR+zp7bAGtSkQZ0/zZaWl8WsgHYgHdgEvG2MO4kdpFJHOWCXVJUArY0w8WCcboKW9WEnDBbfDD9JZzvR5ugRYZYzJwg/SB+VLo4iEA48C7mKr15o04ufnnHKm0e/PObWNX92nXk43Am+IyDNYA9Nk29ODgJOAwUAGMEdEVgApJWzD1+/zKy2NQ4A8oC3QBPhbRP6gHMPr+gIRicCqjr3fGJNSRhNcaenx6XRWIH0Fy58IvIhV4gMfTx9UKI1u4FVjTFqxZWpTGv32nFOBNPr1Oac2qnWZujFmE/ZJUEROAM61Z8UBfxljEu15P2O1VX+CNdxsAZ8feraMNF4F/GqMyQH2i8g/wCDgb3w8jSISjHUS+dQY8609eZ+ItDHGxNvVefvt6aUNFxyHj6azgulDRNoD3wHXGWO225N9Nn1Q4TQOBS4VkZeAxkC+iGTa69eWNPrlOaeCafTbc05tVeuq30WkoHovAHgKeMee9RsQKSJhdvvPqcAGuyopVUSG2b0zrwNmOhB6uZWRxl3AaLGEA8OATb6eRjumqcBGY8wrHrNmAdfbr6/nSMyzgPF2O3MXoBuw1FfTWdH0iUhj4CfgcWPMPwUL+2r6oOJpNMacbIzpbIzpDLwG/NsY81ZtSiN+eM6pRBr98pxTq1V3T7zq/AM+x2rLycG6Kr4JuA+rx+YWYDL2qHn28tdgdcpZB7zkMX2QPW078JbnOk7/VSSNQARWT+L1wAbgYT9J40lYVXNRwGr77xys3sJzgK32/6Ye6zxpp2UzHr1qfTGdFU0f1oVauseyq4GWvpq+yh5Dj3UnUbT3e61Jo7+dcyrxXfXLc05t/tNhYpVSSqlaotZVvyullFJ1lWbqSimlVC2hmbpSSilVS2imrpRSStUSmqkrpZRStYRm6kr5Mfv+4AUicrbHtMtF5Fcn41JKOUNvaVPKz4lIb6x7hfsDgVj3Fp9ljoxEV5FtBRpj8rwboVKqpmimrlQtYA+3mg6E2/87AX2whoKeZIyZaT+g42N7GYC7jTELRWQU4MIa5KifMaZXzUavlPIWzdSVqgXsITpXYj3c50dgvTHmE3vI2aVYpXgD5BtjMkWkG/C5MWaQnan/BPQ21qNslVJ+qtY90EWpusgYky4iXwJpwOXA+SLykD07BOiI9UCNt0SkH9aTtU7w2MRSzdCV8n+aqStVe+TbfwJcYozZ7DlTRCYB+4C+WJ1kMz1mp9dQjEqpaqS935WqfX4D7rGfjoWI9LenNwLijTH5wLVYneqUUrWIZupK1T7PAcFAlIiss98DvA1cLyKLsaretXSuVC2jHeWUUkqpWkJL6koppVQtoZm6UkopVUtopq6UUkrVEpqpK6WUUrWEZupKKaVULaGZulJKKVVLaKaulFJK1RL/DwzbqfPazC9VAAAAAElFTkSuQmCC\n", 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" ] @@ -755,12 +391,12 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -798,14 +434,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 52, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", 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2xe9dWM1gDFZ1Xw8RuaEe73ns77QwrCq6YDum8oKBT4FBInKpvc3jwGpjTPkFwTvAffY5umBdgMywj3uciBwvIs2wPj/lnTO8RkT6i1V7EGvf74pVO7HY3qSqz/TRvPcisBK0DPucN2CVwNXW11jvn6vt5/4KrCraLyt5fB1E5EoRaWnHeLb9+H6sw/lUE1bbBO4LOXwcuE9rud+1WFWT5T3mPgI6V7P9HVjVb3uwfnQ/4Mgu3TOx2qDUJgn5HKux6e9Yvc/+Xc22d2J9UWzBKqV6nz+6xr+J1R5iFVYj0E8q7PtXrC/8TKxu6O+XrzDG7MBqb3M/VjXK71hXmmCVXKUAi8Wq8vofVgkKxphvsIryf7S3qc2H7j9YX4B7sBo431Vh/TtYz12dBkc1xnwKTAFm2XGuxWr0C9bz8g1WidJ2rC9azyqAf2Alo99hlW78G6thLlg/HjPFqkoYb4z5Aeu5/BirBLI3cGUd4szH7mVpH/MEe/kurNfNAL9U2G0P1uuWivUjeKvHD0yVr08l5/6vfe73saqIPsPqBVyM1X3/XKwSjleBaz3OUR/vYz2fW+y/8kFjX8R6bvdh/QhVe1Vul+CchfUcp2I9F1Ow2kyC9XlsaS+fgdXjtapjVfbcT8d6T87H6phRiPU5q2z/ZKzP+xZ7/y6VbeexvRsrET7GPvY+rB/c2iaAFd2MVcKzH6uTx8J6Hqfc+1gJ9AGsDirXQK2e89q4CqvdXipWkpRojPm+pp3EKlX9N1ZpeoodTwHWY39ORDpSh/e87S9YFw2PYF0gFdjLyhPjS7HeF5lYbcc8P8+vY3WSWIP1nfKVvQysi8A37f22Y70uz9f0GOsox45piYjkYX1m1mJ9V1f3ma73e88Yk4R1Eb0I66JlMFa7wFoxxuzHusi8H+s5eQi4wBizr7LNsapLd2E9j89jjdrweW3Pp5q28t6iTZKITMFqfOpZDD8KKwHpUaFdUcV9DVaj/ZSGj9Q3iMi1WN32T3E6lsYmItOBVGPMXzyWnYbV2STWqbjqSkS2YTXY/p/TsSillHJOkxoMVaxq0+ZYV2THYVUN3OSxvhlWVehb1SVv6khiVavehlUCFFBEpAdwCXCsw6EopZRSXtHURmJvhVU9mYdV7TYVqxoUu43IQawq2BedCc832W0fMrCK7N+vYXO/IiJPYlWLPGeM2ep0PEoppZQ3NOkqVKWUUkopdaSmVgKnlFJKKaVq0KTawAWCoKAg06JFi5o3VEopBUB+fr4xxmiBg1IeNIFrZC1atCAvL6/mDZVSSgEgIjWN+alUwNErGqWUUkopH6MJnFJKKaWUj9EETimllFLKx2gCp5RSSinlYzSBU0oppZTyMdoLVSmllGoky5cv7xASEvIWMAgtRFHVKwPWlpaW3jRs2LC9FVdqAqeUUko1kpCQkLc6deo0IDo6OjMoKEinQlJVKisrk4yMjPg9e/a8BYytuF4TOKWU8mCMYdm//kWHgQPpPmoUBZmZLH7hhSO263v++cQefzy56en89s9/HrG+/8UX0/nYY8nasYMVb711xPqBV1xBh4ED2b9pE6v/858j1idcey2Rffqwd9061s2efcT6oTffTJuuXUlbsYLkzz47Yv1xt99Oy44d2bV4MZu+/vqI9Sfedx9hbduyff58tvzvf0esP+WRR2gWHs7m779nxy+/HLH+1McfJygkhI1ffsnupUvpN24cXYYNozAri0VTpwIQ0aEDx91+OyJyxP4BbJAmb6o2goKCTHR0dNaePXsGVbZeEzjldw7mF9M2vLnTYSgflb1zJ1/fdhsDr7iC7qNGUXjwIPOfeuqI7SI6dCD2+OPJ27u30vXtevem87HHkr1rV6XrOyYk0GHgQDK3bKl0fbdTTiGyTx/2rV9f6fo+555Lm65d2bNqVaXrB44fT8uOHdn922+Vrj924kTC2rZlx6+/Vrr++Lvvpll4ONt++olfJ08+Yv2ov/wFgJS5c/ntlVeY/+ST3JaURGirVtbx7Hm2e5x2Gh0GVfr7E6iCNHlTtWW/VyqtatfJ7BtZRESE0ZkYGk5aVgGXvrqQe86IY/xxXZ0OR/mg1OXLeXP4cK747DP6jxvndDg+4W/BwZiyMm5bt47o+HgADmzezG+vvsqIO+6gXc+eR3V8Eck3xkRUt41LZDpwAbA30ZhB9rLngAuBYmAzcEOiMQftdY8CEwE3cFeiMXPt5cOAGUAL4Gvg7kQv/lCuWrVqW0JCwj5vHU/5v1WrVkUlJCT0qLhcG1CqJs0Yw+3vreDJL5PYk1VY7bZZ+SVc+++lpGYV8ufP1rBws35Hqrr59NprmTl6NADhUVEOR+M7zn35ZaIHDqStR6IW2bs3Z0+detTJWx3MAM6psOx7YFCiMUOAjcCjAC6ReOBKYKC9z6sukWB7n9eASUBf+6/iMX1ecHDwsP79+8eX/z322GOdnI4JICYmZnBcXFx8XFxcfO/evQfeddddXQoKCppE/fu0adPaX3vttd2cjsOTVqF6EI8rOGNfwYlIJDAb6AFsA8YbYzLtdYddwRn7Ck55z8s/pvDVmjQA/rNoOz2iwikz0LZFM24f3YfR/TsAsCBlH5O/SWbT3lwAStyG/3t3BV/eeQpdI8Mdi1/5lu6jRhHapg1hbdoQc9xxTofjM4677TaOu+02R2NINGa+S6RHhWXfedxdDFxm3x4HzEo0pgjY6hJJAUa4RLYBrRONWQTgEnkHuAj4pmGjb1yhoaFlycnJSd48ZklJCc2aNTvq48ybN29j586dS7OysoImTJjQ/Zprrun+ySefbDv6CP2PJnCHmwG8ArzjsewR4AdjzGQRecS+/7AcfgXXBfifiMQZY9yNHLPf+mVTBi/+b+Oh+8XuMjam5x66f8OM3xjRM5LsghKS9+QcsX9WQQmJc9Yx/Xr9IVZVK3O7ydyyhaSPPiLhT39i6E03OR2SOlKIiCzzuP+GMeaNOh7jRqyLcYAYrISu3C57WYl9u+LyBnHjjTd2Xbt2rVevMAcNGpQ/ffr0nfXZNyYmZvD48eP3z507t01paanMnj17y7HHHluYnZ0dNHHixG7r169v4Xa75c9//nPqhAkTDk6bNq39N99806aoqCgoPz8/6Pvvv0+54ooreqSkpIT17du3cOfOnc1feeWVHcuXLw9fu3Zti3//+987AaZOnRq1fv36sLfeemtXVbG0adOmbObMmdu7d+8+JD09Pbhjx47uv/71rx0//fTTyOLiYjn//PMPvvDCC6kbNmxofs455/QdMWJE7ooVK1oOGDAg/8Ybb9z3t7/9LWb//v0hM2bM2DJ69Oj8n376Kfy+++7rVlhYGBQWFlY2Y8aMrQkJCUXTpk1r/+WXX7YtKCgI2rFjR+i555578F//+tcugJdeeqn9Cy+80Dk6Orqkd+/ehc2bN29Sbc40gfNgjJkvFa7gsK7UTrNvzwR+Bh62l88y9hWc2FdwwKJGCdbPFRS7uf/DVZTV8HFZuvVAtet/TN7L90npnBnf0YvRKX9RePAg03r3puCA9T7qc/bZtI6NdTgqVYlSY8zw+u7sEvkzUAq8Zy+qrFrOVLPcrxQVFQX1798/vvz+/fffn3bzzTdnAkRFRZUmJSWtnzx5cvTkyZM7zp49e/tjjz3WefTo0dn//e9/t+3bty94+PDhA8aOHZsNsGLFiparV69e17FjR/fjjz/esW3btu6NGzcm/fbbb2EnnnjiQICJEyceGDhwYHxRUdGu0NBQ8+6770a9/vrr22uKMzIysiwmJqZ43bp1YQsWLAhOSUkJW7169XpjDGeccUafb775pmWvXr2Kd+7cGTZ79uwtw4YN2z5kyJAB7733Xvtly5Ylv//++22ffvrpzqNHj96ckJBQuHTp0uRmzZrx2WeftXrooYdi586duxkgKSkpfNWqVUktWrQo69Onz6AHHnggvVmzZkyePLnL8uXL10dGRrpPOumkfoMGDcpvmFekfjSBq1lHY0wagDEmTUQ62MuruoI7gohMwmpTQfPm2juyNt5ZtI29OUVeOZbri3WM7BtFWLPgmjdWASVz61YKDhxgyIQJxJxwAp2OOcbpkJSXuUSuw2oac7pHZ4RdgGcvp1gg1V4eW8nyBlHfkrKjVV0V6tVXX50JMGLEiPw5c+a0A/j5559bz507t+20adM6ARQVFUlKSkpzgJEjR2Z37NjRDbBw4cKWd999916A4447rjAuLi4foHXr1mUnn3xyzuzZs9sMHjy4sKSkREaMGFFQm1jLX7Jvv/229fz581vHx1u9ZPLz84OSk5PDevXqVRwTE1NUfry4uLiCMWPGZAcFBTF06ND8p556qgvAgQMHgq+44oqe27ZtCxMRU1JScihZP+WUU7Lbt2/vBujTp0/h5s2bQ/fu3Rtywgkn5HTp0qUU4JJLLjmwcePGsDo90Q1ME7j6q/WVml3U/wZYvVAbMih/kFdUyuvzt3jteLsyC3j887U8eu4A2kVoAq3+kL/P6ugy7JZb6HbKKQ5Ho7zNJXIOVo3JqYnGeJaezAHed4n8A6sJTF9gaaIxbpdIjkvkBGAJcC3wcmPH7aSwsDADEBISYkpLSwWsJOqjjz5KSUhIOOyq+tdff40IDw8vK79fXWfdSZMm7Xv66ac7xcXFFU6YMKFWPcwyMzODUlNTmw8ePLjwgw8+4J577kl78MEHD9t3w4YNzT2rNoOCgg49huDgYNxutwA8/PDDMaeeemrO999/v3nDhg3Nx4wZ0698H8/9g4ODDyV3TX38Qu2FWrN0EekMYP8vn86iqis4dZSm/7qVA3nFXj3mh8t2ccKzP/Dgf1exJSO3yu08v4CKS8vYm11IYckfzRpzCkt45cdNvPpzCtv2VT0czN7sQl7830Y2pf/RNm/OqlT+s2jb0T0Q5VVdhg3jT99/T4fBg50ORR0ll8gHWE1Y+rlEdrlEJmK1aW4FfO8S+d0l8i+ARGPWAR8CScC3wO2Jf7Rf/j/gLSAFa+gRv+rAUB+jR4/Onjp1aseyMitXW7BgQYvKtjvppJNyZ82a1Q5g+fLlYRs3bjy03ZgxY/LS0tKaf/rpp+0nTpxYfdsXICsrK+iGG27ofuaZZx6Mjo52n3vuudn/+c9/orKysoIAtm7d2mz37t21LoTKzs4Ojo2NLQZ4/fXXa+xiPmrUqLzFixe32rNnT3BRUZF8+umn7Wp7rsaiJXA1mwNcB0y2/3/usfx9qXAF50iEfiSroIQ3f/Fe6ZunotIy/rt8F5+u3M1lw2K5ZGgsv6bs47t1e9h5IJ/C0jLcZYbgICEkSCgqtb6sQkOCOL5Xe/p2aMnHK3ZxML8EgL9/u4G4ji05qXcUx/eMpFVYMwyGFdsP8vr8zeQXu5n2wybOHdSZvTmF/LYtkw6tQrlqRDdCgvXayWkHUlJwl5TQ64wznA5FeUGiMVdVsvjf1Wz/NPB0JcuXYc1T6rcqtoEbM2ZM1quvvrq7qu0nT56cOmnSpG79+/ePN8ZIbGxs0U8//ZRScbsHH3wwY/z48T3i4uLiBw0alN+vX7+Cdu3aHboCvuiiizJXr14dHh0dXWVnv1NPPTXOGCNlZWWcd955B6dMmZIKcMkll2SvW7cu7LjjjusPEB4eXvbee+9tDQkJqVWt1sMPP7znpptu6jlt2rROI0eOzK5p++7du5c8/PDDqSeccMKA6OjokiFDhuSXl+Y1FTqQrwexruBOA6KAdCAR+AzrSq0bsAO43BhzwN7+z1g9m0qBe4wxNV6p6UC+VXOXGSbO/I2fN2Q4HUqDevWaoZw3uLPTYQS8L2+9leWvv86k5cvpPHSo0+GoatRmIF9f4c8D+ZaWllJcXCzh4eFm3bp1oWeddVbc5s2b15ZXaY4ePbrPPffckz5u3Lgjhw1QVapqIF8tgfNgKr+CAzi9iu0rvYJT9ZM4Z63fJ29gjWenCZyzlr/5JsmffUbHIUM0eVPKS3JycoJGjhzZr6SkRIwxvPDCC9vDwsJMec/VAQMG5Gvy5j2awKkm4Z1F23h38Q6nw2gUi7bsJ2VvLn06tHQ6lID12yuvUFZayrETJzodilJ+o127dmVr165dX3F5VFSUe9u2bWudiMmfaUMc1ST8d1mV4zn6pXcX1zgEkmogxbm5pK9eTfzll3P8XXc5HY5SStWLlsApx+UVlZKUVmObUr/y3pLtDIltwyVDddDYhmSMYf/GjbiL/+jV3KJdOx7OzCQvw/+r65VS/ksTOOW433cexF3TlAt+psRtuO/DVaRlFXL76D6VbrM/t4hPV+4m9WAheUWlPHb+ANq0OPq5BgNJ0kcf8dH48YctO+aGGxg3fTphbds6E5RSSnmBJnDKccu2ZTodgmOem7uB2b/tJDQkiLBmwfSMimBA59akHizgv8t3UlhyaIxMSsrK+Mf4Y5wL1geV5OXRpls3Tn/2WYJDQwFo2727w1EppdTR0wROOW7Z9hrHdPRrOw78MUD8mt1ZzFlV+XjQn6zYzbmDOuu8rrVgyspY9c479D7rLI65/nqnw1GqSj0e+WqYN4+3bfL5y2vaJjg4eFjfvn0PTWV1ySWXHHjmmWf2eDOO+pg+fXq7p556qkt0dHTJkiVLNjbUeS699NIeF1xwQdYNN9yQCTBx4sSu3bt3L3r88cf3Apxyyil9Y2JiimfPnr0d4Oabb46NiYkpueqqqzITEhIG9ejRo7CkpESGDBmSN2vWrO2hoaGOVCFpJwblKHeZYeWOg06H4TMe+3QNmV6epcIfpa1Ywec33MDWH390OhSlmpzyuVDL/7yRvJWUlBx1XG+//XbUSy+9tKNi8uaNY1fn5JNPzl28eHFLALfbTWZmZsiGDRsOzSLx22+/tRw1alQuQNeuXYuSk5OTNmzYsC4tLa359OnTHZuhQRM45ajkPdnkFpU6HYbPyMgp4rJ/LTxsii51pJxUqxSzXa9eDkeilO+IiYkZfO+993aJj48fEBcXF79y5cowgOzs7KDLL7+8x6BBgwYMGDAg/t13320LMG3atPbnnnturzFjxvQZOXJkXE5OTtB5553XKy4uLv7888/vNWTIkP7z588Pf+GFF6ImTpx4aOrJqVOnRt10002H9eB64IEHOi9fvrzlnXfe2f2WW26JrXjs9PT04DPOOKN3XFxcfEJCQv8lS5a0ALjvvvu6XHLJJT1OPvnkvjExMYNnzpzZ9tZbb42Ni4uLHzlyZN+ioqIaZ08YM2ZM7vLly1sCLF++vEW/fv0KIiIi3BkZGcEFBQWyefPmsJNOOslzLl1CQkIYOnRo3u7du5sBLFu2LGzw4MED+vfvHx8XFxe/Zs2a0KN8OWqkCZxy1PLtgdv+rb42Z+Qx7p8L+KKKqtZAd3D7dmaNGwdAq5gYh6NRqukpn0qr/O/NN988VIoUFRVVmpSUtP7GG2/MmDx5ckeAxx57rPPo0aOz165du/6XX37Z8Je//CU2Ozs7CGDFihUtP/jgg62LFy/e+Nxzz0W3bdvWvXHjxqQnnngiNSkpKQJg4sSJB7777rs25cnUu+++GzVp0qT9njE9//zzaYMGDcp/5513trz++uu7Kh77oYce6pKQkJC/cePGpCeffHL3dddd17N83+3bt4f++OOPKR999FHKrbfe2nPMmDHZGzduTAoLCyv78MMP29T0fPTo0aMkJCTEbNq0qfm8efMiTjjhhLzhw4fn/fjjjy1/+eWX8H79+hWUzyZRLj8/X5YvXx5x4YUXZgO8/PLL0bfddlt6cnJy0urVq9f37NmzwatKtA2cctRvAdyB4WjkF7u5d/bvdGoTxnE9Imu1zz333MPvv//esIE1AZEHDpAApHXsyEXXXgvSpKYvDFjHHHMML774otNhKP6oQq1s3dVXX50JMGLEiPw5c+a0A/j5559bz507t+20adM6ARQVFUlKSkpzgJEjR2Z37NjRDbBw4cKWd999916A4447rjAuLi4foHXr1mUnn3xyzuzZs9sMHjy4sKSkREaMGFFQ2fk9eR576dKlrT7++OMUgLFjx+ZMmjQpZP/+/cEAZ5xxRlZoaKgZMWJEgdvtlssuuywbYODAgQVbt25tXpvnZNiwYbk//fRTxKJFi1o++OCD6Tt27Gi+YMGCiDZt2rhHjBiRW77dzp07Q/v37x+/ffv20HPPPTfz+OOPLwA48cQT855//vnOu3btan7llVdmDh48uKg25z0amsApRy3fFtgdGI5GaZnhzvdX8tVdp9C+ZYOX1vuM3IgIkvr3Z39k5B/JW2khhIRVvkNZKZTkQ2mRtV1RrnW/rMr5thVAcDNoHgEhLaznrTgXTJm1vG03CGvrdISqHspLmkJCQkxpaamANZ7iRx99lJKQkHBYUvLrr79GhIeHH+oqX93c6pMmTdr39NNPd4qLiyucMGFCreaCrenYImIAyjsRBAcHExISYoKCrMrFoKAgyh9DTU488cTchQsXtkxOTm5x3HHHFfTq1av4xRdf7NiyZUv3DTfccCje8jZw27dvb3bqqaf2e++999pcc801WbfeeuuBkSNH5n366adtzj333LhXX31129ixYxu0rYsmcMoxmXnFpGYVOh2GT9uTXcg9s39n5g0jCAqq/nvK70s/Du6EVp0hOAQKs2HD15D8FWz7FQoOQHgU9D0LovtBsxbgLoZN38P2BVYSd5ggtIVJbeTZf+WCADeMexCOvcahmJS3jR49Onvq1KkdZ8yYsSMoKIgFCxa0OPnkk48oQTvppJNyZ82a1e7CCy/MWb58edjGjRsPdQQYM2ZM3h133NF83bp1EWvWrFlX1xhOOOGEnLfffrv9c889l/bll1+2ateuXWlkZGRZzXvWzqmnnpr7z3/+s1O3bt2KQkJC6Nixozs7Ozt406ZNLd55550jps7p3r17yd/+9rddzz33XOdrrrkmKykpqfmAAQOKBg4cuHfLli2hv//+ewtN4JTf2pmZX/NGqka/bNrH2S/O58ZTenLBkM4s2XKAz1elcmzXttxwcg/E36sQi/Pgm4dg5bsQHMqarW0IKdjLgH4VtsvfB6vedyTEgGO09LK2ajPsh7eVt4Ervz9mzJisV199dXdV20+ePDl10qRJ3fr37x9vjJHY2Niin376KaXidg8++GDG+PHje8TFxcUPGjQov1+/fgXt2rU79Ga46KKLMlevXh0eHR1d5zfIlClTUq+++uoecXFx8S1atCibMWPG1roew9O9997b/ZFHHukK0Llz5+Jly5YlHzx4MOSSSy451Davf//+BXl5ecGdO3eutKfdhAkTDj799NNdvv3225bz5s1r+d///rd9SEiIiY6OLnn22WcbvJGyVFfkqbwvIiLC5OXl1bxhAPh6TRq3vbfC6TD8igh4fqSP7xnJlEuH0CMqwrmgGkpJIWz8Bn54Eg5s5rvvCtm4sZSsrDK6dw9mwgQ/fMy+4oIXYPiNXjuciOQbY/ziBV21atW2hISEWlUh+prS0lKKi4slPDzcrFu3LvSss86K27x589ryatnRo0f3ueeee9LHjRun3ejrYNWqVVEJCQk9Ki7XEjjlmF1aAud1Fa/Hlmw9wBn/mMe4Y2K4Y0wfevpDIpeTDvMmw5qPoOiPOXSTkkoQgf79QxgyRKccc5S2HwxIOTk5QSNHjuxXUlIixhheeOGF7WFhYWbfvn3Bw4cPHzBgwIB8Td68RxM45ZhdmTV2QlJeUFpm+HjFLr5Ylcqr1wzljKY6k0NpEeTts5KykgKrnVpUP7AbJJOzB1bNgvnPQ/GRvwEFBYahQ5tz9tlVdFZQjcd4rWmS8iHt2rUrW7t27fqKy6Oiotzbtm1b60RM/kwTOOWYnQe0BK4xFbvLuO29Fbx89bGcPbBT45y0KNdKxIKCrfvp62DxaxDdH/qda/X2XPEOrPsU8jKO3L95S+g40OqgkFN9k5K7727p/+39fMURnUKUUt6mCZxyjJbANb5idxl3vL+CDyYOY3ivBiyJc5fA0jdh3hTAQM9RgMD6L6z7AN/9uRYB58LOJbU6ZXi49hptMrQKVakGp994yjG7D2oC54QSt+GlL5dhinJr3higMAsW/6v2J1j/Bbx6Isx9FAoPWvuv/wLWz+FQ8uZlmzaV8MknBezfr4lDk6C9UJVqcFoCpxyxP7eI/GL9knfKL6mw4NcfOeX0sdYCdwmkrYasHRDcHPqfby03Bj691RpT7cBmOPfvh89skJ0GPz9r3W7VCbb8XOsSM29ataqEdetKGTWqVoOuq4amVahKNThN4JQjdmr1qeOm/ZbP8d3n0ezARljwEmTt/GPlkCusoSAWv2YlbwBL34DsVBhwIUT1hfQkqxq0MMuZB+ChoMAQExNMVFSw06EogDLtxFBrT7QZ5t3jZdU4rlxwcPCwvn37HvoSvuSSSw4888wze7waRz1Mnz693VNPPdUlOjq6ZMmSJRsb6jxjxozpc+mllx64/fbbDwBceeWV3fv27Vv45JNPptdm/2+++abl/fff33Xjxo3hb7755pYbbrjh0JyQL7/8cvvnn3++M8ADDzyQduedd+4HSE5Obj5+/PheWVlZIYMGDcr/+OOPt1acX7WuNIFTjtAhRJy39GArFs/7hsElqyiKiKO41RCKJYzOBSmEr55tlaQd3HH4TslfWn9NSH5+GVu2uImL06+zJsOBKlSXyHTgAmBvojGD7GWRwGygB7ANGJ9oTKa97lFgIuAG7ko0Zq69fBgwA2gBfA3cnehnA6ZWNxdqfZWUlNCs2dEN3/P2229HvfTSSzsuvPDCw7qZe+PYnl577bUdY8aM6XfFFVdkrVy5MmzFihURM2fO3FHznpZevXoVv/3229smT558WEPi9PT04ClTpnRZvnx5UlBQEMcee2z8lVdeeTA6Otp93333xd5xxx3pkyZNyrz66qu7vfTSS1EPP/xwJT23ak/bwClHaAeGpuFPm0ZyzLY7OH7LREamXMPpmy7lZbnCWpm5zSeGg9i920oWOnfWr7Mmw5kq1BnAORWWPQL8kGhMX+AH+z4ukXjgSmCgvc+rLpHy4tvXgElAX/uv4jH9VkxMzOB77723S3x8/IC4uLj4lStXhgFkZ2cHXX755T0GDRo0YMCAAfHvvvtuW4Bp06a1P/fcc3uNGTOmz8iRI+NycnKCzjvvvF5xcXHx559/fq8hQ4b0nz9/fvgLL7wQNXHixK7l55k6dWrUTTfdFOt57gceeKDz8uXLW955553db7nlltiKx05PTw8+44wzesfFxcUnJCT0X7JkSQuA++67r8sll1zS4+STT+4bExMzeObMmW1vvfXW2Li4uPiRI0f2LSoqOqJrer9+/YqvvfbajDvvvDP2zjvv7P7SSy/tCA0NNaWlpdxyyy2xgwYNGhAXFxf/3HPPRVX2PPXr16/4+OOPLyifc7XcZ5991mbUqFHZHTt2dEdHR7tHjRqV/cknn7QpKytj0aJFrcpL6m688cb9X3zxRVuAr776qmX//v3j+/fvHz9gwID4zMzMWn+R6TeecoSWwDVdM1K7UuZDE5HHxoZw7bXhnHhiqNOhqHIO9EJNNGY+cKDC4nHATPv2TOAij+WzEo0pSjRmK5ACjHCJdAZaJxqzyC51e8djH79RPpVW+d+bb77ZrnxdVFRUaVJS0vobb7wxo7yE6bHHHus8evTo7LVr167/5ZdfNvzlL3+Jzc7ODgJYsWJFyw8++GDr4sWLNz733HPRbdu2dW/cuDHpiSeeSE1KSooAmDhx4oHvvvuuTXky9e6770ZNmjRpv2dMzz//fNqgQYPy33nnnS2vv/76rorHfuihh7okJCTkb9y4MenJJ5/cfd111/Us33f79u2hP/74Y8pHH32Ucuutt/YcM2ZM9saNG5PCwsLKPvzwwzaVPQdPPPFE+s8//9w6Li6u4Nxzz80FePHFF6PatGnjXrt27fpVq1atnzlzZnRycnKtG9bu3r27WWxsbHH5/ZiYmOLdu3c3S09PD2nVqpW7vBSxR48exenp6c0Bpk6d2mnatGnbk5OTkxYvXpzcsmXLWl81a52DcsTOA1oC11QVuIPZETWKHrvmOB1KjYwxhIVBz576VdakNJ1eqB0TjUkDSDQmzSXSwV4eAyz22G6XvazEvl1xuV+prgr16quvzgQYMWJE/pw5c9oB/Pzzz63nzp3bdtq0aZ0AioqKJCUlpTnAyJEjszt27OgGWLhwYcu77757L8Bxxx1XGBcXlw/QunXrspNPPjln9uzZbQYPHlxYUlIiI0aMqPFHwPPYS5cubfXxxx+nAIwdOzZn0qRJIfv37w8GOOOMM7JCQ0PNiBEjCtxut1x22WXZAAMHDizYunVrpQnY0qVLWxhjZPPmzWFut5vg4GD+97//tU5OTg4vf9w5OTnBSUlJYf379y+u7BgVVVbTLiJVLTcAJ5xwQu4DDzzQdfz48QeuuuqqzN69e9c6gdMSOOUILYFr2r4oPs7pEGpl1y43f/tbDsnJJU6Hojx5vwQuRESWefxNOsrjVTbis6lmecAob1gfEhJiSktLBazE5KOPPkpJTk5OSk5OTkpLS1szdOjQQoDw8PBDCUd1TQUnTZq0b+bMme3feOON9hMmTKjVXLA1Hbs8CQoNDTUAwcHBhISEmPKqzaCgIMofgye3283tt9/e7a233tras2fPor///e/R9jlk6tSpO8of5+7du9dccskl2XfeeWdMeWlldfHGxsaW7Nq161DCuHv37uZdunQp6dSpU2lOTk5wSYn1PbVt27bmHTp0KAF45pln9rz11lvbCwoKgk466aQB5dXWtaEJnHKEjgHXtL2R2h3TvOnPm7pokXVhHBGhMzA0Kd5P4EqNMcM9/t6o5X7pdrUo9v+99vJdQFeP7WKBVHt5bCXLA9ro0aOzp06d2rHM7l28YMGCFpVtd9JJJ+XOmjWrHcDy5cvDNm7ceGi7MWPG5KWlpTX/9NNP20+cOLFiVXeNTjjhhJy33367PcCXX37Zql27dqWRkZH1aqT7/PPPR/fs2bPoggsuyHnllVd2vvzyy51SU1NDzjzzzKzXXnsturyqd/Xq1aHZ2dlBL7/88u7ypK6641500UVZ8+bNa52RkRGckZERPG/evNYXXXRRVlBQUHn87QCmT5/e/oILLjgIsG7dutARI0YUPP3003sGDx6ct3bt2loncFrvoBpdRk4RhSVNv3F8IMspDSEteiRddn/rdCjVMgZCQiA2VocPaVKaThXqHOA6YLL9/3OP5e+7RP4BdMHqrLA00Ri3SyTHJXICsAS4Fni5QSOsxbAf3lbeBq78/pgxY7JeffXV3VVtP3ny5NRJkyZ169+/f7wxRmJjY4t++umnlIrbPfjggxnjx4/vERcXFz9o0KD8fv36FbRr1+7Qm+Giiy7KXL16dXh0dHSd3yBTpkxJvfrqq3vExcXFt2jRomzGjBlb63oMgN27d4dMmzat06JFi9YD9OjRo2TSpEl777rrrtjZs2dv27ZtW+jgwYMHGGMkMjKy5Ouvv95c8Rjz5s0LHz9+fJ/s7OzgH374oe3TTz/dJSUlZV3Hjh3dDz74YOqwYcMGADz00EOp5VXAU6dO3XXFFVf0fuqpp2IGDhyYf/fdd+8D+Pvf/95h4cKFrYOCgkxcXFzBZZddVutxmcTPekc3eRERESYvL8/pMBy1Ykcml7y60OkwVA3+2nM9E9OedDqMar3/fj65uWVMmtTS6VCUp2HXw4Uvee1wIpJvjKm2SNgl8gFwGhAFpAOJwGfAh0A3YAdweaIxB+zt/wzcCJQC9yQa8429fDh/DCPyDXCnN4cRWbVq1baEhIRaVSH6mtLSUoqLiyU8PNysW7cu9KyzzorbvHnz2vJq2dGjR/e555570seNG5dT07HUH1atWhWVkJDQo+JyLYFTjU6HEPEN/9gZx4ToOEIzG2w8zaPmdhuCg7X6tMlxphfqVVWsOr2K7Z8Gnq5k+TJgkBdDCxg5OTlBI0eO7FdSUiLGGF544YXtYWFhZt++fcHDhw8fMGDAgHxN3rxHEzjV6HbsD+wSSF+RVxrMo2W3MTXoAaSJTo00dmwL3E2mtk4d4gPjByrva9euXdnatWvXV1weFRXl3rZt21onYvJn2omhFkTkXhFZJyJrReQDEQkTkUgR+V5ENtn/29V8JAWQvEcvwHzFJ+kdWBZzrdNhVKlNmyAiI/VrrMlpogl/E1FWVlamxcaqVuz3SqVXRPrNVwMRiQHuAoYba3qWYKwRvB8BfjAVRvhWNdugCZxPuX7LGAojBzgdRqVWrSpm40YdQqTJcaAK1YeszcjIaKNJnKpJWVmZZGRktAEqLb3UKtTaCQFaiEgJEI7VrfxRrAazYI3w/TPwsBPB+ZKiUjdb92kVqi/JcwfxYOmtTAu6v8lVpf76azEdOgQRF+e9eRKVFzSdXqhNTmlp6U179ux5a8+ePYPQQhRVvTJgbWlp6U2VrdQErgbGmN0i8jxWD6YC4DtjzHci0tHYI3wbY9LkjxG+j2APOjkJoHnzWs/K4ZdS9uZSWqY9n33NF3ujmdD3eo7f+ZbToRymsNAQFqYFGU1OE0v0m5Jhw4btBcY6HYfyfZr918Bu2zYO6Ik1XlCEiEyoyzGMMW+UD0AZEhLYObNWn/qu67ec2qSqUnfuLCU319CihSZwTU6ZdmJQqqEFdjZRO2cAW40xGQAi8glwEpAuIp3t0jfPEb5VNbQDg+8qcAfznFzPX5tIS4FPP7WGo4mO1uvQJkerUKu0fPnyDiEhIW9hDVWib97AcKgq1C6B9QpN4Gq2AzhBRMKxqlBPB5YBeVQ+wreqhiZwvm16aiyPte9CcK7zswuNHdsCY3Qi+yZJq1CrFBIS8lanTp0GREdHZwYFBWl7kgBgd0aI37Nnz1t4sfpcs/8aGGOWAB8BK4A1WM/ZG1iJ25kisgk4076varBhT7bTIaijYIywtl2l46I2uh49QjR5a6q0F2p1BkVHR2dr8hY4goKCTHR0dBZeHiBaE7haMMYkGmP6G2MGGWP+ZIwpMsbsN8acbozpa/+v8+S8geZgfjHp2UVOh6GO0r+zhjkdAsXFhnXrSsjK0rZWTZJWoVYnSJO3wGO/5l7NuTSBU41mfZpWn/qDOXs7UNy2j6MxZGSU8dFHBezcqYlCkxSAJXAukXYukSFOx6EChyZwqtFo9an/WNZqjGPnLikxvPWWNZZgRIT2QG2SAiSBc4n87BJp7RKJBFYBb7tE/uF0XNVJSUlpFhMTMzg9PT0YICMjIzgmJmbwxo0baz3G1Z133hnTqVOnIeHh4cd6Li8oKJDzzz+/V7du3QYNGTKk/4YNGw4d8+WXX27fvXv3Qd27dx/08ssvt6/tuaZNm9a+Xbt2CQMGDIjv3r37oFNOOaXv999/H1Hb/Sv68ssvW40ePbpBr0BjYmIGp6WlNXj7Dk3gVKPZkK4lcP7i1f3H1rxRA8nNtWqfevUKpnv3YMfiUNUInCrUNonGZAOXAG8nGjMMa+SCJqtPnz4lN9xww9577rknFuDuu++OvfbaazPi4uKKa3uMiy666OCSJUuOmPP0pZdeimrTpk3pjh071t5xxx3p9913XyxAenp68JQpU7osXbp0/bJly9ZPmTKlS0ZGRq0/vBdeeGHm+vXrk7Zv37724Ycf3nPVVVf1WbFiRVht9/dXmsCpRqM9UP3HrwfaODYmXH6+ITQURoxoTlCQlsA1SYHTCzXEZQ0jNR740ulgauuvf/3r3uXLl0f87W9/67B06dKWiYmJ6QDr1q0LHTlyZN+BAwcOGDZsWL+VK1dWmiSdfvrped27dz9iDrsvv/yy7Y033rgf4IYbbshcuHBhq7KyMj777LM2o0aNyu7YsaM7OjraPWrUqOxPPvmkDcBtt90W07t374FxcXHxkyZNiq0p9gsvvDBnwoQJGf/85z+jq4v50ksv7XH11Vd3GzZsWL8ePXoM+uCDD9pUPFZ6enrwGWec0TsuLi4+ISGh/5IlS1q43W66d+8+KDU1NQTA7XbTrVu3QWlpaSGpqakhZ599du9BgwYNGDRo0IDvvvsuAmDPnj3BJ598ct8BAwbEX3311d2NaZwmjtqFSzWaLRk6hZY/2RgxnCEHjrgIb3CdOgURH9+M6GgtfWuyAqQKFXABc4FfE435zSXSC9hUlwO8OWJEv4rLBlxyyYFTHnkkoygnJ+id00/vW3H9kAkT9h1/1137c9LSQmaNG9fbc93NS5duqOmcoaGh5tlnn9112WWX9f3kk082hYWFGYCbbrqp+xtvvLF98ODBRT/++GPE//3f/3VbvHjxxto+lvT09OY9e/YsBmjWrBktW7Z0p6enh+zevbtZbGzsoRK+mJiY4t27dzdLT08P/vrrr9tt2bJlbVBQEPv27avVh3rYsGH5b775ZnRNMe/cuTN06dKlG5KSkkLPOOOMfuPGjVvjeZyHHnqoS0JCQv7//ve/zXPmzGl13XXX9UxOTk667LLL9r/11luRjz/++N7PP/+89YABAwo6d+5ceuGFF/a877770s8+++zcTZs2NT/77LP7btmyZd0jjzzS5cQTT8x9/vnn02bNmtXmgw8+iKrtc3Y0NIFTjSK3qJSsAp103J/MLRyAEy22U1PdjB3bwoEzq1oz/t872CUSDHRNNObQxyDRmC3Apc5FVXtfffVVm+jo6JLVq1eHXXzxxdlZWVlBK1eubHn55ZcfSgiLi4vrVMRdWcmTiJgqlhMZGekODQ0tu/LKK7uff/75WVdccUVWXc5TU8yXXnrpgeDgYAYPHlzUtWvXot9///2wEsWlS5e2+vjjj1MAxo4dmzNp0qSQ/fv3B//f//3fvrFjx/Z5/PHH906fPj3q+uuv3wewYMGC1ps2bTr05ZObmxucmZkZtHjx4laffPJJCsCVV16ZdcsttzTKFYwmcKpR7MrMdzoE5WXv7onlgeahiLvxhoYpLDR8/nkhV1zRQkvgmrIAqEJNNMbtEhkLvHA0x6muxCy0Vauy6ta36ty5tDYlbhUtXLiwxfz581svWLAgedSoUf2uv/76zFatWrlbtWpVmpycnOS5bWlpKYMGDYoHOOeccw6++OKLVY7i3alTp+KtW7c27927d0lJSQm5ubnBHTp0cMfGxpbMmzevVfl2u3fvbn7qqafmNGvWjN9//339nDlzWs+aNavda6+91qE2JX4rVqwIj4uLK3C73VQWczkRqfZ+VQlnnz59SqKiokrnzJnTauXKlRGfffbZlvLtly1btr5ly5ZH7BgU1Pgt0rQNnGoUuzMLnA5BeVlWSQhZ0Y07Jlxubhn795eRlub/JTw+LXCqUBe6RF5xiYx0iQwt/3M6qOqUlZVx2223dX/uued29u3bt/iOO+5Iv/POO2MjIyPLYmNji6dPn96ufLtFixa1CAkJITk5OSk5OTmpuuQN4Pzzzz84ffr09gBvv/12uxNPPDEnKCiIiy66KGvevHmtMzIygjMyMoLnzZvX+qKLLsrKysoKOnDgQPAVV1yR9a9//Wvn+vXrw2uK/6uvvmr57rvvRt922237qoq5fNtPPvmkndvtZt26daE7d+4MTUhIKPQ81gknnJDz9ttvtwerd2q7du1KIyMjywBuvPHGjJtuuqnn2LFjD5TPYX7KKadkT5kypUP5/gsXLmxRfpzyx/3hhx+2zs7ObpSrS78qgRORMOACYCTWxPMFwFrgK2PMOidjC3S7NIHzSyubHctoFjba+XbtshKD8HDtvNCkBU4v1JPs/3/zWGYA58bZqcE//vGPqJiYmOKLL744G+Dhhx/em5CQMOCrr75q+cEHH2y5+eabu0+ZMqVzaWmpXHzxxQdOPPHEI768b7311thPP/00srCwMKhjx45Drrnmmn3/+Mc/Uu++++59l156ac9u3boNatOmjXv27NmbATp27Oh+8MEHU4cNGzYA4KGHHkrt2LGje/v27c0uuOCCPkVFRQLw1FNP7aws5i+++KJd//79WxYWFgbFxsYWvf/++ylDhw4tBKgu5j59+hSNGDGi3/79+5u9+OKL28PDww8rOZsyZUrq1Vdf3SMuLi6+RYsWZTNmzNhavu6qq67KuuOOO4InTZq0v3zZG2+8sfOmm27qFhcXF+92u+X444/POemkk3ZMnjw59dJLL+0VHx8/4MQTT8zt3LlzrXv0Hg1prN4SDU1EnsCaY+xnrLlK9wJhQBww2r59vzFmtUMhAhAREWHy8gKvMf8zX6/njflbnA5Dedm4jnt5KeueRjvfTz8VMn9+Mfff35KWLbUCoclq2w3uWVPzdrUkIvnGmHqP/dWUrFq1altCQsI+p+Pwd5deemmPCy64IOuGG27IrM/+8+fPD7/33nu7Ll++vM5V1FVZtWpVVEJCQg9vHc+fSuB+M8Y8UcW6f4hIB6BbI8ajPGgbOP80Z280L7RtT1DB/po39oL8fEOLFqLJW1NXFhhV3C6RNkAiMMpeNA/4W6IxtWqMr5qmxx57rNOMGTOi33777a01b+0cv0ngjDFfidUraLIx5sFK1u/FKpVTDtAqVP9kjJDa/nhid33dKOfr2TNEkzdfEDhVqNOxmumMt+//CXgba2Bf5aCPP/54W333feaZZ/Y888wze7wYToPwmwQOwBjjFpFhUlW/ZeUY7cTgv1bTj1gaJ4GLj2/WKOdRRykAeqHaeica4zlsiMsl8nsN+5SVlZWJTmgfWMrKygTwatG0P17KrgQ+F5E/icgl5X9OBxXICord7M9rlDadygG/F3aoeSMvMMaQnFyC262/e01e4PRCLXCJnFJ+xyVyMlbnueqszcjIaGP/oKsAUFZWJhkZGW2wSmu9xq9K4GyRwH4O7wVkgE+cCUftPqjt3/zZrwcbZdBxcnIMs2cXcMwxzRg3TgfybdIcqEJ1idwL3IT1fb8GuAEIB2YDPYBtwPhEYzLt7R8FJgJu4K5EY+bW47S3Au/YbeEAMoHrqtuhtLT0pj179ry1Z8+eQfhnIYo6UhmwtrS09CZvHtQfE7j7jTEHnA5C/WGnVp/6taTcCEybNkhRw7bbzsuzSt7i4vzxa8vPNHIJnEskBrgLiE80psAl8iFwJRAP/JBozGSXyCPAI8DDLpF4e/1ArCGn/ucSiUs0dc48sxONSXCJtAZINCbbJdKzuh2GDRu2F2vEBKWOij9m/0tE5L8icp5UHHZZOULbv/m/vNa9a97oKOXnWwlcRIR+rJs8Z6pQQ4AWLpEQrJK3VGAcMNNePxO4yL49DpiVaExRojFbgRRgRD3O+TFYiVuiMdn2so/qF75SdeOPl7JxwBnAjcDLIjIbmGGMqfWEvMq7tAeq/0sP7UFLVjToOcpL4HQQXx/g/SrUEBFZ5nH/DWPMG+V3Eo3Z7RJ5HtiB1Qbtu0RjvnOJdEw0Js3eJs1lDScFEAMs9jjeLntZrbhE+mOV3rVxHd7GujXWmKNKNTi/S+Ds3qffA9+LyGjgXeA2EVkFPGKMWeRogAFo90FN4PzdZmJp6DK4/HyrA1dEhD9WHPgZ7/dCLTXGDK9qpUukHVapWk/gIPBfl8iEao5X2VVAXXrH9MOa9actcKHH8hzg5jocR6l687sETkTaAxOwxuNJB+4E5gDHAP/F+oCrRqSD+Pq/VUWdOKuBz9GvXzOiooIJ0/KNps80+kC+ZwBbE43JAHCJfII1zVW6S6SzXfrWmT/GAt0FdPXYPxaryrVWEo35HPjcJXJiohYKKIf446XsIqxi7IuMMecbYz4xxpQaY5YB/3I4toCkVaj+b2FW+wY/R7t2QfTpE4I2bfURjdsObgdwgksk3GW9QU4H1mNdvJf3Cr0O+Ny+PQe40iUSanc66Assrcd5b3WJtC2/4xJp5xKZXs/HoFSd+GMC188Y86QxZpeIDPVcYYyZ4lRQgaqo1M2+3CKnw1ANbGV2K0zzhp2qcs8eN8nJJQ16DuVFjTiYb6IxS7A6D6zAGkIkCHgDmAyc6RLZBJxp3yfRmHXAh0AS8C1wez16oAIMSTTmoEccmcCx9X8kStWe31WhVpiB4S1gaFXbqoa3O7MAnRMjMBS07k34vtUNdvyVK0tYtaqYRx7R2Rh8QiP3RE00JhFrXlJPRVilcZVt/zTw9FGeNsgl0s5jbLlI/PB3VTVN/v5G07oWh23fr+3fAsXesB70oOESOLfbEBysH2mfERjzoU4FFrpEyocOuZyjTwqVqhV/rEL15HI6gEA3f1OG0yGoRrJVYhv0+G43BAc36CmUNwXAfKiJxrwDXIbVYW4vcEmiMf9xNioVKPwugRPLBBF53BjzmYh0E5H6DNCovOCn5L01b6T8wpqizg16/LIyTeB8Slmj90R1hEd7us+BXJdIN4dDUgHC7xI44FXgROAq+34O8E/nwglcmzNy2aZVqAFjQXZ0gx6/dWvRKlRfEgBVqC6RsXYHia3APKz5Vr9xNCgVMPwxgTveGHM7UAhgrMalzZ0NKTD9uF5L3wLJkoOtKW7bp8GOP3p0KL16aRGczwiAKlTgSeAEYGOiMT2xOkwscDYkFSj8MYErEZFg7FG1RSQaCIyy/Cbmh+R0p0NQjWxxqzO9fkxjDHPmFLB5cynnndfC68dXDcSZ+VAbW0miMfuxeqMGJRrzE9ag8Uo1OH9M4KYBnwIdRORp4FfgGWdDCjzZhSUs25bpdBiqkb249xiMlzt/b9xYysqVJezdq9dhPiUAqlCBgy6RlsAvwHsukZeAgCh6VM7zmwRORI4RETHGvAc8BDwLpGHNyPBfZ6MLPPM3ZlBapgPABZoVWa3I6XicV4+ZmmolAgMG6PhvPiUwSuDGAfnAPVgDAm/m8LlRlWowfpPAYQ3au09EvgeuBDYB7xhj1nvj4CLSVkQ+EpFkEVkvIieKSKSIfC8im+z/7bxxLn/wo/Y+DVjfh5zm1eOVDx8SGelPX1cBIAASuERj8rDmVD0t0ZiZWL9Dxc5GpQKF33wjGmOGY32Qnsb6AN0FbBKRVSLyqhdO8RLwrTGmP5CANc/eI8APxpi+wA/2fQX8ummf0yEohzy/Ox4T4r0Z53X8Nx8VAFWoLpGbsabwet1eFAN85lhAKqD4TQIHYIzJN8b8jJVsvYA1fEgEcM7RHFdEWgOjgH/b5yk21vx344CZ9mYzgYuO5jz+ImVvDntzdP7TQJVW2Jz0jqO8drzu3YM5/njtSO5zAqMX6u3AyUA2QKIxm4AOjkakAobfJHAicrWIvCIivwJzsCYuXgOcYozpdZSH7wVkAG+LyEoReUtEIoCOxpg0APu/fnCBBSn7nQ5BOWye8d4UxP37N2PMGO+V6KlGEgBVqEBRojGHqkxdIiHYIyAo1dD8aS7UN4Bk4F/AfGPMRi8eOwQYCtxpjFkiVk+jWleXisgkYBJA8+b+X5KwIEWrTwPdjL19GI8gXvgtKy62jtG8uQ7i61MCoAoVmOcSeQxo4RI5E7gN+MLhmFSA8JsSOKANVpIUBjwhIstF5EsR+bOIjDnKY+8Cdhljltj3P8JK6NJFpDOA/b/SlvvGmDeMMcONMcNDQvwpZz6Su8yweIuWwAW69bnhFLaP98qx5swp4I038rxyLNWIAqME7mGs2pk1wC3A18BfHI1IBQy/ySaMMW5ghf33ioh0xJpk+F7gb0C9m0EbY/aIyE4R6WeM2YA12naS/XcdMNn+//nRPQrft3Z3FtmFAdH2RdUgKfw4hu1fd9THKS6GZjqCiO/x8wTOJRIErE40ZhDwptPxqMDjNyVwIjJERG4VkXdEJAX4DavjwcvA8V44xZ3AeyKyGmuk7WewErczxZoL70z7fkBbsFmrT5VlTt7Aoz6GMYa8vDIiIrT61Of4eRVqojFlwCqdvF45xW9K4IAZwEKsiYT/aozZ7s2DG2N+B4ZXsup0b57H1y3UDgzKNmtPZ55o1Ropyq7X/nv2uHnrrTzcbjjmGC2C8zmB0Qu1M7DOJbIUOFTPn2jMWOdCUoHCbxI4Y7zY7U3VS1Gpm2XbDzgdhmoiisqCSI86gU67v6vX/h06BHHddeFs2lTKkCGawPkcP69CtbmcDkAFLr9J4ERkHBBrjPmnfX8JEG2vflin02p4izbvp7BE56tUf/jVHMtl1C+BCwoSunYNoWtXv/maCizG/78LEo2Z53QMKnD5TRs4rPlP53jcDwWOA04DbnUioEAzd1260yGoJubVPf0wQfUrPVu/voRfftEBoX1WYFShKuUYf0rgmhtjdnrc/9UYs98YswNrNgbVgIwx/G+9JnDqcFvyw9jbqe6zMmRnl/Hll4UsX67TSvqswKhCVcox/pTAHTaRvDHmDo+70agGtWLHQTJ0+ixViY/ddU/gvvmmkPx8oxPY+zI/7oXqEvnB/j/F6VhU4PKnxiVLRORmY8xh4/GIyC3AUodiChjfJe1xOgTVRL28qxe3tm5PUEHteyhnZ5cRGRnElVeGN2BkqkH5dxVqZ5fIqcBYl8gs4LBxbhKNWeFMWCqQ+FMCdy/wmYhcjTWYL8AwrLZwFzkVVKD4Ttu/qSoUuINJjjqL+J0f1Hqf/HxD9+4hOn2WLytr3E4MLpG2wFvAIKz5SG8ENgCzgR7ANmB8ojGZ9vaPAhMBN3BXojFz63C6x7GmU4wF/lFhnQGOdvYfpWokxvjXvLv2tFnlI4iuM8b86GQ8FUVERJi8PP+aFmhTeg5nvjDf6TBUEzau415eyrqn1tsbY3C7ISREEzifdfHrkHClVw4lIvnGmGrbMrtEZgK/JBrzlkukORAOPAYcSDRmskvkEaBdojEPu0TigQ+AEUAX4H9AXKKpW72vS+SvicY8WZ/HpNTR8psSOBFpaYzJtRO2SpO28m0aOTS/9/UarT5V1fs8vQNPdx1Ky4yaa5ZSU92UlFglcMqHNWIVqkukNdbMO9cDJBpTDBS7rOGlTrM3mwn8jDV/6ThgVqIxRcBWlzV7zwhgUV3Om2jMky6Rsfa5AX5ONObLo3owStWSP7UQ/lxEporIKBE5dKUmIr1EZKKIzAXOcTA+v5SVX8L0BVudDkP5gJtzb8aEtqpxux9+KGT+fO0Q4/O82ws1RESWefxNqrC+F9ak8m+7RFa6RN5yWb8DHRONSQOw/3ewt48BPEct2GUvqxOXyLPA3fwxN/bd9jKlGpzfJHDGmNOBH4BbgHUiki0i+4F3gU7AdcaYj5yM0R+9/OMmsgpKnA5D+YBFmW2YEXlPtdu43Yb9+8u06tQfeLcXaqkxZrjH3xsV1ocAQ4HXEo05Fmtaq0eqOV5lb7D6tCc6Hzgz0ZjpicZMxyokOL8ex1GqzvwmgQMwxnxtjLnGGNPDGNPaGNPeGHOSMeZpY4zW83nZzgP5vLPIq1POKj/n2jqAlK6XVrn+zTfzyMoytGypCZzPa9xx4HYBuxKNWWLf/wgroUt3iXQGsP/v9di+q8f+sUBqPc/d1uN2m3oeQ6k686sETjWuKd8mU+z2/+lylHednXIx67pefcRyYwzp6WW0bCmMHBnqQGTKqxoxgUu0LtB3ukT62YtOx6rSnANcZy+7Dvjcvj0HuNIlEuoS6Qn0pX7DTT0LrHSJzLA7USwHnqnnw1CqTvyuF2pT5w+9UDPzinnyqyQ+WbHb6VCUD3utzxLO3fXSoftlZYaNG0uJjAyiQ4dgByNTXnH2M3Di7V45VC17oR6DNYxIc2ALcANWIcWHQDdgB3B5ojEH7O3/jDXUSClwT6Ix39QnNrtk7zisatkliVrboxqJJnCNzNcTuF837ePuWSvZn6dTHKmjt6r7NNqkL3Y6DNUQzvwbnHy3Vw5VmwROqUDjd1WoIvK8iAyseUtVVwfyirlntiZvyns+DTrz0O1p03KYO7fQwWiUV+lcqEo1KL9L4IBk4A0RWSIit4qINir1kr9+tpZ9uZq8Ke95bkc/ylq0JyenjMxMQ2Gh1gj4DT+eC1WppsDvEjhjzFvGmJOBa7GmT1ktIu+LyGhnI/NtX65O5as1aU6HofxMnjuINVHnsWaNNRRN3746eK/f8PMSOJdIkEtkrdNxqMDldwkcgIgEA/3tv33AKuA+sSYdVnVkjOHZr5OdDkP5qZc29uL7762Bezt10s4LfsPPE7hEY8qAVS6Rbk7HogKT313uisg/gLFYg/o+Y4wp7xo+RUQ2OBeZ71q58yC7DxY4HYbyU8syWzJ6SDTD++cSGemX15SBKTCqUDsD61wiS7EGDwYg0ZixzoWkAoXfJXDAWuAvxpj8StaNaOxg/MFXq7XqVDWc7MgYzG0PMiDtKadDUd7UiHOhOsjldAAqcPnj5e7vQH8RGerx11tEQowxWU4H52uMMXyjbd9UAwouKeK5HX0pC2vrdCjKm/y8ChUg0Zh5wDagmX37N2CFo0GpgOGPJXCvYk2hshprYMVB9u32InKrMeY7J4PzNSt2HCQ1S4d2UA2jy9YVnP3h42R0jmPDk+cwYKc2U/Ubxv9naXGJ3AxMAiKB3kAM8C+smSCUalD+WAK3DTjWnvB4GHAsVrXqGcDfnQzMF2n1qWpI3TZZg/huHHIWLx88yeFolFcFRhXq7cDJQDZAojGbgA6ORqQChj8mcP2NMevK7xhjkrASui0OxuSTjDF8s1YTOOU9Qe4SQvOtlgzBJUW0zkzjYGQsG485h68zosiPGuxwhMprAqAKFShKNObQ4JgukRBABzNUjcIfE7iNIvKaiJxq/71qLwsFSpwOzpes3Z1NmlafKi869pf3GLDiSwBaHUwjZttKClpGHlr/fejZToWmvC0weqHOc4k8BrRwiZwJ/Bf4wuGYVIDwxwTuOiAFuAe4F2tS4+uxkjcdzLcOft+Z6XQIys+0zkyl97qfAMhr3YH/XfJXfjn/3kPr/757ICaomVPhKW8KjCrUR4AMYA1wC/A18BdHI1IBw686MdgD+H5hjDkDmFrJJrmNHJJPW71LO+0q72qRl0luG6uJUEloODv7Hn/Y+t2FoRzoeSLt0+Y7EZ7ypjL/78SQaEyZS2QmsASr6nRDojFahaoahV+VwBlj3EC+zn/qHWt2awKnvMgYIvdupSCiXbWb/SQnNFJAqkEFQBWqS+R8YDMwDXgFSHGJnOtsVCpQ+FUJnK0QWCMi3+MxMrYx5i7nQvI9hSVuNu3VAkvlPd02LaJZSSGF4W2r3e7VPf25VIKRAEgA/FpgVKFOBUYnGpMC4BLpDXwFfONoVCog+GMC95X9p47CutRs3GVaE6C8JyuyK+uHns+a4y+tdrst+WFk9RhB2z2LGiky1SACoxfq3vLkzbYF2OtUMCqw+F0CZ4yZKSItgG7GGJ37tJ7W7DrodAjKz2RFdWXxmf9Xq23nh5zIWDSB82l+XILqErnEvrnOJfI18CFWG7jLsWZjUKrB+VUbOAARuRBrOq1v7fvHiMgcLxw3WERWisiX9v1IEfleRDbZ/6tv2ONjVmv7N+VFIcWFnPz1i3TcsaZW27+6Jx4jfvf1FFj8uwTuQvsvDEgHTgVOw+qR6le/Barp8rsSOOAJrEnrfwYwxvwuIj29cNy7gfVAa/v+I8APxpjJIvKIff9hL5ynSVijPVCVlwSXFnPqnCl02/wb6V0HkU7Ng/Um54aT1+1YWu5d3ggRqgbhxwlcojE3OB2DUv6YwJUaY7JExHPZUTXmEpFY4HzgaeA+e/E4rCsugJlYCaNfJHD5xaVsztAODMo72u/ZRLfNv5HdtjMZnfvVer+U0IEcgyZwPsuPq1DLuazCgTuBHnj8niYaM9apmFTg8McEbq2IXA0Ei0hf4C5g4VEe80XgIaCVx7KOxpg0AGNMmohUOf+diEzCmvCY5s2bH2UoDW/t7my0/4Lylp7JvwLwwyV/ISuqa633W1Tcm2MaKCbVCAKjF+pnwL+xZl/w/4HvVJPijwncncCfgSLgA2Au8GR9DyYiFwB7jTHLReS0+hzDGPMG8AZAREREk0+NVmsHBuVF2e26kN22M1ntY+u03+f7Y6hdlwfVJPlxFaqHwkRjpjkdhApMfpfAGWPysRK4P3vpkCcDY0XkPKwGq61F5F0gXUQ626VvnfGjruMrdx50OgTlB8LyDnLMwg9Ycvok1g+7sM77J+eGUxodS0jOrgaITjU4ExAFUi+5RBKB77AKDQBINGaFcyGpQOF3CZyIxAEPUKFNgjFmTH2OZ4x5FHjUPvZpwAPGmAki8hzWvKuT7f+fH03cTYW7zPDrpn1Oh6H8QJsDu+iR/Cvb4k5mT/ch9TrGnjZDiNUEzjc5UIXqsqZTXAbsTjTmApdIJDAb6/dgGzA+0ZhMe9tHgYmAG7gr0Zi59TjlYOBPwBj+qEI19n2lGpTfJXDAf4F/AW9hfTAbymTgQxGZCOzAGv/H563ckUlWQYnTYSg/EFqYS4v8LEpCw+t9jDX0pW4Vr6rJcKYKtdLRAhKNmezyGC3AJRIPXAkMBLoA/3OJxCWaOve8uBjolWhMsXfCV6r2/DGBKzXGvNYQBzbG/Mwfw5PsB05viPM46acNflMTrBzWvNDqyVwU1rLex/ghtwc6saSPauReqK66jRYwDpiVaEwRsNUlkoI1/FRdR49eBbTFj5rQKN/hjwncFyJyG/ApHm0SjDEHnAvJd/y8IcPpEJSfKE/gio8igfsqI4rnWoQhpYXeCks1Fu9WoYaIyDKP+2/YncM8vUglowUk2qMFJBqT5vpjtIAYYLHHdrvsZXXVEUh2ifzG4W3gdBgR1eD8MYG7zv7/oMcyA/RyIBafsjenkKS0bKfDUH4itDAXg1B8FFWoBe5g8iIH6oC+vqjMq50YSo0xw6ta6bJHC0g0ZrmrdqMFSCXL6jNCQGI99lHKK/wugTPGeGPWhYA0b0MGpskPcqJ8xYaEc0jtcQwc5ZRYW0IHMEQH9PU9jVuFejIw1uUxWoDLHi3AJdLZLn3zHC1gF+A5KGEskFrXkyYaM+8o41aq3vxmskERecjj9uUV1j3T+BH5Hq0+Vd6U3zqK9K6Djvo4y0r1mswnNWIv1ERjHk00JjbRmB5YnRN+TDRmAjCHP2plPEcLmANc6RIJtWdT6Assret5XSI5LpFs+6/QJeJ2iWg1hmoUfpPAYX1oyz1aYd05jRmILyorM/yySRM45T2xm3+jy9ajHw5rRW6UF6JRja5pDOQ7GTjTJbIJONO+T6Ix64APgSTgW+D2evRAJdGYVonGtLb/woBLgVe8Fr1S1fCnKlSp4nZl91UFe7ILyS4MiKlvVCPosGs9Z37kYnf3Y0jtOfSojrU0u61+gn2RQ3OhJnqMFpBYzWgBicY8jdVj1Zvn/swerkSpBudPCZyp4nZl91UFOw/kOx2C8iMdd64BIHno+Ud9rL1FzSiLjCIoXweY9ilNowSuQblELvG4GwQMR39vVCPxpwQuQay2BwK0kD/aIQhWo1ZVjZ2ZBU6HoPxIr/XzKW4ezo64E71yvPyW3WmpCZxvCYAEDvCcI64Ua7aHcc6EogKN3yRwxphgp2PwZVoCp7ypWXHBUQ3gW9G+5jG01J6ovsWhKtTGlGjMDU7HoAKX3yRw6ujszNQETnnP0tNvprBF65o3rKXd0pkeXjuaahQOzIXaWFwij1ez2iQa82SjBaMCliZwCtASOOVdO/qe4NXjbSrtwMlePaJqcN4dyLepyatkWQQwEWgPaAKnGpwmcAqAnQe0DZzyjq4pS4hO3cjaERcf1TRanlbnt/fKcVQj8uMq1ERjppbfdom0Au4GbgBmAVOr2k8pb9IETlFU6iY9R+eaVN5x4txXicjdz9oRF3vtmEuy2njtWKqR+HEVKoBLJBK4D7gGmAkMTTQm09moVCDRBE6xO7NAp9BSR03cpcQvn0NoYQ47+ozwWukbwO7CUMraRRJUcMBrx1QNzI97obpEngMuAd4ABicak+twSCoAaQKndAgR5RUddycx4qfplEkQWwac6vXjF7TsRoQmcL7Dj6tQgfuBIuAvwJ9dcmikacHqxOC9HjxKVUETOKUdGJRX5LbpyG+n3cjmgaMpaNnO68ffHxpLBL97/biqgZgyMAbE/6bRSDTGn6ahVD5KEzilQ4gor8ht05G1x19S84b1tFs6063Bjq4aRJkbgvVnRqmGoFcRil3aA1V5Qa+kn+m4Y02DHT+lNLrBjq0aiH9XoyrlKE3gFDu0ClV5wfCfZ9Bn7Y8Ndvw1BVENdmzVQPy8J6pSTtIETmkVqvKKkOICSps33LTDv+lQIr7Hj3uiKuU0TeACXE5hCQfzS5wOQ/k4KXMTWpRHSfPwBjvH1oIWlIV5v3OEakBahapUg9EELsDpDAzKG6JTNwBgGrjHYWa7IQ16fOVlWgKnVIPRBC7AafWp8oYgdymlIaHs7H1cg55nXUh8gx5feZkmcEo1GO3fHeB0DDjlDXu6D+E/93/c4Of5Ma8noxr8LMprtApVqQajJXABThM45Us+zeiECWrmdBiqtrQXqlINRhO4AKfTaClv6LJ1Jad99iyhBdkNep6skhDy2w9s0HMoL9IqVKUajCZwAU7HgFPe0DpzNz03LEDKyhr8XJvDBjX4OZSXmIZ/PygVqDSBC3C7tBOD8oJmRdb7qCS04YYRKbeguG+Dn0N5iVahKtVgNIELYHuzCyks0StkdfTCCrIpaRaKO6R5g5/rk32xDX4O5SVahapUg9FeqAFMhxBR3hJWkE1RWOtGOdemvBaUdOxJs6ytjXI+dRQaqReqS6Qr8A7QCSgD3kg05iWXSCQwG+gBbAPGJxqTae/zKDARcAN3JRozt1GCVcpLtAQugGn7N+Ut7uBmZHbo0Wjn29UqodHOpY5C41WhlgL3JxozADgBuN0lEg88AvyQaExf4Af7Pva6K4GBwDnAqy6R4MYKVilv0BK4WpBKru6MMS9JJVd3xr668wU6C4PyloXn3Nmo51tLb3o26hlVvTRCpxaARGPSgDT7do5LZD0QA4wDTrM3mwn8DDxsL5+VaEwRsNUlkgKMABY1SsBKeYGWwNVOKXC/8bi6E4+rO1Ph6s5XaAmc8oZBSz6mz5ofGvWci/M6N+r5VD05MJCvS6QHcCywBOhoJ3flSV4He7MYYKfHbrvsZUr5DE3gasEYk2aMWWHfzgE8r+5m2pvNBC5yJMB60kF8lTf0+/1bYrYub9Rzfn8gGkPDzruqvMB7VaghIrLM429SZRu5RFoCHwP3JBpT3aCElb15jDcCVaqxaAJXR1Lh6s7YV3fm8Ku7ivtMKv/iKS1tOt3qNYFTR80YWh9MIz+iXaOedm9RM0rbdG/Uc6p68F4v1FJjzHCPvzcqbuASaYaVvL2XaMwn9uJ0l0hne31nYK+9fBfQ1WP3WCDVW8Eq1Rg0gasD8bi6M9Vf3R3GGPNG+RdPSEjTaHZYXFrGnuxCp8NQPi4qbSMAxWEtG/3c+1vqeHBNXuP1QhXg38D6RGP+4bFqDnCdffs64HOP5Ve6REJdIj2BvsDSRglWKS9pGtmEDxCPqzvjcXUnIp2NMWly+NVdk7f7YAFlWmGgjlLUnhQAdvU+rtHPvSWoJ50a/ayqThqvF+rJwJ+ANS6R3+1ljwGTgQ9dIhOBHcDlAInGrHOJfAgkYbVxvj3RONBgT6mjoAlcLYjH1Z2p/OpuModf3TV5Wn2qvKG0WRh7ug4iu12XRj/3iuJYTmr0s6o6abxeqL9Sebs2gNOr2Odp4OkGC0qpBqYJXO0curqTSq7upMLVnS/QHqjKG1IGn86uXkMbZQqtin7K7MgdjX5WVSdaqKVUg9EErhZMPa7umjqdhUEdrfPefYj02HiWn3a9I+dfnt0K06YNUpTlyPlVLehcqEo1GO3EEKC0ClUdrVYH0wgtqHVfngaR07afo+dXNdC5UJVqMJrABSidhUEdrZCSIkqbhTkaw67mvR09v6qBVqEq1WA0gQtAxhg2Z+Q6HYbyZcYQUlJIaXNnE7gkdzdHz69qoCVwSjUYTeAC0Pb9+eQX6xerqr8gdylBpszxErgFOqVW06YJnFINRhO4AJS8J8fpEJSPCypzs7XfKWRFxjoax7f72mNC2zgag6qGVqEq1WA0gQtAyXucbXiufF9p8zB+vugRtvdzdiS2Ancw26NPczQGVQ3thapUg9EELgAlp2kJnDpKpulM4/FZcePPAqFqSatQlWowOg5cANISOFVXzQtzGfrLfwguKQKgdWYabfft4NObXqMwoq2jsb25uwd3t2yNFOn7uskxjTMTg1KBSBO4AJNfXKqzMKg6a7tvB72S5tGsuID8iEgAMqO7U9SilcORQZ47iB3Rp9F91xynQ1EVaRWqUg1GE7gAs2FPjk5ir+psb2w87989y+kwqvRZ8QjuRhO4JkerUJVqMNoGLsBoD1RVH+HZ+5p0ddgbu3tgQls7HYaqSHuhKtVgNIELMMlp2k5I1U3c799yxWvXc8rX05wOpUp57iC2djjD6TBURVqFqlSD0QQuwKzXEjhVRx12JwPw+8lXOhxJ9V7IOtXpEFRFZU231FYpX6cJXIDZoAmcqqPWmans6TqI3LadnA6lWl/sjSa3wzCnw1CetApVqQajCVwAScsqIKugxOkwlI9pnZlKdlvfmLLqo+DznA5BedIqVKUajCZwAWTVzoNOh6B8TFBpCUUtWnEwyjcmjZ+yIw53REenw1DltBeqUg1GhxEJIF+sSnM6BOVjykKa8elNrzkdRq0VuINZGjmWE/PedDoUBVqFqlQD0hK4AJFbVMoPyelOh6F8SGT6ZsbOuJv2e1KcDqVOHth5EqWtYpwOQ4GWwCnVgDSBCxDfJ+2hsER7hKna65U0j/bpmzHiW18TuwtDcTW7ByPBToeiNIFTqsH41jezqrc5v6c6HYLyMVF2yduBDj0djqTu/pMaw9LYG5wOQ2kVqlINRhO4AHAgr5hfNu1zOgzlS4yh4651ZEXGgIjT0dTLhM2jWdR1EnnRx/hcKaLf0F6oSjUY7cQQAL5ek0apToCq6qDTjjUElblJGTjG6VDqraRMuGrTacBpDG6Vx5vRH9Ip9XunwwosWoWqVIPRBC4AfLxil9MhqCZswPIv6Ll+/qH7e7oO4veTr+a7y55gf6feDkbmPWtyIjgh5wYe63EyN2c8i7iLnA4pMDRiFapL5BzgJSAYeCvRmMmNdnKlHKD1Cn5u5Y5MVu446HQYqgnru/o7WmemURoSSmlIKGXBIZSFNGN37+EURrRzOjyvemZbHEldLnE6jMDRSCVwLpFg4J/AuUA8cJVLJL5RTq6UQ7QEzkccSElh1rhxRywf/dRTDLj4YvasWsUnV199xPqUC28DetBh13pO+vblI9YvPOd29sYOpMvWlYz44cixs3654D72d+pDt42LGDr/P0es//Hix8huH0uvpJ8ZsvDDI9Z/N/5v5LeOou+quQz87fMj1n99zRSKW7QiftnnxP0+94j1c65/ibKQZgxZ9CG91v182DoTFMTnN74CwND579Bt4+LD1peEtuCrP00FYMQPb9Jl68rD1he0bMfcK58G4KRvX6bDrvWHrc9p14kfLn0cgFFfPE9k+pbD1md26MG8sQ8BMOaTp2h94PCOIhkx/Vlw7l0AnDX7r4Tn7D9sfVqPBJaccQsA5737EM0Lcw9bv6Pv8aw49ToAxr59F0Huw9sTbY0fxaqTrkTcpYx7+y4q2jTkTNaNuJhmRXmc/58Hj1i/fviFbDjmXApbtCG1x7EsG33jEdv4o3tSz+C7ZnOQkjynQ/F/jVeFOgJISTRmC4BLZBYwDkhqrACUamyawPmI4NBQouOPvKAMa9sWgGYtWhyxvqDEzcLUQugCJc1DORjV9Yj9S5uFAVAcGl7F+lBrfVhEpevdIc0BKAprVen6smBrKAdrNP8j15sgqxC4ILxtpeux288XRBy53rNhen7LyCPWlzZrceh2Xqv2R6wvatH60O3c1h1oHnV4ApXfKuqP9W06EuQ+fBqynDZ/jPif07YTZUGHD1uR2zr60O3sdl0oDg0/bH2ex/GzImNoVpx/2PqClpGHbh9s35WgCg3C88tLx0Qqfe4KItoCYKh8faH9+L+78qkj1vmzTXktWN53PMN3vu10KP7Pe1WoISKyzOP+G8aYNzzuxwA7Pe7vAo731smVaorEGG3c3pgiIiJMXl7jXPlP/iaZf83b3CjnUsqXxIQV8UvYvQQVHnQ6FP8WPw7Gv3PUhxGRfGNMRFXrXSKXA2cnGnOTff9PwIhEY+486pMr1URpGzg/VVDsZtZvO5wOQ6kmaXdhKN9HXed0GP6v8apQdwGexcyxgA5+qfyaJnB+6t3F2zmYX1LzhkoFqDu2jCA/arDTYfg302izv/wG9HWJ9HSJNAeuBOY01smVcoImcH6osMTN6/O31LyhUgGspEx4uPgmnXKrITXSQL6JxpQCdwBzgfXAh4nGrGuUkyvlEO3E4IfeXbydfbk6zpVSNflibzQ3972aITuP7GGtvKARB/JNNOZr4OtGO6FSDtMSOD+jpW9K1c1VW88iqetVTofhn3QuVKUajCZwR0lEzhGRDSKSIiKPOBFDcWkZS7ce4If16Uz+JpmMHC19U6q28kqDOW/Thbzc4UnKwvxr4GLH6VRaSjUYHUbkKIg1+vdG4EysXlC/AVcZY6ocPNLbw4h8sSqVv89NZueBAq8dU6lANaJtNu+Ev0jYgWSnQ/EP3U6CG7856sPUNIyIUoFI28AdnRFAirFH/5ZGGv37QF4xv2zK4OcNGWzam0ObFs1oE9OsIU+pVEDIpzU3h0zmlbh3aZOzyelwfF9kL6cjUMpvaQJ3dGo1+reITAIm2XeNiJQXl4UAjdNNq2Fo/M7z9cfQJON/t/abNsn466gBH8MvwKveOFCLmjdRKrBoAnd0pJJlR9RJ21O+vFFxuYgsM8YMb4jAGoPG7zxffwwav/P84TEoFYi0E8PR0dG/lVJKKdXoNIE7Or8BfUWkp+jo30oppZRqJFqFehSMMaUiUj76dzAw3dRt9O8jqlV9jMbvPF9/DBq/8/zhMSgVcHQYEaWUUkopH6NVqEoppZRSPkYTOKWUUkopH6MJnBeJyHQR2Ssiaz2WJYjIIhFZIyJfiEhrj3VD7HXr7PVh9vJh9v0UEZkmIpUNV+Jo/CLSTERm2svXi8ijHvs4FX9XEfnJjmediNxtL48Uke9FZJP9v53HPo/acW4QkbN97TGIyJkistyOdbmIjHHyMdTnNbDXdxORXBF5wNfib4Kf47q+h5rcZ1kpVQvGGP3z0h8wChgKrPVY9htwqn37RuBJ+3YIsBpIsO+3B4Lt20uBE7HGmfsGOLcJxn81MMu+HQ5sA3o4HH9nYKh9uxXWNGfxwN+BR+zljwBT7NvxwCogFOgJbG4Cr0FdH8OxQBf79iBgt8exGv0x1DV+j/0+Bv4LPOBL8TfRz3FdH0OT+yzrn/7pX81/WgLnRcaY+cCBCov7AfPt298Dl9q3zwJWG2NW2fvuN8a4RaQz0NoYs8gYY4B3gIsaPHjqHL8BIkQkBGuU9GIg2+H404wxK+zbOcB6rNkyxgEz7c1mesQzDuuHq8gYsxVIAUb40mMwxqw0xpSPPbgOCBORUKceQz1eA0TkImCLHX/5Ml+Jvyl+juv6GJrcZ1kpVTNN4BreWmCsffty/hj4Nw5rWq25IrJCRB6yl8dgDRBcbpe9zClVxf8RkAekATuA540xB2gi8YtID6zSqSVAR2NMGlg/bkAHe7PKpkKLwbceg6dLgZXGmCKawGOoTfwiEgE8DLgq7O4T8dPEP8e1fAxN+rOslKqcjgPX8G4EponI41iD/Bbby0OAU4DjgHzgBxFZDmRXcgwnx3qpKv4RgBvoArQDfhGR/1HL6cUakoi0xKqSu8cYk11Ns52qYvWlx1C+/UBgClaJEDj8GOoQvwt4wRiTW2EbX4m/yX6O6/AYmuxnWSlVNU3gGpgxJhn7R1VE4oDz7VW7gHnGmH32uq+x2p+9izUlVzlHp+eqJv6rgW+NMSXAXhFZAAzHmr3asfhFpBnWj9Z7xphP7MXpItLZGJNmVwvttZdXNRXaLnznMSAiscCnwLXGmM32YsceQx3jPx64TET+DrQFykSk0N7fF+Jvkp/jOj6GJvlZVkpVT6tQG5iIlFcVBQF/Af5lr5oLDBGRcLvtyalAkl21kSMiJ9g9vq4FPncgdKDa+HcAY8QSAZwAJDsZv32+fwPrjTH/8Fg1B7jOvn2dRzxzgCvtNmM9gb7AUl96DCLSFvgKeNQYs6B8Y6ceQ13jN8aMNMb0MMb0AF4EnjHGvOIr8dMEP8f1eAxN7rOslKqFhu4lEUh/wAdY7UhKsK7MJwJ3Y/UC2whMxp79wt5+AlbD7bXA3z2WD7eXbQZe8dynqcQPtMTqNbgOSAIebALxn4JVxbMa+N3+Ow+rZ+APwCb7f6THPn+249yARw87X3kMWEl1nse2vwMdnHoM9XkNPPZ9gsN7ofpE/E3wc1zX91CT+yzrn/7pX81/OpWWUkoppZSP0SpUpZRSSikfowmcUkoppZSP0QROKaWUUsrHaAKnlFJKKeVjNIFTSimllPIxmsAp5cfssb1+FZFzPZaNF5FvnYxLKaXU0dFhRJTycyIyCGucr2OBYKxxwc4xf8zaUJdjBRtj3N6NUCmlVF1pAqdUALCnqsoDIuz/3YHBWNPpPWGM+dye+Pw/9jYAdxhjForIaUAi1iDPxxhj4hs3eqWUUhVpAqdUALCnSFoBFANfAuuMMe/aU3EtxSqdM0CZMaZQRPoCHxhjhtsJ3FfAIGPMVifiV0opdTidzF6pAGCMyROR2UAuMB64UEQesFeHAd2wJip/RUSOAdxAnMchlmryppRSTYcmcEoFjjL7T4BLjTEbPFeKyBNAOpCA1cGp0GN1XiPFqJRSqha0F6pSgWcucKeICICIHGsvbwOkGWPKgD9hdXhQSinVBGkCp1TgeRJoBqwWkbX2fYBXgetEZDFW9amWuimlVBOlnRiUUkoppXyMlsAppZRSSvkYTeCUUkoppXyMJnBKKaWUUj5GEzillFJKKR+jCZxSSimllI/RBE4ppZRSysdoAqeUUkop5WP+H44QTgRIWRuRAAAAAElFTkSuQmCC\n", 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" ] @@ -843,12 +479,12 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -887,14 +523,14 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 54, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -940,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 55, "metadata": {}, "outputs": [], "source": [ @@ -966,14 +602,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/amandabachmann/transition-scenarios/input/haleu/analysis/transition_metrics.py:98: SettingWithCopyWarning: \n", + "/home/amandabachmann/transition-scenarios/input/haleu/analysis/transition_metrics.py:96: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", diff --git a/input/haleu/inputs/mmr_1percent.xml b/input/haleu/inputs/mmr_1percent.xml index 72738c7a..920120f0 100644 --- a/input/haleu/inputs/mmr_1percent.xml +++ b/input/haleu/inputs/mmr_1percent.xml @@ -28,7 +28,7 @@ cycamore - DeployManagerInst + DeployInst cycamore @@ -41,13 +41,15 @@ + + Sink_HLW casked_spent_uox - spent_TRISO + spent_MMR_haleu 36.8286 @@ -185,24 +187,7 @@ - - MMR - 240 - - - fresh_uox - TRISO - spent_TRISO - spent_TRISO - 240 - 0 - 1912.9 - 1 - 1 - 10 - - - + United States @@ -281,49 +266,11 @@ UNITED_STATES_OF_AMERICA - + - - haleu - mass - - 92238 - 0.87 - - - 92235 - 0.13 - - - - - TRISO - mass - - 92238 - 0.87 - - - 92235 - 0.13 - - - - - spent_TRISO - mass - - 92238 - 0.87 - - - 92235 - 0.13 - - - + diff --git a/input/haleu/inputs/mmr_nogrowth.xml b/input/haleu/inputs/mmr_nogrowth.xml index 14415478..1aafa3be 100644 --- a/input/haleu/inputs/mmr_nogrowth.xml +++ b/input/haleu/inputs/mmr_nogrowth.xml @@ -28,7 +28,7 @@ cycamore - DeployManagerInst + DeployInst cycamore @@ -41,13 +41,15 @@ + + Sink_HLW casked_spent_uox - spent_TRISO + spent_MMR_haleu 36.8286 @@ -185,24 +187,6 @@ - - MMR - 240 - - - fresh_uox - TRISO - spent_TRISO - spent_TRISO - 240 - 0 - 1912.9 - 1 - 1 - 10 - - - United States @@ -281,49 +265,11 @@ UNITED_STATES_OF_AMERICA - + - - haleu - mass - - 92238 - 0.87 - - - 92235 - 0.13 - - - - - TRISO - mass - - 92238 - 0.87 - - - 92235 - 0.13 - - - - - spent_TRISO - mass - - 92238 - 0.87 - - - 92235 - 0.13 - - - + diff --git a/input/haleu/inputs/mmr_voygr_1percent.xml b/input/haleu/inputs/mmr_voygr_1percent.xml new file mode 100644 index 00000000..f7a7efcc --- /dev/null +++ b/input/haleu/inputs/mmr_voygr_1percent.xml @@ -0,0 +1,280 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_MMR_haleu + spent_smr_fuel + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + + 0.16 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + + United States + + + + + power + + + 721 + + exponential + 91818.167 0.000833 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + MMR + VOYGR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + diff --git a/input/haleu/inputs/mmr_voygr_nogrowth.xml b/input/haleu/inputs/mmr_voygr_nogrowth.xml new file mode 100644 index 00000000..0b07f465 --- /dev/null +++ b/input/haleu/inputs/mmr_voygr_nogrowth.xml @@ -0,0 +1,279 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_MMR_haleu + spent_smr_fuel + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + + 0.16 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + United States + + + + + power + + + 721 + + linear + 0 91818.167 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + MMR + VOYGR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + diff --git a/input/haleu/inputs/united_states/buildtimes/UNITED_STATES_OF_AMERICA/deployinst.xml b/input/haleu/inputs/united_states/buildtimes/UNITED_STATES_OF_AMERICA/deployinst.xml index 2bce4d6e..114346cb 100644 --- a/input/haleu/inputs/united_states/buildtimes/UNITED_STATES_OF_AMERICA/deployinst.xml +++ b/input/haleu/inputs/united_states/buildtimes/UNITED_STATES_OF_AMERICA/deployinst.xml @@ -353,4 +353,4 @@ 1 1 - + \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/ANO-1.xml b/input/haleu/inputs/united_states/reactors/ANO-1.xml deleted file mode 100644 index b5755df8..00000000 --- a/input/haleu/inputs/united_states/reactors/ANO-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - ANO-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 836 - -93.2314 - 35.3103 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/ANO-2.xml b/input/haleu/inputs/united_states/reactors/ANO-2.xml deleted file mode 100644 index 415767e0..00000000 --- a/input/haleu/inputs/united_states/reactors/ANO-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - ANO-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 988 - -93.2314 - 35.3103 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BEAVER_VALLEY-1.xml b/input/haleu/inputs/united_states/reactors/BEAVER_VALLEY-1.xml deleted file mode 100644 index bec15472..00000000 --- a/input/haleu/inputs/united_states/reactors/BEAVER_VALLEY-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BEAVER_VALLEY-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 908 - -80.4306 - 40.6233 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BEAVER_VALLEY-2.xml b/input/haleu/inputs/united_states/reactors/BEAVER_VALLEY-2.xml deleted file mode 100644 index 24b19d5c..00000000 --- a/input/haleu/inputs/united_states/reactors/BEAVER_VALLEY-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BEAVER_VALLEY-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 905 - -80.4306 - 40.6233 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BRAIDWOOD-1.xml b/input/haleu/inputs/united_states/reactors/BRAIDWOOD-1.xml deleted file mode 100644 index e7278285..00000000 --- a/input/haleu/inputs/united_states/reactors/BRAIDWOOD-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BRAIDWOOD-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1194 - -88.2292 - 41.2436 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BRAIDWOOD-2.xml b/input/haleu/inputs/united_states/reactors/BRAIDWOOD-2.xml deleted file mode 100644 index 4cd1f5a3..00000000 --- a/input/haleu/inputs/united_states/reactors/BRAIDWOOD-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BRAIDWOOD-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1160 - -88.2292 - 41.2436 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-1.xml b/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-1.xml deleted file mode 100644 index 700e3272..00000000 --- a/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BROWNS_FERRY-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1200 - -87.1186 - 34.7039 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-2.xml b/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-2.xml deleted file mode 100644 index db873afb..00000000 --- a/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BROWNS_FERRY-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1200 - -87.1186 - 34.7039 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-3.xml b/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-3.xml deleted file mode 100644 index 94c29f94..00000000 --- a/input/haleu/inputs/united_states/reactors/BROWNS_FERRY-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BROWNS_FERRY-3 - 718 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1210 - -87.1186 - 34.7039 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BRUNSWICK-1.xml b/input/haleu/inputs/united_states/reactors/BRUNSWICK-1.xml deleted file mode 100644 index 9aac5bd0..00000000 --- a/input/haleu/inputs/united_states/reactors/BRUNSWICK-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BRUNSWICK-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 938 - -78.0103 - 33.9583 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BRUNSWICK-2.xml b/input/haleu/inputs/united_states/reactors/BRUNSWICK-2.xml deleted file mode 100644 index da8afa5d..00000000 --- a/input/haleu/inputs/united_states/reactors/BRUNSWICK-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BRUNSWICK-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 932 - -78.0103 - 33.9583 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BYRON-1.xml b/input/haleu/inputs/united_states/reactors/BYRON-1.xml deleted file mode 100644 index 2c64fbf2..00000000 --- a/input/haleu/inputs/united_states/reactors/BYRON-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BYRON-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1164 - -89.2819 - 42.0742 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/BYRON-2.xml b/input/haleu/inputs/united_states/reactors/BYRON-2.xml deleted file mode 100644 index d794d94a..00000000 --- a/input/haleu/inputs/united_states/reactors/BYRON-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - BYRON-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1136 - -89.2819 - 42.0742 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/CALLAWAY-1.xml b/input/haleu/inputs/united_states/reactors/CALLAWAY-1.xml deleted file mode 100644 index c1f5aa88..00000000 --- a/input/haleu/inputs/united_states/reactors/CALLAWAY-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - CALLAWAY-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1215 - -91.78 - 38.7617 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/CALVERT_CLIFFS-1.xml b/input/haleu/inputs/united_states/reactors/CALVERT_CLIFFS-1.xml deleted file mode 100644 index 36e2fc95..00000000 --- a/input/haleu/inputs/united_states/reactors/CALVERT_CLIFFS-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - CALVERT_CLIFFS-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 877 - -76.4422 - 38.4319 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/CALVERT_CLIFFS-2.xml b/input/haleu/inputs/united_states/reactors/CALVERT_CLIFFS-2.xml deleted file mode 100644 index 4723c414..00000000 --- a/input/haleu/inputs/united_states/reactors/CALVERT_CLIFFS-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - CALVERT_CLIFFS-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 855 - -76.4422 - 38.4319 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/CATAWBA-1.xml b/input/haleu/inputs/united_states/reactors/CATAWBA-1.xml deleted file mode 100644 index 65978ee7..00000000 --- a/input/haleu/inputs/united_states/reactors/CATAWBA-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - CATAWBA-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1160 - -81.07 - 35.0517 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/CATAWBA-2.xml b/input/haleu/inputs/united_states/reactors/CATAWBA-2.xml deleted file mode 100644 index d6a9a49b..00000000 --- a/input/haleu/inputs/united_states/reactors/CATAWBA-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - CATAWBA-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1150 - -81.07 - 35.0517 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/CLINTON-1.xml b/input/haleu/inputs/united_states/reactors/CLINTON-1.xml deleted file mode 100644 index 319b4c88..00000000 --- a/input/haleu/inputs/united_states/reactors/CLINTON-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - CLINTON-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1062 - -88.835 - 40.1722 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/COLUMBIA.xml b/input/haleu/inputs/united_states/reactors/COLUMBIA.xml deleted file mode 100644 index c694e007..00000000 --- a/input/haleu/inputs/united_states/reactors/COLUMBIA.xml +++ /dev/null @@ -1,21 +0,0 @@ - - COLUMBIA - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1131 - -119.334 - 46.4711 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/COMANCHE_PEAK-1.xml b/input/haleu/inputs/united_states/reactors/COMANCHE_PEAK-1.xml deleted file mode 100644 index 25c134e9..00000000 --- a/input/haleu/inputs/united_states/reactors/COMANCHE_PEAK-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - COMANCHE_PEAK-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1205 - -97.785 - 32.2983 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/COMANCHE_PEAK-2.xml b/input/haleu/inputs/united_states/reactors/COMANCHE_PEAK-2.xml deleted file mode 100644 index 17eebef7..00000000 --- a/input/haleu/inputs/united_states/reactors/COMANCHE_PEAK-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - COMANCHE_PEAK-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1195 - -97.785 - 32.2983 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/COOK-1.xml b/input/haleu/inputs/united_states/reactors/COOK-1.xml deleted file mode 100644 index 472506d0..00000000 --- a/input/haleu/inputs/united_states/reactors/COOK-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - COOK-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1030 - -86.5659 - 41.9754 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/COOK-2.xml b/input/haleu/inputs/united_states/reactors/COOK-2.xml deleted file mode 100644 index 170e1dad..00000000 --- a/input/haleu/inputs/united_states/reactors/COOK-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - COOK-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1168 - -86.5659 - 41.9754 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/COOPER.xml b/input/haleu/inputs/united_states/reactors/COOPER.xml deleted file mode 100644 index c1f2f05d..00000000 --- a/input/haleu/inputs/united_states/reactors/COOPER.xml +++ /dev/null @@ -1,21 +0,0 @@ - - COOPER - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 769 - -95.6414 - 40.3619 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/CRYSTAL_RIVER-3.xml b/input/haleu/inputs/united_states/reactors/CRYSTAL_RIVER-3.xml deleted file mode 100644 index ebf86c98..00000000 --- a/input/haleu/inputs/united_states/reactors/CRYSTAL_RIVER-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - CRYSTAL_RIVER-3 - 432 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 860 - -82.6983 - 28.9575 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/DAVIS_BESSE-1.xml b/input/haleu/inputs/united_states/reactors/DAVIS_BESSE-1.xml deleted file mode 100644 index 798e66e4..00000000 --- a/input/haleu/inputs/united_states/reactors/DAVIS_BESSE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - DAVIS_BESSE-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 894 - -83.088999 - 41.596920000000004 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/DIABLO_CANYON-1.xml b/input/haleu/inputs/united_states/reactors/DIABLO_CANYON-1.xml deleted file mode 100644 index 451df30b..00000000 --- a/input/haleu/inputs/united_states/reactors/DIABLO_CANYON-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - DIABLO_CANYON-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1138 - -120.85600000000001 - 35.2108 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/DIABLO_CANYON-2.xml b/input/haleu/inputs/united_states/reactors/DIABLO_CANYON-2.xml deleted file mode 100644 index 7fff883e..00000000 --- a/input/haleu/inputs/united_states/reactors/DIABLO_CANYON-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - DIABLO_CANYON-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1118 - -120.85600000000001 - 35.2108 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/DRESDEN-2.xml b/input/haleu/inputs/united_states/reactors/DRESDEN-2.xml deleted file mode 100644 index 4cbc3a8c..00000000 --- a/input/haleu/inputs/united_states/reactors/DRESDEN-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - DRESDEN-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 894 - -88.2681 - 41.3897 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/DRESDEN-3.xml b/input/haleu/inputs/united_states/reactors/DRESDEN-3.xml deleted file mode 100644 index 56b4c6c9..00000000 --- a/input/haleu/inputs/united_states/reactors/DRESDEN-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - DRESDEN-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 879 - -88.2681 - 41.3897 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/DUANE_ARNOLD-1.xml b/input/haleu/inputs/united_states/reactors/DUANE_ARNOLD-1.xml deleted file mode 100644 index b70e7e0c..00000000 --- a/input/haleu/inputs/united_states/reactors/DUANE_ARNOLD-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - DUANE_ARNOLD-1 - 557 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 601 - -91.7772 - 42.1006 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/FARLEY-1.xml b/input/haleu/inputs/united_states/reactors/FARLEY-1.xml deleted file mode 100644 index ff8df42e..00000000 --- a/input/haleu/inputs/united_states/reactors/FARLEY-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - FARLEY-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 874 - -85.1117 - 31.2231 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/FARLEY-2.xml b/input/haleu/inputs/united_states/reactors/FARLEY-2.xml deleted file mode 100644 index 552c04f1..00000000 --- a/input/haleu/inputs/united_states/reactors/FARLEY-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - FARLEY-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 883 - -85.1117 - 31.2231 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/FERMI-2.xml b/input/haleu/inputs/united_states/reactors/FERMI-2.xml deleted file mode 100644 index 928a92b6..00000000 --- a/input/haleu/inputs/united_states/reactors/FERMI-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - FERMI-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1115 - -83.2575 - 41.9628 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/FITZPATRICK.xml b/input/haleu/inputs/united_states/reactors/FITZPATRICK.xml deleted file mode 100644 index 0b55df79..00000000 --- a/input/haleu/inputs/united_states/reactors/FITZPATRICK.xml +++ /dev/null @@ -1,21 +0,0 @@ - - FITZPATRICK - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 813 - -76.3983 - 43.5233 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/FORT_CALHOUN-1.xml b/input/haleu/inputs/united_states/reactors/FORT_CALHOUN-1.xml deleted file mode 100644 index 04cbcf41..00000000 --- a/input/haleu/inputs/united_states/reactors/FORT_CALHOUN-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - FORT_CALHOUN-1 - 518 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 482 - -96.0772 - 41.5203 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/GINNA.xml b/input/haleu/inputs/united_states/reactors/GINNA.xml deleted file mode 100644 index 41193cfe..00000000 --- a/input/haleu/inputs/united_states/reactors/GINNA.xml +++ /dev/null @@ -1,21 +0,0 @@ - - GINNA - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 560 - -77.31 - 43.2778 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/GRAND_GULF-1.xml b/input/haleu/inputs/united_states/reactors/GRAND_GULF-1.xml deleted file mode 100644 index e831c22b..00000000 --- a/input/haleu/inputs/united_states/reactors/GRAND_GULF-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - GRAND_GULF-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1401 - -91.0483 - 32.0067 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/HADDAM_NECK.xml b/input/haleu/inputs/united_states/reactors/HADDAM_NECK.xml deleted file mode 100644 index a741f25b..00000000 --- a/input/haleu/inputs/united_states/reactors/HADDAM_NECK.xml +++ /dev/null @@ -1,21 +0,0 @@ - - HADDAM_NECK - 352 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 560 - -72.4992 - 41.4819 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/HARRIS-1.xml b/input/haleu/inputs/united_states/reactors/HARRIS-1.xml deleted file mode 100644 index 9213046e..00000000 --- a/input/haleu/inputs/united_states/reactors/HARRIS-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - HARRIS-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 964 - -78.955 - 35.6333 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/HATCH-1.xml b/input/haleu/inputs/united_states/reactors/HATCH-1.xml deleted file mode 100644 index 5e085944..00000000 --- a/input/haleu/inputs/united_states/reactors/HATCH-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - HATCH-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 876 - -82.3439 - 31.9342 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/HATCH-2.xml b/input/haleu/inputs/united_states/reactors/HATCH-2.xml deleted file mode 100644 index d45318f5..00000000 --- a/input/haleu/inputs/united_states/reactors/HATCH-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - HATCH-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 883 - -82.3439 - 31.9342 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/HOPE_CREEK-1.xml b/input/haleu/inputs/united_states/reactors/HOPE_CREEK-1.xml deleted file mode 100644 index 3005eef7..00000000 --- a/input/haleu/inputs/united_states/reactors/HOPE_CREEK-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - HOPE_CREEK-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1172 - -75.53805556 - 39.46777778 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/INDIAN_POINT-2.xml b/input/haleu/inputs/united_states/reactors/INDIAN_POINT-2.xml deleted file mode 100644 index b2c68edb..00000000 --- a/input/haleu/inputs/united_states/reactors/INDIAN_POINT-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - INDIAN_POINT-2 - 562 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 998 - -73.952222222 - 41.269722222 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/INDIAN_POINT-3.xml b/input/haleu/inputs/united_states/reactors/INDIAN_POINT-3.xml deleted file mode 100644 index 2c7ea32d..00000000 --- a/input/haleu/inputs/united_states/reactors/INDIAN_POINT-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - INDIAN_POINT-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1030 - -73.952222222 - 41.269722222 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/KEWAUNEE.xml b/input/haleu/inputs/united_states/reactors/KEWAUNEE.xml deleted file mode 100644 index 507ba21a..00000000 --- a/input/haleu/inputs/united_states/reactors/KEWAUNEE.xml +++ /dev/null @@ -1,21 +0,0 @@ - - KEWAUNEE - 469 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 566 - -87.5361 - 44.3422 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/LASALLE-1.xml b/input/haleu/inputs/united_states/reactors/LASALLE-1.xml deleted file mode 100644 index 12ebdcdd..00000000 --- a/input/haleu/inputs/united_states/reactors/LASALLE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - LASALLE-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1137 - -88.6692 - 41.2456 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/LASALLE-2.xml b/input/haleu/inputs/united_states/reactors/LASALLE-2.xml deleted file mode 100644 index 5fb9c3d0..00000000 --- a/input/haleu/inputs/united_states/reactors/LASALLE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - LASALLE-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1140 - -88.6692 - 41.2456 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/LIMERICK-1.xml b/input/haleu/inputs/united_states/reactors/LIMERICK-1.xml deleted file mode 100644 index d4029a0f..00000000 --- a/input/haleu/inputs/united_states/reactors/LIMERICK-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - LIMERICK-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1134 - -75.5872 - 40.2267 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/LIMERICK-2.xml b/input/haleu/inputs/united_states/reactors/LIMERICK-2.xml deleted file mode 100644 index cf08109f..00000000 --- a/input/haleu/inputs/united_states/reactors/LIMERICK-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - LIMERICK-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1134 - -75.5872 - 40.2267 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/MAINE_YANKEE.xml b/input/haleu/inputs/united_states/reactors/MAINE_YANKEE.xml deleted file mode 100644 index 1c5a9b89..00000000 --- a/input/haleu/inputs/united_states/reactors/MAINE_YANKEE.xml +++ /dev/null @@ -1,21 +0,0 @@ - - MAINE_YANKEE - 296 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 860 - -69.69611111 - 43.95055556 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/MCGUIRE-1.xml b/input/haleu/inputs/united_states/reactors/MCGUIRE-1.xml deleted file mode 100644 index a45468d6..00000000 --- a/input/haleu/inputs/united_states/reactors/MCGUIRE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - MCGUIRE-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1158 - -80.9483 - 35.4325 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/MCGUIRE-2.xml b/input/haleu/inputs/united_states/reactors/MCGUIRE-2.xml deleted file mode 100644 index 106eb989..00000000 --- a/input/haleu/inputs/united_states/reactors/MCGUIRE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - MCGUIRE-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1158 - -80.9483 - 35.4325 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/MILLSTONE-1.xml b/input/haleu/inputs/united_states/reactors/MILLSTONE-1.xml deleted file mode 100644 index c9db10f6..00000000 --- a/input/haleu/inputs/united_states/reactors/MILLSTONE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - MILLSTONE-1 - 331 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 641 - -72.16861111 - 41.31194444 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/MILLSTONE-2.xml b/input/haleu/inputs/united_states/reactors/MILLSTONE-2.xml deleted file mode 100644 index f928b3a3..00000000 --- a/input/haleu/inputs/united_states/reactors/MILLSTONE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - MILLSTONE-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 869 - -72.16861111 - 41.31194444 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/MILLSTONE-3.xml b/input/haleu/inputs/united_states/reactors/MILLSTONE-3.xml deleted file mode 100644 index 0f450458..00000000 --- a/input/haleu/inputs/united_states/reactors/MILLSTONE-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - MILLSTONE-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1210 - -72.16861111 - 41.31194444 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/MONTICELLO.xml b/input/haleu/inputs/united_states/reactors/MONTICELLO.xml deleted file mode 100644 index 65e227a1..00000000 --- a/input/haleu/inputs/united_states/reactors/MONTICELLO.xml +++ /dev/null @@ -1,21 +0,0 @@ - - MONTICELLO - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 628 - -93.8492 - 45.3336 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/NINE_MILE_POINT-1.xml b/input/haleu/inputs/united_states/reactors/NINE_MILE_POINT-1.xml deleted file mode 100644 index e8702c82..00000000 --- a/input/haleu/inputs/united_states/reactors/NINE_MILE_POINT-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - NINE_MILE_POINT-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 613 - -76.4069 - 43.5208 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/NINE_MILE_POINT-2.xml b/input/haleu/inputs/united_states/reactors/NINE_MILE_POINT-2.xml deleted file mode 100644 index 8a60e4da..00000000 --- a/input/haleu/inputs/united_states/reactors/NINE_MILE_POINT-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - NINE_MILE_POINT-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1277 - -76.4069 - 43.5208 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/NORTH_ANNA-1.xml b/input/haleu/inputs/united_states/reactors/NORTH_ANNA-1.xml deleted file mode 100644 index 3fbfe011..00000000 --- a/input/haleu/inputs/united_states/reactors/NORTH_ANNA-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - NORTH_ANNA-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 948 - -77.7894 - 38.0606 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/NORTH_ANNA-2.xml b/input/haleu/inputs/united_states/reactors/NORTH_ANNA-2.xml deleted file mode 100644 index 8da4e35a..00000000 --- a/input/haleu/inputs/united_states/reactors/NORTH_ANNA-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - NORTH_ANNA-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 944 - -77.7894 - 38.0606 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/OCONEE-1.xml b/input/haleu/inputs/united_states/reactors/OCONEE-1.xml deleted file mode 100644 index 61578faa..00000000 --- a/input/haleu/inputs/united_states/reactors/OCONEE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - OCONEE-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 847 - -82.8981 - 34.7939 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/OCONEE-2.xml b/input/haleu/inputs/united_states/reactors/OCONEE-2.xml deleted file mode 100644 index ef6211a5..00000000 --- a/input/haleu/inputs/united_states/reactors/OCONEE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - OCONEE-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 848 - -82.8981 - 34.7939 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/OCONEE-3.xml b/input/haleu/inputs/united_states/reactors/OCONEE-3.xml deleted file mode 100644 index 48ed5c2c..00000000 --- a/input/haleu/inputs/united_states/reactors/OCONEE-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - OCONEE-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 859 - -82.8981 - 34.7939 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/OYSTER_CREEK.xml b/input/haleu/inputs/united_states/reactors/OYSTER_CREEK.xml deleted file mode 100644 index 0525527d..00000000 --- a/input/haleu/inputs/united_states/reactors/OYSTER_CREEK.xml +++ /dev/null @@ -1,21 +0,0 @@ - - OYSTER_CREEK - 588 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 619 - -74.205 - 39.8147 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PALISADES.xml b/input/haleu/inputs/united_states/reactors/PALISADES.xml deleted file mode 100644 index fe00c7b8..00000000 --- a/input/haleu/inputs/united_states/reactors/PALISADES.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PALISADES - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 805 - -86.3144 - 42.3228 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PALO_VERDE-1.xml b/input/haleu/inputs/united_states/reactors/PALO_VERDE-1.xml deleted file mode 100644 index 1951920a..00000000 --- a/input/haleu/inputs/united_states/reactors/PALO_VERDE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PALO_VERDE-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1311 - -112.865 - 33.3892 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PALO_VERDE-2.xml b/input/haleu/inputs/united_states/reactors/PALO_VERDE-2.xml deleted file mode 100644 index 77d48f49..00000000 --- a/input/haleu/inputs/united_states/reactors/PALO_VERDE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PALO_VERDE-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1314 - -112.865 - 33.3892 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PALO_VERDE-3.xml b/input/haleu/inputs/united_states/reactors/PALO_VERDE-3.xml deleted file mode 100644 index 611230da..00000000 --- a/input/haleu/inputs/united_states/reactors/PALO_VERDE-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PALO_VERDE-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1312 - -112.865 - 33.3892 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PEACH_BOTTOM-2.xml b/input/haleu/inputs/united_states/reactors/PEACH_BOTTOM-2.xml deleted file mode 100644 index 9df12894..00000000 --- a/input/haleu/inputs/united_states/reactors/PEACH_BOTTOM-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PEACH_BOTTOM-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1300 - -76.2681 - 39.7583 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PEACH_BOTTOM-3.xml b/input/haleu/inputs/united_states/reactors/PEACH_BOTTOM-3.xml deleted file mode 100644 index 48b92895..00000000 --- a/input/haleu/inputs/united_states/reactors/PEACH_BOTTOM-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PEACH_BOTTOM-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1331 - -76.2681 - 39.7583 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PERRY-1.xml b/input/haleu/inputs/united_states/reactors/PERRY-1.xml deleted file mode 100644 index e91721c5..00000000 --- a/input/haleu/inputs/united_states/reactors/PERRY-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PERRY-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1240 - -81.1433 - 41.8008 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PILGRIM-1.xml b/input/haleu/inputs/united_states/reactors/PILGRIM-1.xml deleted file mode 100644 index 8aa7ea51..00000000 --- a/input/haleu/inputs/united_states/reactors/PILGRIM-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PILGRIM-1 - 562 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 677 - -70.5783 - 41.945 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/POINT_BEACH-1.xml b/input/haleu/inputs/united_states/reactors/POINT_BEACH-1.xml deleted file mode 100644 index e333117d..00000000 --- a/input/haleu/inputs/united_states/reactors/POINT_BEACH-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - POINT_BEACH-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 591 - -87.5367 - 44.2811 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/POINT_BEACH-2.xml b/input/haleu/inputs/united_states/reactors/POINT_BEACH-2.xml deleted file mode 100644 index 863e0c6a..00000000 --- a/input/haleu/inputs/united_states/reactors/POINT_BEACH-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - POINT_BEACH-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 591 - -87.5367 - 44.2811 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PRAIRIE_ISLAND-1.xml b/input/haleu/inputs/united_states/reactors/PRAIRIE_ISLAND-1.xml deleted file mode 100644 index bf359dd3..00000000 --- a/input/haleu/inputs/united_states/reactors/PRAIRIE_ISLAND-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PRAIRIE_ISLAND-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 522 - -92.6331 - 44.6217 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/PRAIRIE_ISLAND-2.xml b/input/haleu/inputs/united_states/reactors/PRAIRIE_ISLAND-2.xml deleted file mode 100644 index 1755ddda..00000000 --- a/input/haleu/inputs/united_states/reactors/PRAIRIE_ISLAND-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - PRAIRIE_ISLAND-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 519 - -92.6331 - 44.6217 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/QUAD_CITIES-1.xml b/input/haleu/inputs/united_states/reactors/QUAD_CITIES-1.xml deleted file mode 100644 index 78d4c741..00000000 --- a/input/haleu/inputs/united_states/reactors/QUAD_CITIES-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - QUAD_CITIES-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 908 - -90.31 - 41.7264 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/QUAD_CITIES-2.xml b/input/haleu/inputs/united_states/reactors/QUAD_CITIES-2.xml deleted file mode 100644 index e2f45cdb..00000000 --- a/input/haleu/inputs/united_states/reactors/QUAD_CITIES-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - QUAD_CITIES-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 911 - -90.31 - 41.7264 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/RANCHO_SECO-1.xml b/input/haleu/inputs/united_states/reactors/RANCHO_SECO-1.xml deleted file mode 100644 index cecb39a0..00000000 --- a/input/haleu/inputs/united_states/reactors/RANCHO_SECO-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - RANCHO_SECO-1 - 175 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 873 - -121.12200000000001 - 38.3453 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/RIVER_BEND-1.xml b/input/haleu/inputs/united_states/reactors/RIVER_BEND-1.xml deleted file mode 100644 index 375ad506..00000000 --- a/input/haleu/inputs/united_states/reactors/RIVER_BEND-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - RIVER_BEND-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 967 - -91.3333 - 30.7567 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/ROBINSON-2.xml b/input/haleu/inputs/united_states/reactors/ROBINSON-2.xml deleted file mode 100644 index a72733f3..00000000 --- a/input/haleu/inputs/united_states/reactors/ROBINSON-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - ROBINSON-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 741 - -80.1583 - 34.4028 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SALEM-1.xml b/input/haleu/inputs/united_states/reactors/SALEM-1.xml deleted file mode 100644 index 9a215aac..00000000 --- a/input/haleu/inputs/united_states/reactors/SALEM-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SALEM-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1169 - -75.53422451 - 39.46297722 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SALEM-2.xml b/input/haleu/inputs/united_states/reactors/SALEM-2.xml deleted file mode 100644 index 7d95b7dc..00000000 --- a/input/haleu/inputs/united_states/reactors/SALEM-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SALEM-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1158 - -75.53422451 - 39.46297722 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-1.xml b/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-1.xml deleted file mode 100644 index 5c9a0d4c..00000000 --- a/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SAN_ONOFRE-1 - 304 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 436 - -117.555 - 33.3689 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-2.xml b/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-2.xml deleted file mode 100644 index 78f54dd6..00000000 --- a/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SAN_ONOFRE-2 - 368 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1070 - -117.555 - 33.3689 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-3.xml b/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-3.xml deleted file mode 100644 index 3a13a74f..00000000 --- a/input/haleu/inputs/united_states/reactors/SAN_ONOFRE-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SAN_ONOFRE-3 - 356 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1080 - -117.555 - 33.3689 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SEABROOK-1.xml b/input/haleu/inputs/united_states/reactors/SEABROOK-1.xml deleted file mode 100644 index 4a27415e..00000000 --- a/input/haleu/inputs/united_states/reactors/SEABROOK-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SEABROOK-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1246 - -70.8508 - 42.8989 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SEQUOYAH-1.xml b/input/haleu/inputs/united_states/reactors/SEQUOYAH-1.xml deleted file mode 100644 index 79aac2df..00000000 --- a/input/haleu/inputs/united_states/reactors/SEQUOYAH-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SEQUOYAH-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1152 - -85.0917 - 35.2264 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SEQUOYAH-2.xml b/input/haleu/inputs/united_states/reactors/SEQUOYAH-2.xml deleted file mode 100644 index e89da13f..00000000 --- a/input/haleu/inputs/united_states/reactors/SEQUOYAH-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SEQUOYAH-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1139 - -85.0917 - 35.2264 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SHOREHAM.xml b/input/haleu/inputs/united_states/reactors/SHOREHAM.xml deleted file mode 100644 index 14f6ef6a..00000000 --- a/input/haleu/inputs/united_states/reactors/SHOREHAM.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SHOREHAM - 33 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 820 - -72.865 - 40.9611 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SOUTH_TEXAS-1.xml b/input/haleu/inputs/united_states/reactors/SOUTH_TEXAS-1.xml deleted file mode 100644 index 66fb8f4b..00000000 --- a/input/haleu/inputs/united_states/reactors/SOUTH_TEXAS-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SOUTH_TEXAS-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1280 - -96.0489 - 28.7956 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SOUTH_TEXAS-2.xml b/input/haleu/inputs/united_states/reactors/SOUTH_TEXAS-2.xml deleted file mode 100644 index 951d740f..00000000 --- a/input/haleu/inputs/united_states/reactors/SOUTH_TEXAS-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SOUTH_TEXAS-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1280 - -96.0489 - 28.7956 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/ST._LUCIE-1.xml b/input/haleu/inputs/united_states/reactors/ST._LUCIE-1.xml deleted file mode 100644 index be8efeb1..00000000 --- a/input/haleu/inputs/united_states/reactors/ST._LUCIE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - ST._LUCIE-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 981 - -80.2464 - 27.3486 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/ST._LUCIE-2.xml b/input/haleu/inputs/united_states/reactors/ST._LUCIE-2.xml deleted file mode 100644 index 433d7f00..00000000 --- a/input/haleu/inputs/united_states/reactors/ST._LUCIE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - ST._LUCIE-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 987 - -80.2464 - 27.3486 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SUMMER-1.xml b/input/haleu/inputs/united_states/reactors/SUMMER-1.xml deleted file mode 100644 index 213f90f4..00000000 --- a/input/haleu/inputs/united_states/reactors/SUMMER-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SUMMER-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 973 - -81.3147 - 34.2986 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SURRY-1.xml b/input/haleu/inputs/united_states/reactors/SURRY-1.xml deleted file mode 100644 index 74d43d76..00000000 --- a/input/haleu/inputs/united_states/reactors/SURRY-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SURRY-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 838 - -76.6978 - 37.1656 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SURRY-2.xml b/input/haleu/inputs/united_states/reactors/SURRY-2.xml deleted file mode 100644 index ab899d12..00000000 --- a/input/haleu/inputs/united_states/reactors/SURRY-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SURRY-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 838 - -76.6978 - 37.1656 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SUSQUEHANNA-1.xml b/input/haleu/inputs/united_states/reactors/SUSQUEHANNA-1.xml deleted file mode 100644 index ad6c3a6a..00000000 --- a/input/haleu/inputs/united_states/reactors/SUSQUEHANNA-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SUSQUEHANNA-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1257 - -76.1489 - 41.0889 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/SUSQUEHANNA-2.xml b/input/haleu/inputs/united_states/reactors/SUSQUEHANNA-2.xml deleted file mode 100644 index d7afb33a..00000000 --- a/input/haleu/inputs/united_states/reactors/SUSQUEHANNA-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - SUSQUEHANNA-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1257 - -76.1489 - 41.0889 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/THREE_MILE_ISLAND-1.xml b/input/haleu/inputs/united_states/reactors/THREE_MILE_ISLAND-1.xml deleted file mode 100644 index 2f4e2f79..00000000 --- a/input/haleu/inputs/united_states/reactors/THREE_MILE_ISLAND-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - THREE_MILE_ISLAND-1 - 543 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 819 - -76.72491099999999 - 40.152046999999996 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/THREE_MILE_ISLAND-2.xml b/input/haleu/inputs/united_states/reactors/THREE_MILE_ISLAND-2.xml deleted file mode 100644 index 7a3104a8..00000000 --- a/input/haleu/inputs/united_states/reactors/THREE_MILE_ISLAND-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - THREE_MILE_ISLAND-2 - 11 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 880 - -76.72491099999999 - 40.152046999999996 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/TROJAN.xml b/input/haleu/inputs/united_states/reactors/TROJAN.xml deleted file mode 100644 index 00ceced7..00000000 --- a/input/haleu/inputs/united_states/reactors/TROJAN.xml +++ /dev/null @@ -1,21 +0,0 @@ - - TROJAN - 202 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1095 - -122.885 - 46.0383 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/TURKEY_POINT-3.xml b/input/haleu/inputs/united_states/reactors/TURKEY_POINT-3.xml deleted file mode 100644 index 65384e67..00000000 --- a/input/haleu/inputs/united_states/reactors/TURKEY_POINT-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - TURKEY_POINT-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 837 - -80.3306 - 25.4342 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/TURKEY_POINT-4.xml b/input/haleu/inputs/united_states/reactors/TURKEY_POINT-4.xml deleted file mode 100644 index 7dfdf072..00000000 --- a/input/haleu/inputs/united_states/reactors/TURKEY_POINT-4.xml +++ /dev/null @@ -1,21 +0,0 @@ - - TURKEY_POINT-4 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 821 - -80.3306 - 25.4342 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/VERMONT_YANKEE.xml b/input/haleu/inputs/united_states/reactors/VERMONT_YANKEE.xml deleted file mode 100644 index 0b505509..00000000 --- a/input/haleu/inputs/united_states/reactors/VERMONT_YANKEE.xml +++ /dev/null @@ -1,21 +0,0 @@ - - VERMONT_YANKEE - 507 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 605 - -72.5131 - 42.7789 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/VOGTLE-1.xml b/input/haleu/inputs/united_states/reactors/VOGTLE-1.xml deleted file mode 100644 index 1cce1e1b..00000000 --- a/input/haleu/inputs/united_states/reactors/VOGTLE-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - VOGTLE-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1150 - -81.7606 - 33.1433 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/VOGTLE-2.xml b/input/haleu/inputs/united_states/reactors/VOGTLE-2.xml deleted file mode 100644 index 9202a9d5..00000000 --- a/input/haleu/inputs/united_states/reactors/VOGTLE-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - VOGTLE-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1152 - -81.7606 - 33.1433 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/WATERFORD-3.xml b/input/haleu/inputs/united_states/reactors/WATERFORD-3.xml deleted file mode 100644 index f51f8d85..00000000 --- a/input/haleu/inputs/united_states/reactors/WATERFORD-3.xml +++ /dev/null @@ -1,21 +0,0 @@ - - WATERFORD-3 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1168 - -90.4711 - 29.9953 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/WATTS_BAR-1.xml b/input/haleu/inputs/united_states/reactors/WATTS_BAR-1.xml deleted file mode 100644 index 837470ee..00000000 --- a/input/haleu/inputs/united_states/reactors/WATTS_BAR-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - WATTS_BAR-1 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1157 - -84.7894 - 35.6028 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/WATTS_BAR-2.xml b/input/haleu/inputs/united_states/reactors/WATTS_BAR-2.xml deleted file mode 100644 index d81ec8e9..00000000 --- a/input/haleu/inputs/united_states/reactors/WATTS_BAR-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - WATTS_BAR-2 - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1164 - -84.7894 - 35.6028 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/WOLF_CREEK.xml b/input/haleu/inputs/united_states/reactors/WOLF_CREEK.xml deleted file mode 100644 index e2f72192..00000000 --- a/input/haleu/inputs/united_states/reactors/WOLF_CREEK.xml +++ /dev/null @@ -1,21 +0,0 @@ - - WOLF_CREEK - 720 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1200 - -95.6889 - 38.2389 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/ZION-1.xml b/input/haleu/inputs/united_states/reactors/ZION-1.xml deleted file mode 100644 index b3cef45b..00000000 --- a/input/haleu/inputs/united_states/reactors/ZION-1.xml +++ /dev/null @@ -1,21 +0,0 @@ - - ZION-1 - 295 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1040 - -87.803 - 42.4464 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/ZION-2.xml b/input/haleu/inputs/united_states/reactors/ZION-2.xml deleted file mode 100644 index e9053e0e..00000000 --- a/input/haleu/inputs/united_states/reactors/ZION-2.xml +++ /dev/null @@ -1,21 +0,0 @@ - - ZION-2 - 289 - - - fresh_uox - fresh_uox - spent_uox - spent_uox - 18 - 1 - 427.38589211618256 - 241 - 80 - 1040 - -87.803 - 42.4464 - - - - \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/nuscale_voygr.xml b/input/haleu/inputs/united_states/reactors/nuscale_voygr.xml new file mode 100644 index 00000000..492e92eb --- /dev/null +++ b/input/haleu/inputs/united_states/reactors/nuscale_voygr.xml @@ -0,0 +1,18 @@ + + VOYGR + 720 + + + fresh_uox + fresh_smr_fuel + spent_smr_fuel + spent_smr_fuel + 24 + 1 + 3080.42 + 3 + 1 + 50 + + + diff --git a/input/haleu/inputs/united_states/reactors/usnc_mmr.xml b/input/haleu/inputs/united_states/reactors/usnc_mmr.xml new file mode 100644 index 00000000..b8f88bf8 --- /dev/null +++ b/input/haleu/inputs/united_states/reactors/usnc_mmr.xml @@ -0,0 +1,18 @@ + + MMR + 240 + + + fresh_uox + fresh_MMR_haleu + spent_MMR_haleu + spent_MMR_haleu + 240 + 0 + 2159.74 + 1 + 1 + 10 + + + \ No newline at end of file diff --git a/input/haleu/inputs/united_states/reactors/xenergy_xe100.xml b/input/haleu/inputs/united_states/reactors/xenergy_xe100.xml new file mode 100644 index 00000000..80af89ec --- /dev/null +++ b/input/haleu/inputs/united_states/reactors/xenergy_xe100.xml @@ -0,0 +1,18 @@ + + Xe-100 + 720 + + + fresh_uox + fresh_xe100_haleu + spent_haleu + spent_xe100_haleu + 6 + 0 + 250.124 + 7 + 1 + 75 + + + \ No newline at end of file diff --git a/input/haleu/inputs/united_states/recipes/6pass.txt b/input/haleu/inputs/united_states/recipes/6pass.txt new file mode 100644 index 00000000..8d6716c9 --- /dev/null +++ b/input/haleu/inputs/united_states/recipes/6pass.txt @@ -0,0 +1,315 @@ +mat fuel6 -11.0 + +1001 -1.4990e-08 +1002 -8.7004e-09 +1003 -1.8624e-07 +2003 -1.4906e-09 +2004 -4.4681e-06 +3006 -2.4946e-08 +3007 -1.3386e-08 +4009 -3.2011e-09 +5010 -1.0419e-09 +5011 -6.1954e-10 +6000 -1.7784e-02 +7014 -2.1984e-12 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@@ -0,0 +1,19 @@ +from pyne import data +from pyne.material import Material +from pyne import serpent +from pyne import nucname + +dep = serpent.parse_dep( + '../../../../../../uiuc-microreactors/usnc/memo-fullcore9_dep.m') + +mats = dep['MAT_un_MATERIAL'] +# mats[1].comp.keys (commented out) +newdict = {k: v for k, v in mats[10].comp.items()} + +comp_string = "" +for k, v in newdict.items(): + comp_string = comp_string + '{}'.format(k) + " " + str(v) + "\n" + + +with open("mmr_comps.txt", "w") as f: + f.write(comp_string) diff --git a/input/haleu/inputs/united_states/recipes/mmr_fuel.xml b/input/haleu/inputs/united_states/recipes/mmr_fuel.xml new file mode 100644 index 00000000..13b9174c --- /dev/null +++ b/input/haleu/inputs/united_states/recipes/mmr_fuel.xml @@ -0,0 +1,1258 @@ + + + fresh_MMR_haleu + mass + 92235 0.1139 + 92238 0.7718 + 8016 0.0994 + 6012 0.0149 + + + + spent_MMR_haleu + mass + + 10030000 + 5.2644425464865497e-08 + + + 20030000 + 1.2977588790450008e-08 + + + 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np.genfromtxt("mmr_comps.txt", dtype=str, skip_header=2) + + for item in data: + nuclide = root.createElement('nuclide') + nuclide_id = root.createElement('id') + nuclide_comp = root.createElement('comp') + + id_txt = root.createTextNode(item[0]) + comp = item[1] + comp_txt = root.createTextNode(comp) + + nuclide_id.appendChild(id_txt) + nuclide_comp.appendChild(comp_txt) + nuclide.appendChild(nuclide_id) + nuclide.appendChild(nuclide_comp) + recipe.appendChild(nuclide) + + xml_str = root.toprettyxml(newl='\n') + + with open("mmr_comps.xml", "w") as f: + f.write(xml_str) + + +if __name__ == '__main__': + write_recipe() diff --git a/input/haleu/inputs/united_states/recipes/voygr_fuel.xml b/input/haleu/inputs/united_states/recipes/voygr_fuel.xml new file mode 100644 index 00000000..f1d7f2e4 --- /dev/null +++ b/input/haleu/inputs/united_states/recipes/voygr_fuel.xml @@ -0,0 +1,25 @@ + + + fresh_smr_fuel + mass + 92235 0.035614 + 92238 0.845813 + 8016 0.118572 + + + + spent_smr_fuel + mass + 92235 0.132848 + 92238 0.762437 + 8016 0.086060 + 6012 0.017760 + + + + smr_leu + mass + 92235 0.0409 + 92238 0.9591 + + \ No newline at end of file diff --git a/input/haleu/inputs/united_states/recipes/xe100_fuel.xml b/input/haleu/inputs/united_states/recipes/xe100_fuel.xml new file mode 100644 index 00000000..d5cea4e7 --- /dev/null +++ b/input/haleu/inputs/united_states/recipes/xe100_fuel.xml @@ -0,0 +1,1275 @@ + + + fresh_xe100_haleu + mass + 92235 0.132848 + 92238 0.762437 + 8016 0.086060 + 6012 0.017760 + + + + spent_xe100_haleu + mass + + 1001 + 1.4990e-08 + + + 1002 + 8.7004e-09 + + + 1003 + 1.8624e-07 + + + 2003 + 1.4906e-09 + + + 2004 + 4.4681e-06 + + + 3006 + 2.4946e-08 + + + 3007 + 1.3386e-08 + + + 4009 + 3.2011e-09 + + + 5010 + 1.0419e-09 + + + 5011 + 6.1954e-10 + + + 6012 + 1.7784e-02 + + + 7014 + 2.1984e-12 + + + 7015 + 1.5342e-09 + + + 8016 + 8.6178e-02 + + + 8017 + 4.2104e-08 + + + 20046 + 3.9668e-26 + + + 20048 + 1.3779e-30 + + + 22047 + 1.0627e-23 + + + 22048 + 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8.6745e-09 + + + 96240 + 5.4205e-15 + + + 96241 + 7.1205e-13 + + + 96242 + 3.6813e-05 + + + 96243 + 5.6054e-07 + + + 96244 + 4.4718e-05 + + + 96245 + 1.0219e-06 + + + 96246 + 8.9744e-08 + + + 96247 + 4.1940e-10 + + + 96248 + 1.8767e-11 + + + 96249 + 1.2205e-16 + + + 96250 + 4.2212e-19 + + + 97249 + 1.4208e-13 + + + 98249 + 2.4802e-14 + + + 98251 + 1.2267e-20 + + + + + + xe100_haleu + mass + 92235 0.155 + 92238 0.845 + + \ No newline at end of file diff --git a/input/haleu/inputs/xe100_1percent.xml b/input/haleu/inputs/xe100_1percent.xml index db83dcfc..a4ca1e6d 100644 --- a/input/haleu/inputs/xe100_1percent.xml +++ b/input/haleu/inputs/xe100_1percent.xml @@ -28,7 +28,7 @@ cycamore - DeployManagerInst + DeployInst cycamore @@ -41,13 +41,14 @@ + Sink_HLW casked_spent_uox - spent_TRISO + spent_xe100_haleu 36.8286 @@ -186,24 +187,6 @@ - - Xe-100 - 720 - - - fresh_uox - TRISO - spent_TRISO - spent_TRISO - 6 - 0 - 223.87 - 7 - 1 - 75 - - - United States @@ -282,49 +265,11 @@ UNITED_STATES_OF_AMERICA - + - - haleu - mass - - 92238 - 0.845 - - - 92235 - 0.155 - - - - - TRISO - mass - - 92238 - 0.845 - - - 92235 - 0.155 - - - - - spent_TRISO - mass - - 92238 - 0.845 - - - 92235 - 0.155 - - - + diff --git a/input/haleu/inputs/xe100_mmr_1percent.xml b/input/haleu/inputs/xe100_mmr_1percent.xml new file mode 100644 index 00000000..cf62a2f5 --- /dev/null +++ b/input/haleu/inputs/xe100_mmr_1percent.xml @@ -0,0 +1,279 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_xe100_haleu + spent_MMR_haleu + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + 0.16 + + 39.008333 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + United States + + + + + power + + + 721 + + exponential + 91818.167 0.000833 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + Xe-100 + MMR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + diff --git a/input/haleu/inputs/xe100_mmr_nogrowth.xml b/input/haleu/inputs/xe100_mmr_nogrowth.xml new file mode 100644 index 00000000..7ea709d0 --- /dev/null +++ b/input/haleu/inputs/xe100_mmr_nogrowth.xml @@ -0,0 +1,279 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_xe100_haleu + spent_mmr_haleu + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + 0.16 + + 39.008333 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + United States + + + + + power + + + 721 + + linear + 0 91818.167 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + Xe-100 + MMR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + diff --git a/input/haleu/inputs/xe100_mmr_voygr_1percent.xml b/input/haleu/inputs/xe100_mmr_voygr_1percent.xml new file mode 100644 index 00000000..cbf7a8c8 --- /dev/null +++ b/input/haleu/inputs/xe100_mmr_voygr_1percent.xml @@ -0,0 +1,283 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_xe100_haleu + spent_MMR_haleu + spent_smr_fuel + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + 0.16 + + 39.008333 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + United States + + + + + power + + + 721 + + exponential + 91818.167 0.000833 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + Xe-100 + MMR + VOYGR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + + diff --git a/input/haleu/inputs/xe100_mmr_voygr_nogrowth.xml b/input/haleu/inputs/xe100_mmr_voygr_nogrowth.xml new file mode 100644 index 00000000..83a88008 --- /dev/null +++ b/input/haleu/inputs/xe100_mmr_voygr_nogrowth.xml @@ -0,0 +1,283 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_xe100_haleu + spent_mmr_haleu + spent_smr_fuel + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + 0.16 + + 39.008333 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + United States + + + + + power + + + 721 + + linear + 0 91818.167 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + Xe-100 + MMR + VOYGR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + + diff --git a/input/haleu/inputs/xe100_nogrowth.xml b/input/haleu/inputs/xe100_nogrowth.xml index 125469f2..2b5d2cfa 100644 --- a/input/haleu/inputs/xe100_nogrowth.xml +++ b/input/haleu/inputs/xe100_nogrowth.xml @@ -28,7 +28,7 @@ cycamore - DeployManagerInst + DeployInst cycamore @@ -41,13 +41,14 @@ + Sink_HLW casked_spent_uox - spent_TRISO + spent_haleu 36.8286 @@ -186,24 +187,6 @@ - - Xe-100 - 720 - - - fresh_uox - TRISO - spent_TRISO - spent_TRISO - 6 - 0 - 223.87 - 7 - 1 - 75 - - - United States @@ -282,49 +265,11 @@ UNITED_STATES_OF_AMERICA - + - - haleu - mass - - 92238 - 0.845 - - - 92235 - 0.155 - - - - - TRISO - mass - - 92238 - 0.845 - - - 92235 - 0.155 - - - - - spent_TRISO - mass - - 92238 - 0.845 - - - 92235 - 0.155 - - - + diff --git a/input/haleu/inputs/xe100_voygr_1percent.xml b/input/haleu/inputs/xe100_voygr_1percent.xml new file mode 100644 index 00000000..54bfd57d --- /dev/null +++ b/input/haleu/inputs/xe100_voygr_1percent.xml @@ -0,0 +1,283 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_xe100_haleu + spent_mmr_haleu + spent_smr_fuel + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + 0.16 + + 39.008333 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + United States + + + + + power + + + 721 + + exponential + 91818.167 0.000833 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + Xe-100 + MMR + VOYGR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + + diff --git a/input/haleu/inputs/xe100_voygr_nogrowth.xml b/input/haleu/inputs/xe100_voygr_nogrowth.xml new file mode 100644 index 00000000..38477e89 --- /dev/null +++ b/input/haleu/inputs/xe100_voygr_nogrowth.xml @@ -0,0 +1,279 @@ + + + lazy + 1500 + 1 + 1965 + + + + cycamore + Enrichment + + + cycamore + Reactor + + + cycamore + Sink + + + cycamore + Source + + + cycamore + Storage + + + cycamore + DeployInst + + + cycamore + ManagerInst + + + cycamore + GrowthRegion + + + + + + + + Sink_HLW + + + + casked_spent_uox + spent_haleu + spent_smr_fuel + + + 36.8286 + -116.4364 + + + + + Sink_LLW + + + + tails + + + 36.8286 + -116.4364 + + + + + Mine + + + nat_u + nat_u + 1e6 + + 43.053736 + -105.685089 + + + + + Mill + + + + nat_u + + nat_u + + u3o8 + + 1 + + 37.468419 + -109.467586 + + + + + Conversion + + + + u3o8 + + u3o8 + + uf6 + + 1 + + 37.171768 + -88.757039 + + + + + Enrichment + + + uf6 + uf6 + enr_u + tails + 0.002 + 0.16 + + 39.008333 + -83 + + + + + FuelFab + + + + enr_u + + enr_u + + fresh_uox + + 1 + + 33.8749 + -80.8976 + + + + + WetStorage + + + + spent_uox + + spent_uox + + cool_spent_uox + + 72 + + 36.8286 + -116.4364 + + + + + DryStorage + + + + cool_spent_uox + + cool_spent_uox + + casked_spent_uox + + + 36.8286 + -116.4364 + + + + + + United States + + + + + power + + + 721 + + linear + 0 91818.167 + + + + + + + + + + FuelCycle + + + Sink_LLW + 1 + + + Mine + 5 + + + Mill + 5 + + + Conversion + 5 + + + Enrichment + 5 + + + FuelFab + 5 + + + WetStorage + 1 + + + DryStorage + 1 + + + + + + Sink_LLW + Mine + Mill + Conversion + Enrichment + FuelFab + WetStorage + DryStorage + Xe-100 + VOYGR + + + + + + + UNITED_STATES_OF_AMERICA + + + + + + + + + + diff --git a/scripts/tests/test_transition_metrics.py b/scripts/tests/test_transition_metrics.py index af12225b..d275a431 100644 --- a/scripts/tests/test_transition_metrics.py +++ b/scripts/tests/test_transition_metrics.py @@ -310,6 +310,59 @@ def test_commodity_to_prototype4(self): transactions_df, 'tails', 'Reactor_type3') assert_frame_equal(exp, obs[0:4]) + def test_commodity_to_LWR1(self): + ''' + This function tests the transactions returned when the + commodity specified (fresh_uox) is used in the simulation and the + prototype specified (Reactor_type2) is in the simulation and receives + the commodity specified. + ''' + exp = pd.DataFrame( + data={ + 'Time': [ + 0, 1, 2, 3], 'Quantity': [ + 0.0, 99000.0, 33000.0, 0.0], 'Year': [ + 1965.00, 1965.08, 1965.17, 1965.25]}) + transactions_df = tm.add_receiver_prototype(self.output_file1) + obs = tm.commodity_to_LWR( + transactions_df, + 'fresh_uox', + 'Reactor_type2') + assert_frame_equal(exp, obs[0:4]) + + def test_commodity_to_LWR2(self): + ''' + This function tests the transactions returned when the + commodity specified (fresh_uox) is used in the simulation and the + prototype specified (Repository) is not in the simulation and does not + receive the commodity specified. + ''' + exp = pd.DataFrame( + data={ + 'Time': [ + 0, 1, 2, 3], 'Quantity': [ + 0.0, 99000.0, 42900.0, 13200.0], 'Year': [ + 1965.00, 1965.08, 1965.17, 1965.25]}) + transactions_df = tm.add_receiver_prototype(self.output_file1) + obs = tm.commodity_to_LWR(transactions_df, 'fresh_uox', 'Repository') + assert_frame_equal(exp, obs[0:4]) + + def test_commodity_to_LWR3(self): + ''' + This function tests the transactions returned when the + commodity specified (u_ore) is not used in the simulation and the + prototype specified (Reactor_type2) is in the simulation. + ''' + exp = pd.DataFrame( + data={ + 'Time': [ + 0, 1, 2, 3], 'Quantity': [ + 0.0, 0.0, 0.0, 0.0], 'Year': [ + 1965.00, 1965.08, 1965.17, 1965.25]}) + transactions_df = tm.add_receiver_prototype(self.output_file1) + obs = tm.commodity_to_LWR(transactions_df, 'u_ore', 'Reactor_type2') + assert_frame_equal(exp, obs[0:4]) + def test_get_electricity(self): exp = pd.DataFrame(data={'Year': [1965], 'Energy': [0.35]}) obs = tm.get_electricity(self.output_file1) diff --git a/scripts/transition_metrics.py b/scripts/transition_metrics.py index c086d7bd..71966df2 100644 --- a/scripts/transition_metrics.py +++ b/scripts/transition_metrics.py @@ -18,7 +18,7 @@ def get_metrics(filename): filename: str relative path of database - Outputs: + Returns: -------- evaler: Evaluator object contains all of the metrics of the database @@ -54,7 +54,12 @@ def rx_commission_decommission(filename, non_lwr): decomm = evaler.eval('DecommissionSeries') comm = comm.rename(index=str, columns={'EnterTime': 'Time'}) comm = tools.add_missing_time_step(comm, time) - c = comm.pivot('Time', 'Prototype')['Count'].reset_index() + c = pd.pivot_table( + comm, + values='Count', + index='Time', + columns='Prototype', + fill_value=0) if decomm is not None: # make exit counts negative for plotting purposes @@ -93,7 +98,7 @@ def add_year(df): df: DataFrame DataFrame of data to add column to - Outputs: + Returns: -------- df: DataFrame DataFrame with the added column @@ -117,7 +122,7 @@ def get_transactions(filename): filename: str relative path to database - Outputs: + Returns: -------- transactions: DataFrame transaction data with specified modifications @@ -141,7 +146,7 @@ def sum_and_add_missing_time(df): df: dataframe dataframe - Outputs: + Returns: -------- summed_df: dataframe dataframe with the summed values for each time step and inserted @@ -164,7 +169,7 @@ def find_commodity_transactions(df, commodity): commodity: str name of commodity to search for - Outputs: + Returns: -------- commodity_df: dataframe contains only transactions involving the specified commodity @@ -184,7 +189,7 @@ def find_prototype_transactions(df, prototype): prototype: str name of prototype to search for - Outputs: + Returns: -------- prototype_df: dataframe contains only transactions sent to the specified prototype @@ -205,7 +210,7 @@ def commodity_mass_traded(transactions_df, commodity): commodity: str commodity name - Outputs: + Returns: -------- total_commodity: DataFrame DataFrame of total amount of each @@ -230,7 +235,7 @@ def add_receiver_prototype(filename): filename: str database filename - Outputs: + Returns: -------- receiver_prototype: dataframe contains all of the transactions with the prototype name of the @@ -279,6 +284,39 @@ def commodity_to_prototype(transactions_df, commodity, prototype): return prototype_transactions +def commodity_to_LWR(transactions_df, commodity, prototype): + ''' + Finds the transactions of a specific commodity sent to the LWRs in the + simulation, modifies the time column, and adds in zeros for any time step + without a transaction to the LWRs, and sums all transactions for + a single time step + + Parameters: + ----------- + transactions_df: dataframe + dataframe of transactions with the prototype name + of the receiver agent added in. use add_receiver_prototype to get this + dataframe + commodity: str + commodity of interest + prototype: str + name of non-LWR reactor prototype in the simulation + + Output: + ------- + prototype_transactions: dataframe + contains summed transactions at each time step that are sent to + the specified prototype name. + ''' + prototype_transactions = find_commodity_transactions( + transactions_df, commodity) + prototype_transactions = prototype_transactions.loc[ + prototype_transactions['Prototype'] != prototype] + prototype_transactions = sum_and_add_missing_time(prototype_transactions) + prototype_transactions = add_year(prototype_transactions) + return prototype_transactions + + def separation_potential(x_i): ''' Calculates Separation Potentail, for use in calculating @@ -319,7 +357,7 @@ def calculate_SWU(P, x_p, T, x_t, F, x_f): x_f: int weight percent of U-235 in feed - Outputs: + Returns: -------- SWU: int Separative Work units per unit time @@ -346,7 +384,7 @@ def calculate_tails(product, x_p, x_t, x_f): x_f: float mass fraction of feed - Outputs: + Returns: ------- tails: int, Series ''' @@ -367,7 +405,7 @@ def calculate_feed(product, tails): tails: int, Series mass of tails - Outputs: + Returns: -------- feed: int, Series mass of feed material @@ -386,7 +424,7 @@ def get_electricity(filename): filename: str name of database to be parsed - Outputs: + Returns: -------- electricity_output: DataFrame time dependent electricity output, includes @@ -417,7 +455,7 @@ def get_prototype_energy(filename, advanced_rx): advanced_rx: str name of advanced reactor prototype - Outputs: + Returns: -------- prototype_energy: dataframe dataframe of the year and the total amount of electricity @@ -451,7 +489,7 @@ def get_lwr_energy(filename, advanced_rx): advanced_rx: str name of advanced reactor prototype also present in the simulation - Outputs: + Returns: -------- lwr_energy: dataframe dataframe of the year and the total amount of electricity