From 745448164b442d9cb89ded3eac4a3c5e553630ef Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 23 Sep 2025 11:10:54 -0400 Subject: [PATCH 01/16] Scan-based optimization using abstract optimize scan interface (#247) * disable attocube drivers for successful demo notebook run * .vscode added to gitignore * added OptimizeScan, notebook example testing, needs modifications to experiment * successful demo of OptimizeScan * Graph improvements * optim runinfo, optim exit early, 2D alternation example * abstract scan optimizer classes * flake8 fixes from vscode extension * basic oop optimizer interface example * finite difference optimizer * update example titles * measurement code style edits for optimizers * title edit * draft OptimizeScan abstract extension * GradientDescentOptimizeScan notebook visualizations working * removed scan_optimizers * refactor and rename for clarity * working for single OptimizeScan, may need changes to metadata alloc for scan_dict if running OptimizeScan loop multiple times * real-time update for experiment and scan_dict based on ContinuousScan * real-time update for experiment from scan_dict and measure function * refactor gradient descent example notebook * starter files * bayesian optimizer working * argopt last iter * removed prints * style checked * a04 notebook refactored * added documentation, refactored, improved max step exit routine --- .gitignore | 5 +- .../01-example_property_scans.ipynb | 38 +- .../02-example_plotting_multiD_data.ipynb | 37 +- demo_notebooks/03-example_repeat_scans.ipynb | 31 +- demo_notebooks/04-example_average_scans.ipynb | 63 +- .../05-example_function_scans.ipynb | 29 +- .../06-example_sparse_experiment.ipynb | 27 +- .../07-example_timed_propertyscan.ipynb | 49 +- ...-example_GradientDescentOptimizeScan.ipynb | 763 ++++++++++++++++++ ...mple_Bayesian_optimization_interface.ipynb | 618 ++++++++++++++ .../gp_bayes_opt.py | 410 ++++++++++ .../gp_bayes_opt_helpers.py | 128 +++ pyscan/drivers/__init__.py | 2 +- pyscan/general/pyscan_json_encoder.py | 1 + pyscan/measurement/__init__.py | 2 +- pyscan/measurement/abstract_experiment.py | 9 +- pyscan/measurement/experiment.py | 100 ++- pyscan/measurement/run_info.py | 19 +- pyscan/measurement/scans.py | 112 ++- 19 files changed, 2247 insertions(+), 196 deletions(-) create mode 100644 demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb create mode 100644 demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb create mode 100644 demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py create mode 100644 demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py diff --git a/.gitignore b/.gitignore index bc6aec1e..70559e44 100644 --- a/.gitignore +++ b/.gitignore @@ -119,4 +119,7 @@ dmypy.json backup .backup *.backup -test.ipynb \ No newline at end of file +test.ipynb + +# VS Code +.vscode diff --git a/demo_notebooks/01-example_property_scans.ipynb b/demo_notebooks/01-example_property_scans.ipynb index 19e01f0b..cd922034 100644 --- a/demo_notebooks/01-example_property_scans.ipynb +++ b/demo_notebooks/01-example_property_scans.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -161,7 +142,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -221,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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", 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jRo3MxF8AAAClLgjp8OPmzZubCyuGQ4f/6lBQHbK7Zs0aM2xThyHrsGMAAIBS20dIa4R0Pou8c1GEuoifXjBRZ+oN0rlZgpcCAAAAKLMTKuqMtzqzb146oZjWDBVFZ/PNO6OvTkOvk8Xp9YfyXs0bAADEL6230Ys2a3eaSF7Mt1QFIb0its6Jkpfe1wv96UX/Ql1NWS98WdLZXgEAQHzRS/vUrVvXziBUEsOHD5ehQ4fmu7K2ThNf77ERkpiSEvZ2AknutyA6vvwXcYy0BJe3rzxe96+V5fXluF5Gss/940hJynZ1++V9/6kJdcvvvO4eg6qQlP/abW5IS3L/taqQdNzV7VfyHhO3VfS4X0blxKNl4jgqJrr7vq2c6P7vXsVE9yNCWmL438MZRwJS/+IthS4YbFUQqlmzprlmU156Py0tLWRtkNLRZaEugqghqDhBSLwEoXAkRiFAeKIQhKJRRpLX3bEKST5xndfrfvOyz+v++9aX5H4ZyUnuvqdSvO5/nKd63C+jnMfjehm/i0IZ5SPYdBNKBZe3r9KiUkbxz0Wku7WUqnmEdIZcvcJ1XvPnzz/pVbIBAADiMgjpFat1GLzegsPj9edt27blNmvpNZKC9GrdeqkAvVLyunXrzBWf3377bRkyZEjMjgEAAJReMQ1CK1askIsuusjclPbl0Z9HjRpl7u/cuTM3FKmzzjrLDJ/XWiCdf2jixInyyiuvmJFjAAAApaqP0B/+8AczHK4ooWaN1uesXr3a5T0DAAA2KFV9hAAAACKJIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsBZBCAAAWIsgBAAArEUQAgAA1orptcZiyXM4UTzZ4efAgK/oa6JFSiA5wd3tZ7mfe3N87pfh93lcLyPL5/6vRqbLZRzP9orbjniz3S/D53O9jAxviutlpLlcRkZOqrjtQNJx18s46C3nehmVPMdcL6OK54ir2z8YhWOolOj++a6SeDjsdQ/nBFzZB2qEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsBZBCAAAWIsgBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALBWkljKe1TEkxP++n5fgrgtkOVuGQGf4+r2TRnJ0Xid3M/vOT73y/D7PK5uP8vn/q93ZhTKOJ7tdb2MI95s98vw+VzdfoY3RdyWFoUyMnJSXS/jQNJx18s46C3n6vYreY6J26p4jrhexsFiHMfRHL+I7In4PlAjBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGCtuAhCU6ZMkQYNGkhKSoq0bdtWli1bdtL1J0+eLI0bN5bU1FSpV6+eDBkyRE6cOBG1/QUAAGVDzIPQrFmzZOjQoTJ69GhZtWqVNG/eXDp37ix79uwJuf6MGTPkoYceMuuvXbtWXn31VbONhx9+OOr7DgAASreYB6FJkybJwIEDpV+/ftK0aVOZOnWqlCtXTqZPnx5y/SVLlkiHDh2kV69ephbpqquukp49e56yFgkAACCuglBWVpasXLlSOnXq9J8dSkw095cuXRryOe3btzfPCQafTZs2ybx586Rr164h18/MzJSMjIx8NwAAAJUUy5dh37594vf7pUaNGvmW6/1169aFfI7WBOnzLrnkEnEcR3JycuS2224rsmls3Lhx8thjj7my/wAAoHSLedNYcS1evFjGjh0rL7zwgulT9N5778ncuXNlzJgxIdcfPny4HDp0KPe2ffv2qO8zAACITzGtEapatap4PB7ZvXt3vuV6v2bNmiGfM3LkSLn55ptlwIAB5v4FF1wgR48elUGDBskjjzximtbySk5ONjcAAIC4qhHy+XzSsmVLWbhwYe6yQCBg7rdr1y7kc44dO1Yo7GiYUtpUBgAAUCpqhJQOne/bt6+0atVK2rRpY+YI0hoeHUWm+vTpI3Xq1DF9fVS3bt3MSLOLLrrIzDm0YcMGU0uky4OBCAAAoFQEoR49esjevXtl1KhRsmvXLmnRooWkp6fndqDetm1bvhqgESNGSEJCgvn/l19+kWrVqpkQ9OSTT8bwKAAAQGmU4FjWnqTD5ytWrCiNh4wVT3JK2M/z+8R1AZfLCPjcP9WB5CiU4XW/DMcXcL2MBJfL8Pj84jafL8f1MpKjUEaqN9v1Msr7Mt3dvjdL3JbmdX8G/7SkaJRx3PUyKnuPurr9Sp5j4rYqniOul1Gc4zh62C/XXLjRDHxKS0uzd9QYAABApBCEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaMb/oaqzoZWA8xbi8UGIZuNaY35fg/jFkRaGMqFwzLRqvlbt/h+T43P87x+/zuF5Gls/9j6nMKJRxPNvr6vaPROF6aUd87n8QZnjDvwZkSaVFoYyMnFRXt38gCtdLO+gtF1fXGjuerdcd3BjxfaBGCAAAWIsgBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsBZBCAAAWIsgBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrJYmlfIcd8ficsNfPSU4QtwV87m4/0eXtR+MYlN8XhXORFY3z7bi7/Wi8Z7Pc/1sqx+d+GX6fx/Uysnzuftxmurx9dTzb63oZR7zZ7pfhc/+DKsOb4ur201zevsrISRW3HUg6Hva6mSfceW9QIwQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsBZBCAAAWIsgBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgrbgIQlOmTJEGDRpISkqKtG3bVpYtW3bS9Q8ePCh33HGH1KpVS5KTk+Xcc8+VefPmRW1/AQBA2ZAU6x2YNWuWDB06VKZOnWpC0OTJk6Vz586yfv16qV69eqH1s7Ky5MorrzSPvfvuu1KnTh3ZunWrVKpUKSb7DwAASq+YB6FJkybJwIEDpV+/fua+BqK5c+fK9OnT5aGHHiq0vi7fv3+/LFmyRLxer1mmtUkAAAClqmlMa3dWrlwpnTp1+s8OJSaa+0uXLg35nA8//FDatWtnmsZq1Kgh559/vowdO1b8fn/I9TMzMyUjIyPfDQAAIOZBaN++fSbAaKDJS+/v2rUr5HM2bdpkmsT0edovaOTIkTJx4kR54oknQq4/btw4qVixYu6tXr16rhwLAACwKAjl5OTIggUL5KWXXpLDhw+bZb/++qscOXJE3BQIBEz/oGnTpknLli2lR48e8sgjj5gmtVCGDx8uhw4dyr1t377d1f0DAABlvI+Qdk7u0qWLbNu2zTQ9aeflChUqyNNPP23uFxVKCqpatap4PB7ZvXt3vuV6v2bNmiGfoyPFtG+QPi/ovPPOMzVI2tTm8/nyra+jyvQGAAAQkRqhe+65R1q1aiUHDhyQ1NTU3OXXXXedLFy4MOztaGjRWp28z9EaH72v/YBC6dChg2zYsMGsF/TTTz+ZgFQwBAEAAEQ8CH3++ecyYsSIQsFDR2/98ssvxdqWDp1/+eWX5Y033pC1a9fK4MGD5ejRo7mjyPr06WOat4L0cR01pmFMA5COMNPO0tp5GgAAwPWmMa2NCTVKa8eOHaaJrDi0j8/evXtl1KhRpnmrRYsWkp6entuBWpvfdCRZkHZ2/uijj2TIkCFy4YUXmnmENBQ9+OCDJTkUAABgsQTHcZziPknDi47A0g7LGny+/fZbqVatmlx77bVy5plnymuvvSbxSofP675f3PNJ8fhSwn5eTnKCuC3gcsuePwoth24fQ1k6joDPcXf7ye5u35Thdb8Mx/efZnC3JEShDI8v9BQfkeLz5YjbkqNQRqo32/Uyyvsy3S/Dm+Xq9tO8J1zdvkpLikYZx8NeN/NItkzsMMcMfEpLS4ttjZAOV9fZn5s2bSonTpyQXr16yc8//2w6P//zn/+M2M4BAAC4qURBqG7duvLNN9/IzJkzTW2QDpnv37+/9O7dO1/naQAAgDJ5iY2kpCT561//Gtm9AQAAiPcgpJe5CCUhIcFcQb5Ro0Zy1llnne6+AQAAxF8Q6t69uwk9BftZB5fp/5dccom8//77Urly5UjtKwAAQOznEZo/f760bt3a/B+8dIX+3LZtW5kzZ4589tln8ttvv8n9998f2b0FAACIdY2QztujQ+fbt2+fu+yKK64wzWKDBg2SH374QSZPniy33nprJPcVAAAg9jVCGzduDDmGX5fp1eHVOeecY64uDwAAUKaCkF4fbNiwYWZG6CD9+YEHHjBNZkrnFdJZoAEAAMpU09irr75qZpHW+YSCYWf79u1y9tlnywcffGDu69xCej0yAACAMhWEGjduLD/++KN8/PHH5sKnwWVXXnll7nXBdGQZAABAmZxQUQNPly5dzK008h4JSJI3/OsLebLcv9aY3+duGWXhemkqsYxca8zt8x2IwnvW7eulmTKi8b7NKlEvgWLJ8blbht/nEbdl+Ur8lRG2zCiUcTzb63oZR1y+ZtoRn/sfUhne8K/HWVJpxSgj64Q7128r8Tvu6NGj8umnn5qrw2dl5d+5u+++OxL7BgAA4KoSBaHVq1dL165d5dixYyYQValSxYwQK1eunFSvXp0gBAAASoUS1dUOGTJEunXrJgcOHDAXWf3qq69k69atZjTZhAkTIr+XAAAA8RKE1qxZI/fdd5/pJ+TxeCQzM9OMHhs/frw8/PDDkd9LAACAeAlCXq83d3SYNoVpPyFVsWJFM4weAACgzPYRuuiii2T58uVm9uhLL71URo0aZfoIvfnmm3L++edHfi8BAADipUZo7NixUqtWLfPzk08+aa4wP3jwYDO79EsvvRTpfQQAAIifGqFWrVrl/qxNY+np6ZHcJwAAgPitEbr88svl4MGDhZZnZGSYxwAAAMpsEFq8eHGhSRTViRMn5PPPP4/EfgEAAMRX09i3336b+7Nea2zXrl259/1+v2kiq1OnTmT3EAAAIB6CUIsWLSQhIcHcQjWB6eSKzz33XCT3DwAAID6C0ObNm8VxHDn77LNl2bJlUq1atdzHfD6f6TitEywCAACUuSBUv359838gEP5V2wEAAEp9EPrwww/D3ug111xT0v0BAACIvyDUvXv3sNbT/kPacRoAAKDMBCGawwAAQFlTonmEAAAArA5Cn376qXTr1k0aNWpkbtoviMkUAQBAmQ9C//jHP6RTp05Srlw5ufvuu81N5xC64oorZMaMGZHfSwAAgHi56KpecX78+PEyZMiQ3GUahiZNmiRjxoyRXr16RXIfAQAA4qdGaNOmTaZZrCBtHtNJFwEAAMpsEKpXr54sXLiw0PIFCxaYxwAAAMps09h9991nmsLWrFkj7du3N8u+/PJLef311+XZZ5+N9D4CAADETxAaPHiw1KxZUyZOnChvv/22WXbeeefJrFmz5Nprr430PgIAAMRPEFLXXXeduQEAAFjVR2jAgAGyePHiyO8NAABAvAehvXv3SpcuXUzH6GHDhpm+QgAAAFYEoQ8++EB27twpI0eOlOXLl0vLli2lWbNmMnbsWNmyZUvk9xIAACCeLrFRuXJlGTRokGki27p1q9xyyy3y5ptvmsttAAAAWHHR1ezsbFmxYoV8/fXXpjaoRo0akdkzAACAeA1CixYtkoEDB5rgo7VBaWlpMmfOHNmxY0dk9xAAACCehs/XqVNH9u/fbzpMT5s2zVxuIzk5OfJ7BwAAEG9B6NFHH5UbbrhBKlWqdNL1tHaodu3akph42i1wAAAAEVeihKJNYqcKQapp06aMIgMAAHHL1aoax3Hc3DwAAEBsLrFR2vkO50hSUk7Y6/t97jfv+VPcLcOTlSBu8/vcLyMn2f0yAj7Xi5BEX+k/hmic70AU3rcBn/t/tAVcft8Gstz/jMqJxuegz+N6GVk+97/6Ml0u43i2V9x2xJvtfhm+8D+oco5nurIPdN4BAADWIggBAABruRqEEhLcr9IGAAAoKTpLAwAAa7nam+vHH3808wgBAACUiRqhb775Rp544gl54YUXZN++ffkey8jIkFtvvTX3fr169cTjcX8EAAAAgOtB6OOPP5Y2bdrIzJkz5emnn5YmTZqYa44FHT9+XN54440S7QgAAEBcByG9tMb9998v33//vZkx+oEHHpBrrrlG0tPT3dtDAACAeOgj9MMPP8ibb76ZOyJMg1DdunXl+uuvN7VErVu3dms/AQAAYhuE9ArzBw8ezLesV69e5qKqPXr0kIkTJ0Z6/wAAAOIjCLVo0cL0CWrZsmW+5TfddJMZKt+3b99I7x8AAEB8BKHBgwfLZ599FvKxnj17mjD08ssvR2rfAAAA4qez9HXXXSfPPPOMDBgwQBYvXlzocW0myzuKDAAAoMzNLL13717p0qWLmSdo2LBhZm4hAAAAK4LQBx98IDt37pSRI0fK8uXL5eKLL5ZmzZrJ2LFjzbD64poyZYo0aNBAUlJSpG3btrJs2bKwnqcj1XT0Wvfu3UtwFAAAwHYlvtZY5cqVZdCgQaaJbOvWrXLLLbeYofWNGjUq1nZmzZolQ4cOldGjR8uqVaukefPm0rlzZ9mzZ89Jn6eBS+c06tixY0kPAQAAWO60L7qanZ0tK1askK+//tqEkxo1ahTr+ZMmTZKBAwdKv379pGnTpjJ16lQpV66cTJ8+vcjn+P1+6d27tzz22GNy9tlnn+4hAAAAS5U4CGmnaA0wGny0NigtLU3mzJkjO3bsCHsbWVlZsnLlSunUqdN/digx0dxfunRpkc97/PHHpXr16tK/f/9TlpGZmWmugZb3BgAAUOKrz9epU0f2799vOkxPmzZNunXrZiZbLC69aKvW7hSsRdL769atC/mcL774Ql599VVZs2ZNWGWMGzfO1BwBAABEJAjpNcduuOEGqVSpkkTT4cOH5eabbzZzFVWtWjWs5wwfPtz0QQrSGiEd7QYAAFCiIKRNYpGgYcbj8cju3bvzLdf7NWvWLLT+xo0bTT8krYEKCgQC5v+kpCRZv369NGzYMN9ztKaqJLVVAACg7DvtztKnw+fzmct1LFy4MF+w0fvt2rUrtH6TJk3ku+++M81iwds111wjl112mfmZmh4AAOB6jVAkabOVXqOsVatW0qZNG5k8ebIcPXrUjCJTffr0MX2StK+PzjN0/vnn53t+sHmu4HIAAIC4D0J61XqdqXrUqFGya9cuc2HX9PT03A7U27ZtMyPJAAAAIi3B0SulWkQ7S1esWFE6/mG0JCWlhP08v8/9MOZPcbcMf3KCq9s3ZfjcLyMnCscR8LlehPhdLqMsHEO0jiPgc/9jMJDsbhkBr/vH4Pj+r0+mmxKiUIbH53e9DJ8vx9XtJ7u8fZXqzRa3lfdlhr1uztFMWfynF+XQoUNmyp5IoaoFAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIAQAAKxFEAIAANaK+UVXY8V7KFOSPOFfs8qT7P5L5c/yuLv9MnC9NOXJ4ppp8XKNrsQycq2xaJzvgMvv2+hcLy0ar5P7nyE50fgs9Ln7eZ7lc/87KTMKZRzP9oa9rv9Y+OsWBzVCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsBZBCAAAWIsgBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFgrSSyVeOiYJCb6w14/IdUnbkvM9Lq6fU+y+6fbn+Vxvwyf+/ndn+J+GZ6sBFe37/e5u32Vk+x+GQH3f/UkMQpluH0c0TjfgawolOFz3C8jGu/bLHc/Q3Ki8Tnoc//zPMsX/vdS4Jg7+0CNEAAAsBZBCAAAWIsgBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC14iIITZkyRRo0aCApKSnStm1bWbZsWZHrvvzyy9KxY0epXLmyuXXq1Omk6wMAAMRtEJo1a5YMHTpURo8eLatWrZLmzZtL586dZc+ePSHXX7x4sfTs2VMWLVokS5culXr16slVV10lv/zyS9T3HQAAlG4JjuM4sdwBrQFq3bq1PP/88+Z+IBAw4eauu+6Shx566JTP9/v9pmZIn9+nT59Trp+RkSEVK1aUTmffLUmJyWHvp5PqE7c5yV5Xtx9IThK3+VM97pfhcz+/+1OiUEZygrvb97m7fZXj8jGogPu/euKPQhluH0dZOIb/K8P9r6RAchTK8LpbhuMLiNsSolCGx+cPe93AsROy5dYn5NChQ5KWllY2aoSysrJk5cqVpnkrd4cSE819re0Jx7FjxyQ7O1uqVKkS8vHMzEwTfvLeAAAAYh6E9u3bZ2p0atSokW+53t+1a1dY23jwwQeldu3a+cJUXuPGjTM1QMGb1jYBAADERR+h0/HUU0/JzJkzZfbs2aajdSjDhw831WjB2/bt26O+nwAAID6532nkJKpWrSoej0d2796db7ner1mz5kmfO2HCBBOEFixYIBdeeGGR6yUnJ5sbAABAXNUI+Xw+admypSxcuDB3mXaW1vvt2rUr8nnjx4+XMWPGSHp6urRq1SpKewsAAMqamNYIKR0637dvXxNo2rRpI5MnT5ajR49Kv379zOM6EqxOnTqmr496+umnZdSoUTJjxgwz91CwL1H58uXNDQAAoNQEoR49esjevXtNuNFQ06JFC1PTE+xAvW3bNjOSLOjFF180o82uv/76fNvReYgeffTRqO8/AAAovWI+j1C0MY+Qu5hHqBhlMI9QWJhHyJ5j+L8ymEcoHMwjlBaxfSjVo8YAAABOB0EIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIAQAAKwV84uuxopz4JA4ieFfOCfhRKqr+2PKSEl2d/tRuF5aYqa710tTnmhcMy2r9F8zLRrXS/NkuX+tMa6ZFp5ifJzF+XXfonAuovC+dfuaaYFovGez3P8MySnG52DgePjXJSsOaoQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsBZBCAAAWIsgBAAArEUQAgAA1iIIAQAAaxGEAACAtQhCAADAWgQhAABgLYIQAACwFkEIAABYiyAEAACsRRACAADWIggBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsFaSWMp/4KAkJHjDXj8x9YS4LSE1xd3tn0h1dfumjJRk98tI9bleRmJm+O+NkvIku/vr58/yuLp9U4bP/b+l/Cnul+HJSnC9DL/P3TJykt0/hoD7v3qSGIUyonEcbp/vQBTeswGf434ZxXjfJpxw5zONGiEAAGAtghAAALAWQQgAAFiLIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAYC2CEAAAsBZBCAAAWIsgBAAArEUQAgAA1oqLIDRlyhRp0KCBpKSkSNu2bWXZsmUnXf+dd96RJk2amPUvuOACmTdvXtT2FQAAlB0xD0KzZs2SoUOHyujRo2XVqlXSvHlz6dy5s+zZsyfk+kuWLJGePXtK//79ZfXq1dK9e3dz+/7776O+7wAAoHRLcBzHieUOaA1Q69at5fnnnzf3A4GA1KtXT+666y556KGHCq3fo0cPOXr0qMyZMyd32e9//3tp0aKFTJ069ZTlZWRkSMWKFeUPcq0kJXjD3s/E1FRxW0Jqisvbd/8YJCXZ9SKcVJ/7ZSSH/94oqUBykqvb96d6XN2+KcPn/t9S/pQolJGc4H4ZPnfLyInCMQTc/9UTfxTKKAvHEY1jCPjcjweB5PDLCJw4IVsfHCGHDh2StLS0slEjlJWVJStXrpROnTr9Z4cSE839pUuXhnyOLs+7vtIapKLWBwAAKIq7f5Kewr59+8Tv90uNGjXyLdf769atC/mcXbt2hVxfl4eSmZlpbkGaJFWOZIsUI+wmOu7/dZ0QSCzV2zcC7hfh+N3/K8Xx+10vI5Djco1QThRqhBKiUFvjiUIZiVGoTRF3y/AnROMY3BeFX28JOKX/OALR+KwNRKFGyClejZCKdENWTINQNIwbN04ee+yxQsu/kGJ2sD4euX2KWRkHXN4+AAAu++2330wXlzIRhKpWrSoej0d2796db7ner1mzZsjn6PLirD98+HDTGTvo4MGDUr9+fdm2bVtEX0iUjPbZ0j5h27dvj2ibL4qPcxE/OBfxg3MRP7RF58wzz5QqVapEdLsxDUI+n09atmwpCxcuNCO/gp2l9f6dd94Z8jnt2rUzj9977725y+bPn2+Wh5KcnGxuBWkI4k0dP/RccD7iA+cifnAu4gfnIn5oX+Iy1TSmtTV9+/aVVq1aSZs2bWTy5MlmVFi/fv3M43369JE6deqYJi51zz33yKWXXioTJ06Uq6++WmbOnCkrVqyQadOmxfhIAABAaRPzIKTD4ffu3SujRo0yHZ51GHx6enpuh2htwsqb/tq3by8zZsyQESNGyMMPPyznnHOOvP/++3L++efH8CgAAEBpFPMgpLQZrKimsMWLFxdadsMNN5hbSWgzmU7eGKq5DNHH+YgfnIv4wbmIH5yLsn8uYj6hIgAAgLWX2AAAAIgVghAAALAWQQgAAFiLIAQAAKxVJoPQlClTpEGDBpKSkmKubr9s2bKTrv/OO+9IkyZNzPoXXHCBzJtXzMtvIGLn4+WXX5aOHTtK5cqVzU0vsHuq8wf3fjeCdL6uhISE3IlPEf1zobPi33HHHVKrVi0zaubcc8/lsypG50Lnu2vcuLGkpqaaWaeHDBkiJ/7/dbBQcp999pl069ZNateubT5vdGqcU9GR5RdffLH5nWjUqJG8/vrrxS/YKWNmzpzp+Hw+Z/r06c4PP/zgDBw40KlUqZKze/fukOt/+eWXjsfjccaPH+/8+OOPzogRIxyv1+t89913Ud/3sqi456NXr17OlClTnNWrVztr1651brnlFqdixYrOjh07or7vtp+LoM2bNzt16tRxOnbs6Fx77bVR29+yrLjnIjMz02nVqpXTtWtX54svvjDnZPHixc6aNWuivu+2n4u33nrLSU5ONv/refjoo4+cWrVqOUOGDIn6vpc18+bNcx555BHnvffe09HszuzZs0+6/qZNm5xy5co5Q4cONd/fzz33nPk+T09PL1a5ZS4ItWnTxrnjjjty7/v9fqd27drOuHHjQq5/4403OldffXW+ZW3btnX+9re/ub6vNiju+SgoJyfHqVChgvPGG2+4uJd2KMm50Ne/ffv2ziuvvOL07duXIBSjc/Hiiy86Z599tpOVlRXFvbRDcc+Frnv55ZfnW6ZfxB06dHB9X20iYQShBx54wGnWrFm+ZT169HA6d+5crLLKVNNYVlaWrFy50jSnBOms1Hp/6dKlIZ+jy/Ourzp37lzk+nD3fBR07Ngxyc7OjvhF9mxT0nPx+OOPS/Xq1aV///5R2tOyryTn4sMPPzTXU9SmMZ11X2fSHzt2rPj9/ijuedlTknOhVzfQ5wSbzzZt2mSaKLt27Rq1/UZkv7/jYmbpSNm3b5/5YAheniNI769bty7kc/SyHqHW1+WI/vko6MEHHzTtxQXf7HD/XHzxxRfy6quvypo1a6K0l3YoybnQL9tPPvlEevfubb50N2zYILfffrv5I0Fn2kX0zkWvXr3M8y655BJtUZGcnBy57bbbzCWfEF1FfX9nZGTI8ePHTR+ucJSpGiGULU899ZTppDt79mzTiRHRc/jwYbn55ptN5/WqVavGenesFwgETM2cXly6ZcuW5hqNjzzyiEydOjXWu2Yd7ZyrtXEvvPCCrFq1St577z2ZO3eujBkzJta7hhIqUzVC+oHt8Xhk9+7d+Zbr/Zo1a4Z8ji4vzvpw93wETZgwwQShBQsWyIUXXujynpZ9xT0XGzdulC1btpgRHHm/jFVSUpKsX79eGjZsGIU9L3tK8nuhI8W8Xq95XtB5551n/iLW5h2fz+f6fpdFJTkXI0eONH8kDBgwwNzXkcZHjx6VQYMGmXCa9yLhcFdR399paWlh1wapMnXG9MNA/1pauHBhvg9vva/t66Ho8rzrq/nz5xe5Ptw9H2r8+PHmr6v09HRp1apVlPa2bCvuudDpJL777jvTLBa8XXPNNXLZZZeZn3XIMKL3e9GhQwfTHBYMo+qnn34yAYkQFN1zof0WC4adYEDl0p3RFbHvb6cMDoXUoY2vv/66GU43aNAgMxRy165d5vGbb77Zeeihh/INn09KSnImTJhghmuPHj2a4fMxPB9PPfWUGcr67rvvOjt37sy9HT58OIZHYee5KIhRY7E7F9u2bTOjJ++8805n/fr1zpw5c5zq1as7TzzxRAyPws5zod8Rei7++c9/muHbH3/8sdOwYUMzAhmnRz/ndeoUvWk8mTRpkvl569at5nE9D3o+Cg6fHzZsmPn+1qlXGD7//+lcAmeeeab5QtWhkV999VXuY5deeqn5QM/r7bffds4991yzvg7Fmzt3bgz2uuwqzvmoX7+++QUoeNMPH0T/dyMvglBsz8WSJUvM1B76pa1D6Z988kkzvQGiey6ys7OdRx991ISflJQUp169es7tt9/uHDhwIEZ7X3YsWrQo5Od/8PXX//V8FHxOixYtzLnT34vXXnut2OUm6D+RrawCAAAoHcpUHyEAAIDiIAgBAABrEYQAAIC1CEIAAMBaBCEAAGAtghAAALAWQQgAAFiLIASgTGvQoIFMnjw51rsBIE4RhAC4ZufOndKrVy8599xzzfWZ7r333ljvkiQkJMj7778f690AECcIQgBck5mZKdWqVZMRI0ZI8+bNY707AFAIQQhAiU2bNk1q166d76ro6tprr5Vbb73VNEs9++yz0qdPH6lYsWKxtv3xxx9LSkqKHDx4MN/ye+65Ry6//PLc+//617+kWbNmkpycbMqbOHFikdvUx9V1111naoaC9zdu3Gj2uUaNGlK+fHlp3bq1LFiwoFDt1tVXXy2pqaly1llnyYwZMwo1u+m+DhgwwIS/tLQ0s5/ffPNNsY4bQHQRhACU2A033CC//fabLFq0KHfZ/v37JT09XXr37n1a277iiiukUqVKJugE+f1+mTVrVu62V65cKTfeeKPcdNNN8t1338mjjz4qI0eOlNdffz3kNpcvX27+f+2110ywCd4/cuSIdO3aVRYuXCirV6+WLl26SLdu3WTbtm25z9Uw9+uvv8rixYvNPmkI3LNnT6HXQ5f9+9//Nvt28cUXm+PQ1wRAnIrUVWMB2EmvSH/rrbfm3n/ppZec2rVrO36/P996etXoe+65p1jb1vUvv/zy3PsfffSRufp68ErfvXr1cq688sp8zxk2bJjTtGnT3Pv169d3nnnmmdz7+rE3e/bsU5bdrFkzc1VytXbtWvO85cuX5z7+888/m2XBbX/++edOWlqac+LEiXzb0auU62sCID5RIwTgtGjtjNaQaH8g9dZbb5kaGu0cHYltaw2M1sQEt63NU1pTpNauXSsdOnTI9xy9//PPP5vao3BpjdD9998v5513ntm2No/ptoM1QuvXr5ekpCRTwxPUqFEjqVy5cu59bQLT7Zxxxhnm+cHb5s2bTdMbgPiUFOsdAFC6aROSVrTMnTvX9K35/PPP5ZlnnonItnV7DRs2lJkzZ8rgwYNl9uzZRTZ7nQ4NQfPnz5cJEyaYgKP9gK6//nrJysoKexsagmrVqmWCW0HB4AYg/hCEAJwW7dD85z//2dTWbNiwQRo3bpyv5iQStUK67bp165paJq0RCtIanC+//DLf+npfh+t7PJ6Q2/N6vYVqi/Q5t9xyi+lEHQw1W7ZsyX1cjyknJ8f0H2rZsqVZpsd64MCB3HX0mHft2mVqjoKdsAHEP5rGAEQkrGiN0PTp0wt1kl6zZo25abjYu3ev+fnHH38s1rZXrVolTz75pKml0dFhQffdd5/p4DxmzBj56aef5I033pDnn3/e1PAURUOKPkdDSzDInHPOOfLee++ZfdMmLp37KO9IuCZNmkinTp1k0KBBsmzZMhOI9GetOdLRZ0ofb9eunXTv3t2MeNMgtWTJEnnkkUdkxYoVxXo9AURRrDspASj9tGN0rVq1TOfhjRs35ntMlxW8aQfm4mjTpo153ieffFLosXfffdd0jvZ6vc6ZZ57p/P3vf8/3eMHO0h9++KHTqFEjJykpKXc/Nm/e7Fx22WVOamqqU69ePef5558v1Ln7119/df74xz+aztr6vBkzZjjVq1d3pk6dmrtORkaGc9ddd5nO4ro/uq3evXs727ZtK9bxAoieBP0nmsELAMqCHTt2SL169cx8QzpEHkDpRBACgDB88sknpnnvggsuMHMQPfDAA/LLL7+YJjntdwSgdKKzNICY0eHlRdFJCTt27CjxIjs7Wx5++GHZtGmTVKhQQdq3b286cROCgNKNGiEAMaMjr4pSp04d0xkZANxEEAIAANZi+DwAALAWQQgAAFiLIAQAAKxFEAIAANYiCAEAAGsRhAAAgLUIQgAAwFoEIQAAILb6fxjZP0bQKCWgAAAAAElFTkSuQmCC", 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", 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", "text/plain": [ "
" ] @@ -297,11 +278,18 @@ "source": [ "ps.live_plot2D(expt, data_name=\"vsum\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -315,7 +303,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/02-example_plotting_multiD_data.ipynb b/demo_notebooks/02-example_plotting_multiD_data.ipynb index 4cbae041..33366b4c 100644 --- a/demo_notebooks/02-example_plotting_multiD_data.ipynb +++ b/demo_notebooks/02-example_plotting_multiD_data.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import matplotlib.pyplot as plt\n", @@ -158,7 +139,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -239,7 +220,7 @@ "outputs": [ { "data": { - "image/png": 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siy++WJdccolatGihX375RXPnztXatWv19ttvl3kr/KxZsxQaGqr+/ftX6r0Bag13n4IC6qPvvvvO+Pj4mGHDhjm1nzx50kRFRZnw8HBz6NAhR7squGTxZ4899pix2Wxm+/btFe7/9Dckl/fas2ePU//du3ebIUOGGF9fX9OoUSMTGxtrNm/e7NRnzpw5FY55pst25X0RojHGpKWlmdjYWNOoUSPj6+trhgwZUurLAU9fdirvtWbNGkffii4D/fVy1MSJE835559v7Ha78ff3N1dffbVZt25dhcdypktgFdX67LPPOvVdvXq1iYuLM0FBQcbHx8dccMEF5rHHHnP64sMzXVb868/ZX53+7P76RYgvv/yy6d69u2nWrJnx8PAwLVq0MP379zeff/55meP85z//MZLMM888U+H+gLrAZowxrg5VAKrHpZdeqrCwMH388cfuLgUA6jQCEFBH5Ofnq1WrVsrIyFCnTp3cXQ4A1GkEIAAAYDk8CgMAAFhOrQlAiYmJstlsGj16dIX91q5dq6ioKHl7e+u8887TtGnTaqZAAABQb9SKALRp0ybNmDGjzAci/tmePXsUHx+vXr16KT09XePHj9fIkSMr/cRmAABgTW4PQEePHtXQoUP1r3/9q8wvVfuzadOmqW3btkpKSlKnTp1033336Z577tGkSZNqqFoAAFAfuP2LEEeMGKGBAweqb9+++uc//1lh340bNyouLs6prX///po1a5ZOnTolLy+vMrcrKChQQUGBY7mkpEQHDx5UixYtzupBjQAAwP2MMTpy5IhCQkKq/LBitwagBQsWaMuWLdq0adNZ9c/JySn1dOPAwEAVFRXpwIEDCg4OLnO7xMRETZw4scr1AgAA99u/f7/To2Iqw20BaP/+/Ro1apRWrlwpb2/vs97ur2dsTt/FX9GZnHHjxikhIcGxnJeXp7Zt2+qS6/4uD6+z3/e5ONmsfpxZKqj4qmSdcapZibtLqLISv1PuLsElmvqfcHcJVdbaN8/dJbhEB99cd5fgEpGNfnZ3CVV2YcMsd5fgEpENq+dv6mn5R0sU1m2v47mBVeG2ALR582bl5uYqKirK0VZcXKx169ZpypQpKigokIeHh9M2QUFBysnJcWrLzc2Vp6dnmQ/tO81ut5f50EQPL295VNOH5WGvHwHIo+xnTdY5xd51PwDJx+PMfeoAj0Z1/7PwatzQ3SW4hL1J2dMG6hqfRm6fzVFlTexun5LrEr4Na+a/U66YvuK2n5rY2Fht3brVqe3uu+9Wx44d9eSTT5YKP5IUExOjzz77zKlt5cqVio6OLnf+DwAAwF+5LQA1bdpUXbp0cWpr3LixWrRo4WgfN26csrKy9N5770mShg8frilTpighIUH333+/Nm7cqFmzZunDDz+s8foBAEDdVavPuWVnZyszM9OxHBERoWXLlik1NVWXXHKJ/vGPf+jNN9/UDTfc4MYqAQBAXVOrLpympqY6Lc+dO7dUn969e2vLli01UxAAAKiXavUZIAAAgOpAAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJZDAAIAAJbj1gA0depUXXTRRfL19ZWvr69iYmK0fPnycvunpqbKZrOVeu3YsaMGqwYAAHWdpzt33qZNG7300ktq166dJOndd9/V4MGDlZ6ersjIyHK327lzp3x9fR3LrVq1qvZaAQBA/eHWADRo0CCn5RdeeEFTp07V119/XWEACggIkL+/fzVXBwAA6qtaMweouLhYCxYs0LFjxxQTE1Nh365duyo4OFixsbFas2bNGccuKChQfn6+0wsAAFiXW88ASdLWrVsVExOjkydPqkmTJlq8eLE6d+5cZt/g4GDNmDFDUVFRKigo0Lx58xQbG6vU1FRdccUV5e4jMTFREydOLNXu/fspeXp6uOxYnHlV07g1zebuAlyk1mT9SiusJz9T+Wrk7hKqbL+7CwBqrer97ThaWOKysWzGGOOy0SqhsLBQmZmZOnz4sJKTkzVz5kytXbu23BD0V4MGDZLNZtOSJUvK7VNQUKCCggLHcn5+vkJDQ3V57HPy9PSu8jGU5USr+vHH6mTz+hGACpq5u4KqK2zuul98dyrxP+XuEqrMt9lxd5fgEqF+h91dgkt08vvV3SVU2YWN6kesvsRezQHoSIl6dvlFeXl5TnOBK8PtZ4AaNmzomAQdHR2tTZs2afLkyZo+ffpZbd+jRw/Nnz+/wj52u112u73KtQIAgPqh1l0XMMY4na05k/T0dAUHB1djRQAAoL5x6xmg8ePHa8CAAQoNDdWRI0e0YMECpaamasWKFZKkcePGKSsrS++9954kKSkpSeHh4YqMjFRhYaHmz5+v5ORkJScnu/MwAABAHePWAPTrr7/qzjvvVHZ2tvz8/HTRRRdpxYoV6tevnyQpOztbmZmZjv6FhYUaO3assrKy5OPjo8jISC1dulTx8fHuOgQAAFAHuX0StDvk5+fLz8+PSdBngUnQtQeToGsPJkHXLkyCrj3q0iToWjcHCAAAoLoRgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOUQgAAAgOW4NQBNnTpVF110kXx9feXr66uYmBgtX768wm3Wrl2rqKgoeXt767zzztO0adNqqFoAAFBfuDUAtWnTRi+99JLS0tKUlpamq666SoMHD9b3339fZv89e/YoPj5evXr1Unp6usaPH6+RI0cqOTm5hisHAAB1mac7dz5o0CCn5RdeeEFTp07V119/rcjIyFL9p02bprZt2yopKUmS1KlTJ6WlpWnSpEm64YYbaqJkAABQD9SaOUDFxcVasGCBjh07ppiYmDL7bNy4UXFxcU5t/fv3V1pamk6dOlXu2AUFBcrPz3d6AQAA63J7ANq6dauaNGkiu92u4cOHa/HixercuXOZfXNychQYGOjUFhgYqKKiIh04cKDcfSQmJsrPz8/xCg0NdekxAACAusXtAahDhw7KyMjQ119/rYceekjDhg3Ttm3byu1vs9mclo0xZbb/2bhx45SXl+d47d+/3zXFAwCAOsmtc4AkqWHDhmrXrp0kKTo6Wps2bdLkyZM1ffr0Un2DgoKUk5Pj1JabmytPT0+1aNGi3H3Y7XbZ7XbXFg4AAOost58B+itjjAoKCspcFxMTo5SUFKe2lStXKjo6Wl5eXjVRHgAAqAfcGoDGjx+v9evXa+/evdq6dasmTJig1NRUDR06VNIfl67uuusuR//hw4dr3759SkhI0Pbt2zV79mzNmjVLY8eOddchAACAOsitl8B+/fVX3XnnncrOzpafn58uuugirVixQv369ZMkZWdnKzMz09E/IiJCy5Yt05gxY/T2228rJCREb775JrfAAwCAc+LWADRr1qwK18+dO7dUW+/evbVly5ZqqggAAFhBrZsDBAAAUN0IQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHIIQAAAwHLcGoASExPVvXt3NW3aVAEBARoyZIh27txZ4Tapqamy2WylXjt27KihqgEAQF3n1gC0du1ajRgxQl9//bVSUlJUVFSkuLg4HTt27Izb7ty5U9nZ2Y5X+/bta6BiAABQH3i6c+crVqxwWp4zZ44CAgK0efNmXXHFFRVuGxAQIH9//2qsDgAA1Fe1ag5QXl6eJKl58+Zn7Nu1a1cFBwcrNjZWa9asqe7SAABAPeLWM0B/ZoxRQkKCevbsqS5dupTbLzg4WDNmzFBUVJQKCgo0b948xcbGKjU1tdyzRgUFBSooKHAs5+fnu7x+AABQd9SaAPTII4/ou+++04YNGyrs16FDB3Xo0MGxHBMTo/3792vSpEnlBqDExERNnDixVLv9wAl5epRUrfByNaqmcWual7sLcBGbuwtwgVp1wrbSCuvBz1R+Pfn93u/uAoBzdKKwSNIvLhmrVvwX9dFHH9WSJUu0Zs0atWnT5py379Gjh3bt2lXu+nHjxikvL8/x2r+fX3sAAKzMrWeAjDF69NFHtXjxYqWmpioiIqJS46Snpys4OLjc9Xa7XXa7vbJlAgCAesatAWjEiBH64IMP9O9//1tNmzZVTk6OJMnPz08+Pj6S/jh7k5WVpffee0+SlJSUpPDwcEVGRqqwsFDz589XcnKykpOT3XYcAACgbnFrAJo6daokqU+fPk7tc+bM0d/+9jdJUnZ2tjIzMx3rCgsLNXbsWGVlZcnHx0eRkZFaunSp4uPja6psAABQx7n9EtiZzJ0712n5iSee0BNPPFFNFQEAACuoFZOgAQAAahIBCAAAWA4BCAAAWA4BCAAAWA4BCAAAWA4BCAAAWA4BCAAAWA4BCAAAWI7LAtDhw4ddNRQAAEC1qlQAevnll7Vw4ULH8s0336wWLVqodevW+vbbb11WHAAAQHWoVACaPn26QkNDJUkpKSlKSUnR8uXLNWDAAD3++OMuLRAAAMDVKvUssOzsbEcA+vzzz3XzzTcrLi5O4eHh+r//+z+XFggAAOBqlToD1KxZM+3fv1+StGLFCvXt21fSHw83LS4udl11AAAA1aBSZ4Cuv/563X777Wrfvr1+//13DRgwQJKUkZGhdu3aubRAAAAAV6tUAHrjjTcUHh6u/fv365VXXlGTJk0k/XFp7OGHH3ZpgQAAAK5WqQDk5eWlsWPHlmofPXp0VesBAACodpX+HqB58+apZ8+eCgkJ0b59+yRJSUlJ+ve//+2y4gAAAKpDpQLQ1KlTlZCQoAEDBujw4cOOic/+/v5KSkpyZX0AAAAuV6kA9NZbb+lf//qXJkyYIA8PD0d7dHS0tm7d6rLiAAAAqkOlAtCePXvUtWvXUu12u13Hjh2rclEAAADVqVIBKCIiQhkZGaXaly9frs6dO1e1JgAAgGpVqbvAHn/8cY0YMUInT56UMUbffPONPvzwQyUmJmrmzJmurhEAAMClKhWA7r77bhUVFemJJ57Q8ePHdfvtt6t169aaPHmybr31VlfXCAAA4FKVCkCSdP/99+v+++/XgQMHVFJSooCAAFfWBQAAUG0qHYBOa9mypSvqAAAAqDFnHYC6deumVatWqVmzZuratatsNlu5fbds2eKS4gAAAKrDWQegwYMHy263S5KGDBlSXfUAAABUu7MOQM8++2yZ/wYAAKhrKvU9QJs2bdJ///vfUu3//e9/lZaWVuWiAAAAqlOlAtCIESO0f//+Uu1ZWVkaMWJElYsCAACoTpUKQNu2bVO3bt1KtXft2lXbtm2rclEAAADVqVIByG6369dffy3Vnp2dLU/PKt9ZDwAAUK0qFYD69euncePGKS8vz9F2+PBhjR8/Xv369XNZcQAAANWhUqdrXnvtNV1xxRUKCwtzPBU+IyNDgYGBmjdvnksLBAAAcLVKBaDWrVvru+++0/vvv69vv/1WPj4+uvvuu3XbbbfJy8vL1TUCAAC4VKUn7DRu3FgPPPCAK2sBAACoEWcdgJYsWaIBAwbIy8tLS5YsqbDvtddee1ZjJiYmatGiRdqxY4d8fHx02WWX6eWXX1aHDh0q3G7t2rVKSEjQ999/r5CQED3xxBMaPnz42R4KAACwuLMOQEOGDFFOTo4CAgIqfBSGzWZTcXHxWY25du1ajRgxQt27d1dRUZEmTJiguLg4bdu2TY0bNy5zmz179ig+Pl7333+/5s+fr//85z96+OGH1apVK91www1nezgAAMDCzjoAlZSUlPnvqlixYoXT8pw5cxQQEKDNmzfriiuuKHObadOmqW3btkpKSpIkderUSWlpaZo0aRIBCAAAnJVK3QZfXU7fVt+8efNy+2zcuFFxcXFObf3791daWppOnTpV5jYFBQXKz893egEAAOs66zNAb7755lkPOnLkyHMuxBijhIQE9ezZU126dCm3X05OjgIDA53aAgMDVVRUpAMHDig4OLjUNomJiZo4ceI51wQAAOqnsw5Ab7zxhtPyb7/9puPHj8vf31/SH1+E2KhRIwUEBFQqAD3yyCP67rvvtGHDhjP2tdlsTsvGmDLbTxs3bpwSEhIcy/n5+QoNDT3nGgEAQP1w1gFoz549jn9/8MEHeueddzRr1izHHVs7d+7U/fffrwcffPCci3j00Ue1ZMkSrVu3Tm3atKmwb1BQkHJycpzacnNz5enpqRYtWpS5jd1ul91uP+e6AABA/VSpOUB///vf9dZbbzndrt6hQwe98cYbevrpp896HGOMHnnkES1atEirV69WRETEGbeJiYlRSkqKU9vKlSsVHR3NlzACAICzUqkAlJ2dXeaE4+Li4jIfklqeESNGaP78+frggw/UtGlT5eTkKCcnRydOnHD0GTdunO666y7H8vDhw7Vv3z4lJCRo+/btmj17tmbNmqWxY8dW5lAAAIAFVSoAxcbG6v7771daWppj/k1aWpoefPBB9e3b96zHmTp1qvLy8tSnTx8FBwc7XgsXLnT0yc7OVmZmpmM5IiJCy5YtU2pqqi655BL94x//0Jtvvskt8AAA4KxV6lEYs2fP1rBhw3TppZc6LjsVFRWpf//+mjlz5lmPczo8VWTu3Lml2nr37q0tW7ac9X4AAAD+rFIBqFWrVlq2bJl++OEH7dixQ8YYderUSRdccIGr6wMAAHC5Sj8MVZIuuOACQg8AAKhzKhWAiouLNXfuXK1atUq5ubmlHo2xevVqlxQHAABQHSoVgEaNGqW5c+dq4MCB6tKlS7lfQAgAAFAbVSoALViwQB999JHi4+NdXQ8AAEC1q9Rt8A0bNlS7du1cXQsAAECNqFQAeuyxxzR58uSzuo0dAACgtqnUJbANGzZozZo1Wr58uSIjI0s9gmLRokUuKQ4AAKA6VCoA+fv767rrrnN1LQAAADWiUgFozpw5rq4DAACgxlRqDhAAAEBddtZngLp166ZVq1apWbNm6tq1a4Xf/cNzugAAQG121gFo8ODBstvtkqQhQ4ZUVz0AAADV7qwD0LPPPlvmvyvy4Ycf6tprr1Xjxo3PvTIAAIBqUq1zgB588EH9+uuv1bkLAACAc1atAYgvSgQAALURd4EBAADLIQABAADLIQABAADLIQABAADLqVQA+tvf/qZ169adsV9YWFipB6UCAAC4W6UC0JEjRxQXF6f27dvrxRdfVFZWVpn9/ve//yk0NLRKBQIAALhapQJQcnKysrKy9Mgjj+jjjz9WeHi4BgwYoE8++USnTp1ydY0AAAAuVek5QC1atNCoUaOUnp6ub775Ru3atdOdd96pkJAQjRkzRrt27XJlnQAAAC5T5UnQ2dnZWrlypVauXCkPDw/Fx8fr+++/V+fOnfXGG2+4okYAAACXqlQAOnXqlJKTk3XNNdcoLCxMH3/8scaMGaPs7Gy9++67WrlypebNm6fnn3/e1fUCAABU2Vk/DPXPgoODVVJSottuu03ffPONLrnkklJ9+vfvL39//yqWBwAA4HqVCkBvvPGGbrrpJnl7e5fbp1mzZtqzZ0+lCwMAAKgulQpAd955p6vrAAAAqDF8EzQAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALActwagdevWadCgQQoJCZHNZtOnn35aYf/U1FTZbLZSrx07dtRMwQAAoF6o1PcAucqxY8d08cUX6+6779YNN9xw1tvt3LlTvr6+juVWrVpVR3kAAKCecmsAGjBggAYMGHDO2wUEBPCYDQAAUGl1cg5Q165dFRwcrNjYWK1Zs+aM/QsKCpSfn+/0AgAA1uXWM0DnKjg4WDNmzFBUVJQKCgo0b948xcbGKjU1VVdccUW52yUmJmrixIml2hvkHlaDBg2rpVZ7tYzqDo3cXYCLeLm7ABewubsAF6mT/9/lpLBe/DxJ+fXk93u/uwtAjSk4fkrSJpeMVacCUIcOHdShQwfHckxMjPbv369JkyZVGIDGjRunhIQEx3J+fr5CQ0OrtVYAAFB71fn/FevRo4d27dpVYR+73S5fX1+nFwAAsK46H4DS09MVHBzs7jIAAEAd4tZLYEePHtXu3bsdy3v27FFGRoaaN2+utm3baty4ccrKytJ7770nSUpKSlJ4eLgiIyNVWFio+fPnKzk5WcnJye46BAAAUAe5NQClpaXpyiuvdCyfnqczbNgwzZ07V9nZ2crMzHSsLyws1NixY5WVlSUfHx9FRkZq6dKlio+Pr/HaAQBA3WUzxhh3F1HT8vPz5efnp77BD8qzmu4CKwlsVi3j1rSCVvXjLpETrer+XTsnm9ePu8AK6sGvRmHzEneX4BIl/qfcXYJL+DY77u4SqizU77C7S3CJTn6/Vuv4BUdPaUrPxcrLy6vyfN46PwcIAADgXBGAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5RCAAACA5bg1AK1bt06DBg1SSEiIbDabPv300zNus3btWkVFRcnb21vnnXeepk2bVv2FAgCAesWtAejYsWO6+OKLNWXKlLPqv2fPHsXHx6tXr15KT0/X+PHjNXLkSCUnJ1dzpQAAoD7xdOfOBwwYoAEDBpx1/2nTpqlt27ZKSkqSJHXq1ElpaWmaNGmSbrjhhmqqEgAA1Dd1ag7Qxo0bFRcX59TWv39/paWl6dSpU+VuV1BQoPz8fKcXAACwrjoVgHJychQYGOjUFhgYqKKiIh04cKDc7RITE+Xn5+d4hYaGVnepAACgFqtTAUiSbDab07Ixpsz2Pxs3bpzy8vIcr/3791drjQAAoHZz6xygcxUUFKScnBynttzcXHl6eqpFixblbme322W326u7PAAAUEfUqTNAMTExSklJcWpbuXKloqOj5eXl5aaqAABAXePWAHT06FFlZGQoIyND0h+3uWdkZCgzM1PSH5eu7rrrLkf/4cOHa9++fUpISND27ds1e/ZszZo1S2PHjnVH+QAAoI5y6yWwtLQ0XXnllY7lhIQESdKwYcM0d+5cZWdnO8KQJEVERGjZsmUaM2aM3n77bYWEhOjNN9/kFngAAHBO3BqA+vTp45jEXJa5c+eWauvdu7e2bNlSjVUBAID6rk7NAQIAAHAFAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALAcAhAAALCcWhGA3nnnHUVERMjb21tRUVFav359uX1TU1Nls9lKvXbs2FGDFQMAgLrM7QFo4cKFGj16tCZMmKD09HT16tVLAwYMUGZmZoXb7dy5U9nZ2Y5X+/bta6hiAABQ17k9AL3++uu69957dd9996lTp05KSkpSaGiopk6dWuF2AQEBCgoKcrw8PDxqqGIAAFDXuTUAFRYWavPmzYqLi3Nqj4uL01dffVXhtl27dlVwcLBiY2O1Zs2aCvsWFBQoPz/f6QUAAKzL0507P3DggIqLixUYGOjUHhgYqJycnDK3CQ4O1owZMxQVFaWCggLNmzdPsbGxSk1N1RVXXFHmNomJiZo4cWKp9qLsHMnmVfUDKYNb31gXsru7AJdp5O4CXKB6flZrns3dBbiA20+eu0RhPfmZyq8Hv9/73V1AHXHqWKHLxqoVf6dtNuf/IBpjSrWd1qFDB3Xo0MGxHBMTo/3792vSpEnlBqBx48YpISHBsZyfn6/Q0FAXVA4AAOoit/5vTMuWLeXh4VHqbE9ubm6ps0IV6dGjh3bt2lXuervdLl9fX6cXAACwLrcGoIYNGyoqKkopKSlO7SkpKbrsssvOepz09HQFBwe7ujwAAFBPuf0SWEJCgu68805FR0crJiZGM2bMUGZmpoYPHy7pj8tXWVlZeu+99yRJSUlJCg8PV2RkpAoLCzV//nwlJycrOTnZnYcBAADqELcHoFtuuUW///67nn/+eWVnZ6tLly5atmyZwsLCJEnZ2dlO3wlUWFiosWPHKisrSz4+PoqMjNTSpUsVHx/vrkMAAAB1jM0YY9xdRE3Lz8+Xn5+f+miwPKvrLrCQ+nFJriSwmbtLcImCVnX/LpETrerHHTsnm9f9u8AK6sevhQqbl7i7BJco8T/l7hKqzLfZcXeX4BKhfoerdfxTxwqVEj9deXl5VZ7PWz/u5QQAADgHBCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5BCAAAGA5tSIAvfPOO4qIiJC3t7eioqK0fv36CvuvXbtWUVFR8vb21nnnnadp06bVUKUAAKA+cHsAWrhwoUaPHq0JEyYoPT1dvXr10oABA5SZmVlm/z179ig+Pl69evVSenq6xo8fr5EjRyo5ObmGKwcAAHWV2wPQ66+/rnvvvVf33XefOnXqpKSkJIWGhmrq1Kll9p82bZratm2rpKQkderUSffdd5/uueceTZo0qYYrBwAAdZVbA1BhYaE2b96suLg4p/a4uDh99dVXZW6zcePGUv379++vtLQ0nTp1qtpqBQAA9YenO3d+4MABFRcXKzAw0Kk9MDBQOTk5ZW6Tk5NTZv+ioiIdOHBAwcHBpbYpKChQQUGBYzkvL0+SVKRTkqnqUZSjpLCaBq5ZJcUFZ+5UBxQVuf1kZ5UVFxa7uwSXKC6wubuEKqsnvxYqOVni7hJcouRE3f+f32J7/fihOuVZvX/7io7/Mb4xVf/j7dYAdJrN5vwfRGNMqbYz9S+r/bTExERNnDixVPsGLTvXUs9edvUNXaPqy3EAAKrdthraz++//y4/P78qjeHWANSyZUt5eHiUOtuTm5tb6izPaUFBQWX29/T0VIsWLcrcZty4cUpISHAsHz58WGFhYcrMzKzyG4iqyc/PV2hoqPbv3y9fX193l2NpfBa1B59F7cFnUbvk5eWpbdu2at68eZXHcmsAatiwoaKiopSSkqLrrrvO0Z6SkqLBgweXuU1MTIw+++wzp7aVK1cqOjpaXl5eZW5jt9tlt9tLtfv5+fEDXUv4+vryWdQSfBa1B59F7cFnUbs0aFD1aQ1unxiRkJCgmTNnavbs2dq+fbvGjBmjzMxMDR8+XNIfZ2/uuusuR//hw4dr3759SkhI0Pbt2zV79mzNmjVLY8eOddchAACAOsbtc4BuueUW/f7773r++eeVnZ2tLl26aNmyZQoLC5MkZWdnO30nUEREhJYtW6YxY8bo7bffVkhIiN58803dcMMN7joEAABQx7g9AEnSww8/rIcffrjMdXPnzi3V1rt3b23ZsqXS+7Pb7Xr22WfLvCyGmsVnUXvwWdQefBa1B59F7eLKz8NmXHEvGQAAQB3i9jlAAAAANY0ABAAALIcABAAALIcABAAALMdyAeidd95RRESEvL29FRUVpfXr17u7JMtJTExU9+7d1bRpUwUEBGjIkCHauXOnu8uC/vhsbDabRo8e7e5SLCsrK0t33HGHWrRooUaNGumSSy7R5s2b3V2W5RQVFenpp59WRESEfHx8dN555+n5559XSUn9eH5abbZu3ToNGjRIISEhstls+vTTT53WG2P03HPPKSQkRD4+PurTp4++//77c96PpQLQwoULNXr0aE2YMEHp6enq1auXBgwY4PQ9Q6h+a9eu1YgRI/T1118rJSVFRUVFiouL07Fjx9xdmqVt2rRJM2bM0EUXXeTuUizr0KFDuvzyy+Xl5aXly5dr27Zteu211+Tv7+/u0izn5Zdf1rRp0zRlyhRt375dr7zyil599VW99dZb7i6t3jt27JguvvhiTZkypcz1r7zyil5//XVNmTJFmzZtUlBQkPr166cjR46c246MhVx66aVm+PDhTm0dO3Y0Tz31lJsqgjHG5ObmGklm7dq17i7Fso4cOWLat29vUlJSTO/evc2oUaPcXZIlPfnkk6Znz57uLgPGmIEDB5p77rnHqe366683d9xxh5sqsiZJZvHixY7lkpISExQUZF566SVH28mTJ42fn5+ZNm3aOY1tmTNAhYWF2rx5s+Li4pza4+Li9NVXX7mpKkh/PNxOkksebofKGTFihAYOHKi+ffu6uxRLW7JkiaKjo3XTTTcpICBAXbt21b/+9S93l2VJPXv21KpVq/TDDz9Ikr799ltt2LBB8fHxbq7M2vbs2aOcnBynv+V2u129e/c+57/lteKboGvCgQMHVFxcXOop84GBgaWeLo+aY4xRQkKCevbsqS5duri7HEtasGCBtmzZok2bNrm7FMv76aefNHXqVCUkJGj8+PH65ptvNHLkSNntdqdnIqL6Pfnkk8rLy1PHjh3l4eGh4uJivfDCC7rtttvcXZqlnf57Xdbf8n379p3TWJYJQKfZbDanZWNMqTbUnEceeUTfffedNmzY4O5SLGn//v0aNWqUVq5cKW9vb3eXY3klJSWKjo7Wiy++KEnq2rWrvv/+e02dOpUAVMMWLlyo+fPn64MPPlBkZKQyMjI0evRohYSEaNiwYe4uz/Jc8bfcMgGoZcuW8vDwKHW2Jzc3t1SSRM149NFHtWTJEq1bt05t2rRxdzmWtHnzZuXm5ioqKsrRVlxcrHXr1mnKlCkqKCiQh4eHGyu0luDgYHXu3NmprVOnTkpOTnZTRdb1+OOP66mnntKtt94qSbrwwgu1b98+JSYmEoDcKCgoSNIfZ4KCg4Md7ZX5W26ZOUANGzZUVFSUUlJSnNpTUlJ02WWXuakqazLG6JFHHtGiRYu0evVqRUREuLsky4qNjdXWrVuVkZHheEVHR2vo0KHKyMgg/NSwyy+/vNRXQvzwww8KCwtzU0XWdfz4cTVo4Pwn0sPDg9vg3SwiIkJBQUFOf8sLCwu1du3ac/5bbpkzQJKUkJCgO++8U9HR0YqJidGMGTOUmZmp4cOHu7s0SxkxYoQ++OAD/fvf/1bTpk0dZ+X8/Pzk4+Pj5uqspWnTpqXmXjVu3FgtWrRgTpYbjBkzRpdddplefPFF3Xzzzfrmm280Y8YMzZgxw92lWc6gQYP0wgsvqG3btoqMjFR6erpef/113XPPPe4urd47evSodu/e7Vjes2ePMjIy1Lx5c7Vt21ajR4/Wiy++qPbt26t9+/Z68cUX1ahRI91+++3ntiNX3KZWl7z99tsmLCzMNGzY0HTr1o1br91AUpmvOXPmuLs0GMNt8G722WefmS5duhi73W46duxoZsyY4e6SLCk/P9+MGjXKtG3b1nh7e5vzzjvPTJgwwRQUFLi7tHpvzZo1Zf6NGDZsmDHmj1vhn332WRMUFGTsdru54oorzNatW895PzZjjHFFYgMAAKgrLDMHCAAA4DQCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEAAAsBwCEIB6LTw8XElJSe4uA0AtQwACUG2ys7N1++23q0OHDmrQoIFGjx7t7pJks9n06aefursMAG5GAAJQbQoKCtSqVStNmDBBF198sbvLAQAHAhCASps+fbpat25d6gnZ1157rYYNG6bw8HBNnjxZd911l/z8/M5p7C+++ELe3t46fPiwU/vIkSPVu3dvx3JycrIiIyNlt9sVHh6u1157rdwxw8PDJUnXXXedbDabY/nHH3/U4MGDFRgYqCZNmqh79+768ssvnbbNzs7WwIED5ePjo4iICH3wwQelLq/l5eXpgQceUEBAgHx9fXXVVVfp22+/PafjBlAzCEAAKu2mm27SgQMHtGbNGkfboUOH9MUXX2jo0KFVGrtv377y9/dXcnKyo624uFgfffSRY+zNmzfr5ptv1q233qqtW7fqueee09///nfNnTu3zDE3bdokSZozZ46ys7Mdy0ePHlV8fLy+/PJLpaenq3///ho0aJAyMzMd295111365ZdflJqaquTkZM2YMUO5ubmO9cYYDRw4UDk5OVq2bJk2b96sbt26KTY2VgcPHqzSewGgGrjyCa4ArOfaa68199xzj2N5+vTpJigoyBQVFTn1q8xT5keOHGmuuuoqx/IXX3xhGjZsaA4ePGiMMeb22283/fr1c9rm8ccfN507d3Ysh4WFmTfeeMOxLMksXrz4jPvu3Lmzeeutt4wxxmzfvt1IMps2bXKs37Vrl5HkGHvVqlXG19fXnDx50mmc888/30yfPv2sjhdAzeEMEIAqGTp0qJKTk1VQUCBJev/993XrrbfKw8PDJWOnpqbql19+cYwdHx+vZs2aSZK2b9+uyy+/3Gmbyy+/XLt27VJxcfFZ7+fYsWN64okn1LlzZ/n7+6tJkybasWOH4wzQzp075enpqW7dujm2adeunaMO6Y+zUUePHlWLFi3UpEkTx2vPnj368ccfK/0eAKgenu4uAEDdNmjQIJWUlGjp0qXq3r271q9fr9dff90lY1966aU6//zztWDBAj300ENavHix5syZ41hvjJHNZnPaxhhzzvt5/PHH9cUXX2jSpElq166dfHx8dOONN6qwsLDCMf/cXlJSouDgYKWmppbq5+/vf841AaheBCAAVeLj46Prr79e77//vnbv3q0LLrhAUVFRLhv/9ttv1/vvv682bdqoQYMGGjhwoGNd586dtWHDBqf+X331lS644IJyz0B5eXmVOju0fv16/e1vf9N1110n6Y85QXv37nWs79ixo4qKipSenu44tt27dztN0O7WrZtycnLk6enpmFwNoPbiEhiAKhs6dKiWLl2q2bNn64477nBal5GRoYyMDB09elS//fabMjIytG3btnMae8uWLXrhhRd04403ytvb27Huscce06pVq/SPf/xDP/zwg959911NmTJFY8eOLXe88PBwrVq1Sjk5OTp06JCkPy5nLVq0SBkZGfr22291++23O93Z1rFjR/Xt21cPPPCAvvnmG6Wnp+uBBx6Qj4+P4wxU3759FRMToyFDhuiLL77Q3r179dVXX+npp59WWlraWR8vgBri3ilIAOqDoqIiExwcbCSZH3/80WmdpFKvsLCwcxq/e/fuRpJZvXp1qXWffPKJ6dy5s/Hy8jJt27Y1r776qtP6v06CXrJkiWnXrp3x9PR01LFnzx5z5ZVXGh8fHxMaGmqmTJlSatL2L7/8YgYMGGDsdrsJCwszH3zwgQkICDDTpk1z9MnPzzePPvqoCQkJMV5eXiY0NNQMHTrUZGZmntPxAqh+NmMqccEcACzu559/VmhoqL788kvFxsa6uxwA54gABABnYfXq1Tp69KguvPBCZWdn64knnlBWVpZ++OEHeXl5ubs8AOeISdAA3KZJkyblrlu+fLl69epVg9VU7NSpUxo/frx++uknNW3aVJdddpnef/99wg9QR3EGCIDb7N69u9x1rVu3lo+PTw1WA8BKCEAAAMByuA0eAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYDgEIAABYzv8DsUXF6HO9BrMAAAAASUVORK5CYII=", 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", 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" ] @@ -300,7 +281,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -365,7 +346,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -446,7 +427,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -460,7 +441,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/03-example_repeat_scans.ipynb b/demo_notebooks/03-example_repeat_scans.ipynb index 299ca420..63858b5d 100644 --- a/demo_notebooks/03-example_repeat_scans.ipynb +++ b/demo_notebooks/03-example_repeat_scans.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import matplotlib.pyplot as plt\n", @@ -158,7 +139,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -278,7 +259,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -298,7 +279,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -312,7 +293,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/04-example_average_scans.ipynb b/demo_notebooks/04-example_average_scans.ipynb index 2689f169..5c6fc87c 100644 --- a/demo_notebooks/04-example_average_scans.ipynb +++ b/demo_notebooks/04-example_average_scans.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import matplotlib.pyplot as plt\n", @@ -146,7 +127,7 @@ { "data": { "text/plain": [ - "-0.5913276804995428" + "0.01252099254731577" ] }, "execution_count": 4, @@ -190,7 +171,15 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 1/1 Complete\n" + ] + } + ], "source": [ "# Setup runinfo with scan0 as PropertyScan and scan1 as AverageScan\n", "runinfo = ps.RunInfo()\n", @@ -218,7 +207,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -252,7 +241,15 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 1/1 Complete\n" + ] + } + ], "source": [ "# Setup runinfo with scan0 and scan1 as PropertyScan and scan2 as AverageScan\n", "runinfo = ps.RunInfo()\n", @@ -281,7 +278,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -307,7 +304,15 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 1/1 Complete\n" + ] + } + ], "source": [ "# Setup runinfo with scan0 as PropertyScan, scan1 as AverageScan, and scan2 as PropertyScan\n", "runinfo = ps.RunInfo()\n", @@ -328,7 +333,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -345,7 +350,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -359,7 +364,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/05-example_function_scans.ipynb b/demo_notebooks/05-example_function_scans.ipynb index a316e07c..a359bbe7 100644 --- a/demo_notebooks/05-example_function_scans.ipynb +++ b/demo_notebooks/05-example_function_scans.ipynb @@ -13,26 +13,7 @@ "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -175,7 +156,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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", 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", 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" ] @@ -251,7 +232,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -265,7 +246,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/06-example_sparse_experiment.ipynb b/demo_notebooks/06-example_sparse_experiment.ipynb index a4abd58f..5e6d078c 100644 --- a/demo_notebooks/06-example_sparse_experiment.ipynb +++ b/demo_notebooks/06-example_sparse_experiment.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -201,7 +182,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -217,7 +198,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -231,7 +212,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/07-example_timed_propertyscan.ipynb b/demo_notebooks/07-example_timed_propertyscan.ipynb index 7801b635..bcb770c7 100644 --- a/demo_notebooks/07-example_timed_propertyscan.ipynb +++ b/demo_notebooks/07-example_timed_propertyscan.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -167,7 +148,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -209,11 +190,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "9.163943204012784e-05 s avg. property iteration time\n", - "0.011228648099032316 s avg. scan0 wait time\n", - "0.0 s avg. measure time\n", - "0.004236546429720792 s avg. data allocation time\n", - "0.028839241374622692 s avg. data save time\n" + "3.8992274891246446e-05 s avg. property iteration time\n", + "0.010741472244262695 s avg. scan0 wait time\n", + "3.608790310946378e-05 s avg. measure time\n", + "0.0031361796639182353 s avg. data allocation time\n", + "0.017831845716996628 s avg. data save time\n" ] } ], @@ -273,7 +254,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -317,11 +298,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.00011420249938964844 s avg. property iteration time\n", - "0.010839866869377367 s avg. scan0 wait time\n", - "0.0 s avg. measure time\n", - "0.0011183818181355794 s avg. data allocation time\n", - "0.014926523873300263 s avg. data save time\n" + "3.8873065601695665e-05 s avg. property iteration time\n", + "0.010237722685842804 s avg. scan0 wait time\n", + "3.567608920010653e-05 s avg. measure time\n", + "0.0006269397157611269 s avg. data allocation time\n", + "0.015462972901084206 s avg. data save time\n" ] } ], @@ -336,7 +317,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -350,7 +331,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb b/demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb new file mode 100644 index 00000000..5aae7906 --- /dev/null +++ b/demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb @@ -0,0 +1,763 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# 08 Example - Gradient Descent Optimization Scan Using `GradientDescentOptimizeScan` Implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GradientDescentOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GradientDescentOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Minimizes objective function using gradient descent.\n", + " Gradients are approximated using forward finite differences.\n", + " Gradient descent is performed over one dimension at a time.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " input_epsilon, learning_rate, update_epsilon,\n", + " dt=0, n_max=100):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.dim = 0\n", + " self.fd_step = True\n", + " self.input_epsilon = input_epsilon\n", + " self.learning_rate = learning_rate\n", + " self.update_epsilon = update_epsilon\n", + " self.dim_ct = len(optimizer_inputs)\n", + " self.keep_running = np.full(self.dim_ct, True)\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + " \n", + " def gd_f(f_in_prev, f_out, f_out_prev, input_epsilon, learning_rate):\n", + " grad = (f_out - f_out_prev) / input_epsilon\n", + " grad_update = learning_rate * grad\n", + " f_in_dim_next = f_in_prev - grad_update\n", + " return grad, f_in_dim_next\n", + "\n", + " if self.fd_step:\n", + " f_in = [experiment.__dict__[measurement][index - 1] for measurement in self.opt_in]\n", + " f_in[self.dim] += self.input_epsilon[self.dim]\n", + " self.fd_step = False\n", + " return f_in\n", + " else:\n", + " f_in_prev = [experiment.__dict__[measurement][index - 2] for measurement in self.opt_in]\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " f_out_prev = experiment.__dict__[self.sample_f_out][index - 2]\n", + " grad_dim, f_in_next_dim = gd_f(f_in_prev[self.dim], f_out, f_out_prev, self.input_epsilon[self.dim], self.learning_rate[self.dim])\n", + " f_in_next = f_in_prev.copy()\n", + " f_in_next[self.dim] = f_in_next_dim\n", + " self.keep_running[self.dim] = abs(grad_dim) > self.update_epsilon[self.dim]\n", + " if not self.keep_running.any():\n", + " self.running = False\n", + " self.fd_step = True\n", + " self.dim += 1\n", + " self.dim %= self.dim_ct\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GradientDescentOptimizeScan({'v1': 2., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " (1e-1, 1e-1), (1e-1, 1e-1), (1e-1, 1e-1),\n", + " dt=1., n_max=100)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [], + "source": [ + "expt = ps.Experiment(runinfo, devices, time=True)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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'v2_voltage': [1.0,\n", + " np.float64(1.0),\n", + " np.float64(1.0),\n", + " np.float64(1.1),\n", + " np.float64(1.9899999999999949),\n", + " np.float64(1.9899999999999949),\n", + " np.float64(1.9899999999999949),\n", + " np.float64(2.089999999999995),\n", + " np.float64(2.7819999999999965),\n", + " np.float64(2.7819999999999965),\n", + " np.float64(2.7819999999999965),\n", + " np.float64(2.8819999999999966),\n", + " np.float64(3.4155999999999977),\n", + " np.float64(3.4155999999999977),\n", + " np.float64(3.4155999999999977),\n", + " np.float64(3.515599999999998),\n", + " np.float64(3.9224799999999984),\n", + " np.float64(3.9224799999999984),\n", + " np.float64(3.9224799999999984),\n", + " np.float64(4.022479999999998),\n", + " np.float64(4.327983999999997),\n", + " np.float64(4.327983999999997),\n", + " np.float64(4.327983999999997),\n", + " np.float64(4.427983999999997),\n", + " np.float64(4.652387199999996),\n", + " np.float64(4.652387199999996),\n", + " 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np.float64(5.709838590156798),\n", + " np.float64(5.677870872125438),\n", + " np.float64(5.677870872125438),\n", + " np.float64(5.677870872125438),\n", + " np.float64(5.777870872125438),\n", + " np.float64(5.732296697700351),\n", + " np.float64(5.732296697700351),\n", + " np.float64(5.732296697700351),\n", + " np.float64(5.83229669770035),\n", + " np.float64(5.77583735816028),\n", + " np.float64(5.77583735816028),\n", + " np.float64(5.77583735816028),\n", + " np.float64(5.87583735816028),\n", + " np.float64(5.810669886528224),\n", + " np.float64(5.810669886528224),\n", + " np.float64(5.810669886528224),\n", + " np.float64(5.910669886528224),\n", + " np.float64(5.838535909222579),\n", + " np.float64(5.838535909222579),\n", + " np.float64(5.838535909222579),\n", + " np.float64(5.938535909222579),\n", + " np.float64(5.860828727378063),\n", + " np.float64(5.860828727378063),\n", + " np.float64(5.860828727378063),\n", + " np.float64(5.960828727378063),\n", + " np.float64(5.87866298190245),\n", + " np.float64(5.87866298190245),\n", + " np.float64(5.87866298190245),\n", + " np.float64(5.97866298190245),\n", + " np.float64(5.89293038552196),\n", + " np.float64(5.89293038552196),\n", + " np.float64(5.89293038552196),\n", + " np.float64(5.99293038552196),\n", + " np.float64(5.904344308417568),\n", + " np.float64(5.904344308417568),\n", + " np.float64(5.904344308417568),\n", + " np.float64(6.004344308417568),\n", + " np.float64(5.913475446734054)],\n", + " 'v1_readout': array([2. , 2.1 , 2.39 , 2.39 , 2.39 ,\n", + " 2.49 , 2.702 , 2.702 , 2.702 , 2.802 ,\n", + " 2.9516 , 2.9516 , 2.9516 , 3.0516 , 3.15128 ,\n", + " 3.15128 , 3.15128 , 3.25128 , 3.311024 , 3.311024 ,\n", + " 3.311024 , 3.411024 , 3.4388192 , 3.4388192 , 3.4388192 ,\n", + " 3.5388192 , 3.54105536, 3.54105536, 3.54105536, 3.64105536,\n", + " 3.62284429, 3.62284429, 3.62284429, 3.72284429, 3.68827543,\n", + " 3.68827543, 3.68827543, 3.78827543, 3.74062034, 3.74062034,\n", + " 3.74062034, 3.84062034, 3.78249628, 3.78249628, 3.78249628,\n", + " 3.88249628, 3.81599702, 3.81599702, 3.81599702, 3.91599702,\n", + " 3.84279762, 3.84279762, 3.84279762, 3.94279762, 3.86423809,\n", + " 3.86423809, 3.86423809, 3.96423809, 3.88139047, 3.88139047,\n", + " 3.88139047, 3.98139047, 3.89511238, 3.89511238, 3.89511238,\n", + " 3.99511238, 3.9060899 , 3.9060899 , 3.9060899 , 4.0060899 ,\n", + " 3.91487192, 3.91487192, 3.91487192, 4.01487192, 3.92189754,\n", + " 3.92189754, 3.92189754, 4.02189754, 3.92751803, 3.92751803,\n", + " 3.92751803, 4.02751803, 3.93201442, 3.93201442, 3.93201442,\n", + " 4.03201442, 3.93561154, 3.93561154, 3.93561154]),\n", + " 'v2_readout': array([1. , 1. , 1. , 1.1 , 1.99 ,\n", + " 1.99 , 1.99 , 2.09 , 2.782 , 2.782 ,\n", + " 2.782 , 2.882 , 3.4156 , 3.4156 , 3.4156 ,\n", + " 3.5156 , 3.92248 , 3.92248 , 3.92248 , 4.02248 ,\n", + " 4.327984 , 4.327984 , 4.327984 , 4.427984 , 4.6523872 ,\n", + " 4.6523872 , 4.6523872 , 4.7523872 , 4.91190976, 4.91190976,\n", + " 4.91190976, 5.01190976, 5.11952781, 5.11952781, 5.11952781,\n", + " 5.21952781, 5.28562225, 5.28562225, 5.28562225, 5.38562225,\n", + " 5.4184978 , 5.4184978 , 5.4184978 , 5.5184978 , 5.52479824,\n", + " 5.52479824, 5.52479824, 5.62479824, 5.60983859, 5.60983859,\n", + " 5.60983859, 5.70983859, 5.67787087, 5.67787087, 5.67787087,\n", + " 5.77787087, 5.7322967 , 5.7322967 , 5.7322967 , 5.8322967 ,\n", + " 5.77583736, 5.77583736, 5.77583736, 5.87583736, 5.81066989,\n", + " 5.81066989, 5.81066989, 5.91066989, 5.83853591, 5.83853591,\n", + " 5.83853591, 5.93853591, 5.86082873, 5.86082873, 5.86082873,\n", + " 5.96082873, 5.87866298, 5.87866298, 5.87866298, 5.97866298,\n", + " 5.89293039, 5.89293039, 5.89293039, 5.99293039, 5.90434431,\n", + " 5.90434431, 5.90434431, 6.00434431, 5.91347545]),\n", + " 'vf': array([2.90000000e+01, 2.86100000e+01, 2.75921000e+01, 2.66021000e+01,\n", + " 1.86722000e+01, 1.83602000e+01, 1.77649040e+01, 1.69729040e+01,\n", + " 1.20403280e+01, 1.17907280e+01, 1.14546666e+01, 1.08210666e+01,\n", + " 7.77826592e+00, 7.57858592e+00, 7.39944900e+00, 6.89256900e+00,\n", + " 5.03641499e+00, 4.87667099e+00, 4.79077728e+00, 4.38527328e+00,\n", + " 3.27032543e+00, 3.14253023e+00, 3.11056139e+00, 2.78615819e+00,\n", + " 2.13098415e+00, 2.02874799e+00, 2.02669044e+00, 1.76716788e+00,\n", + " 1.39457055e+00, 1.31278162e+00, 1.32618680e+00, 1.11856875e+00,\n", + " 9.17477712e-01, 8.52046570e-01, 8.72403488e-01, 7.06309050e-01,\n", + " 6.07507782e-01, 5.55162868e-01, 5.77613381e-01, 4.44737830e-01,\n", + " 4.05422618e-01, 3.63546687e-01, 3.85452682e-01, 2.79152242e-01,\n", + " 2.73124585e-01, 2.39623840e-01, 2.59673811e-01, 1.74633459e-01,\n", + " 1.86083022e-01, 1.59282426e-01, 1.76938515e-01, 1.08906233e-01,\n", + " 1.28479764e-01, 1.07039288e-01, 1.22198470e-01, 6.77726448e-02,\n", + " 9.00963534e-02, 7.29439721e-02, 8.57332776e-02, 4.21926172e-02,\n", + " 6.43171096e-02, 5.05952044e-02, 6.12503029e-02, 2.64177746e-02,\n", + " 4.68473048e-02, 3.58697807e-02, 4.46649981e-02, 1.67989754e-02,\n", + " 3.48897588e-02, 2.61077395e-02, 3.33174421e-02, 1.10246240e-02,\n", + " 2.66154326e-02, 1.95898172e-02, 2.54686376e-02, 7.63438312e-03,\n", + " 2.08226665e-02, 1.52021741e-02, 1.99763078e-02, 5.70890422e-03,\n", + " 1.67175382e-02, 1.22211444e-02, 1.60859408e-02, 4.67201792e-03,\n", + " 1.37720498e-02, 1.01749347e-02, 1.32958852e-02, 4.16474685e-03,\n", + " 1.16323721e-02])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "57ee2205", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_voltage, expt.v2_voltage)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage scan input\")\n", + "plt.title(\"Voltage Scan Inputs as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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nQTmd0jzvN98rthvJm+Az5ftGdYGyPgsGSsn0mAn0WYWA4P6Nb3xDxZqOPPJILfWTbT/++OPKs+B1jVwgbS5Y9P7iF7/Q4EpGzwXSHq+D8j3Hz7FAruM18HdGYqRdwHPPmjVLF0QcA9+/kXyKTf3GtsZ3jeMmgPMZ8T2HUEll5ZxzzmlbeLBw5pzBayWr5/PnGCEQ3nnnnaN6Ty0stimS7QR33XWXzroy5sMMOLK1XL/77rs3OMJz33336UgWIhzMKp9zzjnriHA88MADOh/LmNvmCt2MBNudffbZbbdlAi6Iuow8rtbRsE0J3TDa8+lPf1qfm3GhJz3pSTrqxXFyWysY30PMgxnxzRG6YT4bIRHeT2ajNyY+MhIcO5dNgTGw888/X/UMeB5GlFqFbkYzJtcKZtx5bV//+tfXe//Pf/5zfc8yQZTNEbrZ2PeCEUWEYnbccUfVPzj55JN1W96nkWN1jMgxS89zM39+8cUXN2f1R875M+7GvhhXQxhn3333TV7/+tcnt9xyy6jm4DM885nPVIEkRk4zMSC+q3ze2e+IkTJm3zMwfshrZ4afY+dY3vve9yZ9fX2j+o2N93eNscunPOUpOl7I54O+wKc+9SkdjWzFo48+qjP3vEaelxHKF7zgBckvf/nLjb6nFhaTBQ7/t22XFJMf9OIgA5Edw3K2sJgsoHJB6Zjqy3hLIW9L2N+YhcXWR8f34C0spioYqRvZO6a8T+l4Kgd3CwuLbYOO78FbWExVMEZHrxj2OP1fOCOIMTGfbWFhYbEp2ABvYTFJAYMc8hcEM0h1kOgI8ox0WVhYWGwKtgdvYWFhYWHRgbA9eAsLCwsLiw6ELdFbWFhYWEwZoPyIOuJ4IJfLtSkrdhpsgLewsLCwmDLBfe+9umXp8nblx9Fil112UbGlTg3yNsBbWFhYWEwJkLkT3OffOkd6e8bWYe4fiGWvo+bpPm2At7CwsLCwmATo7nH0MhbEMrFGYdsCNsBbWFhYWEwpREksUTL2fXQ6LIvewsLCwsKiA2EzeAsLCwuLKYVYEr2MdR+dDhvgLSwsLCymFGL9b+z76HTYEr2FhYWFhUUHwmbwFhYWFhZTClGS6GWs++h02ABvYWFhYTGlYHvwmwdborewsLCwsOhA2AzewsLCwmJKgew7shn8JmEDvIWFhYXFlIIt0W8ebIC3sLCwsJhSsCS7zYPtwVtYWFhYWHQgbAZvYWFhYTGlgETN2IVuOh82wFtYWFhYTClE40Cyi7aDHrwt0VtYWFhYWHQgbAZvYWFhYTGlgFXs2O1ipeNhA7yFhYWFxZSC7cFvHmyJ3sLCwsLCogNhM3gLCwsLiymFWByJxBnzPjodNsBbWFhYWEwpxIm5jHUfnQ5borewsLCwsOhA2AzewsLCwmJKIRqHEn1kS/QWFhYWFhaTCzbAbx5sgLewsLCwmFKIE0cvY91Hp8P24C0sLCwsLDoQNoO3sLCwsJhSsCX6zYMN8BYWFhYWUwqRuHoZ2z46H7ZEb2FhYWFhsRFEUSQf/vCHZe+995ZisSj77ruvfOITn5AkGR6m5++LLrpIdt11V93mpJNOkocfflgmEjbAW1hYWFhMKSQpyW4sl2QLSHaf+cxn5Bvf+IZ89atflfvvv1+vf/azn5WvfOUrzW24/uUvf1m++c1vyo033ihdXV1y8sknS7ValYmCLdFbWFhYWEwpbOse/HXXXScvetGL5NRTT9Xrc+bMkZ/+9Kdy0003NbP3L37xi/KhD31ItwOXXXaZzJo1S6688kp5xSteIRMBm8FbWFhYWGy36O/vb7vUarV1tjn22GPl73//uzz00EN6/c4775T//Oc/csopp+j1uXPnytKlS7Usn2HatGlyzDHHyPXXXy8TBZvBW1hYWFhMKUSJq5ex7UMUs2fPbrv9Ix/5iHz0ox9tu+3973+/Bv+DDjpIPM/TnvynPvUpefWrX633E9wBGXsruJ7dNxGwAd7CwsLCYkoBJ7h4jAXoWEyEX7BggfT29jZvz+fz62z7i1/8Qn7yk5/I5ZdfLoceeqjccccdct5558luu+0mZ555pkxW2ABvYWFhYbHdore3ty3Arw/vfe97NYvPeumHH364zJ8/Xy6++GIN8LvssovevmzZMmXRZ+D6EUccIRMF24O3sLCwsJiSJLuxXjYX5XJZXLc9XFKqj+NY/2Z8jiBPnz4DJX3Y9E972tNkomAzeAsLCwuL7bAHn2z2tqeddpr23Pfcc08t0d9+++3yhS98Qd74xjfq/Y7jaMn+k5/8pOy///4a8Jmbp4R/+umny0TBBngLCwsLiynYgx+j2Yxs/uOZdydgv+Md75Dly5dr4H7rW9+qwjYZLrzwQhkaGpK3vOUtsnbtWjn++OPlqquukkKhIBMFJ2mV4rGwsLCwsJikoOzN+Nmv7jxAunq8Me1raCCSM574kPT19W2yBz9VYTN4CwsLC4sphXgctOjjlEXfybAB3sLCwsJiSmFb9+CnKiyL3sLCwsLCogNhM3gLCwsLiylXoh8voZtOhg3wFhYWFhZTClHi6GWs++h02BK9hYWFhYVFB8Jm8BYWFhYWUwrROLDoI1uit7CwsLCwmFyIE1cvY9tHIp0OW6K3sLCwsLDoQNgM3sLCwsJiSsGW6DcPNsBbWFhYWEwpxOPAgo+l82EDvIWFhYXFdjgH70qno/NfoYWFhYWFxXYIm8FbWFhYWGyHWvSudDpsgLewsLCwmFLY1n7wUxWdv4SxsLCwsLDYDmEzeAsLCwuLKQVbot882ABvYWFhYbEdzsG70uno/FdoYWFhYWGxHcJm8BYWFhYWUwpx4uhlrPvodNgAb2FhYWExpYBIzVhL7PF2UMDu/FdoYWFhYWGxHcJm8BYWFhYW26FdrCudDhvgLSwsLCymFCJx9DLWfXQ6bIC3sLCwsJhSsBn85qHzX6GFhYWFhcV2CJvBW1hYWFhMKUTjUGKPpPNhA7yFhYWFxZSCLdFvHjr/FVpYWFhYWGyHsBm8hYWFhcWUgjWb2TzYAG9hYWFhMaWQjIMffLIdjMl1/hLGwsLCwsJijJgzZ444jrPO5eyzz9b7q9Wq/r3DDjtId3e3nHHGGbJs2TKZSNgAb2FhYWExJUv0Y71sCW6++WZZsmRJ8/LXv/5Vb3/pS1+q/55//vny+9//Xq644gr517/+JYsXL5aXvOQlMpGwJXoLCwsLiymFiXCT22mnndquX3LJJbLvvvvKCSecIH19ffLd735XLr/8cjnxxBP1/u9///ty8MEHyw033CBPfepTZSJgM3gLCwsLiykFnOTG4wL6+/vbLrVaTTaFer0uP/7xj+WNb3yjlulvvfVWaTQactJJJzW3Oeigg2TPPfeU66+/XiYKNsBbWFhYWGy3mD17tkybNq15ufjiizf5mCuvvFLWrl0rr3/96/X60qVLJZfLyfTp09u2mzVrlt43UbAlegsLCwuL7bZEv2DBAunt7W3ens/nN/lYyvGnnHKK7LbbbjKZYQO8hYWFhcWUQiyuXsa6D0Bwbw3wm8L8+fPlb3/7m/z6179u3rbLLrto2Z6svjWLh0XPfRMFW6K3sLCwsLDYTECe23nnneXUU09t3nbUUUdJEATy97//vXnbgw8+KI8//rg87WlPk4mCzeAtLCwsLKYUosTRy1j3saWI41gD/Jlnnim+Pxw+6d2fddZZcsEFF8jMmTO1InDuuedqcJ8oBj2wAd7CwsLCYkphIsbkAKV5snLY8yNx6aWXiuu6KnADE//kk0+Wr3/96zKRcJIkSSb0CCwsLCwsLDYDjLGRLb/132dIvjsY075qgw351jN+pTPsW9KDn0qwGbyFhYWFxZRCMg52sYk1m7GwsLDYvkCfdXBwUHp6elTExGLyIRJHL2PdR6ej85cwFhYWFpuJKIpUmIQy8MDAwEQfjoXFmGAzeAsLi+0eUJGQGh0aGpJHH310og/HYhOIk9GR5Ebuo9NhA7yFhYVs78G9Uqko8zkMQ1m4cOFEH5LFJhCPQw8+3g568J3/Ci0sLCw2UpInay+Xy6pQxpiTxeRHLM64XDod9ttsYWGxXWbtSItCpuNfAjsBHoKdhUWnwJboLSwstsuSPBdES/bee2+9zWLqYKKU7KYabAZvYWGx3ZXkq9WqXifA2+A+dXvwY710Ojr/FVpYWGz3yEryKKE9/PDDWpK3/XaLTof9hltYWGwXJXkyd1jyNmuf+lCSXDLGi9gSvYWFhcWUhWXJdyaScWDQJ9tBgLcku60MMgWbLVhYbHsgXENgnzdvnsyePVsD/O677z7Rh2Vhsc1gA/xWBIEd8YwtDfDXXnutPPGJT5yUDkd33nmn+h1zwpxs4EROtnbooYfKZMOaNWvk/vvvl2OPPVYmGxgNu+aaa+TpT3+65HI5mWy46aablOm+0047bdHj6Lnz+6Mkv8cee2y147PYfuxipxpsgN9G2fuWmFZQVtzSx2zLYMBrmozHxnFxfJPx2LLPdTIeG8eUHdtkPL7R/h4m6+uxGDuskt3mwQb4bYDRnGgm68kpO67Jemyt/05GTPb3bTIe31h+QxYW2zNsgLewsLCwmFKwJfrNgw3wFhYWFhZTCuOhJR9bFr2FhYXF9gN4HLfeeqv+vWrVqklJdLWwGfzmovNZBhYWFhabibvvvlt23nln/XuHHXaY6MOxsBgTbIC3sLDYrgFL/7HHHtO/p02bNuYR0Dlz5rSRUbPL2Wefrfejg8/fLCC6u7vljDPOkGXLlo3La9leMGYVu2TsFYCpABvgLSwstmvccsstqlEP9tprrzHv7+abb5YlS5Y0L3/961/19pe+9KX67/nnny+///3v5YorrpB//etfsnjxYnnJS14y5ufdnmAD/ObB9uAtLCy2O5BFP/roo/r3nnvuKbvssosKTI0HRgryXHLJJbLvvvvKCSecIH19ffLd735XLr/8cjnxxBP1/u9///ty8MEHyw033CBPfepTx+UYLCyAzeAtLCwmNZI4kuqaxeOzr1R4CiKd75v8Ztddd91qM/Oo6f34xz+WN77xjfocPC8SuieddFJzm4MOOkgXGddff/1WOYZOhM3gNw82wFtYWExq1BbcIdWVj4/Lvu666y79FznjAw88ULY2rrzySlm7dq28/vWv1+tLly5VOeDp06e3bTdr1iy9z2LzwDJt7GYznQ8b4C0sLCYt1s67WxrLHpA4Cse0n4xEh48CGBlgtxYox59yyimy2267bZPns7BohQ3wFhYWkxLlVYtk8W1X6d9J1BhVOX7lypX6N37wYFuaJOFe97e//U3e9KY3NW+j10/Znqy+FbDouc9i82BL9JsHS7Lbipg7d646iI1mbOfGG2+clFramLlw0nzooYdkMh4bWL58uUxWI5yMUT0ZAaN7siCpl6X+4N8kCasSx4k8+sjDsjD86xa/557n6d+HHHLINu9xQ55jpv7UU09t3nbUUUdJEATy97//XcfjwIMPPqiOd0972tO26fFNZVihm82DDfBbEXhPo4S1pUYZBHdOSD09PTLZcN9992l5czKWHBcsWKB2sZCWJhvI2B5++GF58pOfLJMNLDyuu+46OfroozX4TDTisCFLbv6tlHcxbPSly5bLrrvuIvttYQCEzMZrY2xtWy+WeV4C/Jlnntkk82Vz9meddZZccMEF2i7g/HDuuedqcLcMeovxhg3wWxGQaRCy2NIAz7alUkkfO9nAySqfz0/KY+O4KH9OxmPDl9x13Ul5bFnlo6ura8L94Mm6F974W3HqQ+mxOOL5gfhussXvHd+FcrksEwFK82TlsOdH4tJLL9XvAhk834uTTz5Zvv71r0/IcU5V2Ax+82ADvIWFxaTBivv+I/0LHxC/2KPBPl/qkSSsSTJGkt22xnOf+9zmSN5IFAoF+drXvqYXi9HBBvjNgyXZWVhYTAqsnX+PrLj/v+m1RHKlXmlUBpplewuLDEnijMtlS7Bo0SJ5zWteoxLDxWJRDj/8cFVBzMCC7qKLLlJdBe5H64C23ETCBngLC4sJR3nlAll865+b1x1xJKqa4K5w7anKYuKwZs0aOe6445Sj8uc//1m5SJ///OdlxowZzW0++9nPype//GX55je/qTwqWl60X1BNnCjYEr2FhcWEoja4Rhbf9hdVrAOuT+89kWaF289LXJ+YXrrF5MS29oP/zGc+oyOWECcz7L333m3Z+xe/+EX50Ic+JC960Yv0tssuu0wFjBA7esUrXiETAbsstrCwmDCEtbLM/88VEjVMluM4rpJMs2DvuJ44SSxJoz7BR2rRqXPw/f39bReIjyPxu9/9TqdMMAxi9PFJT3qSfOc732kbiUaJsFWCmImJY445ZkIliG2At7CwmBCgTvf4db+W+sBqUiC9zcsVJGrUDEHN4XpeRW7iyAZ4i62D2bNnazDOLhdffPF6lRC/8Y1vyP777y9XX321vP3tb5d3vvOd8sMf/lDvz2SGydgnkwSxLdFbWFhscyRxLAtv+r2UVy5sjuoFxZ4mqY6Az/Ww5XochuK2zJRbbL8YDUluJLLHo5+BHkHruO1I8P0kg//0pz+t18ng77nnHu23o3UwWWEzeAsLi20KsvNl9/xL+hc+2LyNvnszuOv1vDTKxqMdeIVuSWLLpLcY/xJ9b29v22V9AR5mPOJjrcDiF60DkMkMIzk8mSSIbYC3sLDYplj50I2y9vF7m9f9Yrck4XAJ3s+XJKoPNcWhXK5XByRu2cbCYlviuOOOU0nhViDXvddeezUJdwRyJIgz0M+HTT+REsS23mVhYbHNsGb+3bL0rn9KUDSqdF6+KFF1SLwg38zk40aNGr65P1dSXXpHinYW3mKrlOg3B+eff74ce+yxWqJ/2cteJjfddJN8+9vf1gtgMXreeefJJz/5Se3TE/A//OEPq6T36aefLhMFG+AtLCy2CQaWPCqLbvlzs0xPMDeZOyNxiTiuYdDHyqDn/kCSFnId5DuLjePRRx/VUS7+/dKXvqSMb+a299xzTzn00EOlU0BwjrdhgH/yk58sv/nNb+QDH/iAfPzjH9cAzljcq1/96uY2F154oXphvOUtb1HvieOPP16uuuoqVS6cKNgSvYWFxVbH0IqF8vgNv1FynSKJhQp8Ng5HUPeDgsnedTzOFdf1mhK1bq4gyTbI4MMwlFtvvVX/HmnpOtmBGyDqapSFf/3rX8vg4KDefuedd8pHPvKRiT68KY8XvOAFcvfdd6twDS6hb37zm9vuZ3FK8Ic1zzb4ERxwwAEykbAB3sLCYquisna5LLr1z8qCVziOKcWnPXWy96DQpTPx2XU/39UM/uJ4ksThViXZZaY0SI/uuOOO+vdkdHPcGN7//vdriRhL4lbToBNPPFFuuOEG6SQwVMkk5Zgu0vmwAd7CwmKrqtTNu/bnTSEbZtuDfEni+rB8Z640TRqVYcZ8rqtXwuogabwRrfV8zeTHm2SXmcEw7pRl7YcddliTOJV5yY8GE6FbTnb54he/eJ3bKdOvXLlSOlHJbqyXTocN8BYWFlsF9XKfzP3Xz6RRHdKAppl6sVtCrqf5E65xjUpfk1Sns/At43FBqRu5O/17PEl2S5YsaQZ1bGhRHMv+nqq65dOnT9fXNRK333677L777tJJmAizmakIS7KzsLAYdzQqgzL3Xz/XIA/ovee7eqVRHmhepwxvDGXMidYvlDRzz8bjYNg30serfO04WMbOnz9f/128eLHsscceOuo0Z84cGU9MlG45j3vf+94nV1xxRUpWjOW///2vvOc975HXve514/DKLKYabAZvYWExrqCX/vgNv5Xa4OrmbW6AcE2LkI3nS9SoNA1l6MlHKaMeaA8+DegERMblmmX+UYBA3tprP/LII7eaAMlE6ZYzwnXQQQfp4gKCHcIsz3jGM3S8i8VEJ2E8hW46GTaD34pYvXp1s2SWZSWby+RFIWkixys2BE4cZAb1+uQTHaE0ynFNtAfz+lCpVKTRaEzKY8t60ehtj6XvDOJGVVbc/iedbU8alaYKXdy3UCQdeaOn7iSU5cNhgxnXPC+684zHSbxG3FxR4tqQxF5B1q5cKsn8ubLGb9f63hiiKJJVq1bp334qcYv62HXXXbdFv8ctRaZbfsEFF8j/+3//T26++WbVLYf4hqzp1tItZ/8sJOjt04/nt8rigrnsTkNGlBvrPjodNsBvRRCoM2eiLT2hEAy25klotCC4t76uyQSOi5P6ZDw2Fh4E0sl4bFmA59jGEuDjsCZr7rpa6v0rNWNPokhcMu+hPnFcH3cZ9XV3JVbCnH69HUc8P5C4VjVz8XEiSRiZQO8G1OklqfdJ7OalXi2LvwXvH9+FmTNnysDAgOyzzz7bzPRjonXLyeC58PoJ9Cx8W/v/FtsPbIDfiqA8R+mNQL0lwXr58uWy77776mMnG2677TZlBmdM48kEMidO5jChJxvIJBHBmIzHRkCC9U122zpetSUI61WZe+0vJCm4IoWd1QXO83wl1Il0mww9icXHLa5uMnuCPYz6sMK8dq86ybmuK1E6Lud3TZe42i/VgdXS2ztN9thrL5m1Be8fiypK8lnffVthQ7rlv/rVr9bRLWfbDFw/4ogjRv28KKnB1j/rrLM0uJ9wwglarSiVSvKHP/xBnvnMZ0qnYFsr2U1V2B68hYXFmBDVq9pzL69a3LyN7DusmkCdLSKMxnwa3NM+uwnuqbJdkGsGd8fzdJApE8YxznJm28mOidIt/+UvfylPfOIT9e/f//73uuB94IEHVGb1gx/8oHQSLIt+82ADvIWFxZiC+2P//rmUVw+PZ+mcu/bbTemfDoAK2TDbnm1T7NF+fYZc1zRTwlc4TW16vRYU9bG0AKYCCKgIy1Cif+SRR+Tyyy9XzfKzzz57Hd1yCHmU0WG5j1W3nFn3rDrwpz/9STXTUVJ74xvfqM9hsf3BBngLC4tRs+Uf/dfPpLx6cZOx5GMeQ+BOgzWZea7UI5GOv7lN9ziEbZCjBczGMw6no3Co2DErTyYPe55efljTQbqoMfmInRvTLf/pT3+qLZlPfOIT69UtP/fcc1W3nO0hxI1VtxySHjP3lOfZ13Oe8xy9nTbFWMmTkw2WRb95sD14CwuLUc25k7lX+5YPj7Lli6oln6hojQnWuVKvhKnPOwHdCwppXx5eiqtle65rcBdHgq5pErao2mV0aWNOE8hU0i3nsiFkuuVcxgtveMMbNGunr8/+szE8Sv+Mz3USLIt+82ADvIWFxRahXu6Xedf9phncgcrJNqppcIdPl0jQEtwBY29R3WTmet2j58792XVfGszOp4RUiHlmNp6sv1fCoeG5eot18dGPflQrBgsWLNAZ/HzetDnI3tGpt5gagGSdcTgOPPBAJWuPFjbAW1hYbDZqA2vk0X/9VFnzGbx8ScfasuAOglKPhOWBLFbr2JyoYYzZxvV9NZNpXs8VTVnfGc782Sdw/ILEtQGJc7ajuCn8z//8zzq3bYvRvInJ4MfKopdJBSaA3vGOd8jPfvYzbbNki7OXv/zl8rWvfW1UU1U2wFtYWGy2K9yj//q5Et6ycrmHGI1avA6fLTM9eZe+bxybbQn+idtmBdsM/l6OBjtqNMNmM+UBXTgwG28Eckq6j5jZ+g7rJ48nYOZzIQtkcqEV3/ve96RT0Iljcm9605vUN4CRxmyaAmXDd73rXfLWt75VA/+WwgZ4CwuLTWJwxQKZ+59fKmt+2NKVsTfK8llwN5k3wb2p/cC4m+NKFNbE9Yt6G77vkOjcUk4d4xzXkbgR6hpBR+cySds4NkS8JE57/CWJw6q4XtfEvRGTGB/72Me0p4/ITtaH71SoXew47GMygcB+9dVXy/HHH9+8DQMi1Amf97znjWqfNsBbWFhsFH2LH5HHb/pjM7gD18/rTPtwcBfJl3q1P58FFscLUvb78ON8xuVa5tn9XF6impmNZ09xKm8LEL4Jy2vNdkXDxI9h0udtgF8fUMr7wQ9+IK997Wsn+lAsRgEExNZXhue20SoR2qaWhYXFBrHqsTtl7n9+1ebFzhgbgbg1uNNzr1eGneCov1OGz4K7ZuB+ri24a2afBnfH98V1nWFhGwh66dy8ExQ0uOt+psgs/EQA5T6MZbYHdKLQzYc+9CH1L2iVVObv9773vfLhD394VPu0GbyFhcU6ICAvvfc/ejE3OM1A3uoKR0A3t/WrNC3EOUbgkKQ1f5t9YRXbep0+e5PlpIsBX/vrTdU6KgH06oOCSMQcvOnHb8pRThcdYVXFcbY30MNFVGe0wWBKoQNr9N/4xjdUGGnPPffUC8B0jGmIFStWyLe+9a02yfDNgQ3wFhYWbSDQLrjtL7L6sTuat6mfe1qCT+3bxRFXghIiNf1Mtau2PH3zoIDyXFl75iDfNU23IXBnqnXMuut1h757SaLakM7RZ57w+hxUA5Scl6S9eleSlkrCejH/OpEd9mWVINsbqtWqKub97W9/kyc84QkSBO26AV/4whcm7NgsNo2xqBhuCDbAW1hYtJvG/Pc3SqrLoBl3sUdq6go3XNZURbosuKcld4K6EbJJs3tl1PfpcoD/Zde5L06SVGPeVAS0bKoleJNaeX5e5WmHRXSqKWN//UhWPmwC/Kx2o5ftBXfddVfTrAb3ulZ0HOFuPErsyeR6Tz7ykY+M+z5tgLewsFDUBtfKght/K9W+lZo9O2mopZxOWT4LElpyL02TsDbUDO5aZqeE3ips4wfSGFpjgrtu4ilpLtuPus2lJDpEbejBR42oTQGPfbj5LvWFF79rg3K1ydAKkfv/qI9lbn57xDXXXCPbCzpVyW7t2rVqGvToo49q7x27Y8rxyBDvvvvuW7w/G+AnIeoVkwFZWGwrhAMr5JF//Gi4BI48rDiSK3YN99wdV5IkSkvuJvgqKY5MvVCSJA6b+0NfPom4boI5ZXgtt6frAVjx5n7dsS4Osuw8VxqWq/VgzNf5PRTEL/RIjBLeCCSNssg9v5GEeflclyRePnuaLQbe6bfeemuz5N3b2ytTEQsXLtR/99hjj4k+FIstqMAgLwxrft68efLmN79ZA/yvf/1r7cVfdtllsqWwLPpJiIduuUaWzn9kog/DYjvBysfulKGHrpUwZbRn0rN+oSCNFgc4cR3N3LOAr+YxBPdMTz4NqwGLAjWXSTP1XCF1jssMabo002cJQRbF6JyO3MWR+PluJdjp4wIex4LDUbJdVBtch0Wv6nn3/U6SylqeyBxmamKzKWRqYZxM77jD8A2wWOWkOhWBsA1z8AQIrGm5TJ8+Xc1uRoreTHV0Iov+ggsukNe//vXy8MMPt5kOPf/5z5d///vfo9qnDfCTEGG9Ijf/47dy3y3Xto0iWViMN5nu8Vv/Io/f/GcjG5t+13BwI0hG9eFgSvAmkDdaSvCU1YN8UUv15gZHg3Uj7cGzN+MG12iOv9FLVz16Je5FRtK2OQ7HbH1Zs3xG7AjelO3FRREv0qpC3HJMuo9Hr5FkzeNaXdDtvI0XJfFdB3feeadcd911zUw9s1k96qij1K8djNbZDU34TOgnu7SavfB8WMcy99zd3S1nnHGGLFu2TMYKPN+/+tWvyiWXXKKKaFywrP3KV77Secx6gvN4XCYRbr75ZlWsGwlK862jc1sCW6LfiiBDaDQaw6pemwFOslEY6or77hv/KauWLZajnnmqBLlhf+yJBMeVva7JBo6L45uMxxaGoX62k+XYcIObe/1vZWjlItO3drDgTMRFXAZ1OiRmYa1rWd2MvYXVSnOUjWDKeqDWEvA9caVR6Ws2N6MokaRBcG8Mfz5ppq7bu77Uh9IevBeYbF1Z87E4qZAOz6OmM42axFQU6tXh93Dx7eIsuUeZ+0m+JE5tQJLcbhKl97MdNqwAG1XwwAMP6L877bST7L///nLLLbc0g+9DDz00bu/voYceqmz2DH4qw5v5xf/xj3+UK664QrPtc845R17ykpfIf//73zE95w9/+EP5v//7P3nhC1/YvA02PQECjfNPfepTY9q/xdYF43DZArQVfC/5vo4GNsBvRVD6y04smwtOoFEUyuLFi/Q6vZdbb7xO5jzhWCl0b7nZwNbAypUrx/VkON4Yj2xoawGd8IlGOLhSyo/eoGVzTFozPL54uUj4+LC7GxlxmqnT33YyzXgdWSPwupjCm20gtrlLWTmYnTm+uMEyrOfMdc/Xxzv0ywFjbPECceLQLH5dHxk7JeI56M+zHxYe+W5xGkOyjLbAqrUiS1ZL3Nclxeoy2XXV9RK6Ru7WD8uSOK6UC1VZtmr4Pc580FECg8CE9zr63rvttttWfY8J6FlVoBV9fX3y3e9+V+fVTzzxRL3t+9//vhx88MFyww03yFOf+tRRP+fq1avXawvLbdzXSehEkt0LX/hCbbH84he/0Ov8Ljj/v+9979Mqz2hgA/xWBKU+fuRbksHXqhV56MarZYcZvbqiC3Ima4nXzJMDD3uezN7vUJlI0KuktDh79myZjAsqHJkOP/xwmWzgBMtir1VneluDTH3Fw7fJojtvl2QPtMrp0MUSx4nMX7xM5uy+i46yZwgKEOXqTRU7PygqkY7gDiFOe+e1IfEL3RLWBiUoUG4fUNtXHZkL8sqER6WO77/nBRLVyqmGfdksHJJI/Jy5rs9ZmiaRjtUZi1jK9fMfuld22m0vKfqxBD07yW5PeZLInZeLM22OJPlpIlWzPQQ7mT5bDj/opKayW61WUz90tNnnzp27zcbF6KOyiKDMj3HIxRdfrOIlEPioLGRe7VkA5j4WHmMJ8E984hO1RP/lL3+57XZu476OQgcK3Xz+859XN0DsYSuVipxwwglamuf7M9rqiw3wWxGUOFnJb0mAr0sijWpZSt2zldHMKFHkuhJHodz6zz/I2hVL5AlPO0m8lpLftn5N2euabJjMx0YmqUYrE3RslN0fv+nPsmbBA0ZDJnV0o7CeK+Ylqc8Vz/eaGX2QK2rwJaBnpDXK9DqLHtb1Ns9zxWOcrTYoLgHdcyUJcuKlJXXXLYrHmJvv64IAy1i3UGo+Pk4Qz5lmFgWuqzPxMOv1Myx0qzytX+oVt9At0hgSJ+iSwInEu/+3puyfK5m5fI4v3ytS6xfJd+vzAdo1BPltjWOOOUY14fHyXrJkiZrAPP3pT9fZdE7YuVxOyW+tYAxqtH3WDJ/97Gfl1FNP1dZAqxsZ/vB/+tOfpJPQiW5y06ZNk7/+9a/aqoEjQnvpyCOPbFsMbikm35lwO0cUmv5hZWhApk2fuQ4jeMEj98mqpYvkmOecLj3Td5igo7SYShhatUQeve7KNonZpkd7EjVJcUY5zojaqCUs96fwsYWNG22a9PTNG2kPvV1/PiXCEXuDQOLUpIYev0OJP/WN11n3qjkmsnqek2weHoCOw+n510nL/AVl53uLbpJkr4PSkn7E+kQk32OCOwS7nFHPm0iccsopbT1wAj6MdkqvxeLWU9gj46N1hnd4xjWgt0//fWu3JCzGDsbg8H4/7rjj9JKBRSpWsa973eu2eJ82wE8yhC0krFplSApd3ZIrFKVeTU05HEfWrlomf//V9+SI40+WvQ44vPNUqizGrSS/7IGbZOFd/1JiG6XzDGTLZNWxeq1n22djcKbknX2vAsba6lXx8wXJhq1gv2uATaFlecH2NQvuVK08ierpSJ0XmKy9ETXn4Jl1R4Pe8SHY1UxTlKoCxDwY9H5OHCdl9udKklt6u7iNQbOdFyAYIZLrlqRqxHMSLyfuJBS5IVs/4IADVGf8Oc95jp6w4QO0ZvHwRtbXs99SEMi3GzLdJCuxjxVveMMb1BaWEn0raDty32gCvB2Tm2QIG/URo3GO1KtVKWLWoWxnp7kQuOWaP8jN1/y+GfwtLDLUywPy0D9/IQvu+EeTtZ5BPdthv7f++tGEh++RBndzmyM5+uq1SpNNDzJzmdbg7npmrM08zDElfrL1pkqdO9zLp/xOb17n23Pi4PceR9q3p+SugjUEeoK2Zuk5KfY9JEF1pXhBTmKIdQR3gnwSaVshyXebTH8SatBTakWZDB4AY3hoxLeSLR988EElU2Vl9bEAoZ7Pfe5zctZZZ+mFvm6nEewmYg7+o9tg9LH1/D5StGh9NrKbA5vBT8ISfb7YLWnikn7giVSG+qXU3bvOonXZgsfk77/8rhz1rBfIzrvPmYhDtphkWP34AzLv5qvalOWAZsRBTuqoxKk0vDMcoP28CawtJxvXy+kY27BErUiAbC2a9Nym5PdA/6Ysjx2s8gxS4RtVr6M37wdaAaDv76XEPIXuw2kGfjWnUQU9CH0FlaeFGd8TLpdivFo8jG3I9CtrRAq9WqZnUeHQf6/2wwqUJCiNWsVuvPCe97xHTjvtNC3LL168WDXG4WC88pWv1BM1gRdREwR1UMo799xzNbiPhWAHEEPheXmOo48+Wm+DcAcz+/e//7084xnPGKdXuH3i0K00+vikJz2puWh49rOf3bZfRkshh5LZjwY2wE/CDL5eHZKguKsR+WgBffliV4/k8gWp10xfk5N0ebBfrv395bLvYUfLYcc8S/wRLlIW2wfItOff+ldZNe9evU62myEodJkRzLDFblWDcVFihGjCmmbQ2QISOVplzGfBPdWWD1sDPt++lgBNaM6Cu16PY/Fy+WHPdy+nLHpH3eGygB6n9rFGntYr9Gj7QDXtqSA0+mRGbbE43d0SxiJuEuvrcOm11wZFCtMkyfrvUTwpbGLJuAjmq1at0vllJicYgctmmS+99FKtaJDlwfI/+eST5etf//qYn5cMkh4utqPZeCABgh489919993SMZgAFr2/lUYfMxc5JpT4LlAByAAhc86cOXZMrlOAyA2oV8sSdPeI643sojjSqNU00BPYW0s6j95zi6xaulCeeNxzZMddJ98Ym8XWw5qFD8vjt/1daoOYu0gLac6YxWDzSgm+FWTJlORhs6cP0CCPZauxd81ONEaTvrXnjtMb689GGty13O750hhMhWsg3BHc05I/hD2Y71SmksxFDlJdoUuCNLjrdp4n0dBa3abgxZJfdpfUWUSIK35U08AeM49PcNd5+XTBQtm+UZYkKE54Bg8hamNgdA4iHJfxBD1+jEqy4A74m2rBaHTMJzd0FmQc9iHriMswnsxlW40+Zi5yBPJXvOIV633u0cL24CdhBp8B56w4SjSYN6Hn7FhL9tyuYiMtqJYH5F+/+7Hc8Z+rpTFC1tOi8wAD/pH//lYe+vcvVeK4Fa4XiA9Bs9kvT13dCNilXomwYm1NY1xfs/6wkunPmxE0svzh24z8bMwIXcoVYX8sCqgEZI8jO0e1zuw2p71yXSDQnyegp/K0rhtIlB4fvflsEZHP+VJYeisrXomgykcNM1ePkh4lembo0zl+ZdEjoFPoFYdZ+O0UjFTdf//969zObR03Bz+OmD17tpbVswuBe0Ojj1dddZVWSCibM/oIAW68Rh/J/lesWNG8ftNNN8l5550n3/72t0f92mwGP8kQQzZqCdoQiIYGB7T/Tol+ZDAvdk+TfKEktWqqEMZJL0nk0XtulSXzHpYnHn+y7DZn/239Miy2MgiuK+fdI4/f9g8Ja5nD2rCdK1k7JDd63xk0q/YC1VDQDL0wPFLm4MAWh20lfMhxPhawLfs3vuw1Lb9rDqUytsXhnjvBvliSCPMZmPX0E1mUppUpHOFC5GxTZjyz9lquzxWNaE6+S/xcIIXFN4owgx8UxEn6xfMKEsWJuFGoJfrEL4pTH5SkkPbfIdlFKOFtvznLO9/5TnnXu96lmXyWNVIiplKAPj1uZa3je1Ma41iiX7BgQZtr4Poy6G0x+viqV71K3vKWt8hrX/taXRhQETjssMPkJz/5iV6/6KKLtnifNsBPMjRqkJE88dMZZL6DnEgrg/1q7OGOKLqwAKhUhtIFQIvzl4iW8G+/9s/y+IN3yROOPUlKPZND6tZibKj0rZK5t1wt5TXLjV57Cg24ni9BvqAseRNwhwFjPYlqLa5xZkHA3Lsoc3245IkDHN++tgUCBjQ1dOqTYTMZNOrTBQDCMiwamj34JFG9+TiVs2U0Lvsbpzh1hvNKSuZTxj0VgTiS4tJbxI2q4jB7HzbEhcTHBF0ciu97EjNaR3AnW2eO3i9IgjJe9+j0ujsF9P3BhRdeuN77dJQwZWpnTnpTFuMY4Ht7e7fYFnhrjD4ihPSUpzxF/2bhgCInJL2//OUv8ra3vc0G+E4A42+c1LgUps9o+xI3ahUJcjkplrqlUjbBXO92HCkPDaghDXPFbXAcWTT3QVm28DE56MjjZP8nHKN9ToupB1o2i+69Tpbcf5NxYltPAI+jhhrJyIgOZb7Uq65uTbMY3YDeeq/Uhsioh79o9MURp4Fx3+bvjuNcGtwJ9mTLrYsFP5eXMJuhZzRO2fMVk+Wno3Fk6lQRjEpeWq1ymZ8P9XvZtepOcVW1jnJ8LD7PqU44EPa6NDD5ZOz+HCOYk8rdOnzvg4kXuZlIUDa22Lajj6997WvbRh8zMtxoRh/p42fVA9j6mWkQ/XwUEUcDG+AnGcKUtATxiSDePW1m23wkf5OpZyX7bNQJ0HMn8y9295hsnsclwwuHe278pyye97AcdOSxssue+1mBnClVjr9XFt97vVT6Vg7fkX58kNvokzNiGY8YjWN0jcBJHx4luAyZXnyjAlFzeIc6I09P3PDzmuV+buM+3crzVFeeEnr2ODL3ZjXBcTW46yKBHj5a85Di1IPGF+jwlPl17t1xdcQOUZxS3yPiVdfofHuUMuYxnomlqmSxsBGK78CiD4eXI4zmNaqS+HljeLMdg5LxdoPxsHtNnEk1+sgY3je/+U2VG0ay9hOf+ITezvMxXz8abL8Nq0mK1tKZk5LulEzXzLrNiFF5CFZ0ri3A62OcRCqDA+L7geSKzCG37x9y3vV/vkL++8efSd+q5dviJVmMAf3LF8g9f7lMHr7u91rBaYXOpVNeTxIVtlFd9haoF3scNbPs7LvCYkAXd032fCoO53oa8JvfGYJ7dyqKk64CVFte5WirzYVnsyyP5zssfEh4aWnfz3cbIxntNTm64FTVunRMLpvV7x6aK15llY7eRY4nHoz5oCBREotHUE/tazmmiOehvB8UjLgNpXquF7bvFhR2scxiZ6BUT8n42GOPlfnz50snusmN9bKlo4/4C7zsZS/TgDty9PEFL3iBZvDoDVCa//Wvfy1bgs985jPyrW99S575zGfqc2XEyN/97nfN0v2Wwmbwk7AH30p+QsijVimLHyDDmWtrO2UZO9k8/XaDTOmuLkm9Jt3o2XuY1QyfzMHyhXNVIGefQ54kBxzxNNufn2Qo962Shff8R1bOG7Ybbi24wHYn2NZblOeyu13HS1nt9TYVO747JkOHrJmkfXb26+m8+vC4XKor7w37tevj0zNiNvdO0KXk3uy5a09+eO6d++Koas6kqQBOtp+g2CtRdUCFb7pri8UfWCixX5TECbREz1gdJUtfIoHOp4sJRugkkSCqGXOZKNR/dQ4+1z0pZuAnEp/+9KeV4Q0Yz8JF7otf/KL84Q9/UCGWLQ04kxrbeA7+Z9tg9JHAjhU3Y3vYG2eAeFcqja79ZAP8JEMYNnQGvtA1GwuwZs9Tx+ccR7ry09eRNCS4w6SPUmnQDCpCQkXAcbRsXx7ob0/ok0SWzH9Y5j94l+x9yJFy4JOeJvmWMq7Ftgf98AV3/1eWP3a35Eb02DW+0jdHKrYyIEk83CM3cFQ3ngDM/cNz7MbbnbJ6fahlTj4juyE2k2nIp0Q9SvtMdGSAKa8ku0x+lkydnrv2701PXhXrqmVjDYthTIi6XaCVULWWZe692NsUteF7XBp4XIK18zJnGnHq/bqQDROMazgH+1pKxemO73LgiI7KJeU1Il0zYRwaVbv6kAn62zFgg++3337695VXXqnWowQHjEsIHhaTH5T9W4N7Nh8/WtgS/SRDmM6uV4cGNNi2zSknSbNkb6w+h1ehjMmpwpeSjoYfQ0CPw0jL9oUi9pojCHYObYFQHrn7Jrn6p1+X+265VisGFts+sM+99W9y22+/JcseuVPH0JoEihbpWAIv/fR2vwITcLmPuXiIdu0l+ZJmvyP782To6vfeEtzV0tXxtKzvtJLuGJ9jpC1bLEDoS8vwaj0b5A2hzkXgpmBkb5UEN2z9arb1JEzn3rujNZLre8w8CWNuqOl5vsRuIG5YUeU7vOop0UcxFYWcBnc4BVpr4D3Id0tCkGdsbjuegQcooKGeB2Bew+7Oskv8xTuyBz/WS4fDZvCTlGQHqpUhzcxzhZJm9YATe21oSE+w+Rx2n8MnekqmBOtCqUsV8VpFc0CtWlGv7EJXj9RrFYmZTW75kkPEe/zBO+WRO2/QjH6/JzylXWTHYtxRGVgti+69UTN2xiBbs+as6E4bxpi5NFScZsTdSp6LVRSJOfDWh2cEOVOSJ+MGfGPyXb06kqYLiWxzpGrDUL9H2XaM0GkPvrnICEwmX68aHXrY8moJm4raBJjM1LUfr9v7qNmtbY7JacvAEelqrBV/7WMq2uTkeyRRZbqCJI4nLoEelb2wLoHrqNCN68Q6SofzHON1+NLTk08qg+IUp0kCJyDfM+EqdhMJAvqb3vQm1TbHNvb5z3++3n7vvfeOKQucjGDt27L+HfU+Oh02wE8y0A9ttfUM1dIzliJ99oG+pmMXI1ME8O5pM8SBw9QkRmEzy2KAsnxv82Td8gxKtCPT4v51zoiJMbx55K4b5bF7bpE5Bx8hex96pPTO2L5njMcbAysXy9KHbpflc+8ezsZHTjU4ruRLPUqgIymnNN92t+PqbUqw44Y0gANjAuO1ucPhnqVz8vS3lRVveBfa8skVjS58FtwJzq4vjSGcyJwWKduUJJcR83y/mcmTxTvp+Juy79k/ffIWBzlK9KVGn+RX36+ZuhOgeDdoXjrM/NqAGZFD1IZMPYrESViI4i7nihNW1DEuqbNArRvp2tqgMuhZKGwu0ICnxw9QD8v+ZtQM6dFsm6kE+r8f+tCHtFT/q1/9qsm85vVkM/IW2xecZGStz2LcgPoQP7YtwfV//LH0rV0j3T3TdHxIDWfST4hMXufkW3rtiJpwP4Gf/n0uX2xjW+dL3Rqws9I/muL1SurmRflO2wBo31NCdbQt0Ho/1/Glnz5rD9l1n0OVCEXJr6ura1LOpnKiHtnDmgwgWKxZs1q6nKqsffw+qaxZZtjnTZU4Psv0ekZISxKJYYmn4DYY6fxkCZjOyPsLXU19d4Kw9sEz57ZURS5pVJrMdS/fLXF9SNnsa1culWk7zNLAaZTlcGVLWjJznOJczZQBJX8WECqQo+NvOR2bI6NPwrp4hW5JakPGFIZvmJb4E+l2yjJj6FE99jDoEics6zgcLnB40weIsLg58aKKhG5e3KghIZk7Cny0FDi2qCbJtNmS9O4pblSW2Cvq97J/nxe0vecsbhEgwS4VklK5XDa2tekihn4nUys9PT1qJILVKpaujCgRKBEqGenNbTGxgIDGWNrsL35c3OLYxiLjSlUWnHeRmsVsqdDNeIPzFo5xjMntv//4KY/aDH4rAvEDZAy3ZN4c1S7NouJQeqbNkFp5cHgGPmpIAVnEpCCNNGsKAl/Z9Dyup3e6KfHGw25yPiexelW6p003DP2AEufw/UEukFp5SAM9TH19ntb7Kb+GgQytXiaPrF4miV+QWXvuJ9MPO0pLypMtiHLyHi3jdGsB4ZlVC++TFY/eK5Ugab6vAUEzbl2s5SSXRxq2omVuJaYlLffncpJ4bloir5isuOV+xiZzwQyVfPU8xtWYJ0dUxgjV8C2il62ZcjryJj5BPvsuQYiLDcGuUTUs+CQ0/1ISp00ggVYH1NaVhSZjc6gusmhwPA302LrGLBiDQFy+I3XK7750xf0yvbpIhW2QmvVYCPB3QP+9qs/LfgMn4sWKEyUS5HyplSMpQrhzPAmchsT5HvHjuoiXSJKbLl7ckLjYvc7nTvBGI5wAj/HHAw88oDKjuHahI87vCotVStqAv/fee2/ZZ5999DoL2amGa6+9VketHnvsMbUu3X333eVHP/qRvi5c7ToG23gOfmuD316rlPB4wQb4rQgySU46mdfvpsAJ6bbeHlmzepWuKIulks5ZqgZ9ZuxB3zHBgGYXLdljHase2Sm6emYo4Y4SfpbB18rmROWWSlLq7pHB/uHRJ3rs1cJwabfUO02SKJIqQjmOGNGcweH7V6/tk1Xz75NkYJnsOucA2eugJ8qOu80xM8oTDE5qmD9kTOKJBGIsqxY9KsseuUtWL3pUF1Fovc+cuVObuly9ktfvRj5lvFNul6J5v7U8X0nfe8eVYs90qQ1QMgdFw6Yv59JyeK9We1Skpss8Rg1l6l2afYfVsj5fo5JrVgMMYQ/ntqKsXrNaRTrcJErH4Eq6DUE91B68UaDTzzmO9PXpfgol0/9Oe+657unGQa4006jWBTmJyr7k66ulq2+ZOMW8JA7ZekOcwEsJefztSowTHBWFXEGiKJYSC42oIfV6Q4+lkM9J4nQrAc/t7pHCrF1NxcHtEXfXQ8Uf8bmTvZO1oyjGawPZImBbijyhA/+BD3xAdeIZWwPValXe/e536/hVq2UsBiWjBWV5lNVe/epXy2233dZsMZChMkL3pz/9adxek8X44zWveY3azvJ9GS/YAD+JQFDu6pnWNs/MCBxldzJznW1PTT7Qpocsl80kZyCbjxoN07NnNr6NhBdJGIW6KIAJDYlvJAjuKOhh+BFw8k3H9EaC3uiiR++XVUtNC2KPfQ+R3fc7VKbvuMt2q5BHgOtbvkCWz71PVsy7XysitaFWK8p130vIbo3KkNTKAxqA2/bH25ik21SHTMbcAljy2lPPFaRRXffxWkKHx5EZEaXHiNc7C4lWroeaujBWmS4MVUfeD6TBHHz6eULQZJwu69OrUA1e8llwT4l7um0uJdv5geRrq6Q0MFdZ+ImT0xYBCwnm1rWVgFStnxeplXWOPnED8ZOahFEdHzkzb592qtCoR9gmqg1ou8Hx2d4Tp9Du5DVZcPPNN2tGPdLchbl0RGnIsik5n3POOfKSl7xEtcdHi09+8pNa4n3d617XNrfNmBz3dRQmwA9+ayMMQ/ne976nMrXI345sg37hC1/Y4n3aAD+JQHAmKOPbrVKiqTIZjHcyqUKpRwNBBsr3lGULxW6ppvrjOtMsSbowKGjpvhUE7HrNlGQpy48MxiiJAXr9XErd03SxQB9eXbwy95uWIFMpD+iYHZcZO+0mO+62p+y61wEyY9buHR/seU8I6isff0j6VyyUwdXLmvcx6bA+cDufMe9MvW0BMAzDWPeU+Z7ZvWafjfk7lX2tJdJIR9CagHyHdrwMZ9rpHSkpL3vOpJn9J41H2xj1LBbUaCb9/ALaBXxvUpKnCukwSgerPQ3uZPq0AsjACe6Q7XKDC6U48KjoOtGlj5+YtoRfMFk8o3delyQNE9wh1/lSN1K1yrFPtK8f8Zq4hpgNPISgJInDbyQ9hZVMhj7ZOCFk09/5znfaAiwZNZna5Zdfrhah4Pvf/74cfPDBqo62JfKmrUD/HBW1kWABgRFKR6EDA/w999yjlr+AKYhWjPY8agP8JByRo7/O5xnkik1PdwJJvVYeoVpnAnGjXtfbCfitJ2kN5PmCltmrQ0MpA3/4W00Gz0gdlQBIeGasrv1bT9bPfgkObOes5bnb57NbAUOfMTsu+WJJdt37QNlx171kx93n6MhfJ4BF1urFc6Vv+UJZOf+BJoFRR882ACNO5KUkx0Gt1uQ3MIJI8DTjDLESLYd3Yv7R0jcZLZrsbWN1pvTObfVKf1tGjzwtD2q0OA7GZPO0CXTRaMoFOuOey+toXLZAQQ43TEftAIsE5tqztV4W3PUQHU+SiJJ9JIXKMilVF2nGnrh5cdwEqUYORp8bAp3D8SJH6wV6myehJA4tBhYmBHcf2r4h+CHbgWuczrs7EjH/3jVTM/igZ/KR4c4++2zVFcf2szXAw2qHVMXtGTAUgSeAAt1oAzzyqLibjRyJ+89//tPkFVhMXlxzzTXjvk8b4CcRGrXhcrvOsYd1zZ4pxwNOvpqZF5AAjaRBQKZk7zi6DSVVTsqw6ZvAnGZwQBnIObKwESV97sdXPuvHtwnrtG+o4jvImebzBQ32tcrgujyVloDPuN6SuQ/J/Ptu10wQlvbOe+wt03feTWbuMnvKBHwC+tplC6V/5WLtpw+lhi+FUm8zuANnPXO2VGKCQlFqqjkwlE4omC3XWZO7Rtedcjzvl1cK1rmfbJsMnLCeh+zWfDLj9V5DSz5FZhZToCRPwG7ZXqVu0Z5vZvPmiLTnXm2xfy32Goc4zSAcCUppsGeBQUDOF5rCNWjfK/M+DiVfWSpdQwv0cZTcyfTV4tWDbY+RTCiuqu7V9D2KeG5K+jjNpSz/BFvYuCGJC8+A9zOSBEEcFgwJM/D9It07ihP0TDqRG0rk9MEp0a9vugbyX6u1KKD/zn2jxZvf/Gbt81Pm5ZyASQkLBoxSPvzhD0tHoQMz+Aws0nCqoxoDSXukcumWwAb4SQRm3ks9w1kXhCYCd9M5LivZV1EMc002PzA858w4HES9EsQ5Sur0RtOMHgEc9kE2n3Nc3QdoDejcT0ZPoG/UaqaiMHKKkomnerV5PCwcyNQ3rH6XPp7+9MqlUhnqk4fvvF5v6uqdITvsuqf0zthReneYJb0zd9ZRwIkCP6R6dUjL7AOrl8tQ3ypZu2SeVNMyeqGLKkn/hh/fZsPaJQ7yqpVQFwj0ttcl7RqNdbZVxLE00jG51j1mwjQsGIbL6+bx2XgdGXPr+GR2f67Urdl8+gLN9sVuw9Rvyf4RliE4Z+RMdo08LZKyGqS1DD9NIl18mINSd7nUHIkeviHL5aU4tFBJdVxPtLfPZEZdA706zcV1SXCYq1eMBb2XF0f76YFqPnhMCSB9m4SSeAVxorXGFtb3RCD0aRcir8fiQWCdtptMJjAaS6Bl3G5bMvHf//7362/+2c9+tpILCRDYjxLgcTfrKHQYix6gQoiRDZk8Af3hhx/WygtOdRC2P//5z8uWwgb4SQRK5OjFM35GSVJn4FOteYh2kLbClBlL4CZIa3+8WlZynCmZxuo0R8kTFj73tT1Hva4tgCLELXqsI3RwKJdSzgdFhFXW+Q0MN+Hp5xMQeA4ETzhGPfePsLcd8QTNP4f61+hrWPDgnc3bunqn62vq6p0ppd7pKQdgmk4DwDTnecYCFkFUHmpDA1qRqAyulcrAWin3r9bgXulf3aIBAIt9mPOwKfB5Ub7GfKVeHtQFQftrb+mh8x65ni5oGulnNLJkz+ILlTo+WwJ7PhWmGd5di71rqniXQcfiHEb0htr2Z0ryqWMco26MpRGoG48Yf/Z0UgOOQGbxqsGcMny5XzwdmySz70p77l1Gz55gjori2oclX1kiER101zeSyvUhSTy+02KEanLG2tbniAjuoVHF47sUeG6qQ4+0risO5X4Pk6UIWjz9CQ32LBSSxpBE9brkdz5QJhMowS9fvrzZTwUsvBnDwwDm6quvVoY/ffHWLJ65e8rsowH7h6BHW+C9732vZoFwAA455BCVsO00dKKS3fnnn6/jckx9wMfI8PKXv1ytaG2An+LQkruW6ismkLXoxkO048RLaZzABMig+ZvSa1AqSlWz6Cxjb0ilzNx8t2biMOuBcQxDzW5Ag3Cuu6TSoJnbXGs8hjxH0CZDd8SVCiX5ESy7rAJAS6ESDki+wEIk0EWKsqvbSF7rVsUQPGkFZL7ywFpZteTxphiJGuak4HiCXF78fEF8P6fPZQiJrixfvkLfg2TVY8od4PmN4l9Nqw5cbyUpcoxh5mGeivpsFOtoQkFQ4+TpaJBWAmPL/tc5fxDgNLvv0d46AbXdAnb4fSXAem4gtTZzmKSFCd+j711riZ31A4sGMnqOo5UTwHuEMh1jcdnTsJgzSnnsA4k6pGVzSsw0ZXpofY4uFkwP3jDzgwJjd2nwdwNJeG+jULoGH5NC1KeVBMRnfM/R4B1DhkMYB8U6NbdJTTBYkMA3gVwXJarZAMnOYxKPBW5S0Xl5SQbEjRIG03VqQCc7sJ2NRZJct/jTd5fJBDLou+++u+22N7zhDdpnf9/73iezZ8/WE/nf//53tRfNCHKc2PEQHw34nTz3uc+V+++/XxcNBHaLqQX8A1j87bHHHm23I3wzWrtfG+AnEQhEWcarhDfm3UvdOraWBXQCsynZI4BjFgCqVBfCeO9VNn2TaJcYIh0nadPLHzBnxbaSNMpozLv3ShWSXqtlaBpysvI7wixUBhx3w0GPfRLso9AEBDzp86UubTdQPUhG2NbCkh6xg41ep+qgQVF3j77A8P1r+/pVbz8fm+Nl4dNatiZotr+4LSvRJU6iwdPsl4WLO6JkPmL3LX/Tn3YdyJNO8zGZNnwrVHdebWAHmsJDrTvU/Xi+NMqDZiyt7eV4+j5DkNOyeFaSRxCnXmlbbGkgx5ym5fhRixPVuzcLKghuLKCyYM7igUCd2cNCBtS+eFSXrv5HpRj2qbkMpXhaN05jQGL66Ngcq458Pi3Bi47FJfVBY1qDRazvSBRWxXcdCXUB4Gh2n5Dd0yJggaDB3XjOJxjc7LCPFI95vUw2oIx32GGHtd3GyBPSsdntlF3JypjPR/OCEjrBfbQEO8C+0YJA1Kbj0YE9+KGhofWKdCHURKtlNJh4dRKLJuh748vutBLkyoMauA3Fabhkr1lybjgA6MgVZjKer1m73paVydOxOR4Dm7q1bM7f9O2UmU92mScQDX8tWj3CWXRQDeAkS5+ezH49SW37VURzykNSHhyQeh23MMb9urVFAFlwfQuE9usj9td6w6bi86YC+CZUmk1/vKSldu2TJ666rDHbbsrqI4515OO1KtCtZfgsY2+dclg3sPu6Hcp3+tm1vlRMXZxAe/lZgG29T0fd6MO3EiypMBSZs2fRRwtnOODTO2/VUHBS73Y+L0DwJ0hn+2PRoVWl9D3zMbjBPS5pSG/fg5KPBjWIR44vrueaMTm04ympN8q6eNDRP1WgQymvoUI7IYS7GPMYM/OuGbyT6GNxl+M42Kfq5EdGA4JShVucKaUT3qWZ61TEpZdeKi94wQs0g6dXTml+rH7tMPXpt+P/vmTJEpV1bb1YTG6grnjZZZc1r6suRRzLZz/7WXnWs541qn3aDH4SgXE3ZcOnc/Btfu9Foyo2vK1hH9OfpqStanlkyVqONmNzZLuM0bU+hjYAAZYSNtK1rQGcUnhVbSUdKUEoI5CMFLrRE3xi1PWUSQ4pr1efl/2PZOGvE6CjUKotZWmf9kK+oFkxr4FApAuJRn3dGX361vyR3r4Oa30MXmKMhhGECOZahaCC4ojUW8iD6/TU10E6RkZmS7bL49PqiznAdRcUiNQwz07G7oUjVunpy1EFulpZYpW1bd8H5XPEYox5zHAPX79DmMWU+W5kh2dm3pm91/daqelmDE7QqKe6gsQti0DaOlFkMnHemzjSxQdjeGyP0IwT1qSn/35xo0G1dUVDnr662r4yFkd5vTGkAV37+1FN2e5JEomXC/Qz9p1YYvH1eaK4Jp7nSJwq/GAgYxYFDXGoPrhF04AKilJ6+tkSdE1OcZv14Z///Gfbdch3mMNwGS9k7nEvfOEL2347GSeGz9Ni8oJATnvnlltuUY7GhRdeqE6AZPCjFUCyAX4SgSCp/6rAiLK2mvdRJuckSHCmlN4s2Q/26W302CHm6e2OmUcnKyx2dWv2bORyuT/RPjdhArY9vf2ohWlHhknwZ1HB/nOoKVWHZ/RHBnAWEFGD/SWakdMf13N8c3473niWm8Acb+hiA6ChThmXKoKOctE7pqabMs5hetODjSkNE6A0K+bZjZqaVjp4nTo2RpA1JikEXDLQrOph3NI8VVfT11Cvie/5ZlGTIo82+mZAbVULJc3AeY7M2nddkl32miG7dRs1QbLgumrStS1PzEkZPflhoZvW+8moWeDVm9K1w09hJGkHJGlVquN9DFCmM8E92x/BfNgONh2L0/cgaarVMfOeLQTJqMPyGvHCskzrf0izbdoVkVeQABEb+u9o0vPcGtwDwyWJI3FRoGtUlTvRCEPxJdTsnFE4lcgnCJHBJ7GuK01LIZGY41W7XHrznhSe/FrJzZp4OeLtYY56skJ/52Ml2cnkAi0WBG4gYtLmgSSJuiHESUyQRgMb4CcR9CSannzpY1MuzWxis5MywV178ATg9CtKwNaxua5uFcMZXr2bTJssm+ycXn0mPcsWGsQdR/XpdawuIki2BvtE57ZZ+bMPzroZGW94o2x/EM1MiZfMjKycYKoe9Y3GcGDfREkesZPsdmbMI6mNUM5r+TsN0MPXCf8mUKnDnr7m4TJ0AjM8dUMD6uaWjYWts/d10XqsvG8ETchulO3JsF3f08+tuf16Hp9DXrhRV8Z+vuStt+rAcRmGe7vQTbY/IyxjSuJt+0+Jg82+erOcjqFMRWJY6DIslsMjOPbmsTHXjyJi02ceKWR4IZkU7TQN1H69X3oHHtFZdqGM7+UlYKQtDiX2cuJ69Nppx2Be46kZjAQlY4KDmxvMeS3hE9wjsyBjP1FVPPrrLAp0Fh4/2qA5XsdvI3/IydK1XweZpowjTjjhBNlu0IFjcpnq4Ac/+EEZL9ge/CQCBi+5lvI8J1YzBz8tzb5bxuYKRQ3qrZk3WTPZfKZAlmX0LAAIlvTms9ta7yfD51zKwmGdknq6IKCPXq2WlfgF8zozlxlJyjNlXyeV3R3QzFzZ/5Tyu3uMnvnGet8td5GXt1cMRvqlb+IN3cT962j0bIx1Q0B3Pc2OCcDKXYjMjDsaA7pJsv79U/7nPeN9oBSfVTfWaTE4blPopp1dn96fjq8RwLNFjDluM5OubnEtj2PBmAVtM0aZjcX1aMCnDN98bTrzPtA0M2J0jhl4/Y5kY3KVfslVlkrv0FwN7pTdIy+vpLmE69p/J3Mvp8pznrLoIctha6vkOkRvQiZCsJpN7WV1QRqb0ThOSZmELRUUfX6zL3e3I6TrqFds/EO1sJii2GeffXTaIjMJyrBy5cpRKxHaAD+JgLQsJXMlR+mYmTmDa7m9hVAHYIsDMvwsYJJV4loWh6H2xTNhHMDJvUE52HVSxTojpJMhI9qxDw3Eab8/y6gzEJxQvuN2RvbUkKbl/pEBX0uscawLBFj88AMoY8Os59hVL7+VKNX2fO0ufCM5c5tef7dvsblqUOq3DsnM9wzBjp66LnaQ7c0Idpt4ZheCma8ZNZruZp5+3QWEBtMCfW0WDVG672yOzfwDGY1euwbUlgpEkvba+a40EKRpee+8fFE8z7DkW0mbjOhlI2/aptDXCREu9Xl3fTPLn43O6Zhcl14vDT4uXWsfaJIFGYXzorpOKiROYFjuLBxUH97RGXYHP/jEtFxi+vL4wtOTD6tme1oR6egl/EOXlg7GM2yjg/Ppy+rdXbqecXbHextYbCGLfqyXSYR58+Zprx2yXauiIRXU0Y7J2QA/iUAJHagMLbPw+HOnJ23To040+DaRGHY8AVtJaunHyclXyXpeoAG0CU6yuMUNDUhOs8qu9rIzJW597IAGagL4OsIy2fZI3A4NKHOfbVQhr1CQaIQ2+vqydY6BhQjHWKtUtKzN8RNI813d+ryw19lv+6PXpdVt2fURLwV6FxWJInr8vRrUc4zBeb7RDgijYcZ8WpnYGIy2e7deMr90k4mv+zh9XzxMYUpa3l/fokF5DZi+hA3DrG+7F44CrHpIlZW2GgSPweM9Rvo1Bb12pGmb8+uZGxw986yigDCNH5gyvfbtvVS6tl+6+x+Wrvry9KSYaJmdHrqW7xlzIz0neBPcKb1DtMuVdN8EbcruDpl9UFD2vgu7PhNEgiNBFQH2PIFdT74sClj4uRL5XSJPfdt6xwottlN0YIB3HEeuuuoqnYPHTW59MsdbCtuD30aorFkqxRkbV6mC7AVbXtLvHgxunW0vG6MYkwkPKsMd0ZkscDBKx7hQVv5ujsehdler6vY8rjWjV8Y7WXga5FX+VsuqJkBTPTBkPrYx2aM5jpE99FiS0CwKACQ7Lqw6sxn7tu11jjl7rPmVKcM3neVvXXEqMVAc8X0TeFTQZsT9wxWDRLxqQ4LYBFmjq+62jxLSD0Y4h0xYteGZOmDSwARCRuFUKnZDWM9ihfeMhUlWEdmQO1xz+1Q+Vln66UJu3X0aMRwzMz8sRZy9Z7m0N26sXVuPyTU9+BZpWiX0dU+TRpnyu9dGxGPfzSqO6hvwfpp2Q7PNE1Wlp+9BKcRlU9LHBjZ2JUhqSoKLAyYGGJ8vp25xqktrgnudGXZm3gvilPvEoZoR1nUhpU5ytAOgTcYEcwxpmMOPhxej/O13ydoDTpMZxXYVPwuLTkOSJKo6yLjkBz7wAeVUfPvb35bnPOc5o96nDfDbCGseu11WJ4nsduTJzRPtSBBQCTxZjzeirz40oIQ1PVmnJXukaAlcrQGbgEpPmEyaeXoCZhbojXSt8Q2vVyrDLGpK+ii/URkodWvwyRj6QMuqSdS8jUyXrH+YwmcUxVrn7Vk4ZAGT4KHlbSRTa1VD8msdZ9MAPgxzrXX4m2ARG/Mcgj9M6pZRn5FCNgQ8ArRxv4NwVjATCRtQrkMXYEvH7ExJvajjfdo/TmKVvgXY+bZvPPyn6+fFcYwaYaZ2N1LIRgMvve5qOZWmHSldS3ztadrDss/m43QOPlRBm3W2z9T1WPx5ngRBQRcBZrLCEQ9uBgYuBF3JiV/okrhREa/WJ73leUZYJqyrIp3Lf2TaiBn5RfGTSCIdr8uLQ0CmapCD1Fc22wUlcdGZh43PmB0VgijUaYksU0e/XucfIONp34HPBbWbvOSeeqaES9avHWCxfk9xRvIwK3nVq16lbGxMZxDT6STJ2k6UqnVaKoQXX3yxHHrooWog9MpXvnLU+7QBfisCssTAgDm5VhuxrH30FrUY3eXo0/Qk2goCezm18oS57u60k1TpsyeJ7keJasXuJgGDfwsRPdS8mqFoBhnUpEof3fPUqa1SrbYQNmqC2icCIpxMyRz5t57eX6+t1pJvQHaVzshTEWj1E8fikkwdtSUETBBBUQnd1tL1iBhp5upN8PeDgrpoGYZ81WTsbT32rOGaXie7bOnpk8G3qrF5UdwW4Dm5afk/fU1R4rSx0CFwtbq/xZiTthBasB1lcTT8hIG+PyyMWEzUw0hCKhP9JqvGc33k9q3XY5WHpc3CIgkJ1zCVE86eL9vemNPUa/V26dn0fkO+65Jqtaoja63Hb1ZMjgysWaHmMFm53S9062utNYb3hyGMo1r85hh4q7Xf3rdKPyH9nhGIh1ZLobpSusrzJPEDaejkhCueG4vTqEojRnMhEK9RkZCFKEQ7dAtYJORYHNTEQ/SG7L7cJyEOcJUhfQ95DmxfWavqgoBFZL2ufXgdgUQ/wLjAi3vw8yTa8VCJFt6h5ilbKtbC95XL9gL6tM973vNU8pb3mcyPAP+Zz3xGr3/zm9+UjsF4lNgTmVQYWR19zWteI/vuu6+8+MUvHvU+bYDfikBN6oEHHtC/G0vnSmPRIpFFi+SxB++V3D7Hide9Q3NbSuQrVmG+gqBJLIsXPG56rJCZ0qBGgCPr0zJyYjJUArGWU7HuXL22OYOdZdyUgrPevpZvNbAbTXdlu7eUpCmdUkLle2YMbxh9GxrO+D1PR944WWCUQQDWOXUU2JCh1f77iAy85frIDB0hFuUOqLl5ogEaBbTs+WBVtzqeaYAfeb0l4JNRE/CrixfrdchjrWptvE9N5njKbs8Cou4Pu1MyyqwV4PZLXBtuS5gAWmkbNYON3ryeL0pcq4jLJIT2ltdoJgu0deIXZBHfgez58HWnTI1DWhyZnnjL/hzdT3o/nunouNPnzh6f71Ijl+b22MFGzJvnJa4tMq8jfb/cXMmU0Vv63hDsnGSZ8ZVPElm+uk9k5RrZqT5fSslaGdJ+ukgtciRPcEd7AD37xJe8IKUcS+jy3atILqlLiPPbwBJ1gFNyXrRUIuRpK2vFi0NZu7RfBpYPSa2eSC7nyrRdeqRnFnwFFaZVO1yCP5Y3gzscIX0DM0RuvlmDNM5araTQzYFWwdKKz0033aT/3nfffc1gmMl/IhE6WinQyQQc7I4++mi58847VRY3AwGCTLCj0IEBPl6PyiXyxXyeWRzZUtgAvxUxZ84cFSjghLpm7g6y4j54SGm5O79Gdth7f5mxz5P0+sDaVTL4+J0alB984H7ZfY891FlL/cRzeR1142+CvYrJUFpFKCV1CyPLw4ltsG91M4ku9hj9eQRt6NPTS88U6PQYChDZPM3oyHwZvctsZAFtAIIsQVxNbYJAFi54XD2KMbRw24xgEskXunR/9P1ZVGjwavnSjry+boZORho39dj1hM4CB/6BPo+ZjR8eP0PydDhg9w+W9fXtMmvWekvyOQIyPuSeIYW5aUBUdnpopFOz8rdk5e0WNzlm3luV6SAEZteVCR/kdftsbM4YuZjHVyplWbV2UPbca3cj4JPas7buXysCqaGP2sOiKz803IOHzc79HAfCPLqwaunhM/7GYqApLwsvIw3kUbqQ05I8mvzMrPOaWQyEDXls7nyZM2u67NBYJF4Zct2O5j0v9Ohn4LCQ4I3PwccIxQ0rkgRdavMae2jP50Qwk3GKEhemi1tZLU5+pi6g6MfPv+sR6VuSmhUlLCxjWbVgrRSCnOx28BzzPXA8zdy93Y+QnhPPay70YBZjuLHzzjvLlgA1MIL3jTfeqOYrd911l2q/szitVCrS12fe29tvv715cuVvfNwBQiOUtqcKrr32Wrnuuuu0SjbyPNS6sLSYWpg1a5ZeRgMb4LcROKnWK8YghJGjOA5lyW1XS3nVItn1SSdrUGyK1kDcYvxMR5Ao64ap9zt9U0OQ44+gZ5okZZORKQkvamjQVpeyrBSdMu3JlEeS8LA3ZQGQjcaN1EnnOLKArypweSPB2nq/pKQ8zv4wz+s1kw3q4iHIaQWBqoLJGtcdW2uvSkG4SszEAJWJES0C+rdNXXaPhUdOFznm9ThKsiPLNrrxicnwdV7cVEES15GohpmKCYC5QpdWKJqf0UhzlxFok8EncDqM+2EPW9aL+piPcM8bfqxxZtNSPOJBjXpKBmzfhiDPd4PAr5rxbW+P11wEgEwvgUUYxi8E/VbxG0+z9kozuCt/oKtXIhYV6YvRPn4cS6GxRmasXSpBjrl0Uf4HqnG5qKE9c1QVact4UVVC5tJz3eJSEZBYKxNS7TMkPYI+JLs8fXjzGVaGqrJ68VqdMuA9MFK0IjknkUWPrZSd99tDiZTah5+5t3Q945xxG4fL9pP1n9F8x5AFZzeAhetxxx2nmT7BkWCYWbiykJ1KUFGp9cjRLly4UEv1nYRO6cEfeeSR6iqI3/uTnvSkjX7vs4XnlsAG+G0Eyrl8dEiFkmllKkp98++R2tpl4u9xhBqTQNgiUBMousi8sXUlAxwcUIY9wUkDFFahtYpK0cK+h9jGCRxvdg3YPb1tJSgew3y8suZRqCPzS4VueJzZf1ebql3rlw2OAIxz+vNKtmM2uqXcDVrJe+zfhVQHoQqveJ0ld3Qfpq9sCF5tU+/t/irrGXxPi/xk3KkCWutcuDLx6xUNoAAyXGsPfpPYmABPKn1LZs1rMq0UAvHgRvdHEKYdUm8gBDPYPLb2zQzzH+W3xtDadZ8aC9gCn1soYVryN4+LjWgNSnqVAa1MDG9fMrel9Q6qASzQYm3vmNeps/VhXfL982SPeIEE3k76/uPlTuDOpRUVeBssIlS0hgWenxe3ns7153tVlY7yekxw5/bCDEOyo8IQxbJqSZ9WYcwYJ+NwfLdYRBj54f6VgzJ9lxnidu8kxWddoJWibQm+hywwACfaTFRkqhnZYBf7xS9+UZnX2euiCvGRj3ykqVPfMegQJbsXvehFzfbQ6aefPu77twF+G4GSLL1ZshpYzciA0vOlhFntWyGDC38ltVVlKc7at6lDjhJcJktLSZmg0qpHr6NstSE9+TILT/AFPJ5sn5I9gZiqQAb9O7WHHcka56SruvWI4TBvP1KZrUUZr5pnbr0o+XxByWFGnW3EpDbjb5mJTepbTznYOOEVNOiQWZOxm3G3Ecezqbn2deP/RrG5P2cVukltWZmPZ7Gl3IU4ajeP2eATOVodoAWQVAaN2h2LoREnFD4/RuZYeBH4yc7b749MxQdlu0q/zrJnoJ0AabFRaRmjU4Y/ssR1U/o31XDzOBYH1UEt12cGM+HgaplWXyLB0AJpqHNcXVxY7wljl1yvSZLvFQ/FuQbTFjywpDPuWmovThOH56eM7xQ1uLtk7vBBNLhDAsW+Ftc5LF7NMZLBQ/XkfVJFQL4rpRnSddKFWmGY6vjGN76hF4RLAGzoiy66SE455RS9Dlny3e9+t/zsZz9TPsvJJ58sX//610ddhs3w+c9/XvdFO4LngEUPd2HHHXeUn/70p+Py2izGFyy+1vf3eMEG+G0ETrKUZcmaEBLRknEUGrZzdVCDt7vqIalW+ySf70pL2kbFDjEUM9KGLnwo4dCgdNFfHzKBm8BOpt/VM11Cf7gErbPrlSEN/ioZmx1Mul/U7gjkqn6X+mybx5mMvlA08rKw3dGZXydEavnfZHJk6EoArEKWS8vE6ynJA+MXP6jbaxWAgKrz8wVxCmYkkEWB8mgawy2FLVWq3eQWBKJcXk1mMq/zALJfgzHDuvgx3IfhHvmmnkunF0qMsRGQB8UZUYLPjgZuAf10bmn3k091+NP+v5IcW+9X8zdHs3YCeNhonUBwdTIjZG4+u1kDebdELfryKlxEZtq/SGb2P6yLTCUfYhjj5sVLIl14RVFdr+cTSvS0hDwl/UltQMfl/EKvluXVSIbMvNEvTh6d/SGR/DQJw1h8FqX1UMrlWCcaXO2/Z4di2jFh4kjvLrtI6VnnS9C7ZT32yQqESi655BLlDbCA+eEPf6iZGv19gv35558vf/zjH+WKK65Q7fFzzjlHTUVG6xjW+rwQslg4wDcge8d3/tWvfvWUazdsjyS7VvDZjSTdjYYPYgP8NgIMacqdZICYdmhpmYxQSVPTJI4WKqs8Hlompf6yOLvupD1U7WtXyxpAs8ydeDc0gB49RC1GuUyZGntY9WpPDWoydzWyZ5VOhbGeZnWtGTsBh8esm7Kb1gAjbgR7L6CU1G64km1oevWJ2tGS2auYicSGFNdSuh+5/+xAMnvY1jE2yITK1MeLXNn6gS4E9GGQrtUhLi3nJokM1UItQ2dCNxD+stJrs3dP1SAVulGBnVpqaKOkuO5NCN2sexMZOKAHz4x+W8l+xPZxJjDDgg59g5EZO2NrWLGigKc9+FLLfWTDRghm2EzGnAA0aw/rqhU/HMhzyqLXknx6GwsAAnmh7xEplfm+uZI4RpSIsjxucHwWnFgSZtBdtBdYaBlnv4SJAsr1AYG+X1XrjCxtJE6+V5L6oKlKYUjDvH8jkvn3L5ahNYOa/dOQIdAbvT1XwtjRxcK0k94luR3nSKfgtNNOa7v+qU99SjP6G264QYPwd7/7Xbn88svlxBNP1Pu///3vy8EHH6z3P/WpTx3Tc/N9Z7yq0zHRPfhLLrlExWiYXKAtMh6Vmblz5+piDx0D9jUedr82wG8j6IgbZdHKgDTKfeIxB49jlpZ9+/TEhy2mMqyjteIsvk3i6XtKfsd91cKU02MlzdxNUIaJjK0sbnDTpDzYZ0bqyOYH+3Ux0ArVDk9Z05DVKsrudtp06GkHaEtAzUniYftZMYI4ee1DB8oeV8LbOjVxozxHtt+QqgQFMz+uuvq0zEZ8QVuNb7LHj9jAzMyn/vDI7ma2soCFROaGpq+DSkOL0A2LotaArUp1LaQ6GUmq21gPPn0P6esjAZyR/zZdske5rksaqrM+0JaxtzIQKM+zAGlTrkuPR9s7TCw06lo2H77fKN61MvF1mqE0TcIangRMBvg0uzXrjwaWy/TqIgkqy7VUDyEvoXROBQXhGSXoFTVw49OewPcISuL7kY7YEcz1cSxOPbPYU235YIYk1bUa+HlOJ5fT3nvfigEZWlPWRRoleUrzZmzfzMHTg38oPk5euPth0qngpEymDpufkadbb71Vx/5OOumk5jYQ/vbcc0+5/vrrxxTgf/e73633doID/vP77bef7L333qPev4UBErLf+ta35AlPeIK0YqyVGRZm/Ba/973v6aJgPIimNsBvQyjRKT0hh5UhzUYJFmTzmJHE+JpTykwzNelbIPXySinMPlKroCbj7teAyb5MP50yeZ8S8FpLOtzHbWTmOhqXypaSIQ87y62n5J5m+5Tm1+3RO8ZBbWhQCr4R03G7uqVWRpK2nZSn2wurzjBdTDB7X9DRNsbJzNONUJrfRAne1CM28v5ueQ1/o+A1sShA4haxGv6FPxFKpS1735DaHSQz5U5UBiVcT2WAzwuhGbJvMv/WjD17AdzPcyLyZiooWQm/V2fyW4O7Vjpok7TdllNfeG/1ozJtaF5qLpOXKKyZkjx6/Hzf4oZEXk5PCEyiq72wV9SsPmnU1CjGU5ZoWSTXI0lYNjP2KcnOCYzIDq+ZSlLO92Xtin4VFwp8spvYVJH4DtGCcTy5ecEB8rS3vVQ6EXfffbcGdDIxGPy/+c1vtDd+xx136BhbxtTPwAm91WBkNICkZSZTRv6uzG38e/zxx8uVV16pZMIpjQkq0Q8ODmrL4zvf+Y588pOfbN7OyOVYKzO0V1gAHnjggTJesGYz25hJD+HKL/aaH11svNPJ7MkOtdxMST5KZ8Qph1b7pPHoteIMrWiORcFQp8Tc6iRHhg2bnmw+Q5aZs1/Kz61ObywAyPZh4WcBt6kRnxrOAPr3KpXbuoH+6UgUh2pxqyY4XT1GerVN1W7dBQJuciw4uPD8ZHMsFPTxOKMVi0aSNnUYa3/8yHd0BGltE/eve/dwrwJSHcERljxBVUfmmAaoDKmDHP+2c/7b98fxsgDh8XAJwhrz6GGT+NgGJHy7jHUuwZvxtrb9pmx9bXlkMrOZGmCuZOb7K/1N0R/j5W6+Q63+7mYuviLdK+9Q/3adMndcHXuL3EB8Qc7YVb5BQwIN5jqlwFihX5BAGrqgi/2iLgQkqqlSHVm7BvdCjzhpqZ5pBRYPLAx478zrNgI2jk9likUrZflEwtiVmx6dI9OOOFme89qnSyeCkzTBnBn8t7/97XLmmWc2RXa2Fv7617/Kk5/8ZP2XgMOFv4855hj5wx/+oCOBq1atkve85z0y5ZGW6MdykfTnjEJi62WkXWsrzj77bDn11FPbKjBgU5WZzQGf3YIFC2Q8YTP4bYiga5rI6qVapqVvKiiDRYZVD9kI1jHiMl68VjMf7TsnsJFDiZfdJ25+ugQ7HyS1BmItnpbilUBXr+k2nPDJ5lWlLrVpBVmJu3vaTInzMMKzGXlHKmnJGMLdyAxZx+dUGCftwevYVOsWTtt2bENQ1JGv9WTo63N7Uy33VH2Pknsjm7tnzj1gdh+xFjPn7iBOo+p2iN9ABqNl4Kev02j1O1npn5E6l8CNZr+ZlSfwFLLRJ9VlN8qAvDcEqDgINNvOQNAf+X6MvJ6V7CHmEcxqLUJC63ASs4ycHjyTFPAyWu/HKKerV9sIfEdgyWegqhPkilrCd0bY2upCIc3aeX9YQLDIcNfMlenVBSpG4xJ01dbVU1nYQBnthhcQYRGLplBYF8cv6ly7F9VMyyfolSBCoCaWJE9AH9RxPv272i+S7xEJayaoh/VmdYBRumk7dEn/miFxYkeCvCMR1apqInc9vqvsc9qZ8tqLXqKa9J0IsnRK4iBzBvvSl74kL3/5y1WAB7Gd1ix+2bJlOqM/FtAPZkTu2GOPbd727Gc/W8vzb3nLW+Tee+/VfvEb3/jGMT1Pp2H27Nlt12Gzf/SjH11nO3rrzKKvz+WN6stYKzP/93//J29729tUlOiwww6TYMS46MiWwObABvhtCEh0hgE9qCdxzRQ58dUqWsIlAISRyeSZT0ayExIS4iMgKa+RaO5/pbTbYRI5pjwM6U7H5Eo9GtyzGXTK1czCk+lnmTul00atrpm/0SMfDliw6nGdw6qVLFvH3lpo92iol9Q+lNGx1J52PXPqBF9IfYAWgZbxPV+zxPVs3n69JSKqaEfIYqRFerdQapPi9Yoo6bVK1Zoc24jbmICZGd9kT9jag8+kfIcD5mZ8hgj+wCZPFx2N8lCzZE+gb0NqMauaARG+51QC1mXlk7EzVmfG8Fq06NNRslzLd6aFNy9BoUeian/TFlYDPvK1lbXStfxeCep92iLAzEUliF0Wj42mzWyE+xsTEKoY2JCY+11HHB1b5A3q1mydz8Ip9Gq2nmAFiwofDPpCrySM3jFfj6iNugg2VBDHTSKZsesMWbl8UCr9FYkaiTRCV+5bupsk+50qr3z/Czs2uK8PvIdkhgR7TtyIm5xxxhl634MPPqj68ZT0xwIMZtbHtOY2xH0AzP6VK1fKlMc4lugXLFjQ9r6tT7aYbVhAURFhwbQ1sGLFCv0M3/CGN6y3vWJJdpMcsJg1M0NzXJ3VEmVxq+c3pfqgKFG1JrVIZBq66jworErdy0shh6wqphyhNBbdIf60XcXvnSMhxh2qXFdtjsNpNi9m1I1MmOdTNnya6ZL5k9WaIO22le4JznzvKd2jEjcSBFT1k/c9zdgJ9ozZrXeO3XX0vgwQ/3CjY0GicqqbaLpvmmOy8bn5TVTsN3sent63hnOkY5lrz6RoR7DgWx+nY4N+IFGdUbhBI5m7npfLnDv71O8FC4cWkMFHOnnR3yb0o0ZFOtfePzyIQBZOi2NgnpT6HxUXAqfK4cYSEqCpCCXIByNvW1eDGD9VIVQOgPjis0CKI4lpDeWKKj0bO4EGcsOaD4ytLII3hWmSVPtVD9+QNwvaq3cQwRE06+n1R7L/k/aWVYvWyOoVA7Kwtrc84dS3yglnHCP54sZVA6cyYFcz8055FrMp+rIwo6+++molXzG6dsEFF6hsLoHl3HPP1eA+VgY9i4f3vve9ctlll8lOO+3UDBoXXnihln8Bc/EjM9btPcD39vZucgSNEvzy5ctVeS4DAZe2x1e/+lX9bMdamaGygpodmgWWZDcFQe+dEibZOiVXJW9JLNXBtSr/KfWa5IKcuHFd6rEjucATl9Mw5dKI8aS8uGFqPoPWd/9yKc46UMperwbNZjbfRTbfr8QwAi9z6YWubnGwk0uRydmyPYEKZr4ZXzKBh946+yELZxHQaiObbZPN36N3rlk9HIEWR7h1hWqStoBPZkt/30jQUlJHN51yeWZ1O75KNuve3T5Hns2xayUC0xaX8T+Ox2TIOn63gWPQVTaOfwjT1KnIYA1rKhojwWtmGkHH6loz9iRTtes1Y29UdWDXZceIQp36vZtRyfRGI81bXiml5fdKMaQ3H+qipMGKHwZ+Y8AQNwneiSsxlSTIc5nWgJfTkj3SyGT1OYh59UFlzcMbcetDkiBHi1c8Zf58l1aT3AILU8yOEGyqalleSXQqqWBc4XzXk5322ll2e9bp8tTj3zpuErSTGQSC173udWo2RUCntEoAyHy9L730Uh1RJINvHacaKyB5MW/PKF4WxMk8Ueb77W9/2ySJfehDH5Kpjm09JvfsZz9biZOtINOmz/6+971P3++xVmYwQGISImvtjAdsgN+GgDWvM8L5Lh1jSnIQoXqlvGa5+GiFxI40wtCcjMOqRAQIBEzwy8Z3u1ZXC9Ign9OTNT38cNmDUir2ivgwL71m0EWSVkVx6iY4EVjJ2E15HinaKHXbakh5kLJtzgToVsc3nMRSa1F61cb5bd2yKjKkPCemNk5bD37kluuS5uqM1KWjbxwzxDT4BYEasgRS9NDQNmUqSrpxPq8yuuqANnIJv4GWf6ZdT/bKYiZ7DZTbHTFlehXnoYzaai4z0o995Fx7HCnznRYE9rd8Rq0LmHXqC66n/AjTdqhqsB7ed6KfAYfW7KenpEr1JkCDvjqkokhZjIQhTwk+v/IeKVWWSOQw++6qlSsWrzq/HtW0RB+nrHk/rquJESV6TGKcKDKZPBUBryCB75l5dzJxevT1qsSo19XLxs4Vkl2jLA4ZfH1AHMxncNhLM3csbNWvIOH76eroZzDnGOneToJ7Fmg3Bkq8X/va1/Qy3sQ+iHx/+ctf5KGHHmrexsIic+LbGnKo2wN6enq0L96Krq4ude3Lbh9rZQb2PUx6G+CnKHxkPCNGkMo6q6wBbqifmqsRiClhRFNTljEBiZN1Qt9c8prNq7FLWJNG5GqWh7c3ffuovFa8xbdLsWeWlHM7aY8URj2Zvs61U3ZP1eHI7Nl3sXtaUyAHaJDTII52ekFn7lsDphLRtJ+faOaNut46IHlv6cGja0+pmoWDSrWO3HxD2XAc67FxnK0yu7QEWv3bdeoeQh3jVxpAKUEbngDBn5FDadGuj4NcG4mOYN/I3PjMlpv8DAnCZsFFX4xgPLw/j3mw1teRmNE2tq/W6rooQ/J2+NnMEoWFBGVuiH5Jy5w7Y5PcF6Gv38z0DROevry75jGZVllgZtFVTCmvpE2+P14M0Y1xSlPBoWTuC+I+gRmR8/Jq9hJ7xHZsX/MSJA1JQuTvusRlnwRpnOEaCNyQ6Rf0+yeY2GAug887C0UWGsga8YLTQJIgYpOI+HseLd3PeMd2E9wnGgRyPOG5WGxbjLUyg0ASs/RUCg4//PB1SHYvfOELt/iYbIDfhvCLXSpNi7tXrdwn+e4ZeuKrDqySxEWRriYBs8xOpCX7IDasepVOdU1Z10EQB1a92nTmxEd0BWazIxKuXiClUp9ExR0l6d1DotRJTm1fvZwS6VTJTQN9nxSKJcnle8zse5pFEgy4KIsdBzqyvSgrM2sNWYNuPRfoSB4LCDJwFigjQfBqJcUVSpT8u1Kb2dBwDNqwZSV5M1PN+JbZky5iCORpj3ysMQVilGoVoN+ePl+jtWSvcrMtyAofnqtTErD/a0NDmi1TNm+rOCirH//5pGkpm6nyZWNvuiBoHZNLR9/8yhrpWnKd+A18CAxJT6WMWSSi/BebsnkDoqILYaihJXgWDDyAEn3eRTK4roI1LAiDZLV5L7F+bRifA4fKUL0iDiX7OBQnqkic68UxCfIAKj8SewXxtNbJYit1hGNk0BHxZh8lvc861wb3bQgEdf71r39paZiecCve+c53SsdgEkjV/vOf/xzXygwMevDxj398nfssyW4KgDIrLGosTelPquoXRKo40TljqFCMy3E+pDtPGToUT4MMQUWzRh/NdjMnDqmpHseSL07TGWWAiI1bmSu52mqJ8jtKXNxJGvW6uC7ZfI9hpqdz19xOMMwRxPBWD4cZ6XyZKO/HUWL06EecLAzMAoITOpk6CxCMZKgerHcozoH130q6Y3aeDDenX2C1PfUDXSysNyhscaDYuFlN63Noz9hNKyM4nUWhHk8DfYH0/Rpp79q2L+UP5CRXpG/PmNuA5LDXbX1O4istFnV6G5KI8neL250Zu8NvPVK/goxUBwjYgRNLceWdUqguN/m/4+lzhlRWlEaXYOpGL8iMVjqB5DSTz1jzlOhjCRyydsOiR3ufErsawATYy9a0tO/QPoDEhwRt0lByZ+KXjEMglYGwIrHLGGNAGUN7/Zmne4zBzeyjpeeZ42f7arFpoHWPa1y5XNZAT6kYxnypVJKdd965swJ8ByJeD19nrNh+5lQmAWCz57tnGtvVKNJ5YrJ5dNzRAneSWLMhTryUlAmWnJgbkQkM2keLG9JoRCoLmimDhZU+IyPKiJQikaQ+JIX+eVJc+5C41TUawAiuBGqybsrmw+NzNanCuKdH39J3NhmnYeNTMjc2pMXmyre5AE5H81ggsGiARGa07Y0M6oagVQeeG+GbwX7DGQgps2NtWtCxM4h+ENdYDGhvntubXIBNSMtqOdvR/Sgb3sO/vVv3x9w/+8l66GT+ardb7pfqUL80tPKw7tx7+/6NtjyLGyMFjG/A8AImy9g1cOfNAghiG22ZTKSmeX+xW8fM6LFTks+egFn9fLEoxf5HZdrS/0ixtkLvUK1519NKD8HXjXCCy+liK1RPl0QJbixq1GIY1rxnFgFGpa6gs+8Eb8bjEKuBNa9GNIz78XcexTqzANHxOIRuGKOD9El/HxlcKhPp8yg5URIJ9nqKDe4TAMq7lHnXrFmj5jIoqEHcgl3/uc99TjoJYxW5ccaBpDcVYDP4bQyCarNMnxrNNOqPqAwoJLuk0dAZ4ljy0ggjJWJRSmUcjhO6HzDmVFaWdsJJm+yMOei4of3poGu6xPW4eWJPorXS1RiUuLZSKoVZEufRsu9P2fNdJqNumZOn146yHUYvjZa+uZbDsTWtViTX3WPsZNcDLWNTsq9VNchnWvQmWo1YT25gSo6Ax+N5bKtwDEz9Vi169md67+l+VdzGuMKpkE26L4iE0BeoFPCeZzDOb6aFkBnYbOLD0yoMUwOqE5AuCDYIZtixm61Xpdq/VlnqrU9C60OlaqOGIc8p83z4tbGYya99RLoqC01WjbiPF4gLiS5krj4WX/BiN9+NOnavkN1qA7pYaJDFq95+Q4N5yIx6gJCNIz5z7xFCNiXxpSpeXJck2En3yfPoaFyawdOLp+KkIjmMONaRpqXfHykJ1AgLkYG4Euxz7HZFqJtMQDkPjXQWyLTY6APDoP/sZz+rSnrooncUOiBAf/nLX1YRIsr7/L0xjKYCYwP8VsTixYtVYKL1ZLd6Zb/UVi0UJ6CfDk05lNWr1khl7SrjwY0hRyJSq1aU6EZmHkBnTkly6IUXiF8xI1SRhE5O8rlAnKG1GijioYr4FPsRH6kRzBwt/7veanHdBVJO8jKY30kiH+naxJSMc3ljV5s6rWXQErPjGi/0JNaAU61WtLfX39+nynNsz3FTBcjl1rT13HPFtU0Sm7leMjasWU97TZ8RfknJcEGxpK5sGciu17le2/B15rTxTl/4eG392+dLEtbbr7NYyuAXiio61Fou15K3ksYgqME+H15gMPvddj0oaMbrqf86Yjsr0qBOMIdXIapSRfDWbQiQUbV9VA8eeq4oPdXFMjNaJkkSCp9i6PiS8xwJY8hviRLmtORPAMd9jp8y5jO+OgBIPDAodQmkwOQi45KI6CS+5H2U5RqagTMe50VGqbDuFWVozTKJyNS9vHjRaon9ksQDy/Q7wmPI7ONwbepKOKTnV2XNa+buSHnHJ0gl9yTcODb529gSUHKGFZ75q28RhyJ1E6SN0emAlJWx5SnJ04dHC51RvfGWQLUYP2Ie2vYEeP7eEPiN2QA/CUcrdt99d/27aZm6fJaU3VBiFT5xNLj2L39cWe305CG1VcplVQMr5iidetrXJFAEnicNyE9aBSiKw2hTAqmqLh4lcTTGmd9OGqLVU79HT+QwojnRkdFP8yKZ7q2RugxJtThLwsCw4UvFGVrG1hJzujLOZFzzuW4dYcsIdkgy0teDhZ5lxPnAGNtIPF0rATyXiuCoJqoBZXa0+Nuu+8iq5o3bHv3khnksF8rp9VTFT7eHw1Advq6jY5XhrzCFi2pUl55UtIIKRaPqt7vJVdqv1yueLlDUqIX3G6tUFlJhTbkSjDMa0J7o0gVEBhYQUY12AWJCxgAIt0AzTwd3YngBwKJooFKXmbN2lQhr2YRFV14kHhZ8CfJ56SovlJ7qPEnIslVilz57II1Y6+nS5eBACBmOsTTRPjjfjRxBPNclPv7tsYgfw63gel1bHywq8i4Kc3UJk5zkqHLQb4cZj9Jd3wqt/viOp2Nzib+jZvBJzzQtyTse/XkEbnq1wpSKAps+i+NJtPczpHDoi2VrgADPONKW+mET1NFjBzfddJP+u3DhQv03UwfrJCCSgowqanUnnHCCXHTRRdqD/9GPfrTOiNeUxyQg2Y0HsIhd39/jBRvgt3KAJxhyIslOJsnq/WTp0HJxu0uawRMUCDTJwFopdJckxGimXJZCnpnmQFwnUdW4eh3t9EB68nmJymbsTfIlKer1PvE5X8eJFHpnqEgJAd2Q6WLJ9U7XhQLBR8vWnivTvFCmhYukHhek3r27xIw8Eeinz1RxGxzgPNc38+EpKLWjRtfd0yulfE5Z+FUG+FPQL6+isU5/tzBTCoWi1LqQl0U6V3QBUPWd9u1br3cXpToUiuT4Wpak1DtN4kZPyjUwUr9RPM0EYfgKQV7CUqEpEDMwVFaS2PQZM/X9ZtwvinCDM2Vk5uqTaHo6DBBpT7yeH+YimLG5AUy1RfL063t0AdB8/YzppQRHgjcVB54vK/PDT4haflEmwOclKHbJ0OCgDFUWSQmGW9A1POeexJLP5STf/5gUhh5QtTnJOYYAR28cjkUskuc5k7q4XlGzNPQSxPGl4FEFMgIzDfVt75V8Y0gcNy+NBKZ+r+Qxh0EzASKe1yuFhHG8hsTwEFJb2EG3IAVGMXmvcIir9klYmilxvSz5nhkitUGJ0Tkgm0fshiqM9vo9yR/+Qul60tYr/5K5E+DJSrcELKrIXqmk0YdGjQyhF4AJDCQ0wKJYfRamOD796U+rcl7mQY/YDkY3BPxNzeZPNUy0H/zWAOx5jIBInlpRqVTkf//3f3XBtqWwAX4bQ32/IVulJffAz0mNUbZCtzTqZckhgiOest0LMNJjxELovQdKkEM5nczaTdBqr0qNvjDkurihQiSIoaDAJkGROr/RX69VjHBMvksZ6kpPi+lNh5ILHPGGFogMPi710q4Syo5S1kqCIdQl1USPxcDYzZK1lwozjUsdQb481M5IT58TvgDBnX4/LnFKdsvh6V4x2280gzIjb61z8CwI2ioACMy0jOfxg9UxuXRRktCHTs1rdHsN2O1CNq0yvRs8Eg3oZlzOLblKgmNm3fO9thZC6/Zk98zM47HOrDytgtZXy+Ii78ZS6HtU8tXlmhU378OLwM/rZ0U27Se4v/H8eZ01R+WQ1+pJXVyHKYyGhFQDolA832gV4GmgSnT01lGocwKd2PCiqrYbWNBh84rHPONwQbxKEidVRFyzVuY9vFLiyoBUGr7MmLlMdtt3lpSmFRFESEl1rvbf80e+XLoOnfwz15m+OMpj1113nQrArF69Wm/jOguB7GQ6VXH00Uc3/2YxdNVVV03o8VhsGT72sY/pqNzIAE8Fi/tGE+Ati34bQ2ffXV/iMNIeLiYuXp4sd1BNTOoEYCRBcSiLYg3sjMsZJr1RZFNb0MTVoEPQoIwcSaAsfSXMofJWr4ib6xaXQJ+Glqg6pCNSBAoCCCBAxg3MQkMpDc6X0rJbJdc/X9XMYLdDrCOwkg3rnHQKjoFSPEp3LDgg3UE+a2WaZ38SdJG+heTFY8hcyYYzVrsGtPWw7UeusNexg93U9XV2uBkfUJpZk3VzXGT1Zpqhbljy2Luup59rpGqRuu3VzwUSJDawrWx5Fi3oy3c5VZmx9k6Zvuy/Uqws0b67eV6CMJm3K3G9Jn6MQ12so3BkztgIS6pOx+JBWfSMpbm+luZ9ghjSxJTiXT5nQzbU8TiMXcKahLzPQUlcpGjjRCcvkKJFxc5ICVfkvtsWSH2gX8o14w3ft2pQHrh9gdSqdSXaUQ2KJZD8U143JYL7+oAf+r777tsMjFQIMqIa42YA69CpBJTQ0EIfCV5H5lHecSX6sV4mETbUNkLdLqs2bSlsBr+NAWuekTICB+pk9UbDOMsVYXQPKcOeWXiyLoIzfUTa0Do+Fzviwrz2PIlgqieMfxVUbjQOKypsQ5ZO1qYndgRJKB2XpilZS6RmmPWJK4XAkRj/7jRmG4W9yNjV1pZLrrxIwtw0Cbt2kYrONzuaAUOUa2W7A/ZZGaRn3iV+LqdkvCSMjLBKG8z1LDOnLJpp3KtsrOdp3z6zkVX+AdWIdD9bGs83Cp27dyRf6DLSqhQUUgMeXk9cZQ7emMtsCCpVmy/qQkA93XldSmxsf73sHD7FjrJaZiz/r95C8M5eASJEamQTxuJFDfGpzhCktUXjSj1OJHYiCeKaeNozR4oWsx5fgtjwNlgw8l2Bx5BzG3qd0rPRna8bcyO/KL7K7yFFWzRu7Rxvcbp40XIRbwdZPHexchBiFyVAvBAiXXAktUgWP7ZS5hw6W5xcUZny+T2GjTemMhgpgyuDk9dTnvKUpuY4UqRTCQivjBS3AdVqVa699lrpJHRSiX7GDCN4xuWAAw5oC/L8hmkrZSI4Wwob4Lcx8t3TxEfohLJ5sVv61j4uQbFXfb6Zp1ZWOqNKfsEE9xJMdebDQwkCT0JOvrmC+AGmM4jRVDS7C3xTPo9qgxI5ngZjlbLVkbMhyfm+eCwiKBXrSFMsCcpnuTRjpG0QI+piThB+LpAgrkhj9QPKtm6UZkkU7Sx1MvauLjMmR7m42rLqpDTcaDSFbswMe3dasjdjZRuCWWAMy9wC7GupFFA2ZubaZMhmf9qT1zl5fOwNKvW1SoRjzp3YSYWgAPEv7dGrkE6uYAI4zxdz/O3COzpSt8GVA/Pnps2QNqB1vE1S5r3jtmvLs0DodsriDywQd2iZlBtl8aJenUk3MraBlrsJ7H5UFaMDx6ifrxk6JXr09724IuLxmefVnChESQa7WIYn3cB42ePeph1xFnvGNIaWCCV5ThJOrktcFbWpi5PvEZfRSScQt9Cj2vKh36VVijUra8r7aESYIUHiZLFlDGRWrxyQvfM9UnzWeZLfeX/pRLDoZLQs+3sq4K677mr+jRZ9q/84nz2l+ozs2zHoEJId+OIXv6jnC9zkKMVn7SIAh2vOnDmjthK2AX4bg+BU7N1RBlYs1CBTq1Q06FJebzQosxZM2bVRlVypS+qMn9FIwYSEWW41oqmrmYgGPgRrGlXVp1cb0bCuiwTK9pz0GZ1pqFpaogQy9SxHdUwaDL4rEY8A7nuJNLT0Slk31AUAx6dytZDcKivEG1wkO5UbEjuzpLomEK80TZnftBZ0PyOFYJK4zXyFzJ4gqjPTDbP42BgoyRPwtCWBgE4uL7UWVzsl7aHln22PtGt1qHkbgb51Tt143RtW+2YRqKmI5PLDY31k2dWhZo+fPvuIB4jv+VJ0KhIMLpJC/0rtc9P/bhYzHDgUBSU64vbmhxXxVEufEr+vQaURJaZtktTFiX11EWQaos72LNTiijjowdfLErklhtwk59J3x+qVRUOg1xthVUJdLCBiM2RkZWnjNBC0KRjdeJzi8r3i1ZfKvEeQtK3JUD2QvBdJI3K0gsCJkN7/2kpJup73YQmmbZ795faKiy++WH7961/LAw88oNWBY489Vj7zmc9o3781q373u98tP/vZz9p0y7EJ3VIcccQRzQxwfaV4juErX/nKmF+XxdYBGgVg77331u/KSA36scAG+AlAoXcHGVyzTBphQ2qQtCDcGTlvGqfiQpjLMW5WN6NYpE9xLJ5PGRfv7UADMhk72RUWs2oWUx3SYM38Oj14Vb0LqxqIYY1riR4GdJ2xOUezulhNRWJTTo8iyeU8CRuJxGiYI09Ktgv/OihqVpmXIfEqiyW3ZkDcwaLUgulSLcyU2C9qNk3WTeZJG2KdFXJChj4coCERqsStbwReWEiYWfy0b7AJN7otXYFvrMRPIMukas2h0tJwNDvmko3djbTANQS8QErxkOSHFoo3uEz8xGyvpf9s/3AnmCP38ip8k0tqLKXS7fAfEKkT2OlMJHWWCqb3Dk+C21GIo0TvFCVmHA/XPZcqC3ryXG9I5AbiqyIf45I62C8+okmMw9F3Z169PqROcIzA0YtXLfqoJqtXxzLUx3SGnx4XFQoInnz1HFnaV5KFM14oZ9jgvkmgBX/22WerBzuf0//7f/9Pnvvc52p2nZX9UZ374x//KFdccYVmbOecc44K0fz3v6aFsyVgvIrvIZUHxgEzL/gsA4RwN1WqEdtjBp+B0UYqLr/85S/l/vvv19sOOeQQtQDO9By2FDbATwC6ZsySFfMfUBYypi9eoST1oQHD6iZo+wUTBEow6xviu/TAfSXdsbqjlM3oFP1ynRlP8iYLd0zQbxB0YEwLJfyqXpR0VURVzYys6aKiPqQEuYhABAkLPkCqu56jrxsnEqpbW6AZphLy4ACQ1QZ5kfqAFGv9Uhx8XCL8wis7Sc3tkkZAZl8wCwICV8UI5YxM2NmnLnBSUPY3VQNTovZcTwqpYp6an7iGWKhGNWqHunm/UOMwhwpbahebMvhpbbAYyubu1cVuo3axmZuMIwXfkWJ9uXjV5ZJbu9zIDMPqH/nclNWdQGqNUBnoymJXxntqLkP7ArdWaicJKoYo8TFbD8kSZbqCuOGQOHlEaSAj8lBsbhMJWBXQJsC/IDWQQXWO+31sX9FFIPfPd6dEurz4uW5x6MEri96I90S0RgYbEvgY1tD7Z3belYgSSpTI3BUz5R+PHibnXvrMLfmab7cYyV7/wQ9+oEGWMb1nPOMZOpvP2Nrll1/ezLi///3vqygN8rKbay+aYa+99tpqWuaTFZ3Ug89w7733qmMcLZas2kPlhwXb73//+1FpGdgAPwHonTVbxUGG+lfpj9JLHC3Na19exVOq4vX2mB4sZXPHF4nqyoquNyJVK6OYrsz6rKxbGZSGl9fRNgJzVIdZ72p/X3XW44ZElKuRQC11SULml7Lo1bSkkNMgDVNey8pkjRF9fxPckdFFVAWGNqVgjyqA9upzJvA1quIMLZWACgGz20GPSPfOEklekqBHFysqW1ssSaNaTQP+ejLy1DUpiiraTmjryXf3No1fDIxBjTFlIWiHw3axHFO6ex2dgxCXK7RL1ar0bXmTJXv2nfcdKTRWi19fIX55hXFs8wLlLxDcs8Onr0DmTZkck7uEConDqFtDnNR1jcUX3ME6ffhYRYh1cgKyHsS/MCSTD3U8jqDvYHMbolbnis9YpEdQ9zRrR7EwkJp+Vpq150oSODVjIOMVJUA7vj4oMRawLIkgXpLBl9eIU5opSWUt8xPiSiiJU5RckbZKrFUjyvJ3Ld5Dbl96iOx31J7y1Od2mFjKNkImtpMxoQn0tONOOumk5jaM7+25555y/fXXb1GA/93vfrfZ247GbtRi2+FNb3qTHHrooXLLLbco8Q7gK/D6179e5WwZ59xS2AA/ASj1zJDuHXeTRY/ca1TAVNUsMOXwOFJ7zggd+sDTDDCql5WQpSxpSr2I0cZIvrram47yRe0Vk4U2aon2ZwlmZO6NSr+qlenCIcL5LVZhlrzvKulO57M5mXNp1LTPHTk5SRBhCV2JUsKcl++RAEFUhFhixHAZ0XJVOz8T7DGjWywaGhLU+8UZiiRPj5eg7XeJ072jRPSU/W5xu2bqnLxLXxyTGp3ZXz/rfkMgJrdK68oIu1jZxN7WG9MRyPE8ySc1CSpLxId7UF1t1AJR2sNlrtXoVg/C+MRTRUGpiHFALxwSn7IJ7Q/kX2k/8Bkz/sh8e8SMe0pQpP2ROM0Fm5OUxUNGVtskiQrWsHAIWMConzt9/bwGbw/ZWbwKnJzkfFfL7RgV4dXuw8fA2wBSXX1AgzwytG5YUUU6eB6MyeXU+IjFYyzFoq+Lu0ojlv8u2F8eXjVbDnny3vKWj71Yit1wNyy2BPyuzjvvPDnuuOOaGRgZGqXz6dOnt21L/72VILc5OP300zdru9HajU5adGCJ/o477mgL7oC/ES2i3TMa2AA/QdjnqBNl7j03i9O/RmIH9rRRqlOvcfVsD8VBGY0eukqmlo2VakwGh7FsomV6sj4CrDrM+aZMj5Ao43cBAjhk4ynBjuCC4I0hxMWqbEfG6xS7jfOa1ExfP1VhU4a3jkqRw5q5d+050zv30WWn9C7KwCcwajDB0MR19FgT+n4EMB7TGBRnqCFB2s9O1rjilqZLlVE/StZeUby8I3lkawmWKYuZBQcLBs34R76JmyDKrc+u1vxLsGV2PJScz2haWbzGkPh9C8UZWp6OsIkGSbLfDK0tAVXH8+AMFCSmt43ITFzVd8rTkUQzNEDgFyfQ4AkxkuoIErVk0yjxsQCAPMeSwSNHZzYdhb4IkpuZHvBxdMt1SVKrSQS5LuKzDcSpViWmBYCFMMcQViUKusR3Ix1/oyKjnvNk7XnY8gy2e2aWHY6B1jmp64fSNb0o9RWhVMuhNJweuXH1EbI0nibHn7qfvOtzr1A2v8WWg178PffcI//5z3+2yv63p7J8pwf4Aw44QJYtW6ZZfCuWL18u++2336j2aQP8BIFy8ylv/Zj895fflLl3/bc5Dx3HVS3temkGTkm7Vq1KjuyRcr5QPiWLF0HmncCu+uGM0NWqUmcOOo+3e82Q7mBUI6la7TP+8SiwEfh9X/v9mgHjUc88N2p6jZoGaXVhCxs6XkfAjgjkbl5ip6KlYZ9+Mlm77xtXMh7jBqq6R4UhCvE/C3U0C4IIGSycA6KuVs/pWdcHJM9sf5KO5lXmSj2i/RAZcZZSr7gNHMs8DWI5d1BL1FibKuM8HBA/MONqysyvlMUNIunxqDpE4tdqUkiq4tCOQJt97SKJq32qzU9JPB94ZkGVgvExJw3u6wJGuYckmpautbIRJ2oWky0I4Eno4WkP3VUxIpjyTlxVmVk69IZHUBCnHkmDzxmvAO2/RxqMWchAtiNjxynOdwran4dc6WA4kwZmFmJk4wG68GTtji9eriR+XE8Xhz3iNTAkMmRKdYYrzhCp9olTnC5JrV8cJHNTMmFpelG6ewry6CJX/jHvKHF6d5AXv+xwOeXVT7PBfZSAOPeHP/xB/v3vf8see+zRvH2XXXbReXVEaVqzeE7u3Gex/U5fvPOd75SPfvSjzTYNnAwkbOnFtwovba4vgw3wEwgC3wmvOEdm7rKX3HnNFUowg0WvanQ6nhTrn1puxwqU62SE6Wy4BggP9TgCgMkICZz8x2hWLoe8bc04xXG9GKi7G4Yubuym/vGOku3I36PqoLYAEDLBiJSAnLlwecW8MLxB5hlRmvdyEuELns7Nk227zIc3Klp10NJzKrNbo0/NS3MTwRjPzLQb1jrM7iYzzTSx1UQHs5SgGmrWqR12JxG/RjZfUyY6QVWzexYpsNCThuTDWNn7pbhLZVoJ4FnPntlz+uhq86rP4m64BKBrCF6/r1k8SRKLHXU7r5U1IOvkYhLg22cydSopCBDFrjTQuYflrkx0SvSGF4CBEI/kPfN0sRYaMRu/oL1xSvQq58sYHKOMUaw8CkbfWEypSA2fLSS7IKcjdknsSeQX9X5G3iLIlYEvSW1ABCVDPguUDQvdkjTKSrgTFjww9LW64milBaLebkedIHuef44cW4mkWMpLkLenh9GAxfG5554rv/nNb1R8hvGnVqCLD7fl73//u5xxxhl624MPPqjub6Odd25l8OP93srCfu973ytPf/rTpZPQiSS7F7zgBfrvy172smHvkpTYe9pppzWvb0m7xf6CJwEOf+ZpMmP3veS/v/i6VMuU7N1meVf7tQRO7Er5lx6wn5eoUREfQhZrgUTEx0qUrFI1zj0NvvXY1fI+QTuqDEg9rBlSFouCekXi0BDMyN4p36v9J1+cCB35nNG/x6Oe7BIRm1R6NSC7llB7vcrA18xVPW4NMUzd2TydwXborTe/jGpkq4p8bO4rg5sKhGuc0yjJB4F4GKZpST5jra//fdvEGP2IjUdeNRa8Gnh5v3WSIFBHNqRo4SV4kBNpLaQ/FAL68M/KeM97iNbAhI+NyAymLmoYA5SXwKJLpFqjRJ+IS8bsedqfpyWjYkUh7gP00+FVFCT2eF+MmUwQ83462vtnHcTCLvBCadB3TzxthfgsqnTB1i0e5LqsGlEd0NK8ME+vfXzOirQTUpVAtqRk7wWyZqdjZP9nvlN7w3nbah9zWR6G/G9/+1s1nMr66ozDMZPOv2eddZZccMEFSrwjG2NBQHDfUgZ9K3784x/LG97wBh23y6xFGbt79rOfrUz+V73qVdIx6MAS/TXXXDPu+7QBfpJgj/2fIC8452K55vJLZfnyVUZ2ljnkGHZ0qMQ7FXtJFc7oueIvbjTNUB5Lx64QhaHX66djcrDEg5L49NmxYq2XpYEcebFHwy2COOimG7c1+u6+OoipKh1lYCxt6YkTjD1K9OV0pCzS+/KMYylJz4isoKBGEIwasLIJ4ml2q4sWKhJk6ClxT2sNrkq8qvMZ4i81DFQwUzHBC5dUFi9I9ZLxk7WrYAuue2S1iMBoBk+QRcrVN4pvBG7qEDkTgB0HcRneMOoQicRhrNwB/OEdxtOw8WFBwuhg+pk4YvT6s2tqC+v5qlnAaJm+gsZwiZ4RN0SK0PrX9w8FON4MgnSMY3uo/AKH96heNjwDJHNxEqBiwPifurkbLQRfFY7g7ZkqQB5GPJ+p9nAKEjBvj2EMPX0qL/Tdgy7xmKNvVESKPeoChxRtUukTJ0f2bqxjsaHVzkZphnQ99U0yeO/ibf6d71R84xvf0H+f+cz2sUJG4WBEA7y/0Xwgg28VuhkLIGN99rOf1Rn7DAT6L3zhC/KJT3yiswJ8B+KEE04Y933aAD+J0DVthpzylo/I8s/9P5E185XEJQknYjMOlpAZIoRDANUZZUNoq9dRIDP+1/SnVaeuUdUApmprTLFVBrWsni/AnB8yEqt0ywvdpvRM6EhV3sx8tq/sb3rVkPL8AprmsZqWhNznMY5X1j5+9hjm8h2IXsq8Rz/dk0hL+VQZGiqlSojKevKaQSOrolWISNyopoQ+H7lY9qmN/7pEaKHTp1ZeQkMiT1TAJaAFERIUG0arP/FUtx3SWhLG4uTQiMd/L5HISyTgPUtL9GTMro4ohuss6U0f3VQUPMlLxFKJRROVinpFF06a0TuRxAmZsGMWMcy+RUZxkFYJgZvnVs6ABnYybSoYofbODT8hpyOIDcroYnrsWmHhM0OtMCjqGBxWr1FUV7IdvfkQBzkWgZTkKe/HOfGZd68NSjnMydDaIXGdIemZ0SV5KhFeS0keQiQVlJ32l65nnitucZqIDfDjhk0pNIJCoSBf+9rX9DJeeOyxx5ql3JHjcYjtdBI6sUQP4GWgkZC1WCDcIWHbKl+7JbDsmUkGetlznnyyHHXaWepoRlABzIwTcLSETg+GHi/ZJLPR9FBhX5Nhqo44GX9es+d6uaxZOVK49LYRckFohRE5Jc/VBpWMR6lW+7OpeQwZOvuCkEeGyFeFFgD3aYAjYNMK0GBPZo9nPapvkMGY9c5LrpA34i0RkqsmWw8RfYldqYY44pmxNs2Mg8Aw27FlZfZeFzRxW4XeBM2s/x1qluvqwsGUxQnWkNUog6tWfRZgN4DMAY7gTCldR9SCogoNhYmvx8drRqvdj6u6AMmc33gcx0sbhQpCPaFdwoIlES+umeNDCx5DnwSVOtWM0eOlIsHrVPlgfUVUayLJe0ZjP2TUDlU63sekbrTz4V0wJcGChwWQj1+8WgRKnMOZz9PFx9x5Q/LYnY/Iow+tlEWPLZZ7blskKx5fqceiCxg4Hl5OggOeLT2nfEj8ruGRHIupjdmzZ2tffyT+9re/6X0dhQ50k7vlllvU4ZDqDlbGXKi+cNttt902qn3aDH6SYs5hT5F9Dj5C/vmzL8rqRXNVMpRgrwE+lUAls/WcSBohVCyj3U6pG+V0ggDBF+EbRrNqiOYQ9D0S/7o0CI4uOvKBhPiVk3VjhpIz7mgEV9OPJxN0NAMVxvUc+uymR67Kehi+6TIRtzvK+DmjcqrmMTVlvWekOtoHOqPd9D4nuGnhWkLY82T8dfrRZnWtGviM6SEAQ2CnT88YXVuJPqeLC0r0KL9p/z/ALpW2AHa7eQ2atCxoDWgbgrI3xDmqC5TX41iPKXAh9ZGhp4hzzZl3JQQS1BlhhNRIJk5NAu2AdApAiZE5M9NOWwUSJEl9Rhqk787xUWGop/K4cBYSHAFrdR2Nc/XxVTV8QfM+CnoppmiwT8KaRPTZdYFnmPOuatwOSpKbJiuXLpe1y1artCwTDCEEvDiUx+eukOKMbunuLapMbemYN0p+r85wgrMYBtr2lOSZp0bTPOvB03//0pe+JB2FDuzBn3/++Vpt+c53vtOUpqVCiQAOWgpMY2wpbIDfihgaGtJVWGYEsbkgW+Nx6FY/+SXnyl3/+KU8fsd/VB+dPi32oMRU5tCDwNeRG0rnKNiR1Q3V6pr2Bm5dhioNda1j+Iy5dya1GafCsa5R7Zd6mUa5MZtBtIb+PqDcK4zF4SsPDwA+gAY/MvGcVEJ02kMtmauEvudrjz6X4NRmlNAIQHVee0imrXxw7eVTgiZg6nYOrnaG7JexubXOrYQ/zwjwqHVrSjqkuiChLmxQhKNiYK6jC+DoNIFUzG15Fi/KwkcboC7FAGEe04bQtkeUU3Gf5vsO271u3ORUDU+tW5XMLiFWrtDpG1XxHDNaJiHHS9A3QiIsiBphWdgjmbqy6DMyXbogGqobIZ68m0iMuEwYSr3GoiYW30FxMDLqgmoVKxJUB9UvIETYhvetMiANnAD9LvHDAalrkPdlaOVKeXzegOScUMpxQTxm4SnH40DQSGTB3FWy97HHinPUmVIvTme4tu37BlauXDlqzeutCU5y6/M535zHbcnvbqrj7W9/u47Zff7zn5df/OIXehvytz//+c9Vz9xicoMMvjW4A/6+8MIL5eijjx7VPiffr7mDQJDGY3pLAbN8wYIFTYOIrr2eJDu73TL3ht9LXCV80A92NDMku8VBjuyRIFFtfjFcKTfMYqARrpV6iMa7JwHnu+oazfSZnaeszfw45DkdY1ON+bI4jVhcBFbISsmC+TviEuoiADU1Sv8cA5kq38k4qkoOlzqd6fclcelVh6rKl/XkKbATuHT2W0V5PH2MKXkzEgaJLTTlcw3ykPXohRtnO+btQwkk59CLLxtdejJh3hP2EdalThmb7LruapAGDYb8AqRjzXXIbI0GnW3lnOv/IgRvIvrb3NQQx0tFcBwTAJkKgDWHnCztEmmE2m+vpKmAj/K746mNKzr3ZkoO9ju8iViDPlwIOAxhWNFRRvaFmiEqgTVea9Clizg83Tn2svq2U2EYkjrGMcjPxjUJme+ntRD2S7nqyorlQ+Jo1g65UEf0FaaX78l/5+8hyYtPEVm0QkS4rL+HOxkDIiS0JUuWyIoV6z/uDYHvEItsgKf29oAXv/jFeul0GHLx2PcxmcA0BaOSyBa3gljANMZoYAP8VgR9L0wmtjSD/8c//iFPfOITRxArjpPqi14q1/3ym7LoodvMfHWUStdGdUm0XG8yZHrPcUxvPtGMkKCtJfywKnGUSFCi154YbXrK3PmdNdBElX6j9laaIUGhRzPrhMUDojqQxJyS9A3CuBeZ3lNSEhjscOOzntO+NQI7qnevSnd1DczA2M46uiigV0wLQDnhquoGyy4jEjIfThnfEPrIipVPwEQ4QZW+PdfphyOeQzZL5i2RCgKFYaA/BvriDLWZ5xEVziHwskAgXNN9CIpFiVLlPtQA8QNwmR9PwaiZ1I1RjbYHtOoAsY5sn9E+nh8+Au+RYxT43JyWzHl+YDToDaltoL9PeqdNM5rycUGZ87yXdSUZmkkBXrNyIDK1PRZBONr5RSU5woJP/Gn6PtB6cYIdpP/BeZJIXjynKo2YRWFiTGkSR9ZUuuTvcw+TXQ47Uo47/vj1ft/I4P/yl7/IU57yFB2Tm2ygzLz//vvrb2lLQGULLe/bb79d1eRadeE7EZRyX/Oa16zD3u9IdGCJ/uUvf7mOT6Jj0NpiQcfgla985aj2aQP8FEKh2CUnvvbd8vCt/5Zbr/qJ1Mv9xkoWhTV6tLqQIHgxBkXJHqc5R3JxrA5zMPJzeV97uepGB4MeLfN6RXXlc0izOrGE1bI0akOqaAcZTwV3koYphzfKOqrGSBkgWJKlwkhn9p6gytw2mTH5MU50GZeTYCoemSza+8Ykx1O3NDLxhk4FaIaflegT/iILR1zHMfP86iRHTkwbIdDnpA5AIkyWXkPGNeS3i5pbTtX9NOA5dfECM3dP4ZowSLauoi8ZkkJaSUjfT6YYeM7E1fI/HAGqGARiJu5cmuO0OyJG2RpGM4CROEYD0a5nUSSBLnSUKa/GNIm2DhzaG7Rbcl3iOrEEtDbQjg96JKHSArmuUZEQHfmcY+bbWQzBJWD0rTBNdedxG6xWcfjLSaOGKZFRD2iErjy4ag+5fsHBOt//itOOkO0R+Xy+KS5z8803q0d71o7YYYcdpJNAheN5z3ueuo+94hWvkFe/+tXqFW8xNUBgJxl43ete1xQYQxeE1ssll1wyqn1aFv0UxP5HPUNOO/czMmufJ2gAMgEe8pcRkCFbdIOUYY/infatCZCO1KsVIqNRx6uVtUzt5ktKRmN0rlEpi4N3OGQ0FgvVAYmQvCVLLvZoCV3n3jXQYmVLC5/Z9Lyqw9GvZqxOWd9JLIxy59GQcUxWqfm5m9cyex3luboZq2OffLlVez3A1jSvLH0sUZV1TsAkuOooXaRMdQ+dfv5lZjyG0AfhzfytJX2253FUGXgH4AGw5lDmfK5pPwtRDw4B7yELilrsSB2xHWjvVCmyfaKeh7AMFRGdYKDM35A6DEjt6dfUpjWX7psKBxx/zfYdPATMAqxRD/V2Xh8ZPqV4Flyw91UkRxdgrhLuqA7ETEzgBsdiBh2BXNG0Zfic0rYAYkS5rpL+vbZalD8/dJRct+AwET+QA47YU571wu37RM+JEmS9zEceeURd3TpJzx1hHVoZH/7wh3Uxw6KGMatPf/rTMm/ePOnEMbmxXiYTWKRDhqTqBFGSC21eWPXZQnVLYQP8FEVX73Q5+awPyDEveosEJXSJyUndpgQrwUlFUyjlJ66KxmA5igQqJX31YYdcl88rExyrWrToVdWOzBFfdMbrir1Gtx6nuiqiMDiVMUpWVNo+wZksmR49hBAc4ghUsV9Ukh0LCDW3IYC7jpalGQfLOcyBq2SdBsDIVa86HSerRonUGoaUxjggZXHzW3Q0u+a1MEoHo90sBnLGuIWydjryxsy8ivdwXWfUzbw67wka8ei948BWC5mbh6DHEsj0ybNgTjBmfE9H6NRQx1W+QY2MHY33dGwv5yYa+DkephdqMPRZXClxDt92xIAwjxHV64f7kKOdgsWry3hgXhdKqiFAXz5fUiIfPAcV9YFRT4UDTfmoovtQZUMWDp4nPb3d0qgz656X5YUj5C+rTpUVzu6Sm1aU57zsyfK+S18hQc4W60DGa6Edsfvuu+vfBMPFiztDBwD3MaxFkcidP3++Cuv86Ec/GrVZyaRFB47JZSiVSnL44Yfrhb/HAvurn+I48OhnyuyDjpTrr/yOLLz/Vi2nG2MXNIupNMPGjg2hzKVkjG49sTunwaxeqUiuq1eCINFsnUCH+I2fzsjXy30ayL1Sj45/xckaiWoVSXJoqPviuiXje64qdLjUpSQ7JsZIimPmySky5CVK6sZKNsZRzYi5UGmA+EcOrFK5LAQIZnobVQnTBmBEUAV2UMwj6BO88VxX/kEiVNMp0dejhuQoUxMAqWKg3KZ68LxoE5SzWXY/So1o6P+TwacLhuaIIH3cyBycygG7lOYbajrDa1cCIgx7eADpAovllRGgo5cOFwIBHqXZq48773nYgEzIc3laXYAVTzvDZ0Qxrmvmr+qDMPLLQxInvuTdqiE7Op7hSagLnJlr32m3GbKq1it/W3iYrIl2lp6dE9l134KcceZxcvTx+0/k13PSgsXYrrvuKg8//LBqxUNkAgsXLpROAJUlWNk33nijZu9Y0Vpsf7ABvkOc6Z79mnfLvHtvllv//BMpr1mmgYUMT2fmyeYhkeFwRlmdmXaJpd4IJSh0SRLXpVapqOZ9UAg0o68hGYuDW6Egca2sGT2jW/TUcSpDJY8xOWGOnACeLxjNfPTa0ZcnU64zz402HeGPGXBHyWcxaTr/Mjankq9kzhDrTP+YMjrla5WmZSbfz2mp3RivQ5jzDMkOe1bc1MjMqARAQCMDZzKAYE15O5W4hZjnMFqHwExqaqPys9raSIxxT+JIDSXXlGGL8p6LaA2qdr6nr4W6CIsQdOdgyieJUaVjQoFHwXmgt05Lg2AcMCYHAbDO7HyijnyMMnLsOO7FuW7xfHrsAxI1HH1vfacu9fKAPDp/UOpD/VILXckHruy0a01m7TpDyYlJgHeAo4YyXU94tjz1tS+S6XctlGWL1kp3b0EOPXIvmT4TMyGLTQHyHn3ra6+9VsfxIOWBgYGBzXbtmkx65ujg/+pXv9LvKbr0ONqdeOKJ0nGYpBn4ZIIt0XcQ5hz6ZHnReZ+TA489Vdw8gi6pbnp6P7PYOqoWE3AggZlyPcmqkawVqZUHDAOd0rzjSH2oT5XVcFVTj3iIcAT7ek0XAF6hVwOwir/UKqpjz2gccIOSlqC5wA+gVM+MtxqyOLH25nMBim3pHDkZu1rO5jBKlXrsSTUSqdVDqTWMBjt8AggoasbCggC1u8yYJh1UyDTvjbENyn6JZjSUvwngtSjR/RrzXQ2XmklzBIGDR7wjOS3rw2R31ReANQkz5zpCx2IJ/XjIcWTVqV48vXi2pfpBtu47ZjHQQFDfy0nONYYyHD/tAVoaeMijZ5/4JfFU6rYujcSTxx5aKgOr+6RSNcQ9iHSL5q+RZYv7jLE97ZPdniC9L/i49Bz5UikUc3LEMfvIyS85Uo476RAb3LcQ2ZTLYYcd1rRwnYwTBRsDLYfnP//5SiD89re/rfaz3/ve99RsZjKOP06lHvw3vvENecITnqALPi4YA/35z39u3l+tVtVkCOJmd3e3egzw/k80bAbfYSBoPOXU18gBTzlJbvztd2XZvHtNfx6SGyFU2fWhMsC5BQGXXKkoSb2qiniByp66GugJSvlCr7j0j+nJY2tKBp/vUVGaiMAUo/XuiBRK4uU9o7aGYlwSp6z5QIlyOioY5CWi5O2aUnPIuFyUaMbNcVFmV3M6LaVrwV6DKfa0LvK7aqFrWIRpx9yUxhmdw51W+QaEazTXmR2HtQ5rnk1cJd2psxpVBVTlKLkHzKtDUjPVA5OdGx6DjvUhEYzKnYO3vStuQD893S529L1kyl176K7pvdOH5/lojygvgQpJzHw+dX5MYkIV3FE52lzBuNaFFWXkV/sH5NG5a6Q6xEKByQRP1fx4T8IokUUL18rOBx8qPUe/QvJzRid+YbFxZPauoyU2TRTwEX/pS1/a5jFvMT7YY489lMnOuCbnih/+8IcqHkS1ByIjKnR//OMf5YorrtDx5nPOOUerJ4y5TSRsgO9QTN9pFzn5TR+U+ffdIrf95WfSv3KRdoh1IR8RjSjbp3PpYaRCOCjDUSqH5Q3TPpcrSFTt13I3Gu1evigysEZ79bFTFA/jk3xRHdkY8aI0TVkbUhtZfULgZHHQqEsOeVWMXwhwLrmzI4kPsQ4NdwKhKe07GKwgvaskPLPExj7VbSHZIfASMB1IRpyO65H8Io+b+L7O7DNf78BVRwhIq3le0yJWWwPKfGfsjhK/WVDo6Bx1D9WR99V9zk/Q/yegR+mUAPtAVMgEYExcXDT4U619gnxeLWjhwdXVjAYTHF43fXTGEiHnE9gREtIKBCODVCoqFVm0BCMgSImsdvi8aB+YY6tFOblp5b7yhKd9UPK7Ww15i3a8+c1vlu0G23gO/rQRJj4495HV33DDDRr8MYihNZK1QnAOREWQ+8diATxW2BJ9h2OvQ46W09/1v3Lkya+RXNd0U5ZmrEpH60yfm7I3PXHXd1WzHqY9tqhqHsOyQE1oEqlVhlRLHjY389vYyTbKfUYdjj45mT1GLfSgkVuto46HYl5OqwForpNPUzInIBL4IbOphzzSsh6jZIyumRl5Fhb029WXzc2pUU098aURxlLVuXJfGe2U3auNRGqJp9cpv+OwR25dj11TOle2Pg55JpijwAdhLufGUvBE8r4RrjFiO4mxaI0NyY73QBnraghjSHQqf5ukpX/K5R52rsaljteGeI3wPqZcADThOX7Ih0wP6EIhYAwupL6vf1cGy9qrV5U8pHeRB8bINgrkvrV7yU8ffrbcteZgKXVPrcxyewS64QSF3XbbTatXV155Zdv9fMcuuugiJfrhEX/SSScp4c9i25fo+/v72y4oJ24MJAU/+9nPVCWRUj3jlpwH+AwzoEa35557yvXXXy8TCRvgtwNwgjn86afK6edfKgccc7J6w+vcvHFhMcHepdxsroN6vaIuZz4kvBBBlZoZOcuVRMKqNKoDOifvFnvFzRPsqxJW+nVbJZ/Rm853aTDWMTnmtrFaRfkWTXUycZzbKNXjI08wbkRpn97o2TsxLnGxyu7mCP6OCca5wNd/KZsTcPN+IrnAVaU6rmvAzufMdZ/7Hcnl6PWjjmcWNRlrX3vnUWxG22LEXo2prWrcuPjdo+lvBhB5v1hAqAEtKnOuq8dC/94EdQR1fAmYhYeGB1+AUn1QkBzvVVxXkh1qc7XBQanVIOMFSsIj8oehmXzIl4rmMwhdmTswS3419xly7ZIjpJbkZZfZM6Vn2thGZyy2Pjj5o0a5ITtYfNu//OUvyze/+U1luuM7gSc8vVyLbTsmN3v2bC2rZ5eLL754vU959913a3+d1s3b3vY2+c1vfiOHHHKILF26VPkaI1sjTC5w30TClui3I+QLBTnmBa+Vw5/5Irn9r7+QeXddp0Ym2KTqaJiW7I3aG8EuyOe1z6469wXMZxxVuXMKRSmqwh0GdP0aLHXsrtilgRC/eVcgj9WNO5pbkBiGPXk6ZfikoaNxMSV7GPGa+TKzznGw2CBrN2Vx7e/DNk817OnLJ1FNy+yMOtECAKrApwz2WGphpNu4OU8JgqpKh9gN4j66T32AqtFBiNOeP8cDMU4nDtJxPfWW1431PYIMqC17NdOJpKFjcqEEPgHcjNZF6M0njirOqYiNmMUKQkCODMqjDy6UNWtrxrnOWSWlaT2yz14z1MUV5z+RmrhBICvc3eWfj+0rq6ppKd4RKfXk5azzhrMEi8mLU045RS/rA9n7F7/4RfnQhz7UNIG57LLLNCCQ6aNCZ7HtsGDBgrZpiQ1xLw488EAVn0Hu+Je//KWceeaZ8q9//UsmM2yA307H6o578ZvkiBPPkFv/+jNZeP/NElcqGtggv2n5mCxc52kjyRUZf4ukUa0pIz6fQ8MdNjgudp54hS41YSHY07umd85YmovYDeY09bLkyIDrNc3afRYUXk6cXGACpfq+uyrNqv5nHrPxiSrhqUBNkNPZeUMENkx7yt7mqimpsx0LClYBlPljqg3k40RllgX6mJoK//EUOkYIKQ6BGNrqOsYn6uuODK+a8qCgp4YxkN2YaYc7n+gcvBewJElNXaKGMuyZSkA50K0Pmhn4VPEOffs1/XV5fGFVHNoX6AnwSmMMiQYlimI59JDdpHtGr9T7dpRrVu0nzqz9pRiukWDhWuUNHHDobvLat5wgBx+2xwR/eyzGirlz52pm11rSJXM85phjtKRrA/ymMR5KdE76+IwZvymQpWeCQZn0McpzaMjje8CIZWsWD4sed7+JhA3w2zG6ps2QZ/zP26U88Cq58++/lHn3Xi9hhezbNG8IgkrCU9EWQyRzIM8RtJFwzSNpG0hUr2ppnmBLuZ7whee8WrEySsf8uJsTt5DXLLcWNiTv1E3ApxzuuylDndl4T8vflP8ZqTN2aI20d25c6dSZTi1iWQ7Alud46ZlHGogbCOHErngBvuk0GtDpR/c9J1FECRQ2vpGlodevvvOM6cGq1zn3UCLVnWe2nuTZFz/HHDy9eyPTGyW+KvVBDkQAh/HBqBFJTMUiVxCf9wvWvp+TNX0NWbV8rTQaRmfQsPPNYor9rV5bl6HSATLrGa+SJ3m7yOqr75EH71+sAjZPPHpvOeHEg+XAQ3ab6K+LxTghK9uOFJ+ZDCXdKYNJYDYTx7H26wn2SCH//e9/1/E48OCDD6ozHD36iYQN8BZS6pkmTzv9LDny5FfJnf+8Uubfda1UB9YYBTmX2e/UW5x+vZqiRDjfqCyszrXju63jdb5K10p9yLDdg4J4AZK2zK5jVFPVMTvmx+k9I43LfiNG2agc1Cvi4Mymo3WYweBU5+qMuFrKEh4ppRNYybQ1svMVJlrjZGfG8/ixIdvqM03vqyu7xJTYYdWrwx7mOVDnAv2RIk5jtPpFTXd8qg+w8um9a+YeKWHPoQpAxQK5XMYAI4K4Ebwho/ejuvQPlqV/sKoVgJm9sOlDWTNAS8FwIXSyIHWXq0e+LKjvKjevPliCrhfJ7Fn7CfYnL3v1U2VwsCphI5Jp00sdN8NsYTHV8IEPfEBbLhDnEECCMY8c8NVXX63VF1zgLrjgApk5c6ZWA84991wN7hPJoAc2wFs0kS8W5SmnvFKOPvnl8tDN18hDN/9F+pYt1PI7wd1hLpuATG0bJTvVio8kly8pcQ2incrGYrYS0HNPpF6riBdVVdMdVjniOGTd5OJhdcg4y9EDl5x4mknTCC/qiBqLAaRzWVBAylP5WbVqxXVOi9ymbK8ZPMx3M9fPyF+MlrzPiFuUavM3xM3ndbHiOb4uTsjhMxMSHVdj5wj/sKiBD49mPnr9qbwtrnWM4hHscYqjMgFrnnG4wciRBQvWSP8QFrlGunbZikh6pkWa2eOalyQVNZFpJEV5eGi23NF/oIRuSSslO+zApMIwurt5/yw6EVnZlhIuLPoMXLfub5Mzg1++fLm6vGHmQ0BH9Ibg/pznPEfvxxCGZIQMnqwewuTXv/51mWjYAG+xDviiHnTMs/Wy6JH75KGb/iJLH7lLM2zVqifb1hl1NO9TUhxZbkgQLSrbXsvY9SERxF5wP8MMhtJ+taL9c8rlLmV37GJRwvPJ4BmbI4hXpUDK26CETy88p5k5v0gHejs9cFjprZktLDXaBIKbm6ccgCCpSaLMPDWUVdU4tOc1o2dU0M9JPUR0FsZ8oHawzKezcIC8FycsFGgPYCGb01l0zdxhzdchzrEoSWTNmgFZsqoiQxWjqIf7HWugRujI8pX90lPypVDIy/JGQe5evZc8FqIPb8r0yAjuNKtXjj7aiKtYbB9COgR5SrpZQGc8CzY91qAW27YHvzlgzn1jKBQKOjGxoamJiYIN8BYbxe77HaIXTE/uv/Fquemvv5W43qdmKUYyNafyrfxYEtWdN+Q8CHjqmVIoED1T17myeUyQU5c0IqYuDGpVKcauqumRy0POo/zupI5wqlvvkrrTKqAvHmv2rGp12ocnYoeqJ4+CbQ5hGrTqqfNTHNdxQM+U3HMow2lXXk14PMdk5TjuJQkZPuuVnDh+rHr4Hkp6qoOfSN0NZHAglFWrVkmliuWr6cF3+6GOAzLjTmSHP+DoDKEvfeVAFjj7yqrgKFkxPZBFa4ZSmV3jrjd9Zkneed5zVT3QonMwODiolrStxDoY2JRwKfOed9558slPflKV0Qj4WLwyM3/66adP6HFbdBZsgLfYLORLXXLEs14i8bQ54kUVKS+6XxY/dIfUBtcaMh4BzWMMLRY3xo3d6K/r2B3ZcKNmMmW/YOxnmf5uMErHfL3xrqeE76ihjS8RHDfEcii3MyXvQ5gjo1chWhMQtXRu3N5g5Qt68ojmwLh3cypNSybOwsOQ93I6pqf0OpjyHkx7qgJm3j5x8Yw3HAOCPEfc31+XsFZRUmEt9qW/v6LsfDMXjwZ1DaVbozyn4jeU4ANZXN9B5smB8sDQLrLfrJ1k9x17JJq3VPY7ZDdZvXJA5+ef8uQ58qIXHikzrW58xwEnt2c961nN6/RnAaNVP/jBD+TCCy/UWXmsXWFfH3/88XLVVVdpJmgxNUh2UwE2wG9FwKJ86KGH9O8tIUoxcnHbbbc1vasnE+gvUcIPZh4gOx6zv/QtnSur5t4tQyvmSVwe0BK1as/r7Fkkjjuos+bMpSsXLqgp+10Z8WTZOkNfEN9PpWTpuSeJFJg3TwM6I251xt20TG8qBaZfzzUT4GOpQ5nT4L12sCKRNKTIrLneZkr0+SFTBTDtBeRj88wHpI5ysQyFA+KEg1Knjx870l/zJecaUxno9AjU4JJHqs7SwtTYnf/f3pmAR1VfbfwkBALILiqICAiioogKgrgjClq1LlWRtkoVaN1Rq7XUBVSsKC64oNYFrRtScWmtyueOCq64gqhFEUFZZZOdkPs9v0P/00kIyYSEzJ3J+3ue+ySz3blzZzn/c857zrG163Nt3foaNnft1vaftdvbzMJ2G+7rEYpCq11rne25Wy1r0qCRNxKq16mZNdu2rgv+pkyZnO631KMiQIlWHAV9q1atsqlTp9qXX35Z7tdV0Xnam8uhhx6aOK8lwXm+5pprfBPlx6NwpZzfVPeR7cjAb0EYQYmIq7w/mgwwaNu2rXe3ihu000Qlmijx2WMPOjX7vz/98K3NnPqu/TTrK1uzZL4b0w3edo53pcObRmnPhDZaxRauq7mhO57Xj2O/13sO3n+YMfCFG7x5xHa0koUNJnWDTgDjvOE6zw940x7K5OrW3cpTCPmUr5Ezp4af9rY5Ba76p5UuE91WEI9fxxAYogzMdc+1+rk+086H4rDQ2HDslNDlWY47/57894jA8vW1bU60tU1ftYP9aC1t/apcb2rD62OhUhBtEMv95qQDrEFds/xaM7y7WdzgfONx0l6T4ThxY8qUKd7vu7xDVGgfyiIbFixYsIWOToj4Er9vcxZBj+lQY10eI89jQtvEuDFz5kxfeDAWsThc137Pff3/lT8vtZlT37f530yxRXO+sbXLl3qenGQ9r49mrojc8Mox8pSzoXinvM6V+KjorZaX6RHmz2OKm8+OxyIVenQDx9oKV9nqgh9tWeEi7xu/orCWrVpa09YwwIZ8OLl9jH9hjuUTeaB+H417hJeeZ7XpQOdGboNH7sPqNoy08wiB9wDwUbZmK62GLS5obPMLm9ms3J1sYUFDq5WXaysL19pWdWpZq+YNbOb3P/mwHlIIzZs1tN//9kDrtHsbz9tzzCWdt3RDlAEaN24cyxGpLDrq169f7nNHJIyQNwM/vvvuO7+urD7jIkNQiD4lZODFFqut322/I3yD5YsX2uyvP7KF30+3JXO/szVLF3hrXFrM0tp1/boNQ1o3jLE1Gry6R4837d65T4VlkcRln4tnFq20FQVf25KCtba0kMVCLVuzvoYVFNawdYV5G1rboqwjNeBjXzfk74n0u0bAG/Bw/YYv+4a7b8jXk19fZrVtdtTEFuc0tW/XbWdLcraxgtVEIXKsTu2aHh0gMpCXX8P27rCDNWlQ1/bo0MIa1a9jHdo1sz12aS7xXExArU7nMYRu4N0PY5iOEPFU0WcqMvCiSqjXuKnt2q2XGdt/vcZFP86w+d9/bUvmfW8rf5pja5YvsrUrlm2oWacFLeb9v1/CtT6Ihbzbhpw7jWILCufZisK1trIwz9b4VHYG19BOdkOOfMPPN145ynY63tFkZkML2vWFLBE21PSvtnxbkVPbFtesb0usoS3IbWpz1ze1dTm1fCFRr1YtW8uMdwR6ZA2iHFu5ap0vIGrn17J9O+1oVw48PBGtEfEj9Dto3769TZs2zQeHoGAXGYo8+JSQgRdpAWPYdIe2viWD4V+2cK4tWzDbViyZZ2uWLrbVK5Za4bqfrXD1Si+pK2SOeuEqWxetsFXra9iq3Dz/Sx942sygYmdc63pmzOfk+eU1ObX877oadW2F1bHlOfVtYcFWtrzm1lZQmGc1mJj73wCBF/sRqV6zQfS3Zl2Bd7dFjLf9tg2tVdOGtmrlWmvWpL712LeddevYOm3nUZQP0hAhfYaQFeTNi2xFBl7EzvA32nZ730olWm6zF19gk5bNtTkrGtjMlU1s7qqGtnRlbVu5ppYVFORa4cpaHo7PWYOc3SxnbY7VWOeJdctdl2O52G0fkRt67/+3ZD6HNvSR1aidY/k0uYlyrGnjunZwpzbW5+BOVrtWTc+5i8wF7x0R7GeffWaffvqpe/Yic1CIPjVk4EVmklPPGtba25rkPWcN89ZYndx1Vjt3ra2ktr0GLXRpZk++no51hZaztoZFNSMrXJ/DXBrP6bs6/r/CeO++W5hjtXJq2Fa1alqrpo3s0A47Wde2O1jjenWtQZ18FwKK7CGo8hHwJXvzIgNQiD4lZOBFxrJV7ZOsXe0vbNG6b21p/jJbRWg+QmSX66r59S6coyVszgYjvz7XLN8spyDHhXL16ta0bWpvZa0bNLLt6m9lB7RtZV1abW/5eXkSx1UjKEnFm0eAh0cvRLYgAy8ylty85rZj4+utfv4L1qr2W/b50ln2ba16Nqd2Q1u8qp6tXNfActc3soa5DW27/MbWrl5T26FuI2vTsLF12nY7TwcIAWEeODn6l19+OVFmJ+KJQvSpIQO/hSDUR+etVq1a+eXyinh8jKm3VY0XoRd8fI6tvjWq28e61O1jW6+YYV1WL7eO+3RM6XVU5WsItebxOW8lH1scj29zjy28rvJAn/gQul+9enW5Hy+qCIXoU0IGvpLAYDAnGOiSNnz4cJ8sRH9punDVq1cvJSNPxy06cLGPlStXWpzgB5bXyA9g3I4t/CDzox7HYwvvKf3H46bY5rNLNIORmAxDiRs0CJo1a5Yr38vTvnlzFyytW7cu4tULkanIwFcSGL6SOs8dfPDB/vfxxx8vV1/syZPT36O8tHa1bHEFQxVXJk2aZHGF+vA4Q0e6zYHFC4srkV1UhxB7RZGBryTPHc/xkUcesUGDBlm3bt3s6quvtm233TahykWpuynPjcdiMJcuXWq77757LHvQL1q0yFMO++yzTywnXnEOGZZCx7I4nj9AxNW8efP/9fGPEXxOv/jiCzeG9KSPW5SB95fBTcxNL+93BC8+GPjNCdtXFkT0RowYYXPnzvWZBHfccYd17do1bceT0fgwqwpa+Cj7Vwgy8BUMx/OD07JlyyK3v/jii76V12uHUK4TV2j3GWfifv743IQJg3Hl7bfftmx8j1m0kCpJB2PHjvWRsffcc487ACNHjrTevXvbV1995Y6AEFsCyYgrEI5nK27c4f7773fjTs5QCBGfhTmprxCyr0pv/pZbbrGBAwfaGWecYR06dHBDz+J/9OjRVXYM2aiir+iW7ciD3wzPnb+MoZwwYYKH5Pfbbz+76qqrEqHX0sLxAcLxhER5TJs2bWIXEg0QTmQSV+fOnRP9vOMI55LzXtKCKy5QdvXee+/55yXO55J0ETPYO3bsGNvP5ZIlS1wzQMqDSpXyHCche77DVTVZjvedhcXgwYMT17HIOPzwwz2tJDYDqehTQga+EoR0L7zwgm+bE5L/4YcffIs7mytwqkoYyRrGgsaZTDiXmRCqB9T1bJsLhhZPfkv2RFi4cKEvKoprL7iMrkWUH0ZF+7joCu4j25GBL0e+nf8//PBDO/fcc92zJeyGZ5uKkC48nh+j2bNnu5ApjiVJycdKVy/ETO3atbM4g7eJh7T//vvHvnkNOdf8/PxEKVZcQVvCxLU4ixaDd0z0hu/dbrvtVq559hh2NsL1ca3/F6IiyMBvptcOv/rVrzbLa4epU6daJsAP/Zw5cywTmDhxomUKFfE6q5K4ixaTIf1REbbU4rBp06Zevz9v3rwi13O5WbNmW+Q5sx6F6FNCBj4Fr33GjBnurSOeu+yyy6xfv36J+6aSb0e5S74QL4ESn/J4GemA1473vueee/rrizuo0slpo2WIOzTh+fjjj6179+6xjzbg3TJpjQXuTjvtZHGG7+nMmTN9MYonH7rRlbcpzpZQ2fN9J9L36quv2vHHH584t1w+77zzKv35qgNqVZsaMvDl9NqHDh3qnelS9dpZpfNFPvXUUxPdwuIMwqMxY8bYKaecEuumLMk89thjduSRR8a+/CzwzDPPeFiZtqiZcn633357X5xmAtSbs5AKTabKS2hRW5mT5SiRwzHo0qWL175TJkdXQ1T1QmwpciLNRyzVg8do7Lvvvuk+JCFEGtIoLOYrizvvvDPR6AZtw+233+418aJ8KUOcr66/vNbyalas4VbButX2/r+u9IqmbG1LXG0NPKG44qVKnIri4fZkY785lLTPuJOJxyy2HJn4eajIMYfvPFGLuKdRqquB73Zs5Rj4957LbgNfLUP0dJUidH7BBRe4+hqh3M0331ziDwLXZeubL4QomU2l6ITIJKrl8pR5z+TpBgwY4OF3lcgIIUQGqugrumU51cqDx5BTroIaniYTf//7333gA3XtQgghMgOp6FOjWnnwGHcUspT+oGSlzeW3336bqEmupnIEIYQQWUi1MvC0kz3nnHMSBh3BBvXtjHalZIV8O/WpGHp6y7MAYGAMPaPjPP9cCCGq5bjYim5ZTrUy8NQe02r2iSee8HnMDz74oF//0ksv2RtvvOH/o5q9/PLLvYTlrrvu8u5YtOpktGOojxVCCFF9psldf/31rtei8RfjfWlYRNvpZLAPpHu33nprq1evnnc6Ld69sKrJegNPr+rAJZdcYj179vSBJPRXD2046Q1/8skn+/aXv/zF30waU/Am0s3t4Ycfth9//NGeffbZNL4SIYQQ6RDZTZgwwY03g6IQaVNm3atXL4/8Bi666CJ77rnn7Mknn/T7YzNOPPFESydZXQf/r3/9yz1zjDb9oIMxP//8892bp+EEYXpC9E8//bQP1+B+dJujnSjNKAKHHHKIX77tttvS+IqEEKL6Eurgux95TaXUwb8z/qrNqoNfsGCBe/IYcjomso9tttnGS65POukkvw+TAmmbzEhgRkSng6zz4JPXKx988IH93//9n4fkA+TZ+ZDQoS40sKHtLKsyvPtg1MOCIIDqngWBEEKI7AnRL1u2rMhGu+6ywKBDmAhKPxW8evRaASaG0o4aA58ussLAJ9exJxv4a6+91vMm48aNc29+8eLFdsABB/hJb9++faKxDfkSwimo68NKC8W9EEKIGFIYVc5mZi1btvSoQNhI0Zb61IWFduGFF7ot2WOPPfw6nD+GChUfcpRuxzDj6+A52cEYU9fOgBT6R1MGhzCO4TAMdHj00Uftn//8pxv1hx56yN+YEI5HWQ/XXXed9enTx6655hoXR6CiD3A5OWQvhBAi85k1a1aREH1+fn6p9ycXP2XKFHv77bct7mSkB5/spYde0Uxr+9Of/uSih+eff96OPvpoV8m3bt3a/vznP/soSVrUYtAJyTOP/aeffvLH3nrrrb44uOmmm+zNN9/0Gc1MgAsQtkFNz4hPIYQQ2SOya9CgQZGtNAPPeN9///vf9vrrrxcZRITNQNC9ZMmSIvfHMeS2dJGbSUYdgRxjQRHAJUOZGzkQBHV46scee6wLIM4880xr3Lix3X333W7wMf6MkaScAa8/5EtQRnbs2NE9/eHDh3v4ZdiwYR7WR3h3+umn++CJMMtZCCFE+iC5WuEcvJXP/mDcGfX82muvWZs2bYrc3rlzZx9eluwYUkb3/fffp9UxzJgQPaF1VkxvvfWW50hoMRtWRhMnTvRVF4pF8vHc569//av97W9/c2OO+OHGG2/0fXTo0MHD+tOmTXMBHiDCY9tnn338thAJ+P3vf+8rsgMPPNDGjx9vtWtXTLUphBAi8zj33HNdIU+al1r4kFcnZ08zNP7279/fy6sR3hEJoFoL454uBX1GefChnp0c+1NPPeX95IMKHrUiJxyhHJ45b8Lvfvc7u/LKKz0MzwnGYFPGwP949zwGr/zss8/2y5TJsdo64YQTfCFAHp59skB45ZVXXJQnhBCi+nWyu/vuu105f+ihh7o2K2ykfQOkeo855hhvcEPpHA4odiWdZEQdPF518lxmwue0mCVvzgklZE9YHeHc7rvvbiNGjHDjzBuAseaNWbRokR111FG+KGARgCeP6nH06NG2fPlyD7n07dvXW9RyvRBCiHjWwR942FDLy6tgHXzBanv7taGaB59ugnFnZjvCuW7dunnoHA+9bdu2HlonP04TGsLyqOEx4ITYFy5cmCijIyTPYgFoUIDxJ7zyyCOP2G9+85u0vkYhhBCiWoboaRdLXTu5dFrOvvjii65QpEsdHjjGnIUAufh77rnHzjrrLM9/4I2TM6GRDXXud955pxt17ovCfuTIkRU27ijvEfYR8mfRULylbdyH17AAYrFEFIPjY9HEuY57cOeHH36w3/72t977meNGKMmsgUwAMSefFSJPcSWV/ttxZdSoUf79RjeDQ/D++++n+5BEZaJ58Nll4Gn7xxeV2nbEdPwlF4/SHSMd6hkZEEMZA2rHFi1a+I8oP1IYVUL4iCWokUcAwajYgQMHVvjYyO8zvIYflZJgUcLwGhYecRxec8MNN3iOicUP4kMuc8wIGeNKaFqEcpXFHq2HifBQNRF36LBIpIk5B3Emlf7bcYS8KGKnIUOG+LwJvpt83yiRFdlBThRVypbtxC5EjzdZUhc5ev+Sfwm3Ibrbf//9vXQBw4TCnsfusssunofHgGPkqY+nKcGWhNw+W0ngBbMAueKKK+y4445LRCPocISnz/GlG4SLHBulhIDnM2bMmFh7PSxC6EAVJgJC8dKVOEK0iYjRfffd51qSOEPlSDI0iMKTpyQVEVFcQZ/Dwp2yV2BhTW8M9Db0xBBZAJnWwkrYR5aTG1fjTviV/HmASW+EtYNqMdyP0Cwr88GDByfui9dBPTxlDYTsWQwgulu1apXfTr188Pq3NDNmzPDnTu5RjEiEaEQ6exQnw0KJ+k368wOpDLo0bWrREgeI3HTp0sU/Fxidvffe241m3OGzyUIq+fOQKRTvvx1H+K6zAEk+v6TjuByX75sQ1dKDx2h/8skn3qAGMIzkKvkR58ec8gNmtZNrRUQXvtCI5yiHIx9LXp5wM1DSECD/jbdH+VxVEuol8djj1KM4GbwaoiOUDvIesNBCqBhn4SHpFd5nQrHoMAh7X3DBBa656Nevn8URei0QMuZYM42S+m/HkSCqLen7RppPZAeVEWLPUYi+avnHP/7hHg6hNULXNKzhB5zuc4jomLeLt05OneYzGEjU9PzAU+NOHSI160Ecxo8Sg2UI4ys0V/p5f+yxxzziQXqDRRY/5ogG42oseW9Z9NHQCPDgScUQjo3jMaMPGTRokOeyM7FhUib13xbVgMoQyUWW9eTFSTRFLhhD/Mc//tGvQ4hE/ToCtVatWnnImLw6YjYMPaKf8AMPLAb4cWcBgJCOMDyCoJCLSweh216ch9dceumlft6DHoAICb37UVHH0VgC5zJEcQKILxFexhHCxnxmKekM4GlSgYGGhBGVcZ1gGPpvc6zJ/bfjCAOkOI98v+LUE1yIamPgizeuCbl0hF78AJK3pqMcimjy7r/85S9d1c2XF+ONN5FMQUGB5eXl+SQ4xHiUpOHdY0ARChUP11UlCL/C8Jpg0MPwGrroxQEiJMXfD34kQ8+AOEKouHjJFhoCFoJxpGfPnj7XIBkWnqRFLrvsslgadyJhQayKbiUTRIykaOgLzvctzI7gc8xlFioiSyhnJ7oSUYh+ywrpyEdSw0ydLcKdQw45xA0Nde788OGpczsDZvDmybminE5eifMjhHEP8CWu6i8yyujp06cnLrNAIczNayJFEIbX7Lzzzv4jSc15nIbXUMNPzp1jJURPZ0CUyEELEUdI1yAOJIJzyimnuOL/3nvv9S2O8BkvnrumXJLPd1xz2mX1344rIZJHCicukTxRuYSBMRXdR7ZT5QY+GPeTTjrJDQkqdzxw6tf5wcZgf/bZZ+7N8+MH1Ivj0eOJFw+zUeeebmiu0qNHjyI/MMCPDKVFcR9eQ707i45zzjnHw8gsPv7whz94JCSuEMnBs6R6grkBLJwqo2mR+B8liVUhHWLV8hDHSJ4QWduLnqfAEBMqw9DxBeQv3hZ164Qvv/vuOxs3bpyLpVh1E47nx5qwJh4E83eVQxNCiOpL6EV/SPcrKqUX/YR3hqkXfWWF5Am/48EiqKNOnZaoNJ8gvEqJUxBNcR3eL2FjHkOYMBj3kvL3Qgghqg85hRu2iu4j28nb0p57MO7kmxGV1atXz8NnGHc89Ndee82nwp144ol+P0R15CQpd2O1FkRTYaEg4y7iDJEo0gWkn+JSJSFE1iGRXUpsUWtJWD5MfaMRDcaaNqiEWDD0zG+fOHFiwrgTikctj2gNBX1x4y6qJ8xUPuKII7zXAaE0hgjR3Kg6UdIQIyGESJuBpzQF5SolYdSyo4xv1KiR59ypY0YJvdNOOyU8H8RedKYrLguQca/eUH+NgX/hhRe8nhxBI8p/vOTNgc+YECKD0TS59Bt4SsdoDzl16lRvnhJKgyhrInxJGRa5djp80ZudsjLC9ZTkiOoDYkuU+8Xr7qmk4DOCOp5KBJTzlBpSGsff5557LqX9owKndJJyRcSbTBYDOrPRPIloEgrr0047rcj8A5TXVDywKKWi45hjjrFvvvmmyL7RjyAMpSKCsqySFh1MZUM4SsUIC1uaClE5Eghji5Ph+zF06NDE7UAlCZ58uCxEdUXT5NJo4IMHTqkVBpwuXbfddlvidn4IaStLX3luQ8XIdDBapoaQvKg+MGuAFA6VEgE6GGJgSyp7YyHw888/l2voCQtHmqCQEqKdLamjww47zI0zZY48F93OWHwGqPSg5JHbiUah/8DIhoUIqSSMPuJQIgsYZHo4JMPQpF/84he+OGGID6VnDzzwQLkmyYXe9ZSnzZkzJyN72QshskRkF0ri+EHs37+/dxwL079oZsMCgJaXhOiL59iVb69+oLfAk6ZagvQNUDKJt53cXyBw0003uXFNNsZlgcePviOAgcW4J7c6pnqDRkp0xGvfvr0PN0qG29EBMHseISjHy+ccg40HT5Og2bNnF+lQSH8H9kk7Wr4XpKnQntC9jjrtVESjPCcQSVCpqBAS2aU9RM8PF4acHycavNStW9e9eH7c+KFLDlEm/8jJuFdP8NTpI09EBxh+Q2/84gYQo3r11Vd7tIcxsalC+9Jk8KaJGBCeDxvGF0IYnoqOvn37uk4EcV8IjX///ff+d9q0abbnnnsWaViEADAZ7sN1yQ2ZaLPLAoXFgBBiM4iSZsJv7hZZ1pOygd+csHn4UeMHjh9wwrBDhgzx65Lby8ahG51IL4jmWBA+//zzPnmNSYLFw/OMWx0wYIAb9/LOU0f7kQwGluekpXDyhlE/+OCDE8dEqoA58whF2baESC8shpNhkJIQQmzxED1hyOBZ0x8e4VGnTp0SHepKI9yHWe30ng8jXgk3ChHAC6ZcEs8dcSYdDpMnr40ZM8YFdxj5o48+usLPx76JGOCVJy82AyxGSS1h3A866CC/rvioVKbXPfLII95KOXjx77777kb34XmSvyvoABCShslsRLnIrQfo/8A8g2Rq1qwpbYoQ/0Xz4CvRg8fD4EcXo850KQRLeDYh114ayffBeyfEKuMuSgKPHQ+eXHey985n5vTTT7ebb77Zqy1YJLIhzqzIIBU+w4TgEa0Rlqe2nrJODCm6AJTzKPz57NOQKcwYCPz617/2z/fAgQM9L08ZH/qAZOjvT0SC7w0VJfR64HvAvkL6AbEfCwWiFrRmRphaPFXFQgShH6+bTpBCVGuipDz8Zm+W9aRk4PG4EQShFqbUCE+GVrObCi9u9CS5uR5ypMENVEH7e5GBYOhQxuM5YzwDGFk0GxhlyszCRnnl5kJZHp40xrxXr15exslnm8Unn1c2ogWo4xHUIQgdMWJEkX2Qt6dUD6OMYI+qEKpBkmnRooUbfsrpWCCfddZZLjy94oorEvdhYA7iUxT5RCfo+kinx2RY3Lz88ssu2OO5hBCiwsNmgqr94YcfdlUzJT9MkqIxDV4Is9pLg90nh/jxhAjxU7IkhBBClHfYzGGdLrO8GvkV2lfB+jX22qc3ZPWwmTI9+GCYmcmOcQe8eUKTePGMdoWS1gksDrgf+0C1TDMR5rrLgxdCCLHZFFbSluWUaeBZ3RAuDU1oCLVTNkRDD/KW5OPJCWLIaQwS4H5hcUALWrx28pvkGunoJURlQMlacqlb8S2UtAkhsgd1sqskFT3hEMRBoeY4KIHJFZJ7pCEJBh8DToMPvHu8fVS/wOx3xEPJE+OEqCzIpVPeVtrtQghRHSniwRdXxId6X3LtlPqg4KWkKJTr0FMbcRLKYRqJoDrGuAPKYTwoyo2SJ8YJUZnweWzXrt0mt5JK4IQQGU6FFfRR9etkh3KYsHto3xmEcCh38YQYzgGE3smjo2ym8xhhUHpsJw//4DH05kZBzHxsIYQQolKQgS+/gcdoM5qT+e2E1qlJBkp46Pz10ksvJTx9QvX0AmdWNwI6aoEB7z54+OTppZYXQggh0mzgMdoI4RjvSnieOuPrrrvOb2NcJwZ//vz5iQYdzHinixd1whh1Fgh49+onL4QQIps8+DfffNPbVxPNxlY+++yzxQ4pcg0aPTrq1Knj7bRpfR07FT1DNwi5c7A096DunW5fiOlmzpyZeDE08QBC9Rh19ZQXQgiRjWVyK1as8GZVtGsvCaZV4vQyjpq5Fcy/6N27tzvB6WKTCiTGUtIelNUK7TXvv/9+z7czu5vZ1snGXEImIYQQ2cxRRx3lW0ng8I4cOdI7VB533HF+Hc3h6P2Cp89kzHRQpmUmzMCwjb322ssmTZrkRl8IIYTIhmEzy5YtK3I9fVrK26uF4VBUmSVPuaTEnNkZ77zzTtoMfEq96Hmx9M9+4IEH/LKmWgkhhMiGHHzLli3dGIft+uuvL/fhYNwBjz0ZLofb0kG5Y+vJfeWFEEKITGbWrFlFetFnU6fVchv4oKAXQggh0kJhRIy94vswc+Ne0WEzaNZg3rx5rqIPcJn0drqQtRZCCJFZxKzRTZs2bdzIv/rqq4nryO2jpu/evbulC8nfhRBCZBiVYaCjct2bZm/Tp08vIqxjDkaTJk1sxx13tAsvvNCGDRtmO++8sxt8GsZRhXb88cdbupCBF0IIIcrgww8/tB49eiQuM6MF+vXrZw899JA3g6NW/ve//70tWbLEB7CNHz/eateubekiJ9JwdiGEEBkAYW+U7oe3Od/ycismhisoXGOvzLjDR6JXNAcfV+TBCyGEyCxcIFc5IrtsRiI7IYQQIguRBy+EECKziAo3bBXdR5YjAy+EECKzqIwyt0gheiGEEEJkIPLghRBCZBYS2aWEDLwQQojMQiH6lFCIXgghhMhC5MELIYTILDxCX1EP3rIeGXghhBCZhUL0KSEDL4QQIrMopIa9sBL2kd0oBy+EEEJkIfLghRBCZBYK0aeEDLwQQojMQgY+JRSiF0IIIbIQefBCCCEyC3WySwkZeCGEEBlFFBX6VtF9ZDsK0QshhBBZiDx4IYQQmQUCuYqG2COF6IUQQoh44cZZBr4sFKIXQgghshB58EIIITIL2szmVFAkF2W/yE4GXgghRGahEH1KyMALIYTIKKLCQosq6MFH1cCDVw5eCCGEyELkwQshhMgsFKJPCRl4IYQQmQU18Dky8GWhEL0QQgiRhciDF0IIkVm4913RMrnIsh0ZeCGEEBlFVBhZVMEQfVQNDLxC9EIIIUQWIgMvhBAis6CGvTK2cjJq1Chr3bq11a5d27p162bvv/++xRkZeCGEEJkXoq+ErTyMHTvWLr74YhsyZIh99NFH1qlTJ+vdu7fNnz/f4ooMvBBCCFEGt9xyiw0cONDOOOMM69Chg91zzz1Wt25dGz16tMUVieyEEEJkFAXRmgoPiymwdf532bJlRa7Pz8/3LZm1a9fa5MmTbfDgwYnrcnNz7fDDD7d33nnH4ooMvBBCiIygVq1a1qxZM3t77guVsr969epZy5Yti1xHCH7o0KFFrlu4cKGtX7/etttuuyLXc/nLL7+0uCIDL4QQIiNA3DZjxgz3qCuDKIosJyenyHXFvfdMRgZeCCFERhl5tqqkadOmVqNGDZs3b16R67lMRCGuSGQnhBBClJEa6Ny5s7366quJ6woLC/1y9+7dLa7IgxdCCCHKgBK5fv36WZcuXaxr1642cuRIW7Fihavq44oMvBBCCFEGffr0sQULFthVV11lc+fOtb322svGjx+/kfAuTuRE1aEhrxBCCFHNUA5eCCGEyEJk4IUQQogsRAZeCCGEyEJk4IUQQogsRAZeCCGEyEJk4IUQQogsRAZeCCGEyEJk4IUQQogsRAZeCCGEyEJk4IUQQogsRAZeCCGEyEJk4IUQQogsRAZeCCGEyEI0LjYNrF+/3tatW5fuwxBCFKNmzZpWo0aNdB+GEJWCDHwVwmRe5ggvWbIk3YcihNgEjRo1smbNmllOTk66D0WICiEDX4UE477tttta3bp19QMiRMwW4CtXrrT58+f75ebNm6f7kISoEDLwVRiWD8Z96623TvfhCCFKoE6dOv4XI893VeF6kclIZFdFhJw7nrsQIr6E76h0MiLTkYGvYhSWFyLe6DsqsgUZeCGEECILkYEXVeIRPfvss+k+DJGiEPSII46wrbbaytXk6eShhx5K+zEIkclIZJdmnrjzmip9vlPPu8rSyXfffWdt2rSxjz/+2Pbaa6+0HovYmFtvvdXmzJljn3zyiTVs2LDKnrd169Z24YUX+hbo06eP/eIXv6iyYxAi25CBF6JYqRQVD3l51fOr8c0331jnzp1t5513joWiPajahRDlRyF6sUnuvfde23777a2wsLDI9ccdd5ydeeaZict33323tW3b1mrVqmW77LKLPfLII5vcJ9477L333h66P/TQQ/3yBx984KHhpk2buud4yCGH2EcffVTksV9++aUdeOCBVrt2bevQoYO98sorG4X/Z82aZaeccoqHdps0aeLHStRgU7zxxhu+jxdffNENW35+vr399tv+mq+//no/XoxMp06dbNy4cYnHLV682H7zm9/YNtts47djEB988EG/jedjn0888YTtv//+frx77LGHTZgwochzc7lr167+nNRc//nPf7aCgoLE7ZybCy64wP70pz/5a6H5ytChQ4ssRri84447+j54r7h/YM2aNXbJJZdYixYtPOTerVs3f72ledFPPfWUPfzww378v/vd7xKvBY8+QLkn14V9hXP46quvWpcuXVyFzuv+6quviuz/ueees3333dfPB+/zCSeckHidM2fOtIsuusj3E0RuJYXoy/qs8dj777/f981x8L7861//2uRrFiKbkYEXm+Tkk0+2n376yV5//fXEdYsWLbLx48e7cYNnnnnGBg0aZH/84x9typQp9oc//MHOOOOMIo9J5v333/e/GGdCwU8//bRf/vnnn61fv35uXN99913/YSY8y/WAV3388cf7j/Z7773ni4/LL7+8yL4pa+rdu7fVr1/f3nrrLZs4caLVq1fPjjzySFu7dm2prxXjOnz4cJs2bZrtueeebtwxdPfcc49NnTrVjc9vf/vbhJG+8sor7YsvvvCFAY/B8GC0krn00kv9vJCO6N69ux177LF+PuGHH37w14fB+/TTT/3xDzzwgA0bNqzIPv7+97+7ceY133jjjXbNNdfYyy+/7LdhjAmp/+1vf7P//Oc/vtDp2LFj4rHnnXeevfPOO77Q+Oyzz/z95Fxw35JgkcXtLJB4b2677TYrD7wfN998s3344YceAUleBD7//PNudHnNnA8WAyxugM/ADjvs4K+N52UriVQ/a1dffbW/Bl4zz8dnlc+tENWN6hmHFCnRuHFjO+qoo+zxxx+3nj17+nV4sRiyHj16+OWbbrrJPb1zzjnHL1988cVuoLk+3CcZPF6g2Q8eaeCwww4rcj8MON4bBvWYY45xo0b4GG8xPO66665zrz8wduxY97zx4IIXiFfNfnhcr169NvlaMS5hX3i+f/3rX30RgmGGnXbayRcfGFOiC99//71HIfBYg/dbHAzsr371K/8fA87CCCOOR37XXXdZy5Yt7c477/Rj3XXXXe3HH3+0yy67zK666irLzd2w9maxMWTIEP+fRQ/3xzhyrBwD5+Lwww/3Hup48sFochuvnb949oA3zzFwPa+vpPeGSAARiXCOiVSkCu8H5yYsmI4++mhbvXq1e+zcduqpp7rxDRAVAaITNJRhYZb8mShOqp817tO3b1//n9d5++23+8KSxYsQ1Ql58KJU8H7wFDF68Nhjj/kPdTBAeK8HHHBAkcdwmevLw7x582zgwIFuxAjRN2jQwJYvX+4GCgj3YhCTDUAwZgE84enTp7uhwHNnw3hgZFgclEYw1MA+aFmKEQ37YcOjD/s5++yz3TNGKIjBnjRp0kb7DIsDwKPlOcJ54S+3J9dcc954zbNnz05ch4FPhlB+aKWKR75q1SpffHDu8HBDiP/zzz/3qEf79u2LvAYWTGWdi80l+VhDm9dwrIT4wyJxc0n1s5Z8HEQ/+CyF4xCiOiEPXpQKYWVyvYRYCScT+iYsXNkQnid8TVi4VatW7kliAMsKrSeDcSSPziJkU5GDTYEhSN4P8JrJXyfDcQGRDfLGL7zwgkcXMF7nnnuue5OVCZ55MiwIgiaCBQ8LHyINHAOe7YgRI9yI8xrwiidPnrxRu1UMfaqEhRyfgcCmOrwlH2tYuIRjrUqxXGnnTIjqhDx4USqEV0888UQ3mmPGjHFh0z777JO4fbfddvNcdzJcRgRXEoijAO+y+GMQiJEz3X333d2QLly4MHE7z4uADk8/OWecDMdFfpke4u3atSuylafki2Pn+YkeFN8PRjV50cDC5NFHH7WRI0d6WiEZwscBPGuMLecrnDfy48mGk3NA9IF8dKpgOFmEEYYmDcE+8d5JH3CO8VyLv4bSwuCbWhgl58WTBXepgldNamFT8Lko/pkoTnk/a0JUd+TBi5TC9OTBEZshNCsuJEPQhEEhF4xSGtEUXmVJYHwxSuSCMWQsIDC+hOZRRBPGXrZsme832esjXI56GoOK2Azx3RVXXFHEW+Q48WBRzpNTZ/942RwPYfRUDSdGlnw1wjo8P5T7S5cudWNCuJdjIE9OtIDFCOmLf//73wnjHRg1apS/Lq4n6kE+OwjP8LZZFJx//vmeq8cTJ9dOXjl4zWWByhyjiDoe8SELDc4ZERA0DpyP008/3YVvvD8LFixwI4uxJT+eCuxvv/32cwEiFQUsGMJ5Lw+8NqIcvIekeFjwEP1AcxA0DG+++abfxuKquGBxcz5rQlR35MGLMkEARy4bI/TrX/+6yG0o2wmrE5rG2CFCQ8QVyt+KQy4ab5P7If7CGAPiMwwgXvhpp53m3jyLgQBhZlTihJ5JFQwYMCChomeRABg5jARiM6IOGNb+/ft7Dh7DXB6uvfZaV8qjpmc/CLQI2YcyPzzOwYMHu7E8+OCD/fjIySeDUWRDTIZAj3KtYLgI/WPgEH9x+1lnneXHWh7jiXjwvvvu8zw0x4Ghw+iFaYW8Dxh4VOdEQHiviHpwfsrD6NGj3SCzoKERTXGlfyrweXjyySf9HKBb4DMVKiqABRkleSwANpVOKe9nTYjqTk6UHCMUWwyMzIwZM9xABIMkKgYeNd41ojgMQ1xQt77MRt9VkS0oRC8yBlTiCMQIe2PUqYnGe42TcRdCiLggAy8yBvLu5GwRvxHqJg9LflkIIcTGKERfRSjsJ0RmoO+qyBYkshNCCCGyEBl4IYQQIguRgRdCCCGyEBl4IYQQIguRgRdCCCGyEBl4IYQQIguRgRdpg/7j9GOvCEOHDo1NtzjmkNNONR37q+znFkJkPqqDryKqc20tQ1HoYb5kyZIi1zP8hDGt9JDfXOhNz7CX0H89nWBkeY30zK8MGHDD15Oe85V5X1E61fm7KrILdbITaaOsGe2pQOva8sw3Ly/Mow8jbqua8oy4Lc99qxIWHUy8Y8iQEKJqUYg+g1i7eq09eMUYO2m7/tYr7xQ7t+uf7b3nJ2/R58Q7DpPd8GYY7pI8h50Z5IxrZdIaE824D+NFp0yZkrj9jDPOcA+T+7ERVi8pRM9tTAhjNC1efZiZTt95Jobh7e+///72zTffbDJEH54jeeN5AhzXUUcd5YuC7bbbzifXJc+d53kY30rEgXa4vXv3LvG8YLQY7YrHTPSAcbTFg2GMmmUaHZ4gY1eZGjdu3Lgi92EEL6+XaXeMqT3ooIMSr6942J3HduzY0ffFc9Kqd8WKFSXeN9X3jfGxjOjlfHNumRhY2hAdHsPUPO7LfvfYYw+bMGHCRvt98cUXffoco1+ZpFfW8ZR1LuD+++/3zwSP33XXXe2uu+4qshDjfWvevLnfzshczj3wvvA5YYoex8MUQ45FiKyHEL3Y8qxatSr64osv/O/mUFhYGP3l6L9GR9Q4OTo85yTfwv9vPvVutKW44IILou233z564YUXoqlTp0b9+vWLGjduHP30009+++uvv45Vi3bbbbfopZdeij777LPomGOOiVq3bh2tXbs2WrNmTTRy5MioQYMG0Zw5c3z7+eef/bGtWrWKbr311sRzsZ8WLVpEY8eOjb766qvo+OOP9/0cdthh0fjx4/387bffftGRRx6ZeMyQIUOiTp06JS6H52CbPn161K5du+i0007z2xYvXhxts8020eDBg6Np06ZFH330UXTEEUdEPXr0SDz+kEMOierVqxddeuml0ZdffulbSdxwww1+Hp566ik/rv79+0f169ePjjvuuMR9hg0bFu26665+7N9880304IMPRvn5+dEbb7zht8+ePTtq0qRJdOKJJ0YffPCBv+bRo0cnnpNzHfb3448/Rnl5edEtt9wSzZgxw8/zqFGjEucy+b7led+6devmx8N9DjrooGj//fff5GeB5+UxO+ywQzRu3Dh/3QMGDPDXvXDhwiL73XPPPf3zwHvAc5Z1PGWdi0cffTRq3ry5n+9vv/3W/3L/hx56yG8fMWJE1LJly+jNN9+Mvvvuu+itt96KHn/8cb/tySef9M8fzz1z5szovffei+69994t9l0VIi7IwFcRFf3RmDLxy4RhL7LlnhSdvvN5vgCobJYvXx7VrFkzeuyxxxLXYbT5ob7xxhuL/KA/8cQTifvwo12nTh031IBha9iw4Ub7L8nAX3HFFYnL77zzjl/3wAMPJK4bM2ZMVLt27U0a+ADn44QTTog6d+4crVy50q+79tpro169ehW536xZs/w5MCjBwO+9995lnhuMTTgHsG7dOjd8wciuXr06qlu3bjRp0qQij2Mh0LdvX/+fhUabNm38nJZEstGePHmyHyfGq6z7lud9e+WVVxL3ef755/26TX1Gg4EfPnz4Rq+bBU/yfp999tnEfVI5nrLORdu2bRMGO8D72b17d////PPP94VgSd+Dm2++OWrfvv0m910cGXiRLShEnyF8/uYXllujhLcrMvtx+lxbMn9ppT8n4dF169b5SNZAzZo1rWvXrjZt2rQi9+3evXvi/yZNmtguu+yy0X1SgTB/gBA6EJZOvg4R1LJly0rdz1/+8hcP7//zn//0kDZ8+umn9vrrryfy9myEesNrDRBaLg3SDXPmzLFu3bolriPHTKg7QFph5cqVdsQRRxR5vocffjjxXJ988omHoTmnZUF4v2fPnn4uTj75ZLvvvvts8eLFFX7fks834W2YP39+qceS/F6H1118v8nnIpXjKe1ckIZgH/379y9yLocNG1YkncE++NwRfn/ppZcSj+d8rVq1ynbaaScbOHCgjx0uKCgo9TUKkQ1I+ZIh1G1Q16LCkgsecnNzLL9uvmUDyT/w5HI3dR357U3x6KOP2q233ur54BYtWhRR3B977LF2ww03bPSYYNyAXH9F4bkAbULyMQB5YAgLj1SoUaOGvfzyyzZp0iQ3XnfccYddfvnl9t5773mOf3Mp77lNlfKew9LORTiXLGqSF1XhvMA+++zjyndy/6+88oqdcsoprlFAt9CyZUvXFnA95/Ccc86xESNGuHYglcWVEJmKPPgM4aCT9rMaeRu/XXj13Y/b1+rWT91YpErbtm1dQT5x4sTEdXhiiKM6dOhQ5L7vvvtu4n88y6+//toFUcA+EKVVBXjtAwYMcLEeYr9kMAIIuRDdtWvXrshWHoOEYp0FAcY1gEc4efL/BI+cHww5s+uLPxcGJ3jPb731lp/TVMAA4wVfffXV9vHHH/t5xRutyPu2OSS/1+F1h/e6JFI5ntLOBVEbhHHffvvtRucyeXGDOK9Pnz6+EBg7dqw99dRTtmjRosQCgsXd7bff7gs/Pieff/55hc+FEHFGHnyG0Hjbhnbpg+faDf3u9Ms5uTm2ft16267VNnbe7WdukefE6J199tl26aWXetgdFfKNN97ooWfCpclcc801ruzmxxjPEgV6UHVjUPHCUGwTakaxXZHa900xd+5cO+GEE+zUU0919TuXg5dHSd65557rP/59+/Z11TuviVA6qnAU2sEbTIVBgwbZ8OHDbeedd/Yw/y233FKkzh8V+CWXXGIXXXSRe8SoxgntY+QwRP369XPVN544xzt48GBfOGA8CV0Tak6GxQTnr1evXq5E5zJ9BEoyrOV53zaHUaNG+evmuYmUsKA788xNfwZTOZ6yzgWLGkLvXH/kkUe6Kv/DDz/056aagfPPomvvvfe23Nxce/LJJ61Zs2Ze5UAfBhaYeP987ojwYPBR2guR1aRbBFBdqCzhzo/fzo0eHvqP6LZz7ovGP/hatHrl6mhLwvEiYGratKkrwA844IDo/fffT9weRFXPPfdctPvuu0e1atWKunbtGn366adF9nPWWWdFW2+9td8XYdymRHbPPPPMRqKujz/+eKPnQxFfXGQXbiu+8TyBr7/+2sV3jRo1ciEgKvcLL7wwIc5CZDdo0KAyzwviMu6HOpt9XXzxxdHpp59eRMnOPqkg2GWXXVxkhoK/d+/e0YQJExL34Twh/EOQhxodJTuK++LCOT47PJZ98D4gGrvjjjsS+ymuok/1fQvnETjPXMd5L4nwfiB24z3mve7QoUP02muvlbrfVI6nrHMBiPT22msvf14U+AcffHD09NNP+22o4rltq6228vekZ8+eXiUBfKaoFuB6bqcSI1lcWByJ7ES2oE52VUS2dsci3NmjRw/3pNRFLbuhDp7PL+mBuLQH3hJk63dVVD+UgxdCCCGyEBl4IYQQIguRyE5UCFq7KstTPUAsqfdaiMxBHrwQQgiRhcjAVzHygISIN/qOimxBBr6KCB2zqP0VQsSX8B1VlzuR6SgHX0XQRIUystDnm4YboTWoECIenjvGne8o39XyND4SIo6oDr4K4VTTXS2545kQIl5g3OmCpwW4yHRk4NMAbTNT7T8uhKg6CMvLcxfZggy8EEIIkYVIZCeEEEJkITLwQgghRBYiAy+EEEJkITLwQgghRBYiAy+EEEJkITLwQgghRBYiAy+EEEJY9vH/yQFSEpCOu/YAAAAASUVORK5CYII=", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(30, 120)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ps", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb new file mode 100644 index 00000000..8233af92 --- /dev/null +++ b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb @@ -0,0 +1,618 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# a04 Example - Gaussian Process Bayesian Optimization Using `GPBayesianOptimizeScan` implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from gaussian_process_bayesian_optimization.gp_bayes_opt import bayes_opt_main" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GPBayesianOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GPBayesianOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Optimizes objective function using Gaussian process for Bayesian optimization.\n", + " Bayesian optimization method `bayes_opt_main` predicts optimal next measurement from observed data.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " domain_info_list,\n", + " dt=0., n_max=100,\n", + " init_scans=None, extremum='min', ei_threshold=1e-1):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.last_optim_idx = n_max - 2\n", + " self.domain = domain_info_list\n", + " self.X_train = np.empty((1, len(initialization_dict)))\n", + " self.X_train[0] = np.array(list(initialization_dict.values()))\n", + " self.y_train = None # TODO: multidim output? np.empty((1, 1))\n", + " self.init_scans = init_scans\n", + " if init_scans is not None:\n", + " self.init_scan_ct = len(init_scans)\n", + " else:\n", + " self.init_scan_ct = None\n", + " self.extremum = extremum\n", + " self.ei_threshold = ei_threshold\n", + " self.set_final_opt = False\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " def postproc_extremum(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return y\n", + " case 'min':\n", + " return -y\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " def get_arg_opt(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return np.argmax(y)\n", + " case 'min':\n", + " return np.argmin(y)\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " if self.set_final_opt: # set final output to best observed output\n", + " arg_opt = get_arg_opt(experiment.__dict__[self.sample_f_out][:index], self.extremum)\n", + " opt_in_opt = [experiment.__dict__[measurement][arg_opt] for measurement in self.opt_in]\n", + " self.running = False\n", + " return opt_in_opt\n", + " else:\n", + " if index == 1: # first optim step after init\n", + " self.y_train = np.empty(1)\n", + " self.y_train[0] = postproc_extremum(experiment.__dict__[self.sample_f_out][0], self.extremum)\n", + " else: # update observed data with latest optimized measurement\n", + " i_prev = index - 1\n", + " self.X_train = np.append(self.X_train, [[experiment.__dict__[measurement][i_prev] for measurement in self.opt_in]], axis=0)\n", + " self.y_train = np.append(self.y_train, [postproc_extremum(experiment.__dict__[self.sample_f_out][i_prev], self.extremum)], axis=0)\n", + " if self.init_scan_ct is not None and index <= self.init_scan_ct: # non-optimized measurement points to intialize Gaussian process\n", + " i_prev = index - 1\n", + " f_in_next = self.init_scans[i_prev]\n", + " return f_in_next\n", + " else: # optimize next measurement\n", + " f_in_next, keep_running = bayes_opt_main(self.domain, self.X_train, self.y_train, ei_threshold=self.ei_threshold)\n", + " self.set_final_opt = not keep_running or not (index < self.last_optim_idx)\n", + " return f_in_next.numpy().astype(np.float64)\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GPBayesianOptimizeScan({'v1': 1., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " [(0, 10, .1), (0, 10, .1)],\n", + " dt=1., n_max=100,\n", + " init_scans=[[9., 1.], [9., 9.], [1., 9.]],\n", + " extremum='min', ei_threshold=1e-2)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices, time=True)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "22ba2d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'v1_voltage': [1.0,\n", + " 9.0,\n", + " 9.0,\n", + " 1.0,\n", + " np.float64(1.0),\n", + " np.float64(1.2999999523162842),\n", + " np.float64(1.5),\n", + " np.float64(2.700000047683716),\n", + " np.float64(3.4000000953674316),\n", + " np.float64(4.0),\n", + " np.float64(4.099999904632568),\n", + " np.float64(4.099999904632568),\n", + " np.float64(4.0),\n", + " np.float64(4.0),\n", + " np.float64(4.0)],\n", + " 'v2_voltage': [1.0,\n", + " 1.0,\n", + " 9.0,\n", + " 9.0,\n", + " np.float64(9.0),\n", + " np.float64(8.600000381469727),\n", + " np.float64(7.699999809265137),\n", + " np.float64(7.199999809265137),\n", + " np.float64(7.0),\n", + " np.float64(6.800000190734863),\n", + " np.float64(6.199999809265137),\n", + " np.float64(6.099999904632568),\n", + " np.float64(6.0),\n", + " np.float64(6.0),\n", + " np.float64(6.0)],\n", + " 'v1_readout': array([1. , 9. , 9. , 1. , 1. ,\n", + " 1.29999995, 1.5 , 2.70000005, 3.4000001 , 4. ,\n", + " 4.0999999 , 4.0999999 , 4. , 4. , 4. ]),\n", + " 'v2_readout': array([1. , 1. , 9. , 9. , 9. ,\n", + " 8.60000038, 7.69999981, 7.19999981, 7. , 6.80000019,\n", + " 6.19999981, 6.0999999 , 6. , 6. , 6. ]),\n", + " 'vf': array([3.40000000e+01, 5.00000000e+01, 3.40000000e+01, 1.80000000e+01,\n", + " 1.80000000e+01, 1.40500022e+01, 9.13999935e+00, 3.12999942e+00,\n", + " 1.35999989e+00, 6.40000305e-01, 4.99999046e-02, 1.99999619e-02,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "57ee2205", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_voltage, expt.v2_voltage)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage scan input\")\n", + "plt.title(\"Voltage Scan Inputs as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8bmtSuK3Y1veCz4NyOqV5jjffKx43mjfBZ8r3jeoCZX0WDJSS6TET6LMKAcH9y1/+soo1nXjiiVrqJ9tevny58ix4X6MXSDsLFr0//vGPNbiS0XOBtMf7oHzP/rMvkOt4D/ydkRhpF/DaCxcu1AUR+8D3bzSfYke/sV3xXWO/CeB8RnzPIVRSWbngggvaFh4snDln8F7J6vn82UcIhLfffvuEjqmFxW5Fsofgjjvu0FlXxnyYAUe2lut33nnnNkd47rnnHh3JQoSDWeULLrhgjAjHfffdp/OxjLntrNDNaPC4t7/97W23ZQIuiLqM3q/W0bAdCd0w2vOJT3xCX5txocc97nE66sV+clsrGN9DzIMZ8Z0RumE+GyERjiez0dsTHxkN9p3LjsAY2EUXXaR6BrwOI0qtQjcTGZNrBTPuvLcvfelLW73/Rz/6kR6zTBBlZ4Rutve9YEQRoZi99tpL9Q/OPvtsfSzHafRYHSNyzNLz2syff/KTn2zO6o+e82fcjW0xroYwzqGHHpq8/vWvT2666aYJzcFnOPPMM1UgiZHTTAyI7yqfd/Y7YqSM2fcMjB/y3pnhZ9/Zl/e85z1Jf3//hH5jU/1dY+zy1FNP1fFCPh/0Bf7t3/5NRyNb8fDDD+vMPe+R12WE8nnPe17yk5/8ZLvH1MJipsDh/3bvkmLmg14cZCCyY1jOFhYzBVQuKB1TfZlqKeTdCfsbs7DY9ej4HryFxWwFI3Wje8eU9ykdz+bgbmFhsXvQ8T14C4vZCsbo6BXDHqf/C2cEMSbmsy0sLCx2BBvgLSxmKGCQQ/6CYAapDhIdQZ6RLgsLC4sdwfbgLSwsLCwsdgDsxhlHvvnmm3V8Ep0IJjm2Bsav4cow0gtvZrpge/AWFhYWFhY74ffB2OZo7YbRIPDja8F47HTDlugtLCwsLGYNUH5EHXEqkCTJGNVJPCK4jAbiSzsS18LbAt2K3/3ud1Mm+DUZ2ABvYWFhYTFrgvvBB3bLmnXtyo8TRXd3d5vgF0DZkjHO8QJJZQSnEIg65phjZCbABngLCwsLi1kBMneC+7KbD5Lensl1mAcGYznwpKWyYsWKNqOxrWXvOwOULzF3Gm1vPZ2wAd7CwsLCYlahu8fRy2QQy4jc846cRHcEiHfIWCPbPN0GZK2wJDsLCwsLi1mFKImn5DKVrp7r1q1TrwiyeC7Lli2Td73rXW0eF7sbNoO3sLCwsLCYBOi9j7YWxumR2zGsmi7YAG9hYWFhMasQS6KXyW5jPICM99BDD7U5IWLnjCMhmftoR0gcKXFVPPLII2W6YAO8hYWFhcWsQqz/TX4b4wG2wq32xBdffLH+i53xt7/9bZmJsAHewsLCwsJiB8AXYjzCr0uXLpXphg3wFhYWFhazClGS6GWy2+h02ABvYWFhYTGrMB09+NkIOyZnYWFhYWHRgbAZvIWFhYXFrALZd2Qz+B3CBngLCwsLi1kFW6LfOdgAb2FhYWExq2BJdjsH24O3sLCwsLDoQNgM3sLCwsJiVgGJmskL3XQ+bIC3sLCwsJhViKaAZBftAT14W6K3sLCwsLDoQNgM3sLCwsJiViFKzGWy2+h02ABvYWFhYTGrYHvwOwdborewsLCwsOhA2AzewsLCwmJWIRZHInEmvY1Ohw3wFhYWFhazCnFiLpPdRqfDlugtLCwsLCw6EDaDt7CwsLCYVYimoEQf2RK9hYWFhYXFzIIN8DsHG+AtLCwsLGYV4sTRy2S30emwPXgLCwsLC4sOhM3gLSwsLCxmFWyJfudgA7yFhYWFxaxCJK5eJreNzoct0VtYWFhYWHQgbAZvYWFhYTGrkEwByS7ZA0h2NsBbWFhYWMwq2B78zsGW6C0sLCwsLDoQNoO3sLCwsJhViBJXL5PbhnQ8bIC3sLCwsJhVwAkunmQBOpbOj/C2RG9hYWFhYdGBsBm8hYWFhcWsgiXZ7RxsgLewsLCw2AN78Il0OmyAt7CwsLCYhT34SZrNSOdn8LYHb2FhYWFh0YGwGbyFhYWFxaxCPAVa9PEewKK3Ad7CwsLCYlbB9uB3DrZEb2FhYWFh0YGwGbyFhYWFxawr0Vuhmx3DBngLCwsLi1mFKHH0MtltdDpsid7CwsLCwqIDYTN4CwsLC4tZhWgKWPSRLdFbWFhYWFjMLMSJq5fJbSORToct0VtYWFhYWHQgbIC3sLCwsJiVJfrJXsaDv/3tb3LOOefIvvvuK47jyGWXXda8r9FoyPve9z457rjjpKurSx9z7rnnyurVq2U6YQO8hYWFhcWsQtzCpJ/oJR7naw4PD8vxxx8vX/ziF8fcVy6X5ZZbbpEPfehD+u/PfvYzuf/+++X5z3++TCdsD97CwsLCYg+cg3f134GBgbbb8/m8Xkbj2c9+tl62hr6+PvnDH/7Qdtt///d/y6mnnirLly+XAw44QKYDNoO3sLCwsNhjsf/++2uAzi6f/OQnp2S7/f39WsqfM2eOTBdsBm9hYWFhsQdq0bv674oVK6S3t7d5+9ay9/GiWq1qT/5Vr3pV27Z3N2yAt7CwsLDYY/3ge3t7pzQIQ7h7+ctfLkmSyJe//GWZTtgAb2FhYWFhMYXBfdmyZfLnP/95WrN3YAO8hYWFhcUeW6Kf6uD+4IMPypVXXinz58+X6YYN8BYWFhYWe6BUrTuuxw8NDclDDz3UvL5kyRK57bbbZN68ebJo0SJ56UtfqiNyl19+uURRJGvWrNHHcX8ul5PpgA3wFhYWFhYWO8BNN90kZ511VvP6xRdfrP+ed9558pGPfER++ctf6vUTTjih7Xlk82eeeaZMB2yAt7CwsLCYVYgRqpmk3Ws8zucTpCHObQvbu2+6YAO8hYWFhcWsQjwFJfp4D5CB6fx3aGFhYWFhsQfCZvAWFhYWFnugXawrnQ4b4C0sLCwsZhUicfQy2W10OmyAt7CwsLCYVbAZ/M6h89+hhYWFhYXFHgibwVtYWFhYzCpEU1Bij6TzYQO8hYWFhcWsgi3R7xw6/x1aWFhYWFjsgbAZvIWFhYXFrMJMNJuZibAB3sLCwsJiViGZAj/4ZA8Yk+v8JYyFhYWFhcUeCJvBW1hYWFjMKtgS/c7BBngLCwsLi1mF6XCTm42wAd7CwsLCYlYhmgI3uWgP6FB3/ju0sLCwsLDYA2EzeAsLCwuLWQVbot852ABvYWFhYTGrEIurl8luo9PR+e/QwsLCwsJiD4TN4C0sLCwsZhWixNHLZLfR6bAB3sLCwsJiVsH24HcOtkRvYWFhYWHRgbAZvIWFhYXFrEIyBXaxiVWys7CwsNizEMexDA0NSU9PjzhO55dxZyMicfQy2W10Ojp/CWNhYWGxk4iiSNasWSN9fX0yODg43btjYTEp2AzewsJij0eSJNJoNGR4eFgefvjh6d4dix0gTiZPkosT6XjYAG9hYSF7enCvVCpSq9UkDENZuXLldO+SxQ4QT0EPPt4DevCd/w4tLCwstlOSJ2svl8uybNkycV17SpwNiMWZkkunw36bLSws9sisvV6vK5mOfwnsBHgIdhYWnQJborewsNgjS/Jcli9fLgcffLDeZjF7YJXsdg42g7ewsNjjSvLValWvE+BtcJ+9PfjJXjodnf8OLSws9nhkJfmBgQF58MEHtSRv++0WnQ77DbewsNgjSvJk7rDkbdY++6EkuWSSF7ElegsLC4tZC8uS70wkU8CgT/aAAG9JdrsYZAo2W7Cw2P1AuIbAvnTpUtl///01wC9evHi6d8vCYrfBBvhdCAI74hnjDfBXXXWVHH/88dLb2yszDbfffrvMmzdPT5gzDZzIydaOOeYYmWnYvHmz3HvvvfLEJz5RZhoYDbvyyivlKU95iuRyOZlpuOGGG5TpvmDBgnE9j547vz9K8vvtt98u2z+L3Q9rF7tzsAF+N2Xv4zGtoKw43ufszmDAe5qJ+8Z+sX8zcd+yz3Um7hv7lO3bTNy/if4eZur7sZg8rJLdzsEG+N2AiZxoZurJKduvmbpvrf/ORMz04zYT928yvyELiz0ZNsBbWFhYWMwq2BL9zsEGeAsLCwuLWYWp0JKPLYvewsLCYs8BPI6bb75Z/964ceOMJLpa2Ax+Z9H5LAMLCwuLncSdd94pe++9t/49f/786d4dixmEv/3tb3LOOefIvvvuq/yOyy67bMzi8JJLLpFFixZJsViUpz/96aqaOJ2wAd7CwmKPBiz9Rx55RP/u6+ub9AjoQQcd1EZGzS5vf/vb9X508PmbBUR3d7e85CUvkbVr107Je9lTMGkVu2T8FQBGcBlf/uIXv7jV+z/zmc/IF77wBfnKV74i119/vXR1dcnZZ5/d9D2YDtgSvYWFxR6Nm266SfL5vP594IEHTjrruvHGG5ujfeCuu+6SZzzjGfKyl71Mr1900UXy61//Wi699FJdUFxwwQXy4he/WK6++upJvpM9B9NRon/2s5+tl62B7P3zn/+8fPCDH5QXvOAFett3vvMdWbhwoWb6r3zlK2U6YDN4CwuLPQ5kVXfffbf+fcABB2hmNlVAkGefffZpXi6//HI59NBD5YwzzpD+/n75xje+If/xH/8hT33qU+Wkk06Sb33rW3LNNdfIddddN2X7YLHzwICo9YI40nixZMkSWbNmjZblM7B4O+200+Taa6+V6YIN8BYWFjMaSRxJdfPqqdlWKjwFkc73TQGTnumumplHTe973/uevPGNb9TX4HWR0G0NBEcddZQuMqYzEOzJJfr9999fg3F2+eQnPznu/SG4AzL2VnA9u286YEv0FhYWMxq1FbdJ1T1I5MgTJr2tO+64Q/9FznjOnDm7vPdNeXbLli3y+te/Xq9zskcOmNeeSYFgtiGZgjG3JP13xYoVbdMSWbumE2AzeAsLixmLLUvvlMba+ySOwkltJyPR4aMARgfYXQXK8fRtYV5bzEz09va2XSYS4GnFgNELRq5n900HbIC3sLCYkShvXCWrb7lC/06ixoTK8Rs2bNC/8YMHu9MkCfe6P/7xj/KmN72peRsne8r2ZPUzKRDMNkwHi357wAyJz+9Pf/pT8zb6+bDpn/CEJ8h0wZbodyEgXuAgNl7AwOWLMRO1tDFz4aT5wAMPyEzcN7Bu3TqZqUY4f/jDH2Sm4q9//avMFCT1stTv/6MkYVXiOJGHH3pQVoZ/GPcx9zxP/z766KN3e48b8hwz9c997nObt0GqC4JAAwHjceD+++9Xx7vpDASzDdPBoh8aGpKHHnqo7fx+2223aVUIDsU73/lO+fjHPy6HH364BvwPfehDWrl54QtfKNMFG+B3IfCepuQzXqMMgjsnpJ6eHplpuOeee7S8ORNLjvTSmFWFtDTTQMbG+NUpp5wiMw0sPGBxn3zyyRp8phtx2JBHb/yFlPcx9rBr1q6TRYv2kcPGGQAhs/HeGFvb3YtlXpcAf9555zXJfAAS1/nnny8XX3yxBgbODxdeeKEG98c//vG7dR8txj9OedZZZzWv8xkCPuNvf/vb8t73vlfPP295y1v09/7kJz9ZrrjiCikUCjJdsAF+FwIyDUIW4w3wPLZUKulzZxo4WdGjmon7xn5R/pyJ+8bojeu6M3LfssoHwhzT7QdP1r3y+l+IUx9O98URzw/Ed5NxHzu+C+VyWaYDlObJymHPj8bnPvc5/S6QwfO9QAzlS1/60rTs52zFdGTwZ555ZnMKY1vn7Y997GN6mSmwAd7CwmLGYP09f5eBlfeJX+zRk2m+1CNJWJNkkiS73Y1nPvOZ2wwGZHSooW1LEc1ix7Ba9DsHG+AtLCxmBLYsu0vW35upuSWSK/VKozLYLNtbWGRIEkcvk91Gp8Oy6C0sLKYd5Q0rZPXNv21ed8SRqGqCu8K1pyoLi/HCZvAWFhbTitrQZll9y+9VsQ64Pr33RJoVbj8vcX16eukWMxPWD37nYAO8hYXFtCGslWXZ3y9tzrk7jqtkpSzYO64nThJL0qhP855azCTYHvzOwda9LCwspgWo0y2/5mdSH9xEQ1Rv83IFiRo1Q1BzuJ7X4B9HNsBbWIwXNoO3sLDY7UjiWFbe8Cspb1jZHNULij1NUh0Bn+thy/U4DMVtmSm32HNhSXY7B/trsbCw2K0gO197119lYOX9zdvouzfKI/Ktrp+XRrm/qR/hFboliSnj21OWhS3R7yxsid7CwmK3YsMD18uW5caLHfjFbknCkRK8ny9JVB9uBneX69VBiVseY2FhsWPYAG9hYbHbsHnZnbLmjr80r3v5okTVYWr2zUw+btSo2Zv7cyXVpWdszs7CW4wu0U/20umwAd7CwmK3YPDRh2XVTb9tlukJ5iZzZyQuEccdYdAnSSyO50vSQq6DfGexfTz88MPywQ9+UF71qlc1TZd++9vfyt13j1RMOgHJFDjJJTbAW1hYWEwew+tXyvLrfq7kOgUB3JHmOFwcR+IHBZO963icK67rNSVq3VxBkt2QwYdhKDfffLP+PdrSdaYDN8DjjjtOzap+9rOfqfsZuP322+XDH/7wdO+exTTABngLC4tdisqWdbLq5t8qC17hOKYUn/bUyd6DQpfOxGfX/XxXM/iL40kShynJbtcgM6XBMWyvvfbSv2eim+P28M///M9qV4olcatp0FOf+lS57rrrpJPAUCWTlJO6SOfDBngLC4tdqlK39KofSdSomhsckSBfkrheHXFdLPVJozIwcr2rV8LqEGm8Ea3VUn045SS7zAzmrrvuambtxx57rBx44IH6d+YlPxGsWrVKXvva18r8+fOlWCxqZs3iofW1L7nkElm0aJHe//SnP13thCeDO++8U170oheNuR1P+g0bNkgnKtlN9tLpsAHewsJil6Be7pclf/2hNKrDGtA0Uy92S8j1NH/CNa5R6W+S7HQWvjwS7INSN3J3+vdUkuweffTRZlDHhva0005r/j1ZbN68WZ70pCdJEATa/77nnnvks5/9rMydO7f5mM985jPyhS98Qb7yla9oSR2rXmxjq9WRhc94MWfOHH1fo3HrrbfK4sWLpZNgSXY7BztUamFhMeVoVIZkyV9/pEEe0HvPd/VKozzYvE4Z3hjKmBOtXyhp5t6cfc8XdRYeKPluCixjly1bpv+uXr1a9ttvP3nggQfkoIMOkqnEpz/9adl///3lW9/6VvO2gw8+uPk3C53Pf/7zSoZ7wQteoLd95zvfkYULF8pll10mr3zlKyf0ujzvfe97n1x66aV6vBAPuvrqq+Xd7363nHvuuVPwzixmG2wGb2FhMaWgl778ul9IbWhT8zY3QLhmxB3O9XyJGpWmoQw9+Shl1APtwacBnYDIuFyzzD8BEMhbe+0nnnii7LPPPrIr8Mtf/lJOPvlkednLXqbl8cc97nHy9a9/vXn/kiVLZM2aNVqWz9DX16dVhGuvvXbCr/uJT3xCjjrqKF1cQLA7+uij5fTTT5cnPvGJupjoJEyWQR9PgVDObIDN4HchNm3a1CyZZVnJzjJ5ly9fLoVCQWYaOHGQGdTrM090hNIo+zXZXuauQKVSkUajMSP3LetFP/LII5PqO4O4UZX1t/5GZ9uTRqWpQhf3rxRJR97oqTsJZflwxGDGNa+L7rzrByLxZnFzRYlrwxJ7BdmyYY0ky5bIZn/hTu9LFEWyceNG/dtPJW4f85jHyDXXXDOu3+N4wXH88pe/LBdffLH8y7/8i9x4443yjne8Q4lv5513ngZ3QMbeCq5n900EbJ+FBL19+vH8VllcHH744dJpyIhyk91Gp8MG+F0IAnWtlo79jPOEQjDYlSehiYLg3vq+ZhLYL07qM3HfWHgQSGfivmUBnn2bTICPw5psvuN3Uh/YoBl7EkXiknkP94vj+rjLqK+7K7ES5vTr7Tji+YHEtaqZi48TScLIBHo3oE4vSb1fYjcv9WpZ/HEcP74L8+bNk8HBQTnkkEMmFTzH+xshgyejBgRZiHz02wnwuxpk8Fx4/wR6Fr6t/X+LPQc2wO9CUJ6j9EagHk+wRqDi0EMP1efONNxyyy3KDM6YxjMJZE6czGFCzzSQSQ4PD8/IfSMgwfomu20drxoPwnpVllz1Y0kKrkhhb3WB8zxfCXUi3SZDT2LxcYurm8yeYA+jPqwwr92rTnKu60qUjsv5XXMkrg5IdXCT9Pb2yX4HHigLx3H8WFRRks/67rsLMOMpj7eCY/vTn/5U/85aA2vXrtXHZuD6CSecMOHXfec736ls/fPPP1+D+xlnnKHVilKpJJdffrmceeaZ0imwZjM7B9uDt7CwmBSielV77uWNq5u3kX2HVROos0WE0ZhPg3vaZzfBPVW2C3LN4O54ng4yZcI4xlnOPHamAwb9/fePGOlkHIBsUQzhjiD/pz/9qXn/wMCAsumf8IQnTPh1f/KTn8jxxx+vf//qV7/SBe99990nF110kXzgAx+QToJl0e8cbIC3sLCYVHB/5G8/kvKmkfEsnXPXfrsp/dMBUCEbZtuzxxR7tF+fIdfVZ0r4Cke8IN+8zwmK+lxaALMBBFSEZSjRP/TQQ/L9739fvva1r8nb3/52vZ9qHtk2ojQQ8iijw3Lfd9995YUvfOGEX5dZ96w68Jvf/EZe/vKXyxFHHCFvfOMb9TUs9jzYAG9hYTFhtvzDf/2hlDetbjKWfMxjCNxpsCYzz5V6JNLxN7fpHoewDXK0gNn4zBpWVeyYlSeThz1PLz+s6SBd1Jh5xM6t4ZRTTpGf//zn8oMf/EBbMv/6r/+qY3Gvec1rmo9573vfKxdeeKG85S1v0cdDiLviiismRayFpMfMPeV5tvWMZzxDb6dNMVny5EyDZdHvHGwP3sLCYkJz7mTu1f51I6Ns+aJqyWMUQxZugnuvhBUzHkdA94JC2peHl+Jq2Z7rGtzFkaCrT8IWVbuMLm3MaQKZLXje856nl22B9/uxj31ML1OFN7zhDZq109dn+9kYHqV/xuc6CZZFv3OwAd7CwmJcqJcHZOk1P28Gd6Byso1qGtzh0yUStAR3wNhbVDeZuV736Llzf3bdlwaz8ykhFWKemY0n6++VcHhkrt5iLD7ykY9oxWDFihU6g5/PmzYH2Ts69RazA5CsMw7HkUceqWTticIGeAsLi51GbXCzPPzXHyhrPoOXL+lYWxbcQVDqkbA8mMVqHZsTNYzJfN99YwubXc8VTVnfGcn82SZw/ILEtUGJc7ajuCO89KUvHXPb7hjNm54MfrIseplRYALobW97m/zwhz/UNku2OHvFK14hX/ziFyc0VWUDvIWFxU67wj381x8p4S0rl3uI0ajF68jZMtOTd+n7xrF5LME/cdusYJvB38vRYEeNZsRspjyoCwdm441ATkm3ETNb32H95KkEzHwuZIFMLrTim9/8pnQKOnFM7k1vepP6BjDSmE1ToGz4T//0T/IP//APGvjHCxvgLSwsdoih9Stkyd9/oqz5EUtXxt4oy2fB3WTeBPem9gPjbo4rUVgT1y/qbfi+Q6JzSzl1jHNcR+JGqGsEHZ3LJG3j2BDxkjjt8ZckDqviel3TdyBmMD760Y9qTx+RnawP36lQu9gp2MZMAoH9d7/7nTz5yU9u3oYBEeqEz3rWsya0TRvgLSwstov+1Q/J8ht+3QzuwPXzOtM+EtxF8qVe7c9ngcXxgpT9PvI8n3G5lnl2P5eXqGZm49lSnMrbAoRvwvIW87iiYeLHMOnzNsBvDSjlffvb35bXve51070rFhMAAmJbK8Nz20SVCG1Ty8LCYpvY+MjtsuTvP23zYmeMjUDcGtzpudcrI05w1N8pw2fBXTNwP9cW3DWzT4O74/vius6IsA0EvXRu3gkKGtx1O7NkFn46gHIfxjJ7AjpR6OaDH/yg+he0Sirz93ve8x750Ic+NKFt2gzewsJiDAjIa+7+u17MDU4zkLe6whHQzW0DKk0LcY4ROCRpzd9mW1jFtl6nz95kOeliwNf+elO1jkoAvfqgIBIxB2/68TtylNNFR1hVcZw9DfRwEdWZaDCYVejAGv2Xv/xlFUY64IAD9AIwHWMaYv369fLVr361TTJ8Z2ADvIWFRRsItCtu+b1seuS25m3q556W4FP7dnHElaCESM0AU+2qLU/fPCigPFfWnjnId/XpYwjcmWods+563aHvXpKoNqxz9JknvL4G1QAl5yVpr96VpKWSsFUsu0Zk/qGsEmRPQ7VaVcW8P/7xj/LYxz5WgqBdN+A//uM/pm3fLHaMyagYbgs2wFtYWLSbxlz9cyXVZdCMu9gjNXWFGylrqiJdFtzTkjtB3QjZpNm9Mur7dTnA/7Lr3BcnSaoxbyoCWjbVErxJrTw/r/K0IyI61ZSxv3UkGx40AX5hu9HLnoI77rijaVaDe10rOo5wNxUl9mRmHZMPf/jDU75NG+AtLCwUtaEtsuL6X0i1f4Nmz04aaimnU5bPgoSW3Et9EtaGm8Fdy+yU0FuFbfxAGsObTXDXh3hKmsu2o25zKYkOURt68FEjalPAYxtuvkt94cXv2qZcbTK8XuTeX+tzmZvfE3HllVfKnoJOVbLbsmWLmgY9/PDD2nvH7phyPDLEixcvHvf2bICfgahXTAZkYbG7EA6ul4f+/N2REjjysOJIrtg10nN3XEmSKC25m+CrpDgy9UJJkjjUh9WqDanWHKmvfVR8ty7dfSUp9faZcnu6HoAVn0Tm8Vrs93PN7DxXGpGr9WDM1/k9FMQv9EiMEt4oJI2yyF0/l4R5+VyXJF4+e5lxA+/0m2++uVny7u3tldmIlStX6r/77bffdO+KxTgqMMgLw5pfunSpvPnNb9YA/7Of/Ux78d/5zndkvLAs+hmIB266UtYse2i6d8NiD8GGR26X4QeukjBltGfSs36hII0WBzhxHc3cs4Cv5jEE90xPXhwpD1Vl9fJBefThlbJ5w5CsW7lJVi8dkOHNZOqZIU2XZvosIciiGJ3Tkbs4Ej/frQQ7gG69jsWxAIBJXxsaw6JX9bx7filJZQtzdWY3UxObHSFTC+Nkettthm+AxSon1dkIhG2YgydAYE3LZc6cOWp2M1r0ZrajE1n0F198sbz+9a+XBx98sM106DnPeY787W9/m9A2bYCfgQjrFbnxz7+Qe266qm0UycJiqsl0y2/+vSy/8bdGNjb9ruHgRpCM6iPBlOBNIG+0lOApqwf5opbqAc/etKEu9fKg9MwtSe+cLumZP1fqlbJseHRLs5euevRK3IuMpG1zHI7Z+rJm+YzYEbwp24uLIl6kVYW4ZZ90Gw9fKcnm5Vpd0Md52y9K4rsObr/9drnmmmuamXpms3rSSSepXzuYqLMbmvCZ0E92aTV74fWwjmXuubu7W17ykpfI2rVrZbLA8/2///u/5VOf+pQqonHBsva//uu/Oo9ZT3CeissMwo033qiKdaNBab51dG48sCX6XQgyhEajMaLqtRPgJBiFoa6477z+L7Jx7Wo56cznSpAb8ceeTrBf2fuaaWC/2L+ZuG9hGOpnO1P2DTe4Jdf+QoY3rDJ9awcLzkRcxGVQp0NiFta6ltXN2FtYrTRH2QimrAdqLQG/Xgml3L9ZCkVK94lEUSxOHEq+4El5qCKVoboEfr05Lue5vtSH0x68F5hsXVnzsTipkA6vo6YzjZrEVBTq1ZFjuPpWcR69S5n7Sb4kTm1Qkty+EqX38zhsWAE2quC+++7TfxcsWCCHH3643HTTTc3g+8ADD0zZ8T3mmGOUzZ7BT2V4M7/4X//613LppZdqtn3BBRfIi1/8Yrn66qsn9Zr/+7//K//zP/8jz3/+85u3waYnQKBx/m//9m+T2r7FrgXjcNkCtBV8L/m+TgQ2wO9CUPrLTiw7C06gURTK6tWr9Dq9l5uvv0YOeuwTpdA9frOBXYENGzZM6clwqjEV2dCuAjrh041waIOUH75OWemYtGZYvnqdSLh8xN2NjDjN1OlvO5lmvI6sEXhdTOHNY3yCbyRbNmwQP28yacftFy+uSBQm0ggdSZY8LIGTZuCMscUrdAGgi1/XR8ZOiXgO+vMo2rHwyHeL0xiWtbQFNm4ReXSTxP1dUqyulUUbr5XQNXK3fliWxHGlXKjK2o0jxzjzQUcJDAIT3uvoe++777679BgT0LOqQCv6+/vlG9/4hs6rP/WpT9XbvvWtb8ljHvMYue666+Txj3/8hF9z06ZNW7WF5Tbu6yR0Isnu+c9/vrZYfvzjH+t1fhec/9/3vvdplWcisAF+F4JSHz/y8WTwtWpFHrj+dzJ/bq+u6IKcyVrizUvlyGOfJfsfdoxMJ+hVUlrcf//9ZSYuqHBkOu6442SmgRMsi71WnendDTL19Q/eIqtuv1WS/dAqp0MXSxwnsmz1Wjlo8T46yp4hKHRrYM9U7PygqEQ6gjuEOO2d14bFL3RLWBvS3voy5xEpD4fSM6dLXC8vSWNIhgZr0t3bJfsftViSWjnVsC+bhUMSiZ8z1/U1S30S6VidsYilXL/sgbtlwb4HStGPJehZIPue+jiR278vTt9BkuT7RKrm8RDsZM7+ctxRT28qu9VqNfVDR5t9yZIlu21cjD4qiwjK/BiHfPKTn1TxEgh8VBYyr/YsAHMfC4/JBPjjjz9eS/Rf+MIX2m7nNu7rKHSg0M1nP/tZdQPEHrZSqcgZZ5yhpXm+PxOtvtgAvwtBiZOV/HgCfF0SaVTLUureXxnNjBJFritxFMrNf7lctqx/VB77hKeL11Ly293vKXtfMw0zed/IJNVoZZr2jbL78ht+K5tX3Gc0ZFJHNxFPcsW8JPUl4vleM6MPckUNvgT0jLRGmV5n0cO63uZ5rniMs9WGxCWL9n3Ze7+9ZM3yzTK0eUBcGO31qhS6S7LXwi7x2U6h1Hx+nCCe0ydhdVCvBymzXj/DQrfK0/qlXnEL3SKNYXGCLgmcSLx7fyFJ3IBub+by2W6+V6Q2IJLvVitaQLuGIL+7cdppp6kmPF7ejz76qJrAPOUpT9HZdE7YuVxOyW+tYAxqon3WDJ/5zGfkuc99rrYGWt3I8If/zW9+I52ETnST6+vrkz/84Q/aqoEjQnvpxBNPbFsMjhcz70y4hyMKTf+wMjwofXPmjWEEr3joHtm4ZpWc9owXSs+c+dO0lxazCcMbH5WHr7msTWK26dGeRNJIhWmMcpwRtVFLWO5P4WMLGzfaNOnpmzfSHnr2/K6+bll8sMhQf16ipCD5XK+UulzJ5QPt8TuU+FPfeJ11r5p9IqvnNcnm4QHoOJyefx0Rze4LEhS7xFt1gyQHHpWW9CPWJyL5HhPcIdjljHredOLZz352Ww+cgA+jndJrsbjrFPbI+Gid4R2ecQ3o7dN/39UtCYvJgzE4vN+f9KQn6SUDi1SsYs8999xxb9Oy6GcYwhYSVq0yrKNEucLISYEscMvGtfKnn35Tlt5/h2XZW2xfT/7e6+XeP35XRWyaBuyp3jvZMuS1kcc7OoMOU94Q71L9eYRmGnVxW59f6jEBNoVLz12wfa1pMJ+3cI4sPmShzJmX1+ssBpS0lz6HOXhm3em5MwKnM/B8l5Uxjz0sPvI5cZyU2Z8rSW7NreLWh8zjvCDlA3iS1JC2dSTxcjNS5IZs/YgjjlCdcVp2nLDhA4zmjWytZz9eEMgp5/70pz/Vy8c//vHODe7JJC/jJPAyiUDblUXaoYcequOHU3n+fcMb3qAcjdGg7ch9E4HN4GcYwkZ91JfGkXq1KsWuXikPGYlP87iG3HTl5bJu1VI54YnPaFsEWFgwqrbk+t/IwJpHxtyXSzXlvRykufRGNOHhe6T9b3ObI7lCT5rhowffajgzoNvJgrvrmbE28zRY90VJCMBNlTp3pJdP+b0yqAsCN8jpQiGOI+UEqDc8gjUEeoK2Zuk5KfY/IEG4UZxCr8RuTlwY9gT5JNK2QkIWTzVgBmrQU2pFmQwbV8bw0IiHbJkRp+6//34lU2Vl9ckAoR5IfPfee69eP/roozU4zNbZ/plSov/0pz+tZjBMKjAhwfQFx5Wy+jve8Y5J7cfI/owsqkeLFm3NRnZnYAP8DCzR54vdkiYu6QeeSGV4QErdvWMWnmtXPCJ/+sk35KSznid7Lz5oOnbZYoZh0/L7ZOmNVzSV5TJoRhzkpI5KnErDOyMB2s8bJbiWk43r5XSMbUSiViRAthZNem5T8nugf1MJwA5Wg3sqfMO/MNw9P1Avefr+XkrMU+g2nGbgV3MaVdCD0FdQeVqY8T3hOinGm8TD2IZMv7JZpNCrZXoWFQ799+oArEBJgtKEVeymCu9+97vlnHPO0bL86tWrVWMcDsarXvUqPVGff/75KmpC0EUp78ILL9TgPhmCHUAMhdflNU4++WS9DcIdzOxf/epXcvrpp0/RO9zzcM0118gLXvAC5TiAgw46SH7wgx/IDTfcMOltP+5xj2vytJ72tKe18XSoHEAOfdaznjWhbdsAPwMz+Hp1WILiIiPy0QL68sWuHsnlC1KvGdtMox42IFf96vty6LEny7GnnSX+KBcpiz0DKNEtu/kPsnHp3XrdIztOERS6zAhm2GK3qsG4KHHYUIU4MuhsAYkcrTLms+CeasuHrQGfb19LgCY0Z8Fdr8exeLn8iOe7l5OoVhZH3eGygB6n9rFGntYr9Gj7QDXtqSA0+mVubbU43d0SxiJuEuv7cOm1U5ov9EmS9d+Zu58BGTwZF8F848aNOr/M5AQjcNks8+c+9zmtaJDBw/I/++yz5Utf+tKkXxfxHHq4ZJrZeCABgh489915553SMZhCFv3AqNlzppe4tOKJT3yiOvXBcaDdAgnu73//+5Q49GUuckwo8V1A/CgDhEwWE3ZMrkOAyA2oV8sSdPeI642mSTjSqNU00BPYW0s6D991k2xcs1KOf9IzZK9FM2+MzWLXYfPKB2X5LX+S2hDmLtJCmjNmMZTkKcG3giyZkjxs9vQJGuSxbDX2rtmJxmjSt/bccXpj/dlIg7uW2z1fGvT608qTS3BPS/4Q9mC+U5lKMhc5SHWFLgnS4K6P8zyJho3qXcGLJb/2DqmziBBX/KimgT1mHp/grvPy6YKFefhGWZKgOO0ZPISo7YHROYhwXKYS9PgxKsmCO+BvqgUT0TGf2dBZkCnYhowZ+aXighphK/75n/9ZFwKMNHJMWTjBdXjNa14zZS5yBPJXvvKVYxYXk4EN8DMwg8+Ac1YcFTWYk70r9Jwda8me21VspAXV8qD89Zffk0OPOVGOOfXMGaOAZ7FrQH982c1/lI3L7hkTwF2IbQXXeLgrnBHZ2VKPRFixtqZBri+sJ8NKpj9vRtBYCHCbEutSKVt65m7KFWF7LAqoBGTPIzuP6ZOnrQF65bpAcPCQbwnobmAc5eAAMA6XLiLyOV8Kq6/T6xFU+aihxjMNlPQo0Re7tXyv29X++4CW7R1m4fdQMFJF753xvFZwW8fNwU8hVqxY0WYqtLUAywTE//3f/6lAET14su13vvOdSmA877zzpmQ/ED5av3590yCI8j+vB4/iLW95y4S2aQP8DIOSjVqCNgSi4aFB7b83g3xLMC9290m+UJJaNXXZ0pNeIg/fdbM8uvRBOf7JZ8u+Bx2+u9+GxS4GGe6GpXfJ8lv+LGEtc1gbsXMla4fkRu87g2bVXqAaCpqhF0ZGyhwc2OKwrYQPOc7HArZl+8aXvabld6eFUNfsuRPsiyWJMJ+BWU8/kUVpWpnCES6s9DeZ8czaa7k+VzSiOfku8XOBFFZfL8IMflAQJxkQzytIFCfiRqGW6BO/KE59SBJ68QT3fLcuAox4z54JyF7/9E//pJl81s+nNUClAH163Mpax/dmNaawRN/b27tD10CsW8niybABYlrLli1TAaOpCvCvfvWrNZBDxkQTgfn3Y489VhcWXL/kkkvGvU0b4GcYGjXISJ746Qwy30FOpJWhATX2cEdNNrIAqFSG0wVAi/OXiJbwb73qt7L8/jvksU98upR6ZobUrcXkUOnfKEtu+p2UN68zeu0pNOB6vgT5go66mYA7AhjrSVRrcY0zCwLm3kWZ6yMlT0+rAUn7AgEDmho69ebMmKSPyxYYCMuwaGj24DGXcX2JUzlbRuOyv3GKU2c4r6RkPmXcUxGIIymuuUncqCoOs/dhQ8fzIibo4lB835PY9U1wJ1uHOe8XJEEZr3tiet2dAvr+4L3vfe9W72MxljG1Mye9WYvdrGRXLpfHaJJQqp9Klz6EkE499dRmxYBFBKI3v//97+Uf//EfbYDvBDD+xkmNS2HO3LYvYaNWkSCXk2KpWyplE8z1bseR8vCgluNdBEBa4Tiyasn9snblI3LUiU+Swx97mvY5LWYfaNmsuvsaefTeG4wT21YCeBw11EhGRnUo86VeSfhetZ7YIbEVe6U2TEY98kWjLx7Dem8l6VESx3EuDe4Ee7Ll1sWCn8tLmPbcdTRO2fMVk+Wno3Fk6lQRjEpeWq1iNK4R6veya+Pt4qpqXV7CKBaf11QnHAh7XRqYfDJ2/yAjmJPK3Tp874PpF7mZTsC2ttg1OOecc7TnjqQwJXqc+iDYvfGNb5yy10DCOGsPoEaYmQbR90cRcSKwAX6GIUxJSxCfCOLdffPa5iP5m0w9K9lno06gUa9p5l/spmdvBEGycTsWDndd/xdZvfRBOerEJ8o+Bxy223S5LaaiHH+3rL77Wqn0bxi5I/34ILfBhmfEMh41GsfoGoGTPjxKcG3CNI4rDRWbGdkgs+2U7w3XY6Tc3zr37nieeMygN1/L0cy9WU1wXA3uukigh4/WPKQ4NaXxBTo8ZX6de3dcHbFD8KbU/5B41c063x6ljHmMZ2KparYUNkLxHVj04chyhNG8RlUSPz8jRW52JxjL22MwFXavyc4/P7PcZSJh3bp12nvH2nUiWfW2wMLhK1/5io7iIVmLkA5g1BL/j4lgz21YzVC0ls6clHSnZLpm1m1GjMrDsKJzbQFen+MkUhkaFN8PJFdkDrl9+5Dzrv3tpXL1r38o/RvX7Y63ZDEJDKxbIXf9/jvy4DW/0gpOK3QunfJ6kqiwjeqytwAyHFlylmVn3xUWA7q4a7LnU3E419OA3/zOENy7e40HfLoKYKYdDfuIoJouPJtlecqVsPAh4aWlfT/fbYxktNfk6IJTVevSMblsVr97eIl4lY06ehc5nngw5oOCREksHkE9ta9lnyJeh/J+UDAytpTquV7Ys1tQiLBgQ5uBUj0qeox40S/uRDe5yV52Fj09PfL5z39ejyNGMAgXoRLIGNtUATGdr371q3LmmWdqSyUjRv7yl79slu7HCxvgZ2APvpX8hJBHtTykJ99cvtjWNiJjJ9Mnmx9BpnRXl1p5OFUZG/sxr1u5RAVybrvqCikPjpVHtJhelPs3ygNX/0Lu+sP3ZHDDar2tteDCjDvBluALMVPvT+9zHQxk6HePeK8Dvjtk4fTRlfGebpDsmXn1kXE582I69taiX58pLGZz7wRdSu7Nnrv25FMfd/27KHFUNWfSVAAn2w5kO7J6vt/dtdXiD6405XYvL25Y1bE6fN29JBLofLqYYDzJ9cWNasZcJgr136SGgl1pRszATyc+8YlPNLXuMZnBRQ4Dmr322ks96DsKk5WpTWaemxyBHStuLt/85jebt0O8I7OfCGyJfoYhDBs6A1/o2h8LsGbPU8fnMPPIzxkjaQiZDiZ9lEqDZlAREioCjqNl+/LgQHtCnyTy6LIHZdn9d8jBR58oRz7uCZJvKeNa7H7QD19x59Wy7pE7JTeqx67xlb45UrHoxcejswfH6MaHdb1/ZI7deLtTVq8Pt8zJZ2Q3xGZaNOkh6lHazxYOAKa8kuwy+VkydXru2r83PXlVrKuW9XsH+Q5CHbdRCVVrWebei71NURu+x6XB5RJsWZqO5AXi1Ad0rC5MHDWJSzhFJY463fFdDhyREBZ9ebNI1zwYh0bVrj5sgv4ePu512GGH6d+XXXaZWo8SHDAuIXhYzHzQipo7d27bbczHTxQ2g59hCOvmRFsdHtRg2zannCTNkr2x+hxZhTImpwpfSjoaeQ4BPQ4jLdsXithrjiLYObQFQnnozhvkdz/4ktxz01VSq2RjURa7M7AvufmPcssvviprH7pdx9CaBIoW6VgCL/300SYXBFzuYy4eol17Sb6k2e/o/jwZuvq9twR3MmcqAJT1nVbSHeNzjLRliwUIfWkZXq1nybgh1LkI3BSM7K2S4EasX81jPQnTufzuaLPk+lOtfMbcUNPzfIndQNywosp3eNVToo9iKgo5De5wCrTWwDHId0tCkGdsbg+egQcooKGeB2BeP+MZz2gK61BW7sge/GQvHQ6bwc9Qkh2oVoY1M88VSprVA07steFhPcHmEbFpOdFTMiVYF0pdqojXKpoDatWKemUXunqkXqtIzGxyy5ccIt7y+2+Xh26/TjP6wx57qi4mLHYdKoObZNXd12vGzhhka9acFd3paRszl4aK04y6W8lzuL0R2Nt4k05GkKPMnmjGDfjG5Lt6dSRNFxLZw5GqDcPm6I+W9IumWjCyyAhMJl+vGh162PJBMCJqE2AyU08d4RLVuI8QsknH5LRl4Ih0NbaIv+URFW1y8j3GEY5xN9zlCPSo7IV1CVxHhW5cJ9ZROoeKQFhTX3p1p6sMiVPskwROQL5n2lXsphME9De96U2qbY6k6nOe8xy9/e67755UFjgTwdq3Zf074W10OmyAn2FQ+0x0tVOEjZrEUSzF7l7tlWeOXYxMEcC7++aKA4epSYzCZpbFAGX53q3MaTpKtCPT4v4xZ8TEGN48dMf18shdN8lBjzlBDj7mROmdu2fPGE816KuveeBWWbfkzpFsfPRUg+NKvtSjBDqSckrzbXc7rt6mBDtuaFEtNCYwXps7HO5ZOicf5FNWvCGlacsnVzS68FlwJzi7vjSGN7V095GyTUlyGTHP95uZPFm8k46/Kfue7dMnb3GQo0RfavRLftO9mqk7AYp3Q+atw8yvDZoROURtyNSjSJyEhSjucq44YUUd45I6C9S6ka6tDSmDnoXCzgINeMaSAOph2d+Mmt18883Nx8wmIGjzwQ9+UEv1WMVmzGveTzYjb7FnwUmsofguA+pD/NjGg2t//T3p37JZunv6dHxIDWfST4hMXufkW3rtiJpwP4Gf/j1EvFa2db7UrQE7K/2jKV6vpG5elO+0DYD2PSVUR9sCrfdzHV/6OQv3k0WHHCOxX9SSX1dX14y05eREPbqHNRNAsNi8eZN0OVXZsvweqWxea9jnTZU4Psv0ekZISxKJYYmn4DYY6YakhuPgqPsLXU19d4Kw9sEz57ZURS5pVJrMdS/fLXF9WNnsWzaskb75CzVwGmU5XNmSlswcpzhXM2VAyZ8FhArk6Pgbtq+hZvRJWBev0C1JbdiYwvAN0xJ/It1OWeYOP6z7HgZd4oRlHYfDBQ6b2AARFjcnXlSR0M2LGzUkJHNHgY+WAvsW1STp21+S3gPEjcoSe0X9Xg4c8ry2Y87iFu/1TZs2SalUaoqVZIveTFMchjQOXlitLlq0SEeUCJR4tO+999676BthMRGgB49b3v6f/5i4xcmNRcaVqqx45yXqwb4jJbtdDc5bOMZBpjv88KlTHrUZ/C4Evs+wWsczb45ql2ZRcSg9fXOlVh4amYGPGlKAJZsUpJFmTUHgK5ue5/X0zjEl3njETc7nJFavSnffHMPQDyhxjtwf5AJl2xPo/VTYpO1+yq9hIMOb1spDm9ZK4hdk4QGHyZxjT9KS8kwLopy8OZnPJCA8s3HlPbL+4bulEiTN4xoQNOPWxVpOcnmkYSta5lZiWtJyfy4nieemJfKKyYpb7mdsMhfMVclXz2NcjXlyRGWMUA3fInrZmimnI2/iE+Sz7xKEuNgQ7BpVw4JPQvMvJXHaBBJodUBtXVloMjaH6iKLBsfTQI+ta8yCMQjE5TtSp/zuS1c8IHOqq1TYBqlZj4UAfwf036v6umw3cCLerDhRIkHOl1o5kiKEO8eTwGlInO8RP66LeIkkuTnixQ2Ji91jPneCN2NMBHgESu677z6VaEVH/ClPeYr+rrBYpaQN+Pvggw+WQw45RK+zkJ1tuOqqq3TU6pFHHpFLL71UFi9eLN/97nf1feFq1zHYzXPwuxr89lqlhKcKNsDvQpBJctLJvH53BE5It/T2yOZNG3VFWSyV1GJSNegzYw/6jkkixa59tGSPdax6ZKfo6pmrhDtK+FkGXyubE5VbKkmpu0eGBkxPFNBjrxZGSrul3j5JokiqCOU4eHr0SGVo5P5NW/rV2CQZXCuLDjpCDjzqeNlr34PGyDhOBzipDQ4ONpnE0wnEWDaueljWPnSHbFr1sC6i0HqfN29Bm7pcvZLX70Y+ZbxTbpeiOd5anq+kx95xpdgzR2qDlMxB0bDpy7m0HN6r1R4Vqekyz9GRuHqXZt9htayv16jkmtUAQ9jDua0omzZvUn9yl7E05YGU9DEE9VB78EaBTj/nONL3p9splEz/O+2557rnGAe50jyjWhfkJCr7kq9vkq7+teIU85I4ZOsNcQIvJeTxtysxTnBUFHIFiaJYSiw0oobU6w3dl0I+J4nTrQQ8t7tHCgsXmYqD2yPuomPEH/W5k72TtS9fvlzfG8gWAbtT5Akd+Pe///2qE88sNahWq/Kud71LnedaLWMXLlw44dehLI+OOQ5nt9xyS7PFQIbKCN1vfvObKXtPFlOP1772tfKNb3xDvy9TBRvgZxAIyl09fW3zzIzAUXYnM6fnnpl8oE0PWS6bSc5ANs/8sPbshwZGkfAiCaNQFwUwoSHxjQbBHQU9DD8CTr7pmN5o0Btd9fC9snGNaUHsd+jRsviwY2TOXvvssQp5BLj+dStk3ZJ7ZP3Se7UiUhtu9ZoeeywhuzUqw1IrD2oAbtsehzFJH1MdNhlzC2DJa089V5BGdezztYQOjyMzIkr3Ea93FhKtXA81dWGsMl0Yqo48c/bDOL2ZzxOCJuN0WZ9ehWrwks+Ce0rc08fmUrKdH0i+tlFKg0uUhZ84OW0RsJBgbl1bCUjV+nmRWlnn6BM3ED+pSRjV8ZEz8/ZppwqNeoRtotqgthscn8d74hTmyEzEjTfeqBn1aHMX5tIRpSHLpuR8wQUXyItf/GLVHp8oEF6hxHvuuee2WdYyJsd9HYXdrEW/OxCGoc6/I1N70kknjWmDTsR73gb4GQSCM0EZ20+VEk2VyWC8k0kVSj0aCDJQvqcsWyh2SzXVH9eZZknShUFBS/etIGDXa6YkS1l+dDBGSQzQ6+dS6u7TxQJ9eHXxytxvWoJMpTyoY3Zc5i7YV/ba9wBZdOARMnfh4o4P9hwTgvqG5Q/IwPqVMrRpbfM+Jh22Bm7nM+bI1NsWACMwjHVPme+Z3Wv22Zi/U9nXWiKNdAStCch3aMfLSKad3pGS8rLXTJrZf9J4uI1Rz2JBjWbSzy+gXcD3JiV5qj0so3Sw2tPgTqZPK4AMnOAO2S43tFKKgw+LrhNd+viJaUv4BZPFM3rndUnSMMEdcp0vdSNVqxz7RPv6Ee+Ja4jZwEMISpI4/EbSU1jJZOgzjRNCNv31r3+9LcCSUZOpYQWKRSj41re+JY95zGPU/S1zghsv7r//fjn99NPH3M4CYsuWkapdR6ADA/xdd92llr+AKYhWTPQ8agP8DByRo7/O5xnkihr0s0BSr5VVtU4z8+w5jYY06nW9nYDfepLWQJ4vaJm9OjycMvBHvtVk8IzUUQmAhGfG6tq/9WT9bJfgwOOcLbx2+3x2K2DoM2bHJV8syaKDj5S9Fh0oey0+SEf+OgEssjatXiL961bKhmX3NQmMOnq2DRhxIhTmIDEOabUmv40RRIKnGWeIlWg5shHzj5a+yWjRZG8bqzOld26rVwbaMnrkaXlSo8VxMCabp02gi0ZTLtAZ91xeR+OyBQpyuGE6agdYJDDXnq31suCuu+h4kkSU7CMpVNZKqbpKM/bEzYvjJkg1sjP62hDoHPYXOVov0Ns8CSVxaDGwMCG4+9D2DcEP2Q5c43Te3ZGI+feueZrBBz0zjwz39re/XXXFsf1sDfCw2iFVcXsGDEXgCaBAN9EAv88++6hV7OiRuL///e9NXoHFzMWVV1455du0AX4GoVEbKbfrHHtY1+yZcjzg5KuZeQEJ0EgaBGRK9o6jj6GkykkZNn0TmNMMDSoDOUcWNqqkz/34ymf9+DZhnfYHqvgOcqb5fEGDfa0yNJan0hLwGdd7dMkDsuyeWzUThKW9934Hy5y995V5++w/awI+AX3L2pUysGG19tOHU8OXQqm3GdyBs5U5WyoxQaEoNdUcGE4nFFKJ2NEv5Bpdd8rxHC+vFIy5n2ybDJywnofs1nwx4/VeQ0s+RWYWU6AkT8BuebxK3aI938zmzR5pz73aYv9a7DUOcZpBOBKU0mDPAoOAnC80hWvQvlfmfRxKvrJGuoZX6PMouZPpq8WrB9seI5lQXFXdq+kxinhtSvo4zaUs/wRb2LghiQvPgOMZSYIgDguGhBn4AZHuvcQJemacyA0lcvrglOi3Nl0D+Q+d+FbQf+e+ieLNb36z9vkp83JOwKSEBcO73/1uNUrpKHRgBp+BRRpa91RjIGmPVi4dD2yAn0Fg5r3UM5J1QWgicDed47KSfRXFMNdk8y068ozDQdQrQZyjpE5vNM3oEcBhG2TzOcfVbYDWgM79ZPQE+katZioKo6comXiqV5v7w8KBTH3b6nfp8+lPb1gjleF+efD2a/Wmrt65Mn/RAdI7dy/pnb9QeuftraOA0wV+SPXqsJbZBzetk+H+jbLl0aVSTcvohS6qJAPbfn6bDWuXOMirVkJdINDbHkvaNRrrPFYRx9JIx+Rat5gJ07BgGCmvm+dn43VkzK3jk9n9uVK3ZvPpGzSPL3Ybpn5L9o+wDME5I2eyaeRpkZTVIK1l+D6JdPFhdkrd5VJzJHr4hiyXl+LwSiXVcT3R3j6TGXUN9Oo0F9clwWGuXjEW9F5eHO2nB6r54DElgPRtEkriFcSJthidet8TgdCnXYi87osHgbVvX5lJYDSWQMu43e5k4v/zP/+z/uaf9rSnKbmQAIH9KAH+wgsvlI5Ch7HoASqEL3/5yzWTJ6A/+OCDWnk5//zzlbD92c9+VsYLG+BnECiRoxfP+BklSZ2BT7XmIdpB2gpTZiyBmyCt/fFqWclxpmQaq9McJU9Y+NzX9hr1urYAihC36LGO0sFRc5thQ74rIqwy5jcw0oSnn09A4DUQPGEf9dw/yt521As0/xwe2KzvYcX9tzdv6+qdo++pq3eelHrnpByAPp0GgGnO60wGLIKoPNSGB7UiURnaIpXBLVIe2KTBvTKwqUUDABb7COdhR+DzonyN+Uq9PKQLgvb33tJD5xhhIKQZu/mMRpfsWXyhUsdnS2DPp8I0I5trsXdNFe8y6Ficw4jecNv2TEk+dYxj1I2xNAJ14yHjz55OasARyCxeNZhThi8PiKdjk2T2XWnPvcvo2RPMUVHc8qDkK49KRAcdYxikkevDknh8p8UI1eSMta3PHhHcMZdBx75Rl8BzUx16pHVdcSj3eznlE0idDD+nwZ6FQtIYlqhel/zeR8pMAiV4LEWzfipg4c0YHgYwv/vd75ThT1+8NYtn7p4y+0TA9iHo0RZ4z3veo1kgHICjjz5aJWw7DZ2oZHfRRRfpuBxTH/AxMrziFa+Qiy++2Ab42Q4tuWupvmICWYtuPEQ7TryUxglMgAyavym9BqWiVDWLNhG7Uq7I5o0EhS7JB4iSmEzLOIahZjeoQTjXXVJpUDIn0BqPIc8RtMnQHXGlQkl+FMsuqwDQUqiEg5IvsBAJdJGi7Oo2ktfYqhiCJ62AzFce3CIbH13eFCNRw5wU7E+Qy4ufL4jv5/S1DCHRlXXr1usxSDY+otwBXt8o/tW06sD1VpIi+xhmHuapqM92MUYTCoIaJ09Hg7QSGFvd10Y/nwCn2X2P9tYJqO0WsCPHlQDruYHU2sxhkhYmfI8eu9YSO+sHFg1k9OxHKydAXQVdX8fispdhMWeU8tgGEnVIy+aUmGnK9ND6HF0smB68YeYHBcbu0uDvBpJwbKNQuoYekULUr5UExGd8z9HgHUOGQxgHxTokaGuh1Kt1cboK4jaq4kCuixLVbIBkh/lhzAI3qei8vCSD4kYJg+k6NaCTHdjOxiJJrlv8OYtlJoEM+s4772y77Q1veIP22d/3vvfJ/vvvryfyP/3pT/KSl7ykSZDjxP6EJzxhQq/J7+SZz3ym3HvvvbpoILBbzC7gH8Dib7/99mu7HeGbidr92gA/g0AgyjJeJbwx717q1rG1LKATmE3JHgEcswBQpboQxnuv9tM3rBuQzRuHpFEnMG6SQiGQ/Q5eLLkAEZx4VEkaZTTm3Xmuse9sBbEgK78jzEJlwHG3HfTYJsE+Ck1AwJOeRQbtBqoHSbqQyABLetQGtnudqoMGRd08+gIj92/pH1C9/Xxs9peFT2vZmqDZ/ubGV6JLnESDp9kuCxd3VMl81OZb/qY/7TqQJ53mczJt+Fao7rwfaIDOhIdaN6jbURvXITOW1vZ2PD3OEOS0LJ6V5BHEqVfaFlsayDGnadl/1OJE9e5T+1nX1wVUFsxZPBCoM3tYyIDaF4/q0jXwsBTDfjWXoRRP68ZpDEpMH93PaYYfJb4sv32JDKwfkErNke5SInvtt0D2OeIAcX1XorAqvutICHeBhoGXl4TsnhYBCwQN7sZzPsHgZv4hUjzt9TLTgDLescce23YbI09Ix2a3U3YlK2M+H80LSugE94kS7ADbRgsCUZuORwf24IeHh7cq0oVQE62WiWD61UksmqDvXWqZg1eCXHlIA7ehOI2U7DVLzo0EAB25qlakXA5ly5aGnuh755Skt6+ooiHLH1kpnLdhU7eWzfmbvp0y88ku8wSika9Fq0c4iw768pxk6dOT2W8lqW2/imhOeVjKQ4NSr+MWxrhft7YIIAtubYHQfn3U9lpv2FF83lEA34FKs+mPl7TUrn3yxFWXNWbbTVl91L6Ofr5WBbq1DJ9l7K1TDmMDu6+PQ/lOWxytbxVTFyfQXn4WYFvv01E3+vCtBEsqDEXm7JmuoIUzEvDpnbdqKDipdzufFyD4E6Sz7bHo0KpSesx8DG5wj0sa0tt/v+SjIRPEHV9czzVjcmjHU1JvlHXx8PBtS2V40xapN1zxvUTb96uXrJc1Dy7X98VyVTN4J9Hn4i7HfrBN1cmPjAYEpQq3OE9KZ/yTZq6zEZ/73Ofkec97nmbw9Mopzf/sZz+b1DZh6tNvv/zyy+XRRx9VWdfWi8XMBuqK3/nOd5rXVZcijuUzn/mMnHXWWRPaps3gZxAYd1M2fDoH3+b3XjSqYiOPNexj+tOUtFUtz3Wlf9OgBp/5CxdoeRr/7mJXTga2lGVgM2z6RAMsJWyka1sDOKXwqtpKOlKCUEYgGS10oyf4xKjrKZMcUl6vVh/Yp9Es/DEBOgql2lKW9mkv5AuaFfMeCES6kGjUx87o07fmj/T2Maz1SXiJMRpGECKYaxWCCoojUm8hD47pqY9BOkZGZku2y/PT6ovZwbELCkRqmGcnY/fCUav09O2oAl2tLLHK2rZvg/I5YjHGPGakh6/fIcxiynw3st0zM+/M3uuxVmq6GYMTNOqpriBxyyIw5LsTmUycYxNHuvhgDI/HIzTjhDXpGbhX3GhIbV3RkKevrravjMVRXm8Ma998cNOg1IcGpNqgVRBLGLniwNL3Elm9ZKPsffB+EiGT6zkSpwo/GMioHgBjclQf3KJpQAVFKT3l7RJ0zUxxm63hL3/5S9t1yHeYw3CZKmTucc9//vPbfjsZJ4bP02LmgkBOe+emm25SjsZ73/tedQIkg5+oAJIN8DMIBEn9VwVGlLXVvI8yOSdbgjOl9GbJfqhfb0O9DmJeGHJS9pQwxtgUo3GQyrITuim5D2uYgG1Pbz9qYdqRYRL8WVSw/RxqStWRGf3RAZw5/KjB9hLNyOmP6zm+Ob8dbz/LTWCON3SxAdBQhw9AFUFHuegd05RNGecwvenBxpSGCVCaFfPqRk1NKx1kfzo2RpA1JikEXDLQrOph3NI8VVfT91Cvie/5ZlGTIo82+k5AbVULJc3AeY3M2ncsyS57z5Dduo2aIFlwXTXp2pYn5qSMnvyI0E3r/WTULPDqTenakZcwkrSDkrQq1XEcA5TpTHDPtkcwH7GDTcfi9BgkTbU6Zt6zhSAZdVjeLF5Ylr6BBzTbpl0ReQUJELGh/44mPa+twT1QLkltuCy1hi+Bx+fkSJQG9zByxHWQRi5LT29eIjL4JNZ1pWkpJBKzv2qXS2/ek8Ipr5PcwumXI94T5qhnKvR3PlmSncws0GJB4AYiJm0eSJKoG0KcxARpIrABfgZBT6LpyZc+NuXSzCY2OykT3LUHTwBOv6IEbB2b6+qWYikng/2VZrAj0Pt+QVw/lnyxvaSvQdxxVJ9ex+oiTr6twT7RuW1W/mTqnHUzMt7Ig1KNfCWamRIv2TdZOcFUPeobjZHAvoOSPGIn2e3MmEdSG6Wc1/J3GqBHrhP+TaBSh70oapv7T2CGp25oQN3csrGwMVsfi9Z95bgRNCG7UbYnw3Z9Tz+35uO38vwc8sKNun4u+ZK31aoD+2UY7u1CN9n2jLCMKYm3bT8lDjb76s1yOoYyFYlhocuIWA7PYN+b+8ZcP4qITZ95pJDhhWRStH26oPLrA9I7+JDOsgtlfC8vASNtcSixlxPXy0sc0Y7BvMZTMxhl23uw9B2pNDzxNYtnDcv7hHhY0EWbR3+dRYHOwuNHGzTH6/ht5I8+W7oO6yDTlCnEGWecIXsMOnBMLlMd/MAHPiBTBduDn0HA4CXXUp7nxGrm4PtMVtrSgydbJqi3Zt5kzQv22Uu6e7s0yNdqoVTLddm8cbN0lVyZt9f8dDsG2d/0xzmXsnAYU1JPS/T00avVshK/YF5n5jKjSXmm7OuksruDmpkr+59SfneP0TPfXu+75S7y8vaKwWi/9B0c0B3cP0ajZ3usGwK662l2TABW7kJkZtzRGNCHJFvfPuV/jhnHgVJ8Vt0Y02Jw3KbQTTu7Pr0/HV8jgGeLGLPfZiZd3eJanseCMQvaZowyG4vr0YBPGb753nTmfbBpZsToHDPw+h3JxuQqA5KrrJHe4SUa3GmnRF5eWe8J17X/TuZeTpXnPGXRQ5br6fWkUMhJPXKlmAs1Q/dQtktcmbN3nwR5CIKexJySMglbKij6+mZb7r4nSNdJr9z+h2phMUtxyCGH6LRFZhKUYcOGDRNWIrQBfgYBaVlK5kqO0jGzpCn/iuZ8K2CLAzL8LGAqKSOsyT779sm+ByzSk7Xnu7L3oj7ZZ/Fck1W5TqpYZ4R0MmREO7ahgTjt92cZdQaCE0x9bmdkTw1pWu4fHfC1xBrHukBAUQ8mPWVsmPXsu+rltxKl2l6v3YVvNGdux+vv9kfsrBqU+q1DMvM9Q7Cjp66LHWR7M4LdDl7ZhWDma0aNpruZpx+7gNBgWqCvzaIhSredzbGZf3B9o9euAbWlApGkvXa+Kw0EaVqOnZcviucZlnwraZMRvWzkTdsU+j4hwqU+765vZvmz0Tkdk+vS66Wh5dK15b4mWZBROC+q66RC4gSG5c7CQfXhHZ1hd/CDVylaTw484TDp6XalEZLBR9pr7+oryIFHM+YGoYgTUqxStvTtmfM3inki0rtYuk5/e8d7G1iMk0U/2csMwtKlS7XXDtmuVdGQCqodk+sAMO4GVIa2VpHunh5JKoYgY7zcc6l9azprnRhTGVWeg6GerteCwJW+PpG9F+2nJ9/MO55siOsQ5HLMkufybeV/LXHHVA2MSh0BnOdm+5W9ZvYvM/jaKydgF4x4SY15/dY5+a1k67w/7FP1NbW3HmtlAKId/XZuy9zzyJJbQvyoX+VYmt32r7eDvn32uspShxiXT8zcPF7lodFkH9nc9rdntN1T21d4Dhx7XbCNfZ4eFw9TmJJRr0vtYdv3LyXFUSUI66Puh6MQSJ3+ePOYJG09eKdlTUivnePanF/P3OAwbkmZ/QR3evtapte+vZfaxW6RbsbgoizoJ1qW99GNTxwN7prFh1Wdi1df+LCqOvMQAH3fl9ALpJSvy5FPOlYG1/VLvUb7KZDuOV3N8jsjjypqo9y/WFxm7CE8+l0ij//HrY4VWuyh6MAxOcdx5IorrtBJCNzkLrvsMjnllFMmtU0b4HcTKpvXSHHu9lWqIHvBls++ezC4zWy7MYoxmfCQMtwRnckCB6N0ZEhZ+XuERJVogObxPC+TugXKeCcLL3Wl8/CVtKxqetpUDwyZz7DuydrMfozuoceShGZRACDZcWHVmc3Ytz1e55iz55pfqTJ801n+1pKSTgaIowEiI5W19eCVOJhVDBLxqg0J4izI0iN320cJ6QcjnEMmrNrwroSNarMPzyhcFmy3iq0sVjhmZPhZRWRb7nDNx6fyscrSTxdyY7dpxHDMzPyIFHF2zLiPSo2xdm3dJ9f04FukaZXQ190njTKLNlMpyRYBbLtZxVF9A46naTdkRjNk4T3990shLpuSPjawsStBUlMSXBwwMcD4fDl1i1NdWs3c4zoz7CKxXxCn3C8OtsdhXeYsnKMLN15baZMxpEoMaZjDj0cWo/ztd8mWI86RucV2FT8Li05DkiSqOsi45Pvf/37lVHzta1+TZzzjGRPepg3wuwmbH7lVNiWJ7Hvi2c0T7WgQUAk8WY8XpnE4PKiENT1ZpyV7pGgJXK0Bm4DKSZMMn3l6AmYW6I10rfENr1cqIwsAx1F2PnkfgjoEn4yhD8jOIT5lt6H0Rml9RCndKIo1ZWl1QZG50pmAp+VtJFNrphJgdPDSLWgAH4G51jr8TbCIjXkOwR8mdcuoz2ghGwIeAdq430E4K5iJhG0o16ElMN4xO1NSL+p4H58jCwymFAB2vu0PHvnT9fPiOEaNMFO7Gy1kk2nOoyJnpGlHZ/TE156mPSzbbD5P5+BDFbQZ8/hMXY/Fn+dJgJqc9tdNC8RD1hYDF3rfkhO/0CVxoyJerV96y0uNsExYV0U6l//ItBEz8oviJ5HqLKiePAEZw5gcpL6yeVxQEhededj4ms0HEkahTkuY9V2s+vVKCWUMUPsOfC6o3eQl9/jzJHx069oBFlv3FGckD7OSV7/61crGxnQGMZ1OkqztRKlap6VC+MlPflKOOeYYNRB61ateNeFt2gC/CwFZYnDQnFyrjVi2PHyTWozuc/I5ehJtBYG9nFp5Ut51FyyQKn32JNHtKFGt2N0kYPBvIaKHmlczFM0gg5pU6aN7njq1VarVFsJGTVD7RECEkymZI//W0/vrtU1a8g38XHNGnopAq584Fpdk6qgtIWCCCIpK6LaWrkfFSDNXb4K/HxTURcsw5KsmY2/rsWcN1/Q62WVLT58MvlWNzYvitgDPyU3L/+l7ihjHamGhQ+BqdX+LMSdtIbRgO8riaOQFAz0+LIxYTNTDSEIqEwMmq8ZzffTjW6/HKg9LmZlFEhKuYSonnL1e9nhjTlOv1dulZ9P7DfmuS6rVqo6ste6/WTE5Mrh5vZrDUBIHfqFb32utMbI9DGEc1eI3+8Ch1n57/0b9hPR7RiAe3iSF6gbpKi+VxA+koZMTrnhuLE6jKo0YzYVAvEZFQhaiEO3QLWCRkGNxUBMP0Ruy+3K/hDjAVYb1GNbqdW2FNFhsQKRjEVmvq+yujkDSJjEu8OI+5lkS7XWMRCtvU/OU8Yq18H3lsqeAPu2znvUslbzlsyTzI8B/+tOf1utf+cpXpGPQgSX6ZFSF8LWvfa0ceuih8qIXvWjC27QBfhcCNan77rtP/26sWSKNVatEVq2SR+6/W3KHPEm87vnNx1IiX78R8xUETWJZvWK5MfaAzJQGNQIcWZ+WkROToRKItZyKdScqYS0EMDJuFbtJe+havtXAbjTdle3eUpKGWEavl++ZMbxh9G14JOP3PB1542SBUYaS+AhiKLAhQ6vuZKMy8JbrozN0hFhM/9sEdgI0CmjZ6xEIWh3PNMCPvt4S8MmoCfjV1av1OuSxVrU2jlOTOZ6y27OAqNvD7pSMMmsFuAMS10baEiaAVtpGzWCjN69Tgq5VxGUSQglimzWTBdo68Quyiu9A9nr4ulOmxiEtjtKe+Mj2HN1Oej9ENUxd6HNnz893qZFL8/HYwUaRuLyv2irzPtLj5eZKpoyetXDQevdz4iRrja98ksi6Tf0iGzbLgvoyKSVbZBiynCNSixzJE9zRHkDPPvElL0gpxxK6fPcqkkvqEuL8NvioOsApOS9aIxHe75UtmunzXVbJ4sQRL5ty0jaCCtOqHS6e7wzTDc0/QfoH54rceKMGaZy1WkmhOwOtgqUVnxtuuEH/veeee5rBMJP/RCJ0olKgMwk42J188sly++23qyxuBgIEmWBHoQMDfLwVlUvki/k8szgyXtgAvwtx0EEHqUABJ9TNS+bL+nukSXLK5zfL/IMPl7mHPE6vD27ZKEPLb9egfP9998ri/fZTZy31E8/lddadvwn2KiZDaRWhlNQtjCwPJ7ah/k3NJLrYw7z8oAra0Kenl54p0Ok+FNBV9zSjI/Nl9C6zkQW0AQiyBHE1tQkCWbliuXoUY2jhthnBJJIvdOn2mAZgUaHBq+VLO/r62AydjDRu6rHrCZ0FDvwDfR0zGz8yfpZL+9AGA0NlfX/7LFy41ZJ8joCMD7lnyHxuGhCVnR42dEGQlb8lK2+3kOyYeW9Vpst3dTevKxM+MKS8bGzOGLmY51cqZdm4ZUgOOHCxEfBJ7Vlbt68VgdTQR+1h0ZUfHunBw2bnfvYDYR5dWLX08Bl/YzHQlJeFl5EG8ihdyGlJHk1+ZtZ5zywGwoY8smSZHLRwjsxvrBKvDLluL3PMCz36GTgsJDjwOfgYobhhRZKgS21eYw/t+ZwIZjJOUeLCHHErm8TJz9MFFP14Fi6QMSnnO1m/PyKU02enBQU3w9PM3Vt8gvQ89Z3NhR7MYgw39t57bxkPUAMjeF9//fVqvnLHHXeo9juL00qlIv395tjeeuutzZMrf+PjDhAaobQ9W3DVVVfJNddco1Wy0eeh1oWlxezCwoUL9TIR2AC/m8BJtV4xBiGMHMVxKI/e8jspb1wlix53tgbFpmgNxC3Gz3QEibJumHq/0zc1BDn+CHr6JCmbjExJeFFDg7a6lGWl6JRprwz1USQ87E2VMZ+Oxo3WSWc/soCvKnB5I8Haer+kpDzO/jDP6zWTDeriIchpBYGqgskax46ttVelIFwlRtWOysSoFgH9W30UjHePhUdOFznm/ThKsiPLNrrxicnwdV7cVEES15GohpmKCYCo/FGhaH5Go81dRqFNBp/A6TDuhz1sWS/qYz7KPW/kucaZTUvxiAc1YMV3b4VAh4xwqIFfNePbDo/XXASATC+BRRjGLwT9VvEbT7P2SjO4K3+gq1ciFhXpm9E+fhxLobFZ5m5ZI0HO08wa/geqcbmooT1zVBVpy3hRVULm0nPd4lIRkFgrE1LtN0GboA/JLk8f3nyG6Mv7vtfM4HGKS6WRlLlvdsW0jmTewdJ1+gVTNg6XbSfrP6P5jiELzm4AC9cnPelJmukTHAmGmYUrC9nZBBWV2ooc7cqVK7VU30nolB78iSeeqK6C+L0/7nGP2+73Plt4jgc2wO8mUM7lo0MqlEwrU1HqX3aX1LasFX+/E9SYBMIWgZpA0UXmja0rGeDQoDLsCU4aoLAKrVWk2NWt7HuIbZzA8WbXgN3T21aC4jlxGBrWPAp1ZH6p0A3PM9vvalO1a/2ywRGAcU5/Xsl2zEa3lLtBK3mP7buQ6iBU4RWvs+SObsP0lQ3Bq23ord1fZSuD72mRn4wb73LHbZsLVyZ+vaIBFECGa+3B7xDbE+BJpW/JrHlPppVCIB7a7vYIwrRD6g2EYIaa+9b+MMP8J7NtDG8Z+9JYwBb43EIJ05K/eV5sRGtQ0qsMamVi5PElc1ta76AawAIt1vZOajrDbD3jdwNLZb94hQTeAj3+eLkTuHNpRQXeho4QIlrDAs/Pi1tP5/rzveJArHMdiQnu3F6Ya0h2acbu5phWSMQnuLMvcaSLS8r9aeddS/Nu9wIpnnWxVop2J/geMqkBONFmoiKzzcgGu9jPf/7zyrzO3hdViA9/+MNNnfqOQYco2b3gBS9otode+MIXTvn2bYDfTaAkS2+WrAZWMzKg9HwpYVb718vQyp9KbWNZigsPbeqQowSXydJSUiaotOrR6yhbbVhPvszCE3wBzyfbp2RPIKYqkEH/Tu1hR7PGiae8porhdLMIaX8PmfId26jm0bkvSj5fUHKYUWdr3x596CgzsUl96ykHGye8ggYdMmsydjPuNmp/djTXPjb+bxc7+3NWoZvUlhWhGxZbyl2Io3bzmG2+kKPVAVoASWXIqN2xGBp1QuHzY2SOhReBn+y8/f7IVHxQtqsM6Cx7BtoJkBYblZYxOmX4d0kc1U3pX0mVZgaekjztIcr1mcFMOLRJ+uqPSjC8QhrqHFcXF9Z7wtgl12uS5HvFQ4ugwbQFTyypyYzyEop94vD6lPGdogZ3l8wdPogGd0igBHd0/o1Cnn6mHJeW1ox6BRTnStfT36sVhtmOL3/5y3pBuATAhr7kkkvk2c9+tl6HLPmud71LfvjDHyqf5eyzz5YvfelLEy7DZvjsZz+r26IdwWvAooe7sNdee8kPfvCDKXlvFlMLFl9b+3uqYAP8bgInWcqyZE0IiWjJOAoN27k6pMHb3fiAVKv9ks93pSVto2KHGIoZaUMXPpRweEi66K8Pm8BNYCfT7+qZI6E/UoLW2fXKsBHCQTI225l0u7jAEcgRndEeZJbRxyajLxSNvCxsd3Tmx4RILf+bTI4MXQmAVchyaZl4KyV5YPzih/TxWgUgoOr8fEGcghkJZFGgPJrGSEthvEq1O3wEgQjBH8hoqdd5ANmvwZhhXfwY7kOL0M0OXkunF0qMsRGQh8QZVYLP9oYyNf10bmn3k091+NP+v5IcW+9XARhHs3YCeNhonUBwdTIjZG4+u1kDebdELfryavlKZjqwSuYNPKiLTCUfYhjj5sVLIl14RVFdr+cTSvS0hDwl/UltUMfl/EKvluUxklFBzMaAOHl09odF8n0ShrEGdTJ4WgUsMJgmYNGX9bt1Rp5JgHy3dJ11kQS94+uxz1Tst99+8qlPfUp5Ayxq/vd//1czNfr7BPuLLrpIfv3rX8ull16q2uMXXHCBmopM1DGs9XUhZLFwgG9A9o7v/Gte85pZ127YE0l2reCzG026mwgfxAb43QQY0pQ7yQAx7dDSMhmhkqb6JI5WKqs8Hl4rpYGyOIsW6IlR+9rVsgbQLHMn3g0PokcPUYtRLlOmRtRGvdpTg5rMcIbsWaVTYaynWV1rxk7A4TljU3bTGqCASrD3AkpJ7YYr2QNNrz6RRqOumT2M/FhiQ4prKd2P3n62I5k9bOsYG2RCI7cLicuI3bAQ0KdBulaHuLScmyQyXAu1DJ0J3UD4y0qv+jKqVuc2hW5UYKeWGtooKa57B0I3Y28iAwf04CGNtZXsRz0+zgRmWNChbzA6Y2dsDStWFPC0B19quY9s2AjBjJjJmBOAZu1hXbXiRwJ5Tln0WpJPb2MBQCAv9D8kpTLfN1cSx4gSUZbHDY7PghNLwgw6RjDqI2+c/RImCijXBwT6ARr4qSxtJE6+V5L6kKlKYUjDIoGeO/vAZ+tD+DNjmtqY4djj8+7mpOvJb5PcXgdJp+Ccc85pu/5v//ZvmtFfd911GoS/8Y1vyPe//3156lOfqvd/61vfksc85jF6/+Mf//hJvTbfd8arOh2d0oNvxZIlS3Sxh44BFZipsPu1AX43QUfcKItWBqVR7hePOXgcs7Ts268z29hiKsM62iLO6lsknnOA5Pc6VC1M1YUrzdxNUDbytZwoMaMpD/WbkTqy+aEBXQy0QrXDU9Y0ZLWKsrudNh162gHaElBzEnrwJqPntWHa57UPHSh7XAlvY2riRnmObL8hVQkKZn5cdfU5uY/6grYa32TPH/UAMzOf+sOjW5/ZygIWEpkbmr4PKg0tQjcsiloDtirVtZDqZDSpbns9+PQY0tf3PAR2DJluxyV7lOu6pKE664NtGXsrA4HyPAuQNuW6dH+0vcPEAtK9YQunQF3Y2pn+Os1Q6pOwNmw+bxY4kenVR4PrZE51lQSVdVqqh5DHiJq2JCihK0GvqIHbd1AoNLPsvh/piB3BXJ/H4tQziz368hLMlaS6RQM/r+nkciZzhyRJ2wgRnDhScl3WdtGlp+tJ7gnnS37xsdKp4KRMpg6bn5Gnm2++Wcf+nv70pzcfA+HvgAMOkGuvvXZSAf6Xv/zlVm8nOOA/f9hhh8nBBx884e1b7FqwMOO3+M1vflPbNVNBNLUBfjdCiU7pCTmsDGs2SrAgm8eMJMbXPHGamZr0r5B6eYMU9j9Rq6Am4x7QgMm2TD+dMnm/EvBaSzrcx21k5joal8qWkiFzQTRnzBeIbaXZPqX5sT16xzioDQ9JwTdiOm5Xt9TKSNK2k/L08cKqM0wXE8zeF3S0jXEy83LtAXVHZjKmHrGd4zv+Gv52wXtiUYDELeVl/oU/EUqlLXvfltodJDPlTlSGJNxKZYDPC6EZsm8y/9aMPXsD3M9rIvJmKihZCb9XZ/Jbg7tWOmiTtN2WU194b9PD0je8NDWXyUsU1kxJHj1+vm9xQyIvpycEJtFpkUReUbP6pFGTmMcqS7QskuuRJCybGfuUZOcERmSH90wlKacTEIzEeTo/H9MC0TYQ5DoqB54UT32tFA+dXMY6U3HnnXdqQCcTg8H/85//XHvjt912m46xZUz9DJzQWw1GJgJIWmYyZfTvytzGv09+8pNV4xwy4axGB5bob7/9dl0AHnnkkVO2Tesmt5uZ9BCu/GKv+dGlhipk9mSHWm6mJK8CX0R0V9xqvzQevkqc4fXNsSgY6pSYW53kyLBh05PNZ8gyc7ZL+bmV2MQCgOwKFn4WcJsa8anhDKB/r1K5rQ/QPx2J4lAtbvml8DiVXm1TtRu7QMBNjgUHF16fLJ6Fgj4fZ7Ri0UjS6vsaSwJsxyjS2g7uH3v3SK8CUh3BEZY8QVVH5pgGqAyrgxz/tnP+27fH/rIA4flwCcIa8+hhk/jYBiR8u4x1LsGb8ba27aZsfW15ZDKzmRpgrmTm+ysDTdEf4+VuvkOt/u5mLr4i3RtuU/92nTJ3XB17i9xAfMbUmERggSGBBnOjPROrfnwgDV3QxX5RFwIS1VSpTo1keO1CjzhpqZ5pBRYPLAw4dvrZEtzVojZtz+jUhKuZe/5xL5PiEaZE3YngJE0wZwb/rW99q5x33nlNkZ1dhT/84Q9qTsK/zPhz4e/TTjtNLr/8ch0J3Lhxo5qZzHqkJfrJXGSGBXg+uxUrVkzpNm0GvxsRdPWJbFqjZVr6poIyWGRY9ah7wTpGXMaLt6isqvadE9jIocRr7xE3P0eCvY+SWgOxFk9L8ZmTHI/hhE82ryp1qU0ryErc3X3zJM7DCM9m5B2ppCVjCHejM2Qdn1NhnLQHr2NTrY9w2h7HYziJ68jXVjL0rbm9qZZ7qr5Hyb2Rzd0z5x4wu0/v1sy5O4jTqLod4jeQwWgZ+On7NFr9+sjMncwlcKPZb2blCTyFbPRJddmNMiDHhgAV487W0kMn6I8+HqOvZyV7iHmEr1qLkNAYTmKWkdODZ5ICXkbr/RjldPVqG4HvCCz5DFR1glxRS/jOKFtbXSikWTvHhwUEiwx38xKZU12hYjQuQVdtXcmoEwlY2ieGFxBhEYumUEivvKhz7V5UMy2foFeCCPGdWJI8AX1Ix/n07+qASL5HJKyZoI4DX1odYJTOiRtKyDNTd6bvrrP8j3mudB37XOlkkKVTEgc4g914443yn//5n/KKV7xCBXgQ22nN4teuXasz+pNVsmNE7olPfGLztqc97Wlann/LW94id999t47RvfGNb5zU61jsGvzP//yP/OM//qOKEh177LESjBoXfexjHzvubdoAvxsBic4woIf0JK6ZYh6iV0VLuASAUHuXgc4nq86Xg5Jd6gJW3izRkqultO+xEjmmPAzpTsfkSj0a3LMZdMrVzMKT6WeZO6XTRq2umb/RIx8JWLDqcZ3DIpYsW8feWmj3aKiX1D6U0bEeIzG7lTl1gi+kPkCLQMv4nq9Z4lYe3n69JSKqaEfIYqRFerdQapPi9Yoo6bVK1Zoc24jbmICZGd9kL9jag8+kfEcC5k58hgj+wCZPFx2N8nCzZE+gb4NJXY1mQIT2OpWAsax8Ml3G6swYXosWfUpGy7V8Z1qtc4NCj0TVAR2LMy+XiI98bWWLdK27W4J6v7HfDQi6dUlcFo8NI4HMpADub0xAqGJgQ2Ludx1xdGyRA9St2TqfhVPo1Ww9cXxxUOGDQV/olYTRO+brEbVRF8GGCuK4LF4dr8VjwGjre4c/VbpOepnsaeAYMhJHsOfEjbjJS17yEr3v/vvvV/14SvqTAQYzW2NacxviPgBm/4YNG2TWowNL9OvXr9fP8A1veMNW2yuWZDfDAYtZMzM0x9VZLVEWN57fBBo/KEpUrUktEulDV50nhVWpe3kp5JBVxZQjlMaq28TvWyR+70ESimGFE7yzcTjN5sWMupEJ83rKhk8zXTJ/sloTpN220j3Bme89pXtU4kaDgKp+8r6nGTvBnjG7rc6xu07T9x1A/MONjgWJyqnuoOm+Y47J9ufmd1Cx3+l5eHrfGs6RjmWuPZOiHcWCb32ejg36gUR1RuGGjGTuVt4uc+5sU78XLBxaQAYf6eTFQJvQjxoV6Vz7wMggAlk4LY7BpVIaeFhcCJwqhxtLSICmIpQgH4y8bV0NYvxUhVA5AOKLzwIpJcOhk4/0bOwEGsgNaz4wtrII3hT6JKkOqB6+IW8WtFfvIIIjaNbnTAsh/Q4pgfSgJ0rv48+VTgdWn8y8Q5zDbArGPMzo3/3udzoWx+jaxRdfrLK5BN8LL7xQg/tkGfQsHt7znvfId77zHVmwYEEzaLz3ve9t+oozF7///vvLrEcHBvg3vvGNqmaHZoEl2c1C0HunhEm2TslVyVsSS3Voi8p/Sr0muSAnblyXeuxILvDE5TRMuTRiPCkvbpiaz6D1PbBOiguPlLLXq0Gzmc13kc0PKDGMwMtceqGrWxzs5FJkcrY8nkAFM18zxjTw0FtnO2ThLAJabWSzx2Tz9+ida1YPR6DFEW6sUE3SFvDJbOnvGwlaSuroplMuz6xup1bJZuzd7XPk2Ry7ViIwbXEZ/2N/TIas43fb2AddZeP4hzBNnYoM1rCmojEavGemEXSsrjVjTzJVu14z9kZVB3Zdto8o1KnfuxmVTG800rzlDVJad7cUQ3rzoS5KGqz4YeA3Bg1xk+CduBJTSYI8l2kNeDkt2SONTFafg5hXH1LWPLwRtz4sierFhyKU+fNdWk1yCyxMMTtCsKlqyvI6Zmf2VXXm9f8dCQ55onQ/ucMMT7aBdevWybnnnqtmUwR0SqsE98zX+3Of+5yOKJLBtwrdTBaM3zFvzyheFsTp6aLM94tf/KI5X/3BD35QZjs6cUxu2bJlOgmRtXamAjbA70bAmtcZ4XyXjjElOYhQvVLevE58tEJiRxphaE7GYVUiAgQCJvhl47tdq6sFaZDP6cmaHn649n4pFXtFfJiXXjPoIkmrojh1E5wIrGTspjyPFG2Uum01pDxE2TZnAnSr4xtOYqm1KL1q4/w2lpeJGQyviamN09aDH/3IsaS5OiN16egb+wwxDX5BoIYsgRQ9NLRNmQoP8TifV3a2OqCNXoJvo+WfadeTvbKYyd4D5XZHTJlexXkoo7aay4z2Yx891x5HynynBYH9LZ9R6wJmTH2BsTB19OOYVjVYj2w70c+AXWv201NSpXoToEFfHVZRpCy4w5CnBJ/fcJeUKo9K5DD77qqVKxavOr8e1bREH6eseT+uq4kRJXpMYpwoMpk8FQGvIIHvmXl3MnF69PWqxKjX1cuGMAfJrlEWhwy+PigO5jM47KWZO8I16leAFSyLCTwTDjpNup/8D1OmLz/TQaDdHuiJf/GLX9TLVBP7IPL9/ve/lwceeKB5GwuLzIlvV8ihWkwN0EWASW8D/CyFj4xnxAhSWWeVNcAND6iblgrElDCiqUkY4yKHsporCX1zyWs2r8YuYU0akatZHt7e9O2j8hbxVt8qxZ6FUs4t0B4pjHoyfZ1rp+yeqsOR2bPtYndfUyAHaJDTII52ekFn7lsDphLRtJ+faOaNut4YkLy39ODRtadUzcJBpVpHP3xb2XAc676xn60yu7QEWv3bdeoeQh0iPhpAKUEbnoDqm6e0+ky7Pg5ybSQ6gn0jc+Mzj9zhZ0gQNgsu+mIE45HteYE/ZkFAdsvjq7W6LsqQvB15NbNEYSFBmRuiX9Iy587YJPdF6Os3M33DhKcv725+RPoqK8wsuoop5ZW0yffHiyG6MU5pKjiUzH1B3CcwI3JeXnJOIrFHbMf2NS9B0pAkRP6uS1y2SZDGGa6BwA2ZfkG/f4KJDeYy+LyzUGShgawRbzgNJEnsKK/OP+Bk6T79bXtMcJ9uEMjxhOdiMfsEklA5ZMTyuOOOG0Oye/7znz/ubdoAvxvhF7tUmhZ3r1q5X/Ldc/XEVx3cqASkeq0mAbPMTqQl+yA2rHqVTnVNWddBEAdWvdp05sRHdAVmsyMSblohpVK/RMW9JOndT6LUSU5tX72cEulUyU0Dfb8UiiXJ5XvM7HuaRRIMuCiLHQc6sr0oKzNrDVmDbj0X6EgeCwgycBYoo0HwaiXFFUqU/LtSm9nQcAzaML6SvJaD6f2n+6eLGAJ52iOfbEyBGKVaBei3p6/XaC3Zq9xsC7LCh+fqlATs/9rwsGbLlM3bKg7K6sd/PmlaymaqfNnYmy4IWsfk0tE3v7JZuh69RvwGPgSGpKdSxiwSUf6LTdm8AVHRZRKgoSV4Fgw8gRJ93kUyuG5EaIKCBMkmcyyxfm0YnwOHylC9Ig4l+zgUJ6pInOvFMQnyACo/EnsF8bTWyWLLmMeo5oIj4u1/kvSedaEN7rsRCOr89a9/VdIebP1WvOMd75COwTT04FetWiXve9/75Le//a2Uy2XNtFEhPPnkk2UqAIMefOxjHxtznyXZzQJQZoVFjaUpnUlV/YJIFSc6Z0yvknE5zod05ylDh+JpkCGoaNboo9lu5sQhNdXjWPLFPp1RBojYuJUlkqttkii/l8TFBdKo18V1yeZ7DDM9nbvmdoJhjiCGt3o4wkjny0R5P44So0c/6mRhYBYQnNDJ1FmAYCRD9WCrQ3EOrP9W0h2z82S4Of0Cq+2pH+hiYatBYdyBYvtmNa2voT1jN62MYJcahbo/DfQF0uM12t61bVvKH8hJrkjfnjG3Qclhr9v6msRXWizq9DYsEeXvFrc7M3aH33qkfgUZqQ4QsAMnluKG26VQXWfyf8fT1wyprCiNLlE5WMH/nQWUE0hOM/mMNU+JPpYADXgt2edUe58Se4zAUoC9bE1L+w7tA0h8SNAmDSV3Jn7JOARSGQgrEruMMQaUMbTXn3m6x/jJ7H+y9Jw5dbavFjsGWve4xhF8CPSQ+GDMl0ol2XvvvTsrwO9mbN68WW2FzzrrLA3wkBghLE6lYNBo7fmpgA3wuxGw2fPd86Q2vNkEM7Tmhzerjjta4G4S65gSJ15KyoU8hLyKNKSghiiqCx43tFev5DcyVcRjKv1aGYDRbPzIE0nqw1KoDUlS2yy14t7idO+twZWQQdZNb31kfK6mF/rzRS+TsU3HtFI2vmGGF3XuO1v5NhfA6WieBud6qkWvMrAjIx5bg1YdUmU9oCN6IWV2t6nyB9EvywqpJkBQ0zaHirzsQFpWy9ksHDCTMboCyg9QydSRYMviSScPWrLprffgR83Bp9ryZLdqH5sS41pfP3seM++uZ/TqtS1jvhHtGbsk2mNvfQGHlkkukGDTg9JVWWUWfoJbW07gTFLpUf91snPY7lFNQn1Z7FlNW4dMPYY1j24AtE6On1eQnENZ3YzHIVYDa14zcwbX+TuPYl1NhFYR43GQPb28uPxLf1+laEO1kNWliArZJBIceJoty08DKO9S5v3KV76i5D607SnzIoHKjHwnYXeT7D796U8rcZGMPcNskP21AX43g6DaLNOnRjON+kMqA0rgThoNnSGOJS+NMFIiFidoxuHIMv2AMaeyBv6EkzbZGXPQcUP700HXHInrhr2Mq1wSbZGuxpDEtQ1SKSyUOI+W/UDKnu8yGXXLnDy9dpTtMHpptPTNtRyOrWm1IrnuHmMnuxVoGZuSfa2qC4ZMi95Eq1EEvW1MyRHweD7PbRWOYQHQqkXP9kzvPd2uitsYVzgVskm3BZEQ+gKLDo55BuP8ZgJyZmCzgw9PqzBMDahOAO2KNje4MQdDx+DI1KsDW5Sl3voitD5UqjZqGPKcBsqR98ZiJr/lIemqrDRZNeI+XiAuJLqQufpYfMGL3Xw36ti9QnarDepMeoMsXhdaDRWyCZlRDxCyccRn7j1CyKYkvlTFi+uSBAt0m7yOLhbSDJ5ePBUnFclhxLGONC39fmbd3VRYiAzETdnyew6hbiYB5byvfvWrukCmxQZDHwb9Zz7zGVXSw7GuozBFLPiBgfbfMP7smUd7BtjtTDu87GUv0xbI4sWL5W1ve5u8+c2Tmwz5whe+oCJEEC/5e3uYSAXGBvhdiNWrV6vAROvJbtOGAaltXClOQD8dmnIomzZulsqWjcaDOyHrFalVK0p0Y1QpgM6ckuTQCy8Qv2JGqCIJnZzkc4E4w1s0UMTDFfEp9iM+UiOYOVr+d71N4rorpJzkZSi/QCIf6VqyYoRb8sauNnVay6AlZsc1XuhJrAGnWq1ob29goF8zdR7PflMByOWoRrSau2xpktjM9ZKxYc162pv7jfBLSoYLiiV1ZctAdj3mem3b15nTxjt95fLa1h+fL0lYb7/OYimDXyiq6FBruVxL3koag6AG+3xkgcHsd9v1oKAZr6f+64jtrE+DOsEcXoXp4xG89TEEyGjk+aaygL1qUXqqq2VetFaSJBQ+xdDxJec5EsaQ3xIlzGnJnwCO+xw/ZcxnfHUAkHhwSOoSSIHJRcYlEdFJfMn7w0Zhjlzew9jIKBXWvaIMb16rDm+Olxcv2iSxX5J4cK1+R3gO/fk43JK6Eg7r+VVZ85q5O1Le67FSyT1O5MYbd/jbGA8oOcMKz/zVx8WhSN0EaWN0OsjWM7Y8JXn68LjUkc1PtQRqJ2H/UboA+LJ/5CMfabuN8ziOgOgX/Mu//IsqExJwUSxk8TRRMDKJnS8Bnr+3BX5jNsDPMPT09OhKDzQtU9ctlLIbSqzCJ44G14F1y5XVTk+eMnSlXFY1sGKO0qmnfU0CReB50oD8pFWAojiMNiWQquriYfeKxjjz20lDOK/Ffo+eyGFEc6Ijo+/zIpnjbZa6DEu1uFDCwLDhS8W52g+nf5ytjDMZ13yuW0fYMoIdX2r6erDQs4w4HxhjG4nnaCWA11IRHNVEHem5o8Xfdt1HVjVv3PboJzfMc7lQTq+nKn76eDgM1ZHrOjpWGfkKU7ioRnXpSdW8qFA0qn67m1yl/Xq94ukCRY1aON5YpbKQCmvKlWCc0cBT4hwLiAxa3q8xOoiYkDEAwi3QzNPRghlZALAoGqzUZd7CRRJhLZuw6MqLxCOOdkE+L13lldJTXSoJWbZK7NJnD6QRM6ieSJeDAyFkOMbSRPvgfDdyBPFcl/j4t8cifgy3guum/cCiIu+iMFeXMMlJjioH/XaY8Sjd9a/X6o/veDo2l/h7aQaf9PRpad7x6M8jcNNrVOqM9E9TfjY6+HQpHPMi2RUgwM+fP3/cftgEdfTYwQ033KD/rly5Uv/dXutotgKRFAIPanVnnHGGXHLJJdqD/+53v6vSpx2FKSTZrVixou27NTp7zxaLkOk+8YlPNI/1XXfdpe2QyQR4LGK39vdUwQb4XRzgCYacSLKTSbLpMFkzvE7c7pJm8AQFAk0yuEUK3SUJMZopl6WQZ6Y5ENdJVDWuXkc7PZCefF6isumJS74kRb3eLz7n6ziRQu9cFSkhoBsyXSy53jm6UCD4aNnac6XPC6UvXCX1uCD17sUSM/JEoJ8zT/v79OE91zfz4SkotaNG193TK6V8Tln4VQb4U9Avr6KxTn+3ME8KhaLUupCXRTpXdAFQ9Z32x7de7y5KdTgUyfG1LEmpt0/iRo/xssddFBW2uM8EYfgKQV7CUqEpEDM4XFaS2Jy58/R4M+4XRbjBmTIyc/VJNCcdBoiUFFjP+00ughmbG8RUWyRPv75HFwDN98+YXkpwJHhTceD1sjI//ISo5RdlAnxegmKXDA8NyXBllZRguAVdI3PuSSz5XE7yA49IYfg+VZuTnOFhBPTG4VjEInleM6mL6xU1S0MvQRxfCh5VICMw01Df9l7JN4bFcfPSSGDq90oecxg0EyDieb1SSBjHa0jc1Steags75BakwCgmxwqHOKRo5+wtCaJM3XNFakMSo3NANo/YDVUYjqN4kj/u+dL1uF1X/iVzJ8CTlY4HLKrIXqmkofKGUxdCLwATGEhogEWx+izMchB8UM7LPOgR28HohoC/o9n8PbkH39vbu8PF46JFi9QNsBVUR37605/KVAH2PEZAJE+tqFQq8u///u+6YBsvrJvcbob6fqNipr1hDFN8qTHKVuiWRr0hAVmseMp2J3aq8hhZFcEJp7ka/U9EYHwVw6lVq0quAxRKEUOBjS8BZDjzDdbZa4xAIOEhN5oamxC8c0lNisMrpGvj7eoTjjJZeRBDE7TOi8ZPvAljN6tZO0x/XOoIcluxp+Q16fkS3LXfj/QtLHskTbPHbzeDMiNvVAyYq4foZ6xqB82YXrXSdONTEhn9ZWIdY3I6U26mDjCvMY5wWK42pDY80HSHU9Jii0zvNvckFaGB2EbPnM9CzWlagvvox5PR0wfP5G1pFbS+WxYXeTeRvqGHpW/1X6U0uFRcyuDKtA9UtVA5GQjRxLXULCcvCYRGaOrM2BPwqe4wTieelvw91OYYd1ShG0erO0gcR5DxMJGJazqdwYJOJzkY+Sv0SBBX0x67Ly5tg0JPSrQrKksegSU+R9VeUI15Q7zLn/TKXRrcpwpZVob3eiYAkwX1a665Ru64447myXS2ggwTljdgMXTFFVdof5mFzQknnDDduzer8aQnPUk9A1pB2+jAAw+cstf46Ec/2lyAjq5gcd9EYAP8bobOvru+xGGkPVxMXLw8We6QmpjUG3VxOUnjUBbFJrBHoTRU1tsosqktaGKY5iaIDUskgbL0lTAHI7xeETfXLS6BPg0tUXVYR6SQy0WpDBAgCXyBhFIaWialtTdLbmCZqpkRWCHWkWmTDeucdAr2gVI8bHxK+ZDuIJ+1BvvsT4Iu0rcEfJ5D5ko2nLHaKUGPdZ4bu0IfYwe7o+tjNrgTH1DGrmdeXxcw3foZEAhhycOyZ/G1dalapG579XOBBIkNbGbpmj5K9eW7nKrM3XK7zFl7tRQrj6aSriawQ15rsKir10xgp8niU83x1UZYUnU6Fhy8XshYmutrad4niCFNTCne5XM2ZEMdj/Ng2cGwT0SCkrhI0caJLg6RokXFztQsY/PdUOnZgn4XjYCNqTZocFefhEDyp54rXcfMTkEVxpsOPfTQZmCkQpAR1Rg32xr5ajYooeFSNxq8D+7ryBL9ZC/jmFBgKoEqyUMPPaT+Ajj3vf3tb5epwrbaRqjbZdWm8cKW6HczYM0zUkbgQJ2s3mgYZ7kijO5hZdgzC09fleBMH5E2NGIiUeyIC/Pa82TT+s2ydPWgMHJe8EIJcq7st+9cmTt/vsnaOLEjSELpuNSnZC2RmmHWJ64UAkdi/LvTmG0U9iJjV1tbJ7nyKglzfRJ27SMVnW92tGcOUa6V7Q7YZmWInnmX+LmckvGSkFG20b8gcz3LzMmgMo17lY31PO3bZzayyj+A5ZZuZ7zxfLvQ8TlH8oUuI61KKzk14OH9xFXm4E32vS2oVG2+qAsB9XTnfSmxsf39snH4FHvJJpm77mq9heCdvQNEiDTTD2Pxoob4CQI1iBPRonGlHicSO5EEcU087ZkjRYtZjy9BbHgbLBj5rsBjyLkNvU6FyOjO1425kV8UX+X3kKItwsuXhP0tzhEvWifizRdh5p0qCPtFdaBR1UWHIdKlqoG5ojLl8/udKJ2AYrGoXBmcvE499VRVEgNdXaOEjGY4MLQZLW4DqtWqXHXVVdJJ2N1jcqeccor8/Oc/VyMhSumMyGG9C0FuKhabWRv3iCOOaAvy/IbJ6jMRnPHCBvjdjHx3n/gIndQqEhS7pX/LcgmKverzjViMstIZVfILJriXYKqH+ncQeBJGkWypJrJ0xRYtyVOCqUeuJDV6levF910pFQsajLWcqiNnw5LzffFYRFAq1pGmWBKUz3JpxkjbIEbUxZwgfGav44o0Nt2nbOtGaaFE0d5SJ2Pv6jJjcsyNV1tWnZSGG42m0A2Zv5rcaMnejJVtC2aBMSJzC7CvpVJAaZhWgcmQzfa0J69z8vjYG1TqW5QIh+GLthCwtoX4l/bojfZAwQRwnaVn/9uFd3SkbpsrB+bPTZshbUCbufWUee+47dryLBC6nbL4gyvEHV4r5UZZvKhXZWKNjG2gM+QEdj+qitGBY9TP1wwdwR/09724IuIVjESuusMZghtVF0bmtF2A1at2xGlRGNMYWiJehLtgJE6uS1wVtamLk+8Rl9FJJxC30KPa8qHfpS0grF+zxWXCsUDIJiXS6XvM90jxrHdKfu/DpRPBopPRsuzv2YCsvQDQol+zZk3zOp89pfqM7NsxmAYlu+c973l6mWqwUOB8gZscpXh4IxngcB100EETthK2AX43g+BU7N1LBtev1CBTq1Q06FJebzQosxZM2bVRlVypS+qMnxHFMSFhltsPZMXDK0zJXgOdJ4HTkChBBS8nq9cMyuEHUyIe1pM+ozMNVUtLlECmnuWojkmDwXcl4hHAfS+RhpZeKeuGugBg/1Sulqytsl68oVWyoNyQ2Fko1c2BeKU+ZX7TWtDtjBaCSeI28xUye4Kozkw3zOJje6AkT8DTlkS9rmz7WournZL2mqIxqUNedbh5G4G+dU7deN0bVvtOEajpvefyI2N9ZNlwHFLiISz6UU9QQaKiU5FgaJUUBjaIQ//bCbIihL4wZXqIjri9+WFFPNXSp8Tva1BpRIlpmyR1cWJf+/FMQ9R5PAu1uCIOevD1skRuiSE3ybn03bF6ZdEQ6PVGWJVQFwuI2AwbWVnaOI0hXTBoHR+nuHyvBOFacXMLVCBJ++9RvTnjrp8B+969ULqe9i4J+vbZiYO35+KTn/yk/OxnP5P77rtPqwNPfOITVSiFvn9rVv2ud71LfvjDH7Y5ymETOl7QX88ywK2V4tmH//qv/5r0+7LYNchY+FQF+K6M1qCfDGyAnwYUeufL0Oa10ggbUoOkxYy7kfOmcapkKyfHuFndjGJRR49j8XzKuA0pV0IJPCdVtTOZBvr1ntRlYDjRkzg9eMRvOMkTiGGNa4keBnSdsTlHs7pYTUViU06PIsnlPAkbicRomCNPSrYL/zooalaZl2HxKqslt3lQ3KGi1II5Ui3Mk9gvajZN1k3mSRtizAo5IUMfCdCFIDASt74ReGEhYWbx077BDtzoxrsC316Jn1J4JlVrdpWWhqPZMZds7G60Ba5h1AdSioclP7xSvKG14lNOSeVvm9uHO8EcuZdX4RvIjdm9uL8hdFQnsNOZSOosFUzvHZ4Et6MQR4neKUrMOB6uey5VFvTkud5QAqWvxEHGJXWwX3xEkxiHo+9Omb0+rE5wjMDRi1ctetTvvILRy+c1yfTTCQ8tzTOqN+9AKT713ep+aLF9IIRCb5ayLp8Tc9PPfOYzNbvOyv70dH/961/LpZdeqhnbBRdcoEI0V19tWjjjAeNVfF5UHhgHzLzgswwQwt1sqUbsyX7wZ5xxhlZcfvKTn8i9996rt8HcxwI403MYL2yAnwZ0zV0o65fdpxkSpi9eoST14UEdy0rIhP2CCQIlw6z3XXrgvpLuWN2pC10oEniBzj83Ek+cxJfASyTvxloOJ0ukXEvGykVJV0VU1czImi4q6sNKkIsIRJCw4AOksrE5+row7dWtLdAcTgl5cADIaoO8SH1QirUBKQ4tlwi/8MoCqbld0gjI7AtmQcC+VoxQzuiEnW3qAicFZX9TNTAlas/1pJAq5qn5SSphq0Y1yhLfuV+ocZgzDHG1i9WSs6PENcR8srl7dbHbrl3sCPu/4DtSrK8Tr7pOclvWqTYBLYHR9Duy78QJpNYIYTRqyRwFQpT11FyG9gVurdROElQMUeJjth6SJcp0BXHDYXHyiNJARuSp2NwmusjTNgH+BamBDKpz3O9j+4ouArl/vjsl0uXFz3WLQw8eFn1kxHsyzXuOJ7P56kEPYZILx3zxCVJ6ygVKNrTYMSiJt+Lb3/62BlnY7KeffrrO5jO2BlEry7iRQGXsCiLX4x//+HG9Xsbk3hVa5jMVnegHf/fdd6tjHC2WrNpD5YcF269+9asJaRnYAD8N6F24v/Y0hwc26o/SSxwtzWtfXsVTquL19pgeLGVzx9eSKazoeiOSuX0l2bRp0MzMp2VUiFSN0JMFC+dqMIvqMOtd7e/T1+ekHVGu5rGlLknI/FIWvWZohZwGaZjyWlYma4zo+5vgzsgWoiowtCkFe1QBtFefM4EPMtbwGgmoEDC7HfSIdO8tkeQlCXp0saKytcWSNKrVNOBvJSNPXZOiqKLthLaefHdvU7fewBjUmABF0A5H7GLZp3TzOjoHIS5XaJeqVenb8g5L9mw77ztSaGwSv75e/PJ649jmBcpfILhnu09fgcybMjkmdwkVEidSlruTuq6x+II7WKcPH6sIsbLVIetB/AtDMvlQ/CTUoM9YZD1Erc4VH7lcj6DuadaOYmEgNf2sNGvPlSRwasZAxitK4Dri1IckxgKWEA7xkgy+vFmc0jxJKlvEKfaJE2PwQ5bHYpJHIoEnkjvymdJ1yqs7ThRmdyIT28mY0AR62nFPf/rTm49hfO+AAw6Qa6+9dlwBHgnVncVE7EYtdh/e9KY3yTHHHCM33XRT08QGk5vXv/71KmfLOOd4YQP8NKDUM1e699pXVj10t1EBU1Uz5twbGoiw54zQoQ88zQCjelkJWcqS9jzZ/4AF0j9Y0aY8ZVV672SP3d2e7DO/oHPzBDMy90ZlQNXKdOEQ4fwW6+x23neVdKfz2fTbuTRq2ueOnJwkiLCErkQpYc7L90iAICpCLDFiuIxouaqdnwn2mNEtFg0NCeoD4gxHkqfHS9D2u8Tp3ksiesp+t7hd81RX31WDmdBozI9ZUm9/iU3IaZXWlVF2sbKDrW01ZCGQ43mST2oSVB4VH+5BdZNRC0SjAJe5VqNb3QnjEw+XgVUX44BeOCw+ZRPaH8i/0n7gM2b8sVEXP6obUh2Bk/ZHYjJ5NcZJyuIhI6ttkkQFa1g4BCxg1M+dvn5eg7eH7CxeBU5Ocr6r5XaMivBq99EHwNsAUl19UIM8MrRuWFFFOngeqqGAnK5WajJNf0O6LJ3yWikdaeaqLSYGflfvfOc7dY46y8DI0Cidz5kzp+2x9N9bCXI7gxe+8IU79biJ2o3OWHRgif62225rC+6AvxEtot0zEdgAP0045KSnypK7bhRnYLPEDuxpo1SnXuPq2R6KgzIaPXSVTC0bt7Y4kVwgcuxRi2TtpooMbBmU2MnJgjldsmABUqMJQqM6fhekJ+8oJdgRXALY2UqIi1XZTsVLit3GeU2MsxvfexWkgeGdeJphMo/NDLv2nOmd++iyU3oXDQYERg0mCM64ju5rQt+PAMZzGkPiDDckSPvZyWZX3NIcqSaB+JSsvaJ4eUfyyNYSLFMWMwsOFgya8Y8+iDtIKrdmV2v+JdgyOx5Kzmc0rSxeY1j8/pXiDK9LR9hgjHdr9puhtSWglRMPzgALKsYaQ83qOVIqNpPqABD4xQmk3oilEZnqCGVwcmSEa1gAQJ5jyeCRozObjkJfFEkjMtMDPo5uuS5JajWJINdFfLaBONWqxLQAsBBmH8KqREGX+G6k429UZNRznqw9D1u+pqOHOssOx0DrnK7uu7rFaQHCE6fQKz1PeZvkF7Urd1mMH/TikTT9+9//vku2vyeV5Ts9wB9xxBGydu1azeJbsW7dOvWenwhsgJ8mUG5+9j98VK7+yVdkyR1XN+eh47iqpV0vzcApaaNWlyN7pJwvsUQxA1Ei++7dLQvmwkzvlSTEYa4qdeag83i711Q3HUa+BulGXYq5SOoNzFC6VI6Vfr9mwHjUM8+Nml6jpkFalfZQutPxNEetSSHexU5FS8M+/WQ3tQzFlYznuIFWDyjvRiEjfKGOZkEQIYOlp5s6v5qedX1Q8sz2J+loXmWJ1CPMcSIjzlLqFZcqBdv085Jzh7REjeiKMs7DQfEDM66mzPxKWdwgkh6PqkMkfq0mhaSq5WcCWm7LKomr/arNT0k8H3hmQZWCETAnDe5j4ehcuOTzKvyilY04UbOYbEEAT0J3T3vorooRwZR34qrKzNKhNzyCgjj1yBAk8QrQ/ntklOo04POeHHWK852C9uchVzoYzqSBmYUY2XiALjxZu+OLlyuJH9fTxWGPeA0MiQyZUp3hinNFqv3iFOdIUhsQB8nclExoLHlF3Dn7SddZF4nfM0LUspgYIM5dfvnl8re//U3222+/5u377LOPzqsjStOaxXNy5z6LPXf64h3veIca3WRtGjgZzN3Ti28VXtpZXwYb4KcRBL4zXnmBzNvnQLn9ykuVYAaLXtXoCIZkrbGYcjszylwnI0xnww2DHvU4AoDJCAmc/Mdo1pZKXVasXSMVgqg46i9/2PyidNGnjt1U4tZRsh0n+Kg6pC0AhEwwIiUgZy5cXjEvUKzIPCOyPi8nEb7g6dw82bbLfHijolUHLT3HRma3Rp+at+YmgjGemWk3rHWY3U1mWupjjokOZilBNdSsUzvsTiJ+jWzeeJITVDW7Z5ECCz1pSD6Mlb1firvUhY8AnvXsmT2nj642r/oq7rZLALqG4P37msWTJLHYUbdztNl1aA22e6CywJqp47AG9yF2pYHOPSx3nZWnRG94ARgI8UyOmaeLtdCI2fgF7Y1Tolc5X8bgGGWMYuVRMPrGYkpFavhsIdkFOR2xS2JPIr+o9zPyFkGuDHxJaoMiKBnyWZChF7olaZSVcCcseGDLa3XF0UoLRD138eOk66x3KPHSYuJgcXzhhReqMAriM6N9w9HFh9vypz/9SV7ykpfobcig4v420XnnVgb///t//6+Nhf2e97xHnvKUp0gnoRNJds9LZ+xf/vKXj3iXpMTec845p3l9PO0WG+BnAI478xyZu/hAufrHX5JqmZK92yzvar+WwIldKf/SA/bzEjUq4kPIYi2QiPhYiZJVqsa5J5sH++WhRzdLyLiV60iOEbl6KHevCeWkwxCQoXdrCGZk75TvVaiUL05U0ZM8pXhEVRix8xCxSaVXA7JrCbXXqwx8zVzV49YQw9SdzdMZbIfeevPLqEa2qsjHw33H1S8q/6pzGiX5IBAPwzQtyWes9a0ftx2M0Y968OirxoJXA6+yxZkkCNSRDSlaeAke5ERaC+kPhYA+8rMy3vMerHOY8LERmcHURQ1jgPISWHSJVGuU6BNxyZg9T/vztGTURjbEfcDoxvsQHT2OizGTCWKOp6O9f9ZBLOwCL5QGfffE01aIz6JKF2zd4kGuy6oR1UEtzQvz9NrH56xIOyFVCeSRlOy9QDYvOE0OP9MG96kqy8OQ/8UvfqGGU1lfnXE4ZtL59/zzz1frUYh3ZGMsCAju42XQt+J73/uevOENb9Bxu8xalLG7pz3tacrkf/WrXy0dgw4s0V955ZVTvk0b4GcI9jv8sfK8Cz4pV37/c7Ju3UaJEFlBYS6GHR0q8U7FXlKFM3qu+IsbTbPEZH+MXSEKE8Wyqr+mEqb5qC41CaTu5AUbmyCpydp16+XAxftquEUQB91047ZG392XGM/0NKCzWuQ1yebJgmOnnI6URXpfnnEsJekZkRUU1AiCUYO+LkE8zW510UJFggw9Je5prQFHHUb9HK1GNGoYqDjipMELl1QWL0j1kvGTtatgCxMEZLWIwGgGT5BFytU3im8EbuoQ6PWrCAjiMhww6hCJxGGs3AH84R3G06SuZX+H0cH0M3Gk1TbSBHSEbIxkgOmaQ1TLSvSMuNESQetfj1/i8NZ0cQYZjkUR/AKHY1QvG54Bkrk4CVAxYPxP3dyNFoKvCkfw9kwVIA8jntFH7eEU9LOEY0FFQ8cA6bsHXWpCA4teij3qAocUbVLpFydH9m6sY2HMa2ejNFe6Hv8mGbp79W7/zncq8A0HZ555ZtvtjMLBiAZ4f6P5QAbfKnQzGUDG+sxnPqMz9hkI9P/xH/8h//qv/9pZAb4DccYZZ0z5Nm2An0Ho6psrz37Lh2Xd//sXkc3LlMQlCSdiMw6WkBkihEMAJXqmhLY6LnSw1ymnu76gU4fbGuYk9PX5kFFFqydkqnmpwfRGYpVueQFXMUOxY/YemPlsX9nf9Koh5fkFNM1jNS0Juc9DQresffzsOejYOxC9lHmPfronkZbyqTLgd2akWLOevGbQyL1oFSISN6ppK8FHIpVtauPfOKEh9WJ4CQ2JPFEBlyBnJgtivNQgFyae6rZDWkvCWJwcGvF1fX+Rl0jAMUtL9GTMro4ohmOW9KaPbioKnuQFCSECOj1wBITI1DWjdyKJEzJhxyximH2LjOIgrRICt2rAsXDQwE6mTQWDhVaU8hNyOoLYoIwupsceaNuF7cQqGcsYHFavEWx3PN6lLmHcUOMYFmUQBBtxTnwyeEiBuR4VOWIqg/I/qwxaKs2SPIRIKigLDpeuMy8Ut9gnYgP8lGFHCo2gUCjIF7/4Rb1MFR555JFmKXf0eBxiO52ETizRA3gZaCRkLRYId0jYtsrXjgfWTW6GgV72QaecLSedc746mhFUADPjBBwtodODocdLNslsND1U2NdkmA7ZfChevmAy36iu89OhE4jvxKqG5hIUivisOxLVhpSMR6lW+7OpeQwZOtuCkEeGyFeFFgD3aYAjYLuekru4n2COrC7BnUBCFp0r5I14S4TkqsnW2Y9a7Eo1xBHPjLVpZhwEhtmey+tIILdlVq5Zhd4Ezaz/HWqW6+rCwZTFCdaQ1SiDq1Z9FmC3gcwBjuBMKV1H1NBgxwcg8XX/eM9otftxVRcgmfMbz2N/aaNQQagjFcxnADueY8z+oQWPoU+CSh2LMva7oZ8L71Plg/UdUa2JJO8Zjf2QBRiqdBzHBDtcxieNqxwkOtXL9/GLV4tAiXM48xljGC3JN8oiflGcEJU7OBtmX4zHrK+3BUc8TXqe/UHxu0ZGcixmN/bff3/t64/GH//4R72vo7Cb3eR2BxiRw+GQ6s6mTZv0QvWF22655ZYJbdNm8DMUBx17qhzymBPkLz/8vGxatUTwFyHYa4BPJVDJbJGobYRQsYx2O6Vuuqj79hblvker4iFnyqBcFArSNBDN9unNq8CL66IjH0iIXzlZN2YoOeOORnA1/fhhUzKnN8u4nkOf3fTIVVkPwzddJuJ2Rxk/Z3xY1Dympqz3jFRH+0BntFU2FxDctHAtIex5Mv46/WizulYNfCYAEIAhsNOnZ4yurUSf08UFJXqU37T/H2CXSlsAu12c0ChIFLQ1oG0Iyt4Q56guUF6PY92nwIXUR4aeIs41Z96VEEhQZ4QRUiOZODUJtAPSKQAlRubMTDttFUiQJPUZaZC+O/tHhaGeyuPCWUiCgji1uo7Gufr8qrgObYSGREEvxRQN9klYk4gsXRd4hjnvqsbtkCS5PnHjuo7QmazdEOmUbaAz7tQsEpWpLZ32Rskf2BlOcBYjQNuekjzz1GiaZz14+u//+Z//KR2FDuzBX3TRRVpt+frXv96UpqVCiQAOWgpMY4wXNsDvQgwPD+sqLDOC2FmQrfE8dKtPefGFcseffyLLb/u70QqHZMf8NY9rVCQIfB258VNpWbK64VpdGfMH7tUrqzdtkWpcUEJe0Qll8RwCRkFfo1EdkHqZRrkxm0G0hv4+oNwrjMXhKw8PAD6ABj8y8ZxUQnTaQy2Zq4S+52uPPpfg1EYgh8nvS533TqmYzJpcFSU9zzDo9XEOrnaG7JexubXOrYQ/zwjwqHVrSjqkuiChLmxQhKNiYK4nSghkmkAq5rY8ixdl4aMNUJdigDCPaUNo2yPKqbhP87jDdq8bNzlVw1PrViWzS4iVK3T6RlU8x4yWScj+EvSNkAgLokZYFrZIpq4s+oxMly6IhutGiCfvJhJ7ntTDUOo1FjWx+A7CRZFRF1SrWJGgOqR+ASHCNhy3yqA0cAL0u8QPB6WuQd6XuNyv8/NOeVCk2KcLD5WhjdE1oDQfi8w/VJyTzpN6cQ7DtW3fN7Bhw4YJa17vSnCS25rP+c48b09S4HvrW9+qY3af/exn5cc//rHehvztj370I9Uzt5jZIINvDe6Av9/73vfKySefPKFtzrxfcweBII3H9HgBs3zFihVNg4iuAx8ne7vdsuS6X0lcJXzQD3Y0MyS7FUqxkOQklmrzi+EKHmQHzZ+js9iNyJWeQrfKnFYGNmum7wdkvqHOj0Oe0zE21Zgvi9OIxUVghSBB4ODviEuoiwDU1CDksQ9kqnwn46gqOVzqdKbfl8SlVx2qKl/Wk6fATuDS2W8V5fH0OabkzUgYJLbQlM81yEPWoxdunO2Ytw8lkBwOel7Z6NKTCXNM2EZYlzplbLLrOiIuZn8aDPkFSMea65DZGg0628o51/9FCN5E9Le5qSGOl4rgOCYAMhVAP5upBNol0gi1315JUwEf5XdUBOmY67ijMa3RSQbeedJQf3k4DGFY0VFGtoWaISqBNd5r0KWLODzd2fey+rZTYRiWOsYxyM/GNQmZ76e1EA5oi0QXLFWMg3iPg4YEqaQ8VxdaAwsfL7WFTxFZtV5EuGy9hzsTAyIktEcffVTWr9/6fm8LfIdYZAM8tfcEvOhFL9JLp8OQiye/jZkEpikYlUS2uBXEAqYxJgIb4Hch6HthMjHeDP7Pf/6zHH/88aOIFU+S6gteJtf85Cuy6oFbzHx1ZKRr8e9OtFxvMmR6z3FMbz7REz1BW0v4YVXiKJGgRK89Mdr0lLnze2ugiSoDRu2tNFeCQo9m1niEA5j0jlOS/iEY9yJzekpKAoMdbnzWc9q3RmBH9e5V6a6ugRkY21lHFwUQ1WgBKCdcVd1g2WVEQubDKeMbQh9ZseMzlhcp8U3laLlOPxzxHLJZMm+JVBAoDAP9McRZa0JfR1Q4h8DLAoFwTfchKBYlSpX7kNvFD8BlfjwFo2ZSN0Y12h7QqgPEOrJ9Rvt4ffgIHCPHKPC5OS2Z8/rAaNAbUtvgQL/09vUZTfm4oMx5NQ5SkqGZFOA9KwciU9tjEYSjnV9UkiP99MTv0+OAKp4TzDcVEFT3asO6GINLwLRCQtWjZ7EUnvwmyS/YthIWGfzvf/97OfXUU1VCdaaBMvPhhx+uv6XxgMoWWt633nqrqsm16sJ3Iijlvva1rx3D3u9IdGCJ/hWveIWOT6Jj0NpiQcfgVa961YS2aQP8LEKh2CVPfd275MGb/yY3X/F/Ui8PGCtZFNbU1tOQtKLIGNDEGMzQk6ccD7M38SSX97WXS5YawKBnHr5eUV35HEHCiSWslqVRG1ZFO8h4KriTNEw5vFHWUTVGygDBkiwVRjrCNwRV5rbJjMmPcaLLuJwEU/HIZNHeN97nnrqlkYk3dCpAM/ysRJ/wF1k44jqOLmbobevCRtsIgb4mdQASYbL0GjKuIb9d1Nxyqu5n+tB18QIzd0/JntoI2br2qjMkhbSSkB5Pphh4zcTV8j8cAaoYBGIm7lya47mS8gHQn1fNAEbiGA1Eu55FkQS60FGmvBrTJNo6cGhv0G7JdYkL+ZHWBtrxQY8kvqd9fbQOQnTkc46Zb2cxBJeA0bdCn+rO4x6nCyOWS9l+ozGEHsLhZ0jx5NcoB2JPRT6fb4rL3HjjjerRnrUj5s+fL50EKhzPetaz1H3sla98pbzmNa9Rr3iL2QECO8nAueee2xQYQxeE1sunPvWpCW3TsuhnIQ4/6XQ558JPy8JDHqsByAR4yF9GQIZs0Q1Shj2Kd9q3JkA6Oj4naJczclYra5nazZeUjMboXKNSFgfvcMhoLBaqgxJVMYzxxC32SDlypL9SlaFKRYOyz5y6zqZTJna1X81YnbK+k1gY5c6jIePgMc6CwNNsmjJ7HeW5uhmrIxPny63a6wG2pnll6WOJqqxzAibBVUfpImWqe+j08y8z4zGEPghv5m8t6fN4nkeVgSNAMGTNocz5XNN+FqIeHAKOIQuKWuyoHS/VDt6Ql20T9TyEZciSdYKBMn9D6jAgtadfU5vWXLptKhxw/DXbd3CBMwuwRj3U23l/ZPiU4llwwd5XkRxdgLlKuKM6EDMxgRscixl0BHJF05bBz51Be2XIx6Y6wqBh13zpetrF0v348/bo4N4KTpQg62U+9NBD6urWSXruCOvQyvjQhz6kixkWNYxZfeITn5ClS5dKJ47JTfYyk0D1DDIkVSeIklxo88Kqzxaq44X99c9SdPXOkbPPf7/cf9Nf5JbffV8aZdNrNOpvWL0yOW7IVWTCeT+Qem3IsMijutrOEuQoCUPIgsFNRg8ZDs94WtUabPMlFYOp16py37rVUqtXpO7kJB7aIHMDX45e0K2laj/HTDeCMwi8BFpGj6KqBkDNmFNNe0gjOnvO60DeUzlbo1NvsnWRCFEb2PfahA8l0V4ycMx8ur4OrHpXHPVbp9PMeGBVOQmqHsfcN+Q7OAqpiYpxXWcRZKoCtB3IkpVdzutprxtCoCnfOQ7B3xjpsABR73YtWWQl9Viz75yLfCT8ALJy0wJgj3QJ4KCW50kNu9dIVK9f2fRaiYhUWpZVNosTyHQRGXs+J25jGLqDlt69eFgXU2T7TDokCNaEtEoop9PDTys2fiD5Q083Wbv1bt8qMl4L7Qi03x988EENhp0yRob7GNaiXFauXCk/+MEP5Jvf/KZccsklzaywI9CBJfoMpVJJjjvuOJkK2AA/y3HkyWfK/kedKNde9nVZee/NGtCNsQtBh5gEGzs2hDKXoIduPdorOSV91SsVyXX1ShAkmq0zy434jZ/OyNfL/Tp/d/emYemvJ1KKRfJuXclkm2uxPNRfkSMXLtBydqOGS11KsmNijKQ4Zp6cIkNeoqRurGRjHNWMmAuVhsBw3IxULpk85Xq9jaqEaQMwIqgCOyjmIW4DqRDPdeUfJEI1nRJ9PWpILoJ7EIpDFQPlNtWD502jkEeINxmbH6VGNCwQyOBTZbzmiCB93MjsnMoBu5TmG2o6g1a9EhBh2MMD0KK/mW4wAnT00uFCIMCjNHslOHLMw4ZZ1CjJMW4oK552hs+IYlzXzJ/s3Kd1AaeBigoCNg4jf57hSfDa6Vw7Czh67d2Pf4Pk9zl8Or+OswYsDhctWqQBHq14iEyAoNgJYGENK/v666/X7B0rWos9D7ZE3yHOdE977bvkjFdfJN3z9tEgENMPTuef1VBGTQqYNzf9byJTvRGKV+iSJK5LdRjf+LwEpR6VP61VBiV2c+KX+qQSxVIt92swihxPKk5BGgm+5bEMDfXrczE0Uc38XEmJc7QEKNXTZ9b5c2loiZqsWdn0yLW6+KvHWqrnhITqHLPfBHoltaV2sbl8QXIBIj6xBsmAHrWW6ZnJRwKWEnrdGNBwHcEbCGs4uDmJjpcZ3gBkQLJyU5ZX+dlU95/MnBZHLTRKdCYLN6I1kPMCHyldQ7ZjEYLjGy59SApT9WC/tARP3YCpBT3+ngSuKzmPCgGz84k68lHmzzESh4CNkxMPAh09eMbj/KJWQjRTD0paVaAMD9GQiQWH+X5WHAHeAY4kuR7JPfYc6X3+x21wnyAg7514otEFYBwPUh4YHBwhXM4WoGf+5je/WQM6srgws3G065SFSxs6SORmV8Fm8B2Eg445RfY78nFyy+9+KA/c9EeJ6YVnGbCS1oymOVkwffl8Wq4naKtkbRxKrYx1bJcExYKOwtWH+6Vcr0tFjNRpPkF7PVJzlrIbCMrtlcSTLgJYjTl5w+wXyYkblIywjSq1GSlc9ODVGpXgh0ot894hMq0sQmDZmwUJz3K0t80bMAp1Hiz8OJSYTBzhGDW5Mdm4js+ngwqZ5n3sIQtrmhYxSnd540aXNTIKvhblNaNn8aLa9Q46A4jCoIMPk93VIE6rm2oDixWVmFVinysJ7YB6I9WLN1l1gf1DiZfbUgU/1ONyLnwAxvCYjc9J4BsrWRYDrg9ZD2MeZuCNYh29+QSxGsYMdQ4xU85R5R7xFx0npdPOE793fOxyi7HIplyOPfZYufbaa/XvmThRsD0sXrxYe7YQ7b72ta+pbO1Ee7czHZ0qVTvVsAG+w0CP+9TnvlaOOPXpcv0vviFrl96tyut8m+nKE5QoW8MA5xYEXHKloiT1qiriBSp76mqgJyjlC73S7ValsH6j1J1AGq4vIZm9kthCKbpcCDyBeHnPqK2RsSdxypoPlCino4IBfXlYbqbUHDIuF5Fpsz+U3E3BQee3Vc8b5pmxp3WpBGjUNCxCXRAYYVgzOgdzXPkGmbc5/XRY6ywVeAh9b1jndd0ObQzm/rFWVb3/JF0IaLncWMnqWB8SwajcEfgTV9wAc530cbGjx5Ipd8iG7B48AqRkeT3aI3weBOtazHw+dX5MYkIV3FE52lzBuNaFlZSRX1drYDJ5rHdVlzA7E6X947h7oXSf+ArJHzQx8QuL7SOzd51twREf8Ze97GVtHvMWezZsgO9QzFmwj5z9pg/Isntuklt+/0MZ2LBKO8SaqEREoyTNmBmbi6QeGmU4ys2wvGHa53IFiaoDknNdKZZ6ZagaSi6uSiFB2sWRhhtId+98ZeQz4kU5noEtiG1kngmBk2pBoy455FUxfiHAuXDpHUl85F3QcCcQ0k+PxKGFgPSuY8xYAPap7iiSXQDnzXXES8f1SGyRx01835DnvDx7OEKy0z0zFrHk1IlWBxi7i8yImZLsuCVdcCDU4/E3+v8E9CidEmAbiAol4ruxZtsuGvxppk6Qz6sFLYWHuprRYILD+8679PwZXWTygPFAOAs4w/k6aheTvft5cWE4QiBktaPTjRwtM5efO+qZUnzsC7SHbGHRCkrzeww6mGQ3lbBniQ7HgUefLC/8p3+XE89+reS65uiYGmV6ZZVD2GKcSwNKIK7vSq2BeApGNUjg1jQjxYTmiL3nyoK8p738YScnNScnCwo5OaQnZ9Th/Jx4eWa4CxroE/rJddTxUMzLaTUAzXXyaXzRCYgEfshs2jNHWtZjlAxGvpmRp0SO37z6stGvdzB18aURxlLVuXJfapFo37zaSKSWeHq9GiFyguKdL/XY1TE2ArOq5KkVLZa1lP0bknNjKXgied8I1xixncSU3GNDsuMYkPXjYMfIHyQ6lb9NEsMdcH1tS+SpxKvffaziNcJxhLjHTDuKdqpcZ4xydKEQMAYXmhJ8UBQnU59TpT9WG4EhBrIoOuJM6XnBZ6TrhBfZ4D4LgG44JfJ9991Xq1eXXXZZ2/18x2C2Q/TDI/7pT3+6Ev4s9twxuV0Be6bYA8AJ5rinPFdeeNHn5IjTzha/2G3m5tNergZ7l3KzuQ7q9Yq6nPmQ8Mg0w1Aes3iRHLr3AnnMnJKcuE+fHLZgvgSlPnHzXRLWqxJWBvSxyLRqbzrfpcEYsp0q4mG1ivItmupkpTi3UarHR55g3KB6UFOmPTr1BDxK/cjuQlTLOSYY5wJf/6VsTsDN+4nkAlfJcFzXgJ3Pmes+9zuSyxk3PQIxi5qMta8kvyiWGuYzsQ7WaUavGjcufvei+v5qWOs4uoBQA1pU5iDQBb4hH2pQR1DHVxJgTkJd+ISU6oOC5AjacV1Jdlj40otX7SEH0hwNfhYXpjWgiyHN3HPi7/c46X7OR6XniW8SH9Ehi1kBJHJRo9yWHSy+7V/4whfkK1/5ijLd8Z3AE76K3LDFHukmtytgS/R7EPKFgpz2vNfJcWe+QG79w49l6R3X6Oy1Sptm/WuyZuazY0eCfF4izFnojxcwn3HEq1clKBSl2D1HfyCN8oAGSx27K3ZpIAxRwZOqssLVHc0tSAzDnjydMnzS0NG4mJI9zHbNfF2dlaesTyOeBFitZNXURdkDWoZXQZeopmV2AiItAKAKfOooF6vfPY9xc55ar5o5dubICxLqNvUJqkbHOGCWNcf4zKMfkKTjeuotrw/WY+RDXqdlr2Y6kTR0TA6GPQHcjNZF6M0nkOYKRsRGzGIFISDPHdYSPURC5gBi+AH4yPMvJxsvMORA15Hc3sdI8aSXSG47ErMWMxfPfvaz9bI1kL1//vOflw9+8INNE5jvfOc7ynwn00eFzsJiKmAD/B46VvekF71JTnjqS+TmP/xQVt57o8Qo06m4i2fKx2ThOk8bSa5YUGGaRrUmkRtIPoeGuyGDkREzakejmmBP75reOUI3rl80tqn1suTIgOs1zdp9FhQI0eQCEyiVCe82RWd47QCBGJ3pJ1XP6ey8ITq7qvNO2dtcNSV1HseCglUAZX5EXyj7e0RllgX6nJrhqWkA5zmQ1tGr5yasXEV93ZHhZQGC0g5ucojcsOiJY6iFic7BewFLEqMaiMQurm6ICKEcyMy6zsCninduHX0BR0cDtRLA+3U5TnGzB5822cVfeIT4j32RdO37mGn+lljsKixZskTWrFmjZfkM+E6cdtppyuC3AX7HsCz6nYMN8HswuvrmyukvfauUB18tt//pJ7L07mslrJB9m+YNQTCTP1X/cbJayHMEbSRc80jaBmb8DUEWglu+S/ntEf11RtL8vHiMkxHcCnnNclF1yzt1E/Aph/tuylAPlCNA+ZuxN2xTzZA68+KGzZ7V1uC644uuen06OE/PPNJA3EAIJ3bFC/BNp9HATDq67zlV19M3h8iOBnXj8a6GMLDqqQ2gsKe684n24R3xxc956tHuQKaLsM/11aUNciACOIy0RY1IYioWuYL4HC9Y+1Q2GAXMbGqZCNCVCguMQK+zOPEWHi3F418kuYU2Y+90ENzBaPEZrmf3WewAlmS3U7AB3kJKPX3yhBeeLyee/Wq5/S+XybI7rpLq4GYzP89YHAxyyvc6d44pSoTzjcrCEoQdfLd1vM5XXXmpDxu2e1AQLyiKoN6GgE2jqlKtuKLRe3YL3brdiBI1lYN6RRyc2XS0DjMYnOpcSfySsZQlMFNKJ7CSaWtk5ytMtMbJzoznoTuOaI8vde3f6/gbJXZY9eqwR+YMdS7QUjyGPEarX9R0x6f6ACuf3rtm7pES9gjIWrHw0JA35jpRlCjngIzeJ8ijtEcrg22wwElL745LBcLYt9ISUJoeZfzFj5XSCS+SYM5+0/01sLCw6DDYAG/RRL5YlFOf/So5+exXyAM3XikP3Ph76V+7UsvvBHfHNcGQuXSCVkQvOowkly8pcQ2incrG+oyp5WTt8JBsKa+XkhPK/O4emVPq0t40WTe5eFgdNs5yqjWfE08zaRrhRR1RYzGAdC4LCkh5Kj+rVq2NTFXelO01g4f5bub6GfmL45o4CNmo5KxjtNwRuoG45/i6OCGHz0xItFTOxhH+YVEDH95z1DiGYE5VAtc6RvEI9jjFUZnQcT/m1hl788n1VeFGEoK6h889JXy4i4imMAbni1vok+Dgx0vh2OeKX2y1BLbYE7DPPvvov2jhw6LPwHXr/raTsBn8TsEGeIsxIGs+6rSn6WXVQ/fIAzf8XtY8dIcxoUGrnmxbZ9TRvE9JcWS5IUG0qNaud61dIw3c6cSVAd+TVY0hWVSL5eAeY41KuZxSNSNgEPRinwyesTmCeFUKlA8alPDJgHOamWtZG3o7PXBY6an6mII+Nm0Cwc3NUw5AkNTUqIbnka8jbYv2vGb0jAr6Oamrih6M+UDV9ZhPZ+EAeQ8SHJa7PFaZ72oKA8EOB7jEzMCzH5Dp4lRtTnkMhhCoPAN6DTobl5NacZEUTn2dlI44w4667eFCOgT5P/3pT82APjAwoGx6rEEtdgzbg9852ABvsV0sPuxovdTKw3Lv9b+TG/7wC4nr/UaWVQe2c2p1yo9F+8niy/KBLVKuliVHX52ASck6DmXTwCaZ5zmyV3eXxF5BBfZ0YVCrSjF2VU1Pi9h+UcvvDs9VPX1kY0ndaRXQF481e1a1Ou3DG9c59ORxYMupaAyEPuMgZ6RdPVNyz3lmDl7JcmzHZOUYtiQJGT7rlZw4fqx2rrjjReoZn6gIjZb+sXPNMn7VEiDbN711dbbj9bgLwZ98nxT2P0HifU6RzSs2SvdRZ0z3R2qxGzA0NKSWtK3EOuw/582bJwcccIC8853vlI9//ONy+OGHa8DH4pWZ+Re+8IXTut8WnQUb4C12CvlSl5xw1osl7jtIvKgi5VX3yuoHbpPa0BZDxiNT9RhDi2XtcEXlXgnsFMjdOFaRGLL/R2t1SQp5KUpdSsjnNmo6Hqd67UFBHBV38SWC44ZYDuV2puR9CHNk9CpEq3K6GuCN7Zxmy4KePKI5MO7dnErTklmz8DDkPcxtdI907C3wYNpTFTDz9gm2rynHgCCvCnJUAuK6kvdYLOiCA4Y+436p9jwkOqXgwwtAxY6y/t5HSv6wp0j+wJN1EVLfuFFkxcbp/hgtdhNwcjvrrLOa1y+++GL997zzzpNvf/vb8t73vldn5bF1xeDmyU9+slxxxRVSKDBOarFD2BL9TsEG+F2I5cuXywMPPNBmZrEzqNfrcssttzS9q2cSarWalpeDeUfIXqcdLv1rlsjGJXfK8PqlEpcHVQ62yggd6TKMc+xa1fQFNzVHKpWyrGuUVfilL45lbz8nIWNwKMHR0SZDTxIpUO1OAzojbnXG3ZrGMujIp7K7aYCPpQ5lToP3lqGKRNJQnXxjDWtK9PlhUwUw7QUTvHGhV2165b1VpCBVIzuLKY+flzye72jHq959WXX1s/3QqoBa1XoSezlpdC2S4a4jJFxwrLYVZHlFZPlV+lAWCHyuKJzNNPAeACNa4/me7i5UKhW5++675b777hv3+8Jbezpw5plnNo/r1sBx/tjHPqYXi/FDq3DbOb47u41Ohw3wuxALFixQEtd4T5rYVR566KGqbjXTgJwmFpTNEZ9jjxWRc/TPjasekWV3XycbbrlaHl2PPSX9elGv84pm25Hk1T410L51f1yXQQjwKMyJI0XHk/1yXVJyc1IiwMcmm4dsh5Qs0J8kP0wKBpTxm3vmqGgPgbRU6tIWQt5lwM8026gwoIbnZv7wkPtyRZGwbrJuyuzYuIbo7JuSPfdDt4N1r58hvX+t+hvmvBR6ReYcLN7ix4m732PFI5PfBuixUqY95phjZKaBQETGedRRR6k5zkzDXXfdJfvtt9+4TVSQEWaRDdavX7+L9s7CYuZi5v2aOwhoTGcz1uMJ8jwH4QsuMw3Lli3Thcf8+fPH3MdtRzz2FDnhBW+UC35xqax48Dbp3bJW8oPrJRciI5tTrXe05CiZV5FpDWPpLfiakQ9HdVlaG5DDuxfq2FmCRa0GeFd8rkexbKhvkU21LdJg5C1pyFyvLHO8YdWUVwlcp0c871gJXMh2WsA3PXh4+l46S0+Qh02PWxi3+ZjDYA3LzDqOewRzGva+Mu6V3Ee2HhQkv9dBEiw8QvIHniLBvAPGdeyoyGztuE034DSAuXPnzkiLVBYdPT094z52VEwoeV933XWydOnSZgXq/7d3LmBajWsff2ZqmsqUSkXa7aITbZVEJ+QQxXY+hW3Tpvo2SmGziSiEiOSQs5BD2iIbxeccOkvOYTuXUnROx2nWd/3uvufd651mmneaaWa9a/6/61pN72m9a613rXU/9/387/sWMUAh+pSQgRelTr3qO7n7TjzdvfB1Gzd74UK3JneD++LX71zzdctd7oolrtKKxS7j9xVWGpeqcJuI4luP9cpubZDrlm7e4HJcTZs/Z/acuW3KyC5ev8z9smGp5bC7zM2uXqU1rn7W2i1d55jCz8hzWZkr3cZNc1121Y5bquJZ7rnp4reUuqUtLM9lbvHaK5lB2zL4opANTXa2uOmVXEa1Wq5q3UYus25TV7XhPi6r7h6RDGGLokGtPnv2bBO6gVU/1G+ZtkhFnxoy8GKHUKdaNXde2/1smb9mhevz7iq31NV3Nau0sdd/WP2r27x0sau9cqlrmbHebV63xmX+/rvbuHalW7Mpz23eKcsq6FkpWOfc2o25bvH6LYOC4P8FcfWz1lkGGjXo8brzcLqpF+/Wuc15S1xG1q7/31TGGsJauppNoWO8bR6/ki10y8usXstVrrGrq7JLQ5dVt6mrUr+5q5RdrXwPoig1fL2DFi1auHnz5rlPP/3UFOwiTZEHnxIy8GKH0yinlju0wR7ulfn/sfSyapWY2c5w63bexe3auLFzdXLcOpvaznM//77MdajVwrWpXNv9vmKx27ByuVv/+0q39PeFbvni5a5Kbp7bsHGVqxasc1nZVk3WBZtJT6OMLm1waSATuA0ZS1x2TiuXkUUb3KouM7u6y2KpvrOrlFPbVcmp5zJr7eaq7fJHy8MXFQOmIfz0GUJWkDcv4ooMvCgTLm59oKuRVdW9tuA/bu3mXFe/ao7bWGmty66a69Zv3mTK+WUb17hdq9dyR+zVxdXNTm6NumTDMvf212Ot/vyyTYtcTuZa167hu9a8ZQMtWf/fV+ff6pl5bkWlbm63WiPLbX9FtMF7RwT7ySefuI8//tg8e5E+KESfGjLwokyoVjnL9d+nk+vVop1bsXGdq1t1J/fB8h/c+J9muyXrV1uIvUWNXd15ex60lXGHelVquxY5f3QfrfzaVcmo5lZtznU/b6zqmmavcxsT6S6Bq5oRuE1BpqtZvVeZ76NIL7wqHwFf2JsXaYBC9CmhepmiTKlRJdtC9hj8g+s1dyPb9XTD2pzobm5zsru57SmuZc0tdbrzQwj11IbdXLOcRi4zo5rLDaq4cUv3dss3V3I7ZQRup8w8+0sy3prK3Vz1Km3LfN9EekJKaps2W7QhePRCFMXw4cPtnkRFwigjD16UK1UyK5vnngp1quzsBjY9w3295if364blbkPeCvdTpaPcqrzJbie31G3aVMWtXnWYa93yoh2+3SJeUNvBz9G//vrriTQ7EU3KM0Q/e/Zs98ADDyQGhVFGBn4HQaiPyluNEZEVs5IdWBtTK48aLXwt+PLcthbV/2jLfznV/qWQDGr8KB43n2se9W2L4vZt77b5/SoO1In3ofv169cX+/Mi/UL0q1atSno6OzvblsJ6DJx11lnuoYcesl4CUUcGvhQN3+rVq+3/ubm5FsIZPXq01ZemCldOTk5KRp6KW1TgYh1r1651UYIbLPvIDTBq2+ZvyNzUo7ht/jel/njUFNucuxRXWrJkiTVDiRoUCJo/f74p34tTvnl7ByxNmjRJ8upFvGnUqFHS4yFDhrihQ4cW+N5+/fq5Y445xh1xxBEy8BUJDF9Blee6du1qf59++uli1cWeM2eOiyqUq2WJKhiqqDJt2jQXVcgPjzJUpNseGLwwuBLxorRU8PPnz08azBXmvT/zzDMmxiREny7IwJeS547n+MQTT7iBAwe6jh07uuuuu87Vr18/ocpFqVuY58ZnMZgrV660WuVRrEG/bNkym3LYb7/9ItnximNIsxQqlkXx+AFV1Bo0aPDfOv4RgvP0iy++MGNITfqoRRn4fWncRDi1uNcIXrw38NsTti8tiOiNGDHC/fLLL65t27bu7rvvdh06dCi37UlruK+WNOMh2PJ5jHtR0RoGAdzb0WdE8f5XGDLwJQzHc8PJH+J55ZVXbCmu1w4+XSeqRH30GvXjx3njOwxGlffff9/F8Tdm0MJUSXkwfvx4axl7//33mwMwatQo16NHD/fVV1+ZIyCizZw5cywyiIMTHjjSHfKee+6xHgdR7P4pA1+K4XjPww8/bIadOUMhRHQG5tyofciev2XFyJEjXd++fd25555rjzH0kyZNcmPGjHFXXnllmW1HXChrFX23bt2svHEYfkuiXVdccUUkjTvIwG+H585f2lBOmTLFwjadOnVy1157bSL0uq1wvIdwPCFRPrPHHtFtYkI4kU5c7du3T9TzjiIcS457/mhKlCDtaubMmXa+RPlYMl1ED/bWrVtH9rxcsWKFaQaY8iBTpTjbiefFNVxWneX43RlYDBo0KPEcgwuEWkwriegXuqlRo4bbx1pj/xffVTP/81FCBr4UPPfJkyfbsj0h+Z9//tmWqLO9AqeyZOnSpYm2oFEmHY5lOoTq/dwoy/aCoWVefkd687/99psNKvJrL3iMrkUUn4y8LUtJ1xF3ZOCLMd/O/z/44ANLlcCzJeyGZ5uKkM5/npvRggULLLQTxZSk8LZS1YtRarNmzVyUwdvEQ+rSpUuZhl23B+ZcUen6VKyograEkGSURYveOyZ6w3W39957F6ufPYadhXB9VPP/RXR55513XNSRgS/BfPspp5yyXV47fP755y4d4Ea/aNEilw5MnTrVpQsl8TrLkqiLFsMw/VESdtTgsG7dujZHu3jx4qTnebzbbgWXZhZFoFr0KSEDn4LXToU0vHXEcwgqevX6byOTVObbUe4yX4iXQIpPcbyM8oB9x3unFCP7F3VQpTOnjZYh6lCEZ+7cua5z586Rjzbg3dJpjQHunnvu6aIM1+mPP/5og1E8eV+NrrhFcXaEyp7rnUjfm2++6U488cTEseVx//79S/37KgLqJpcaMvDF9NqpcERlulS9dkbpXMhnnHFGolpYlEF4NG7cONezZ89IF2UJ89RTT7mjjjoq8ulnnokTJ1pYmbKo6XJ8d999dxucpgPkmzOQ8kWmiosvUVuaneVIkcMx2H///S33nTQ5qhp6Vb0QO4KMQP0Rt+nBYzQOOOCA8t4kIUQ5TKMwmC8tyJf2hW7QNtx1112WEy+KN2WI89Xh+Btc5aySFZzJ3bTezXrxGstoimtZ4gpr4AnF5U9V4lDkD7eHjf32UNA6o046brPYcaTj+VCSbfbXPFGLqE+jVFQD3/G40jHwM1+Kt4GvkCF6qkoROh8wYICprxHK3X777QXeEHgurj++EKJgtlXISoh0oUIOT6knzDxdnz59LPyuFBkhhEhDFX1Jl5hToTx4DDnpKqjhKTLx+OOPW8MH8tqFEEKkB1LRp0aF8uAx7ihkSf1ByUqZy++++y6Rk1xB5QhCCCFiSIUy8JSTvfDCCxMGHcEG+e20diVlhfl28lMx9NSWZwBAwxhqRke5/7kQQlTIdrElXWJOhTLw5B5TavaZZ56xfsyPPvqoPf/aa68lyg6imr366qstheXee++16liU6qS1o8+PFUIIUf4h+pIucSf2c/DUqvaV4y677DJr7EJPc7xyX4aT2vCnnXaaO+aYY1zz5s3dzTffbF49Vafw6seOHWtz9i+88IIVrBFCCFGOqFRtSsTag3/xxRet1zLdnDz/+Mc/XL169cyI46X76nQtWrRwzz//vHvkkUfsueOPPz6RNmd5lx07qrWjEEKItCF2Bj4slMNT/9///V8LyXsw2sy9U6HOF7Ch7Cypc926dbMKU75BRBg8eCpQCSGEKF8Uoq9ABj6cxx428DfccIPluU+YMMG8+eXLl7sDDzzQaoDjsXsPPScnxy1cuNDU9Z06dUoo7oUQQkSQvKB0lpiT9gYe1bs3xuS1X3DBBWbY8dx9+B1D/uSTT9ocPP9/7LHHbF7ee+ko69u1a+cuvvjiRKc4tXYUQgiRzqSlgQ976b5WNOK3f/7zn5buNmnSJBPMoZJv0qSJzcPTSpIStXRzIyRPP/alS5faZ++44w4bHNx2223u3XffNUNOBzgPIX3U9LT4FEIIUc6okl28DDxGHbU7bUHppx2GNDdqypPqhqd+3HHHufr167vzzjvP1a5d2913331m8DH+tJEk3Q2vHyU9zJgxw7Vu3dpaNw4fPtw8+WHDhllY/9NPP3XnnHOONZ7wvZyFEEKUH0yulngO3sWftDHwhNZp3fjee++ZAj4seJs6darLzs52e++9t83H856bbrrJ5tPx4Okcd+utt9o66GndsmVLl5ubmwjjI8IjRP/2229byJ9IwEUXXeT+53/+x+bw16xZ41599VVXtWrJuhcJIYQQZUVmOuWzw7Rp09xzzz1n9eS9Cn6vvfYyg49QDs/83//+t/vb3/7mrrnmGgvDY+jx3kmP4/9493wGr5w5ex6TIvfTTz+5k046yQYC119/va0Tb/+NN94wUZ4QQogIoEp28Sl0g1fti9VQgQ7jS4lZ/n/ssceaR96qVSsLq+OhjxgxwowzpWYrV67sRo0aZZ9t3769++qrr2wQcNhhh9k6x4wZYx46Ary///3vVqJWCCFEdFGzmRgZeC+ko2c7wjmKzqxYscI89KZNm7r99tvP5sfvvPNO98ADD7gbb7zRDD4hdorc+DQ6QvIMFmDKlCnmqVNr/oknnnBnnXVWue6jEEIIUSFD9JSLJf2NuXS87VdeecVS16666irzwDHmDASYi7///vvd+eefb6p3vPQaNWpYIRvy3O+55x4z6ryX+Xm8+5Iad5T3CPsI+TNooKRtmKg3r2EAxGBpjz32sO1j0MSxjnp3PcoO//Wvf3W77LKLbTdCSXoNpAOIOTlXEHRGFbQuaFC4fpjGYhBNBCwdGD16tF3f6GZwCGbNmlXemyRKE6no42Xgv/zyS7tQafqCmI6/zMWjdPcheLrE0SDm5ZdfdhMnTnQNGza0myg3KYzqPvvsY73faRWLiI5WsX379i3xtjG/z3QBN5WCYFBCWVwGHlFsXnPLLbdYpgGDn3nz5tljtvnuu+92UcUXLcrKyrLBHo2EiPCQNRF1qLBIpKlNmzYuyhDl4nohy4QBMmLV7t272/keZUiHvfTSS92QIUOs3wTXJtcbKbIiHmQEQakscSdyIXq8yYKqyP3666+Wj+5fQ3TXpUsX179/fzNMKOz5LPPxzMNjwDHy5Md/9tlnO3Sbjz76aFsKAi+YAcjgwYPdCSecYM9FrXkNwkW2jVRCwPMZN25cpL0eBiGNGjVKdAQEIhBRh2gTEaOHHnrINCNRhsyRMBSIwpMnJbVr164uqqDPYeBO2iswsKY2BnobamKIGMBMa14prCPmZEbVuBN+DTeJodsbYW1G5+DfR2iWkfmgQYMS78XrIB/+6aeftpA9gwFEd+vWrbPXyZf3Xv+O5vvvv7fv9jn3UWxew0CJwj7U5wemMt5///1CBy1RgMjN/vvvb+cFRoc0R4xm1OHcZCAVPh/ShZUrV9rfOnXquKjCtc4AJHx8mY7jcVSuNyEqpAeP0f7oo4+sQA1gGJmr5CbOzfyUU06xXu3MtSKi8xc04jnS4ZiPZV6ecDMceuihiXUz/423R/pcWeLz9fHYo9q8Bq+G6Aipg/wGDLQQKkZZeMj0Cr8zoVh0GIS9BwwYYJoLX244alBvgZAx25puIE5FL8C0CFNdUcWLagu63pjmE/GgNELsGQrRly3/+te/zMMhtEbomoI13MCpPoeI7pJLLjFvnTn1gw46yAwkanpu8OS4U3KWnHUvDuOmRGMZwvgKzW37uD/11FMW8WB6g0EWN3NEg1E1lvy2DPooaAR48EzFEI6N4jajDxk4cKDNZadjwSSuS44vkR0hyh31g08vA49oirlgDDE92wEh0rJly0yg1rhxYwsZM6+OmA1Dj+jH3+CBwQA3dwYACOkIwyMI8nNx5YFvUENkgSiCh8e+NW15c/nll9tx93oAIiTU7kdFHUVjCRxLH8XxIL5EeBlFCBtzzpLS6cHTJAMDDcmGDRsi28GQATLCVbYVrUuUoYEUx1HNooQoJwOP9+Vz2z3MpSP04gbIvDUV5VBEM+9+/PHHm6qbixfjjTcRhrKzFLQ5/fTTTYxHShrePQYUoVD+cF1ZgvDLN6/xBt03r6GKXhQgQpL/9+Am6WsGRBFCxflTttAQMBCMIt26dbO+BmEYeDItcsUVV0TSuBMJ82JVdCvpIGJkioaCVlxvvncE5zGPGaiImFAaleiC+LvwlctTSMd8JDnM5Nki3DnkkEPM0JDnzo0PT53XaTCDN8+cK8rp8EicmxDG3cNFXNYXMsrob775JvGYAQphbvaJKQLfvKZ58+Z2kyTnPErNa8jhZ86dbSVETzMflMheCxFFmK5BHEgEp2fPnqb4f/DBB22JIpzj+eeuSZfk/I7qnDYDaaZtKP3M9nvNCCJRBuRRxUfymMKJSiRPlC6qZBdRA++N+6mnnmqGBJU7Hjj569ywMdiffPKJefPc/IB8cTx6PPH8YTby3MsbiqtQ+jZ8gwFuMqQW+Ta26AjQDKAfiFLzGvLdGXRceOGFFkZm8BH1sr1EcvAsyZ6gdDEDp9IoWiT+S0FiVSgPsWpxiGIkT4jyICMog3JlfAWGmFAZho4LkL94W+StE7784Ycf3IQJE0wsxaibcDw3a8KaeBB0etMcmhBCVFyY3iSCdEjnwa5y5ZI5SLm5692U6cMs/bNmzZoujlQuy5A84Xc8WAR15KlTEpXiE4RXSXHyoimew/slbMxnCBN6417Q/L0QQoiKQ0belqWk64g7lXe05+6NO/PNiMpycnIsfIZxx0N/66233OOPP+5OPvlkex+iOuYkSXdjtOZFU36gIOMuogyRKKYLmH6KSpaEELFDIruU2KHWkrC87/pGIRqMNWVQCbFg6OnfPnXq1IRxJxSPWh7RGgr6/MZdVEyef/55d+SRR1qtA0JpNBGiuFFFoqAmRkIIUW4GntQUlKukhJHLjjK+Vq1aNudOHjNK6D333DPh+SD2ojJdflmAjHvFhvxrDPzkyZMtnxxBI8p/vOTtgXNMCJHGqJtc+Rt4UscoD/n5559b8RSfGkRaE+FL0rCYa6fCF7XZSSsjXE9Kjqg4ILZEuZ8/755MCs4R1PFkIqCcJ9WQ1Dj+vvTSSymtHxU4qZOkKyLepLMYUJmN4klEk1BYn3322Un9D1Bek/HAoJSMjmOPPdZ9++23SetGP4IwlIwI0rIKGnTQlQ3hKBkjDGwpKkTmiMe3LQ7D9TF06NDE60AmCZ68fyxERUXd5MrRwHsPnFQrDDhVuu68887E69wIKStLXXleQ8VIdzBKpvqQvKg40GuAKRwyJTxUMMTAFpT2xkBg9erVxWp6wsCRIihMCVHOlqmjww8/3IwzaY58F9XOGHx6yPQg5ZHXiUah/8DI+oEIU0kYfcShRBYwyNRwCEPTpD//+c82OKGJD6lnjzzySLE6yfna9aSnLVq0KC1r2QshYiKy8ylx3BB79+5tFcd89y+K2TAAoOQlIfr8c+yab694oLfAkyZbgukbIGUSbztcX8Bz2223mXENG+OiwONH3+HBwGLcw6WOyd6gkBIV8Vq0aGHNjcLwOjoAes8jBGV7Oc8x2HjwFAlasGBBUoVC6juwTsrRcl0wTYX2hOp15GmnIhrlO4FIglJFhZDIrtxD9Ny4MOTcnCjwUr16dfPiublxowuHKMM3ORn3igmeOnXkiegAzW+ojZ/fAGJUr7vuOov20CY2VShfGgZvmogB4Xm/YHzBh+HJ6DjzzDNNJ4K4z4fGf/rpJ/s7b94816ZNm6SCRQgAw/AengsXZKLMLgMUBgNCiO0gCPWE394lcLEnZQO/PWFzf1PjBscNnDDskCFD7LlwedkoVKMT5QuiOQaEkyZNss5rdBLMH56n3WqfPn3MuBe3nzrajzAYWL6TksLhBaPetWvXxDYxVUCfeYSiLDtCpOcHw2FopCSEEDvcwBOG9J419eHxfiCVInj+PfRqx4tiXpP5TyHC4AWTLonnPm7cOKtwGO68xnNkZPD3mGOOKfH3sW7En3jlzZo1S1oYDDAYZWpp8ODBNm1ApzoKNIXhOcoqU0rZM2PGjK3eM3369KRrBR0AQlLfmY0oF3PrHuo/0M8gTFZWlrQpQpSTyO7mm282HQ3XLZFD6rrkb3aVtgYeDwNFfNu2ba27FIIlPBs/174twu/BeyfEylyiEPnBY8eDZ6477L1zzpxzzjnu9ttvt2wL6ouzIM4sSSMVzmFC8IjWCMuTW88gAkOKLgDlPAp/zn0KMvkeA56//OUvdn737dvX5uVJ40MfEIb6/kQkuG7IKKHWA9cB6/LTD4j9nnjiCYtaUJoZYWr+qSoGIgj92O/8Aw0hKhxBaB5+uxeXMmTCcM9gAP/6669bhK179+7msKa9gcfjRhCEWphUo/fff99KzRYWXtzqSzIz7YBQ4AbKoPy9SEMwdCjjGRljPD0YWTQbXGCkmfmF9MrthbQ8PGmMORcqaZyc2ww+OV9ZmBJAHY+gDkHoiBEjktbBvD2pehhlBHtkhZANEqZhw4Zm+EmnY4B8/vnnm/CUyICHhjmIT1HkE53AO6DSYxgGN9xYEOzxXUKI0mHVqlVJi9cBhSHLhgZLCGm5jmkihhaH+0NaN5vxqvaxY8eaqpmUH3aUwjR4IfRq3xasPhzixxMit5iUJSGEEKK4zWYOb3uFq1wpu0Tryt28wb31cfKAHIiw+RoUhUFUj8wcBvdRbfecUpqcN8z0ZPeqZbx5vBC8eEKHKIl9x7iCBgcszNvjKVF0BBWxEEIIsV0w61tSbXbelj9MoYW7yVGQapsfy8uzaB92LMrGPaUQPfOchEt9ERpC7aQNUdCDeUvm45kTxLiH5yN4nx8cUIIWr535TeYaizqAQqQKYbJwqlv+xae0CSHiQ2mK7GrWrJm0FGWfmCqkCiZTeFGnSA+ecAjiIO+9ey+duULCExQkweBjwCnwgXePt4/qF+j9jngo3DFOiNKCuXTS27b1uhBClAaUvH755ZetP4bPgkkbDz6/It7n+zLXThESFLzkr/t0HWpqI05COUwKHKpjjLsPe+BBkW4U7hgnRGnC+Zg/zS28hOstCCFiQokV9EGxKtkxBY1xnzhxounIaAmdDiQZeJTDhN19+U4vhEO5iydEWAIIvbPDKJtRHBIGpcZ2uPkHn0GogII4XQ6GEEKINKCMDXy/fv1Mc0bKLrnwPlV33bp1Lm0MPEab0AP92wmtk5MMpPBQ+eu1115LePqE6qkFTq9uBHTkAgPevffwmaeXWl4IIUQ6c99995keDZF4OFV3/PjxLm0MPEYbIRwVvgjPk2d844032mu068TgL1myJFGggx7vVPFCSYhRZ4DgVfNCCCFEXEL0QQELKeNRpsAJSppuMGLBYx8wYIDV52Y+HTHdjz/+aII7do4iHkCoXnOdQggh0i1NLs4UmiZHW0rKg6KSZ86Blph48HTH8t6+V9TLuAshhBDRokjLTNeugw8+2O27775u2rRpZvSFEEKI8qK4zWIKoqSfTwdScr1J/KdyHUu4Qp0QQghR5hRzDr1AKoCBT7kfvCdcV14IIYQQ0aTYk+deQS+EEEKUC3kBMfaSryPmSB0nhBAivVCIPiVk4IUQQqQZpWDgXfwNvOLtQgghRAyRBy+EECK9UIg+JWTghRBCpBcmkJPIrigUohdCCCFiiDx4IYQQ6UWQt2Up6Tpijgy8EEKI9EJz8CmhEL0QQggRQ+TBCyGESC8ksksJGXghhBDphUL0KaEQvRBCCBFD5MELIYRILyxCX1IP3sUeGXghhBDphUL0KSEDL4QQIr3II4c9rxTWEW80By+EEELEEHnwQggh0guF6FNCBl4IIUR6IQOfEgrRCyGEEDFEHrwQQoj0QpXsUkIGXgghRFoRBHm2lHQdcUcheiGEECKGyIMXQgiRXiCQK2mIPVCIXgghhIgWZpxl4ItCIXohhBAihsiDF0IIkV5QZjajhCK5IP4iOxl4IYQQ6YVC9CkhAy+EECKtCPLyXFBCDz6oAB685uCFEEKIGCIPXgghRHqhEH1KyMALIYRIL8iBz5CBLwqF6IUQQogYIg9eCCFEemHed0nT5AIXd2TghRBCpBVBXuCCEobogwpg4BWiF0IIIWKIDLwQQoj0ghz20liKyejRo12TJk1c1apVXceOHd2sWbNclJGBF0IIkX4h+lJYisP48ePdpZde6oYMGeI+/PBD17ZtW9ejRw+3ZMkSF1Vk4IUQQogiGDlypOvbt68799xzXatWrdz999/vqlev7saMGeOiikR2Qggh0orcYEOJm8Xkuk32d9WqVUnPZ2dn2xJm48aNbs6cOW7QoEGJ5zIzM90RRxzhpk+f7qKKDLwQQoi0oEqVKm633XZz7/8yuVTWl5OT4xo1apT0HCH4oUOHJj3322+/uc2bN7tdd9016Xkef/nlly6qyMALIYRICxC3ff/99+ZRlwZBELiMjIyk5/J77+mMDLwQQoi0MvIsZUndunVdpUqV3OLFi5Oe5zERhagikZ0QQghRxNRA+/bt3Ztvvpl4Li8vzx537tzZRRV58EIIIUQRkCLXq1cvt//++7sOHTq4UaNGud9//91U9VFFBl4IIYQogtNPP939+uuv7tprr3W//PKL23fffd2rr766lfAuSmQEFaEgrxBCCFHB0By8EEIIEUNk4IUQQogYIgMvhBBCxBAZeCGEECKGyMALIYQQMUQGXgghhIghMvBCCCFEDJGBF0IIIWKIDLwQQggRQ2TghRBCiBgiAy+EEELEEBl4IYQQIobIwAshhBAxRO1iy4HNmze7TZs2lfdmCCHykZWV5SpVqlTemyFEqSADX4bQmZc+witWrCjvTRFCFEKtWrXcbrvt5jIyMsp7U4QoETLwZYg37vXr13fVq1fXDUSIiA3A165d65YsWWKPGzRoUN6bJESJkIEvw7C8N+677LJLeW+OEKIAqlWrZn8x8lyrCteLdEYiuzLCz7njuQshoou/RqWTEemODHwZo7C8ENFG16iICzLwQgghRAyRgRdl4hG98MIL5b0ZIkUh6JFHHul22mknU5OXJ4899li5b4MQ6YxEduXMM/dcX6bfd0b/a1158sMPP7g99tjDzZ071+27777lui1ia+644w63aNEi99FHH7mdd965zL63SZMm7uKLL7bFc/rpp7s///nPZbYNQsQNGXgh8qVKkfFQuXLFvDS+/fZb1759e9e8efNIKNq9ql0IUXwUoheF8uCDD7rdd9/d5eXlJT1/wgknuPPOOy/x+L777nNNmzZ1VapUcS1btnRPPPFEoevEe4d27dpZ6P7QQw+1x7Nnz7bQcN26dc1zPOSQQ9yHH36Y9Nkvv/zSHXTQQa5q1aquVatW7o033tgq/D9//nzXs2dPC+3WqVPHtpWoQWG88847to5XXnnFDFt2drZ7//33bZ9vvvlm216MTNu2bd2ECRMSn1u+fLk766yzXL169ex1DOKjjz5qr/F9rPOZZ55xXbp0se3dZ5993JQpU5K+m8cdOnSw7yTn+sorr3S5ubmJ1zk2AwYMcP/85z9tXyi+MnTo0KTBCI//+Mc/2jr4rXi/Z8OGDe6yyy5zDRs2tJB7x44dbX+35UU/99xzbuzYsbb9f/vb3xL7gkfvId2T5/y6/DF888033f77728qdPb7q6++Slr/Sy+95A444AA7HvzOJ510UmI/f/zxR3fJJZfYerzIraAQfVHnGp99+OGHbd1sB7/Liy++WOg+CxFnZOBFoZx22mlu6dKl7u233048t2zZMvfqq6+acYOJEye6gQMHun/84x/us88+c3//+9/dueeem/SZMLNmzbK/GGdCwc8//7w9Xr16tevVq5cZ1xkzZtiNmfAszwNe9Yknnmg37ZkzZ9rg4+qrr05aN2lNPXr0cDVq1HDvvfeemzp1qsvJyXFHHXWU27hx4zb3FeM6fPhwN2/ePNemTRsz7hi6+++/333++edmfP76178mjPQ111zjvvjiCxsY8BkMD0YrzOWXX27HhemIzp07u+OOO86OJ/z888+2fxi8jz/+2D7/yCOPuGHDhiWt4/HHHzfjzD7feuut7vrrr3evv/66vYYxJqT+wAMPuP/85z820GndunXis/3793fTp0+3gcYnn3xivyfHgvcWBIMsXmeAxG9z5513uuLA73H77be7Dz74wCIg4UHgpEmTzOiyzxwPBgMMboBz4A9/+IPtG9/LUhCpnmvXXXed7QP7zPdxrnLeClHRqJhxSJEStWvXdkcffbR7+umnXbdu3ew5vFgM2WGHHWaPb7vtNvP0LrzwQnt86aWXmoHmef+eMHi8QLEfPFLP4YcfnvQ+DDjeGwb12GOPNaNG+Bhv0X/uxhtvNK/fM378ePO88eC8F4hXzXr4XPfu3QvdV4yLXxee70033WSDEAwz7Lnnnjb4wJgSXfjpp58sCoHH6r3f/GBgTznlFPs/BpyBEUYcj/zee+91jRo1cvfcc49t61577eUWLlzorrjiCnfttde6zMwtY28GG0OGDLH/M+jh/RhHtpVt4FgcccQRVkMdT94bTV5j3/mLZw9482wDz7N/Bf02RAKISPhjTKQiVfg9ODZ+wHTMMce49evXm8fOa2eccYYZXw9RESA6QUEZBmbhcyI/qZ5rvOfMM8+0/7Ofd911lw0sGbwIUZGQBy+2Cd4PniJGD5566im7UXsDhPd64IEHJn2GxzxfHBYvXuz69u1rRowQfc2aNd2aNWvMQAHhXgxi2AB4Y+bBE/7mm2/MUOC5s2A8MDIMDraFN9TAOihZihH162HBo/frueCCC8wzRiiIwZ42bdpW6/SDA8Cj5Tv8ceEvr4dzrjlu7POCBQsSz2HgwxDK96VU8cjXrVtngw+OHR6uD/F/+umnFvVo0aJF0j4wYCrqWGwv4W31ZV79thLi94PE7SXVcy28HUQ/OJf8dghRkZAHL7YJYWXmegmxEk4m9E1YuLQhPE/4mrBw48aNzZPEABYVWg+DcWQenUFIYZGDwsAQhNcD7DPz12HYLiCywbzx5MmTLbqA8erXr595k6UJnnkYBgReE8GAh4EPkQa2Ac92xIgRZsTZB7ziOXPmbFVuFUOfKn4gxzngKazCW3hb/cDFb2tZiuW2dcyEqEjIgxfbhPDqySefbEZz3LhxJmzab7/9Eq/vvffeNtcdhseI4AoCcRTgXeb/DAIx5kz/9Kc/mSH97bffEq/zvQjo8PTDc8Zh2C7ml6kh3qxZs6SlOClfbDvfT/Qg/3owquFBAwOTJ5980o0aNcqmFcIQPvbgWWNsOV7+uDE/HjacHAOiD8xHpwqGk0EYYWimIVgn3jvTBxxjPNf8+7CtMHhhA6PwvHhYcJcqeNVMLRQG50X+cyI/xT3XhKjoyIMXKYXpmQdHbIbQLL+QDEETBoW5YJTSiKbwKgsC44tRYi4YQ8YAAuNLaB5FNGHsVatW2XrDXh/hctTTGFTEZojvBg8enOQtsp14sCjnmVNn/XjZbA9h9FQNJ0aW+WqEdXh+KPdXrlxpxoRwL9vAPDnRAgYjTF+8/PLLCePtGT16tO0XzxP1YD7bC8/wthkUXHTRRTZXjyfOXDvzyt5rLgpU5hhF1PGIDxlocMyIgKBx4Hicc845Jnzj9/n111/NyGJsmR9PBdbXqVMnEyCSUcCAwR/34sC+EeXgN2SKhwEP0Q80B17D8O6779prDK7yCxa351wToqIjD14UCQI45rIxQn/5y1+SXkPZTlid0DTGDhEaIi6f/pYf5qLxNnkf4i+MMSA+wwDihZ999tnmzTMY8BBmRiVO6Jmpgj59+iRU9AwSACOHkUBsRtQBw9q7d2+bg8cwF4cbbrjBlPKo6VkPAi1C9j7ND49z0KBBZiy7du1q28ecfBiMIgtiMgR6pGt5w0XoHwOH+IvXzz//fNvW4hhPxIMPPfSQzUOzHRg6jJ7vVsjvgIFHdU4EhN+KqAfHpziMGTPGDDIDGgrR5Ff6pwLnw7PPPmvHAN0C55TPqAAGZKTkMQAobDqluOeaEBWdjCAcIxQ7DIzM999/bwbCGyRRMvCo8a4RxWEYooKq9aU3ulZFXFCIXqQNqMQRiBH2xqiTE433GiXjLoQQUUEGXqQNzLszZ4v4jVA387DMLwshhNgahejLCIX9hEgPdK2KuCCRnRBCCBFDZOCFEEKIGCIDL4QQQsQQGXghhBAihsjACyGEEDFEBl4IIYSIITLwotyg/jj12EvC0KFDI1Mtjj7klFMtj/WV9ncLIdIf5cGXERU5t5amKNQwX7FiRdLzND+hTSs15LcXatPT7MXXXy9PMLLsIzXzSwMa3HB5UnO+NN8rtk1FvlZFvFAlO1FuFNWjPRUoXVuc/ubFhX70vsVtWVOcFrfFeW9ZwqCDjnc0GRJClC0K0acRG9dvdI8OHudO3bW36165p+vX4Uo3c9KcHfqdeMe+sxveDM1dwn3Y6UFOu1Y6rdHRjPfQXvSzzz5LvH7uueeah8n7WAirFxSi5zU6hNGaFq/e90yn7jwdw/D2u3Tp4r799ttCQ/T+O8IL3+Nhu44++mgbFOy6667WuS7cd57voX0rEQfK4fbo0aPA44LRorUrHjPRA9rR5g+G0WqWbnR4grRdpWvchAkTkt5DC172l253tKk9+OCDE/uXP+zOZ1u3bm3r4jsp1fv7778X+N5Ufzfax9Kil+PNsaVj4Laa6PAZuubxXta7zz77uClTpmy13ldeecW6z9H6lU56RW1PUccCHn74YTsn+Pxee+3l7r333qSBGL9bgwYN7HVa5nLsgd+F84QuemwPXQzZFiFiDyF6seNZt25d8MUXX9jf7SEvLy+46pibgiMrnRYckXGqLf7/7z43I9hRDBgwINh9992DyZMnB59//nnQq1evoHbt2sHSpUvt9bfffhurFuy9997Ba6+9FnzyySfBscceGzRp0iTYuHFjsGHDhmDUqFFBzZo1g0WLFtmyevVq+2zjxo2DO+64I/FdrKdhw4bB+PHjg6+++io48cQTbT2HH3548Oqrr9rx69SpU3DUUUclPjNkyJCgbdu2icf+O1i++eaboFmzZsHZZ59try1fvjyoV69eMGjQoGDevHnBhx9+GBx55JHBYYcdlvj8IYccEuTk5ASXX3558OWXX9pSELfccosdh+eee862q3fv3kGNGjWCE044IfGeYcOGBXvttZdt+7fffhs8+uijQXZ2dvDOO+/Y6wsWLAjq1KkTnHzyycHs2bNtn8eMGZP4To61X9/ChQuDypUrByNHjgy+//57O86jR49OHMvwe4vzu3Xs2NG2h/ccfPDBQZcuXQo9F/hePvOHP/whmDBhgu13nz59bL9/++23pPW2adPGzgd+A76zqO0p6lg8+eSTQYMGDex4f/fdd/aX9z/22GP2+ogRI4JGjRoF7777bvDDDz8E7733XvD000/ba88++6ydf3z3jz/+GMycOTN48MEHd9i1KkRUkIEvI0p60/hs6pcJw560ZJ4anNO8vw0ASps1a9YEWVlZwVNPPZV4DqPNjfrWW29NuqE/88wzifdw065WrZoZasCw7bzzzlutvyADP3jw4MTj6dOn23OPPPJI4rlx48YFVatWLdTAezgeJ510UtC+fftg7dq19twNN9wQdO/ePel98+fPt+/AoHgD365duyKPDcbGHwPYtGmTGT5vZNevXx9Ur149mDZtWtLnGAiceeaZ9n8GGnvssYcd04IIG+05c+bYdmK8inpvcX63N954I/GeSZMm2XOFnaPewA8fPnyr/WbAE17vCy+8kHhPKttT1LFo2rRpwmB7+D07d+5s/7/oootsIFjQdXD77bcHLVq0KHTd+ZGBF3FBIfo04dN3v3CZlQr4uQLnFn7zi1uxZGWpfyfh0U2bNllLVk9WVpbr0KGDmzdvXtJ7O3funPh/nTp1XMuWLbd6TyoQ5vcQQgfC0uHnEEGtWrVqm+u56qqrLLz/73//20La8PHHH7u33347MW/PQqjX76uH0PK2YLph0aJFrmPHjonnmGMm1O1hWmHt2rXuyCOPTPq+sWPHJr7ro48+sjA0x7QoCO9369bNjsVpp53mHnroIbd8+fIS/27h4014G5YsWbLNbQn/1n6/8683fCxS2Z5tHQumIVhH7969k47lsGHDkqYzWAfnHeH31157LfF5jte6devcnnvu6fr27Wtth3Nzc7e5j0LEASlf0oTqNau7IK/ghIfMzAyXXT3bxYHwDZ653MKeY367MJ588kl3xx132Hxww4YNkxT3xx13nLvlllu2+ow3bsBcf0nhuwBtQngbgHlg8AOPVKhUqZJ7/fXX3bRp08x43X333e7qq692M2fOtDn+7aW4xzZVinsMt3Us/LFkUBMeVPnjAvvtt58p35n7f+ONN1zPnj1No4BuoVGjRqYt4HmO4YUXXuhGjBhh2oFUBldCpCvy4NOEg0/t5CpV3vrnwqvvfMIBrnqN1I1FqjRt2tQU5FOnTk08hyeGOKpVq1ZJ750xY0bi/3iWX3/9tQmigHUgSisL8Nr79OljYj3EfmEwAgi5EN01a9YsaSmOQUKxzoAA4+rBI5wz57+CR44Phpze9fm/C4Pjvef33nvPjmkqYIDxgq+77jo3d+5cO654oyX53baH8G/t99v/1gWRyvZs61gQtUEY99133211LMODG8R5p59+ug0Exo8f75577jm3bNmyxACCwd1dd91lAz/Ok08//bTEx0KIKCMPPk2oXX9nd/mj/dwtve6xxxmZGW7zps1u18b1XP+7ztsh34nRu+CCC9zll19uYXdUyLfeequFngmXhrn++utN2c3NGM8SBbpXdWNQ8cJQbBNqRrFdktz3wvjll1/cSSed5M444wxTv/PYe3mk5PXr189u/meeeaap3tknQumowlFoe28wFQYOHOiGDx/umjdvbmH+kSNHJuX5owK/7LLL3CWXXGIeMapxQvsYOQxRr169TPWNJ872Dho0yAYOGE9C14SawzCY4Ph1797dlOg8po5AQYa1OL/b9jB69Gjbb76bSAkDuvPOK/wcTGV7ijoWDGoIvfP8UUcdZar8Dz74wL6bbAaOP4Oudu3auczMTPfss8+63XbbzbIcqMPAABPvn/OOCA8GH6W9ELGmvEUAFYXSEu4s/O6XYOzQfwV3XvhQ8OqjbwXr164PdiRsLwKmunXrmgL8wAMPDGbNmpV43YuqXnrppeBPf/pTUKVKlaBDhw7Bxx9/nLSe888/P9hll13svQjjChPZTZw4cStR19y5c7f6PhTx+UV2/rX8C9/j+frrr018V6tWLRMConK/+OKLE+IsRHYDBw4s8rggLuN9qLNZ16WXXhqcc845SUp21kkGQcuWLU1khoK/R48ewZQpUxLv4Tgh/EOQhxodJTuK+/zCOc4dPss6+B0Qjd19992J9eRX0af6u/njCBxnnuO4F4T/PRC78RvzW7dq1Sp46623trneVLanqGMBiPT23Xdf+14U+F27dg2ef/55ew1VPK/ttNNO9pt069bNsiSAc4psAZ7ndTIxwuLC/EhkJ+KCKtmVEXGtjkW487DDDjNPSlXU4g158Jy/TA9EpTzwjiCu16qoeGgOXgghhIghMvBCCCFEDJHITpQISrtqlqdigFhSv7UQ6YM8eCGEECKGyMCXMfKAhIg2ukZFXJCBLyN8xSxyf4UQ0cVfo6pyJ9IdzcGXERRRIY3M1/mm4IYvDSqEiIbnjnHnGuVaLU7hIyGiiPLgyxAONdXVwhXPhBDRAuNOFTwNwEW6IwNfDlA2M9X640KIsoOwvDx3ERdk4IUQQogYIpGdEEIIEUNk4IUQQogYIgMvhBBCxBAZeCGEECKGyMALIYQQMUQGXgghhIghMvBCCCGEix//Bzuv84jXWQfGAAAAAElFTkSuQmCC", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(40,-20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "psgpt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py new file mode 100644 index 00000000..e0e34b4c --- /dev/null +++ b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py @@ -0,0 +1,410 @@ +from typing import Type +import os + +import numpy as np + +# import h5py +import torch +from torch.distributions import Normal +from torch.optim import LBFGS +import gpytorch +from gpytorch.means import ConstantMean +from gpytorch.kernels import ScaleKernel, RBFKernel +from gpytorch.mlls import ExactMarginalLogLikelihood +from gpytorch.likelihoods import GaussianLikelihood +from gpytorch.distributions import MultivariateNormal + +from .gp_bayes_opt_helpers import assign_pytorch_device, T_Optim, make_optimizer + + +# === Initial Conditions and File Path information === +# DATA_FILEPATH: str = "paraboloid_example.hdf5" +# DATASET_NAME: str = "paraboloid_example_data" + +# MAX_TRAINING_ITER: int = 1 +# LOSS_THRESHOLD: float = 1e-6 # determines an early stop in training if a plateau is hit early +# to minimize computational waste + + +# ***** would need to implement these in collect_initial_data() +# NUM_INITIAL_SEARCH_RUNS: int = 10 +# INITIAL_RUN_STRATEGY: str = "grid" # random or grid + + +class GPModel(gpytorch.models.ExactGP): + def __init__( + self, + train_x: torch.Tensor, + train_y: torch.Tensor, + mean_module: gpytorch.means = ConstantMean(), + covar_module: gpytorch.kernels = ScaleKernel(RBFKernel()), + likelihood: gpytorch.likelihoods = GaussianLikelihood(), + ): + super(GPModel, self).__init__( + train_x, + train_y, + likelihood, + ) + self.mean_module = mean_module + self.covar_module = covar_module + + def forward(self, x): + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return MultivariateNormal(mean_x, covar_x) + + +def train_GP( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + max_epoch: int, + min_loss_threshold: float, + optimizer: torch.optim.Optimizer, # assume to be already fitted with the model parameters + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + """ + Train a Gaussian Process model with the collected data set + + Ensure that that optimizer has already been fit with the model parameters. + """ + + device = assign_pytorch_device() + if device == "cpu": + num_cores = os.cpu_count() + cores_to_use = np.floor(percent_cpu_usage * num_cores) + torch.set_num_threads(cores_to_use) # number of cores that can be used + + # assign all training objects to the same device; errors otherwise + model.to(device) + model.likelihood.to(device) + X_train.to(device) + y_train.to(device) + + model.train() + model.likelihood.train() + + mll = ExactMarginalLogLikelihood(model.likelihood, model) + + # training loop + def closure(): + optimizer.zero_grad() + output = model(X_train) + loss = -mll(output, y_train) + loss.backward() + return loss + + last_loss = 0.0 + + # iterate training + for epoch in range(max_epoch): + loss = optimizer.step(closure) + delta_loss = torch.abs((last_loss - loss)).item() + if delta_loss <= min_loss_threshold: + break # reduce wasted computation when training plateau is reached + last_loss = loss.item() + + if debug is True: + # help find issues with training + print(f"Epoch {epoch} | loss: {last_loss}") + + model.eval() + model.likelihood.eval() + + return None + + +def acquisition( + mean: torch.Tensor, + stdev: torch.Tensor, + target_max: float, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, +) -> torch.Tensor: + """ + Acquisition function -- can either choose the next parameters based on the maximum + Probability of Improvement (PI) or + the maximum Expected Improvement (EI). Expected improvement is generally considered superior. + + Thresholds should be tuned based on the problem at hand. + + Returns the indices of the domain grid being used for the GP model which contains the next points to evaluate. + """ + OFFSET_ZERO: float = 1E-9 + + difference = mean - target_max + score = difference / (stdev + OFFSET_ZERO) + + if (acquisition_type == "PI"): + probability_of_improvement = Normal(0, 1).cdf(score) + max_probability_improvement = np.max(np.asarray(probability_of_improvement)) + next_index_improve = np.argmax(np.asarray(probability_of_improvement)) + # stop threshold + if max_probability_improvement <= pi_threshold: + return next_index_improve, False + + elif (acquisition_type == "EI"): + expected_improvement = ( + difference * Normal(0, 1).cdf(score) + + stdev * Normal(0, 1).log_prob(score).exp() + ) + expected_improvement[stdev <= 0.0] = 0.0 # filter negatives + max_expected_improvement = np.max(np.asarray(expected_improvement)) + next_index_improve = np.argmax(np.asarray(expected_improvement)) + # stop threshold + if max_expected_improvement <= ei_threshold: + return next_index_improve, False + + return next_index_improve, True + + +def run_optimization( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + domain_tensor: torch.Tensor, + # save_filepath: str, + # dataset_name: str, + optimizer: torch.optim.Optimizer, + # max_data_acquisitions: int=30, + max_epoch: int = 30, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + min_loss_threshold: float = 1e-6, + # save_filepath: str=DATA_FILEPATH, + # dataset_name: str=DATASET_NAME, + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + + # gp_info_dict = { + # "max_epoch": max_epoch, + # "loss_threshold": min_loss_threshold, + # "percent_cpu_usage": percent_cpu_usage, + # "debug": debug, + # } + + # TODO: retain model info for online learning like between for loop iter + + # for i in np.arange(max_data_acquisitions): + + # train Gaussian process model on collected data set + train_GP( + model=model, + X_train=X_train, + y_train=y_train, + max_epoch=max_epoch, + min_loss_threshold=min_loss_threshold, + percent_cpu_usage=percent_cpu_usage, + optimizer=optimizer, + debug=debug + ) + + # gather statistics on the set search domain + with torch.no_grad(): + predictions = model.likelihood(model(domain_tensor)) + mean = predictions.mean + stdev = predictions.stddev + + y_train_array = y_train.numpy() + + # acquire next data points to train on + next_input_index, running = acquisition( + mean=mean, + stdev=stdev, + target_max=y_train_array.max(), + acquisition_type=acquisition_type, + ei_threshold=ei_threshold, + pi_threshold=pi_threshold, + ) + + next_domain_values = domain_tensor[next_input_index] + return next_domain_values, running + + # *** pass either the domain index / domain values to your function that can gather more data + + # call run_experiment on next_domain_values + + # add next_domain_values to x_data + + # add result of run_experiment to y_data + + # *** logic for saving data as it runs, as well as saving the GP model weights? + + # if improvement threshold is met + # if next_input_index is None: + # break + + +def create_domain_tensor( + domain_info_list: list[tuple[float]] +) -> tuple[torch.Tensor, tuple[torch.Tensor]]: + """ + Creates and returns a data_tensor_array that sets the domain for all the combinations of the varied input + conditions to be passed to the Gaussian Process model. + Also returns the grid_tuple that contains domain combinations for graphing convenience, if desired. + + nested_domain_list structure expected to be: + [ + (variable1_min, variable1_max, variable1_step_size), + (variable2_min, variable2_max, variable2_step_size), + ... + ] + + """ + + tensor_list: list[torch.Tensor] = [] + + # create range for each variable + for domain_tuple in domain_info_list: + domain = torch.arange(*domain_tuple) + tensor_list.append(domain) + + # create grid from all variable ranges + grid_tuple = torch.meshgrid(tensor_list, indexing="ij") + + flattened_tensors = [] + + for tensor in grid_tuple: + flat_tensor = tensor.reshape(-1) + flattened_tensors.append(flat_tensor) + + # stack along the new dimension (dim=1) to get (N, D); N data points with D dimensions + data_tensor_array = torch.stack(flattened_tensors, dim=1) + + return data_tensor_array, grid_tuple + + +# def collect_initial_data( +# file_path: str, +# data_set_name: str, +# data_tensor_array: torch.Tensor, +# num_search_runs: int = NUM_INITIAL_SEARCH_RUNS, +# run_strategy: str =INITIAL_RUN_STRATEGY, +# ) -> None: + + +# # need to implement function *** + +# # collect data points on the provided/created data_tensor_array +# # run_experiment() + +# # needs to generate the following initial data set +# X_data: np.ndarray = [] +# y_data: np.ndarray = [] + +# return X_data, y_data + + +# def run_experiment(): + +# # *** implement logic for data collection +# # returns new y_data + +# return None + + +def bayes_opt_main( + domain_info_list: list[tuple[float]], # (min, max, step_size) for each variable + # max_data_acquisitions: int, + X_init, + y_init, + # save_filepath: str, + # dataset_name: str, + optimizer_class: Type[T_Optim] = LBFGS, + # learning_rate: Optional[float]=None, + optimizer_kwargs: dict = {"line_search_fn": "strong_wolfe", "lr": 1e-3}, + max_num_epochs: int = 30, + min_loss_threshold: float = 1e-6, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + percent_cpu_usage: float = 0.75, + # initialize: bool=True, + debug: bool = False, +): + + data_tensor_array, _ = create_domain_tensor(domain_info_list) + + # if learning_rate is not None: + # optimizer_kwargs["lr"] = learning_rate + + gp_info_dict = { + "max_epoch": max_num_epochs, + "min_loss_threshold": min_loss_threshold, + "percent_cpu_usage": percent_cpu_usage, + "debug": debug, + } + + optimization_info_dict = { + "domain_tensor": data_tensor_array, + # "max_data_aqcuisitions": max_data_acquisitions, + "acquisition_type": acquisition_type, + "ei_threshold": ei_threshold, + "pi_threshold": pi_threshold, + # "save_filepath": save_filepath, + # "dataset_name": dataset_name, + } + + # # Create a fresh data set + # if initialize is True: + + # # need to implement this function *** + # X_train, y_train = collect_initial_data( + # DATA_FILEPATH, + # DATASET_NAME, + # data_tensor_array, + # ) + # # Load existing data set + # else: + + # # *** implement data loading logic/function + # input_data = [] + # output_data = [] + + # X_data_tensor = torch.tensor(input_data) + # y_data_tensor = torch.tensor(output_data) + + X_data_tensor = torch.tensor(X_init) + y_data_tensor = torch.tensor(y_init) + + # create Gaussian process model and perform initial training + # *** depending on information on noise from instruments, the likelihood can be further tuned with noise parameters + # likelihood = GaussianLikelihood() + model = GPModel(X_data_tensor, y_data_tensor, + # likelihood + ) + optimizer_fit = make_optimizer( + optim_class=optimizer_class, + params=model.parameters(), + **optimizer_kwargs + ) + gp_info_dict["optimizer"] = optimizer_fit + + # train_GP( + # model=model, + # X_train=X_data_tensor, + # y_train=y_data_tensor, + # **gp_info_dict, + # ) + + # next_data_point, mean, sigma | None + improvement_data, running = run_optimization( + model=model, + X_train=X_data_tensor, + y_train=y_data_tensor, + **gp_info_dict, + **optimization_info_dict + ) + + # deconstruct if able + # if improvement_data is not None: + # next_data_point, mean, sigma = improvement_data + # return next_data_point, mean.numpy(), sigma.numpy() + # else: + # return improvement_data + + return improvement_data, running diff --git a/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py new file mode 100644 index 00000000..43c09ee4 --- /dev/null +++ b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py @@ -0,0 +1,128 @@ +from typing import Optional, Type, TypeVar +import inspect + +import torch +import gpytorch + + +def assign_pytorch_device( + do_device_check: bool = True, +) -> torch.DeviceObjType: + """ + Dynamically assign which hardware to use for model training. + Supports CPU, Nvidia GPUs with CUDA, Intel GPUs with XPU, and AMD GPUs with ROCm. + Intel and AMD GPUs require a special version of pytorch and specific drivers, described in the links provided. + + * Not possible to have all types of GPUs simultaneously available in the same environment; each requires a distinct + Pytorch version + that is incompatible with the others. + + CPU / Nvidia GPU: + https://pytorch.org/get-started/locally/ + + Intel GPU: + https://docs.pytorch.org/docs/stable/notes/get_start_xpu.html + https://intel.github.io/intel-extension-for-pytorch/ + https://www.intel.com/content/www/us/en/developer/articles/technical/introducing-intel-extension-for-pytorch-for-gpus.html + + AMD GPU: + https://pytorch.org/blog/pytorch-for-amd-rocm-platform-now-available-as-python-package/ + https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html + https://rocm.docs.amd.com/projects/radeon/en/latest/docs/install/wsl/install-pytorch.html + + """ + if torch.xpu.is_available(): + device_count = list(range(torch.xpu.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.xpu.get_device_name(device)) + device_str: str = "xpu" + # gpu_package = torch.xpu + elif torch.cuda.is_available(): # this checks for both Nvidia and AMD cards + device_count = list(range(torch.cuda.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.cuda.get_device_name(device)) + device_str: str = "cuda" + # gpu_package = torch.xpu + else: + device_str: str = "cpu" + + device = torch.device(device_str) + + if do_device_check: + device_check(device) + + return device + + +D = TypeVar("D", torch.xpu, torch.cuda) + + +def device_check( + device: torch.DeviceObjType, + gpu_package: Optional[Type[D]] = None +): + print(f"PyTorch version: {torch.__version__}") + + # test CPU/GPU computation + x = torch.randn(1000, 1000, device=device) + y = torch.randn(1000, 1000, device=device) + result = torch.mm(x, y) # matrix multiplication test + + if gpu_package is not None: + print(f"GPU memory allocated by Pytorch: {gpu_package.memory_allocated()}") + print(f"Computation successful on: {result.device}") + + return None + + +# For more on optimizers see https://docs.pytorch.org/docs/stable/optim.html +T_Optim = TypeVar("T_Optim", bound=torch.optim.Optimizer) +# LBFGS, Adam; LBFGS generally converges faster, but uses +# more memory; The reverse is true of Adam +DEFAULT_OPTIMIZERS = { + torch.optim.Adam: {"lr": 1e-3}, + torch.optim.LBFGS: {"line_search_fn": "strong_wolfe"}, +} + + +def get_optimizer_with_defaults(optim_class: Type[T_Optim], params, **kwargs) -> T_Optim: + defaults = DEFAULT_OPTIMIZERS.get(optim_class, {}) + merged_kwargs = {**defaults, **kwargs} + return make_optimizer(optim_class, params, **merged_kwargs) + + +def make_optimizer( + optim_class: Type[T_Optim], + params, + **kwargs +) -> T_Optim: + signature = inspect.signature(optim_class.__init__) # init signature of the optimizer + filtered_kwargs = {key: value for key, value in kwargs.items() if key in signature.parameters} + # only pass kwargs that are in the signature + return optim_class(params, **filtered_kwargs) + + +### custom mean function, although using the ConstantMean() is considered best practice if little to no information is +# known about the surface being probed + + +# *** only expects 2 independent variables and 1 dependent variable output; can make more generalized to handle +# arbitrary dimension inputs/outputs later +class PolynomialMean(gpytorch.means.Mean): + def __init__(self, input_size, batch_shape=torch.Size()): + super().__init__() + # coefficients for the quadratic terms + self.register_parameter( + name='quadratic_coeffs', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, input_size)), + ) + # bias term + self.register_parameter( + name='bias', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, 1)), + ) + + def forward(self, x): + quadratic_terms = (x.pow(2) * self.quadratic_coeffs) # element-wise squaring and multiplication by coefficients + tensor_sum = quadratic_terms.sum(dim=-1) + self.bias # sum over feature dimension and add bias + return tensor_sum diff --git a/pyscan/drivers/__init__.py b/pyscan/drivers/__init__.py index dfc90874..0953039d 100755 --- a/pyscan/drivers/__init__.py +++ b/pyscan/drivers/__init__.py @@ -6,7 +6,7 @@ # Brand collections from .agilent import * from .american_magnetics import * -from .attocube import * +# from .attocube import * from .bkprecision import * from .bluefors import * from .hp import * diff --git a/pyscan/general/pyscan_json_encoder.py b/pyscan/general/pyscan_json_encoder.py index 59289476..017a9147 100644 --- a/pyscan/general/pyscan_json_encoder.py +++ b/pyscan/general/pyscan_json_encoder.py @@ -2,6 +2,7 @@ import numpy as np from .item_attribute import ItemAttribute from ..drivers.instrument_driver import InstrumentDriver + from pyvisa.resources import ( # FirewireInstrument, GPIBInstrument, diff --git a/pyscan/measurement/__init__.py b/pyscan/measurement/__init__.py index bb1f81ce..6ce4add6 100644 --- a/pyscan/measurement/__init__.py +++ b/pyscan/measurement/__init__.py @@ -10,7 +10,7 @@ from .fast_stage_experiment import FastStageSweep, FastStageExperiment from .fast_galvo_experiment import FastGalvoSweep, FastGalvoExperiment -from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan +from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan, AbstractOptimizeScan # Other objects from .run_info import RunInfo diff --git a/pyscan/measurement/abstract_experiment.py b/pyscan/measurement/abstract_experiment.py index a02b7b09..0b759a43 100644 --- a/pyscan/measurement/abstract_experiment.py +++ b/pyscan/measurement/abstract_experiment.py @@ -69,11 +69,17 @@ def preallocate(self, data, debug=False): ''' skip = False + if self.runinfo.continuous: continuous_scan = self.runinfo.scans[self.runinfo.continuous_scan_index] if continuous_scan.i > 0: skip = True + if self.runinfo.optimize_d != -1: + optimize_scan = self.runinfo.scans[self.runinfo.optimize_d] + if optimize_scan.i > 0: + skip = True + if not skip: self.runinfo.measured = [] for key, value in data.items(): @@ -136,7 +142,8 @@ def preallocate(self, data, debug=False): else: if debug is True: print(f"with measured name {name} preallocate4") - self[name] = np.nan + # changed from scalar to len 1 arr for start len 1 compat with len/shape in optimizer + self[name] = np.array([np.nan]) f.create_dataset(name, shape=[1, ], maxshape=(None,), chunks=(1,), fillvalue=np.nan, dtype='float64') diff --git a/pyscan/measurement/experiment.py b/pyscan/measurement/experiment.py index e153e971..605e4536 100644 --- a/pyscan/measurement/experiment.py +++ b/pyscan/measurement/experiment.py @@ -253,6 +253,99 @@ def rolling_average(self, data): self[key] += ( value / (self.runinfo.average_index + 1)) + def optimize_experiment(self): + # TODO: add timing code? Timing code in generic_experiment() but not in average_experiment()? + # TODO: Allows PropertyScan and OptimizeScan. Allow any others? ContinuousScan? + + for m in self.runinfo.scan3.iterator(): + self.runinfo.scan3.running = True + self.runinfo.scan3.i = m + if isinstance(self.runinfo.scan3, ps.AbstractOptimizeScan): + self.runinfo.scan3.iterate(m, self) + else: + self.runinfo.scan3.iterate(m, self.devices) + sleep(self.runinfo.scan3.dt) + + for k in self.runinfo.scan2.iterator(): + self.runinfo.scan2.running = True + self.runinfo.scan2.i = k + if isinstance(self.runinfo.scan2, ps.AbstractOptimizeScan): + self.runinfo.scan2.iterate(k, self) + else: + self.runinfo.scan2.iterate(k, self.devices) + sleep(self.runinfo.scan2.dt) + + for j in self.runinfo.scan1.iterator(): + self.runinfo.scan1.running = True + self.runinfo.scan1.i = j + if isinstance(self.runinfo.scan1, ps.AbstractOptimizeScan): + self.runinfo.scan1.iterate(j, self) + else: + self.runinfo.scan1.iterate(j, self.devices) + sleep(self.runinfo.scan1.dt) + + for i in self.runinfo.scan0.iterator(): + self.runinfo.scan0.running = True + self.runinfo.scan0.i = i # TODO: why need field i and index argument in iterate() + if isinstance(self.runinfo.scan0, ps.AbstractOptimizeScan): + self.runinfo.scan0.iterate(i, self) + else: + self.runinfo.scan0.iterate(i, self.devices) + sleep(self.runinfo.scan0.dt) + + data = self.runinfo.measure_function(self) + + if np.all(np.array(self.runinfo.indicies) == 0): + self.preallocate(data) + + self.save_point(data) + + # TODO: change all to to compare value instead of instance + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + elif not self.runinfo.scan0.running: + break + + if isinstance(self.runinfo.scan0, ps.AbstractOptimizeScan): + self.reallocate() + + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + elif not self.runinfo.scan1.running: + break + + if isinstance(self.runinfo.scan1, ps.AbstractOptimizeScan): + self.reallocate() + + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + elif not self.runinfo.scan2.running: + break + + if isinstance(self.runinfo.scan2, ps.AbstractOptimizeScan): + self.reallocate() + + if self.runinfo.verbose: + print('Scan {}/{} Complete'.format(m + 1, self.runinfo.scan3.n)) + if not self.runinfo.scan3.running: + # TODO: set complete to 'stopped' if break outermost scan? + self.runinfo.running = False + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + + if isinstance(self.runinfo.scan3, ps.AbstractOptimizeScan): + self.reallocate() + + self.runinfo.complete = True + self.runinfo.running = False + + if 'end_function' in list(self.runinfo.keys()): + self.runinfo.end_function(self) + def run(self): '''Runs the experiment while locking the console ''' @@ -269,14 +362,17 @@ def run(self): self.runinfo.running = True - if self.runinfo.average_d == -1: + if self.runinfo.average_d == -1 and self.runinfo.optimize_d == -1: self.generic_experiment() elif 0 <= self.runinfo.average_d < 4: self.average_experiment() + elif 0 <= self.runinfo.optimize_d < 4: + self.optimize_experiment() + else: - assert False, "self.average_d not setup correctly by check_runinfo method" + assert False, "self.average_d or self.optimize_d not setup correctly by check_runinfo method" # legacy naming convention diff --git a/pyscan/measurement/run_info.py b/pyscan/measurement/run_info.py index 83f9d1b9..a2622d3b 100644 --- a/pyscan/measurement/run_info.py +++ b/pyscan/measurement/run_info.py @@ -1,7 +1,7 @@ # -*- coding: utf-8 -*- from ..general.item_attribute import ItemAttribute from ..general.get_pyscan_version import get_pyscan_version -from .scans import PropertyScan, AverageScan +from .scans import PropertyScan, AverageScan, AbstractOptimizeScan import pyscan as ps @@ -92,6 +92,23 @@ def check(self): if num_av_scans > 1: assert False, "More than one average scan is not allowed" + # find the scans set to optimize scan (if any) and determine their indicies + index = 0 + num_op_scans = 0 + for scan in self.scans: + if isinstance(scan, AbstractOptimizeScan): + self.optimize_d = index + num_op_scans += 1 + index += 1 + + # if no optimize scans found set optimize_scan_index to -1 + if num_op_scans == 0: + self.optimize_d = -1 + + # throw an error if more than one average scan is found + if num_op_scans > 1: + assert False, "More than one optimize scan is not allowed" + # make sure there are no empty scans inbetween used scans. used_scan_found = False scans = self.scans diff --git a/pyscan/measurement/scans.py b/pyscan/measurement/scans.py index 0973b5ba..3faccf55 100644 --- a/pyscan/measurement/scans.py +++ b/pyscan/measurement/scans.py @@ -50,7 +50,7 @@ def __init__(self, input_dict, prop, dt=0): ''' Constructor method ''' - self.prop = prop + self.prop = prop # TODO: property not vector, same for each device? self.scan_dict = {} self.input_dict = input_dict for device, array in input_dict.items(): @@ -267,3 +267,113 @@ def check_same_length(self): Not used ''' return 1 + + +class AbstractOptimizeScan(AbstractScan): + ''' + Abstract class providing polymorphic interface for optimization routines to determine next measurement. + Implementation overrides `__init__` to store variables between measurement optimizations and `step_optimizer` to + call optimizer and return optimal next measurement. + + Parameters + ---------- + initialization_dict : dict{string:float} + key:value pairs of device name strings and initialization values at which to begin the optimization routine. + prop : str + String that indicates the property of the device(s) to be changed. + optimizer_inputs : iterable object of str + Instrument inputs provided by the measure_function as ItemAttributes of the Experiment. + Inputs for the optimizer to optimize over. + sample_function_output : str + Measurement output provided by the measure_function as ItemAttributes of the Experiment. + Output for the optimizer to optimize. + dt : float, optional + Wait time in seconds after each iteration. Used by Experiment classes, defaults to 0. + n_max : int, optional + Maximum number of iterations to run. + ''' + + def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output, + dt=0., n_max=100): + self.init_dict = initialization_dict + self.scan_dict = {} + for device in initialization_dict: + self.scan_dict['{}_{}'.format(device, prop)] = [] + self.device_names = list(initialization_dict.keys()) + # TODO: make prop multidimensional: different property for each device + self.prop = prop + self.opt_in = optimizer_inputs + # TODO: make output multidimensional: allow optimization over multiple outputs? + self.sample_f_out = sample_function_output + self.dt = dt + self.n = 1 + self.n_max = n_max + self.i = 0 # TODO: why need this and index argument in iterate() + self.running = True + + def step_optimizer(self, index, experiment): + ''' + Abstract method to be implemented by AbstractOptimizeScan implementations. + Can stop optimize scan early by setting `self.running = False`. + + Parameters + ---------- + index : int + The index of the data array. + experiment : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + + Returns + ------- + ndarray + Array with element containing next input value for each device. + ''' + pass + + def iterate(self, index, experiment): # TODO: make experiment field? use index from scan loop? + ''' + Changes `prop` of the listed `devices` to the initial value at step 0 or optimizer recommendation at later + steps. These new device values are also appended to `scan_dict`. + + Parameters + ---------- + index : int + The index of the data array. + experiment : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + ''' + if index == 0: + for dev in self.device_names: + # try: + experiment.devices[dev][self.prop] = self.init_dict[dev] + # TODO: first element of dev_prop is not np.float64 + self.scan_dict['{}_{}'.format(dev, self.prop)].append(self.init_dict[dev]) + # except Exception: + # continue # TODO: why ignore exception? just for propertyscan? + else: + opt_res = self.step_optimizer(index, experiment) + for i, dev in enumerate(self.device_names): + # try: + experiment.devices[dev][self.prop] = opt_res[i] + self.scan_dict['{}_{}'.format(dev, self.prop)].append(opt_res[i]) + # except Exception: + # continue # TODO: why ignore exception? just for propertyscan? + + def iterator(self): + ''' + Returns an iterator for the scan over its `n` range. + The following iterator increments `i` and `n` by one each time up to `n_max`. + + Returns + ------- + Generator + Yield `i` and increment`i` and `n` for each scan iteration. + ''' + def incrementing_n(): + for _ in range(self.n_max): + yield self.i + self.i += 1 + self.n += 1 + + iterator = iter(incrementing_n()) + return iterator From b66e9c5f7b945d5c74fd24485e81fafc2acf709a Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 30 Sep 2025 12:33:04 -0400 Subject: [PATCH 02/16] fix(tests): test_experiment.py and test_average_experiment.py experiment single output tests check for shape [1] array instead of float to accomodate OptimizeScan changes to AbstractExperiment.preallocate() --- test/measurement/test_average_experiment.py | 5 +++-- test/measurement/test_experiment.py | 2 +- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/test/measurement/test_average_experiment.py b/test/measurement/test_average_experiment.py index 86a9ba88..6ca24db6 100644 --- a/test/measurement/test_average_experiment.py +++ b/test/measurement/test_average_experiment.py @@ -161,9 +161,10 @@ def check_data_results(x, id='', dtype=np.ndarray, shape=[2], loaded=False, num_ # for checking that the multi data results are as expected -def check_multi_data_results(expt, num_devices, shape1=[2], shape2=[2, 2], shape3=[2, 2, 2], shape4=[2, 2, 2, 2]): +def check_multi_data_results(expt, num_devices, + shape0=[1], shape1=[2], shape2=[2, 2], shape3=[2, 2, 2], shape4=[2, 2, 2, 2]): if num_devices == 0: - check_data_results(expt.x1, id=1, dtype=float, shape=shape1) + check_data_results(expt.x1, id=1, shape=shape0) check_data_results(expt.x2, id=2, shape=shape1) for i in expt.x3: assert isinstance(i, np.ndarray), "experiment x3 measurement is not a numpy array of numpy arrays" diff --git a/test/measurement/test_experiment.py b/test/measurement/test_experiment.py index 3704e6df..0550659f 100644 --- a/test/measurement/test_experiment.py +++ b/test/measurement/test_experiment.py @@ -301,7 +301,7 @@ def check_expt_results(expt, loaded=False): assert expt.repeat[0] == 0.0, "experiment repeat[0] is not 0.0" # check the data results are as expected - check_data_results(expt.x1, id=1, dtype=float, shape=[1], loaded=loaded) + check_data_results(expt.x1, id=1, shape=[1], loaded=loaded) check_data_results(expt.x2, id=2, shape=[2], loaded=loaded) From 4c15fa90adfb761f2246084d98404533c22fbfdf Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 30 Sep 2025 14:05:29 -0400 Subject: [PATCH 03/16] resolved merge conflict on .gitignore using main changes --- .gitignore | 2 +- .../01-example_property_scans.ipynb | 38 +- .../02-example_plotting_multiD_data.ipynb | 37 +- demo_notebooks/03-example_repeat_scans.ipynb | 31 +- demo_notebooks/04-example_average_scans.ipynb | 63 +- .../05-example_function_scans.ipynb | 29 +- .../06-example_sparse_experiment.ipynb | 27 +- .../07-example_timed_propertyscan.ipynb | 49 +- ...-example_GradientDescentOptimizeScan.ipynb | 763 ++++++++++++++++++ ...mple_Bayesian_optimization_interface.ipynb | 618 ++++++++++++++ .../gp_bayes_opt.py | 410 ++++++++++ .../gp_bayes_opt_helpers.py | 128 +++ pyscan/general/pyscan_json_encoder.py | 1 + pyscan/measurement/__init__.py | 2 +- pyscan/measurement/abstract_experiment.py | 9 +- pyscan/measurement/experiment.py | 100 ++- pyscan/measurement/run_info.py | 19 +- pyscan/measurement/scans.py | 112 ++- 18 files changed, 2243 insertions(+), 195 deletions(-) create mode 100644 demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb create mode 100644 demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb create mode 100644 demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py create mode 100644 demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py diff --git a/.gitignore b/.gitignore index 1d0fdd30..574907eb 100644 --- a/.gitignore +++ b/.gitignore @@ -121,4 +121,4 @@ backup *.backup test.ipynb -.vscode \ No newline at end of file +.vscode diff --git a/demo_notebooks/01-example_property_scans.ipynb b/demo_notebooks/01-example_property_scans.ipynb index 19e01f0b..cd922034 100644 --- a/demo_notebooks/01-example_property_scans.ipynb +++ b/demo_notebooks/01-example_property_scans.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -161,7 +142,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -221,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] @@ -297,11 +278,18 @@ "source": [ "ps.live_plot2D(expt, data_name=\"vsum\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -315,7 +303,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/02-example_plotting_multiD_data.ipynb b/demo_notebooks/02-example_plotting_multiD_data.ipynb index 4cbae041..33366b4c 100644 --- a/demo_notebooks/02-example_plotting_multiD_data.ipynb +++ b/demo_notebooks/02-example_plotting_multiD_data.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import matplotlib.pyplot as plt\n", @@ -158,7 +139,7 @@ "outputs": [ { "data": { - "image/png": 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", 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zBl6irq3/b5KjJDg6s2POtrxu3bpjFiWbs0abs/+a1tNDDz1kz7TbpEkTG36efvppu1Cp8IgtAADgnbbuz1L/Ccla/L+21d0dGmjotXEKDS75eRhHw87ChQt1xRVXHBkXrrW544477OHljz32mN2L595779XBgwfVsWNHzZo1S+Hh4Q5WDQAAzsWsZTs1ZMoSZWTnKzo8WK/3iFeXlv9dvuLT++yUFtP6Moesm4XKrNkBAMA5OfkFemnGSn36x2Y7TqhbQaN7J6h2xXKl+vntsQuUAQCA79i0N1P9JyRp2fZ0O77v0oZ69OpmCgkq/eXDhB0AAFCqvl6yQ0M/X6pDOfmqWC5Eb9wWryvjjt1HrzQRdgAAQKnIzivQ81+v0Lg/t9hxu/oVNap3gmrERKgsEXYAAECJW7/nkPqNS9KqXRkyW+U8eHkjPdy5qYLLoG11PMIOAAAoUdOSt+uJqUuVlVug2MhQvdWzrS5tWkVOIewAAIAScTi3QP+YvlyTFm6144saVtLIXgmqFu3sljGEHQAAcM7Wpmao3/gkrUk9ZNtWA69sooGdmigo8NxP93CuCDsAAOCcTF64Vc98uVyH8wpUJSpMI3u2VfvGleUpCDsAAOCsZObk6+kvl+mLpO123LFxZbs+xwQeT0LYAQAAxbZqV7o92mr9nkyZTtXgq5rqgcsbe0Tb6niEHQAAUGTmLFMTF2y1C5Fz8l2qFh2mUb0SdGHDWHkqwg4AACgSswPyE18s1fTFO+z4sqZV9OZt8Yot71ltq+MRdgAAwBkt256m/uOTtGlflm1VPdqlmT2/VaAHtq2OR9gBAACnbVv9Z95mPT9jpXLzXaoZE67RfRJ0Xr1K8haEHQAAcFLp2Xka+vkSfbN0lx13bl5Vr3WPV8XIUHkTwg4AADjBkm0H7SaBW/cfVnBggIZeG6e/dWygALNjoJch7AAAgGPaVh//tkkjZq5UXoFbtStGaEyfRLWtU0HeirADAACstKw8DZmyWN+tSLXjq1tW06vd4xUTESJvRtgBAABK2nJAA8Yna/vBwwoNCtST3ZrrrxfX88q21fEIOwAA+DGXy61/zt2gV2etVr7LrXqx5TSmd6Ja146RryDsAADgpw5k5uqRyYv146rddtytTQ2NuKW1osO9u211PMIOAAB+aMGm/Ro4IVk707IVGhyoZ65rob4X1vWJttXxCDsAAPhZ2+rdn9frze/XqMDlVsPKkfZoqxY1o+WrCDsAAPiJvYdy9PCkFP26dq8d39S2pl64ubXKh/l2HPDtZwcAAKw/1u/ToInJ2p2Ro/CQQA2/oaVuO7+OT7atjkfYAQDAhxW43Brz4zqNnL1GLrfUuGp5je2TqGbVo+QvCDsAAPio3RnZemhiin5fv8+Ou59XW8/d2FLlQv3r49+/ni0AAH5i7tq9emhSil2nExESpBduaqVbz6stf0TYAQDAh+QXuDRy9lqNmbNObrfUrFqUxvZNUOOq/tO2Oh5hBwAAH7ErLdsuQv5z43477n1BHT17fUuFhwTJnxF2AADwAT+t3q3Bny3W/sxcRYYG6aVbWuvGtrWcLssjEHYAAPBieQUuu0Hguz+tt+MWNaI1pk+CGlYp73RpHoOwAwCAl9px8LAGTEjWos0H7PgvF9WzZyv397bV8Qg7AAB4odkrU+1JPA9m5SkqLFgv39rGnsgTJyLsAADgRXLzXXp11ir9c+5GO25dK8a2rerFRjpdmsci7AAA4CW27s+ybauUrQft+K4O9TX02jiFBdO2Oh3CDgAAXuDb5bs0ZPJipWfnKzo8WK/1iNfVLas7XZZXIOwAAODBcvILNOKbVfrk90123LZOBY3unaA6lco5XZrXIOwAAOChNu/LVP/xyVq6Pc2O/35JAw25Ok6hwYFOl+ZVCDsAAHigGUt2aujnS5SRk68K5UL0Ro94dWpezemyvBJhBwAAD5KdV6AXZqzQf+ZtsePz61XUqN4JqlkhwunSvBZhBwAAD7FhzyH1G5+slTvT7fjByxtp8FVNFRxE2+pcEHYAAPAAX6Zs1xNfLFVmboFiI0P1Zs+2uqxpFafL8gmEHQAAHHQ4t0DDv1quiQu22vGFDSrZtlW16HCnS/MZhB0AAByybneG+o1L1urUDAUESAOubKKBVzambVXCCDsAADhgyqJtenraMh3OK1Dl8mEa2autOjSu7HRZPomwAwBAGcrKzdfT05br86Rtdtyhcaze6tlWVaNoW5UWwg4AAGVk9a4MPThukdbvyVRggPRQ56bqd0VjBZkBSg1hBwCAUuZ2uzVpwVY9O325cvJdqhZt2lYJuqhhrNOl+QXCDgAApehQTr6enLpUX6bssONLm1bRW7fFK7Z8mNOl+Q3CDgAApWT5jjQNGJ+sDXszbavqkS5Ndf+ljRRI26pMEXYAACiFttV//tyi579eodx8l2rEhNszlZ9fv5LTpfklwg4AACUoPTtPw75Yak/kaXSKq6rXe8SrYmSo06X5LcIOAAAlZOm2NPUbn6Qt+7MUHBigodfG6W8dGyjA7BgIxxB2AAAogbbVp79v0kvfrFJugUu1KkRoTJ8EJdSt6HRpIOwAAHBu0rLy9Njni/Xt8lQ77tKiml7rHq+YciFOl4b/IewAAHCWkrcc0IAJydp24LBCggL0RNfmurN9fdpWHoawAwDAWbStPpq7US/PXKV8l1t1K5Wzbas2tSs4XRpOgrADAEAxHMjM1aOTF2v2qt123K11DY24tbWiw2lbeSrCDgAARbRw034NnJCsHWnZCg0O1NPXtdDtF9albeXhCDsAAJyBy+XWe7+s1xvfrVGBy60GlSNt26plzRinS0MREHYAADiNfYdyNPizxfp5zR47vrFtTb14c2uVD+Mj1FvwTgEAcAp/btingROTlZqeo7DgQD13Y0vddn4d2lZeJlAerKCgQE8//bQaNGigiIgINWrUSM8//7xdBQ8AQGkxrarRs9eq94fzbNBpVCVS0/t3VM92rM/xRh49s/PKK6/o3Xff1aeffqqWLVtq4cKFuuuuuxQTE6OBAwc6XR4AwAftycjRQ5OS9du6fXZ8a2JtPX9TS5UL9eiPTJyGR79zv//+u2688UZ169bNjuvXr68JEyZo/vz5TpcGAPBBv63bq0ETU7T3UI4iQoL0/E2t1P282k6XBV9uY7Vv316zZ8/WmjVr7Hjx4sWaO3eurr322lPeJicnR+np6cd8AQBwprbVm9+v0e0f/WmDTrNqUZrevwNBx0d49MzO0KFDbViJi4tTUFCQXcPz4osvqm/fvqe8zYgRIzR8+PAyrRMA4L1S07M1aGKy5m3Yb8e92tXRs9e3VERokNOlwR/CzmeffaZx48Zp/Pjxds1OSkqKHnroIdWsWVN33HHHSW8zbNgwDR48+MjYhKU6deqUYdUAAG9hDicfPClF+zJzFRkapJduaa0b29ZyuiyUsAC3Bx/aZEKKmd3p16/fkcteeOEF/ec//9GqVauKdB8m7JgFzWlpaYqOji7FagEA3iK/wGXbVu/8tN6Om9eI1tg+CWpYpbzTpaEUPr89emYnKytLgYHHLisy7SyXy+VYTQAA77Yz7bA95cOCTQfs+PaL6uqpbi0UHkLbyld5dNi5/vrr7RqdunXr2jZWcnKy3nzzTd19991OlwYA8EI/rkrVI58t1oGsPEWFBdsTeF7XpqbTZcGf21gZGRl2U8GpU6dq9+7ddq1O79699cwzzyg0NLRI90EbCwCQV+DSa9+u1ge/bLDj1rVi7Lmt6sVGOl0ayuDz26PDTkkg7ACAf9t2IEv9xycrZetBO76zfX0N6xqnsGDaVp7Mb9bsAABwLr5dvktDJi9Wena+osOD9Wr3eF3TqrrTZaGMEXYAAD4nN9+lETNX6uPfNtlxfJ0KGtM7QXUqlXO6NDiAsAMA8Clb9mWp/4QkLdmWZsd/v6SBhlwdp9Bgjz5pAEoRYQcA4DO+WbpTj09ZooycfFUoF6LXu8erc4tqTpcFhxF2AABeLzuvQC/OWKl/z9tsx+fXq6hRvRNUs0KE06XBAxB2AABebePeTPUbl6QVO/974ucHLm+kwVc1VUgQbSv8F2EHAOC1vkzZrie+WKrM3AJVigzVm7fF6/JmVZ0uCx6GsAMA8Mq21fCvlmvC/K12fEGDShrVK0HVY8KdLg0eiLADAPAq63Yfsm2r1akZCgiQBlzRWAM7NVEwbSucAmEHAOA1Pl+0TU9NW6bDeQWqXD5Mb/dsq45NKjtdFjwcYQcA4PGycvP1zJfLNWXRNjtu3yhWb/dqq6pRtK1wZoQdAIBHW5OaYdtWa3cfUmCA9FDnpup3RWMFmQFQBIQdAIBHMuep/mzhVj07fbmy81yqGhVm9865qGGs06XByxB2AAAe51BOvp6aulTTUnbY8aVNq9jDys06HaC4CDsAAI+yYke6+o9P0oa9mbZV9UiXprr/0kYKpG2Fs0TYAQB4TNtq/PwtGv7VCnvW8hox4bZt1a5+JadLg5cj7AAAHJeRnaehXyzVjCU77fjKuKp6o0e8KkaGOl0afABhBwDgqGXb09RvfJI278tScGCAHr8mTn/r2IC2FUoMYQcA4Fjb6tPfN+mlb1Ypt8ClWhUiNLpPghLrVnS6NPgYwg4AoMylHc7T41OWaNbyXXbcpUU1vdY9XjHlQpwuDT6IsAMAKFMpWw/ao622HTiskKAAPdG1ue5sX18B5kRXQCkg7AAAyqxt9dHcjXp55irlu9yqW6mcxvRJUJvaFZwuDT6OsAMAKHUHs3L16OTF+mHlbjvu2rq6Xr61jaLDaVuh9BF2AAClatHm/RowPlk70rIVGhyop69rodsvrEvbCmWGsAMAKBUul1sf/LpBr327WgUutxpUjrRtq5Y1Y5wuDX6GsAMAKHH7DuXokcmL9dPqPXZ8Q3xNvXRLa5UP42MHZY8/dQCAEvXnhn0aODFZqek5CgsO1PAbWqpnuzq0reAYwg4AoESYVtU7c9bprR/WyOWWGlWJ1Ni+iYqrHu10afBzhB0AwDnbk5GjhyelaO66vXZ8S2ItPX9jK0XStoIH4E8hAOCc/L5urwZNSrGBJyIkSM/f1Erdz6vtdFnAEYQdAMBZt61Gzl6r0T+uldstNa1WXmP7JKpJtSinSwOOQdgBABRbanq2Bk1M1rwN++24V7s6evb6looIDXK6NOAEhB0AQLH8smaPXZ+zLzNXkaFB9pDyG9vWcros4JQIOwCAIskvcNkjrd75ab1tWzWvEa2xfRLUsEp5p0sDTouwAwA4o51phzVwQrIWbDpgx30vrGtP+xAeQtsKno+wAwA4rTmrdmvwZyk6kJVnd0B++dbWuq5NTafLAoqMsAMAOKm8Apde/3a13v9lgx23qmXaVomqFxvpdGlAsRB2AAAn2HYgSwMmJCt5y0E7vrN9fQ3rGqewYNpW8D6EHQDAMb5bvktDpixR2uE8RYcH69Xu8bqmVXWnywLOGmEHAGDl5rs0YuZKffzbJjuOr1NBY3onqE6lck6XBpwTwg4AQFv2Zan/hCQt2ZZmx3+/pIGGXB2n0OBAp0sDzhlhBwD83DdLd+rxKUuUkZOvCuVC9Hr3eHVuUc3psoASQ9gBAD+VnVegF2es1L/nbbbj8+pV1KjeCapVIcLp0oASRdgBAD+0cW+m+o9P0vId6XZ8/2WN9EiXpgoJom0F30PYAQA/82XKdj3xxVJl5haoUmSo3rwtXpc3q+p0WUCpIewAgB+1rYZ/tVwT5m+14wsaVNKoXgmqHhPudGlAqSLsAIAfWLf7kG1brdqVoYAAqf8VjTWoUxMF07aCHyDsAICP+3zRNj01bZkO5xWocvkwvd2zrTo2qex0WUCZIewAgI/Kys3XM18u15RF2+y4faNYvd2rrapG0baCfyHsAIAPWpOaoX7jkrR29yEFBkiDOjVV/ysbK8gMAD9D2AEAH+J2uzV54TY9M32ZsvNcqhoVppG9EnRxo1inSwMcQ9gBAB9xKCdfT01dqmkpO+z4kiaV9VbPtnadDuDPCDsA4ANW7Ei3R1tt2JtpW1WDr2qqBy5rpEDaVgBhBwC8vW01fv4WDf9qhT1refXocI3uk6B29Ss5XRrgMQg7AOClMrLzNPSLpZqxZKcdXxlXVa/3iLe7IgP4P4QdAPBCy7anqd/4JG3el6XgwAA9dk0z3dOxIW0r4CQIOwDgZW2rT3/fpJe+WaXcApc9Q7lpWyXWreh0aYDHIuwAgJdIO5ynx6cs0azlu+z4qhbV9Hr3eMWUC3G6NMCjEXYAwAukbD1oj7baduCwQoICNOza5rqrQ30FmBNdATgtwg4AeHjb6qO5G/XyzFXKd7lVp1KExvROVHydCk6XBngNwg4AeKiDWbl6dPJi/bBytx13bV1dL9/aRtHhtK2A4iDsAIAHWrR5vwaMT9aOtGyFBgXq6eua6/aL6tG2As4CYQcAPIjL5db7v2zQ69+tVoHLrfqx5TSmT6Ja1YpxujTAawXKw23fvl233367YmNjFRERodatW2vhwoVOlwUAJW7foRzd/ekCvTJrlQ06N8TX1NcDLyHoAL48s3PgwAF16NBBV1xxhWbOnKkqVapo7dq1qliR/SQA+JY/N+zTwInJSk3PUVhwoP5xQ0v1aleHthXg62HnlVdeUZ06dfTxxx8fuaxBgwaO1gQAJd22euendXrz+zVyuaWGVSI1tk+imteIdro0wGd4dBtr+vTpOv/889WjRw9VrVpVCQkJ+vDDD097m5ycHKWnpx/zBQCeaE9Gjv76r/l6/bv/Bp1bEmrpq/4dCTqAP4WdDRs26N1331WTJk307bff6oEHHtDAgQP16aefnvI2I0aMUExMzJEvMzMEAJ7m93V71XXUr5q7bq8iQoL0Wvc2erNnW0WGefSEO+CVAtxmxyoPFRoaamd2fv/99yOXmbCzYMEC/fHHH6ec2TFfhczMjgk8aWlpio7mtyUAzjILj0fOXqvRP66V+de3abXytm3VpFqU06UBHsV8fptJi5L4/PboXyFq1KihFi1aHHNZ8+bN9fnnn5/yNmFhYfYLADxNanq2Bk1M1rwN++245/l17ELkiNAgp0sDfJpHhx1zJNbq1auPuWzNmjWqV6+eYzUBwNn4Zc0ePTwpRfsyc1UuNEgv3dxaNyXUcroswC94dNh5+OGH1b59e7300ku67bbbNH/+fH3wwQf2CwC8QX6BS2/9sEbv/LTetq3iqkdpbN9ENapS3unSAL/h0Wt2jK+//lrDhg2z++uYw84HDx6sv//97470/ACgOHamHdbACclasOmAHfe9sK6evq6FwkNoWwFl+fnt8WHnXBF2ADhhzqrdGvxZig5k5al8WLBG3NJa18fXdLoswGv4zQJlAPA2eQUuvf7tant+K6NVrWiN6Z2o+pUjnS4N8FuEHQAoIdsOZGnAhGQlbzlox3e2r69hXeMUFkzbCnASYQcASsB3y3dpyJQlSjucp6jwYLtJ4DWtajhdFgDCDgCcm9x8l0bMXKmPf9tkx/G1YzSmT6LqVCrndGkA/oewAwBnacu+LPWfkKQl29Ls+J6ODfTYNXEKDfboM/EAfoewAwBnYebSnXpsyhJl5OQrJiJEb/SIV+cW1ZwuC8BJEHYAoBiy8wr00jcr9f/+2GzHiXUraHSfRNWqEOF0aQBOgbADAEW0cW+m+o9P0vId6XZ832UN9WiXZgoJom0FeDLCDgAUwfTFO/TEF0t1KCdflSJD9cZt8bqiWVWnywJQBIQdADhD22r4Vys0Yf4WO76gfiWN6p2g6jHhTpcGoIgIOwBwCut2H7Jtq1W7MhQQIPW/orEGdWqiYNpWgFch7ADASXyRtE1PTVumrNwCVS4fqrd6ttUlTao4XRaAs0DYAYCjZOXm69kvl2vyom12fHHDWI3s1VZVo2lbAd6KsAMA/7MmNUP9xiVp7e5DCgyQBnVqqv5XNlaQGQDwWoQdAH7P7XbbmZxnvlym7DyXqkSFaVSvBF3cKNbp0gCUAMIOAL+WmZNv1+ZMTd5ux5c0qWzX51QuH+Z0aQBKCGEHgN9auTNd/cYnacOeTNu2eqRLMz1wWSMF0rYCfAphB4Bftq3Gz99i988xZy2vHh1u9865oEElp0sDUAoIOwD8SkZ2noZ9sVRfL9lpx1c0q6I3bmtrd0UG4JsIOwD8xrLtaXaTwE37shQcGKAhVzfT3y9pSNsK8HGEHQB+0bYyZyl/ccZK5Ra47BnKTdvqvHoVnS4NQBkg7ADwaWmH8zT08yWauWyXHXduXk2v92ijCuVoWwH+grADwGct3npQ/Sckaev+wwoJCtCwa5vrrg71FWBOdAXAbxB2APhk2+pfv23SyzNXKq/ArTqVIjSmd6Li61RwujQA3hR2cnJy7P/Dwth4C4DnOJiVq0cnL9EPK1Pt+NpW1fXyrW0UExHidGkAHBJYnCt///336tq1qypWrKhy5crZL/O9ueyHH34ovSoBoAgWbT6gbqPm2qATGhSo525sqXf6JhJ0AD9X5JmdTz/9VPfcc4+6d++ut956S9WqVbOXp6am6rvvvrOB56OPPtJf/vKX0qwXAE7gcrn14a8b9Nq3q5Xvcqt+bDmN6ZOoVrVinC4NgAcIcJvmdhE0bdpUgwYNUr9+/U7683feeceGoLVr18qTpKenKyYmRmlpaYqOjna6HAAlbH9mrh75LEVzVu+x4+vja+qlm1spKpzZHMCbpZfg53eR21hbtmxR586dT/nzTp06adu2bedUDAAUx/yN+9V15K826IQFB+qlm1trVK+2BB0AZxd2WrZsadtUp/Kvf/1LLVq0KOrdAcA5ta3Gzlmn3h/O0670bDWsEqlp/Tqoz4V1OawcwNmv2XnjjTd03XXXadasWXaG5+g1O7Nnz9aGDRs0Y8aMot4dAJyVvYdy9PCkFP26dq8d35xQSy/c1EqRYeykAeDkivyvw+WXX65ly5bpvffe0x9//KFdu/67G2n16tV17bXX6v7771f9+vWLencAUGy/r9+rQRNTtCcjR+Eh5mirVupxXm1mcwCcVrF+FTJh5uqrr9bLL7980p+///77uu+++4pzlwBwRgUut0b/uFajZq+Vyy01qVreHlLepFqU06UB8LV9doxrrrlGQ4YMUV5e3pHL9u7dq+uvv15Dhw4t6foA+Lnd6dn6y0d/6u0f/ht0bju/tqb370jQAVB6YWfOnDmaOnWq2rVrpxUrVth1Oq1atbKHiKWkpBT37gDglH5du0ddR/2q39fvU7nQIL3VM16vdo9XRGiQ06UB8CLFXtHXvn17G2rMGp3ExES5XC49//zzeuyxx+ibAygR+QUuO5Mz9qd1MjuBxVWPspsENq5a3unSAHihszp8Yc2aNVq4cKFq166tHTt2aPXq1crKylJkZGTJVwjAr+xMO6xBE1I0f9N+OzaHkz9zXQuFhzCbA6CM2lhmcfLFF1+sq666yh6dNX/+fCUnJ6tNmzb2KC0AOFtzVu+2mwSaoFM+LFijeifYjQIJOgDKdGZn5MiRmjZtmj3c3DDrdUzgeeKJJ+zh6YVnQweAosorcOn171br/Z832HHLmtEa2ydR9SszWwzAgbCzdOlSVa5c+ZjLQkJC9Nprr9lNBwGgOLYfPKwB45OUtOWgHd9xcT0N69qc2RwAzoWd44PO0S677LJzrQeAH/l+RaoenbxYaYfzFBUerFdvbaNrW9dwuiwAPob91QGUudx8l16ZtUofzd1ox/G1YzS6d6LqxpZzujQAPoiwA6BMbd2fpf4TkrV463/bVnd3aKCh18YpNLjYx0sAQJEQdgCUmVnLdmrIlCXKyM5XTESIXu8Rr6ta/PekwgBQWgg7AEpdTn6BXpqxUp/+sdmOE+pW0OjeCapdkbYVgNJH2AFQqjbtzVT/CUlatj3dju+7rKEe7dJMIUG0rQCUDcIOgFLz1eIdGvbFUh3KyVfFciF687a2uiKuqtNlAfAzhB0AJS47r0DPfb1C4//cYsft6le0uyHXiIlwujQAfoiwA6BErd9zSP3GJWnVrgyZcwM/eHkjPdy5qYJpWwFwCGEHQImZmrxNT05dpqzcAsVGhuqtnm11adMqTpcFwM8RdgCcs8O5BXp2+jJ9tnCbHV/cMFYje7VV1ehwp0sDAMIOgHOzNjVD/cYnaU3qIdu2GnhlEw3s1ERBgQFOlwYAFmEHwFlxu92avGibnvlymbLzXKoSFaaRPduqfeNTnz8PAJxA2AFQbJk5+Xp62jJ9kbzdji9pUtkeVm4CDwB4GsIOgGJZuTNd/ccnaf2eTJlO1eCrmurByxsrkLYVAA9F2AFQ5LbVhPlbNfyr5crJd6ladJhG9UrQhQ1jnS4NAE6LsAPgjDKy8/TE1GV2R2Tj8mZV9EaPeMWWp20FwPMRdgCc1rLtabZttWlflj3CasjVzXTvJQ1pWwHwGoQdAKdsW/1n3mY9//VK5Ra4VDMmXKP7JOi8epWcLg0AioWwA+AE6dl5Gvr5En2zdJcdd25eVa/3iFeFcqFOlwYAxUbYAXCMxVsPqv+EJG3df1ghQQF6/Jo4/a1jAwWYHQMBwAsRdgAcaVv967dNennmSuUVuFW7YoTG9ElU2zoVnC4NAM4JYQeADmblasiUJfp+RaodX9Oyul7p3kYxESFOlwYA5yxQXuTll1+2U+kPPfSQ06UAPiNpywF1GzXXBp3QoEANv6Gl3r09kaADwGd4zczOggUL9P7776tNmzZOlwL4BJfLrQ9/3aDXvl2tfJdb9WLLaUzvRLWuHeN0aQDgfzM7hw4dUt++ffXhhx+qYsWKTpcDeL39mbm65/8t1IiZq2zQ6damhr4e0JGgA8AneUXY6devn7p166bOnTuf8bo5OTlKT08/5gvA/1mwab+6jvxVP67ardDgQL14cyuN6Z2gqHDaVgB8k8e3sSZOnKikpCTbxiqKESNGaPjw4aVeF+CNbat3f16vN79fowKXWw0rR9qjrVrUjHa6NADw35mdrVu3atCgQRo3bpzCw8OLdJthw4YpLS3tyJe5D8Df7T2Uozs+nm/X55igc1Pbmpo+oCNBB4BfCHCbzTU81LRp03TzzTcrKCjoyGUFBQX2iKzAwEDbsjr6Zydj2lgxMTE2+ERH8w87/M8f6/dp0MRk7c7IUXhIoJ67oZV6nF+bTQIBeLSS/Pz26DZWp06dtHTp0mMuu+uuuxQXF6fHH3/8jEEH8GdmBmfMj+s0cvYaudxS46rl9U7fRDWtFuV0aQBQpjw67ERFRalVq1bHXBYZGanY2NgTLgfwf3ZnZOuhiSn6ff0+O+5xXm0Nv7GlyoV69F95ACgV/MsH+Ji5a/fqoUnJ2nsoVxEhQfZoq1sSaztdFgA4xuvCzk8//eR0CYBHyi9waeTstRozZ53MSry46lH2aCvTvgIAf+Z1YQfAiXalZWvgxGTN37jfjntfUFfPXt9C4SGsawMAwg7g5X5avVuDP1tsd0WODA3SiFvb6Ib4mk6XBQAeg7ADeKm8Apfe+G6N3vt5vR23qBGtsX0T1aBypNOlAYBHIewAXmjHwcMaMCFZizYfsOO/XlxPT3RtTtsKAE6CsAN4mR9WpOrRKYt1MCtPUWHBeqV7G3VtXcPpsgDAYxF2AC+Rm+/Sq7NW6Z9zN9pxm9oxGtM7UXVjyzldGgB4NMIO4AW27s9S/wnJWrz1oB3f3aGBhl4bZ89aDgA4PcIO4OFmLdulIVMWKyM7X9HhwXq9R7y6tKzudFkA4DUIO4CHyskv0IhvVumT3zfZcULdChrdO0G1K9K2AoDiIOwAHmjzvkz1H5+spdvT7Pi+Sxvq0aubKSSIthUAFBdhB/AwXy/ZoaGfL9WhnHxVLBeiN26L15Vx1ZwuCwC8FmEH8BDZeQV6/usVGvfnFjtuV7+iRvVOUI2YCKdLAwCvRtgBPMCGPYfUb3yyVu5MV0CA9ODljfRw56YKpm0FAOeMsAM4bFrydj0xdamycgsUGxmqt3q21aVNqzhdFgD4DMIO4JDDuQX6x/TlmrRwqx1f1LCSRvZKULXocKdLAwCfQtgBHLBud4b6jUvW6tQM27YaeGUTDezUREGBAU6XBgA+h7ADlLEpi7bp6WnLdDivQFWiwjSyZ1u1b1zZ6bIAwGcRdoAykpWbr6emLdMXSdvtuGPjynZ9jgk8AIDSQ9gBysCqXenqNy5J6/dkynSqBl/VVA9e3liBtK0AoNQRdoBS5Ha7NWnBVj07fbly8l2qFh2mUb0SdGHDWKdLAwC/QdgBSonZAfnJqUv1ZcoOO76saRW9eVu8YsvTtgKAskTYAUrB8h1p9txWG/dm2iOshlzdTPde0pC2FQA4gLADlHDb6j9/brGnfcjNd6lmTLhG90nQefUqOV0aAPgtwg5QQtKz8zTs86WasXSnHXduXlWv94hXhXKhTpcGAH6NsAOUgCXbDtq21Zb9WQoJCtDj18Tpbx0bKMDsGAgAcBRhBzjHttUnv2/SS9+sVF6BW7UrRmhMn0S1rVPB6dIAAP9D2AHOUlpWnoZMWazvVqTa8TUtq+uV7m0UExHidGkAgKMQdoCzkLzlgG1bbT94WKFBgXqyW3P99eJ6tK0AwAMRdoBitq3++etGvTJrlfJdbtWLLacxvRPVunaM06UBAE6BsAMU0YHMXD06ebFmr9ptx9e1qaERt7RWVDhtKwDwZIQdoAgWbtqvAROStTMtW6HBgXr2+hbqc0Fd2lYA4AUIO8BpuFxuvffLer3x3RoVuNxqWDnSHm3Voma006UBAIqIsAOcwr5DORr82WL9vGaPHd+cUEsv3NRKkWH8tQEAb8K/2sBJzNuwT4MmJis1PUfhIYF67oZW6nF+bdpWAOCFCDvAUUyrauycdXr7hzVyuaXGVcvrnb6JalotyunSAABnibAD/M/ujGw9PClFv63bZ8c9zqut4Te2VLlQ/poAgDfjX3FA0m/r9mrQxBTtPZSjiJAgvXhzK92SWNvpsgAAJYCwA/l722rkD2s0es46ud1SXPUoe7SVaV8BAHwDYQd+KzU9WwMnJOvPjfvtuPcFdfTs9S0VHhLkdGkAgBJE2IFfMoeTm/U5+zNzFRkapJduaa0b29ZyuiwAQCkg7MCv5Be49Mb3a/TuT+vtuEWNaI3tm6gGlSOdLg0AUEoIO/AbOw4etm2rhZsP2PFfLqpnz1ZO2woAfBthB37hx1Wpdjfkg1l5igoL1ivd26hr6xpOlwUAKAOEHfi0vAKXXp21Sh/+utGO29SO0ZjeiaobW87p0gAAZYSwA5+1dX+WPVN5ytaDdnx3hwZ6/NpmCgumbQUA/oSwA5/07fJdGjJ5sdKz8xUdHqzXe8SrS8vqTpcFAHAAYQc+JSe/QCO+WaVPft9kxwl1K2h07wTVrkjbCgD8FWEHPmPzvkz1H5+spdvT7PjeSxtqyNXNFBIU6HRpAAAHEXbgE2Ys2amhny9RRk6+KpYL0Ru3xevKuGpOlwUA8ACEHXi17LwCvTBjhf4zb4sdn1+vokb3SVCNmAinSwMAeAjCDrzWxr2Z6jcuSSt2ptvxg5c30uCrmiqYthUA4CiEHXilL1O264kvliozt0CxkaF6s2dbXda0itNlAQA8EGEHXte2+sf05Zq4YKsdX9Swkkb2SlC16HCnSwMAeCjCDrzGut0Z6jcuWatTMxQQIA24sokGdWqioMAAp0sDAHgwwg68wueLtumpact0OK9AlcuHaWSvturQuLLTZQEAvABhBx4tKzdfz3y5XFMWbbPjDo1j9VbPtqoaRdsKAFA0hB14rNW7MtRvfJLW7T4k06l6uHNTPXhFY9pWAIBiIezA47jdbn22cKud0cnJd6latGlbJeiihrFOlwYA8EKEHXiUQzn5emrqUk1L2WHH5nDyN2+LV2z5MKdLAwB4KcIOPMaKHenqPz5JG/Zm2lbVo12a6b5LGyqQthUA4BwQduARbatxf27Rc1+vUG6+SzViwu2Zys+vX8np0gAAPoCwA0elZ+dp2BdL7Yk8jU5xVfV6j3hVjAx1ujQAgI8g7MAxS7elqf+EJG3el6XgwAANvTZOf+vYQAFmx0AAAEqIR58xccSIEWrXrp2ioqJUtWpV3XTTTVq9erXTZaEE2laf/LZRt777uw06tSpEaPL9F+ueSxoSdAAA/hV2fv75Z/Xr10/z5s3T999/r7y8PHXp0kWZmZlOl4azlJaVp/v/s0j/+GqFcgtc6tKimr4ZeIkS6lZ0ujQAgI8KcJtfs73Enj177AyPCUGXXnppkW6Tnp6umJgYpaWlKTo6utRrxKmlbD1oj7baduCwQoMC9UTXON3Rvj6zOQCAUv389qo1O+YJG5UqnfoonZycHPt19IsFZ5k8/dHcjXp55irlu9yqW6mcxvZJVOvaMU6XBgDwA14Tdlwulx566CF16NBBrVq1Ou06n+HDh5dpbTi1A5m5enTyYs1etduOu7WuoRG3tlZ0eIjTpQEA/ITXtLEeeOABzZw5U3PnzlXt2rWLNbNTp04d2lgOWLR5vwaMT9aOtGyFBgfqmetaqO+FdWlbAQDOyO/aWP3799fXX3+tX3755bRBxwgLC7NfcI7L5db7v2zQ69+tVoHLrQaVIzWmT4Ja1qRtBQAoex4ddsyk04ABAzR16lT99NNPatCggdMl4Qz2HcrR4M8W6+c1e+z4xrY19eLNrVU+zKP/qAEAfJhHfwKZw87Hjx+vL7/80u61s2vXLnu5mdaKiIhwujwc588N+zRwYrJS03MUFhyo525sqdvOr0PbCgDgKI9es3OqD8mPP/5Yd955Z5Hug0PPS59pVb0zZ53e+mGNXG6pUZVIvdP3PDWrHuV0aQAAL+U3a3Y8OIfhf/Zk5OihScn6bd0+O741sbaev6mlyoV69B8tAIAf4RMJZ+23dXs1aGKK9h7KUURIkJ6/qZW6n3f6BeQAAJQ1wg7Oqm01cvZajf5xrczkW7NqUfZoqybVaFsBADwPYQfFkpqerUETkzVvw3477tWujp69vqUiQoOcLg0AgJMi7KDIzOHkgyelaF9mriJDg/TSLa11Y9taTpcFAMBpEXZwRvkFLr3x/Rq9+9N6O25eI1pj+ySoYZXyTpcGAMAZEXZwWjsOHtbACclauPmAHd9+UV091a2FwkNoWwEAvANhB6f046pUuxvywaw8RYUF2xN4XtemptNlAQBQLIQdnCCvwKXXvl2tD37ZYMeta8XYo63qxUY6XRoAAMVG2MExtu7P0oAJyUrZetCO72xfX8O6xiksmLYVAMA7EXZwxLfLd2nI5MVKz85XdHiwXu0er2taVXe6LAAAzglhB8rJL9DLM1fp49822XF8nQoa0ztBdSqVc7o0AADOGWHHz23Zl6V+45O0dHuaHf/9kgYacnWcQoMDnS4NAIASQdjxY98s3anHpyxRRk6+KpQL0Rs94tWpeTWnywIAoEQRdvxQdl6BXpyxUv+et9mOz69XUaN6J6hmhQinSwMAoMQRdvzMxr2Z6jcuSSt2ptvxA5c30uCrmiokiLYVAMA3EXb8yJcp2/XEF0uVmVugSpGhevO2eF3erKrTZQEAUKoIO37StvrH9OWauGCrHV/QoJJG9UpQ9Zhwp0sDAKDUEXZ83LrdGeo3LlmrUzMUECANuKKxBnZqomDaVgAAP0HY8WGfL9qmp6Yt0+G8AlUuH6a3e7ZVxyaVnS4LAIAyRdjxQVm5+Xrmy+WasmibHbdvFKu3e7VV1SjaVgAA/0PY8TGrd2XYTQLX7T6kwADpoc5N1e+KxgoyAwAA/BBhx0e43W59tnCrndHJyXepalSY3TvnooaxTpcGAICjCDs+4FBOvp6aulTTUnbY8aVNq9jDys06HQAA/B1hx8ut2JGu/uOTtGFvpm1VPdKlqe6/tJECaVsBAGARdry4bTXuzy167usVys13qUZMuG1btatfyenSAADwKIQdL5SenadhXyzVjCU77fjKuKr2JJ4VI0OdLg0AAI9D2PEyS7el2aOttuzPUnBggB6/Jk5/69iAthUAAKdA2PGittWnv2/SS9+sUm6BS7UqRGh0nwQl1q3odGkAAHg0wo4XSMvK02OfL9a3y1PtuEuLanqte7xiyoU4XRoAAB6PsOPhkrcc0IAJydp24LBCggL0RNfmurN9fQWYE10BAIAzIux4cNvqo7kb9fLMVcp3uVW3UjmN6ZOgNrUrOF0aAABehbDjgQ5k5urRyYs1e9VuO+7aurpevrWNosNpWwEAUFyEHQ+zaPN+DRifrB1p2QoNDtTT17XQ7RfWpW0FAMBZIux4CJfLrfd/2aDXv1utApdbDSpH2rZVy5oxTpcGAIBXI+x4gH2HcjT4s8X6ec0eO74hvqZeuqW1yofx9gAAcK74NHXYnxv2aeDEZKWm5ygsOFDDb2ipnu3q0LYCAKCEEHYcYlpV78xZp7d+WCOXW2pUJVJj+yYqrnq006UBAOBTCDsO2JORo4cnpWjuur12fEtiLT1/YytF0rYCAKDE8elaxn5bt1eDJqZo76EcRYQE6bkbW6rH+XWcLgsAAJ9F2CnDttXI2Ws1+se1crulptXKa2yfRDWpFuV0aQAA+DTCThlITc/WoInJmrdhvx33PL+O/nFDS0WEBjldGgAAPo+wU8rM4eSDJ6VoX2auyoUG6aWbW+umhFpOlwUAgN8g7JSS/AKX3vx+jd75ab0dN68RrbF9EtSwSnmnSwMAwK8QdkrBzrTDGjghWQs2HbDjvhfWtad9CA+hbQUAQFkj7JSwH1el6pHPFutAVp7dAfnlW1vrujY1nS4LAAC/RdgpIXkFLr327Wp98MsGO25Vy7StElUvNtLp0gAA8GuEnRKw7UCWBkxIVvKWg3Z8Z/v6GtY1TmHBtK0AAHAaYeccfbd8lx6dvFjp2fmKCg/Wa93b6JpWNZwuCwAA/A9h5yzl5rs0YuZKffzbJjuOr1NBY3onqE6lck6XBgAAjkLYOQtb9mWp/4QkLdmWZsf3dGygx66JU2hwoNOlAQCA4xB2iumbpTv1+JQlysjJV0xEiN7oEa/OLao5XRYAADgFwk4RZecV6MUZK/XveZvt+Lx6FTWqd4JqVYhwujQAAHAahJ0i2Lg3U/3HJ2n5jnQ7vv+yRnqkS1OFBNG2AgDA0xF2zmD64h0a9vkSZeYWqFJkqN64LV5XNKvqdFkAAKCICDunaVsN/2qFJszfYscX1K9k21bVY8KdLg0AABQDYeck1u0+ZNtWq3ZlKCBA6n9FYw3q1ETBtK0AAPA6hJ3jfJG0TU9NW6as3AJVLh+qt3smqGOTyk6XBQAAzhJh53+ycvP17JfLNXnRNjtu3yhWb/dsq6rRtK0AAPBmhB1Ja1Iz1G9cktbuPqTAAGlQp6bqf2VjBZkBAADwan4ddtxutyYv3KZnpi9Tdp5LVaPCNLJXgi5uFOt0aQAAoIT4bdjJzMm3a3OmJm+340uaVNZbPduqcvkwp0sDAAAlyC/Dzsqd6bZttWFvpm1VDb6qqR64rJECaVsBAOBzvOJY6rFjx6p+/foKDw/XhRdeqPnz559122rcn5t149jfbNCpHh2uifdepH5XNCboAADgozw+7EyaNEmDBw/Ws88+q6SkJMXHx+vqq6/W7t27i3U/Gdl5GjAhWU9OXabcfJeuaFZF3wy6RO3qVyq12gEAgPMC3Ga6w4OZmZx27dppzJgxduxyuVSnTh0NGDBAQ4cOPePt09PTFRMTo/bPfaXtmQEKDgzQY9c00z0dGzKbAwCAhyr8/E5LS1N0dLTvzuzk5uZq0aJF6ty585HLAgMD7fiPP/4o1n1t3X/YnqF80n0X695LWZ8DAIC/8OgFynv37lVBQYGqVat2zOVmvGrVqpPeJicnx34VMonQaF+3nF7t3UYVygXZtAgAADxX4Wd1STSgPDrsnI0RI0Zo+PDhJ1w+afB1mjTYkZIAAMBZ2rdvn21n+WzYqVy5soKCgpSamnrM5WZcvXr1k95m2LBhdkFzoYMHD6pevXrasmXLOb9YOPeUbtZbbd269Zz7rzg3vBeehffDc/BeeA7Tmalbt64qVTr3A4k8OuyEhobqvPPO0+zZs3XTTTcdWaBsxv379z/pbcLCwuzX8UzQ4Q+uZzDvA++FZ+C98Cy8H56D98JzmLW6Ph12DDNLc8cdd+j888/XBRdcoLfffluZmZm66667nC4NAAB4AY8POz179tSePXv0zDPPaNeuXWrbtq1mzZp1wqJlAAAArww7hmlZnaptdSampWU2JDxZawtli/fCc/BeeBbeD8/Be+Gb74XHbyoIAADgs5sKAgAAnCvCDgAA8GmEHQAA4NMIOwAAwKf5dNgZO3as6tevr/DwcHv29Pnz5ztdkl8yp/AwZ66PiopS1apV7QaRq1evdrosSHr55ZcVEBCghx56yOlS/NL27dt1++23KzY2VhEREWrdurUWLlzodFl+x5yD8emnn1aDBg3s+9CoUSM9//zzJXJOJpzZL7/8ouuvv141a9a0/x5NmzbtmJ+b98FsP1OjRg37/piTga9du1bF4bNhZ9KkSXZDQnPYWlJSkuLj43X11Vdr9+7dTpfmd37++Wf169dP8+bN0/fff6+8vDx16dLFbg4J5yxYsEDvv/++2rRp43QpfunAgQPq0KGDQkJCNHPmTK1YsUJvvPGGKlas6HRpfueVV17Ru+++qzFjxmjlypV2/Oqrr2r06NFOl+YXMjMz7We0maA4GfNejBo1Su+9957+/PNPRUZG2s/z7Ozsoj+I20ddcMEF7n79+h0ZFxQUuGvWrOkeMWKEo3XB7d69e7f5dcn9888/O12K38rIyHA3adLE/f3337svu+wy96BBg5wuye88/vjj7o4dOzpdBtxud7du3dx33333MZfdcsst7r59+zpWk7+S5J46deqRscvlclevXt392muvHbns4MGD7rCwMPeECROKfL8+ObOTm5urRYsW2amuo8+tYcZ//PGHo7Xhvyd3M0ri5G44O2amrVu3bsf8HUHZmj59uj0NTo8ePWx7NyEhQR9++KHTZfml9u3b23Murlmzxo4XL16suXPn6tprr3W6NL+3ceNGe/aEo/+tMue6NEtTivN57hU7KBfX3r17bQ/2+FNKmPGqVascqwv/PZGrWR9ipu9btWrldDl+aeLEiba1a9pYcM6GDRts68S025944gn7fgwcONCeANmcDxBlZ+jQofZs53FxcQoKCrKfHy+++KL69u3rdGl+b9euXfb/J/s8L/yZ34YdePaMwrJly+xvTSh7W7du1aBBg+zaKbNwH84GfzOz89JLL9mxmdkxfzfMugTCTtn67LPPNG7cOI0fP14tW7ZUSkqK/aXMLJjlvfANPtnGqly5sk3nqampx1xuxtWrV3esLn9nzm/29ddfa86cOapdu7bT5fgl0941i/QTExMVHBxsv8wCcrP4z3xvfqNF2TBHlrRo0eKYy5o3b64tW7Y4VpO/GjJkiJ3d6dWrlz0i7i9/+YsefvhheyQpnFX4mX2un+c+GXbMNPB5551ne7BH/xZlxhdffLGjtfkjs+bMBJ2pU6fqxx9/tId3whmdOnXS0qVL7W+uhV9mdsFM15vvzS8JKBumlXv8FgxmzUi9evUcq8lfZWVl2XWdRzN/F8znBpxlPi9MqDn689y0HM1RWcX5PPfZNpbpg5vpR/MP+QUXXKC3337bHt521113OV2aX7auzPTwl19+affaKeyzmkVmZs8ElB3z+h+/Vsocxmn2eWENVdkyMwdmYaxpY9122212H7APPvjAfqFsmT1ezBqdunXr2jZWcnKy3nzzTd19991Ol+YXDh06pHXr1h2zKNn88mUOYjHviWkpvvDCC2rSpIkNP2ZPJNNiNHu2FZnbh40ePdpdt25dd2hoqD0Ufd68eU6X5JfMH7OTfX388cdOlwa3m0PPHfTVV1+5W7VqZQ+jjYuLc3/wwQdOl+SX0tPT7d8B83kRHh7ubtiwofvJJ5905+TkOF2aX5gzZ85JPyPuuOOOI4efP/300+5q1arZvyudOnVyr169uliPEWD+UzpZDQAAwHk+uWYHAACgEGEHAAD4NMIOAADwaYQdAADg0wg7AADApxF2AACATyPsAAAAn0bYAeAz6tevb3dLB4CjEXYAlIidO3eqT58+atq0qT3PkNni3WkBAQGaNm2a02UAcBhhB0CJyMnJUZUqVfTUU08pPj7e6XIA4AjCDoAiMSeoNCffO/5M0DfeeKM9YaJpIY0cOVJ//etf7Ulei+O7775TeHi4Dh48eMzlgwYN0pVXXnlk/Pnnn9sTNYaFhdnHe+ONN055n+bnxs0332xneArH69evtzVXq1ZN5cuXV7t27fTDDz+cMEvVrVs3e6Jac+JBcyLb41tkptZ77rnHBrzo6Ghb5+LFi4v1vAGUDcIOgCLp0aOH9u3bpzlz5hy5bP/+/Zo1a5b69u17TvfdqVMnVahQwYaZQgUFBZo0adKR+160aJE9O3ivXr20dOlS/eMf/7BnP/7kk09Oep8LFiyw///4449teCkcmzMsd+3aVbNnz7Znt77mmmvsWa+3bNly5LYmsO3YsUM//fSTrckEvd27d5/wepjLZs6caWtLTEy0z8O8JgA8TOmcwxSAL7rxxhvdd99995Hx+++/765Zs6a7oKDgnM+kbq5/5ZVXHhl/++239gzHBw4csOM+ffq4r7rqqmNuM2TIEHeLFi2OjOvVq+d+6623jozNP3FTp04942O3bNnSPXr0aPv9ypUr7e0WLFhw5Odr1661lxXe96+//uqOjo52Z2dnH3M/jRo1sq8JAM/CzA6AIjOzLGamw6zPMcaNG2dnWsyC5JK4bzOTYmZUCu/btJLMjI+xcuVKdejQ4ZjbmPHatWvtLFBRmZmdRx99VM2bN7f3bVpZ5r4LZ3ZWr16t4OBgO1NTqHHjxqpYseKRsWlXmfuJjY21ty/82rhxo22TAfAswU4XAMB7mHaPmTCZMWOGXevy66+/6q233iqR+zb316hRI02cOFEPPPCApk6desoW1bkwQef777/X66+/bkOMWZfTvXt35ebmFvk+TNCpUaOGDWfHKwxnADwHYQdAkZlFxLfccouddVm3bp2aNWt2zAxISczumPuuXbu2nS0yMzuFzEzMb7/9dsz1zdgc6h4UFHTS+wsJCTlh1sfc5s4777QLlwuDy6ZNm4783Dyn/Px8u57nvPPOs5eZ53rgwIEj1zHPedeuXXYGqHDhMwDPRRsLQLEDiZnZ+de//nXCwuSUlBT7ZQLEnj177PcrVqwo1n0nJSXpxRdftLMt5qirQo888ohdVPz8889rzZo1+vTTTzVmzBg7U3MqJoiY25hgUhhWmjRpoi+++MLWZtpRZm+go48wi4uLU+fOnXXvvfdq/vz5NvSY780MkDmqyzA/v/jii3XTTTfZI8lMWPr999/15JNPauHChcV6PQGUAacXDQHwLmYxco0aNeyC3fXr1x/zM3PZ8V9m0XBxXHDBBfZ2P/744wk/mzJlil2QHBIS4q5bt677tddeO+bnxy9Qnj59urtx48bu4ODgI3Vs3LjRfcUVV7gjIiLcderUcY8ZM+aEBdU7duxwX3vttXaBtLnd+PHj3VWrVnW/9957R66Tnp7uHjBggF2gbeox99W3b1/3li1bivV8AZS+APOfsghVAOCttm3bpjp16tj9eMzh5QC8C2EHAI7z448/2lZc69at7R49jz32mLZv327bZ2YdEADvwgJlAGXCHJp9KmZjvksuuUSeIi8vT0888YQ2bNigqKgotW/f3i6cJugA3omZHQBlwhzRdCq1atWyC4ABoDQQdgAAgE/j0HMAAODTCDsAAMCnEXYAAIBPI+wAAACfRtgBAAA+jbADAAB8GmEHAAD4NMIOAACQL/v/6xPB5nZ+NmoAAAAASUVORK5CYII=", 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", + "image/png": 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", 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" ] @@ -239,7 +220,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -300,7 +281,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -365,7 +346,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -446,7 +427,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -460,7 +441,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/03-example_repeat_scans.ipynb b/demo_notebooks/03-example_repeat_scans.ipynb index 299ca420..63858b5d 100644 --- a/demo_notebooks/03-example_repeat_scans.ipynb +++ b/demo_notebooks/03-example_repeat_scans.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import matplotlib.pyplot as plt\n", @@ -158,7 +139,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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//eYMGTLEqV27tlOhQgXzvIGm5uoqt9dff72Z6l2jRg0z7XvDhg2FpvLqlPZ7773XTMHV8+p7nvT7te6HDh065bnSOhbnvGs9+vTpY+qmq9rq6rK6Qm3B83+qMnUqucef/vQnp3Xr1uZ1iImJcc455xzn4Ycf9k5HD/TanXvuueb86ZTeV155xbsyb8FzrfWoWbOmeV26du0acIr0qepa8LXRqd133nmnmV6sx6/nTqdYF+X3pl97ptoH2gKtCn26x15QUavwqvfee89p3769OUf16tUzU+GLOvfBLhOI0H+KjjkAyhMdcKljVPQTMgDYgCADwNs1p906P//8c5Er6QJAqCHIIOzpFOHfW3hM1x8BANiHIIOw5xnAeir8GgCAnVwNMrow0pgxY8xUPJ1does/6Ej131sJEigOnS3iWQvkVFO9AQD2cTXI6PTJDRs2mHUNdI0GnRb4yiuvmDceXUgLAAAgJIOMjlnQNTD0Oiq+i1LpGhe65HlJL9IGAADKD9cWxNPVSXVRKM9VYD10ESfPYmYF6cXXfC/Apsts62Jcej2O0lp2HQAABJe2oejwEu2NKXh9u5IU5ppu3bqZBZx27dplFul65513nMjISKdFixYBH//kk0+ecsEsNjY2NjY2NrFmK2qh0+JwdYzM9u3bZejQoeb6MLpMeocOHcxF1HQpdr1I4O+1yOi0Wl1G/LImf5HoyOBdsyS/WtEXCrRJ5LH/XdfHVqn9w2R9E9d+60pRmDSCZtcOhxdDpHaL/WK7qMjgXSG+LDWp9r8rsNuqccXgHkN21kn5+xX/Mdd800usWHutJb0ezNKlS811dDIzM81l53UAcMHrzfhekyPQRdY0xERHBTHIBLHsshQZZf87T1Ssf1ektcLhvdP+HycjMi4cXgyR6Mr2/50KlyBTofL/rp5uq9hKMWXyPKUxLCQkrn6tF4LTEHPo0CFZsGCBDBgwwO0qAQAAC7jaIqOhRXu2zj33XNm2bZuMGjXKXDHV94q4AAAAIdkio2Nc9BLzGl70QnUXXXSRCTcxMWXTpAUAAOzmaovMjTfeaDYAAABrx8gAAACUBEEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLWiJQycrFdVnOi4oJUflZUj4eDXq+qI7WKyJCxkNssX21XfFB6fg05WiZBwsHd3DbFdUsdVEg5+PlZbbPdZatuglp93LFtEviiVssLjLxEAACiXCDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1nI1yOTl5cmYMWOkadOmUrFiRWnWrJmMHTtWHMdxs1oAAMAS0W4++fPPPy+TJk2St956S9q0aSMpKSkyZMgQiY+Pl+HDh7tZNQAAYAFXg8yKFStkwIAB0q9fP3O7SZMm8t5778l3333nZrUAAIAlXO1a6t69u3z11VeyZcsWc/uHH36Qb775Rvr27Rvw8dnZ2ZKZmem3AQCA8svVFplHHnnEhJGWLVtKVFSUGTMzbtw4SUpKCvj45ORkefrpp8u8ngAAIDS52iLz/vvvy8yZM2XWrFmydu1aM1bmpZdeMv8HMnr0aMnIyPBuaWlpZV5nAAAQOlxtkRk1apRplRk0aJC53a5dO9m5c6dpeRk8eHChx8fGxpoNAADA9RaZY8eOSWSkfxW0iyk/P9+1OgEAAHu42iLTv39/MyamUaNGZvr1unXr5OWXX5ahQ4e6WS0AAGAJV4PMa6+9ZhbE++tf/yrp6emSkJAgd911lzzxxBNuVgsAAFjC1SBTtWpVmTBhgtkAAACKi2stAQAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFgrWsJAzM59Eh0ZG7Ty9/VpLOGg0n5HbFft5+MSDnLjKontjlyaJeEgcmtlCQfRlXPEdvN3tZJwsPqCD8R2X9WLCmr5WUfy5NpSKosWGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1XA0yTZo0kYiIiELbsGHD3KwWAACwRLSbT7569WrJy8vz3t6wYYNcccUVMnDgQDerBQAALOFqkKlTp47f7fHjx0uzZs3k0ksvda1OAADAHq4GGV85OTny7rvvysiRI033UiDZ2dlm88jMzCzDGgIAgFATMoN9P/74Yzl8+LDccccdRT4mOTlZ4uPjvVtiYmKZ1hEAAISWkAky06ZNk759+0pCQkKRjxk9erRkZGR4t7S0tDKtIwAACC0h0bW0c+dO+fLLL+Wjjz465eNiY2PNBgAAEDItMtOnT5e6detKv3793K4KAACwiOtBJj8/3wSZwYMHS3R0SDQQAQAAS7geZLRLKTU1VYYOHep2VQAAgGVcbwLp06ePOI7jdjUAAICFXG+RAQAAKCmCDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrRUs4iIsTiYoNWvHxO7IlHByvXUFsd7xu8F7nsuREifWiNlWWsBAhYcFx7D+Qo8fD4/e767obxHa9z9oS1PKzj54Uka2lUhYtMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABruR5kdu3aJbfeeqvUqlVLKlasKO3atZOUlBS3qwUAACwQ7eaTHzp0SHr06CE9e/aUefPmSZ06dWTr1q1So0YNN6sFAAAs4WqQef755yUxMVGmT5/u3de0aVM3qwQAACziatfSp59+Kp06dZKBAwdK3bp15YILLpA33nijyMdnZ2dLZmam3wYAAMovV4PMzz//LJMmTZLmzZvLggUL5O6775bhw4fLW2+9FfDxycnJEh8f7920NQcAAJRfEY7jOG49eYUKFUyLzIoVK7z7NMisXr1aVq5cGbBFRjcPbZHRMHP52SMkOio2aPXMaVhdwsHx2hXEdpG5rv24lqqDraLEdnnB+5UrWxESFnJbHBPbRcfkSTioVvGE2K73WVuCWn720ZMyocenkpGRIdWqVbO3RaZBgwbSunVrv32tWrWS1NTUgI+PjY01B+y7AQCA8svVIKMzljZv3uy3b8uWLdK4cWPX6gQAAOzhapC5//77ZdWqVfLcc8/Jtm3bZNasWTJ16lQZNmyYm9UCAACWcDXIdO7cWebOnSvvvfeetG3bVsaOHSsTJkyQpKQkN6sFAAAs4eo6MuoPf/iD2QAAAKy7RAEAAEBJEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWCtawoATGy1OVPAOJebAMQkLjlhv3wVxEg4i8sV60VkSFvK6HpFw0LrOPrFd7bijEg4aVzwotutSeXtQyz8meTKhlMqiRQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLVeDzFNPPSURERF+W8uWLd2sEgAAsEi02xVo06aNfPnll97b0dGuVwkAAFjC9dSgwaV+/fpuVwMAAFjI9TEyW7dulYSEBDn77LMlKSlJUlNTi3xsdna2ZGZm+m0AAKD8cjXIdO3aVWbMmCHz58+XSZMmyY4dO+Tiiy+WI0eOBHx8cnKyxMfHe7fExMQyrzMAALA8yGirieM4hfbrvlO1qBTUt29fGThwoJx33nly5ZVXyr///W85fPiwvP/++wEfP3r0aMnIyPBuaWlpJak+AAAoz2NkmjZtKnv27JG6dev67T948KC5Ly8vr0SVqV69urRo0UK2bdsW8P7Y2FizAQAAlLhFRltedKp0QUePHpW4uLgSn1n9/u3bt0uDBg14dQAAQOm2yIwcOdL8ryFmzJgxUqlSJe992grz7bffyvnnn3/a5T344IPSv39/ady4sezevVuefPJJiYqKkptvvrk41QIAAOVUsYLMunXrvC0y69evlwoVKnjv06/bt29vwsnp+vXXX01oOXDggNSpU0cuuugiWbVqlfkaAACgVIPM4sWLzf9DhgyRV199VapVqyZnYvbs2Wf0/QAAoHwr0WDf6dOnl35NAAAAympl35SUFDNNWqdb5+Tk+N330UcflbRYAACA4M5a0i6h7t27y8aNG2Xu3Lly8uRJ+fHHH2XRokVmoToAAICQDTLPPfecvPLKK/LZZ5+ZQb46XmbTpk1y4403SqNGjUq/lgAAAKUVZHStl379+pmvNchkZWWZKdn333+/TJ06tSRFAgAAlE2QqVGjhvd6SGeddZZs2LDBfK2XFzh27FhJigQAACibwb6XXHKJLFy4UNq1a2eulTRixAgzPkb39e7duyRFAgAAlE2QmThxopw4ccJ8/dhjj0lMTIysWLFCrr/+enn88cdLUiQAAEDZBJmaNWt6v46MjJRHHnmkJMUAAACU/RgZz4BfbX3RSwykp6ebffPmzTPTsAEAAEI2yCxdutSMj9GLROrid3rVavXDDz+YCz8CAACEbJDRrqRnn33WDO71vXBkr169zEUfAQAAQjbI6JWvr7322kL769atK/v37y+NegEAAAQnyFSvXl327NlTaP+6devMujIAAAAhO2tp0KBB8vDDD8sHH3xgVvTNz8+X5cuXy4MPPii33367lLX8ShUkPzo2aOXnVYyRcHC8zv+6AW114n8T5qwWv90R2+27JFfCQcTx8Pj9/i2rqtguOjJfwkHq0Rpiu26Vtwa1/EjJd/9aSy1btpTExEQz0Ld169ZmkTy9kCTryAAAgJBukdEBvm+88YaMGTPGXJ5Aw8wFF1wgzZs3L/0aAgAAlGaQ8dArXWurjNIuJgAAACsWxJs2bZq0bdtW4uLizKZf//Of/yzd2gEAAJR2i8wTTzwhL7/8stx7773SrVs3s2/lypVy//33S2pqqjzzzDMlKRYAACD4QWbSpElmjIxensDjj3/8o5x33nkm3BBkAABAyHYtnTx5Ujp16lRof8eOHSU3NzymZAIAgDANMrfddptplSlo6tSpkpSUVBr1AgAACN6sJR3s+5///EcuvPBCc1svIKnjY3RBvJEjR3ofp2NpAAAAQibI6NoxHTp0MF9v377d/F+7dm2z6X0eTMkGAAAhF2QWL15c+jUBAAAoq3Vk1LZt22TBggVy/Phxc9tx7L9+DAAACPMgc+DAAendu7e0aNFCrr76au+VsO+880554IEHSruOAAAApRdkdOG7mJgYM7i3UqVK3v033XSTzJ8/vyRFAgAAlM0YGZ2tpF1KDRs29NuvF43cuXNnSYoEAAAomxaZrKwsv5YYj4MHD0psbGxJipTx48ebWU733Xdfib4fAACUPyUKMhdffLG8/fbb3tsaQPLz8+WFF16Qnj17Fru81atXy5QpU8wlDgAAAILatfTiiy9Kr169JCUlRXJycuShhx6SH3/80bTILF++vFhlHT161KwGrNduevbZZ0tSHQAAUE5FluQ6S8OHD5fPPvtMLrroIhkwYIDparruuutk3bp10qxZs2KVN2zYMOnXr59cfvnlv/vY7OxsyczM9NsAAED5VewWGZ2t9N///ldq1Kghjz322Bk9+ezZs2Xt2rWma+l0JCcny9NPP31GzwkAAMr5GJlbb73VXGvpTKSlpcmIESNk5syZEhcXd1rfM3r0aMnIyPBuWgYAACi/SjRGJjc3V95880358ssvpWPHjlK5cmW/+0/nQpFr1qyR9PR07zWbVF5enixbtkwmTpxoupGioqL8vkdnRJV0VhQAAAg/Z3zRyC1btvjdd7oXitSVgdevX++3b8iQIdKyZUt5+OGHC4UYAACAkLloZNWqVaVt27Z++7Rlp1atWoX2AwAAlPpFIwEAAKxrkQmWJUuWuF0FAABgEVpkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKwVLWEgasdeiYqsELTyT3ZoKuEgMs8R21XeI2Ehp1qE2M7Js/8YVNWqJyQcpKfHi+0OHK4i4eCcBuliu03ZCUEt/0ROrohsKZWyaJEBAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWMvVIDNp0iQ577zzpFq1ambr1q2bzJs3z80qAQAAi7gaZBo2bCjjx4+XNWvWSEpKivTq1UsGDBggP/74o5vVAgAAloh288n79+/vd3vcuHGmlWbVqlXSpk0b1+oFAADs4GqQ8ZWXlycffPCBZGVlmS6mQLKzs83mkZmZWYY1BAAAocb1wb7r16+XKlWqSGxsrPzlL3+RuXPnSuvWrQM+Njk5WeLj471bYmJimdcXAACEDteDzLnnnivff/+9fPvtt3L33XfL4MGD5aeffgr42NGjR0tGRoZ3S0tLK/P6AgCA0OF611KFChXknHPOMV937NhRVq9eLa+++qpMmTKl0GO11UY3AACAkGiRKSg/P99vHAwAAEBItshoV1Hfvn2lUaNGcuTIEZk1a5YsWbJEFixY4Ga1AACAJVwNMunp6XL77bfLnj17zOBdXRxPQ8wVV1zhZrUAAIAlXA0y06ZNc/PpAQCA5UJujAwAAMDpIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsFa0hIHcgwdFImKCVn7cL9UlHFSoVlFsd6xuNQkHUTlivahj4fE5KHNfZQkH55y9V2x3eb1NEg62H6srtkuIORTU8o9F55VaWeHxlwgAAJRLBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAa7kaZJKTk6Vz585StWpVqVu3rlxzzTWyefNmN6sEAAAs4mqQWbp0qQwbNkxWrVolCxculJMnT0qfPn0kKyvLzWoBAABLRLv55PPnz/e7PWPGDNMys2bNGrnkkktcqxcAALCDq0GmoIyMDPN/zZo1A96fnZ1tNo/MzMwyqxsAAAg9ITPYNz8/X+677z7p0aOHtG3btsgxNfHx8d4tMTGxzOsJAABCR8gEGR0rs2HDBpk9e3aRjxk9erRptfFsaWlpZVpHAAAQWkKia+mee+6Rzz//XJYtWyYNGzYs8nGxsbFmAwAAcD3IOI4j9957r8ydO1eWLFkiTZs25VUBAAB2BBntTpo1a5Z88sknZi2ZvXv3mv06/qVixYpuVg0AAFjA1TEykyZNMmNdLrvsMmnQoIF3mzNnjpvVAgAAlnC9awkAAMD6WUsAAADFRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYK1oCQORlSpKZESFoJV/qFMdCQdVfs0W2zkREhayEsR6kdnh8WLkxzsSDrb/Ul9sl5cfHp+tY6LyxHa/VYkPavnHc3NLrazw+KkBAADlEkEGAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFquBplly5ZJ//79JSEhQSIiIuTjjz92szoAAMAyrgaZrKwsad++vbz++utuVgMAAFgq2s0n79u3r9kAAABKgjEyAADAWq62yBRXdna22TwyMzNdrQ8AAHCXVS0yycnJEh8f790SExPdrhIAAHCRVUFm9OjRkpGR4d3S0tLcrhIAAHCRVV1LsbGxZgMAAHA9yBw9elS2bdvmvb1jxw75/vvvpWbNmtKoUSM3qwYAACzgapBJSUmRnj17em+PHDnS/D948GCZMWOGizUDAAA2cDXIXHbZZeI4jptVAAAAFrNqsC8AAIAvggwAALAWQQYAAFiLIAMAAKxFkAEAANYiyAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAa0VLGIhIPEsiomKDVn6NpTslHGS3ShDbRZ9wJBzUS8kT2+29MCz+fEhEdL6Eg7PqHRLbxUTZ/3uhqsTkiO0O5lYJavknck+WWlm0yAAAAGsRZAAAgLUIMgAAwFoEGQAAYC2CDAAAsBZBBgAAWIsgAwAArEWQAQAA1iLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADAACsFRJB5vXXX5cmTZpIXFycdO3aVb777ju3qwQAACzgepCZM2eOjBw5Up588klZu3attG/fXq688kpJT093u2oAACDEuR5kXn75Zfm///s/GTJkiLRu3VomT54slSpVkjfffNPtqgEAgBDnapDJycmRNWvWyOWXX/6/CkVGmtsrV650s2oAAMAC0W4++f79+yUvL0/q1avnt19vb9q0qdDjs7OzzeaRkZFh/s/N+9++YIjIz5FwkJt7QmyXl5Mv4SD3ZJ7YLv+Eq38+Sk3+Mft/L1RuVnD/DpaF3OiTEg5Oxth/HCeignsM2Vm55n/Hcc64LKv+EiUnJ8vTTz9daP/SbRNdqY919rhdAYSVf7tdAfhKdbsCCCtflNHzHDhwQOLj4+0NMrVr15aoqCj57bff/Pbr7fr16xd6/OjRo83AYI/Dhw9L48aNJTU19YxPBM5MZmamJCYmSlpamlSrVs3t6pR7vB6hg9cidPBahA7tUWnUqJHUrFnzjMtyNchUqFBBOnbsKF999ZVcc801Zl9+fr65fc899xR6fGxsrNkK0hDDD2Vo0NeB1yJ08HqEDl6L0MFrETp0XKz1XUvawjJ48GDp1KmTdOnSRSZMmCBZWVlmFhMAAEBIB5mbbrpJ9u3bJ0888YTs3btXzj//fJk/f36hAcAAAAAhF2SUdiMF6kr6PdrNpAvpBepuQtnitQgtvB6hg9cidPBahOdrEeGUxtwnAACA8riyLwAAQEkRZAAAgLUIMgAAwFoEGQAAYC2rg8zrr78uTZo0kbi4OOnatat89913blep3NHLRnTu3FmqVq0qdevWNQsbbt682e1qQUTGjx8vERERct9997ldlXJp165dcuutt0qtWrWkYsWK0q5dO0lJSXG7WuWSXtNvzJgx0rRpU/NaNGvWTMaOHVsq1/nBqS1btkz69+8vCQkJ5u/Rxx9/7He/vga6/EqDBg3Ma6MXjd66dauUiyAzZ84cs5ieTt9au3attG/fXq688kpJT093u2rlytKlS2XYsGGyatUqWbhwoZw8eVL69OljFjWEe1avXi1TpkyR8847z+2qlEuHDh2SHj16SExMjMybN09++ukn+dvf/iY1atRwu2rl0vPPPy+TJk2SiRMnysaNG83tF154QV577TW3qxb2srKyzPuzNjwEoq/D3//+d5k8ebJ8++23UrlyZfNefuJEMS7m6liqS5cuzrBhw7y38/LynISEBCc5OdnVepV36enp+hHHWbp0qdtVKbeOHDniNG/e3Fm4cKFz6aWXOiNGjHC7SuXOww8/7Fx00UVuVwP/v379+jlDhw7123fdddc5SUlJrtWpPBIRZ+7cud7b+fn5Tv369Z0XX3zRu+/w4cNObGys89577512uVa2yOTk5MiaNWtME5Tv9Rr09sqVK12tW3mnFwJTpXEhMJSMtpD169fP7/cDZevTTz81l10ZOHCg6XK94IIL5I033nC7WuVW9+7dzTX8tmzZYm7/8MMP8s0330jfvn3drlq5tmPHDrOiv+/fKr12og4VKc57eUis7Ftc+/fvN32eBS9joLc3bdrkWr3KO73gp47H0Cb1tm3bul2dcmn27Nmmq1W7luCen3/+2XRlaPf3o48+al6P4cOHmwvl6rXlULYeeeQRc+Xrli1bSlRUlHn/GDdunCQlJbldtXJt79695v9A7+We+8I2yCB0WwI2bNhgPumg7KWlpcmIESPMWCUdAA93Q722yDz33HPmtrbI6O+GjgMgyJS9999/X2bOnCmzZs2SNm3ayPfff28+dOkAVF4P+1nZtVS7dm2Tqn/77Te//Xq7fv36rtWrPNNrZX3++eeyePFiadiwodvVKZe0u1UHu3fo0EGio6PNpoOxdSCdfq2fQlE2dAZG69at/fa1atVKUlNTXatTeTZq1CjTKjNo0CAze+y2226T+++/38y6hHs879dn+l5uZZDR5tmOHTuaPk/fT0B6u1u3bq7WrbzR8VsaYubOnSuLFi0y0xvhjt69e8v69evNp03Ppq0C2nyuX2v4R9nQ7tWCyxDo+IzGjRu7Vqfy7NixY2YcpS/9fdD3DbhH3y80sPi+l2sXoM5eKs57ubVdS9r3rE2C+oe6S5cuMmHCBDPNa8iQIW5Xrdx1J2lz7SeffGLWkvH0a+qALV0TAGVHz3/BsUk6lVHXMWHMUtnST/s6wFS7lm688UazxtXUqVPNhrKn65jomJhGjRqZrqV169bJyy+/LEOHDnW7amHv6NGjsm3bNr8BvvrBSieE6OuhXXzPPvusNG/e3AQbXe9Hu/x0TbLT5ljstddecxo1auRUqFDBTMdetWqV21Uqd/RHKNA2ffp0t6sGx2H6tYs+++wzp23btmYqacuWLZ2pU6e6XaVyKzMz0/we6PtFXFycc/bZZzuPPfaYk52d7XbVwt7ixYsDvkcMHjzYOwV7zJgxTr169czvSu/evZ3NmzcX6zki9J/g5DAAAIDgsnKMDAAAgCLIAAAAaxFkAACAtQgyAADAWgQZAABgLYIMAACwFkEGAABYiyADwApNmjQxK3gDgC+CDIDftWfPHrnlllukRYsW5po1uqy42yIiIuTjjz92uxoAXEaQAfC7srOzpU6dOvL4449L+/bt3a4OAHgRZACYixnqhdoKXg14wIAB5sJ62q3z6quvyu23324uCFoc//nPfyQuLk4OHz7st3/EiBHSq1cv7+1//etf5oJ+sbGx5vn+9re/FVmm3q+uvfZa0zLjub19+3ZT53r16kmVKlWkc+fO8uWXXxZqXerXr5+5qKlepE4velqw20rr+qc//cmEt2rVqpl6/vDDD8U6bgBlgyADQAYOHCgHDhyQxYsXe/cdPHhQ5s+fL0lJSWdUdu/evaV69eomqHjk5eXJnDlzvGWvWbPGXCV60KBBsn79ennqqafMVXBnzJgRsMzVq1eb/6dPn26Ciee2Xmn36quvlq+++spc4fiqq64yVz5OTU31fq+Gsd27d8uSJUtMnTTEpaenFzofum/evHmmbh06dDDHoecEQIgJzvUuAdhmwIABztChQ723p0yZ4iQkJDh5eXlnfEVtfXyvXr28txcsWGCudHvo0CFz+5ZbbnGuuOIKv+8ZNWqU07p1a+/txo0bO6+88or3tv75mjt37u8+d5s2bZzXXnvNfL1x40bzfatXr/bev3XrVrPPU/bXX3/tVKtWzTlx4oRfOc2aNTPnBEBooUUGgKGtI9pCoeNh1MyZM00LiQ7uLY2ytQVEW0I8ZWv3jrbUqI0bN0qPHj38vkdvb9261bTenC5tkXnwwQelVatWpmztXtKyPS0ymzdvlujoaNPC4nHOOedIjRo1vLe1C0nLqVWrlvl+z7Zjxw7TdQUgtES7XQEAoUG7YLSh44svvjBjS77++mt55ZVXSqVsLa9Zs2Yye/Zsufvuu2Xu3LlFdhudCQ0xCxculJdeeskEFB0Hc8MNN0hOTs5pl6EhpkGDBiZ4FeQJXgBCB0EGgKEDcq+77jrTWrJt2zY599xz/VouSqNVRstu2LChaeXRFhkPbUFZvny53+P1tk73joqKClheTExModYa/Z477rjDDAL2hJJffvnFe78eU25urhk/07FjR7NPj/XQoUPex+gx792717TceAYRAwhddC0B8Asb2iLz5ptvFhrk+/3335tNw8G+ffvM1z/99FOxyl67dq2MGzfOtJLo7CSPBx54wAzQHTt2rGzZskXeeustmThxomlhKYqGDP0eDR2eINK8eXP56KOPTN20i0jXvvGdidWyZUu5/PLL5c9//rN89913JtDo19pyo7OflN7frVs3ueaaa8yMKw1CK1askMcee0xSUlKKdT4BlAG3B+kACB06sLdBgwZm8Ov27dv97tN9BTcdgFscXbp0Md+3aNGiQvd9+OGHZnBvTEyM06hRI+fFF1/0u7/gYN9PP/3UOeecc5zo6GhvPXbs2OH07NnTqVixopOYmOhMnDix0ODk3bt3O3379jWDjfX7Zs2a5dStW9eZPHmy9zGZmZnOvffeawY7a320rKSkJCc1NbVYxwsg+CL0n7IITAAQin799VdJTEw0683oFGsAdiHIAChXFi1aZLrH2rVrZ9ageeihh2TXrl2mS0vH3QCwC4N9AZwxnZ5cFF1U7uKLL5ZQcfLkSXn00Ufl559/lqpVq0r37t3NIGRCDGAnWmQAnDGd+VOUs846ywymBYBgIMgAAABrMf0aAABYiyADAACsRZABAADWIsgAAABrEWQAAIC1CDIAAMBaBBkAAGAtggwAABBb/T+K4ERQmqXb2wAAAABJRU5ErkJggg==", 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" ] @@ -278,7 +259,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -298,7 +279,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -312,7 +293,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/04-example_average_scans.ipynb b/demo_notebooks/04-example_average_scans.ipynb index 2689f169..5c6fc87c 100644 --- a/demo_notebooks/04-example_average_scans.ipynb +++ b/demo_notebooks/04-example_average_scans.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import matplotlib.pyplot as plt\n", @@ -146,7 +127,7 @@ { "data": { "text/plain": [ - "-0.5913276804995428" + "0.01252099254731577" ] }, "execution_count": 4, @@ -190,7 +171,15 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 1/1 Complete\n" + ] + } + ], "source": [ "# Setup runinfo with scan0 as PropertyScan and scan1 as AverageScan\n", "runinfo = ps.RunInfo()\n", @@ -218,7 +207,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -252,7 +241,15 @@ }, "tags": [] }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 1/1 Complete\n" + ] + } + ], "source": [ "# Setup runinfo with scan0 and scan1 as PropertyScan and scan2 as AverageScan\n", "runinfo = ps.RunInfo()\n", @@ -281,7 +278,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -307,7 +304,15 @@ "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Scan 1/1 Complete\n" + ] + } + ], "source": [ "# Setup runinfo with scan0 as PropertyScan, scan1 as AverageScan, and scan2 as PropertyScan\n", "runinfo = ps.RunInfo()\n", @@ -328,7 +333,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -345,7 +350,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -359,7 +364,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/05-example_function_scans.ipynb b/demo_notebooks/05-example_function_scans.ipynb index a316e07c..a359bbe7 100644 --- a/demo_notebooks/05-example_function_scans.ipynb +++ b/demo_notebooks/05-example_function_scans.ipynb @@ -13,26 +13,7 @@ "metadata": { "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -175,7 +156,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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e9I8b+lB89+BW9wzV1NbRJ9vO0bvrT1FVTR35uOnppet7061DOqKXCQDsrryqVgRJ3+1PE/f5uPbv6QMo2PvPhZZbqqiiml5cdZR+OHRR3L8iJpAWTB9I4X7uVm83NA/Bkh0hWOIkdwO9u/4kLdx4xtwb9J87BpKfh0u7njcpq0QEXwdTjL1MD4/tSs9fE4uACQDsho9Dj315gE5mFhN3AD01sQc9Nr4bObejN4hPpd8fuEDz1hylsqpakZKwYPoAGhcbatW2Q/MQLNmRowdLJZU19OTyg/R7Ypa4/9CYGHrump5W61aurTPQos1n6F+/nhT3n7iyO825qodVnhsAoDmJ6UV02/92UnFFDYX4uNH7tw+gkV2Drfb8PDT3xPKDdPRCEbnqnOnTmUNpVDfrPT/Ic/5GnSWwUF1bR498sV8ESq56Z/r39Diae20vq46/83PxVdy863uL+//ZcJr+74/TVnt+AIDGpOWX0b1L9ohAaVAnf/r5idFWDZRYTIg3ff/ISJrcN5yqautEvqeUrwnqhWAJzLiT8eUfjtHW0znk6aqj5Q9eQTcOtN7Uy4buH92F5k7uKW6/89sp+t9m45AfAIC15ZdWiUApq7iSYsN86NOZwyjUxzY5RTzxZcHtA2hUtyAqraql+z7dI4b+QL0QLIEZJ2B/tTuFOH3oP7cPFFNmbe2hsV3padMQ3PxfTtCSbeds/poA4HjJ3A8s20tnskvFFP+l9w9td/5lSwKm/90zhPp39KP8smqa8cluulhQbtPXBNtBsATCb8cy6J9rE8XtF6/rTRN7h9nttf9yZXd6YkI3cfvVn47TuqMZdnttANA2non7l68P0oGUAhEgfXb/MLuVLfF209PSmcMoJsRLlF6555PdlFdaZZfXButCsASijtJflycQp/rffUUnun9UtN3b8NRVPei+kcbXff77w7gCAwCr4NSC3xMzyU3vTB/fO4S6h1m3WOHlBHq50ucPDBc9Wtyz9fAX+8UkF1AXBEsOLqOwQnRPl1fXijojr0zpI8s0fn7Nv1/bi+I6+lFheTU9uSIBBxQAaJe1R9Lpy90pojwAlz4ZGi1Pde0O/h70+QPDRNHLPefyaPHWs7K0A9oOwZKDJ3RzzaPMokrqEeZNC+8aRHqdfL8SPPuOD2jcdc0HlIUbk2RrCwCoW1ZxBb2w6oi4zbNvJ/UJl7U93UJ96OUpfcTtd387ScfrLZUCyodgyYF9uy9NzHzj7ulFdw8mX3fbJjy2ROcgL3ptmvGAsuD3U7QvOU/uJgGACi8E/77yiEis7hPpS3+Z0J2UgFcsuLp3mFg/86kVCWI5KFAHBEsOPPz22s/Hxe2nr+4haoMoBZcruGlgB+JROM6l4mE5AICW+nZ/mrFWnM6Z3rttgOi1VgJON5h/Uz8K9nYV1cPfMRXmBeVTxm8Q2P2qi7unuTBbXJQ/PTA6hpTm1Wl9KTrIky4UlIsrRBSaB4CWFp589UfjheCcq3tQbLh9E7ovJ8jbjd66ub+4/fG2c7QjKUfuJkELIFhyQGsSLtKGE1nkonOif93SX5GrY3Pe0vu3DyS9sxP9fCRdbAAAl1vT8tlvD4slmwZ3DqDZ8cq7EGRX9gqjO4Z1Eref+fYQes9VAMGSg8kurqRXfjwmbj8xoTv1sPM02tbgXi9OzGRv/JwoCssBADRl2c5k2nk2lzxcdPTurXGKvBCUvHhdL+oc5CnqL73+k7EnDJQLwZKDefmHo1RQVk29I3zp4XFdSekeHttVTLvlAwovvgsA0JjMogp6e50xB+jv1/ak6GAvUjIvNz29d1ucOcfqcBrWj1MyBEsO5NdjGbT2SIYY2nr7lv7kImOZgJbycNWJ+kuMgyXORwAAaIin43O9OF4g9+4rOpMaDO4cSDcO7CBuv/5TInIzFUz5Z0uwiuraOnrrlxPi9uwxMdS3gx+pxbX9wml4l0CqrKmj+WuNPwMAgCQxvUj0zrAXr+8tS2Hdtnp2Uiy5uzjTnuQ8cUELyoRgyUF8sy+VzuaUitL7j6pg+K0+PvC9ckMfUYWXE713nsmVu0kAoCBvrOVeGaLr+kfYZQFwa4r096AHTYnob6w9QZU1yM1UIgRLDqCsqoYW/H5a3P7LhG7ko4Dik63VK8KX7hxunD3yjx+PicUxAQA2ncwSxXW5ptLzk3qSGj00tiuF+LhRSl4ZfbbjvNzNgUYgWHIAS7adE7PgogI96K7h6hjLb8zTV8WKVcNPZBTT13tT5W4OAMiML5q4V4ndO7IzdQryJDXiZO9nr44Vt//zx2nKLamUu0nQAIIljcsrraJFm42LNj5zdaxiKtm2RYCXK825qoc5mbOwDLVJABzZd/vT6FRmibiIeny8MpY0aaubB3cUs5S5WPD7G4wjAaAc6j1zQov83x9JokAbr480pX8kqd1dwzuJRX+5/MGS7efkbg4AyKS0sobeXX9K3H7iyu7k56m+9IL6uCYU115iX+5OodOZxXI3CepBsKRhqXll9PmuZHH7b5N7krOCC7S1lF7nTH+90ti79On2c1RUgd4lAEf0vy1nRXoBF3a8RyWlAi5nZLdgmtgrjGrrDPQ21o1TFARLGvbe+lNidevR3YIpvnsIacXkvuHUPdSbiipq6LMdxmAQABxHfmkVfbzVmF7wt2t6qjq9oKG/TY4lrnyw/ngmncgokrs5YKKd3zCwcPxiEa1OuCBuP3+NOmeINIV7yB6f0M28ECUPMwKAYy1rUlZVK3J8rukbTlrSLdRHXBCyDzdh1QKlQLCkUR9sShJ1R67vH0H9OqqnAGVLXd8/kmKCvUTu0he7MNUWwJFylZaaepQfHd9VVQUoW+rRccaLwR8PXaTknFK5mwMIlrQpJbeM1h5JF7elhWi1hpMhHzX9bIu3nMUiuwAO4us9KeIiqUuwF03uG0FaxCssjIsNoToD52ahd0kJECxp0OKtZ8Uf2dgeIaKYo1ZNHRBJnQI9Kbe0ir7cjd4lAK3j6tYfbzXOgn1oTIy4aNIq6UKXyyNkFFbI3RyHh2BJY7iYGS9twh4aayyhr1W8ELC0dAvPjKmoRu8SgJatPniBMooqKMzXjW4cZFyAVquGRgfSsC6BYpLOR1uMyewgHwRLGrNs53mx4GxcRz8aERNEWnfToI7Uwd9DTCFegareAJrF0+mlAruzRseQm15HWif1LvHQI6p6ywvBksbWgPtsZ7J5rSEtJj42xFOGHzb1LvHMESxCCaBN645m0LmcUlGt+w7TOpFaN6Z7MPXr4Efl1bXmpHaQB4IlDflmb6pIfOQibZP6aGs6bXNuG9JRdMtz9/zPh42J7QCgHQaDQczwZfeOjCZvNz05Ar7gfWy88WKQgyUU4ZUPgiUNLSi52JT4ODte24mPDXF3/IwR0eYDCh9YAUA7tpzOoWMXi8jDRUczRxr/1h3F1b3DqVuot1gzDmVS5INgSSN+PpJOFwrKKcjLlW4Z3JEcze1Do8SQ3OG0QjqYWiB3cwDAij409SrdMayTWFDbkXAR3ofHGnuXPt95XlwYg/0hWNIA7kmREh/vGxlN7i7aT3xsKMjbjW6IMy4UvAxj+wCawUt+7DqbJ3rLZ8V3IUc0JS5CXAinF1bQ74mZcjfHISFY0oBtSTmUmG7sor5nhDYWlGwLDhQZ5y1lFaEuCYAWSENPV/cOo0h/D3JEnGowfWiUuP3ZTgzFyQHBkgZw1yy7dUhH8vd0rC7qhlVvB3cOoJo6A325O0Xu5gBAOxVXVNOqA8Y1Lh35QpDddUVn4lTUHWdyKSmrWO7mOBwESyqXXlhOG05kidt3X+HYB5P6vUscLFXVYGwfQO1FKEuraqlriJdD1I1rDteTm9grTNxG75KDBUtbtmyhKVOmUGRkpJgiuXr16mb3v++++8R+Dbc+ffqY93nllVcu+XrPnj1Jq7gQIxdr40qvPcJ8yNHxCuRcRiCnpNK8Ph4AqDMXUwoK7rmis0PUjbscadbvygMXqKSyRu7mOBRZg6XS0lKKi4ujhQsXtmj/999/n9LT081bamoqBQYG0q233mqxHwdP9ffbtm0baRHPili+x1i1+i4HKdLWkiVQ7hpu7GFDETcA9dp9Lo9OZ5WIXMybHHCGb2NGdQuimBAvESitOpAmd3MciqzB0uTJk+n111+nG2+8sUX7+/n5UXh4uHnbt28f5efn08yZMy320+v1FvsFBweTFv1xIksUYgz0chU9KkDm6cWuOmdKSC0QGwCoz+emxO5pAzuQr7uL3M1RBO5d4142xr1uqClnP6rOWfrkk09o4sSJ1LmzZa7O6dOnxdBeTEwM3XXXXZSS0nyyb2VlJRUVFVlsaiAlMXNityOsk9RSIT5udH3/CHEbZQQA1Idns/56NEPcloIDMLp5cEfydNWJXjcuqQD2odpg6eLFi/TLL7/QrFmzLB4fPnw4LV26lNatW0cffvghnTt3juLj46m4uOnZA/Pnzxe9VtIWFWWcoqlkKblltOV0trh95zAMwTXESyKwnw5fFPlLAKAey/emilmtQzoHUO9IX7mboyjcy3bjwA7i9ue7cDFoL6oNlpYtW0b+/v40bdq0S4b2OIepf//+NGnSJFq7di0VFBTQN9980+RzzZ07lwoLC80b50Ip3Vd7Uoh7YOO7B1PnIC+5m6M4cVH+FNfRj6prDWJGDQCoJxfzK1OvuaOXC7hcovevxzLFjGiwPVUGSzxOu2TJErrnnnvI1bX5ukIcUPXo0YOSkozl8hvj5uZGvr6+FpuSVdbU0rf7pMRuHEyacpupiBvPGMTYPoA6cIVqzsXkitXIxWxcbLiPmAHNM6G/Nk3yAdtSZbC0efNmEfw88MADl923pKSEzpw5QxERxhwWLeCridzSKjFFfmKvULmbo1hT4iLJTe8sxvYPpRXK3RwAaIEvdhl7lW4fFoVczGZIuVzf7UulujpcDGo6WOJAJiEhQWyM84v4tpSQzcNjM2bMaDSxm3OT+vbte8nXnnnmGRFMJScn044dO8RMO51OR3fccQdpxZemWSK3D+1Eep0q4127je1PNl2ZfmPqiQMA5UrLLxPLN0nHN2jaVb3DyNddTxcLK2jn2Vy5m6N5sp5peer/wIEDxcbmzJkjbs+bN0/c5xpJDWeycU7R999/32SvUlpamgiMYmNj6bbbbqOgoCDatWsXhYSEkBZwmXuuP8Jl7/nKC5p32xDje/RjwkUqr6qVuzkA0AxpaZORXYMoKtBT7uYoGi+YfsMA4+Lh3+1HzSVb05OMxo0b12wuCc9qa4hnq5WVlTX5PcuXLyct+9b0RzGhZyhF+DnmopKtcUVMEHUM8KC0/HJadyydbhyI4nYASsTngu9NhRZvHoS/05a4ZXCUGLb85Wg6vTq1D/mgHpXNYAxHRTiZT5rZdQsq2raIs7MT3TrY2Lv07T5cfQEo1f7z+ZScW0Zerjqa3A+J3S3BM367hXpTRXUd/XwYyzvZEoIlFdlxJocyiyrJz8OFxvdEYndL3Ty4AzmZVutOzWu6VxIA5CP1Kk3uF0GerrIOeqiqord04YyhONtCsKTC8fwpcRGYJdIKHQM8aXS3YIthTABQjorqWvrpkLFnBL3mrcMFKjmHdd/5fDqXUyp3czQLwZJKlFbW0C+m8v83YTy/1W41JXrzNFsezgQA5fj1WAYVV9aI/MJh0YFyN0dVwnzdaWwP4wSm73ExaDMIllRi3dEMKq+upS7BXjQwyl/u5qjO1fWm2fJwJgAohzSExIndnGcIrU/0loYycTFoGwiWVGLlQePB5KaBnH+Dg0lbptlOHWBcTwmJ3gDKkVFYQdtNtZUwC65truwVKnJZ03ExaDMIllTgYkG5SE5m00wLKELbay6tO5ZBheXVcjcHAEwXgtwZwsNvnYJQW6nNNZfiUHPJlhAsqcDqhAti0dzhXQJRqK0d+nbwpR5h3lRVU0e/mvK/AEDm2kqmkzsSu9tHev84ZaOoAheD1oZgSQUHk5WmWXA3DUKvUnvw8KU0FPfDoYtyNwfA4SWkFtCZ7FJyd3FGbaV26t/Rj7qHelNlTZ15ZiFYD4IlhTtyoZCSskrEgrBcfwTaZ0p/Y1c1j+tnFVfI3RwAh2aurdQ3AtWnrXAxeLOpd2lNgvECG6wHwZLCSb1KV/cJFwvDQvtwTsSAKH+RI4GKtwDyqa6to59Mf4PoNbeOKaa8pT3JeSJxHqwHwZLCDybScBEOJtYjJUJiKA5APtuScqigrJqCvd1oZFdj0Vhonw7+HjSkc4DIcf35CC4GrQnBkoJtOZVNeaVV4mASb6pADe13ff8IUfH2YEoBlj8BkImUV3Ntv3DSobaS1XuXfsTFoFUhWFIwqYuaT+56HT4qawn1dacrYoLEbfQuAcizvMlvxzIsTu5gHZwoz7EnJ8/jYtB6cAZW8MFk/fFM81pwYF1TB+DqC0DOXnNe3iTc150GdwqQuzmaEurjTiO6Gi8GfzyM45u1IFhS8MGkpLKGIvzcaWAUDibWdk2fCHLROdGJjGI6mVEsd3MAHMqP9XrNsbyJ7Wb9/ogSAlaDYEmhpOS8a/vhYGILfp4uNLZHqLj9wyFMswWwl7KqGvrd1Gt+PYbgbOKavuGkd3aixPQiSsrCxaA1IFhS6BCc+WDSH0NwtnKDeSguXRT/BADb++NEllgUPCrQg+I6+sndHE3y93SlMT1CxG30LlkHgiUF2nQyi0qrasU0UK4JBLYxsVcoebjoKCWvTCRDAoD9ZsFd3z8Si4LbkJTrynlLuBhsPwRLCp4Fd13/CBxMbMjTVU9X9wkTt9ckIBESwNaKK6pp48kscRu95rY1sVeYWPnhbHYpHU8vkrs5qodgSYHj+RsScTCxd4FKDlBruaw3ANjM74mZYu2ymBAv6h3hK3dzNI2Xj5nQ05iXiaG49kOwpDAbT2Sbx/P7dcB4vq3Fdw8hX3c95ZRU0r7kPLmbA6BpGIKTr0AlhuLaB8GSwvx8xDgcdF0/HEzswVXvTBN7G4fifjlqLJIHANZXWFZNW05ni9tT0GtuF+NjQ8nLVUcXCsrpIPIy2wXBkoKUVtaImSIMQ3D2wyues1+PZVAdhuIAbIL/vqprDdQz3Ie6h/nI3RyH4OGqo6tMF4NSrx60DYIlBdlwIosqqusoOsiT+kRiPN9e4rsHi6uv9MIKOpSGqy8AW5CqSeNC0L64Vp8UrGIoru0QLCnIz6aDCWbB2Ze7i47GmxIh15nWqwIA6w7B7TyTa3HyBvvgektcIoWH4o5ewKy4tkKwpKgptdnm5EeQZyhu3VFcfQFY24YTmVRTZ6AeYd4UE+Itd3Mc8GIwxNy7BG2DYEkhOFepiqfUBnuJMX2wr3GxIaImyfncMkpMx/IAANYknaQn9QmXuykOSXrf0XPedgiWFOI30/ImvKYPhuDsz8tNb14eYN1RJEICWEt5VS1tPmXsNUewJA9OM+CFw5OySrBWXBshWFLIWnCbTLPgrsbBRDaT+xrfe5QQALAeDpR44gov34SJK/LwdXehUd2Cxe1fjxkvzKF1ECwpACc+8lpw4b7u1B+FKGVzZa8wcfV1Wlx9lcjdHABN+M009INec3ldIw3F4WKwTRAsKWg8n9cpc3bGwUQufh4uNLKrdPWFAwpAe1XX1oklThiG4OTFxXf59HLkQiGl5ZfJ3RzVQbAkM16PbL0pX+nq3jiYyI2vftkvyFsCaLddZ3OpqKKGgr1daXDnALmb49CCvd1oaHSguI2huNZDsCSzAyn5lFtaJdYnGx5j/EUG+VxtuvrieiSpebj6AmgPaciHq0jr0GuumItB9Jy3HoIlmf1qOpgY82XwccgtyNuNhnWRrr5wQAFoK146SJrli4kryiANhe5NzqPs4kq5m6Mqsp6dt2zZQlOmTKHISOOisatXr252/02bNon9Gm4ZGZYntYULF1J0dDS5u7vT8OHDac+ePaREXPxQOphM6mNcvweUU6ASs+IA2u5gar44Ifu46Wlk1yC5mwNEFOnvQf07+hHX3ZVyyUAFwVJpaSnFxcWJ4KY1Tp48Senp6eYtNNS4VAVbsWIFzZkzh15++WU6cOCAeP5JkyZRVpZxar6SnMgoppS8MlEMUarxA8q5+tp/Pp+yiirkbg6AKkl5MVzjx02vk7s50LBAJS4G1RMsTZ48mV5//XW68cYbW/V9HByFh4ebN2fnP3+M9957j2bPnk0zZ86k3r1706JFi8jT05OWLFlCSiMN88R3DyFPV73czQGTcD93iuvoZ66sDgCt7zWXTsZSngwog/R57DiTQ4Xl1XI3RzVUmSQzYMAAioiIoKuuuoq2b99ufryqqor2799PEydOND/GgRTf37lzZ5PPV1lZSUVFRRabPfxmuvLCEJzyTOxl/EzQVQ3Q9l5zV70zjUWvuaJ0DfGm7qHeVF1roI24GNRmsMQBEvcUff/992KLioqicePGieE2lpOTQ7W1tRQWZhl88P2GeU31zZ8/n/z8/MwbP6+t8Uyr4+lFYuYVJ3eD8mqSsK2nc8RyDQDQ+l7zMd1DxFJCoMyhOKlsDWgsWIqNjaWHHnqIBg8eTCNHjhRDa/z/v//973Y979y5c6mwsNC8paamkq1Jid088yrQy9Xmrwetw4sZ8/IMlTV1tC0pR+7mAKgKes3VcTHIS9HwAu6gsWCpMcOGDaOkpCRxOzg4mHQ6HWVmWkbLfJ9zm5ri5uZGvr6+FpvdqnajEKUi8SxLrg3DfsfVF0CLXSwoF73mvLLJhJ5/Tr4B5eBltUJ83Kiksob2nMuTuzmqoPpgKSEhQQzPMVdXV9HrtGHDBvPX6+rqxP0RI0aQUuSWVNK+5DzzEieg7LylDScyRc0YALi8DaY8mEGdAkTdMlAeXlZrQqwxkEVepgqCpZKSEhHs8MbOnTsnbqekpJiHx2bMmGHef8GCBbRmzRrRk3T06FF68skn6Y8//qDHHnvMvA+XDVi8eDEtW7aMEhMT6ZFHHhElCnh2nFJsPJlNfO7lFbg7BnjK3RxoAg+Rco2YnJIqSkgrkLs5AKqwwXTyvbIXepWUTPp8OFji2YvQPFkz7/bt20fjx4+3CHTYvffeS0uXLhU1lKTASZrt9vTTT9OFCxdEOYD+/fvT77//bvEc06dPp+zsbJo3b55I6uaZc+vWrbsk6VsZBxPltAkuJWbyxIbQT4fTxVAcXykDQNPKqmpox5lci55ZUKbR3YNFjb+0/HI6lVlCseE+cjdJ0ZwMCCkvwaUDeFYcJ3tbO3+Jk+kGvvoblVbV0prHRlFclL9Vnx+sa03CBfrr8gTqEeZNvz01Vu7mACga52I+9Pl+igr0oC3Pjhe5f6Bc9y/dK2rJPTsplh4b3420oMhG52/V5yypDSfTcaDEyXX9OhgLH4JyjesRKhYA5SuvlFwsrAvQol7znmEIlFQ2FAfNQ7BkZ9IvJSfXcZIdKJufpwsNizYurIsDCkDTeBLEHyeyxW0MwakDB7UsIbWAckqwsG5zECzZEY948swqNgHJj6qrSYJgCaBph9KMJ1yeFMGTI0AdSzvxCAcn42Bpp+YhWLKjM9kllJpXTq46ZxrdLVju5kALTTQFtrvP5VFhGdZSAmjMhkTjyZYXBefJEaCuoThpCBUah99oO/rddDAZ0TUISwCoSOcgL5HgXVtnoE2ncPUF0Bip5xUlA9RFGjLdciqHKqqxtFNTECzZ0R+mYAkHEzUvrItgCaChtPwysXgup2GONxU7BHXgen/hvu5UXl1LO88ayz7ApRAs2UlBWRXtO2+s2o0lANSbt7TpRBZV12ItJYD6pHyXwZ0DKABrXaoKz1rEUNzlIViyE16wkKt28wKtqNqtPgM6+lOQlysVV9bQvuR8uZsDoChSjysK7ap8aafELFTzbgKCJTsfTNCrpE5c5mFsjxBxe9NJDMUBSHgx1l3mqt04vqkR59F6uOgovbCCjl0skrs5ioRgyQ542Gaz6QSLfCX1Gm8KdDciWAIw23Y6m6pq66hzkCd1DfGWuznQBu4uOorvHmwxqxEsIViyg/3n86moooYCvVxpQBTWF1OrMd1DRAIrV/PmhFYA+PPkiqrd6iaNemDGb+MQLNmBlDQ3LjZELJ0B6q3mzQmsbONJY6ViAEev2r3plPFvASkG6jbONIuRq3nnlVbJ3RzFQbBkBxtMM0Wk0vKg/qE4nhUH4OiOpxdRdnElebrqaGgX9JqrvZp3rwhfUc17iykAhj8hWLKx5JxSOptdSnpnJxrTA1W71U6qIbP9DAq4AWw0XTSM6hZMbnqd3M2Bdhofa5zEgrzMSyFYsjHpl25odCD5uLvI3RxoJy79EOHnThXVdbQLBdzAwUlDcChEqa2ec+5Z4hUL4E8Ilmxskym3ZXxPY8QO6sYJrNLYvnRVDeCohXYPpuSb8zFB/QZG+ZOvu57yy6rFwsjwJwRLNsTDNFLvg3SCBS11VWejgBs4rC2nc0Sh3dgwH4r095C7OWAFep0zxUv15HAxaAHBkg3xOjuVNXUU6edO3UNRf0QrOD/DVedMKXlldDanVO7mAMhCOpmOQ6+5pkhDqpjxawnBkg1tNv2yjY0NRf0RDfFy09PwmEBxG0Nx4KglA3gJJzauB3rNtURaqeDIhULKKq6QuzmKgWDJhqRlMTCerz3mvCXMGgEHxCfS3NIq8nbT05BolAzQkhAfN+rf0c/igh8QLNnMuZxSSs4tIxedkxi2AW2RCvDtOZcn1sYCcCTSRcLobsHkosNpRKsXg9IEJUCwZPNepSGdA8XVF2hLl2Avig7ypOpaA207nSN3cwDsCrN8HWMSy5bT2VRTWyd3cxQBwZKN4GCifX9efWEoDhxHbkmleVo5ZvlqU/+O/hTg6ULFFTV0IAUlBBiCJRtAyQDHGorjIQmUEABHsfV0jlgSg5fGCPN1l7s5YAO8hqmU6I28TCMESzaAkgGOYViXQHJ3cabMoko6mVksd3MA7EI6eUpDNaDtat6Y8WuEYMkGUDLAMbi76GhETJC4jVkj4Ahq65cMQK+5po3pHkJ8+jqRUUzpheXk6BAs2QBKBjgOqataOoEAaBnnKhWUVZOPu54GdfKXuzlgQwFermL5E7YJF4MIlqwNJQMcyxhTsLQ3OY9KUUIAHKRqN//e89IYoG1jTQVHNyNYQrBkbSgZ4HglBKICPUQJASmpH0CrpB5UqUcVtG2saXRk+5kchy8hgGDJylAywLFwThqG4sAR5JVW0eELheI2giXH0K+DH/mbSggkpDp2CQEES1aEkgGOmwjJECyBlm09nS1KBvQM90HJAAcqIcBV2pmjH98QLFkRB0ooGeB4RnYLJr2zE53PLaPknFK5mwNgE1tOGSvVo1fJsUif9xYES2DtgwknP6JkgOOov5goLw8AoDVcdFX63ZYmNYBjkD7vwxcKxVCso0KwZEU4mDguzBoBLUtML6bs4krycNGZLwzAMfCQa89wHzEEy0OxjgrBkpVcLCinpKwScnYiGtUVJQMczZgexs98xxkeiq2VuzkANrkQvCImkNz0OrmbA7INxeWQo5I1WNqyZQtNmTKFIiMjxbDV6tWrm91/5cqVdNVVV1FISAj5+vrSiBEj6Ndff7XY55VXXhHPVX/r2bOnjX+SP8dz46L8yc/TxeavB8rSO8KXQnzcqLy6lvYn58vdHACbHN+Qr+SYxkjBkkjyd8x1MGUNlkpLSykuLo4WLlzY4uCKg6W1a9fS/v37afz48SLYOnjwoMV+ffr0ofT0dPO2bds2G/0EjQzBmWZGgWPhoByz4kCLuNjqPtMFAFIMHNOQ6AAxBMtDsTwk64hkrZo4efJksbXUggULLO6/8cYbtGbNGvrxxx9p4MCB5sf1ej2Fh4eTvXCxrm2n/0zuBsct4Pb9gTQRLM29tpfczQGw2izfqto66hjgIYqwguNx0+toRNcg+uNElugY6B3pS45G1TlLdXV1VFxcTIGBgRaPnz59WgztxcTE0F133UUpKSk2bcehtEIqqqghX3c9xXX0s+lrgXLFdws2LzyZUVghd3MArDoEh1m+jm2sVHzXQSexqDpYeuedd6ikpIRuu+0282PDhw+npUuX0rp16+jDDz+kc+fOUXx8vAiqmlJZWUlFRUUWW1sOJqO7B2O9JAdfeLJ/R+PCkyghAFqxReo1R4qBQxtjCpb2nXfMdTBVe2b/6quv6B//+Ad98803FBr6Z7VsHta79dZbqX///jRp0iSR31RQUCD2a8r8+fPJz8/PvEVFRbWqLchXAgmWPgEtScktE4uDc9HVkd2C5G4OyCg6yNOh18FUZbC0fPlymjVrlgiAJk6c2Oy+/v7+1KNHD0pKSmpyn7lz51JhYaF5S01NbXFbCsuq6ZBpzRzkK8FYUwkBzmGrrXPMWSOgHZtNF4KDOgWQrztm+ToyJwdfB1N1wdLXX39NM2fOFP9fd911l92fh+nOnDlDERERTe7j5uYmShHU31qKV2Pmc2K3UG+K9Pdo8feBNsV19Ccfdz0VllfTEdOiowDqz1dC7Tgg8+iJIy59ImuwxIFMQkKC2BjnF/FtKSGbe3xmzJhhMfTG9999912Rm5SRkSE27g2SPPPMM7R582ZKTk6mHTt20I033kg6nY7uuOMO2x5MMAQHPBNT52wuSrrVAQ8ooB1VNXW0IwmzfOFP0jqYyblldD7XsdbBlDVY2rdvn5jyL037nzNnjrg9b948cZ9rJNWfyfbRRx9RTU0NPfbYY6KnSNr++te/mvdJS0sTgVFsbKxI/A4KCqJdu3aJQpY2WS8JV17QQLzpd2GrKTEWQI0OpORTaVUtBXq5Ut9IzPIFEutgDu5sWgfTwS4GZa2zNG7cuGargfKstvo2bdrUonwmezmTXUIXCyvIVe9Mw7sg+RHIopeRTzbFFdXkg1wPUCHpZBjfPZiceR0nADL2Mu4+lycuBu8ZEU2OQnU5S0qy2bROzrDoQPJwxXpJYBQV6ClmjtTU8ayRPLmbA9AmUs9oPFIMoB4OntnOM7lUXVtHjgLBUjtgCA6aIp1gHHmVblCvvNIqOnrRmAs6xnRyBGB9Iv0owNOFiitrzDPBHQGCpTaqqK6l3eeMtSaQ/AhNXX0hbwnUaHtSDnGGRGyYD4X6usvdHFAQnbMTjeoWbFGw1BEgWGojXliyorqOQn3cxAEFoD5eR4kPKlzQLzWvTO7mALSK1CMqBf0AjeVlbnOgnnMES220NUk6mGC9JLgUJ3UP6mRc+gS9S6AmPOnGnK+EXnNoxGhTEJ2QWiBqyjkCBEtttNWU3I0rL7jc1RfylkBNzmSXUrppli9PXgFoiAswdw3xEgWZd55xjItBBEttkFNSScfTjYvtSmO3AA1JV+Wc/1HjQLNGQN2k4H5odABm+cJlJ7FscZCecwRLbcAnP9YrwpdCfNzkbg4oVL8OfuTn4UJFFTV0GEufgEqgZAC0xJh662A6AgRL7TiYYEotNIcTvEebeh6lYVsApS9xIq0ojxQDaM7wLkHkonOilDzHWPoEwVKbkh+zLZLcAC5fQgB5S6B8XHW+rKqWgrxcqVd4yxcUB8fj5aanQZ1MS584QO8SgqVWSsoqocyiSnLTO9NQJD/CZUgB9cHUAiqqcIxZI6Be9S8EscQJXM4YU16mIywajmCplaQIeliXQHJ3QfIjNK9jgCfFhHhRbZ1BLA8AoGRS/gnylaC1S5/UaHwSC4KlVpKKcGE8H1oKJQRADfJLq8wTEXB8g5YufeIvLX2Spu2lTxAstUJlTa15YdTR3XDlBS0jnXi2IMkbFGz7GeMSJz3CvCkMS5xAa5c+OaXt4xuCpVY4cL6AyqtrKdjbjXqGY4kTaJnhMUGkdzbOGknJxdInoEwYgoO2GOMgk1gQLLUl+bFbEJIfocW8680akZbJAVDsEicYgoNWGG0KrrW+9AmCpVbYZipGiSsvaOusOEcp4AbqcjanlC4UlJOrzlnUzwFoqQ7+HmISi9aXPkGw1IrkxyNIfoR2Bks7zuSKmXEASiIF8UOwxAm0QbxUfFfDF4MIllqZ/Bgb5kOhSH6EVurfwY983PWim1oKugGUAoV2wRpDcdtMoy9ahGCphaTlKtCrBG2h1znTyK5BFuUnAJSgurbOPMtXKnMB0BpXxASKmXHnc8soNU+bk1gQLLUw+VGKmHHlBe29+tJyVzWoDyfmllTWUICnC/WOwBIn0Ho+7i40MMpf08c3BEstgORHsOa4Pq+/VVpZI3dzACxObiO7YYkTaLvRpo6E7RodikOw1ALShz+4M5Ifoe06B3lSxwAPqq410J5zxmEPAKUc36RgHqAt4qVg6UyOJiexIFhqxZUXhuCgPZycnMwHFK12VYO68OLOPAzHcHyD9ojr6E8+bnoqKKumYxe1N4kFwdJl8OKAu0wLoCK5G9pLWiZnG4pTggLwsY17AboEe4lFnwHaM4nlCtMkFi1eDCJYugxeHJAXCeTFAnnRQID24BlxTk5EpzJLKLOoQu7mgIMzT1zBEBxYQbyGi+8iWLoMKUIe1TVYTI0EaI8AL1fq18FPswcUUBfpd1BaDBWgPUabfo/2n8+n8qpa0hIESy1MfsTBBKx9QNFyATdQPp7hyzN9+RpwhGn4BKA9ugR7ieVPqmrraPc5Y/qKViBYagbXHjmYYkx+RL4SWH2duCSuCq+9WSOgDlJx1Lgof/LzcJG7OaCRSSyjpYtBjfWcI1hqxt5zeVRTZxBTvqMCkfwI1iFKULjoKLu4kk5mFsvdHHDwFAOUDABbXQxqCYKlZuw6a+xGRPIjWJObXkfDugRq8uoL1KGuziAWda5fWR7AGkaahnRPZBRTVrF2JrEgWGrGTlOwhCE4sDbUWwI5HU8vorzSKvJy1dHATsZlKgCsIcjbjfpE+mqumjeCpWaczTYlP8YgWALbdFVzJe/KGm3NGgHlk4ZIhscEkYsOpwGwzfFtq4YuBvFXchn9OvqTnyeSH8G6YsN8KNjbjcqra+nAeeMkAgB7kYZ/kWIAthAvFd89rZ1JLAiWLgPJj2C7WSPGsX1U8wZ7qqiupT3JxrUJkWIAtjAkOoDc9M6UVVxJp7NKSAusFiwlJiZSTEwMaQ3WSwJbkRJrkeQN9rQ3OY+qauoozNeNuoV6y90c0CB3F+1NYrFasFRVVUXnz59v1fds2bKFpkyZQpGRkeJKe/Xq1Zf9nk2bNtGgQYPIzc2NunXrRkuXLr1kn4ULF1J0dDS5u7vT8OHDac+ePdQW7i7ONKhTQJu+F+BypCGQwxcKqbCsWu7mgMMNwYWI4y6ALYzWWPFdfUt3nDNnTrNfz85u/VBCaWkpxcXF0f3330833XTTZfc/d+4cXXfddfTwww/Tl19+SRs2bKBZs2ZRREQETZo0SeyzYsUK0dZFixaJQGnBggXiaydPnqTQ0NBWdyW66jFSCbYR7ucuruyTskpox5kcmtwvQu4mgQOQTl4YggObj8r8YizBwz2Zaj+XtjhYev/992nAgAHk62ucEthQSUnrxyUnT54stpbiAKhLly707rvvivu9evWibdu20b///W9zsPTee+/R7NmzaebMmebv+fnnn2nJkiX0t7/9rVXtGxGDJQDA9ldfHCxtTUKwBLaXW1JJxy4WidsjTTlzALbQK9yXgrxcKbe0ihJSC8zDcpoPlnjI66mnnqK777670a8nJCTQ4MGDyZZ27txJEydOtHiMg6Qnn3zSPBS4f/9+mjt3rvnrzs7O4nv4e5tSWVkpNklRkelg0hVXXmBbfHW/dEeyZsb1Qdm2mwpR9gz3oVAfd7mbAxrm7OxEI7sF04+HLoqlddQeLLW4X2zIkCEiEGkKj33beopgRkYGhYWFWTzG9zm4KS8vp5ycHKqtrW10H/7epsyfP5/8/PzMW1RUlHgcyY9ga1znRu/sRCl5ZZSSWyZ3c8BB1oNDyQCw52zyrRrIW2pxsMRDX1IPTmM496iuro7UiHuiCgsLzVtqaqp4HMmPYGvebnpzBWWtJEKCMvHFrDm5G/lKYAejTb9nh1ILqLC82jGCpfDwcOrcubNIqOYZaXLgNmRmZlo8xvc5j8rDw4OCg4NJp9M1ug9/b1N4Zh0/R/0NwF54VhJDvSWwpXM5pXSxsIJcdc6qHxIBdYj096CYEC+qM/y51qpatTo9nWe9XXPNNWKo6tlnn6VDhw6RvYwYMULMgKtv/fr14nHm6uoq8qbq78O9XXxf2gdAqVdf25NyqZaPKgA2IPVcDursT56uLU5XBbBOCQGV52W2Olhas2YNpaen00svvUR79+4VNY/69OlDb7zxBiUnJ7fquXgGHSeG8yaVBuDbKSkp5uGxGTNmmPfnkgFnz56l5557jk6cOEEffPABffPNNyLxXMJlAxYvXkzLli0ThTIfeeQRUaJAmh0HoDRxHf3Ix00vuqmPXSyUuzmgUdI6XfGmYqgA9jBaI/WW2lT4ICAggB588EExHMeFKO+77z76/PPPxYy51ti3bx8NHDhQbFKgw7fnzZsn7nNQJgVOjMsGcBkA7k3iHCnOo/r444/NZQPY9OnT6Z133hHPwaUOOPhat27dJUnfAEqh1znTFV2DNLfwJChHTW0d7TLNhENyN9jTFV2DSOfsJIaB0/LVO4mlXX2x1dXVIuDZvXu36FVqbUAybty4ZmfQNVadm7/n4MGDzT7v448/LjYANZUQWH88U3RVPza+dRcdAJdzKK2QiitryM/Dhfp28JO7OeBAfN1daECUP+0/n0/bk3Jo+tBO5DA9Sxs3bhSFHzk44l4lToj+6aefKC0tzfotBHAA0tU+H1DKq2rlbg5ojJQvMtJ0lQ9gT6OkEgIq7jlvdbDUoUMHuvbaa0VNo48++kjMNOPq2FdeeSWm2gO0UZdgL4r0c6eq2jrzivAA1sJX9AwlA0AO8abfux1ncqlOpZNYWh0svfLKKyKXaNWqVXTLLbeIafcA0D58oSGdyKTCgQDWUFJZQwdS8sXteFOZCgB7GhDlL2rK5ZVW0fF04woZmg+WePjN399YRA8ArGe0aZaSmruqQXl2n82lmjoDdQr0pE5BnnI3BxyQC09iiQlU9aw4dS8DDKAho0wz4k5kFFN28Z9rFQK0hxR8S3kjAHIYpfJ6SwiWABQiyNuN+kT6WuSYALSX9Lsk5Y0AyCHe9PvHOZkV1eqbxIJgCUBBpLwlDMWBNWQUVtDprBLiuTc8Ew5ALl1DvCnc152qauporwonsSBYAlCQ+HrrxDVXgwygJaT8kP4d/Mjf01Xu5oADc7KYxKK+i0EESwAKMiQ6gNz0zpRZVElJWSVyNwdUTppZiXwlUNJQ3FYESwDQHu4uOvOK8FtUeEAB5eB6NtuSjEucYD04UIJRpqCdyweobRILgiUAhV59od4StAfPqswpqSQPFx0N6oxyLyC/YG836h1hnMSy44y6LgYRLAEozGhT3tLuc3kiGRKgLTjvjXF9Gze9Tu7mAKh6KA7BEoDC9Az3oWBvVyqrqjVXXgZoLelkJBU7BVCC0fWSvNU0iQXBEoDCODs7qb6AG8iL69jsOWecno36SqAkQ6O5p9OZMooq6Ey2eiaxIFgCUKDR0irdKE4JbbAvOZ8qa+oozNeNuod6y90cgMYnsZxSz/ENwRKAAkmzl46kFVBhWbXczQGV2WrKV+L8N65vA6DEi8FtKroYRLAEoEDhfu7ULdSb6gzqmzUC8ttqumLHEBwoOW9p19lc1UxiQbAEoPRZIyq6+gL5cbkArmPDUIwSlKhXuK95EstBlUxiQbAEoPh6SwiWoPUL5/aK8KUQHze5mwPQ7CQWtZQQQLAEoFDDuwSRi86JUvLK6HxuqdzNAZWQTj4YggMlG62ySSwIlgAUystNTwM7Bajq6gvkxXVrpJ5IBEugZPEqm8SCYAlAweJRbwlagevWcP0aV72zqGcDoORJLN1VNIkFwRKAgsX3MF59bT+TQzW16pg1AvKR6tYMiw4U9WwA1DArbosKLgYRLAEoWL8OfuTn4ULFFTV0KK1Q7uaAwkl1azAEB6qaxJKk/EXDESwBKJjO2enPRMjTyj+ggHy4Xg3Xral/xQ6ghkksqXnllJyj7EksCJYAFG5MD3VNsQV58KLLXLcmyMtV1LEBUMMklkHSJBaFz4pDsASgcNKq8QmpBVRYrvxZIyAPqeeR69dwHRsANRhjysvcckrZPecIlgAUroO/B3UN8aLaOgPtVMGsEZCH1PMonXwA1GCM6WJw55lcqlbwJBYESwAqqkmihlkjYH95pVV05IJxAsAY5CuBivSJ9KVAL1cqqayhgykFpFQIlgBUlLfEXdVceBCg4RAc/1r0DPehUF93uZsD0GLOKpnEgmAJQAWuiDHOGknLL6fk3DK5mwMKgyE4ULMxKshbQrAEoAKernoa0jlQ8VdfYH/c0yj9TqC+EqhRvOn39vCFQsovrSIlQrAEoBLx5qE45C3Bn05lllBmUSW5u2CJE1CnMF93MYTMQ8lSYVWlQbAEoLpZIzmKnjUC9iUNXXCBPyxxAmrvXdqi0KE4BEsAKtE7wlcUHCytqqUD5/Plbg4oxBYMwYGG8pa2ns5R5CQWRQRLCxcupOjoaHJ3d6fhw4fTnj17mtx33Lhx5OTkdMl23XXXmfe57777Lvn6NddcY6efBsCGs0ZMJ0RU8wZWUV1Lu8/lidtjkdwNKjY0OpDc9M6UUVRBp7NKSGlkD5ZWrFhBc+bMoZdffpkOHDhAcXFxNGnSJMrKymp0/5UrV1J6erp5O3r0KOl0Orr11lst9uPgqP5+X3/9tZ1+IgDb11tCkjcwDpR4TbgIP3fqFuotd3MA2oyHkIfHBCl2KE72YOm9996j2bNn08yZM6l37960aNEi8vT0pCVLljS6f2BgIIWHh5u39evXi/0bBktubm4W+wUEGNefAdDKrBEuRAiObavppMK/F9yDDqBmY6S8JQX2nMsaLFVVVdH+/ftp4sSJfzbI2Vnc37lzZ4ue45NPPqHbb7+dvLy8LB7ftGkThYaGUmxsLD3yyCOUm2tcjbsxlZWVVFRUZLEBKHXWSGyYcdbIdoXOGgH75yuhvhJowRjT7/Hus7liiFlJZA2WcnJyqLa2lsLCwiwe5/sZGRmX/X7ObeJhuFmzZl0yBPfZZ5/Rhg0b6K233qLNmzfT5MmTxWs1Zv78+eTn52feoqKi2vmTAdinmjc4rvTCclE2gDuURnVFcjeoX/dQbwr3dafKmjram2zMxVMK2Yfh2oN7lfr160fDhg2zeJx7mm644QbxtWnTptFPP/1Ee/fuFb1NjZk7dy4VFhaat9TUVDv9BADtWScOS584MinJv39HfwrwcpW7OQDtxkPJ8QqdxCJrsBQcHCySszMzMy0e5/ucZ9Sc0tJSWr58OT3wwAOXfZ2YmBjxWklJSY1+nfObfH19LTYApRrWJVAUIORChCczi+VuDshE6lkci5IBoCHxCl36RNZgydXVlQYPHiyGyyR1dXXi/ogRI5r93m+//VbkGt19992XfZ20tDSRsxQREWGVdgPIPWtkhGnWyOaTyjqggH3U1hnMlY6lkwuAFozuxpMViE5kFFNmUQUphezDcFw2YPHixbRs2TJKTEwUydjca8Sz49iMGTPEMFljQ3A8xBYUZDxpSEpKSujZZ5+lXbt2UXJysgi8pk6dSt26dRMlCQC0QKqps1lhV19gH0cvFFJBWTX5uOlpQJS/3M0BsJpAL1fq38FPccc3vdwNmD59OmVnZ9O8efNEUveAAQNo3bp15qTvlJQUMUOuvpMnT9K2bdvot99+u+T5eFjv8OHDIvgqKCigyMhIuvrqq+m1114Tw20AWjA2NpTox+MiCbK0soa83GT/UwY7kk4iI7oGkYtO9mteAKtfDB5KKxS/57cNUcaEK0UcYR9//HGxNaaxpGwuB9BUYquHhwf9+uuvVm8jgJJEB3lSp0BPSskro51ncmlib8sZpeAYwdI4DpoBNHgx+J8/kkQdsZraOtIr4IJA/hYAQJtmjWAozjEVlFXRwRTj2oBjY5GvBNoT19GP/DxcqKiihg6lFZASIFgCUCkpWNp0KgslBBwIT6muMxhr0nTw95C7OQBWxz1J0jqYmxQyiQXBEoBKGfNVnCg1r5zO5ZTK3RywE+nkMQ69SqBh4xTWc45gCUClOKmbV+pW0gEFbKuuzoB8JXConvPDaYWUU1Ipd3MQLAGoGfKWHMvx9CJx4vB01dGQaCwODtoV6utOvSOMBaK3mtZAlBOCJQAVkxJ8dylw4UmwPikoHtk1iNz0OrmbA2CX45sS8pYQLAGoWGyYj1h4sqK6jvacU9bCk2B9UsV2UWcLwEHylracyhZV6+WEYAlAxVBCwHEUllfTflPJAOkkAqBlgzoHiCr1+WXVdORCoaxtQbAEoJGuagRL2rY9KUdcXXcN8aKoQE+5mwNgc1ydflS3YEWsg4lgCUDl+GCic3aipKwSSssvk7s5YOshuB4YggMHzFs6lSVrOxAsAagcV7odaFpMFb1L2sRFR/8sGYAhOHAcY01DzodSCyi/tEq2diBYAtBSNW8FzBoB6zuRUUwZRRXk4aKjYV2MtbUAHEGkvwf1CPMWVeu3JuXI1g4ESwAaML5nqDmvpbIGJQS0RgqCuWq7uwtKBoBjGWea/Sln3hKCJQAN4OJtIT5uVFZVixICGrTZlK8h9SACOJKx9Wb8chV7OSBYAtAAZ2cnGm/KZfnjhLyJkGBdxRXVtC/ZVDIA+UrggIZEB4iq9Vy9/tjFIlnagGAJQCMmmIbiNiJY0pTtSblUU2egLsFe1DnIS+7mANgdV6uXSgjIdTGIYAlAI0Z3DyEXnRMl55bR2ewSuZsDViIFvxiCA0d2peli8I+TCJYAoB283fTmmVIYitMGzs+QTg4Te4XJ3RwA2SexcAmB7OJKu78+giUADRlvmjWyUaarL7Auzs/gE4OXK0oGgGML83Wnvh18xe1NMhzfECwBaDBviWfElVTWyN0caKcNJzLF//HdQ8hVj8M1OLYJMl4M4q8PQENiQrwpOsiTqmsNtO00ClSqnTScOqEXljgBmGAait5yKoeqaurs+toIlgA0Ora/8QSCJTXLKqqgw2mFFsOrAI6sfwc/CvZ2Fb3m+5LtW08OwRKAVksInMwSa4qBuqt2x3X0EwVHARyds7OTuZr3BjtPYkGwBKAxnAjMBdyyiuUr4AbWy1ea0BOz4ADkrieHYAlAY5RQwA3ah9f323rauGjolchXAjCL7x5MemcnOptTSudySsleECwBaPjqC8GSOu0+myfW+Qv1caM+kcbp0gBA5OPuIks9OQRLABokJQQfSiug3BL7F3ADK82C6xlKTk5OcjcHQKEXg8ahantAsASgQeF+7tQ7wpc4v1tKFAZ14KT8P/OVMAQHoIR6cgiWADQKQ3HqdCa7hFLzykURSin3DADkrSeHYAlAo6TE4M2nskXCMKiDFNxeERNEXm56uZsDoEjSLNENifa5GESwBKBRcR39RYIwd1PvOmvfAm7QdtLBX1plHQCaqyeXLRactjUESwAaLuB2pWl5gN+P2y8REtqusKya9p3PF7eRrwTQNJ4R5+2mp5ySSjGRxdYQLAFo2FW9jSfc3xMzUc1bBTadyqLaOgN1D/WmqEBPuZsDoFiuemcaGxsibq+3w8UggiUADRvZNVhU804vrKCjF1DNW+mkg/5VvVG1G+Byrjb9nSBYAoB2cXfR0ZjupquvRAzFKRkn4UtlHhAsAVwerxPH1bxPZ5XYvJq3IoKlhQsXUnR0NLm7u9Pw4cNpz549Te67dOlSUaSt/sbfVx8PN8ybN48iIiLIw8ODJk6cSKdPn7bDTwKgPFfZ8eoL2m7nmVyRjM9J+ZycDwDN8/NwEbNG2frjGaTpYGnFihU0Z84cevnll+nAgQMUFxdHkyZNoqyspqcD+vr6Unp6unk7f/68xdfffvtt+s9//kOLFi2i3bt3k5eXl3jOiooKO/xEAMoyvmcoOTsRJaYXUWpemdzNgRYMwXFyPgC0/GLwt2OZ2g6W3nvvPZo9ezbNnDmTevfuLQIcT09PWrJkSZPfw71J4eHh5i0sLMyiV2nBggX04osv0tSpU6l///702Wef0cWLF2n16tV2+qkAlCPQy5WGRBvXUtqAoThF4qnPUrB0dZ9wuZsDoLpgaX9KvpgZp8lgqaqqivbv3y+GycwNcnYW93fu3Nnk95WUlFDnzp0pKipKBETHjh0zf+3cuXOUkZFh8Zx+fn5ieK+p56ysrKSioiKLDUCTiZAIlhSJpz5nFVeSj5ueRpiGFQDg8iL9PahvB+PSTra8GJQ1WMrJyaHa2lqLniHG9zngaUxsbKzodVqzZg198cUXVFdXRyNHjqS0tDTxden7WvOc8+fPFwGVtHEQBqAlE031lng1+8LyarmbAw38ZupV4qnQPCUaAFru6t7hNs/LVN1f5YgRI2jGjBk0YMAAGjt2LK1cuZJCQkLof//7X5ufc+7cuVRYWGjeUlNTrdpmALlFB3uJ2j01dQbadBJrxSnNb8eMF3IYggNo+1Dc1tM5VFZVo71gKTg4mHQ6HWVmWkaDfJ9zkVrCxcWFBg4cSElJSeK+9H2teU43NzeRNF5/A9AazIpT7sK5Z7JLyUXnRONMRfYAoOV6hvtQxwAPqqypo+1JuaS5YMnV1ZUGDx5MGzZsMD/Gw2p8n3uQWoKH8Y4cOSLKBLAuXbqIoKj+c3IOEs+Ka+lzAmjRRFOwtPlkNlXV1MndHDCRgtcRXYPJ191F7uYAqI6Tk5N5KG6jaSFqzQ3DcdmAxYsX07JlyygxMZEeeeQRKi0tFbPjGA+58TCZ5NVXX6XffvuNzp49K0oN3H333aJ0wKxZs8xv2pNPPkmvv/46/fDDDyKQ4ueIjIykadOmyfZzAshtQEd/CvFxo+LKGtp9zjZXX9COITgUogRod8/55lO2CZb0JLPp06dTdna2KCLJCdici7Ru3TpzgnZKSoqYISfJz88XpQZ434CAANEztWPHDlF2QPLcc8+JgOvBBx+kgoICGj16tHjOhsUrARwJ1+6Z2CuUvt6TKmqSxJsqe4N8soor6GCqcRFQVO0GaLuh0QHk7+lCefm2qSXnZMDqmpfgYTueFcfJ3shfAi3ZeDKLZn66V/Qw7Z57JYofyuzrPSk0d+URiovypzWPjZK7OQCqNuebBPpu52lKXXCb1c/fsg/DAYD9jOoaTD7uesourhRF3EBeGIIDsB5b/h0hWAJwIFzDRxruWXskXe7mODReB06auTOpD4IlgPYa08N2dcoQLAE4mMl9jTNH1x3NEMtsgDx41k5VbR11CfairiHecjcHQPU8XfX0t8k9bfLcCJYAHEx892DyctVRemGFWGYD5CH17E3uGy5m8QJA+902xDYrcCBYAnAw7i46utK0/MkvRxtfAghsi6sMc7I9u7afsacPAJQLwRKAA7q2X7i5dwMTYu3vjxNZVFFdR52DPKlPJGbcAigdgiUABzS2Ryh5uOgoLb+cjl0skrs5Dufnw+nmXiUMwQEoH4IlAAfk4aqj8T2NRSkxK06+IbjrMAQHoAoIlgAcfFYchuLsC0NwAOqDYAnAQY3vGUpuemdKzi2jExnFcjfHYUg9eRiCA1APBEsADsrbTU9jexiH4jArzn5DcNyzxDAEB6AeCJYAHJg0bf0X5C3ZdQiuUyCG4ADUBMESgAOb0CuUXHROdDqrhE5nYijO1jAEB6BOCJYAHJivuwvFd5dmxWEozl5DcNf3xxAcgJogWAJwcFLuzJpDFzArzoYwBAegXgiWABzc1X3CxKy4s9mlKFBpQxiCA1AvBEsADs7H3YUm9jauFbcm4YLczdEkzIIDUDcESwBAU+Mixf8/HLpItXUYirO23xP/HILr2wFDcABqg2AJAGhcbCj5ebhQZlEl7T6XK3dzNGfVgTTx/9QBkRiCA1AhBEsAQK56Z7q2X7i4vebgRbmboyk5JZW05XSOuD1tYAe5mwMAbYBgCQCEqQOMJ/K1R9OpsqZW7uZoxo+moc24jn7UNcRb7uYAQBsgWAIAYVh0IEX4uVNxRQ1tPJEtd3M0Y/VBY9L8jehVAlAtBEsAIDg7O9EN5kRvzIqzhjPZJXQorZB0zk50vem9BQD1QbAEAGY3DIg0z94qqqiWuzma6VXiBYuDvd3kbg4AtBGCJQAw6x3hS91Dvamqpo5+PYrlT9qjrs5Aq0zBEhK7AdQNwRIAmPG0dp7eztYkYFZce+xPyae0/HLydtPTVb2MRT8BQJ0QLAFAo7PidpzJoayiCrmbo1pSr9I1fcPJw1Und3MAoB0QLAGAhahATxrUyZ+4kDdX9IbW49ILPx82rgV3E4bgAFQPwRIAXOLGQR3F/9/uSyODAcuftBaXXigsr6ZwX3caHhMkd3MAoJ0QLAHAJbiEgJvemU5mFlNCaoHczVGdVQdNy5sMjBRlAwBA3RAsAcAleJ246/pFiNvf7EuVuzmqUlBWZS7qiUKUANqAYAkAGnXb0Cjx/w8JF6m0skbu5qiqtlJVbZ0ow9Az3Ffu5gCAFSBYAoBGDe8SSNFBnlRaVUs/HzEmK0PzOL/rqz0p4vYdw4zBJgCoH4IlAGiy5pLUu7RiL4biWuJASj6dyiwhdxdnmoohOADNQLAEAE26ZVBHkaC8/3w+JWUVy90cxftqtzGonNI/knzdXeRuDgBoKVhauHAhRUdHk7u7Ow0fPpz27NnT5L6LFy+m+Ph4CggIENvEiRMv2f++++4TV8X1t2uuucYOPwmAtoT6utP42FBxG71LzSssq6afDhvrUt0xvJPczQEALQVLK1asoDlz5tDLL79MBw4coLi4OJo0aRJlZWU1uv+mTZvojjvuoI0bN9LOnTspKiqKrr76arpwwXKVdA6O0tPTzdvXX39tp58IQFtuNw3FrTxwQawZB41bnXCBKmvqqGe4Dw2M8pe7OQCgpWDpvffeo9mzZ9PMmTOpd+/etGjRIvL09KQlS5Y0uv+XX35Jjz76KA0YMIB69uxJH3/8MdXV1dGGDRss9nNzc6Pw8HDzxr1QANB642JDKNTHjXJLq2hDYqbczVFuYvduY2L3ncM7id5sANAOWYOlqqoq2r9/vxhKMzfI2Vnc516jligrK6Pq6moKDAy8pAcqNDSUYmNj6ZFHHqHc3Nwmn6OyspKKioosNgAw0uuc6ZbBxoreK1BzqVEHUgpEAU+R2G1aWw8AtEPWYCknJ4dqa2spLMxyRW6+n5GR0aLneP755ykyMtIi4OIhuM8++0z0Nr311lu0efNmmjx5snitxsyfP5/8/PzMGw/tAcCfbhti/JvYfCqbLhaUy90cxfnaVC7g+v6RoqAnAGiL7MNw7fHmm2/S8uXLadWqVSI5XHL77bfTDTfcQP369aNp06bRTz/9RHv37hW9TY2ZO3cuFRYWmrfUVFw9A9QXHexFV8QEEi8TtxyJ3hZ4DThzYvcwJHYDaJGswVJwcDDpdDrKzLTMg+D7nGfUnHfeeUcES7/99hv179+/2X1jYmLEayUlJTX6dc5v8vX1tdgAwNLdV3QW/3+1+zxVVDfeS+uoFbsrqusoNsyHBnVCYjeAFskaLLm6utLgwYMtkrOlZO0RI0Y0+X1vv/02vfbaa7Ru3ToaMmTIZV8nLS1N5CxFRBjXugKA1rumTzhF+rlTTkkV/XjI2JPi6Dix++t6FbuR2A2gTbIPw3HZAK6dtGzZMkpMTBTJ2KWlpWJ2HJsxY4YYJpNwDtJLL70kZstxbSbObeKtpKREfJ3/f/bZZ2nXrl2UnJwsAq+pU6dSt27dREkCAGh7ovc9I6LF7U+3J4tAwdHtTc6nExnF5KZ3phsHGpPgAUB7ZA+Wpk+fLobU5s2bJ8oBJCQkiB4jKek7JSVF1EmSfPjhh2IW3S233CJ6iqSNn4PxsN7hw4dFzlKPHj3ogQceEL1XW7duFcNtANB23HvCM76OpxfR7nN55OgWbz0r/r9pUAfy80RiN4BWORlweXgJLh3As+I42Rv5SwCWXlh1hL7cnUJX9w6jj2Zcfhhcq85ml9CV720WSe+/zxlL3UK95W4SgMMrstH5W/aeJQBQl5mjjENx6xMzKSW3jBzVJ9vOiUDpyp6hCJQANA7BEgC0SrdQHxrTI0QECst2JpMjyi2ppO/2p4nbs8fEyN0cALAxBEsA0Gr3m3qXeHHd4opqcjRf7EoR68D16+BHw7tYrh4AANqDYAkAWm1M9xDqGuJFJZU15h4WR8E1pj7flWzuVUK5AADtQ7AEAK3m7OxEM0d1EbeX7kim2jqDQxWh5FpTHfw96Nq+zRfPBQBtQLAEAG3C0+V93fV0PreMfk+0rMKvVXV1BnO5AE5059pTAKB9+EsHgDbxdNXTXaYlUP77x2mHKFK56VQWnckuJR83PU0figW3ARwFgiUAaLPZ8THk6aqjoxeKaP1x7fcufbTF2Kt05/BO5OOOIpQAjgLBEgC0WaCXK9070jgzbsHv2u5d2n8+j3adzSO9sxPdZ5oNCACOAcESALTLg/Ex5OWqE0ug/KbR3iUOAt9ed1LcvnlQR4rw85C7SQBgRwiWAKBdArxczT0t3LvESdBasy0pR6yF56pzpr9O7C53cwDAzhAsAYBVcpe83fSUKHqXMkhrvUr/+tXYq3T3FZ0p0h+9SgCOBsESALSbv6erec04rfUu/Xosgw6nFYqhxsfGd5W7OQAgAwRLAGAVD4zuIqbUn8gopnXHtNG7xMU23/ntlPnnC/J2k7tJACADBEsAYPXepfc10rvE1bqTskrIz8OFZmHBXACHhWAJAKzmgdEx5OOup5OZxfTDoYukZlU1dfTv3429So+M60q+qKsE4LAQLAGA1fh5utBDph6YN9YmUnFFNanVir0plJZfTiE+bnTvCNRVAnBkCJYAwKpmxcdQdJAnZRVXiuE4NSqprKH//JEkbj8xoRt5uOrkbhIAyAjBEgBYlbuLjl65oY+4/emOZDqZUUxq886vJym7uJI6B3nS9KGd5G4OAMgMwRIAWN242FCa1CdMzCZ7ac1RVS2DcjAln5btTBa3/zmtH7nqcZgEcHQ4CgCATbx0fW9yd3GmPefyaE2COpK9q2vraO7KI8Sx3U2DOtDo7sFyNwkAFADBEgDYRMcAT/rLBOPSIP9cm0hFKkj2Xrz1rKgTFeDpQi9e11vu5gCAQiBYAgCbmRXfhboEe4n8nwXrlZ3snZxTak5I516xQC9XuZsEAAqBYAkAbMZN/2eyN+cBHUkrJCXinKq/rzpClTV1FN89mG4c2EHuJgGAgiBYAgCbGtsjhK7rFyGSvR//+oAih+O+P3CBdpzJFTlWnNTt5OQkd5MAQEEQLAGAzb1xYz/q4O9B53PL6PnvDitqdlxqXhm99tNxcfvJiT2oU5Cn3E0CAIVBsAQAdqnsvfCuQeSic6JfjmbQ0h3GqflyK6uqodmf7aPC8mrq39FPLJYLANAQgiUAsIsBUf70wrW9zEuhcD0jOXHv1rPfHhaz34K93eh/9wwmFx0OiQBwKRwZAMBu7h0ZTdf2C6fqWgM9/tVBKiirkq0tH2w6Qz8fSRe9XYvuHkQRfh6ytQUAlA3BEgDYDSdOv3lzf7F23IWCcprzzSGqq7N//tKGxEx657eT4varU/vSkOhAu7cBANQDwRIA2JWvuzF/iZcR+eNElpiyzzPl7CUpq5j+ujxBVOm++4pOdMcwrP0GAM1DsAQAdtcn0o/+dUt/cnYiWr43lZ759hDV1NbZ/HXP55bS/Uv3UUllDQ3rEkjzrjfWgAIAaI6+2a8CANjI1AEdyNnJiZ5ckUCrDl6gqpo6WnD7AJslWSekFtADS/dSbmkVdQzwoA9MvVsAAJeDYAkAZDMlLlIELI9/dUAkW3MF7YV3DRSVv61p/fFM+svXB6iiuo76RPrSp/cNFTPgAABaApdVACCrSX3C6aMZQ8hN70y/J2bSrGX7KLek0mrP/9nOZHro830iUBoXG0LfPDSCQn3drfb8AKB9CJYAQHbjY0NFb4+Hi462ns6hCe9upi92nW9X4nd+aRW9tPoozVtzjPhpbh8aRR/PGEJebuhQB4DWcTIoad0BhSgqKiI/Pz8qLCwkX19fuZsD4DAOpxXQ898focT0InG/Xwc/em1aX1HQsqW4GvfHW8/Skm3nqLSqVjz27KRYenRcV6z5BqBxRTY6fyNYagSCJQD58Kw47lV697dTVFxZQxzf3DigA03oFUpDOgdSuN+lQ2h8GMspqaKv96TQ4q1nqbiiRjzeO8KXnr0mVvRcAYD2FSFYsh8ESwDyyy6upPm/JNLKAxcsHueZbEM6B1CEvwel5JWJcgDnc8pEYCWJDfOhp67qTlf3Didnrk8AAA6hCMGS/fCb7O/vT6mpqQiWAGR2MCWP1h3NpP0p+XQqo1jkHzWlR5g3zYqPoWv6IEgCcNRgKSoqigoKCkTQZC3IdGxEbm6u+J/fcABQj1ReykTuRgCAIs7jCJZsLDDQuE5USkqKVd9saPtVAnr55IfPQlnweSgHPgtljQx16tTJfB63FgRLjXB2NlZU4EAJv/jKwJ8DPgtlwGehLPg8lAOfhfLO41Z7Pqs+GwAAAIDGIFgCAAAAaAaCpUa4ubnRyy+/LP4HeeGzUA58FsqCz0M58Flo/7NA6QAAAACAZqBnCQAAAKAZCJYAAAAAmoFgCQAAAKAZCJYAAAAAmuGwwdLChQspOjqa3N3dafjw4bRnz55m9//222+pZ8+eYv9+/frR2rVr7dZWrWvNZ7F48WKKj4+ngIAAsU2cOPGynx3Y7u9Csnz5cnJycqJp06bZvI2OpLWfB6+H9dhjj1FERISYDdSjRw8cq2T6LBYsWECxsbHk4eEhqns/9dRTVFFRYbf2atWWLVtoypQpFBkZKY45q1evvuz3bNq0iQYNGiT+Jrp160ZLly5t/QsbHNDy5csNrq6uhiVLlhiOHTtmmD17tsHf39+QmZnZ6P7bt2836HQ6w9tvv204fvy44cUXXzS4uLgYjhw5Yve2O/pnceeddxoWLlxoOHjwoCExMdFw3333Gfz8/AxpaWl2b7ujfxaSc+fOGTp06GCIj483TJ061W7t1brWfh6VlZWGIUOGGK699lrDtm3bxOeyadMmQ0JCgt3b7uifxZdffmlwc3MT//Pn8OuvvxoiIiIMTz31lN3brjVr1641vPDCC4aVK1fyTH7DqlWrmt3/7NmzBk9PT8OcOXPE+fu///2vOJ+vW7euVa/rkMHSsGHDDI899pj5fm1trSEyMtIwf/78Rve/7bbbDNddd53FY8OHDzc89NBDNm+r1rX2s2iopqbG4OPjY1i2bJkNW+kY2vJZ8Ps/cuRIw8cff2y49957ESzJ+Hl8+OGHhpiYGENVVZUdW+kYWvtZ8L4TJkyweIxP1qNGjbJ5Wx0JtSBYeu655wx9+vSxeGz69OmGSZMmteq1HG4Yrqqqivbv3y+Gb+qvIcP3d+7c2ej38OP192eTJk1qcn+w3WfRUFlZGVVXV1t90URH09bP4tVXX6XQ0FB64IEH7NRSx9CWz+OHH36gESNGiGG4sLAw6tu3L73xxhtUW1trx5ZrT1s+i5EjR4rvkYbqzp49K4ZDr732Wru1G6x7/na4hXRzcnLEwYMPJvXx/RMnTjT6PRkZGY3uz4+DfT+Lhp5//nkxdt3wjwFs/1ls27aNPvnkE0pISLBTKx1HWz4PPiH/8ccfdNddd4kTc1JSEj366KPiYoIrGoP9Pos777xTfN/o0aN59IZqamro4Ycfpr///e92ajVc7vxdVFRE5eXlIqesJRyuZwm048033xSJxatWrRJJl2A/xcXFdM8994iE++DgYLmbA0RUV1cnevk++ugjGjx4ME2fPp1eeOEFWrRokdxNczicUMy9eh988AEdOHCAVq5cST///DO99tprcjcN2sjhepb4wK7T6SgzM9Picb4fHh7e6Pfw463ZH2z3WUjeeecdESz9/vvv1L9/fxu3VPta+1mcOXOGkpOTxayU+idrptfr6eTJk9S1a1c7tFyb2vK3wTPgXFxcxPdJevXqJa6seSjJ1dXV5u3WorZ8Fi+99JK4mJg1a5a4zzOoS0tL6cEHHxQBLA/jgX00df729fVtca8Sc7hPjA8YfNW1YcMGi4M83+fx/sbw4/X3Z+vXr29yf7DdZ8HefvttcYW2bt06GjJkiJ1aq22t/Sy4jMaRI0fEEJy03XDDDTR+/Hhxm6dKg33/NkaNGiWG3qSglZ06dUoEUQiU7PtZcC5lw4BICmKxHKt9We38bXDQaaA8rXPp0qViKuGDDz4opoFmZGSIr99zzz2Gv/3tbxalA/R6veGdd94R09VffvlllA6Q6bN48803xRTe7777zpCenm7eiouLZfwpHPOzaAiz4eT9PFJSUsTM0Mcff9xw8uRJw08//WQIDQ01vP766zL+FI75WfA5gj+Lr7/+Wkxd/+233wxdu3YVM6uhffhYz6VjeOMQ5r333hO3z58/L77OnwN/Hg1LBzz77LPi/M2lZ1A6oBW41kKnTp3EiZenhe7atcv8tbFjx4oDf33ffPONoUePHmJ/nob4888/y9BqbWrNZ9G5c2fxB9Jw44MT2P/voj4ES/J/Hjt27BBlTfjEzmUE/vnPf4ryDmDfz6K6utrwyiuviADJ3d3dEBUVZXj00UcN+fn5MrVeOzZu3NjoOUB6//l//jwafs+AAQPEZ8d/F59++mmrX9eJ/7FupxcAAACAdjhczhIAAABAayBYAgAAAGgGgiUAAACAZiBYAgAAAGgGgiUAAACAZiBYAgAAAGgGgiUAAACAZiBYAgC7u++++2jatGmkpIVPnZycqKCgQO6mAIACIVgCALt7//33aenSpaRU3DZ/f3+5mwEACqGXuwEA4Hj8/PzkbgIAQIuhZwkAbOa7776jfv36kYeHBwUFBdHEiROptLT0kmG4cePG0RNPPEHPPfccBQYGUnh4OL3yyisteo0777yTpk+fbvFYdXU1BQcH02effSbuV1ZWiucPDQ0ld3d3Gj16NO3du7fJIbmZM2dSYWGhGJrjTWrL559/TkOGDCEfHx/RRn7trKwsi+//4YcfqHv37uJ1xo8fT8uWLbtkiG/btm0UHx8v3peoqCjRNn5fAECZECwBgE2kp6fTHXfcQffffz8lJiaKIOSmm27ixbsb3Z+DCi8vL9q9eze9/fbb9Oqrr9L69esv+zp33XUX/fjjj1RSUmJ+7Ndff6WysjK68cYbxX0Owr7//nvxGgcOHKBu3brRpEmTKC8v75LnGzlyJC1YsIB8fX3Fz8DbM888Yw7CXnvtNTp06BCtXr2akpOTReAnOXfuHN1yyy0iEOR9HnroIXrhhRcsnv/MmTN0zTXX0M0330yHDx+mFStWiODp8ccfb8W7CwB2Za2VgAEA6tu/f79YDTw5OfmSr/HK4FOnTjXf51XCR48ebbHP0KFDDc8///xlX4dXeA8ODjZ89tln5sfuuOMOw/Tp08XtkpISg4uLi+HLL780f72qqsoQGRlpePvtty1WMpdWhedVyf38/C772nv37hXfV1xcLO5ze/v27WuxzwsvvGDx3A888IDhwQcftNhn69atBmdnZ0N5efllXxMA7A89SwBgE3FxcXTllVeKYbhbb72VFi9eTPn5+U3u379/f4v7ERERlwxxNUav19Ntt91GX375pbjPw1lr1qwRPU5STw73CI0aNcr8PS4uLjRs2DDR49Ua+/fvpylTplCnTp3EUNzYsWPF4ykpKeL/kydP0tChQy2+h1+nPu5x4gRyb29v88a9XHV1daJnCgCUB8ESANiETqcTw2i//PIL9e7dm/773/9SbGxskwEBBzD1cZ4PBxAtwYHRhg0bRHDFw2OcC8RDXdbEQRgHNTw8x4EZ5zytWrVKfK2qqqrFz8PDhTw8l5CQYN44gDp9+jR17drVqm0GAOvAbDgAsBkOeLhHh7d58+ZR586dzQGGNXGeESdKc/4PB2fckyUFXxyAuLq60vbt28XrM+5p4mDnySefbPT5eP/a2lqLx06cOEG5ubn05ptvitdi+/bts9iHg8G1a9daPNYwkXzQoEF0/PhxkTcFAOqAniUAsAlO1H7jjTdEQMHDVCtXrqTs7Gzq1auXTV6PZ6YtWrRI9GZJQ3CMk8YfeeQRevbZZ2ndunUiUJk9e7ZIAH/ggQcafa7o6GjRA8S9VTk5OWJfHnrjIIp7yM6ePStmvXGyd33cY8RB1fPPP0+nTp2ib775xlxPigNHxl/bsWOHSOjmXiXuUeJhQyR4AygXgiUAsAkertqyZQtde+211KNHD3rxxRfp3XffpcmTJ9vk9ThA4kCoQ4cOFvlJjHuDePbZPffcI3p2kpKSxIy5gICAJnuqHn74YVGSICQkRMzO4/858Pn222/FsCI/5zvvvGPxfV26dBHlEjgw5BysDz/80Dwbzs3NTfzPj2/evFkEU1w+YODAgaLXLTIy0ibvCwC0nxNneVvheQAAoBH//Oc/RY9Xamqq3E0BgDZCzhIAgBV98MEHYkYcF+HkPKl//etfGGIDUDkESwCgaDzzjHOBGsMJ28eOHSMl4Ryk119/XRS85Dynp59+mubOnSt3swCgHTAMBwCKVlxcTJmZmY1+jWe8STPcAABsBcESAAAAQDMwGw4AAACgGQiWAAAAAJqBYAkAAACgGQiWAAAAAJqBYAkAAACgGQiWAAAAAJqBYAkAAACgGQiWAAAAAKhp/w9g98dUwTLcQAAAAABJRU5ErkJggg==", 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", 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", 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" ] @@ -251,7 +232,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -265,7 +246,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/06-example_sparse_experiment.ipynb b/demo_notebooks/06-example_sparse_experiment.ipynb index a4abd58f..5e6d078c 100644 --- a/demo_notebooks/06-example_sparse_experiment.ipynb +++ b/demo_notebooks/06-example_sparse_experiment.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -201,7 +182,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -217,7 +198,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -231,7 +212,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/07-example_timed_propertyscan.ipynb b/demo_notebooks/07-example_timed_propertyscan.ipynb index 7801b635..bcb770c7 100644 --- a/demo_notebooks/07-example_timed_propertyscan.ipynb +++ b/demo_notebooks/07-example_timed_propertyscan.ipynb @@ -19,26 +19,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Could not load Keysight SD1\n", - "Could not load Keysight SD1\n", - "pylablib not found, AttocubeANC350 not loaded\n", - "Basler Camera software not found, BaserCamera not loaded\n", - "Helios Camera not installed\n", - "msl not installed, Thorlabs BSC203 driver not loaded\n", - "seabreeze module not found, Ocean Optics not imported\n", - "Failed to load spinapi library.\n", - "spinapi is not installed, PulseBlaster driver not loaded.\n", - "Thorlabs Kinesis not found, ThorlabsBSC203 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsBPC303 not loaded\n", - "Thorlabs Kinesis not found, ThorlabsMFF101 not loaded\n" - ] - } - ], + "outputs": [], "source": [ "import pyscan as ps\n", "import numpy as np\n", @@ -167,7 +148,7 @@ "outputs": [ { "data": { - "image/png": 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79sSFCy1v7UpNTUVGRobdth07dmDgwIGXPbZ79+5QKpX44YcfbNuKi4tx8uRJu/1UKhVMJlOLY3MGu8DIjq0EhoPWHwBQquQICNGgrKgaxXmV8AlQuTM8IiKvdfDgQXz33XdIS0tDZGQkDh48iEuXLiExMRHPP/88pkyZgsjISIwaNQplZWXYv38/Hn/8cXTr1g1GoxFvvPEGbrnlFuzfvx9r165t8fVnzJiBIUOG4OWXX8Ztt92GL774At9++y327dt32WP9/f3x8MMP48knn0RYWBiioqIwf/58yGT27TBxcXHYs2cP7r33XqjVaoSHh7c4zuZiAkR2HBVBrS8k2rcmAapApx7BboqMiMi7BQYGYs+ePVi5ciW0Wi26du2KV199FaNGjQIAVFdX47XXXsOcOXMQHh6Ou+++GwDQr18/rFixAi+//DLmzZuHIUOGYOnSpZgwYUKLrj9w4EBs3rwZCxYswMKFC9GtWzds2bIFAwYMaNbxy5cvR3l5OW699VYEBATgiSeeQGlpqd0+ixcvxqOPPopu3bpBp9O1adeZILbHjjmJabVaBAUFobS0FIGBgVKH41Zfrz2GP45cwnVjeqDvDbEO99n7yUn88v2f6Dc8FoPu7uHmCImIWqe6uhrZ2dmIj4+HRqOROhxqoaZ+fy35/uYYILLT1BR4K1tVeE6FJyIiD8UEiGzMJjNK85seAwSwKjwREdnLycmBv79/o4+cnBypQ2yAY4DIRltoKYIqV8oQENp4s7C1BaisoAomgxlyJfNoIiJv1qlTJxw5cqTJ99sbJkBkY1sAMdK+CGp9vkEqKDVyGKpNKLlUibBO/u4KkYiI2iGFQoHu3btLHUaL8J/uZNPUCtB1CYJgawViTTAiIvJETIDIpriRKvCOBNdZEZqIiMjTMAEim+a2AAFASJRlIHQJEyAiIvJATIDIxjYFvhktQKwKT0REnowJEAEAdJUGVGn1ACyDoC+nblV4rqVJRESehgkQAahtyfENUkHlc/nJgUGRPhAEQF9tQmVN4kREROQpmAARgObVAKtLoZQjINzHcizHARERkYdhAkQAapMY6yrPzcGSGERE1FKiKMJoNEodhvQJ0OrVq20FzZKTk7F3795G983NzcW4cePQq1cvyGQyzJw5s8lzb968GYIg4Pbbb3dt0B1QS1uAgNqp8GwBIiJPJ4oiKg2Vbn+0dAzlsGHD8Pjjj2PmzJkICQlBVFQU1q1bh4qKCvzf//0fAgIC0K1bN3z99de2Y44fP47Ro0fD398fUVFRGD9+PAoKCmzvf/PNN7juuusQHByMsLAw/O1vf8Pp06dt7+v1ejz22GOIiYmBRqNBXFwcli5dCgA4c+YMBEGwWwW6pKQEgiBg165dAIBdu3ZBEARs374dKSkpUKvV2Lt3L0RRxLJly5CQkAAfHx/07dsXW7dudeK35xxJV4LesmULZs6cidWrV2PQoEF4++23MWrUKBw/fhxdunRpsL9Op0NERATmz5+P1157rclznz17FnPmzMHgwYPbKvwOpbgFU+CtaluAKtokJiIid6kyVmHApgFuv+7BcQfhq2z+310AeP/99/HUU0/hxx9/xJYtW/D3v/8dn3/+Oe644w4888wzeO211zB+/Hjk5OSgtLQUQ4cOxaRJk7BixQpUVVVh7ty5GDNmDL7//nsAQEVFBWbPno0+ffqgoqICzz77LO644w4cOXIEMpkMq1atwpdffolPPvkEXbp0wblz53Du3LkW3+tTTz2FV155BQkJCQgODsaCBQvw6aefYs2aNejRowf27NmDBx54ABERERg6dGiLz99SkiZAK1aswMMPP4xHHnkEALBy5Ups374da9assWWXdcXFxeH1118HAGzcuLHR85pMJtx///1YtGgR9u7di5KSkjaJv6Mwm0WU5lcBaGECxMUQiYjcrm/fvliwYAEAYN68efjHP/6B8PBwTJo0CQDw7LPPYs2aNfjll1+Qnp6O/v37Y8mSJbbjN27ciNjYWJw8eRI9e/bEXXfdZXf+DRs2IDIyEsePH0dSUhJycnLQo0cPXHfddRAEAV27dnUq7sWLF2PEiBEALEnXihUr8P333yM1NRUAkJCQgH379uHtt9/u2AmQXq9HVlYWnn76abvtaWlpOHDgQKvOvXjxYkRERODhhx9uskvNSqfTQafT2V5rtdpWXd/TlBVWw2Q0Q66QISCs8SKo9QXXLIZYVlQNo94EhUreViESEbUpH4UPDo47KMl1W+rqq6+2PZfL5QgLC0OfPn1s26KiogAA+fn5yMrKws6dO+Hv37Bm4+nTp9GzZ0+cPn0aCxcuxA8//ICCggKYzWYAlgrvSUlJmDhxIkaMGIFevXrhpptuwt/+9jekpaW1OO6UlBTb8+PHj6O6utqWEFnp9Xpcc801LT63MyRLgAoKCmAymWy/KKuoqCjk5eU5fd79+/djw4YNTValrW/p0qVYtGiR09f0dNbxP0GRPpA1UQS1Pp8AJdS+CugqjSjJr0L4FSyKSkSeSRCEFndFSUWpVNq9FgTBbpsgWP6Om81mmM1m3HLLLXj55ZcbnCcmJgYAcMsttyA2Nhbr169Hp06dYDabkZSUBL3essRJ//79kZ2dja+//hrffvstxowZg+HDh2Pr1q2QySxDieuOZTIYDA7j9vOrnWRjTbL+85//oHPnznb7qdXq5n0QrSR5NXjrL8pKFMUG25qrrKwMDzzwANavX4/w8PBmHzdv3jzMnj3b9lqr1SI2NtapGDxRcZ5lDE9LBkADlt9dcJQvLmZrUZxXwQSIiKid6d+/P7Zt24a4uDgoFA2/8gsLC3HixAm8/fbbtjGz+/bta7BfYGAgxo4di7Fjx+Luu+/GTTfdhKKiIkRERACwTFKyttw0pwGid+/eUKvVyMnJcUt3lyOSJUDh4eGQy+UNWnvy8/MbtAo11+nTp3HmzBnccssttm3WLFOhUOC3335Dt27dGhynVqvdlnG2Ry2pAVZfSLQlAWJVeCKi9mfatGlYv3497rvvPjz55JMIDw/HqVOnsHnzZqxfvx4hISEICwvDunXrEBMTg5ycnAZDU1577TXExMSgX79+kMlk+Ne//oXo6GgEBwdDJpPhr3/9K/7xj38gLi4OBQUFtvFJTQkICMCcOXMwa9YsmM1mXHfdddBqtThw4AD8/f3x4IMPttVHYiPZNHiVSoXk5GRkZGTYbc/IyMDAgQOdOueVV16JY8eO4ciRI7bHrbfeiuuvvx5HjhzxqladlihpQQ2w+qxJEwdCExG1P506dcL+/fthMpkwcuRIJCUlYcaMGQgKCoJMJoNMJsPmzZuRlZWFpKQkzJo1C8uXL7c7h7+/P15++WWkpKTgL3/5C86cOYP09HRb99fGjRthMBiQkpKCGTNm4MUXX2xWbC+88AKeffZZLF26FImJiRg5ciT+/e9/Iz4+3uWfgyOSdoHNnj0b48ePR0pKClJTU7Fu3Trk5ORgypQpACxdU+fPn8cHH3xgO8batFZeXo5Lly7hyJEjUKlU6N27NzQaDZKSkuyuERwcDAANtlOt2inwzV8E0SqkZuFEtgAREbU969o6dZ05c6bBtrpjcnr06IFPP/200XMOHz4cx48fb/T4SZMm2WaYOZKYmIjMzMxGjx82bJjD9Y4EQcD06dMxffr0Rs/dliRNgMaOHYvCwkIsXrwYubm5SEpKQnp6um2KXW5uLnJycuyOqTs6PCsrC5s2bULXrl0d/gdAl6evMqKytKYIqhMtQHWrwrdm/BYREZE7ST4IeurUqZg6darD9957770G21q6aqajc1Ata+uPT6AK6mYUQa0vMNwHgkyAUWdCRYkO/iHNn0ZPREQkFclLYZC0nCmBUZdcIUNQhGUdC9YEIyIiT8EEyMvZZoA50f1lZR0IzZpgRETkKZgAeTln1wCqK4QzwYiIyMMwAfJyrVkDyMpWFZ5FUYmIyEMwAfJiollESU0RVGfWALJiCxAREXkaJkBerKyoGiaDGTKFgICwlhfks7KuBVRerINBZ3JVeERERG2GCZAXs87aCorwbVER1Po0/kpo/C2F+LggIhGRNM6cOQNBEGwLBu/atQuCIKCkpETSuNorJkBezDprqzUDoK1s3WAcB0RE5LUmTpyI22+/XeowmoUJkBdzxRR4K9tAaI4DIiIiD8AEyIsVt3IRxLpCauqIcTFEIqK288033+C6665DcHAwwsLC8Le//Q2nT59u9vHbtm3DVVddBbVajbi4OLz66qt27+t0Ojz11FOIjY2FWq1Gjx49sGHDBgCAyWTCww8/jPj4ePj4+KBXr154/fXXbcc+//zzeP/99/HFF19AEAQIgmCrXXb+/HmMHTvWVn3+tttuk7yEleSlMEg6JTVrALVmCryVtQWIM8GIyBOJogixqsrt1xV8fFpUQ7GiogKzZ89Gnz59UFFRgWeffRZ33HGHbdxPU7KysjBmzBg8//zzGDt2LA4cOICpU6ciLCwMEydOBABMmDABmZmZWLVqFfr27Yvs7GwUFBQAAMxmM6644gp88sknCA8Px4EDBzB58mTExMRgzJgxmDNnDk6cOAGtVot3330XABAaGorKykpcf/31GDx4MPbs2QOFQoEXX3wRN910E3755ReoVKoWf26uwATIS+mrjaiwFkF14Rig0ouVEM0ihFYMqiYicjexqgq/9U92+3V7HcqC4Nv8v8F33XWX3esNGzYgMjISx48fh7+/f5PHrlixAjfeeCMWLlwIAOjZsyeOHz+O5cuXY+LEiTh58iQ++eQTZGRkYPjw4QCAhIQE2/FKpRKLFi2yvY6Pj8eBAwfwySefYMyYMfD394ePjw90Oh2io6Nt+/3zn/+ETCbDO++8Y0v23n33XQQHB2PXrl1IS0tr9v27ErvAvJR1/I9PgBIaP2WrzxcYroFMLsBoMKOsuLrV5yMiooZOnz6NcePGISEhAYGBgYiPjwcA5OTkXPbYEydOYNCgQXbbBg0ahN9//x0mkwlHjhyBXC7H0KFDGz3H2rVrkZKSgoiICPj7+2P9+vWXvXZWVhZOnTqFgIAA+Pv7w9/fH6Ghoaiurm5R952rsQXIS7liBei6ZHJLUdTivEqU5FUisBXrChERuZvg44Neh7IkuW5L3HLLLYiNjcX69evRqVMnmM1mJCUlQa/XX/ZYURQbdLeJomh77nOZWD755BPMmjULr776KlJTUxEQEIDly5fj4MGDTR5nNpuRnJyMjz76qMF7ERERl427rTAB8lLFLpwCbxUS7YfivEoUX6xEl6vCXHZeIqK2JghCi7qipFBYWIgTJ07g7bffxuDBgwEA+/bta/bxvXv3brD/gQMH0LNnT8jlcvTp0wdmsxm7d++2dYHVtXfvXgwcOBBTp061bavfgqNSqWAy2S+I279/f2zZsgWRkZEIDAxsdrxtjV1gXqp2Cryfy87JqvBERG3HOoNq3bp1OHXqFL7//nvMnj272cc/8cQT+O677/DCCy/g5MmTeP/99/Hmm29izpw5AIC4uDg8+OCDeOihh/D5558jOzsbu3btwieffAIA6N69O37++Wds374dJ0+exMKFC/HTTz/ZXSMuLg6//PILfvvtNxQUFMBgMOD+++9HeHg4brvtNuzduxfZ2dnYvXs3ZsyYgT///NN1H1ALMQHyUq6cAm9lrSfGqfBERK4nk8mwefNmZGVlISkpCbNmzcLy5cubfXz//v3xySefYPPmzUhKSsKzzz6LxYsX22aAAcCaNWtw9913Y+rUqbjyyisxadIkVFRYZgxPmTIFd955J8aOHYsBAwagsLDQrjUIACZNmoRevXrZxgnt378fvr6+2LNnD7p06YI777wTiYmJeOihh1BVVSVpi5Ag1u0AJACAVqtFUFAQSktL21VznauIZhHrZuyG0WDG/Yv+6rJxQHnZpdj2chb8glSY+PJ1LjknEZGrVVdXIzs7G/Hx8dBoNFKHQy3U1O+vJd/fbAHyQmXF1TAazJDJBQSGu+5/fmtrUkWpHvoqo8vOS0RE5GpMgLxQia0Iqg9kctf9J6D2VcIn0LKgVUk+u8GIiKj9YgLkhVw9Bb4uW1FUDoQmIqJ2jAmQF7JVgXdBEdT6aktisCo8ERG1X0yAvFCxG1qASjgTjIiI2jEmQF7ImpyEuHANIKtgdoEREZEHYALkZQw6E8qLdQDaqAWoJqkqza+C2cwVFoiIqH1iAuRlrK0/Gn/XFEGtLyBMA7lCBpPRjLJCFkUlIqL2iQmQlym+aBmc7MoVoOuSyQQERVoK6nEgNBERtVdMgLyMdQZYcBvMALOyzi7jQGgiImqvmAB5mbZcA8jKOg6INcGIiKi9YgLkZdqiCGp9rApPRETtneQJ0OrVq20FzZKTk7F3795G983NzcW4cePQq1cvyGQyzJw5s8E+69evx+DBgxESEoKQkBAMHz4cP/74YxvegecQzaKbWoBYFZ6IqC1s3boVffr0gY+PD8LCwjB8+HBUVFTgp59+wogRIxAeHo6goCAMHToUhw4dsh1333334d5777U7l8FgQHh4ON59910AgCiKWLZsGRISEuDj44O+ffti69atbr0/d5I0AdqyZQtmzpyJ+fPn4/Dhwxg8eDBGjRqFnJwch/vrdDpERERg/vz56Nu3r8N9du3ahfvuuw87d+5EZmYmunTpgrS0NJw/f74tb8UjlJfoYNSbIZMJCIzwabPrBEdaEqAqrR7VFYY2uw4RkauIogiDzuT2hyg2f7mQ3Nxc3HfffXjooYdw4sQJ7Nq1C3feeSdEUURZWRkefPBB7N27Fz/88AN69OiB0aNHo6ysDABw//3348svv0R5ebntfNu3b0dFRQXuuusuAMCCBQvw7rvvYs2aNfj1118xa9YsPPDAA9i9e7drP+x2QhBb8um72IABA9C/f3+sWbPGti0xMRG33347li5d2uSxw4YNQ79+/bBy5com9zOZTAgJCcGbb76JCRMmNCsurVaLoKAglJaWIjAwsFnHeIJzJ4rw5etHEBzli/sX/bVNr/Xe3H2oKNXjrqeSEZ0Q1KbXIiJqierqamRnZ9t6HwDLGmnrZrj/i37y60OhVMubte+hQ4eQnJyMM2fOoGvXrk3ua/3u27RpE/72t7/BYDCgU6dOWLFiBcaPHw8AGDduHIxGIz755BNUVFQgPDwc33//PVJTU23neeSRR1BZWYlNmzY5f5Mu5uj3Z9WS72/JWoD0ej2ysrKQlpZmtz0tLQ0HDhxw2XUqKythMBgQGhra6D46nQ5ardbu0RG5o/vLKrhmIDRnghERuUbfvn1x4403ok+fPrjnnnuwfv16FBcXAwDy8/MxZcoU9OzZE0FBQQgKCkJ5ebmtR0WpVOKee+7BRx99BACoqKjAF198gfvvvx8AcPz4cVRXV2PEiBHw9/e3PT744AOcPn1amhtuYwqpLlxQUACTyYSoqCi77VFRUcjLy3PZdZ5++ml07twZw4cPb3SfpUuXYtGiRS67ZntlLU/RlgOgrUKifHH+t2KWxCAij6BQyTD59aGSXLe55HI5MjIycODAAezYsQNvvPEG5s+fj4MHD2LatGm4dOkSVq5cia5du0KtViM1NRV6vd52/P3334+hQ4ciPz8fGRkZ0Gg0GDVqFADAbDYDAP7zn/+gc+fOdtdVq9UuuNP2R7IEyEoQBLvXoig22OasZcuW4eOPP8auXbsaNJPVNW/ePMyePdv2WqvVIjY21iUxtCclNYsgtuUaQFbBXAuIiDyIIAjN7oqSkiAIGDRoEAYNGoRnn30WXbt2xWeffYa9e/di9erVGD16NADg3LlzKCgosDt24MCBiI2NxZYtW/D111/jnnvugUqlAgD07t0barUaOTk5GDrU/YmgFCRLgMLDwyGXyxu09uTn5zdoFXLGK6+8giVLluDbb7/F1Vdf3eS+arW6w2a4dbljCryVbSYYV4MmInKJgwcP4rvvvkNaWhoiIyNx8OBBXLp0CYmJiejevTs+/PBDpKSkQKvV4sknn4SPj/1kF0EQMG7cOKxduxYnT57Ezp07be8FBARgzpw5mDVrFsxmM6677jpotVocOHAA/v7+ePDBB919u21OsjFAKpUKycnJyMjIsNuekZGBgQMHturcy5cvxwsvvIBvvvkGKSkprTpXR2HQm1BeVFME1R0tQDVJVumlKphN5ja/HhFRRxcYGIg9e/Zg9OjR6NmzJxYsWIBXX30Vo0aNwsaNG1FcXIxrrrkG48ePx/Tp0xEZGdngHPfffz+OHz+Ozp07Y9CgQXbvvfDCC3j22WexdOlSJCYmYuTIkfj3v/+N+Ph4d92iW0naBTZ79myMHz8eKSkpSE1Nxbp165CTk4MpU6YAsHRNnT9/Hh988IHtmCNHjgAAysvLcenSJRw5cgQqlQq9e/cGYOn2WrhwITZt2oS4uDhbC5N1QJe3snZFqf0U8PFXtfn1AkI0UChlMBrM0BZUu2XgNRFRR5aYmIhvvvnG4XvXXHMNfvrpJ7ttd999d4P9evfu3ejUe0EQMH36dEyfPr31wXoASROgsWPHorCwEIsXL0Zubi6SkpKQnp5um96Xm5vbYE2ga665xvY8KysLmzZtQteuXXHmzBkAloUV9Xp9g1/8c889h+eff75N76c9K7F1f/m55XqCTEBwtC8KzpWj+GIlEyAiImpXJB8EPXXqVEydOtXhe++9916DbZdbtsiaCJE92xR4N3R/WQVH1SRAeRWIvzrcbdclIiK6HMlLYZB7uHMKvJX1WpwJRkRE7Q0TIC/hzkUQrWxT4bkWEBERtTNMgLyAKNYWQQ1xYxeYdbwRF0MkovZIwkpQ1Aqu+r0xAfICFSV6GHQmCDIBgeFtVwS1PmtrU3WFAVXl+svsTUTkHkqlEoClVBJ5Huvq1nJ56xaulHwQNLU96wrQgeEayBXuy3mVajn8Q9QoL9ahJK8SPt3bfvo9EdHlyOVyBAcHIz8/HwDg6+vrsgoE1LbMZjMuXboEX19fKBStS2GYAHkBKQZAW4VE+6K8WIfii5WI6R7s9usTETkSHR0NALYkiDyHTCZDly5dWp20MgHyArVT4N2zBlBdwdF+OHeimAOhiahdEQQBMTExiIyMhMFgkDocagGVSgWZrPW9GUyAvECJG2uA1We9ZjGnwhNROySXy1s9loQ8EwdBe4FiCabAW7EqPBERtUdMgDo4o96EsqJqANIkQNap8KWXqmAysigqERG1D0yAOriS/CpABNS+CvgEKN1+fb9gFZRqOUSziNJLVW6/PhERkSNMgDq4uitASzHNUxAEW8sTu8GIiKi9YALUwVnXAJJiALSVNQEqzquQLAYiIqK6mAB1cNY1gNxZBb6+EA6EJiKidoYJUAdXOwXe/WsAWYVEsyYYERG1L0yAOjBRFCWdAm9VdwwQiw8SEVF7wASoA6vU6mGoNkEQgKAI9xVBrS840gcQAF2lEVVlXHGViIik59RK0DqdDj/++CPOnDmDyspKRERE4JprrkF8fLyr46NWsHY5BYT7QK6ULtdVqOQIDNNAW1CNkosV8A1kUVQiIpJWixKgAwcO4I033sDnn38OvV6P4OBg+Pj4oKioCDqdDgkJCZg8eTKmTJmCgICAtoqZmsk2/kfCAdBWwVG+0BZUozivEp16hEgdDhEReblmNwvcdtttuPvuu9G5c2ds374dZWVlKCwsxJ9//onKykr8/vvvWLBgAb777jv07NkTGRkZbRk3NYO1AKmU43+srIOwWROMiIjag2a3AKWlpeFf//oXVCrH3RcJCQlISEjAgw8+iF9//RUXLlxwWZDknGIJi6DWZ6sJxplgRETUDjQ7AZo2bVqzT3rVVVfhqquuciogch3rIojtowWIiyESEVH74dTI2HPnzuHPP/+0vf7xxx8xc+ZMrFu3zmWBUesYDSZoCy1FUK3r8EjJ2gJUVlgNo8EkcTREROTtnEqAxo0bh507dwIA8vLyMGLECPz444945plnsHjxYpcGSM4prSmCqvKRpghqfb6BKqg0cohiTWxEREQScioB+u9//4trr70WAPDJJ58gKSkJBw4cwKZNm/Dee++5Mj5yktRFUOsTBAHBNS1RLIlBRERScyoBMhgMUKvVAIBvv/0Wt956KwDgyiuvRG5uruuiI6dZ1wBqDwOgrazT8VkSg4iIpOZUAnTVVVdh7dq12Lt3LzIyMnDTTTcBAC5cuICwsDCXBkjOsbUAtYM1gKxsVeEvciA0ERFJy6kE6OWXX8bbb7+NYcOG4b777kPfvn0BAF9++aWta4yk1Z6mwFuFcCo8ERG1E06Vwhg2bBgKCgqg1WoRElK7qu/kyZPh69t+vnC9lSiKdmOA2ou6iyGKotguxiYREZF3cioBAgC5XG6X/ABAXFxca+MhF6jU6qGvMgICEBQpXRHU+oIifCAIgKHahMpSPfyC1VKHREREXqrZXWA33XQTDhw4cNn9ysrK8PLLL+Ott95qVWDkPGvrT2CYBgqlXOJoasmVMgSGWxIylsQgIiIpNTsBuueeezBmzBgkJiZi7ty5+Ne//oX9+/cjKysL3377LVatWoUxY8YgJiYGhw8fts0Mu5zVq1cjPj4eGo0GycnJ2Lt3b6P75ubmYty4cejVqxdkMhlmzpzpcL9t27ahd+/eUKvV6N27Nz777LPm3maHUNv9Jf0CiPXVjgPiQGgiIpJOsxOghx9+GH/88QcWLlyI//3vf3j00UcxePBg/OUvf8HIkSOxfv16dOnSBVlZWdi8eTNiY2Mve84tW7Zg5syZmD9/Pg4fPozBgwdj1KhRyMnJcbi/TqdDREQE5s+fbxt4XV9mZibGjh2L8ePH4+jRoxg/fjzGjBmDgwcPNvdWPV57HABtVTsTjC1AREQkHUEURdHZg0tLS1FVVYWwsDAolS1fbXjAgAHo378/1qxZY9uWmJiI22+/HUuXLm3y2GHDhqFfv35YuXKl3faxY8dCq9Xi66+/tm276aabEBISgo8//rhZcWm1WgQFBaG0tBSBgYHNv6F24qs3j+LsfwsxdFwvJA3pLHU4do7vu4Cd//wfuvQOxS3T+0kdDhERdSAt+f52ahq8VVBQEKKjo51KfvR6PbKyspCWlma3PS0trVljjRqTmZnZ4JwjR45s8pw6nQ5ardbu4ck8ogWIU+GJiEhCrUqAWqOgoAAmkwlRUVF226OiopCXl+f0efPy8lp8zqVLlyIoKMj2aE73XXtlMphRVmCptdWeFkG0so4BKiuuhkHPoqhERCQNyRIgq/prwbhifZiWnnPevHkoLS21Pc6dO9eq60up9FIVRBFQauTwDVRJHU4DGn8l1H4KQARK89kKRERE0nB6HaDWCg8Ph1wub9Ayk5+f36AFpyWio6NbfE61Wm2rbebprGUmQtpJEdT6BEFASJQv8v7QojivEuFXBEgdEhEReSHJWoBUKhWSk5ORkZFhtz0jIwMDBw50+rypqakNzrljx45WndOTtMcaYPWxKjwREUnN6RagkpISbN26FadPn8aTTz6J0NBQHDp0CFFRUejcuXkzj2bPno3x48cjJSUFqampWLduHXJycjBlyhQAlq6p8+fP44MPPrAdc+TIEQBAeXk5Ll26hCNHjkClUqF3794AgBkzZmDIkCF4+eWXcdttt+GLL77At99+i3379jl7qx6lpB1Wga8vhAOhiYhIYk4lQL/88guGDx+OoKAgnDlzBpMmTUJoaCg+++wznD171i5hacrYsWNRWFiIxYsXIzc3F0lJSUhPT0fXrl0BWBY+rL8m0DXXXGN7npWVhU2bNqFr1644c+YMAGDgwIHYvHkzFixYgIULF6Jbt27YsmULBgwY4MytepzidrwIolXtTDAuhkhERNJwah2g4cOHo3///li2bBkCAgJw9OhRJCQk4MCBAxg3bpwtGfFUnroOkCiK2PDEXugqjRi74FqEX+EvdUgOFedVYNPzB6FQyTB55VAIsvY3VomIiDxPm68D9NNPP+HRRx9tsL1z586tmsJOrVNVZoCu0lIENbgdFUGtLzDCBzKZAKPejPISndThEBGRF3IqAdJoNA4XC/ztt98QERHR6qDIOdZBxQGhGihU7acIan1yuQyBEZYEjQOhiYhICk4lQLfddhsWL14Mg8EAwDK1OScnB08//TTuuusulwZIzVfSjleArs+6ICIHQhMRkRScSoBeeeUVXLp0CZGRkaiqqsLQoUPRvXt3BAQE4KWXXnJ1jNRM1kHFwR6QAFljZFV4IiKSglOzwAIDA7Fv3z58//33OHToEMxmM/r374/hw4e7Oj5qAVsLUDteA8jK1gLELjAiIpJAq1aCvuGGG3DDDTe4KhZqpdop8J6QAHExRCIiko7TCdCPP/6IXbt2IT8/H2az2e69FStWtDowahmT0QxtQTWA9r0GkJU1SSsv1kFfbYRKI1lVFiIi8kJOfessWbIECxYsQK9evRAVFWVXc6o91p/yBqWXqiCaRSjVcvgFt78iqPVp/JTwCVCiqsyA0vwqRHRhTTAiInIfpxKg119/HRs3bsTEiRNdHA45q6RO95enJKHBUb6oKitFcV4FEyAiInIrp2aByWQyDBo0yNWxUCuUeND4HytbTTCOAyIiIjdzKgGaNWsW3nrrLVfHQq1Q7EEzwKxsVeG5FhAREbmZU11gc+bMwc0334xu3bqhd+/eUCqVdu9/+umnLgmOmq/Eg9YAsuJiiEREJBWnEqDHH38cO3fuxPXXX4+wsDCPGXPSkXlkC5B1McT8SohmkUVRiYjIbZxKgD744ANs27YNN998s6vjISdUleuhqzACAIIiPScBCgzTQKYQYDKYUVZUjcDw9lvAlYiIOhanxgCFhoaiW7duro6FnGQdQ+MfqoayHRdBrU8mlyEoggOhiYjI/ZxKgJ5//nk899xzqKzkl1Z7UOxBRVDrs3bZcSA0ERG5k1NdYKtWrcLp06cRFRWFuLi4BoOgDx065JLgqHmsyYN1VpUn4VR4IiKSglMJ0O233+7iMKg1PLkFKDiaVeGJiMj9nEqAnnvuOVfHQa3giYsgWoXU1C1jCxAREbmTU2OAqP0wmczQXqoC4JkJkLUFqLJUD32VUeJoiIjIWzS7BSg0NBQnT55EeHg4QkJCmlz7p6ioyCXB0eVpL1XBbBahUMvhH6yWOpwWU/so4BuoQqVWj+KLlYiKC5Q6JCIi8gLNToBee+01BAQE2J5z8cP2wdb9FenjsQsJhkT7olKrR0leBRMgIiJyi2YnQA8++KDtOavAtx/WMhKeOADaKjjKF+dPlrAkBhERuY1TY4Dkcjny8/MbbC8sLIRc7jkL8XUEnjwA2irEWhSVA6GJiMhNnEqARFF0uF2n00GlUrUqIGqZElsNMM9bA8jKOhCaM8GIiMhdWjQNftWqVQAAQRDwzjvvwN/f3/aeyWTCnj17cOWVV7o2QmpScUdoAapTFNVsFiHz0LFMRETkOVqUAL322msALC1Aa9eutevuUqlUiIuLw9q1a10bITWqutyA6nIDAM9OgPxDNZArZZaiqIVVtvpgREREbaVFCVB2djYA4Prrr8enn36KkJCQNgmKmsfa+uMfooZS7bljr2QyAcGRvig8X47ivEomQERE1OacGgO0c+dOJj/tQMlFS/kIT279sbLeAwdCExGRO3AlaA9W4sE1wOqzVoXnVHgiInIHyROg1atXIz4+HhqNBsnJydi7d2+T++/evRvJycnQaDRISEhwOOZo5cqV6NWrF3x8fBAbG4tZs2ahurq6rW5BMsW2KvAdKQFiUVQiImp7kiZAW7ZswcyZMzF//nwcPnwYgwcPxqhRo5CTk+Nw/+zsbIwePRqDBw/G4cOH8cwzz2D69OnYtm2bbZ+PPvoITz/9NJ577jmcOHECGzZswJYtWzBv3jx33Zbb1LYAee4UeCt2gRERkTs5VQ3eVVasWIGHH34YjzzyCABLy8327duxZs0aLF26tMH+a9euRZcuXbBy5UoAQGJiIn7++We88soruOuuuwAAmZmZGDRoEMaNGwcAiIuLw3333Ycff/zRPTflJmaTGaXWIqgdoAXImgBVlRlQXWGAxk8pcURERNSROd0CtHfvXjzwwANITU3F+fPnAQAffvgh9u3b16zj9Xo9srKykJaWZrc9LS0NBw4ccHhMZmZmg/1HjhyJn3/+GQaDZTr4ddddh6ysLFvC88cffyA9PR0333xzo7HodDpotVq7R3unLaiG2SRCoZR5ZBHU+lQaBfxq7oOtQERE1NacSoC2bduGkSNHwsfHB4cPH4ZOpwMAlJWVYcmSJc06R0FBAUwmE6Kiouy2R0VFIS8vz+ExeXl5Dvc3Go0oKCgAANx777144YUXcN1110GpVKJbt264/vrr8fTTTzcay9KlSxEUFGR7xMbGNusepGSdAh8U5euxRVDr40BoIiJyF6cSoBdffBFr167F+vXroVTWdlUMHDgQhw4datG56leVF0WxyUrzjvavu33Xrl146aWXsHr1ahw6dAiffvopvvrqK7zwwguNnnPevHkoLS21Pc6dO9eie5BCibUIagfo/rKyrQh9kQOhiYiobTk1Bui3337DkCFDGmwPDAxESUlJs84RHh4OuVzeoLUnPz+/QSuPVXR0tMP9FQoFwsLCAAALFy7E+PHjbeOK+vTpg4qKCkyePBnz58+HTNYw51Or1VCrPasbqSOtAWQVzBYgIiJyE6dagGJiYnDq1KkG2/ft24eEhIRmnUOlUiE5ORkZGRl22zMyMjBw4ECHx6SmpjbYf8eOHUhJSbG1RFVWVjZIcuRyOURRbLSIqycq7kBrAFlZZ7NxDBAREbU1pxKgRx99FDNmzMDBgwchCAIuXLiAjz76CHPmzMHUqVObfZ7Zs2fjnXfewcaNG3HixAnMmjULOTk5mDJlCgBL19SECRNs+0+ZMgVnz57F7NmzceLECWzcuBEbNmzAnDlzbPvccsstWLNmDTZv3ozs7GxkZGRg4cKFuPXWW+1ql3m6kg5QBLU+awtQaX4VTCazxNEQEVFH5lQX2FNPPYXS0lJcf/31qK6uxpAhQ6BWqzFnzhw89thjzT7P2LFjUVhYiMWLFyM3NxdJSUlIT09H165dAQC5ubl2awLFx8cjPT0ds2bNwltvvYVOnTph1apVtinwALBgwQIIgoAFCxbg/PnziIiIwC233IKXXnrJmVttl6orDKgq8/wiqPX5B6uhUMlg1JtRVlDdoe6NiIjaF0FsYb+QyWTCvn370KdPH2g0Ghw/fhxmsxm9e/eGv79/W8XpVlqtFkFBQSgtLUVgYKDU4TSQ90cpti3Lgl+wGhP/MUjqcFxqy0s/ouBcOUb/vQ/i+0ZIHQ4REXmQlnx/t7gLTC6XY+TIkSgtLYWvry9SUlJw7bXXdpjkxxN0xO4vq5BoyzggDoQmIqK25NQYoD59+uCPP/5wdSzUTNbkoCMNgLZiSQwiInIHpxKgl156CXPmzMFXX32F3Nxcj1tF2dPZWoA60BpAVlwMkYiI3MGpQdA33XQTAODWW2+1W5jQuoihyWRyTXTkUEecAm9lbQEq5mKIRETUhpxKgHbu3OnqOKiZLEVQO+4YIOs96SqMqCrXw8dfJXFERETUETmVAA0dOtTVcVAzaQurYTaKkCtlCAjVSB2OyylVcgSEalBWVI3ivEr4dGcCRERErudUArRnz54m33dUJoNcwzb+J7LjFEGtLzjaF2VF1Si5WIlO3YOlDoeIiDogpxKgYcOGNdhWdywQxwC1nY48Bd4qJMoX544XcSA0ERG1GadmgRUXF9s98vPz8c033+Avf/kLduzY4eoYqQ7bAOgOOAPMynpvJXkcCE1ERG3DqRagoKCgBttGjBgBtVqNWbNmISsrq9WBkWMleR2/Bah2JhhbgIiIqG041QLUmIiICPz222+uPCXV4x0tQJbVoLUF1TAZWBSViIhcz6kWoF9++cXutSiKyM3NxT/+8Q/07dvXJYFRQ7oqI6q0egCWQdAdlW+QCkqNHIZqE0ovVSG0k5/UIRERUQfjVALUr18/CIKA+nVU//rXv2Ljxo0uCYwasnZ/+QapoPJx6lfnEQRBQEiUL/LPlqHkYiUTICIicjmnvkWzs7PtXstkMkRERECj6Xjr0rQn1tWRO+IK0PUFR1sSIMs9syo8ERG5llMJUNeuXRtsKykpYQLUxmwDoKM7fouINckr4VR4IiJqA04Ngn755ZexZcsW2+sxY8YgNDQUnTt3xtGjR10WHNkr6cA1wOoLjrIkeZwJRkREbcGpBOjtt99GbGwsACAjIwMZGRn45ptvMGrUKDz55JMuDZBqFXvBIohWdavC1x9rRkRE1FpOdYHl5ubaEqCvvvoKY8aMQVpaGuLi4jBgwACXBkgWZrOI0vwqAN6RAAVF+gACoK8yoqrMAN9A1gQjIiLXcaoFKCQkBOfOnQMAfPPNNxg+fDgAy3R4lsFoG2WF1TAZzZArZAgI6/hjrRRKOQJr7rOYK0ITEZGLOZUA3XnnnRg3bhxGjBiBwsJCjBo1CgBw5MgRdO/e3aUBkoV1/E9QpA9kHbQIan3WBRFZE4yIiFzNqS6w1157DXFxcTh37hyWLVsGf39/AJausalTp7o0QLLwpgHQVsFRvjj730LbvRMREbmKUwmQUqnEnDlzGmyfOXNma+OhRli7gbxh/I9V3YHQRERErtSq5YSPHz+OnJwc6PV6u+233nprq4Kihkq8oAZYfbaq8Bc5BoiIiFzLqQTojz/+wB133IFjx47ZlcQQBMvYFA6Edr3aKfAdfxFEK+u9agurYTSYoFDKJY6IiIg6CqcGQc+YMQPx8fG4ePEifH198euvv2LPnj1ISUnBrl27XBwi6auMqCytKYLqRS1APgFKqH0VgAjbEgBERESu4FQClJmZicWLFyMiIgIymQwymQzXXXcdli5diunTp7s6Rq9nbf3xCVRB3YGLoNYnCIJtzBPHARERkSs5lQCZTCbbzK/w8HBcuHABgKVG2G+//ea66AiAd84As7LVBOM4ICIiciGnmhOSkpLwyy+/ICEhAQMGDMCyZcugUqmwbt06JCQkuDpGr2dNgLyp+8sqmDPBiIioDTiVAC1YsAAVFZZ/kb/44ov429/+hsGDByMsLMyuSCq5hvXL3ztbgCwDobkWEBERuZJTCdDIkSNtzxMSEnD8+HEUFRUhJCTENhOMXMfa/eNNawBZBdcrisr/voiIyBWcGgNkderUKWzfvh1VVVUIDQ11VUxUh2gWUVIzA8qb1gCyCorwgSATYNCZUFGiv/wBREREzeBUAlRYWIgbb7wRPXv2xOjRo5GbmwsAeOSRR/DEE0+06FyrV69GfHw8NBoNkpOTsXfv3ib33717N5KTk6HRaJCQkIC1a9c22KekpATTpk1DTEwMNBoNEhMTkZ6e3qK42ouyomqYDGbIFAICwnykDsft5AoZAsMtRVE5EJqIiFzFqQRo1qxZUCqVyMnJga9vbavE2LFj8c033zT7PFu2bMHMmTMxf/58HD58GIMHD8aoUaOQk5PjcP/s7GyMHj0agwcPxuHDh/HMM89g+vTp2LZtm20fvV6PESNG4MyZM9i6dSt+++03rF+/Hp07d3bmViVnK4Ia4es1RVDrY1FUIiJyNafGAO3YsQPbt2/HFVdcYbe9R48eOHv2bLPPs2LFCjz88MN45JFHAAArV67E9u3bsWbNGixdurTB/mvXrkWXLl2wcuVKAEBiYiJ+/vlnvPLKK7jrrrsAABs3bkRRUREOHDgApVIJwDI9vyk6nQ46nc72WqvVNvse2po3D4C2ConyxRlwIDQREbmOUy1AFRUVdi0/VgUFBVCr1c06h16vR1ZWFtLS0uy2p6Wl4cCBAw6PyczMbLD/yJEj8fPPP8NgMAAAvvzyS6SmpmLatGmIiopCUlISlixZ0mR5jqVLlyIoKMj2iI2NbdY9uIM3T4G3sg2EZgJEREQu4lQCNGTIEHzwwQe214IgwGw2Y/ny5bj++uubdY6CggKYTCZERUXZbY+KikJeXp7DY/Ly8hzubzQaUVBQAMBSp2zr1q0wmUxIT0/HggUL8Oqrr+Kll15qNJZ58+ahtLTU9jh37lyz7sEdir14EUSrENtq0BwDREREruFUF9jy5csxbNgw/Pzzz9Dr9Xjqqafw66+/oqioCPv372/RuepPa77cVGdH+9fdbjabERkZiXXr1kEulyM5ORkXLlzA8uXL8eyzzzo8p1qtbnbLlbvZWoC8OAGytgCVF+lg0JugVLEoKhERtY5TLUC9e/fGL7/8gmuvvRYjRoxARUUF7rzzThw+fBjdunVr1jnCw8Mhl8sbtPbk5+c3aOWxio6Odri/QqFAWFgYACAmJgY9e/aEXF77JZmYmIi8vDzo9Z41jVpfbURFiWVskjcnQD7+Kmj8LOO5OA6IiIhcwenKmtHR0Vi0aJHTF1apVEhOTkZGRgbuuOMO2/aMjAzcdtttDo9JTU3Fv//9b7ttO3bsQEpKim3A86BBg7Bp0yaYzWbIZJb87uTJk4iJiYFKpXI6XilYv+x9ApS2BMBbhUT7Ivd0KUryKhERGyB1OERE5OGcToCqq6vxyy+/ID8/H2az2e69W2+9tVnnmD17NsaPH4+UlBSkpqZi3bp1yMnJwZQpUwBYxuacP3/eNt5oypQpePPNNzF79mxMmjQJmZmZ2LBhAz7++GPbOf/+97/jjTfewIwZM/D444/j999/x5IlSzyySj27v2oFR1kSIA6EJiIiV3AqAfrmm28wYcIE28DjugRBaHLGVV1jx45FYWEhFi9ejNzcXCQlJSE9Pd02bT03N9duTaD4+Hikp6dj1qxZeOutt9CpUyesWrXKNgUeAGJjY7Fjxw7MmjULV199NTp37owZM2Zg7ty5ztyqpDgAupZ1HFAJB0ITEZELCKJ1FHELdO/eHSNHjsSzzz7b6HgdT6bVahEUFITS0lIEBgZKFsf29f/Fqax8DLyzO65J6yJZHO1B9i8FSF/9C8Jj/TF2/rVSh0NERO1QS76/nRoEnZ+fj9mzZ3fI5Kc9sbUAefEaQFbWVrCSi5UQzS3O2YmIiOw4lQDdfffd2LVrl4tDobpEs4hSjgGyCQjXQCYXYNSbUV6iu/wBRERETXBqDNCbb76Je+65B3v37kWfPn1sM7CsPHHAcXtTXqKD0WCGTC7YioF6M7lchqAIHxTnVaIkrxIBofxMiIjIeU4lQJs2bcL27dvh4+ODXbt22S1OKAgCEyAXsK56HBThA5ncqYa6Dic4yhfFeZUovliB2N6hUodDREQezKkEaMGCBVi8eDGefvpp21o75FqcAt9QSLQfso8WsCo8ERG1mlPZi16vx9ixY5n8tKGSPA6Ari+4zkBoIiKi1nAqg3nwwQexZcsWV8dCdRSzBagBazLIFiAiImotp7rATCYTli1bhu3bt+Pqq69uMAh6xYoVLgnOm9V2gflJHEn7YU0GK0p00FcbodI4vZA5ERF5Oae+QY4dO4ZrrrkGAPDf//7X7r2mKrlT8xh0JpQXW6Z6cxXoWho/JXwClKgqM6DkYiUiu0q3SCUREXk2pxKgnTt3ujoOqsPa+qPxV0Lj791FUOsLifZDVVkJivOYABERkfM4irkdKmENsEbZaoJxIDQREbUCE6B2yLoGEAdAN2RNCjkQmoiIWoMJUDtkGwDNKfAN1E6FZ1V4IiJyHhOgdqiYXWCNsk6FL8mvgplFUYmIyElMgNoZ0SxyFegmBIT5QKYQYDKYUV5ULXU4RETkoZgAtTPlJToY9WbIZAICI3ykDqfdkckEBEdyHBAREbUOE6B2xtr6ExjhAzmLoDoUwpIYRETUSvyGbWfY/XV5wbaSGBwITUREzmEC1M5wAPTlhURbyoOwC4yIiJzFBEgCotnc6Hsl1jWAOAW+UawKT0RErcUEyI10v/+OPx+fjosvLWl0H7YAXZ71s6nU6qGrMkocDREReSImQG5kLCpGWUYGSrZuhbGgoMH7Br0J5UWWIqhsAWqcykcBvyAVAKCE3WBEROQEJkBu5HvtX+DTty9EnQ5F73/Q4P3SfMuXudpPAR9/lbvD8yi2gdBcEZqIiJzABMiNBEFA2KOTAQDFH38MU1mZ3fvWQb3s/rq8kCgOhCYiIucxAXIz/2HDoO7RHebychR/vNnuvdoaYH5ShOZROBCaiIhagwmQmwkyGcIeeQQAUPT++zBX15ZzYAtQ84VEczVoIiJyHhMgCQSOHg1lp04wFRai5NNPbdu5CGLzWccAleZXwmxqfFkBIiIiR5gASUBQKhH68EMAgKINGyEajRBFFkFtiYAQDRRKGcwmEdpCFkUlIqKWYQIkkeA774Q8NBSG8+eh/fprVJToYdCZIMgEBLEI6mUJMgFB1nFA7AYjIqIWYgIkEZmPD0InTAAAFK5bj+K8cgBAYLgGcgV/Lc1hGwfEgdBERNRCkn/Trl69GvHx8dBoNEhOTsbevXub3H/37t1ITk6GRqNBQkIC1q5d2+i+mzdvhiAIuP32210ctWuEjLsPMj8/6H7/HRf3HrVsY/dXs9lmgrEoKhERtZCkCdCWLVswc+ZMzJ8/H4cPH8bgwYMxatQo5OTkONw/Ozsbo0ePxuDBg3H48GE888wzmD59OrZt29Zg37Nnz2LOnDkYPHhwW9+G0+SBgQgZdx8A4GLmfwFw/E9LsAWIiIicJWkCtGLFCjz88MN45JFHkJiYiJUrVyI2NhZr1qxxuP/atWvRpUsXrFy5EomJiXjkkUfw0EMP4ZVXXrHbz2Qy4f7778eiRYuQkJDgjltxWuiECRBUKmgrLL+KEK4B1GzWxRC5FhAREbWUZAmQXq9HVlYW0tLS7LanpaXhwIEDDo/JzMxssP/IkSPx888/w2Aw2LYtXrwYERERePjhh5sVi06ng1artXu4iyIiAkF33oFKn0gAbAFqCetnVVVmQHW54TJ7ExER1ZIsASooKIDJZEJUVJTd9qioKOTl5Tk8Ji8vz+H+RqMRBTXFRffv348NGzZg/fr1zY5l6dKlCAoKsj1iY2NbeDetEzTh/1CtCQUA+JSec+u1PZlSLYd/iBoAu8GIiKhlJB8ELQiC3WtRFBtsu9z+1u1lZWV44IEHsH79eoSHhzc7hnnz5qG0tNT2OHfOvUlIpSoMEGRQGCpR/s+Nbr22p6sticGB0ERE1HwKqS4cHh4OuVzeoLUnPz+/QSuPVXR0tMP9FQoFwsLC8Ouvv+LMmTO45ZZbbO+bzZZVghUKBX777Td069atwXnVajXUanVrb8lp1jEsvpV5KM/cAf2ZM1DFxUkWjycJifbDn/8rZkkMIiJqEclagFQqFZKTk5GRkWG3PSMjAwMHDnR4TGpqaoP9d+zYgZSUFCiVSlx55ZU4duwYjhw5YnvceuutuP7663HkyBG3d201l7X1IihQAMxmFG5gK1BzsSYYERE5Q7IWIACYPXs2xo8fj5SUFKSmpmLdunXIycnBlClTAFi6ps6fP48PPvgAADBlyhS8+eabmD17NiZNmoTMzExs2LABH3/8MQBAo9EgKSnJ7hrBwcEA0GB7e2IdvxJ5bSKwGyj9/HOEP/YYlFGREkfW/rEqPBEROUPSBGjs2LEoLCzE4sWLkZubi6SkJKSnp6Nr164AgNzcXLs1geLj45Geno5Zs2bhrbfeQqdOnbBq1SrcddddUt2CS1hLOUT27wFZSjKqfs5C0XvvIWruUxJH1v5ZW4C0l6pgMpkhl0s+rI2IiDyAIFpHEZONVqtFUFAQSktLERgY2KbXEkUR62ftgaHahPueHQDV7z/j3KNTIPP1Rffvv4O8pgWLHBNFEetm7oFRZ8K45wdwHSUiIi/Wku9v/nNZYpVaPQzVJggCEBThA78hQ6C+8kqYKytRtGmT1OG1e4Ig2MqHcBwQERE1FxMgiVm7vwLCfSBXyiAIAsImPQIAKP7gQ5gr+aV+ORwHRERELcUESGLWAdDWsSwAEDhyJJRdusBUUoKSrVulCs1jsCYYERG1FBMgiVlbgOqWwBAUCoQ99BAAoPDd9yDq9ZLE5ilYFZ6IiFqKCZDEbC1A9WqABd1xO+QR4TDm5qL0q/9IEZrHsA58Ls6rBMf0ExFRczABkph1EcT6RVBlajXCJk4EABS+8w7EmhWtqaHgSB9AAHSVRhZFJSKiZmECJCGjwQRtYTUAOJy+HTx2LGSBgdD/8QfKvv3W3eF5DIVKjoBQDQDOBCMiouZhAiSh0vwqQARUPgr4BCgbvC/390fIuPsAAIXr32H3ThOsA6E5E4yIiJqDCZCErF/WwVG+DarcW4VOmABBo0H1sWOo/OEHd4bnUYJtawFxIDQREV0eEyAJNTYAui5FaCiC774bAFCwbp1b4vJEtoHQbAEiIqJmYAIkIdsU+OjGEyAACPu/iYBCgcrMH1B17JgbIvM8Ibap8EyAiIjo8pgASag5LUAAoOzcGUE33wwAKGQrkEPWJFJbUAWTgTPmiIioaUyAJCKKot0YoMuxlscoy/gWutOn2zQ2T+QbqIJKI4coAiWX2ApERERNYwIkkaoyA/RVRkAAgiJ9Lru/unt3+A+/EQBQ+M6Gtg7P4wiCgOCacUCcCUZERJfDBEgi1tlKgWEaKJTyZh0TPmkSAKD03/+G4cKFNovNU7EqPBERNRcTIInUdn81XACxMT59+8J3wADAaEThu++1UWSeK5hrARERUTMxAZJIcwdA1xc22dIKVPKvf8FYXOzyuDwZW4CIiKi5mABJxNYCdJkp8PX5DRwIzVVXQayuRvGHH7ZFaB7L1gKUV8FVs4mIqElMgCRibaVoaQuQIAgImzwZAFD0z49gKufKx1bBEb4QBEBfbUKlVi91OERE1I4xAZKAyWBGWUEVgJa3AAFAwPAboYqLg1mrRcmWLa4Oz2PJlTIEhFtm1HFBRCIiagoTIAmUXqqCKAJKjRy+gaoWHy/I5bZ1gYreew9mPVs7rKxFUVkSg4iImsIESAIldQZAN1YE9XKCbrkFiuhoGC9dQunnn7swOs/GkhhERNQcTIAkUHzRMm7Hme4vK0GlstQIA1C4YQNEk8kVoXk8W1X4ixwbRUREjWMCJIESJwdA1xd8992QBwXBcDYHZdu3uyI0j2erCs8WICIiagITIAkUO7EIoiMyPz+EjB8PAChY/w6nfqN2DFBZUTWMeraKERGRY0yA3KylRVAvJ/SB+yH4+kJ34gQq9u1r9fk8ncZfCbWvAhCBkvwqqcMhIqJ2igmQm1WVGaCrtBRBDW5GEdTLkQcHI2TMGABA4dvrWn0+TycIgq0ViCUxiIioMUyA3Mz6pRwQqoFC1bwiqJcTOvFBQKlE5c8/o/LQYZec05PZBkLncSA0ERE5xgTIzUqcrAHWFGV0NIJuuxUAULh+vcvO66k4EJqIiC6HCZCbWVslXDH+p66whx8GBAHlO3ei+uRJl57b01g/W3aBERFRY5gAuZmtBagVawA5oo6PR8DIkQCAwvXvuPTcnsb62RZdqMC+f/2O04fzWRuMiIjsSJ4ArV69GvHx8dBoNEhOTsbevXub3H/37t1ITk6GRqNBQkIC1q5da/f++vXrMXjwYISEhCAkJATDhw/Hjz/+2Ja30CLFLpwBVp+1PIY2PR36P/90+fk9RWCED3yDVDAZzTj63Tl88/Z/8e5T+/DPhZn47v3jOL7vAopZMZ6IyKtJmgBt2bIFM2fOxPz583H48GEMHjwYo0aNQk5OjsP9s7OzMXr0aAwePBiHDx/GM888g+nTp2Pbtm22fXbt2oX77rsPO3fuRGZmJrp06YK0tDScP3/eXbfVKJPRDG1BNYDWrwHkiM9VV8Fv0CDAZELRxo0uP7+nkMtluHfhtRjxUG8kDemMsM7+gGCpwfa/zDzs/Of/sOn5g9g4Zx/+s/oXHNp+FrmnS2EymKUOnYiI3EQQJfxn8IABA9C/f3+sWbPGti0xMRG33347li5d2mD/uXPn4ssvv8SJEyds26ZMmYKjR48iMzPT4TVMJhNCQkLw5ptvYsKECQ730el00Ol0ttdarRaxsbEoLS1FYGCgs7fXQFFuBT5edBBKtRyTVg5xug5YUyoO/oicBx+EoFaj+3ffQhEe7vJreCJdpQF5f2iRe7oEuadKkX9GC2O9hEeukCEyLgAx3YIQ0y0Y0d2CoPFTShQxERG1lFarRVBQULO+vxVuiqkBvV6PrKwsPP3003bb09LScODAAYfHZGZmIi0tzW7byJEjsWHDBhgMBiiVDb+sKisrYTAYEBoa2mgsS5cuxaJFi5y4i5apKNZBJhcQ3IoiqJfje+1f4NO3L6qOHkXR+x8g8onZbXIdT6P2VaJrUhi6JoUBsLTGXTpXhrzTpcg9VYrc0yWoKjNYnp8qBWBphQyJ8bMkRN0tSVFguKbNfndEROQ+kiVABQUFMJlMiIqKstseFRWFvLw8h8fk5eU53N9oNKKgoAAxMTENjnn66afRuXNnDB8+vNFY5s2bh9mzaxMFawuQq8X2DsWjq4aiusLo8nNbCYKAsMmT8Oe0x1D88ccImzwJ8oCANruep5IrZIiOD0J0fBD6Dbes0F2aX4Xc06W2VqKSi5Uozq1AcW4Fju+7AADwDVTZkqGY7kEIu8IfcrnkQ+mIiKiFJEuArOr/a1oUxSb/he1of0fbAWDZsmX4+OOPsWvXLmg0mkbPqVaroVarWxK202RyGXwDVW16Df/rr4eqezfoT51G8cebET55UpteryMQBEvLXHCULxIHWhLpqjI9ck+XWlqJTpcg/2wZKrV6nD50CacPXQIAKFQyRMUH2VqJouODoPKR/H8rIiK6DMn+UoeHh0Mulzdo7cnPz2/QymMVHR3tcH+FQoGwsDC77a+88gqWLFmCb7/9FldffbVrg2/nBJkM4ZMm4cLcp1H0/vsInTAesiYSQHLMJ0CFhH4RSOgXAQAw6k3IP1tmaSGqSYx0lUac/60Y538rBgAIAhB2hT9iEoIQ090yjigglJ89EVF7I1kCpFKpkJycjIyMDNxxxx227RkZGbjtttscHpOamop///vfdtt27NiBlJQUu/E/y5cvx4svvojt27cjJSWlbW6gnQscPRqXXl8Fw4ULKPn0U4SOGyd1SB5PoZKjU49gdOoRDAAQzSKK8iqQe6q2lUhbUI2Cc+UoOFeOY7stMw/9Q9WWLrOaVqLQTv6QyTiOiIhISpLOAtuyZQvGjx+PtWvXIjU1FevWrcP69evx66+/omvXrpg3bx7Onz+PDz74AIBlGnxSUhIeffRRTJo0CZmZmZgyZQo+/vhj3HXXXQAs3V4LFy7Epk2bMGjQINu1/P394e/v36y4WjKKvD0r+udHuPjii1B27oxu27+BoGDXTFurKNHZjSMq+LMcotn+fzGVRo7obkG22WaR8YFQuqguHBGRN2vJ97ekCRBgWQhx2bJlyM3NRVJSEl577TUMGTIEADBx4kScOXMGu3btsu2/e/duzJo1C7/++is6deqEuXPnYsqUKbb34+LicPbs2QbXee655/D88883K6aOkgCZq6pw6sbhMBUVodPyZQi65RapQ/I6+mojLp7R1rQSlSDvDy0MOpPdPjKZgPAulun3oZ38IFfIIJMLtT/lMsgUAmRyGeQKATJ53ecO9pULENjCREReyKMSoPaooyRAAFCw9m1cWrkS6h49EP/F5xBknLEkJbPJjMLzFbZxRLmnSlFRorv8gS0kyATI5TXJkkJW87x+IlWzXVGbOMkcJV1222vPYz1GrpRBqZZbHio5lBo5FCp57Ta1HHIF/7sjorbHBKiVOlICZNJqcer6G2CuqMAVq1cj4IbrpQ6J6hBFEWVF1bZxRNrCaphNZphNIswmM0xGsfa5SYTZWPPTZIa55j2Tsf2vYC2TC3YJUf0ESVHnubLee3bv1yRY1n1kCqHdr8skiiLMZhFmo+V3Zf2d1f5+a35a36v53db/KYoi/ILV8A/RICBUDZWPot3fO5G7ecRCiOQe8sBAhNx3Lwrf2YDCdevgf/0w/tFsRwRBQGCICoEJWvTyPQaYDECnfkB4T0DWvHFBoihCNNckQ3WSI1O9L1Tbc4eJVL0Ey2i/r/15rMda3jMazTDqTDDUf+hNMBst/74ym0ToKo3QVbp2DSyZTLBPntRyKFQyKNWKmtfW59ZWKgUUKhnkSlnt5+Ag2bD/WS9Raeyn0dzoedqCUi2Hf4gaAaEa+Ieo4R+qgX+IBv6hagSEWLYpOLaMqFFsAXKgI7UAAYDx0iWcunE4RL0eXT/8AL5/+YvUIXkvXTmQfxzI+wXIO2Z5XDwOGKvs91P5AzH9gM79gc7Jlp9BsZZ59h7EZDTDoDPBqHeQINU8HL1nrJNEGarrPNeZYNSZPaLVqym2LsQGPy3dk/bjwCzbRLOI8hIdyot0qK4wNOs6Gn9lbYJULznyD9XAL0gFmRcv5CmKIowGM3QVRugqDdBVGmDQmRHayY/LV3gotgCRHUVEBILuvAMlm7egYN16dGEC1PZEESi/WJPk1El2Ck8DcPBvDqUvEHUVIFMCuUcBfTlwdp/lYeUXYUmGOtVJinwbL/HSHsgVMsv4HxfXVDOZrK1OZhh0Rhj1lp/6apPtud171SbLNr0lITMZzbaxTQ1/1iQk9Qej1/1ZN2Gpf3z9cVb1jpPJWt9tZ9CbUF5UjfJiHcqLq1FWZPlZXqxDeVE1yop1MOpMqC43oLrcgEs5ZQ7PIwiwdavZkqNQazebJVHS+CvbfauxyVQ3iTGiusJQ0+JY73XNz+o6zxtLpv1D1HazNcM6+3l1stgRsQXIgY7WAgQA+nPncHrkTYDZjPhPt0HTu7fUIXUcZhNQeKphslNxyfH+/tFAdJ86j6uB0PjaLi+zCbj0G3A+y/K4cAi4+CtgdtB9FBJnnxTF9AVUvm12q+QZRNHS5VheXI3yIh3K7JIly/OKYh3M5sv/+ZcrZbYWpABbV5vlpzVhUmla/29p0SxCV2WsTVwqjKiurE1kqitqt+sqDXZJTP2ZlS0lyASofRVQ+yogV8hQnFfZYPkKpVqOqPhAW0IUlRDokvsm1+Ig6FbqiAkQAJx/Yg60//kPAkbdhCtee03qcDyTrtySjFgTnYv/ddyFBQCCDAjrUS/Z6QP4R7b8uoYqIO+/9klR4SkH15QDkYm1XWed+gORvQE5/1CTPbNZRJVWj7KaJMmWLBVX21qXKrX6Zp1L5aNAQKi1JcmSIAWEqOEbqIZBZ7IkMvUSGltrjLV1psrosHG0JVQ+liRG46esSWiUUPspoLE+d/ieEkqN3K6Vy6Az4WJ2qW3F97w/SqGvtk+ybKu+1yxyylXfm89sFlFWWAWTQURoJz+XnpsJUCt11ASo+rffkH3b7YBMhm7p/4EqLk7qkNovUQTK8hq26hT9AcddWH5AdBIQlVTbqhOZ2LatMVXFwIUjNUnRIcvPcgeFhBU+QMzVNd1myUCna4DQBI8bT0TuZzKYLeOOapKispoutrpdb/oq1w5sV6hkUPsqofGrTVrUNUmLpokkRuWraLMV1s1mEUUXKpB7qrYMTllRdYP96q76Ht0tCGGdvXvVd5PRjJL8ShTnVqI4z1JYuiivEiUXK2EymBHbOxS3Tu/n0msyAWqljpoAAcC5R6egfPduBN9zD2JeWCx1OO2Dyei4C6uywPH+ATENu7BC4oH2sMaS9oJ9QnThCKArbbifT0hNt1mdlqIAxzX4iJqirzY2aDmyJktVZXqoNHJboqL2VdpaYxpLcOTKdvD/UTOUF+vs6gIWnCtD/W9TpUaO6IQgW0IUFdcxu80MOpMlwcmrRFGuJdEpzqtE6aWqBl2JVnKFDJ17BuMWJkDtS0dOgCoPHcLZcfdDUCrR7dtvoYxyojvGk+nKarqwjtU+8o8Dxob/moMgs0xHr5vsRPUB/CPcH7ezzGag6LR9UpT3C2By0LUReEVNQmQdT9QP0HSs//6J2op11fe806XIPVWCvGwtDPW7zWQCwq/wtyVEMd2C4R+ilijilquuMNiSm6LcippWnUqHrWFWSo0cIdF+CI32RUiMn+URoUZgkAkymF0+kYMJUCt15AQIAM7c/wCqsrIQ+n//h6i5TzXcwWwGTDrAqLOsS2PSAaJ1poRQ03VS06zr6Lmta8XRvnDwfhPnvdz7jvYVhJourNxGurAcUPlbZmHVTXYiewNKn6Y+Ss9k1AP5v9YkRYctPy/9Dw279gRLAmidcda5v6WLT+E5f7C9Xt0/73Z/6hvb3tR7zhxToyX/z1ufe3gXrdksovB8uS0hyj1divLihqu+B4RqEN0tCJ26ByG6WzBCO/lJ2m0miiIqS/UoyqtA8fkyFF8oRXFuJYryq1FV3vjyEz5qPUL8KxDiW4IQn0KEqi8iRHkBfrgIwVAB6Csts1sNlbX/4Ow6CPi/dJfGzwSoldyWAJmMluTCpLd8KZlqEg6jriYB0Vves3uur3m/7nNDnYRFX+98Dc9dfkqLc59rIVMC3cfJIFfUO7fYuhkV7V5Ap4YDk9tLF5ZUdGWW6ffWQdbnDwOlOQ33k6ssSZAtKUq2DPT25s+uPrPZ8kfeUPMHX18J6Ctq//jrK2oftn3qfUE4em2ogi3RaCwx6bAcJU51n7fkH2TW52jkOBkgUwByZZ2fSstEApnSwXbra9VljlGirNoHeQWByC3wR+5FHxQWqyCK9smOSiUiupOAmFg5omOViIpVQalRXSYOhSWpaMF/a6KuHFqtDMWlahSV+aG4IhDFlSEo1kVAb2587KK/7BJCFH8iRPEnQhXnbM99ZI6XWmhSp/7A5J0tP64JTIBaqc0SoHM/Af+8qzYxERvPptuSKALZ2yOgK1EiPEmLiKTypg+QKS1TtEUR9n+AxTp/iEX799sDQd6wCyu6D+AXLnVknqE839JtduFQbRdaVVHD/QQZIFdb/hDLlbVfBHJV089tXxqqZh7XgnPbvizqX1Ne+yVoNtX5Yqj7RVFhn4A43KeJ5MZQ6d7fE3ksvdkHFw09kau/ErmGK5Fn6AWjaN/qLMCECMUfiFb9DzGqE4hR/g9+8uJmX8MkKlBqikax8QoUGWNRbLyi5tEZJjhuzRVgQqD8Ym2So7yAEJ8ihPhpoVLLAZWfpdVc5Wt5rvSr2eZXs83fsraZys/+oaz3Wq5yeUsfE6BWarME6M8s4J0bGnlTsHQtWP9QK6xfKGpAYf2jXve5ysH+jo51fJ7S/Udx4eWNkAf6o/uW1ZD5B1n2U6hrv8ys53T2P1DRUYJU93kzk6km923kfQBQBwJKTkt1GVEEis/UDK6u6TrLPephX/hC7X/TjsZ9uZqjLwLba0dfIDVfHrb96uyj8LEkm7Zbqf//peDke2jiPWfOWX+/Jv4/tj2H/fYm/24053kzr+PouWi2rLllNlha6c0GS+u52Vjz09Fro+UftQ2Oadk5zCYjCstDkVvWGbkVscit6IoKYzDqC5RfRLTyBGJU/0OM8gRCFedgFFUoEeNQJCag2NwVxcbOKNJFQ6sPgVl0XBJFJjMjJNiIkFAgJEKOkAgVQqN9ERQdAIWff+1/gwqVw+PbIyZArdRmCZChCig9b59cWBMWmcKtfd6i0YjTo0bDcO4cop6Zh9AJE9x2bepATEbLbDmToaYbtf7PZj43G1uwf2PvOziHuTklI4TapKMlCUn9f83W30fhw65BahVrseS805Y1iXJPl6LwfHmDhnaFSgajvvEeBaVajpBoX4RaByHXDEgODPfpcNP0mQC1UkcfBG1VvHkL8p5/HoroaHTfsR2CynOyfKJmEUXHCZNork1aFBqPH3BL3kNXZcTFP2oToovZpbbkR+OvrE10ov0QEmN57hesbvflTFyFCVAreUsCZNbpcGr4cJguFSBmyRIE33mH1CEREVELmE1mlFysgk+AEj4B/EdsS76/2T7rxWRqNcImTgQAFL7zDkSzZ1fYJiLyNjK5DKGd/Jj8OIEJkJcLHjsWssBA6P/4A2Xffit1OERERG7BBMjLyf39ETLuPgBA4br1YI8oERF5AyZAhNAJEyBoNKj+739R+cMPUodDRETU5pgAERShoQi++24AQMG6dRJHQ0RE1PaYABEAIOz/JgIKBSozf0DVsWNSh0NERNSmmAARAEDZuTOCbr4ZAFDIViAiIurgmACRTdikRwAAZRnfQnf6tMTREBERtR0mQGSj7t4d/sNvBAAUvrNB4miIiIjaDhMgshM+aRIAoPTf/4bhwgWJoyEiImobTIDIjk/fvvAdMAAwGlH47ntSh0NERNQmmABRA2GTLa1AJf/6F4zFxRJHQ0RE5HpMgKgBv4EDobnqKojV1Sj+8EOpwyEiInI5JkDUgCAICKsZC1T0z49gKq+QOCIiIiLXkjwBWr16NeLj46HRaJCcnIy9e/c2uf/u3buRnJwMjUaDhIQErF27tsE+27ZtQ+/evaFWq9G7d2989tlnbRV+hxUwYjhUcXEwa7Uo2bJF6nCInCaKIqoNJhSW63CuqBL/y9Pi2J+lOJVfjtzSKpRWGWA0maUOk4jcTCHlxbds2YKZM2di9erVGDRoEN5++22MGjUKx48fR5cuXRrsn52djdGjR2PSpEn45z//if3792Pq1KmIiIjAXXfdBQDIzMzE2LFj8cILL+COO+7AZ599hjFjxmDfvn0YMGCAu2/RYwlyOcImPYLc+QtQ9N57CBn/AGQqldRhUQdnMJlRqTOh0mBEhc6ESn2dn3oTKnVGVOrtX1fUvK7Um1CpM6HC+rxKD71OD321DnKTCQqzEQqzCUrRBJlohlEmh0FQwCiTwyiTQ6ZSQqVWQa1Rw1etgK9aAT+VHL4qBfzUlp++KrllW733fFQN9/VTy6FRyCGTCVJ/rETkgCBKWP57wIAB6N+/P9asWWPblpiYiNtvvx1Lly5tsP/cuXPx5Zdf4sSJE7ZtU6ZMwdGjR5GZmQkAGDt2LLRaLb7++mvbPjfddBNCQkLw8ccfNysurVaLoKAglJaWIjAw0Nnba6DaYMSfJaUuO19bEw0GGMeOAS5dgmzaY5ANGyZ1SNQOGQ0mVFfroKuqRlWVHvrKauiq9dBV62Co0sOg08Gg08Oo08OoM8Ck18OkM8BkMMCs10M0GCwPvREyU02SYjZBIdYmLQqzuWZ7zWvRVLuf2WT/Xs1DDuf/tBkEuS0xMshqn1te1yRNgqxmm8J+P6HOc7kCUCggKJWQKS0/5SoVZGolFEoV5GolFGoVFBoVlGo1VGoVlD5qqDUqqDQqaHzUUPuo4eOjgVqjgsBkijoQpY8aXbt1gyC47r/rlnx/S9YCpNfrkZWVhaefftpue1paGg4cOODwmMzMTKSlpdltGzlyJDZs2ACDwQClUonMzEzMmjWrwT4rV65sNBadTgedTmd7rdVqW3g3zXP4z3xM3jOyTc7dVm6+2owHvwPMb70J81tvSh0OtVOamkeQ1IE0wSgDjHLLQwQgNwMKk+VRfyyAUjRBaTIBJikidawdhULkEr92BiK/yYKv0leS60uWABUUFMBkMiEqKspue1RUFPLy8hwek5eX53B/o9GIgoICxMTENLpPY+cEgKVLl2LRokVO3knzeeK/3b7tJ2DQcaDLJakjofbKLNQkFnUSDNvDtk2AUQ6YGmx3dJzQxHuNnLfJa1uuKzb2r0xRhEysTYbqJkYNHmZAYRIb2V5/m3jZfeTNPWfNc6KOxCiX9vqSjgEC0KDpSxTFJpvDHO1ff3tLzzlv3jzMnj3b9lqr1SI2NvbywbfQgLgYHLzioMvP2+YmSh0AERF1ND0A+Ch8JLu+ZAlQeHg45HJ5g5aZ/Pz8Bi04VtHR0Q73VygUCAsLa3Kfxs4JAGq1Gmq12pnbaBFBECRr6iMiIqJakk2DV6lUSE5ORkZGht32jIwMDBw40OExqampDfbfsWMHUlJSoFQqm9ynsXMSERGR95G0C2z27NkYP348UlJSkJqainXr1iEnJwdTpkwBYOmaOn/+PD744AMAlhlfb775JmbPno1JkyYhMzMTGzZssJvdNWPGDAwZMgQvv/wybrvtNnzxxRf49ttvsW/fPknukYiIiNofSROgsWPHorCwEIsXL0Zubi6SkpKQnp6Orl27AgByc3ORk5Nj2z8+Ph7p6emYNWsW3nrrLXTq1AmrVq2yrQEEAAMHDsTmzZuxYMECLFy4EN26dcOWLVu4BhARERHZSLoOUHvVVusAERERUdtpyfe35KUwiIiIiNyNCRARERF5HSZARERE5HWYABEREZHXYQJEREREXocJEBEREXkdJkBERETkdZgAERERkddhAkREREReR9JSGO2VdXFsrVYrcSRERETUXNbv7eYUuWAC5EBZWRkAIDY2VuJIiIiIqKXKysoQFBTU5D6sBeaA2WzGhQsXEBAQAEEQXHpurVaL2NhYnDt3jnXG2hA/Z/fg5+we/Jzdh5+1e7TV5yyKIsrKytCpUyfIZE2P8mELkAMymQxXXHFFm14jMDCQ/3O5AT9n9+Dn7B78nN2Hn7V7tMXnfLmWHysOgiYiIiKvwwSIiIiIvA4TIDdTq9V47rnnoFarpQ6lQ+Pn7B78nN2Dn7P78LN2j/bwOXMQNBEREXkdtgARERGR12ECRERERF6HCRARERF5HSZARERE5HWYALnR6tWrER8fD41Gg+TkZOzdu1fqkDqcpUuX4i9/+QsCAgIQGRmJ22+/Hb/99pvUYXVoS5cuhSAImDlzptShdEjnz5/HAw88gLCwMPj6+qJfv37IysqSOqwOxWg0YsGCBYiPj4ePjw8SEhKwePFimM1mqUPzaHv27MEtt9yCTp06QRAEfP7553bvi6KI559/Hp06dYKPjw+GDRuGX3/91W3xMQFyky1btmDmzJmYP38+Dh8+jMGDB2PUqFHIycmROrQOZffu3Zg2bRp++OEHZGRkwGg0Ii0tDRUVFVKH1iH99NNPWLduHa6++mqpQ+mQiouLMWjQICiVSnz99dc4fvw4Xn31VQQHB0sdWofy8ssvY+3atXjzzTdx4sQJLFu2DMuXL8cbb7whdWgeraKiAn379sWbb77p8P1ly5ZhxYoVePPNN/HTTz8hOjoaI0aMsNXjbHMiucW1114rTpkyxW7blVdeKT799NMSReQd8vPzRQDi7t27pQ6lwykrKxN79OghZmRkiEOHDhVnzJghdUgdzty5c8XrrrtO6jA6vJtvvll86KGH7Lbdeeed4gMPPCBRRB0PAPGzzz6zvTabzWJ0dLT4j3/8w7aturpaDAoKEteuXeuWmNgC5AZ6vR5ZWVlIS0uz256WloYDBw5IFJV3KC0tBQCEhoZKHEnHM23aNNx8880YPny41KF0WF9++SVSUlJwzz33IDIyEtdccw3Wr18vdVgdznXXXYfvvvsOJ0+eBAAcPXoU+/btw+jRoyWOrOPKzs5GXl6e3feiWq3G0KFD3fa9yGKoblBQUACTyYSoqCi77VFRUcjLy5Moqo5PFEXMnj0b1113HZKSkqQOp0PZvHkzDh06hJ9++knqUDq0P/74A2vWrMHs2bPxzDPP4Mcff8T06dOhVqsxYcIEqcPrMObOnYvS0lJceeWVkMvlMJlMeOmll3DfffdJHVqHZf3uc/S9ePbsWbfEwATIjQRBsHstimKDbeQ6jz32GH755Rfs27dP6lA6lHPnzmHGjBnYsWMHNBqN1OF0aGazGSkpKViyZAkA4JprrsGvv/6KNWvWMAFyoS1btuCf//wnNm3ahKuuugpHjhzBzJkz0alTJzz44INSh9ehSfm9yATIDcLDwyGXyxu09uTn5zfIfsk1Hn/8cXz55ZfYs2cPrrjiCqnD6VCysrKQn5+P5ORk2zaTyYQ9e/bgzTffhE6ng1wulzDCjiMmJga9e/e225aYmIht27ZJFFHH9OSTT+Lpp5/GvffeCwDo06cPzp49i6VLlzIBaiPR0dEALC1BMTExtu3u/F7kGCA3UKlUSE5ORkZGht32jIwMDBw4UKKoOiZRFPHYY4/h008/xffff4/4+HipQ+pwbrzxRhw7dgxHjhyxPVJSUnD//ffjyJEjTH5caNCgQQ2WcTh58iS6du0qUUQdU2VlJWQy+69DuVzOafBtKD4+HtHR0Xbfi3q9Hrt373bb9yJbgNxk9uzZGD9+PFJSUpCamop169YhJycHU6ZMkTq0DmXatGnYtGkTvvjiCwQEBNha3YKCguDj4yNxdB1DQEBAgzFVfn5+CAsL41grF5s1axYGDhyIJUuWYMyYMfjxxx+xbt06rFu3TurQOpRbbrkFL730Erp06YKrrroKhw8fxooVK/DQQw9JHZpHKy8vx6lTp2yvs7OzceTIEYSGhqJLly6YOXMmlixZgh49eqBHjx5YsmQJfH19MW7cOPcE6Ja5ZiSKoii+9dZbYteuXUWVSiX279+fU7PbAACHj3fffVfq0Do0ToNvO//+97/FpKQkUa1Wi1deeaW4bt06qUPqcLRarThjxgyxS5cuokajERMSEsT58+eLOp1O6tA82s6dOx3+PX7wwQdFUbRMhX/uuefE6OhoUa1Wi0OGDBGPHTvmtvgEURRF96RaRERERO0DxwARERGR12ECRERERF6HCRARERF5HSZARERE5HWYABEREZHXYQJEREREXocJEBEREXkdJkBERETkdZgAEZGk3nvvPQQHB0sdhsvFxcVh5cqVUodBRI1gAkREkho7dixOnjzZomOGDRuGmTNntk1AROQVWAyViCTl4+PDQrXNZDAYoFQqpQ6DqENgCxAROW3YsGF47LHH8NhjjyE4OBhhYWFYsGAB6pYYLC4uxoQJExASEgJfX1+MGjUKv//+u+39+l1gzz//PPr164cPP/wQcXFxCAoKwr333ouysjIAwMSJE7F79268/vrrEAQBgiDgzJkzDuOLi4vDkiVL8NBDDyEgIABdunSxq6S+a9cuCIKAkpIS27YjR47YndMa31dffYVevXrB19cXd999NyoqKvD+++8jLi4OISEhePzxx2EymeyuX1ZWhnHjxsHf3x+dOnXCG2+8Yfd+aWkpJk+ejMjISAQGBuKGG27A0aNHG3wWGzduREJCAtRqNVi+kcg1mAARUau8//77UCgUOHjwIFatWoXXXnsN77zzju39iRMn4ueff8aXX36JzMxMiKKI0aNHw2AwNHrO06dP4/PPP8dXX32Fr776Crt378Y//vEPAMDrr7+O1NRUTJo0Cbm5ucjNzUVsbGyj53r11VeRkpKCw4cPY+rUqfj73/+O//3vfy26x8rKSqxatQqbN2/GN998g127duHOO+9Eeno60tPT8eGHH2LdunXYunWr3XHLly/H1VdfjUOHDmHevHmYNWsWMjIyAACiKOLmm29GXl4e0tPTkZWVhf79++PGG29EUVGR7RynTp3CJ598gm3btuHIkSMtipuImuC2uvNE1OEMHTpUTExMFM1ms23b3LlzxcTERFEURfHkyZMiAHH//v229wsKCkQfHx/xk08+EUVRFN99910xKCjI9v5zzz0n+vr6ilqt1rbtySefFAcMGGB33RkzZlw2vq5du4oPPPCA7bXZbBYjIyPFNWvWiKIoijt37hQBiMXFxbZ9Dh8+LAIQs7OzbfEBEE+dOmXb59FHHxV9fX3FsrIy27aRI0eKjz76qN21b7rpJrt4xo4dK44aNUoURVH87rvvxMDAQLG6utpun27duolvv/227bNQKpVifn7+Ze+ViFqGLUBE1Cp//etfIQiC7XVqaip+//13mEwmnDhxAgqFAgMGDLC9HxYWhl69euHEiRONnjMuLg4BAQG21zExMcjPz3cqvquvvtr2XBAEREdHt/hcvr6+6Natm+11VFQU4uLi4O/vb7et/nlTU1MbvLbed1ZWFsrLyxEWFgZ/f3/bIzs7G6dPn7Yd07VrV0RERLQoXiK6PA6CJqI2IzYyXkUURbukqb76A30FQYDZbHYqhqbOJZPJGsTpqGvO0TmcjdF632azGTExMdi1a1eDfeqOifLz87vsOYmo5ZgAEVGr/PDDDw1e9+jRA3K5HL1794bRaMTBgwcxcOBAAEBhYSFOnjyJxMREp6+pUqkaDDh2hrVlJTc3FyEhIQDg0nE2jj6bK6+8EgDQv39/5OXlQaFQIC4uzmXXJKLmYRcYEbXKuXPnMHv2bPz222/4+OOP8cYbb2DGjBkAgB49euC2227DpEmTsG/fPhw9ehQPPPAAOnfujNtuu83pa8bFxeHgwYM4c+YMCgoKnG4d6t69O2JjY/H888/j5MmT+M9//oNXX33V6bjq279/P5YtW4aTJ0/irbfewr/+9S/bZzN8+HCkpqbi9ttvx/bt23HmzBkcOHAACxYswM8//+yyGIjIMSZARNQqEyZMQFVVFa699lpMmzYNjz/+OCZPnmx7/91330VycjL+9re/ITU1FaIoIj09vVXr2cyZM8fWwhQREYGcnBynzqNUKvHxxx/jf//7H/r27YuXX34ZL774otNx1ffEE08gKysL11xzDV544QW8+uqrGDlyJABLV1h6ejqGDBmChx56CD179sS9996LM2fOICoqymUxEJFjgthYJz0R0WUMGzYM/fr1Y8kHIvI4bAEiIiIir8MEiIiIiLwOu8CIiIjI67AFiIiIiLwOEyAiIiLyOkyAiIiIyOswASIiIiKvwwSIiIiIvA4TICIiIvI6TICIiIjI6zABIiIiIq/z/xrCydZieRiZAAAAAElFTkSuQmCC", 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c7HcNClNT0XDuHPi1b2+z1yEiooukODkhIUH14pGO0OQ637/Kfn4zg+Tg9PXZC4mIiKimMUByliVH2AuJiIic2OrVq1X37Yo2R8MibQenjzUFSMwgERGRM+vSpQt27NgBZ8EAyQm6aYuCJAZIRETkvPz8/EosbeLoHGKI7ZNPPlHT9qSQqnv37qrN+KXMmzdP9UuQ46Vb6OLFi0s8LlMZ5XFZcE+m/8m6MDLV0dKZM2dw9913qwIt6dIpzbAsF+VzuAxSMnshERERuU2ANHfuXEyYMAGvvvoqtm3bpqYFSnv0ilqXS3dQWYhPAhppgDV06FC17dmzx3yMTG2UlYNlMT7pBCrBl/SEkF4QGgmOZEE+mSq4aNEiNS1SphM6ag1S4cmTKMrLs/flEBERuQW7T/OXjJEsSicBjZBOntLbQBpXPf/882WOHzFiBLKzs1VQo5Gunx06dKiwqZU2pU/WmZF1aGS9l1atWqlVgGVMVCxZskT1jUhOTlY9GBxlmr98ew507qJ6ITVe/Bt8Gje22WsREZEJp/k7N6ef5i/ru0hLcRkCM1+Qp6e6v379+nKfI/stjxeScaroeHkNaVglb4Zkp7RzyLCaFhwJOae8dumhOE1eXp56Uy23miDds3XFHbXzE7kmGxERUU2wa4CUnp6u1lOJiIgosV/up6amlvsc2V+Z4yXDJNMGJXL84IMP1FBaaGio+RylO3NKS3NZnK+i15WOohJkaZtkuWqKvnhNtgKuyUZEROQeNUi2cs0116jphFKzJGu7DB8+vMK6psp44YUXVDpO25JqcFaZLqY4g5TEDBIREZHLB0iS0fHy8sLJkydL7Jf7kZGR5T5H9lfmeJnBJtMJpT7pq6++Uhki+aqdo3SwJCsIy8y2il5XFsSTsUrLraYwg0RERORGAZJer0fnzp3VqrwaKdKW+z179iz3ObLf8nghw2cVHW95Xqkj0s6RkZGh6p80f/31lzpGisYdthcSu2kTEZGLMxqNKmkBdx9ikyn+X3zxBb777js1u+zhhx9Ws9TGjBmjHh81apQa3tKMHz9ezTiT1Xz379+veh5t2bIFjz76qHpcnvviiy9iw4YNOHbsmAqC7r//fhw/fhx33HGHOqZly5Zq2G3cuHGq59LatWvV80eOHFmpGWx264WUlKx+cIiIiMrTr18/NQv8iSeeUH0ApUZXPmO1z9WAgAA1uvL777+bnyNtcm644QZVtyvH33vvvapGWCOfuX369FGTm0JCQnDjjTfi8OHDJSZDyWdoVFSUqvtt0KCBqtsVR48eVZONLDtoS4JC9v3999/qvnyV+3JNkjSRERtp0SNJCzmPzESTJpMy0Wr+/Pk19E46QIAk0/bff/99TJw4UU3VlzdRvhlaIXZiYiJOnDhhPr5Xr16YPXu2mpmmvVkLFixAmzZt1OMyZCeB0+233676Id100004ffq0WgOmdevW5vPMmjVLNZOUaf8yvV+++XJOR6SLipLpfTDm5qLQopcTERHVDPnjNKcgxy6btX8YS8JBSlgkASDBkiQeJEEgn5/Sb1D6AkoQlJOTo4KVa6+9Fh07dlTJBvn8lbKV4cOHm88nwZUkM+RxGcGRGd+33nqrCmDEtGnTsHDhQvzwww+Ij49Xn6/Sf9Ba0trn7bffVsmSdu3aqeDov//9r2rhI30Ln3zySdxzzz1YuXIl3KIPkrOqqT5ImkP9B6Dg+HE0mPV/8O/c2eavR0Tkzkr30ZFApfts+5RgbLxrI/x1/pXOIMnscEkKCLktn1W33XabCjaEzNaWbI+0vJH+gHLsH3/8YT6H9AOMiYlRwY4kGkqT7FJYWJhqxizJiccff1wFMHIuyQRZkgySvIfS2FmSIEKCMslurVixQl2vZJBkYpUkO2655RZ1jJTEyMxyOadlCc2//vUvFdhJosSl+yCR9R2187kmm9uSv2VOHM5EYb7B3pdCRA5Msi8aGVWRYTFZlkujjdDIZKWdO3eqQEWG17RNRleENox28OBBtYJF48aNVUChZYdkhEfcd999avSnefPmKlhaunQpqsKyN+GhQ4dUIHTdddeVuDYJ8iyH92yJi9U6CX1MDHI2bOBMNje27Y9j2LDgCFpdVQ/X3G36BUZENcPP209lcuz12tbQ6XRlGw5b7NOyPDJEJmuQSinKO++8U+Y8UVLeAajHpa5IapmkTleeJ5kjqT0SnTp1UtkaqSGSjI8Mz0nzZSmBkeE4YTlYVVBQUO51y+xzjbY26m+//Ybo6OgSx0mNUk1ggOR0GST2QnJH58/mYsvio+r2gY2p6H1bU+j9+L8vUU2RoKKyw1zORIKbH3/8UWWFpB1OaadPn1ZDbRIcXXXVVWqfFFCXJpklqSmWbdiwYWoilLTOkaE4IbXEUuckLAu2KyLLgUkgJFmqvn37wh74G9ZJsBeSe1v302EU5psKIuXrwS0n0fqqkn9VERFZ65FHHlHBjwyhPfvss6ruR4a35syZgy+//FLVCskQnUxikoySBCyl10mdOnWqekwCIMkYzZs3T/UUlFlvcl/6EUrxtdQDybDeyy+/fNnrktl2Tz/9tCrMloyVTKSSmiGZdS7B2OjRo2FrrEFyEhe7abMGyd2kHMrAwc0nAQ+geXdTI9O9a1LsfVlE5AJkyEyCDinmltltUqskLQLqFAc3skmwJC1zZFhNApb33nuvTDDz7rvvqhoiWXxeCrMXL15sHl77+uuvVV8jmcIv537zzTcrdW1vvPEGXnnlFTWbTWvPI0NuEmjVBM5ic5JZbIbMTBzo3kPdbr5tKzz9XS/VS2UVFRkx/+0tOJV4Dq361EP3mxvju+fXqv0jX+mGkOja9r5EIpd0qVlQ5Pg4i82NeAUFwTMoSN3OT+Ywm7vYv+6ECo6k3qjHLY3hH6hHw/amRZf3rmUWiYjIVhggORF9fa0OicNs7iAvpwAbfjFNZ+06pCH8AvTqdsteppkl8RtTYSgw1SUREVH1YoDkRNgLyb1s/u0oLpwrQHCkP9peYwqORWzrENSq44O87EIc2cnO6kREtsAAycl6IYmCRAZIru5sajZ2rzANpfa5Iw5eXhf/V/X09ECLnqZi7X3rLi7DQ0RE1YcBkhPRFU/1z09mgOTKZN7EmnkHVSF2w3ahKmNUWstepkWVk/adQdbpC3a4SiIi18YAyYnoY01T/ZlBcm3Hdp9G4j9n4Onlgd63Ny33mKAwP0Q3rwMYgf3rU2v8GomIXB0DJCeiq188xHb8OIwGrsfliqToWrJHon3/GNSJqLidg5ZFkpluxiJ26yAiqk4MkJyILioS8PaGsaAAhWlp9r4csoGdK5KQeeqCms7fZbBpQciKNOkYpqb/nzuTi+T9Z2vsGomI3AEDJCfi4eUFXbQpa5DPYTaXk52ZZ15vreetTaD3vfRKQN56LzTrZlqVe+869kQiIqpODJCcjF4bZmOhtsvZsOAwCnINCG8YaF5S5HJa9TYFzEd2nELu+fJXyCYi0sgyILLwrrZg7N9//63uZ2Rk2PvSHA4DJCejiy3uhcQMkks5mZBlLra+akQcPDw9KvW8sNgAhMbURlGhEfGbWKxNRI7vvvvuw9ChQ+HoGCA5awaJzSJdhhRYr/7hgLrdvEckIhuZlpSpLK1Ye9/aE6pFABERXTkGSM6aQeJ6bC7jwKZUlUHS+Xip2iNrSR2Sl7cnTh8/r9ZtIyL3tmTJEvTp0wd16tRBSEgIbrzxRhw+bFq2qDJ+/PFHtG7dGj4+PmjYsCGmTJlS4vG8vDw899xziImJUcc0bdoUX331lXrMYDBg7NixapFYPz8/NG/eHB999JH5uZMmTcJ3332HX375RQ3tySbDfCIpKQnDhw9X1123bl3ccsstakjQXi5dBUoO3E070d6XQtUgP7cQ6342/eLqfEMD1ArysfocvrV0aNwxDAc3n8TetScQ3qDi1amJqGokO2u8YJ+mrB5+fiqQqKzs7GxMmDAB7dq1w/nz5zFx4kTceuut5rqjS9m6dasKUiZNmoQRI0Zg3bp1+Pe//60CLRkaE6NGjcL69esxbdo0tG/fHgkJCUhPT1ePFRUVoX79+pg3b556jjz/gQceQFRUlDrv008/jX379iErKwvffPONeo4EQwUFBRg4cCB69uyJ1atXw9vbG2+++SYGDRqEXbt2Qa83rUVZkxggOWkvJENGBgznzsErIMDel0RXYOvvx5CTmY/AMD906G9qBFoVLXtHqQDp4KZU9B7WFDq9V7VeJ5G7k+AovlNnu7x2821b4eFfcU+00m6//fYS97/++muEhYVh7969qF279iWfO3XqVPTv3x+vvPKKut+sWTP1vPfee08FSAcOHMAPP/yAZcuWYcCAAeqYxo0bm5+v0+nw2muvme9LJkmCKXmOBEjy+pJZkixUZOTFySj/93//p4KrL7/80hwMSgAl2STJMF1//fWoaRxiczJetWvBq25ddZt1SM4t81QOdiw3ZQL7DGsKL13V/3es3ywYgaG+yM814Mg29sgicmcHDx7EnXfeqQKXwMBANUwmEisx8iDZnd69e5fYJ/flnDJ8JlkoLy8v9O3bt8JzfPLJJ+jcubMKyiQgmjlz5mVfe+fOnTh06BACAgLUc2STzFJubq5Vw4PViRkkJ12TzXDmDPKTkuHbqpW9L4eqaO38Q2r2WUzLYLXm2pWQWW8tekZh068JapiteY+oartOIjINc0kmx16vbY2bbroJDRo0wBdffIF69eqpzEybNm2Qn59/xdfid5lrmTNnjhpGk7olGS6TgEeyTxs3brzk82QoUIKqWbNmlXlMAi17YIDkhPQxscjduYu9kJxY0t4zSNiZrgKbPnc0s6q+oCIqQFqUgJSDGchIy0Gd8Mqn5Ino0lRBsRXDXPZy+vRpxMfHq+DoqquuUvvWrFlT6ee3bNkSa9euLbFP7stQm2SO2rZtqwKulStXmofYSh/bq1cvVbekKZ0BknoiyUZZ6tSpE+bOnYvw8HCV9XIEHGJz0gySYC8k52QwFJmn9bftF4269WpVy3kD6voitpVp+HXfuhPVck4ici7BwcGqOFqGtWTI6q+//lIF25X11FNPYfny5XjjjTdUvZHMOJs+fbrKCgkZrhs9ejTuv/9+LFiwQBVoS42Q1BiJuLg4bNmyBX/88Yd6vtQybd68ucRryDmk8FoCOSnulgLtu+++G6GhoWrmmhRpa+d9/PHHkWynWdsMkJwQeyE5tz0rj+Nsag58a+vQdUijaj23eQHb9SdQZCiq1nMTkePz9PRUw1wyG02G1Z588kk1xFVZksmRYGfOnDnq+TID7vXXXzfPYBOfffYZhg0bprJELVq0wLhx49TMOfHggw/itttuUzPgunfvrjJaltkkIcfL9P8uXbqo4TPJOvn7+2PVqlWIjY1Vz5dMlrQLkBoke2WUPIzsLFclMkUxKCgImZmZNf7Ny9m8GcfuHQVdTAyaLltao69NV+bCuXzMenUD8nIK0feu5mhzdXS1nt9QWIRvn1+rlh0Z8u92V1zbROSu5INZshgyC8vX19fel0PV+P2r7Oc3M0hOSAIjUZCSAmNhob0vh6ywceERFRzJ8iCt+piyPdVJGkZq67jtXcsFbImIqooBkhPyDg+HhzTNMhhQcIK1Js7iVNI5/LPGFLRcNbwZPCu53lpVeiKJY7tPIyfrymetEBG5IwZITsjD0xO6+qZCbdYhOQcZyV7zw0HACDTtEo56cXVs9loh9WojolEgioqM2L+BATQRUVUwQHLyJUekFxI5vkNb09T0e2+dJ3rd1tTmr9eylymLxAVsiYiqhgGSs9chJXFNNkdXkG/Auh8PqdsdBzZQ0/FtLa5LBLz1nsg4mYPUw5k2fz0iIlfDAMlJ6bVeSMwgObztfxzD+bN5qF3XBx2vr/p6a9bQ+3mjaedwdXsveyIREVmNAZKT0sWYPmjzmUFyaOfO5GLbUtP3qPftcTW6iGzL3vXMw3v5uZztSERkDQZITp5BKkhMYo2JA5OhNUNBkSrKbtKpZtcTimoShDoR/ijMM+DQFi5gS0RkDQZITkqbxVZ0/jyKMllj4oiOHzirsjeyzNpVI+KqZb01a8jracXa7IlERGQdBkhOytPPD97FKxznc6q/w5Ep9qtlWj+AVldFI7R+gF2uo3mPSLUg7smELJxJMS0FQEREl8cAySVmsjFAcjR716TgdPJ5+Ph7o/vN1bvemjVqBfmgYdsQ0zWtYxaJiKiyGCC5Qi+kRAZIjiQ3uwAbfzmibne9sRH8auvtej1asXb8hlS1VhsRETlJgPTJJ5+gYcOGakE5Wf1306ZNlzx+3rx5agVhOb5t27ZYvHix+bGCggI899xzan+tWrVQr149jBo1CikpJf96lteTGg3L7e2334YzZpDykxkgOZLNixJUkBQcVQtt+lbvYrRV0aB1XfgH6dUCtkd3pdv7cojIxubPn68+A/38/BASEoIBAwYgOzsbmzdvxnXXXYfQ0FC1WGvfvn2xbds28/PuuusujBgxosS5CgoK1PH//e9/1f2ioiJMnjxZLQIr52/fvr16PVdk9wBp7ty5mDBhAl599VX1jZI3e+DAgUhLK3/Wzbp163DnnXdi7Nix2L59O4YOHaq2PXv2qMdzcnLUeV555RX19aeffkJ8fDxuvvnmMud6/fXXceLECfP22GOPwZnoY7UhNvZCchSnU85j98rj6vZVw+Pg5WX3/8Xg6eWJFj20Ym32RCKqCpktXJBnsMtmzUxl+SyTz8j7778f+/btw99//43bbrtNnePcuXMYPXo01qxZgw0bNiAuLg6DBw9W+8Xdd9+NX3/9FefPnzef748//lCfq7feequ6L8GRBEszZszAP//8gyeffBL33HMPVq5cCVfjYbTzHHHJGHXt2hXTp083R6cxMTEqWHn++efLHC/RrUTCixYtMu/r0aMHOnTooL5h5ZGouVu3bjh27BhiY2PNGaQnnnhCbVWRlZWlIvDMzEwEBgbCHnK2bcexu+6Cd70oxP31l12ugS6S/5UWfrQDyfvPolH7UAx+uB0chXTUnvXqBjWjbtRbvVA72PbdvImcWW5uLhISElSmREYrJFCZOd4+QcADH/WFzqdyPdQkMdC5c2ccPXoUDRo0uOSx8nlbp04dzJ49GzfeeCMKCwsRFRWFqVOn4t577zVnleS4OXPmIC8vD3Xr1sWff/6Jnj17ms/zr3/9SwVRch5H/f5V5fPbrn/e5ufnY+vWrSr9Z74gT091f/369eU+R/ZbHi8k41TR8ULeBBlCkx8ESzKkJunHjh074r333lM/HBWRHwx5Uy03R+mFVHgiFcZ8rtpubwk701Vw5Ontgd7DbL/emjWkH5L0YpI/h/avZxaJyFXJKEz//v3VENsdd9yBL774AmfPnlWPnTx5EuPGjVOZIwkQJDiQbFFioqmZrbe3N4YPH45Zs2ap+5KM+OWXX1RmSRw6dEgFQjJMV7t2bfMmGaXDhw/D1Xjb88XT09NhMBgQERFRYr/c379/f7nPSU1NLfd42V9RFCk1SZJytIwUH3/8cXTq1ElFwzJs98ILL6jUpETO5ZG04muvvQZH4hUaCg8/PxgvXED+8ePwaWS/2VLurrDAgLXzTdP6OwyIRVCYPxxNy95RasHcfetOoPOghmr6PxFVjqxtKJkce712ZXl5eWHZsmXqc23p0qX4+OOP8dJLL2Hjxo14+OGHcfr0aXz00Ucqu+Tj46MyQZKs0EgwJLVJaWlp6jxSZzRo0CD1mDb09ttvvyE6umR9pZzL1dg1QLI1KS6TaFiGPj777LMSj0ndk6Zdu3bQ6/V48MEHVSBU3jdaAijL50gGSYYC7UmyYvr69ZF38CAKkpMZINnRzuVJyErPRa0gPToPunRa216adArH6jkH1HVKE8v6Lera+5KInIb8vq3sMJcjXGvv3r3VNnHiRBUM/fzzz1i7di0+/fRTVXckkpKSVKLCUq9evdRn29y5c/H777+rLJROp1OPtWrVSn0+SsZJgihXZ9cASSrjJdqVtJ8luR8ZGVnuc2R/ZY7XgiOpO/rrr78uWycktVAyxCbjts2bNy/zuPxQOGKErIuNVQESm0XajyxEu+X3Y+p2z9uaQu/rmH93yDpwcV0j8M/qFFWszQCJyPVIpmj58uW4/vrrER4eru6fOnUKLVu2VENr33//Pbp06aL+yH/mmWdUhqg0qTuaMWMGDhw4gBUrVpj3BwQE4Omnn1aF2VKX1KdPH1XCIoGXfMZKAbgrsWsNkmRtpJhMvpkaedPlvmUBmCXZb3m8kDSg5fFacHTw4EFVTCZ1RpezY8cOVf8kP1DORDJI2ppsZB8bFhxW651FNApEs64lh38djdYT6cj2U6oVARG5FglUVq1apbJEzZo1w8svv4wpU6bghhtuwFdffaXqkaS8RIqwpdSkvM88GWbbu3evGkaTLJSlN954Q80Sl9EWCbpk+E2G3KQY2tXY/U9dGbaSqFMiWplp9uGHH6rCsDFjxqjHpYeRfJPkmyHGjx+vUnvyDR8yZIiqrN+yZQtmzpxpDo6GDRumKvllppvUOGn1SVJvJEGZFHRLVH3NNdeoiFjua1MVg4OD4Ux0xVP92QvJPlKPZCJ+o+nn66oRzRy+rie8QQBComvh9PFsHNx8Em37mQJsInINErQsWbKk3MdkQpLM6rYkn5flncNYwQR3Gb6Tz2HZXJ3dAySZti/pPxknlUBGpuvLN1crxJaxTsnsWI6PylRCiYpffPFFlTJcsGAB2rRpox4/fvw4Fi5cqG7LuSxJqrBfv35qqEwCq0mTJqnZaRL5SoBkWWPkbN20mUGqeUZZb23uAXW7Ra8oRDS0T7sH6xewrYc18w6qBWwZIBEROWgfJGflCH2QRN6RBBwZPBge/v5ovnVLja8Y7872rUvBX//dD52vF+5+rYda98wZSEftb55fg6JCI4a/2BVhsfZZSJfIkV2qjw45Pqfvg0RXTlc/WtICMObkwHD6tL0vx23kXyjE+gWm9da6DG7oNMGR8K2tQ+P2Yer2vrVcwJaIqDwMkJycp14P7+IZfJzJVnO2LD6KC1n5CAr3Q/tr7dvuoao9kcSBzSdRmG+w9+UQETkcBkguwFyHlMw12Wpq2Y6df5mC0T53xMHL2/n+N4ppURe16/ogL6cQR3acsvflEDksVqG47/fN+X6zUxm64iVH8ovbxZNtrZl/EEUGI2Jbh6Bh21A4I5lt17InF7Alqoj06BOWXabJeciSKEJrcumUs9ioGjNIScwg2dqxPadxbPdpeHp6oM8djrXemrVk5t3mxUdxPP4sMk9dQFBY2YZxRO5K1iXz9/dXs6zlQ9ZyNjU5duZIgiNZKkXWX9UC3apggOQCdMUBEmuQbMtQWKSmx4u219ZHcGQtOLPAED/EtAhG0r6zagHb7jc3tvclETkMmREsK9vLTChZkYGciwRHFa3IUVkMkFwqg8QAyZZ2/52s6o/8AnToOsQ1usZKZ20tQOp6YyOVGSMiE2ksLL32OMzmXCTjdyWZIw0DJBfKIBWmpaEoNxee7NlR7XKy8rF5UYK63WNoE/j4ucb/OjLd37eWTq0nl7T3DBq0ufyyPETuRIbW2AfJPXFQ1QV41akDz9q11W3OZLONjb8cRn6uQTVVbFFc3OwKvHSeaNbd1LWePZGIiC5igOQiY+XmNdk4zFbt0o5lYe8600yvq4bHudwwVKviBWwTdqXjwjkOJRARCQZILkJfn3VItpoRseaHg4ARiOsagaimdeBqQqJrq0VspXWBtvAuEZG7Y4Dkar2QONW/WsmK9ycOZ8Jb74letzWBq5Jiba0nEhvjERExQHIZ+phY9ZUZpOpTkGfAup8Oq9udBzVA7WDXLdSU7Ji3zhNnT2TjZEKWvS+HiMjuGCC5XAaJAVJ12fbHMWRn5CEgxBcdBpgCUFcls/KadA5Xt1msTUTEAMll6GOLM0jJyTAWFdn7cpxeVvoFbF9qWrql97Cm8NZfeU8NR9eqeAHbg1vSkJ9baO/LISKyKwZILkInHUO9vGDMy0PhKS4+eqXW/nhIdc6Obh6Mxh3C4A6kAD0o3E8NLR7elmbvyyEisisGSC7CQ6eDLsqUAWAd0pVJ3n8GR7afgoeHaVq/tFFwB/LvbNnL9DO0jwvYEpGbs7odcF5eHjZu3KjWppEF4cLCwtCxY0c0auQaSy84M31sjBpiy09Mgn+XLva+HKdUZCjCapnWD6DN1dFqCrw7kSaYGxcmqJl7Z1OznX69OSIimwdIa9euxUcffYRff/0VBQUFCAoKgp+fH86cOaOCpsaNG+OBBx7AQw89hICAgCpfEFWdTvVCWo+CZGaQquqf1Sk4k5INn1re6OaGi7fWCvJRy40c3ZWuski9bm9q70siInLcIbabb74ZI0aMQMOGDbF06VKcO3cOp0+fRnJyssoiHTx4EC+//DKWL1+OZs2aYdmyZba/cio3gyTYC6lqcs8XYOPCI+p295saqzXK3JE2zLZ/wwkYDCz4JyL3VKkM0pAhQ/Djjz+qFXLLI9kj2UaPHo29e/fixAnWL9gvgwQUJJpmX5F1Nv56BHk5hQiJroXWV5kaJ7qjBm1D4Beox4WsfBzbfdptitSJiKzOID344IMVBkeltWrVCv3796/UsWSjXkhcsNZqp4+fxz+rjqvbfYY3g6eX+85f8PLyRIseker2XvZEIiI3ZfWnQFJSkhpa02zatAlPPPEEZs6cWd3XRlXshWQ4fRqG89n2vhynIUtrrP7hAGSFjSYdw1C/eTDcnTbMlrjnNM6fzbP35RAROX6AdNddd2HFihXqdmpqKq677joVJL300kt4/fXXbXGNVEleAQHwCgpStwuOM4tUWTKl/3h8Bry8PVmUXExmr0U1DVJBo9QiERG5G6sDpD179qBbt27q9g8//IA2bdpg3bp1mDVrFr799ltbXCNZQad11GYvpEopzDdg7fxD6nbH62MRGOpn70tyGC17meqw9q07AWMRF7AlIvdidYAkU/x9fHzU7T///FPNcBMtWrRgcbYD0Gt1SIkMkCpjx5+JOHcmF7WDfdBpYAN7X45Dado5HDpfL2SduoCUgxn2vhwiIscOkFq3bo0ZM2Zg9erVajr/oEGD1P6UlBSEhITY4hrJCroYbU02BkiXc/5sLrYuOaZu97ytCXQ+rr/emjXk/YjrEqFu713HYm0ici9WB0jvvPMOPv/8c/Tr1w933nkn2rdvr/YvXLjQPPRG9sMMUuWt++kwCvOLENUkyBwIUEktixewPbztFPJyCux9OUREjrvUiARG6enpyMrKQnDwxdk+0kXb39+/uq+PqtoLiTVI5c5WkxlZaUezcOJQJg5uPgnIemsjmrnNemvWimgYiLr1aqnu4vJ+telrCsCJiFyd1QGS8PLyKhEcCemyTQ7UTTslBUaDAR5e7jtslHehUAVDJ49mmb4mZCEnK7/EMa361ENYLJfGudwCtlLIvnftCQZIROQ2KhUgSZ3RpEmT0KNHj0seJ0uQfPrpp6hduzYeeeSR6rpGsoJ3RAQgTT0LClCYmgpddDTcgaGwSDV7lCBIC4jOpuaUOc7D00N1yg5vGKiG1pp15dDa5TTvEYn1Px/GqcRzSE8+h9D6DCiJyPVVKkC64447cPvtt6sFam+66SZ06dIF9erVg6+vL86ePauWF1mzZg0WL16sliV57733bH/lVC7JGOmjo5F/9Khak80VAyQZKstMu3AxM3Q0C6eSzqGosOxU9IAQX0Q0ClRDRRIUhcUEsBjbSn619WjUPlTVIUkW6eoRDJCIyPVVKkAaO3Ys7rnnHsybNw9z585VXbMzMzPNKXhZXmTgwIHYvHkzWrZsaetrpsvQxcQUB0iJqNWjO5zdhXP5KgiS7JAWEMmaaaX5+HubAyEJisIbBMI/UG+Xa3Y1LXvXUwHSgY2p6HVbE3jrGGQSkWurdA2S9D6SIEk2IQHShQsX1NT+yq7TRjU3k00WGilIcr5u2gX5BjWUowVCEhSdO51b5jjpeh0aU/tiQNQwEEHhfiy2tpGYlnVVrygpck/YkY44Dk0SkYurUpG2kOE22chxeyFJBsmRFRUZcfZEtikQKh4uO308u9yuzcGR/uZASLJDIdG1VZBENcPT0wMtekZhy+KjagFbBkhE5OqqHCCR4/dCcqQMkuUUe/NwWeI5FOYZyhwrw2JqiMxiqMzHjz+q9iaz2SRASt5/FlnpF7gsCxG5NH7quHI3bTv2QqrMFHvh7eOFiAYBJbJDter4cKjMAUlAVL9FsAqQ9q0/ge43Nbb3JRER2QwDJBekr2+auWbIzIQhKwtegYE2zw5J3ZA1U+xVMNQwEMFRtdTwDTlPZ20JkPavO4GuQxrxe0dELosBkgvyrFULXiEhMJw+jfykJPi1bm2z15LlJ5Z9vRfH9pwu81hgqG+JYCg0NgA6PWc/ObPGHcLUbEEZLk3edwaxrbn+IhG5pipVuWZkZODLL7/ECy+8gDNnzqh927Ztw/Hjx6t0EZ988onqxC19lbp3745NmzZd8nhpN9CiRQt1fNu2bVX/JU1BQQGee+45tb9WrVqqX9OoUaPUYrqW5LrvvvtuBAYGok6dOqqVwfnz5+Eq9DG2X3LkbGo25r+zVQVHUjAd26ouugxpiCGPtMOYd/vg3jd7YeC/2qDDgFhENa3D4MgFyPT+Zt0i1W3piURE5KqsDpB27dqFZs2aqUVr33//fRUsiZ9++kkFTNaSvkoTJkzAq6++qoIsWfxWeiqlpaWVe/y6devUIrkS0Gzfvh1Dhw5V2549e9TjOTk56jyvvPKK+irXFR8fj5tvvrnEeSQ4+ueff7Bs2TIsWrQIq1atUuvJuVIvJCEZJFs4ujsd89/egoyTOWr69+3PdsZNj3dQdSkN24ay/5AbLGCbsPMULpwvW1dGROQKPIxSQGKFAQMGoFOnTnj33XcREBCAnTt3onHjxipwueuuu3D06FGrLkAyRl27dsX06dPV/aKiIsTExOCxxx7D888/X+b4ESNGIDs7WwU1GlkCpUOHDpgxY0a5ryENLLt164Zjx44hNjYW+/btU80tZb90BRdLlizB4MGDkZycrLJOpeXl5alNI4v1ynVKPyjJQjmaU9M+Rvqnn6LO8OGIev21ajuv/Lhs++MYNvxyBDACUU2DMOiBtgyI3MwPb21WdWd97ohD+/6mYJyIyBnI57e0Kbrc57fVGSQJKh588MEy+6Ojo5GammrVufLz87F161YVdJkvyNNT3V+/fn25z5H9lscLyThVdLyQN0FmRclQmnYOua0FR0LOKa+9cePGcs8xefJkc+8n2SQ4co4MUmK1NnFc+tU/2LDAFBy1vqoebnmiI4MjN53yL6QnkpV/YxEROQWrAyTpqC3RV2kHDhxAWFiYVedKT0+HwWBAhCywakHuVxRsyX5rjs/NzVU1STIsp0WKcmx4eHiJ47y9vVG3bt0KzyPDhxJoaVuSHafQV4Y+NqZaeyGdO5OLn97bikNb0tTMpb53NUe/u1uwWaObatYtAl46T5xJyUba0XP2vhwiompn9aeb1PK8/vrrqhhaSGYmMTFRBSGyoK0jkWscPny4+gv3s88+u6JzSWAoAZbl5sh09YsDpBMnYCz+XlVVysGzmDd5M9KTzsMvQIdbnuyANle73iK4VHk+/jo06Wj6g2jvupITIIiI3DJAmjJliprtJRkYWYutb9++aNq0qapH+s9//mPVuUJDQ+Hl5YWTJ0+W2C/3IyNNM2VKk/2VOV4LjqTuSAqxLQMaObZ0EXhhYaGa2VbR6zob77BQePj4AAaDCpKqas+q4/jlgx24cK5ArX027PkuqBcXXK3XSs67gK04uPkkCsrpiE5E5FYBktTfSMDx66+/Ytq0aXj00UfVNPuVK1eqafXW0Ov16Ny5M5YvX27eJ0Xacr9nz57lPkf2Wx4v5Hosj9eCo4MHD+LPP/9UC+qWPofMvpP6J81ff/2lXluKxl2Bh6cndMVLjlRlJpuhsAh/z9qPlbPj1ZppTbuE47ZnOiMwhMtLkEl0XB3V66og14DD28qfdUpE5HaNIvv06aO2KyVT/EePHq0KpmWm2YcffqhmqY0ZM0Y9Lj2MpABciqTF+PHjVdZKMllDhgzBnDlzsGXLFsycOdMcHA0bNkxN8ZeZblLjpNUVSY2RBGUtW7bEoEGDMG7cODXzTZ4jgd7IkSPLncHmrPT1Y5B/6LDVvZBkSZAlM3fjxKFMwAPocUtjdBrYgMt/UJnO6C171cPGhUdUsbYsZktE5NYBksxkW7FihRqmkqyLpalTp1p1Lpm2f+rUKUycOFEFMjJdX6bca4XYUt8ks8s0vXr1wuzZs/Hyyy/jxRdfRFxcHBYsWIA2bdqox6VZ5cKFC9VtOZclueZ+/fqp27NmzVJBUf/+/dX5pX5KMmKuRFdcqG1NBkmmbi/+bJfqlKz39cJ1Y1urvkZE5ZGgaNOvR1QwLT2x6kT42/uSiIjs0wfprbfeUsFJ8+bNVRBjmVWQ2zJU5Q4q20fBns7893ucfOstBFx3Hep/fPngT2pJ/vrvPhQWFKkPusEPt0VwpHXDpuR+Fk3fqbqpdxoYi563NrX35RARVcvnt9UZpI8++ghff/017rvvPmufSjXMXIOUfOmp/lJjtPGXI6oBpJD1ta4f20rNVCKqTGdtCZD2r09F95sbw9OLrR+IyPlZHSDJcFTv3r1tczVUrfSxseprQWKianVQXg1R3oVCLPvqH/Nis5IF6H5LE67STpUmQ7DS/kFq1+TnqFF76/qhERE5Iqv/1HvyySfV4rLk+HTRpl5FRdnZMBSvmVdmsdm3t5gWm9V54rqxrdQQCYMjsoY0C23enQvYEpGbZ5CefvppNXusSZMmaj0zna7kMIwsDkuOwdPXF94RESg8eVLNZPMODi6x2KxkjvJzDWqx2cEPt0NYbIBdr5ecuyfSjj+TVLCdnZmHWkE+9r4kIqKazSA9/vjjajZYs2bNVH8hy/XJZCMHrUNKTCqx2Oxvn+5SwZEsNnvHC10ZHNEVqRtVC5GNA2EsMiJ+g3VrMhIRuUQG6bvvvsOPP/6oskjkHL2QLmzZioLkJLXY7Ir/7sPBLaamfrLY7FUjmnE9Naq2LFLqkSzsW3cCHa+PZd8sInJqVn8ySrNFGV4j5+qFlJGQphableCIi82SLTTtHA5vHy/VD0k1GSUicmJWfzpOmjQJr776KnJycmxzRVSt9DExyAhqghUZnbnYLNmU3tcbcZ3D1e19a7mALRG52RCbdJs+fPiwahLZsGHDMkXassQHOY4j58Kwvf14GD281GKzNzzUluupkU2H2WSI7dC2NDV8q/er8mpGRER2ZfVvr6FDh9rmSqhayWKzq384iH9W5QCeXghP24qb338UPrUZHJHtSKF2cKQ/zqbm4OCWk2h9FTOVROQmAZIMr5FjK73YbNPExYg5/BuQNgyo3cjel0cuTAqzZQHbdT8dUj2RGCDVjPzcQiTsTEdBnqltR+1gX/XVx9+bxfJEVcT8t4spb7HZopenIU86aiclwqcxAySyreY9IrFhwWGkHc3C6ePnERJd296X5LKk2euelcexf/0J1bajNG+dJ2pZBEy168ht033Tfh/41tIxiCKqaoAkM9cOHDiA0NBQBAcHX/J/pjNnzlTmlGQDFS02mxRTH3nx8chPuvSabETVwT9Qj4btQnFkxynsW3sCfYbH2fuSXEqRoQgJu9Kx++/jOB5/1rw/KMxPDW+ez8hTfyDlni9Qvwsy0y6orSLSRV8LnMzBlEUgpYKo2gyiyP1UKkD64IMPEBAQYL7N/1Ecy+UWm9XHFK/JlmRqFklUEwvYSoAUvzEVPW9toj6E6cpIh/K9a1Lwz+oUZGfkFQ9pAg3ahqJtv2jEtKgLD4tlggoLDOq482fyioOmXGSfzcO5s3mm/WdzceFcAQwSRJ26oLaKSDuQWnX0FzNREkzVuXhb9vtJEMVlisjdAqTRo0ebb9933322vB6yUmUWmzV302aARDUktlVd1ArSIzszX2U7pEcSWU8630st4e6VyTiy7ZT6Y0hIuw6ZMSjNXiualeqt80JQmL/aKiLBkQRP2Rm5Kut0ccstDqLyVE2jTPrISs9VW0U8vT1U5qmWyj5ZBE8SSNU17fcP0DOIItetQfLy8sKJEycQHl7yF97p06fVPoOh7Dg42a7+YPFnu1VjPvkL/dpRLdCsq2nRUEvMIFFN8/TyRIueUdi65JjqicQAyfqi6wObTmLPymScPp5t3h/ZOAht+kajaafwasnKyTlkaE62ikhwpIKl4qyTBE2SiVL3z+SqrxJEFRUaLYKo8huFenp5qHX6JGBSwVSwLxq1C0G9uIvrRBI5bYAkf9GUJy8vD3q9vjquiSpBMkZLZbHZC4XqrzTpbxTeILDcY/VaBik5WX3/OERKNTXMJgFS4r4zOHcmFwF1fe19SQ7vTEo29qw6jv0bTqCguOjaW++JZt0iVWAUFlPzaybK8FpgqJ/aKmIwFCEnM98cMJmDKAmotExUZh6KDEb1syCbZuefibjx0faqNIDIKQMkaRAp5MP1yy+/RO3aF2emSNZo1apVaNGihW2ukswkwNm+NBHrFxwGjFCLzQ56oK0qjK2Irl49wNMTxgsXYEhPh3dYWI1eM7knGdqJblYHxw9kYNWcA2o4qF5cHdVxm0oGFwk70lW2SN4rjUy0kI73LXpGmusJHZWXl6cKgC8VBEtxuQy5akN3Ejwl7TuDxH/O4I8v/8Gw5zqrSSVEjqLSv6mkOFv7gJ4xY4YaatNI5ki6ast+sh212Oz3+9VsNdHqqnq4uhKLzXro9dBFRqIgJUXNZGOARDVF+iDJh/7RXelqkyEWGSaq3yIYMS3rIrxBgBqOc0cSKPyzJgV7Vx9XgYOQ5K7MAGzbrz7qNw92qXodz3KCqLZ96+OXD7fjxOFMVS5w+7OdVdsBIqcKkBISEtTXa665Bj/99JOa7k81R1LSv8/YrfocSQH2VSObWbWemi4mRgVI0gsJnTra9FqJNE27mGplZEhYsgXnTuci5WCG2jb9mqB6dUU3D0b9FnUR0zJYZU1ceQhY/sBMOZCB3SuPI2FHyaLrVn2k6DrarYYi5Wdj0INtMe/tzaqWcumXe9Rwm7sGzeRYrM51r1ixwjZXQhVKOZSBJZ/vVlNypR/JDQ+2sbqoUR8bg5yNG9kLiWqUBDuNO4SpTchUcgmUkvfLdhZ5OaYO0LIJqaeT7JIpYKp7yaFjZyK1gtLyQAKjsycuFl3LELnUFjXpGH7ZTLCrku/x4Ifb4af3tiJp31ms/fEQrhrezN6XRcRO2o7un9XHVf2GFDdeyWKzuvox6qvKIBHZiWnGVLTKfkr2JD3pXHHAdFZNZ5falP3rU9UmQqJrqWBJgiZnrF+STuJSdB2/IVUtAyK8fbzQvFuECoxC69d80bUjkuLzAWNaYcnne7Drr2TVfb1V73r2vixyc87128aNyNTaNT8cVL9chUyTvnZUS+h8LtZ+WZtBEswgkaOQoWKZeSlb50ENUZhvUEFSUnF2SYaTZYq7bDuXJzlN/ZIUXR/ZfkotASJDiRrpci1BUfMeUfDx46/e0iSL1u2mRmrodeXseNQJ91dBMZG98P9SByQ9Rf74Yo/pl6sH0OOWxug0sMEV1WZoGaR8ZpDIQXnrvRDTqq7axIXz+SpQks0Z6pck+/XPmuPYuzpF/T8spMi6UftQtO0bra7VleurqkOXwQ1Vq4NDW9Pw++e7ccfzXS7ZXoDIljyMFTU2okvKyspCUFAQMjMzERhYfv+hKi82O2OXWh5A5+uF6+9vrWa1XClDRgYO9Oipbjffvg2efvylQ85Dfk1lpUv90lkky5BcvKl+yZJWvyTZJQmaaqJ+Sa5L1kOTbNGRnekwakXXgXq0VkXX9VRXabJutu7P729TvwtlqO22Zzo53dAqucbnd5UCpNWrV+Pzzz/H4cOHMX/+fERHR+P7779Ho0aN0KdPH7gDWwRIMqz2fxPXq+AoKNxPFS7Wjaq+viDx3bqjKCsLjX9dCJ84LiBKzsuyfkmCphOHM1QnZ0uqfqllXbVGmQzVVHV4uqIlfuI3nFCB0dnUHPN+eR0ZRpOidHctuq6uWbvz3t6CC1n5KgN3w4NtXarlATnH57fVYfmPP/6Ie++9F3fffTe2b9+uOmgLeaG33noLixcvvrIrd2PyC3XA6FbYsTwJA+5rWe3N4fT16yN37161JhsDJHKl+iXJOqRK/ZIETPvPID3p/MX6pT8v1i/JUJxkl6pavyRF17v/Tkb8ppMoLC66lsCreXdTp2vJeNCVk1YHgx9qiwVTt6sZjht/PYIetzSx92WRm7E6g9SxY0c8+eSTGDVqFAICArBz5040btxYBUs33HADUlNNs09cna2G2Gwp+YkncW7JEkS88DzqWixATORqLpzLV8NwycUZJsulLYRWv2Qajrt0/ZJkdqXoWhaMlSJyTXBULVVbJMGRnkXXNiFZuj+/3aduXz+2NeK6Rtj7ksgF2CyDFB8fj6uvvrrMfnmxjIyLMzbI8ZjXZEvkorXk2vwC9IjrEqE2+RtQ+i+pgm+L+qUy/ZfUcFywuX5Jgqq9a1JUt2sZ6hEyzCPDZxIY1WtWh0XXNiYz/iQLuH1ZIpb/d58qPahozUmi6mZ1gBQZGYlDhw6ppUUsrVmzRmWSyHGZZ7IlM0Ai9yFBjEwZl03rvyQFwNKsUqtfUv2X1p1Qm5CMUmZaDrT8un+QVnQdjVp1fOz7D3IzPW5tgjOp2Ti2+zQWf7oLd7zQld8DcswAady4cRg/fjy+/vpr9YsnJSUF69evx9NPP41XXnnFNldJ1ULrhVTAXkjk5vVLEQ0D1abVL504lIHkfWfN9Uuy7IWQxXbb9K2PRh1C1YKsZJ/vl8zmnf/uVtWFfPGM3bh1QkfVFoLIoQKk559/HkVFRejfvz9ycnLUcJuPj48KkB577DHbXCVVC1mPTRQkJ8NYVAQPT/7CJ9LpvRDbKkRtWv1SakKW6vpdnbNIqeqkxmvIv2XNti1IO5qFFf+3X3Xe5hAnOUyRtsFgwNq1a9GuXTv4+/urobbz58+jVatWqF3bvWZvOGORtrGwEPs7dAQKC9H07xXQRUba+5KIiCpNhkUXTtup+k31vLWJaqBLZKvPb6tSCF5eXrj++utx9uxZ6PV6FRh169bN7YIjZ+Xh7Q1dPdP6RvmJ7KhNRM5FCuivHmFqUbJ+wWEk7DIV2dOlpSZkqu7k7AttHavHWNq0aYMjR45Y+zRyENILSbAOiYickdSESbE9jMCyr/5RvamofBIQbV+aiJ/e3aqWr1r1vwPmbu9kgwDpzTffVPVGixYtwokTJ1SqynIjx6bTFq3lTDYiclJ9RsQhunkdFOQZsPizXWrdPipJFn/+85u9WPfTIfNsTFn8XNolFBmK7H15rlmkPXjwYPX15ptvLlEgJ5Gq3Jc6JXJceq1Qm72QiMhJyYzCQeOkaHszstJzseTzPbh5fAcu71JMenj9PmO3amchvbuuGh4HH39v1XQzfkOqCp6uu78136/qDpBWrFhh7VPIAWeyMYNERM7Mt7YOg//dDj++uxUpBzOweu4B9L2rudvPbJOWFb9/vhsXzhXAt5YOgx5oo7rGC2mN8MeXe3B42ykU5u9Wj7FdAqp3sVpyzllsInffPiTcehu8goPRbP06e18OEdEVObo7Hb99ukvVJF09shna9jPVWbqjf1Yfx6o5B1BkMKp1AQc/3BaBoX4ljkncexq/f7YbhQVFaphSFkXX+7rXUjlZtpjFJlatWnXJzVqffPKJ6srt6+uL7t27Y9OmTZc8ft68eWjRooU6vm3btmUWx/3pp5/UTLuQkBD1l8SOHTvKnKNfv37qMcvtoYcegjtlkAxnz8JwnsWNROTcGrYNRc+hpoVsV/9wUDX7dDcGQxFW/S8ef8+KV8FRk05huP3ZzmWCIyH9vm56vAN0vl44Hp+BhR/tQG52gV2u29FZHSBJcFF6u+aaa8ybNebOnYsJEybg1VdfxbZt29C+fXsMHDgQaWlp5R6/bt063HnnnRg7dqxaHHfo0KFq27Nnj/mY7Oxs9OnTB++8885lO4JLkbm2vfvuu3AHXrVrq+yRKEjiMBsROb+O18eqRYNlhtYfM/cgI83UCd0dSGPThR/uwO6Vx9X97jc3xsBxbaDzqXjorF5cHdzyREdVl3QyIQu/fLhdnYeuMECSHkiWmwQzS5YsQdeuXbF06VKrzjV16lQVqIwZM0b1VJoxY4ZqQCnLmJTno48+wqBBg/DMM8+gZcuWeOONN9CpUydMnz7dfMy9996LiRMnYsCAAZd8bXkdWVdO2y43TJaXl+cyM/bMdUgMkIjIBcgoQL97miOiUaBaiFjWbMu7UAhXdyrpHOZN3qJqsCQjJENqXQY3rFQdliy1M3RCJ/gF6NTyOj9P2abWJKQrCJBk3M5yCw0NxXXXXacyNs8++2ylz5Ofn4+tW7eWCGQ8PT3VfVnbrTyyv3TgIxmnio6/lFmzZqlrl75OL7zwglo25VImT55c4t8dUxxkOPVMNvZCIiIX4a3zwg0PtVUL2Z5NzcHSL/9RCxO7Kmn8+NN7W9WMNVkWZ9izXdCofZhV5witXxu3Pd0ZtYNN79nPU7YiK/2Cza7Z2VTbHL+IiAjEx8dX+vj09HTVEkCeV/o8qamp5T5H9ltzfEXuuusu/N///Z+akSfB0ffff4977rnnks+R46SgS9uSnDj7oosxFTHmJ7GbNhG5jlpBPiqL4q3zROI/p7H+58NwNTKMuOGXw6rxY2F+EWJa1cWw57ugbr2qrRtYJ8Iftz7VCYFhfqplwk/vb8PZ1Oxqv25nZHXp+q5du0rcl0lwUsPz9ttvo0OHDnAGDzzwgPm2FHpHRUWpxXcPHz6MJk1MxX6lyYK8srkCfUys+soMEhG5mvAGgbh2dEuVQdqxLBEh9WqhRc8ouIL8C4VY9s1eHC1eYqXDdbHoObQxPL2uLNchxdy3PdVJ1SKZMknbcPP4jirD5M6sDpAkCJLxzdLdAXr06FFh7VB5ZHhL1nY7efJkif1yX2qCyiP7rTm+smT2nJDFdysKkFzJxQyS82bBiIgqEtclAmdSsrFl8VGsmLUfQeH+iGoSBGeWcTJHdQ2XAEYaPF5zbwtVmF5dZGhSMkkLp+1QNUkLpm7DTY91UHVd7srqsDMhIUGtxSZfZTt27Jiq35EZZjL9vrJksdvOnTtj+fLl5n1FRUXqfs+ePct9juy3PF4sW7aswuMrS2sFIJkkd2CuQUpJgbHQ9QsZicj9dLuxERp3CENRoVE1TpRaHWclw4Xz39migiMVyDzdqVqDI41fgB5Dn+yIyMamYnfJKKUcPAt3ZXWA1KBBgxKbFCvn5lbtB0+m+H/xxRf47rvvsG/fPjz88MNqmr7MahOjRo1StT+a8ePHqxlzU6ZMwf79+zFp0iRs2bIFjz76qPmYM2fOqIBn79696r7URcl9rU5JhtFk9psUiB89ehQLFy5Ur3P11VejXbt2cAfeERHw0OmAwkIUpJbMyBERuQJZYqP/fS1Vw8QLWfkq+yJrtznjYrOLpu9UAUtk4yDc8UIXNQPNVnz8dapPUnTzYPV+/TptpwrQ3JHVAZLMVpP+RZrhw4ejbt26iI6Oxs6dO60614gRI/D++++rafkydCeBjARAWiF2YmKiqm/S9OrVC7Nnz8bMmTNVz6T58+djwYIFaiaaRgKejh07YsiQIer+yJEj1X1pIaBlrv7880/VTFIyXk899RRuv/12/Prrr3AXHp6e0NU3DbMVsFCbiFyUdIge/O+25qnsy7/b6zSr2ZdebLZl7yiV3ZFC9Jp43258tB0atA1RHbelU/mR7afgbqxeaqRRo0ZqirwEKzK8JQGSBEw//PCDCmis7YXkrJx1qRFN4oMPInvlKkS+/hqChw+39+UQEdl0fbIFH2xXXaa73thIDb8522KzbfpG1/g6c4bCIiz7ei8Ob0szZeRGt7TJ0J6jfn5bXaQtQ1VaD6BFixapAEmyMbJciFbsTI5PXz8GMpGT3bSJyNVFNa2jFrJd8f1+bF6UoGa2NekUDmdbbLameXl74vqxrbBC74n9G1Lx57d7VWar9VXRcAdWD7EFBwebewDJcJjWuFESUdLXiJxtJhun+hOR62vVux7a9zf9cS8f9JKdccTFZiXTJcGR1E5JvZG9giONtBC4dlRLtO0brRYElvXedvzpHqUZVgdIt912m2q0KN2zT58+jRtuuEHtl7XRmjZtaotrJBvQx2q9kJhBIiL30Ou2JohtVVc1WJSi7ZysfKdbbNYePGSYb2QzdBpo+txYO/8QNv+WUKbdD9w9QPrggw/UrDFZO01qkGrXNjWSkmLqf//737a4RrIBrUibvZCIyF1INuT6f7VW3aNl3bHfZ+yCoaDI6RabtQcPDw/0GNpEXZ/Y9GsC1v902KWDJKuLtMk1irSLLlxAfMdO6nazjRvgFeTcTdSIiKxpuih9hWTqfIuekWoIqaYLoLXFZn//zNSjSRabvW5MK6vXU7OHncuTsGbeQXW7zdXRuHpkM5VlgrsXaWukz5DMWpNFZy3dfPPNVT0l1SBPPz94hYXCcCod+YlJ8GvLAImI3INkkAb+qw1+nb4T+9enqnqfDgNMw0c1udistB2Q4T5ZbHbww+2qvJ5aTWvfPwbeek/8PTsee1YdR0G+Adfe2+KKlzxxNFYHSNJF+9Zbb8Xu3btLLDmiRd8s1HauNdkunEpHQbIESBd7SRERuTpZ5LX3sKZY88NBrPvxEIIja6FBmxCbv670Ydr46xFs/f2Y+TquH9tazVhzJq2vilbDgH9+uw/xG1LV7Lbr7m+tZr65Cqv/JdLNWnohpaWlwd/fH//88w9WrVqFLl264O+//7bNVZJN6LWZbImsQyIi99Pumvpo1TtKNWJc+uUenDmRbfPFZhfP2G0OjmSx2Rsfaed0wZGmWbdI1YbA09sDh7edUr2bJFBy2wBp/fr1eP3119Vis56enmrr06cPJk+ejMcff9w2V0k2oatfvCZbMgMkInI/MvJx9Z3NEdU0CPm5Biz+dBdyswtsWvd0dFe6yrIMGNMKvW9v6vTDUo07hGHIv9vBW+eJY3tOY9EnO5Gf6xprfFr9nZEhtICAAHVbgqSUlBR1W9Zlk3XPyHnoY00BEnshEZG7kmDlhgfbIqCuLzJPXcAfX+xR0+6dcbFZe4ltFaLWb5NC8+PxGVj40Q6bBZoOHSDJumfammvSOfvdd9/F2rVrVVapcWPT9D9yDrrijugFie7R9IuIqKJV7AdLFsTHC8n7z2LtvEM2Wmw20OaLzdpLvbg6uOWJjvDx98bJhCz88qE0vHSMPlM1FiC9/PLLKCoyRdcSFCUkJOCqq67C4sWLMW3aNFtcI9mIXguQUlNhLDUbkYjInYTWr62m2YvdfyerrtbVv9hspxpZbNZeIhoGYuiETubFgX+esk31m3LrPkhnzpxRS5DYo4+EvTh7HyQh33rphWTMzUWTJb9D37ChvS+JiMiutvx+FBt/OQJPTw/c/EQHRDcLdtrFZu0l42SOyiBJcBQY6qsyS47SFdyaz+8qV4cdOnQIf/zxBy5cuIC6detW9TRkR/I/q3kmG+uQiIjQeVADxHWNQFGREUs+36PqkqxdbHbe5M0qOJLZabeM74C2/eq7TXCk9Zm69alOCAzzQ1Z6Ln56fxvOptp2hqAtWB0gyfpr/fv3R7NmzTB48GC1xIgYO3YsnnrqKVtcI9mQLqZ4TTbOZCMiUoGMND0MbxCgCo1lzbbKzspyxMVm7SUw1A+3PdUJwVG1kJ2Rp4bb0pPPw6UDpCeffBI6nU510ZY+SJoRI0ZgyZIl1X19ZGNu2QvpxE7gx3HAO42A724GNs4EMplBIyITb70XbnioHfyD9DiTko1lX+9VGSVnXWzWXmrJjL0JHREaU1sFjQumblMF3C4bIC1duhTvvPMO6hcvdqqJi4vDsWOm5lfkPNwmgySldgf/NAVEn18N7P4BuHAGSFgJ/P4M8EFr4PO+wMr3gJN7TccTkduqHeyDwQ+1U20ApHeR1CU582Kz9pwhOPTJjmoGn8zkk9qk4wfOwiUDpOzs7BKZI8tCbR8f163Od1Uun0EqzAd2zAY+6wXMut0UEHl4AW2GAff+DFz3BhDTQxLrwIkdwIo3gc96AtM6An+8BBxbBxS5TmdYIqq8iEaBuHZUC3V72x/HEL8xtcxis/Mmb0HKwQzVA2jww23RZXBDt6o3qgwff53qkyTDjQV5Bvz68U4c++c0XG4Wm9Qdde7cGW+88YZqGLlr1y7VJHLkyJFq+v/8+fPhDlxhFpvIO5KAI4MHw9PfH822bnGd/7EvZABbvwE2fg6cM9XJQVcL6Dwa6PEwUKfUwpTn04ADS4D9vwGHVwAGi6mp/qFA80FAixuBxv0AnXunzYnczfqfD6sASbJJUnwsgZMzLzZrL4UFBiyZuQfHdp+Gp5eHWjC4cccwh/38tjpA2rNnjyrS7tSpE/766y/cfPPNaj02ySBJw8gmTZrAHbhKgFSUl4f4Dh3VkFLcurXwdvYZiRmJwIbPgG3/BfKLCwJrRwI9HgI63wf4VaJgMu88cHi5KViSoCk38+JjOn+gaX9TsBR3PeDv5O8XEVVqgVlZQ02G2qQuKa5LBHYuT3LqxWbtxVBYpGq6Dm9LUy0Q+o9uWeNdxW0WIAk56fTp01VH7fPnz6tg6ZFHHkFUVBTchasESOJgv2tQmJqKhnP+B78OHeCUUnYA6z4G/vkZMBYPiYW3Ano9ZhpO89ZX7byGAtMwmwRLsmVZFHPLUF2DXqZgqcXgslkpInIZMpPtx3e3qqJtjSw223NoY6dfT62mFRUZseL7fdi/PlVVN/S7qzlaXxXtGgESuVaAdOzeUcjZvBn13nsPQTfdCKchHd0P/QmsmwYcXX1xf6O+QO/HgSb9Zc5u9b2e/K8iM+C0YCntn5KPR7YrDpaGABGtq/e1icjustIvqDXV8i8YcM29LVxqPTV7ZOVWzz1gLm7vPawpOgyIdajPb++qnDw3N1fVHqWlpZmXHdHIkBs54ZpsmzcjP8lJ1mQrzAN2/QCsnw6c2m/apwqvbwd6PQpEtbfN60rAU6+Dabv2JeBMAhC/2BQsJa4HUneZtr/fAuo0uBgsxXSXFTFtc01EVGNk2v7dr/VQGRC/2lXMSpOiOoyPbKaK27f9kYi18w+pAm5HKnK3+re29DoaNWoU0tPTyzwm/yiDgTN+nI0+tnhNNkfvpn3hLLDla1Ph9fmTpn36gIuF10ElW0/YXN1GQM9HTFt2ukWR919AxjFgwyemza8u0PwGU7DU+BpAX3YWKBE5z4wsqh4SM/QY2gQ6H29sXHgEm35NQEGuAT1va+IQQZLVAdJjjz2GO+64AxMnTkRERIRtropqlK6+FiA56FT/s0eLC6+/BwqKx/8D6pmCIgmOfIPsfYVArVCg4z2mLT/bFCTtXwwc+N3Ub2nHLNPm7Vdc5D0EaDaIRd5E5NY8PDxU1kj6Rq2ZdxDblyWqTNLVI5upLJNTBUgnT57EhAkTGBy5kIvrsTlYgHR8m6m+aO8vMmBt2hfRxlR43fq2qhde25q+FtDyJtNmKDQNv2l1S5mJwP5Fps3DE2jQ2xQsNR8MBDew95UTEdlF+/4x8NZ74u/Z8diz6jgK8g1qyRd7FsBbXaR9//33o3fv3mrtNXfmSkXahWfP4mDPXup285074GnPhp9S03ZwqWlG2rE1F/c3udYUGMkQlQOkXqtE/ldL3X0xWDq5u+TjEW1NwZJskW2d999JRFRFBzal4s9v96ki7iYdw3Dd2Naq/5RTzGLLyclRQ2xhYWFo27atWpfN0uOPPw534EoBkvwIHOjSFUXZ2Wj82yL42KOXVUEusGuuqfA6/YBpn6c30PYOoOejQGQbuJyzxy4WeR9bezFLJoJiLwZLsT1Z5E1EbuPIjlP448s9KCo0qnqkTtc3cI4A6auvvsJDDz0EX19fhISElCikkttHjpS/Xo2rcaUASRy59Tbk7duH+jM+Q0C/fjX3wjlngM1fAZs+B7JPmfb5BJqaOnZ/CAiqud4YdpV9Gjj4hylYOrQcKLxw8TFpbtmsuMhbMmks8iYiF5e4PRH7/tqPAY/2g5eP3jmm+b/00kt47bXX8Pzzz8PTk82xXIW+fn0VIBXU1JpsMkV+w6fA9v8DCnJM+wLrmwqvO40CfJ0/6LRKrRCgw12mLT8HOPK3KViSDJMUee+cbdq8fYHYHkCjq4GGV5taDnhxVg0RObnCPCBpk+l335G/EZuyDbGSVU/7E4jpapdLsjpAys/Px4gRIxgcuWIvJPn+Jts4QEreYiq83vfrxSElqbfpNR5oPZQf9kIyRNKZWzYp8k7aWFy3tMjUPqD4F4jp2NqmIbhGVwENrzL1gPLkKuJE5OCKikx1mEdWmn6fyYoFlplzERIH5GbY6wqtD5BGjx6NuXPn4sUXX7TNFbm704dNq8f7h5iGVmooELVpLyT5H0F6BEnhdeK6i/ubDgB6PW7KhrAguXxSe9Swt2kb+B9TY8yE1cDRVcDRNabeUIeWmTbhE2Ra/kQLmGTWH/+YISJHadlypPgPvIRVQM7pko/XjjAtCC6rITTuW/O97a40QJJGkO+++y7++OMPtGvXrkyR9tSpU6vz+tzPHy+ZeucImQYuTQYlWJI+O9IzR1aWV7dDTLdln7pfvE/ne0W9kKq1m3bBBWDnHFPh9elDpn2eOqDdcFPhdUSr6nstdyBBZHhL09b9AVPgKcudqIBJtrVAXqbp50f7GZIgW1oJqCG5q0zPZTBKRDVVW3l01cWgSAIkS5IBb9jHFBTJFtbCoX4/WR0g7d69Gx07dlS39+zZU+IxR+h86fQkwJHGh7KCvAxB5aSbtvT4yj1ffuBU8KQFVaVvWwZYIabX8vAokUGSuv0r+l7K/xSbvwQ2zTRdu5bZ6Ho/0O1BINB9FjW2KckMyfCkbD3/bco8ylInWsAkKWvJMGl9l4R8/+UXksowXQ2ExjnULyQicmL5Oaa+bypDtBI4sUvmSV98XGYm1+96MSCK7uzQZRVcrNZRZ7HJKvIyw0sFSKdNS1nI1xK3003BiHa7qND615EfWP8QGH1CsP/TDPWz3HRif+iioisIsEIq/oGW4UFVeD3r4liyTFeXD2/pMO0TcGXvCVlH6pdO7DClsiVgStxwsSDeMqUtmSVtSK5uYwZMRFQ58kdZyg7gyApTUCT1kob8kseEtzYNl0lAJMP/DvA5YLNp/uSg0/zl2yhZJy2IMgdSWoBVHERZBlj550uc4tCv4SjI9kaD/unwDyv1Q25Jsk4lslF1TcFcvAzrFP84SbGw1Be1ksJr9vBxCIX5QMq2izVMMmOkMLfkMYHRJQMmd+vunZsFZKUA51MBXS0gsB4QEMnCdyLtc0b+ENYCIvnDSz53LMlsZC1DJEP7AY636gYDJHcLkKranFHLPuWcxrHnpyBn9xFEjeqJOm0Dy2asZLq5ZTPD8sQNNHW8lmEcZiIc//t/fIspwyRBU/JmoKig5DF1Yk1DcVrA5Kx9qaReS/psZR0Hzp0wBUGylb5d6o8GxcPLFCRJ8CgBkxSOyle5r92WTByDKHJF506ahsu0OiL5f6j0H8zyu0EFRdcAIU0c/ne/zfogkYvVO8kHXvGHnr7F3ypAKqjdEbjpsfLTqfLXQonMVPFtGc5pfSsQ3qLm/x1U9e+/BLKyXVNcPyApcvmrUAImyTZlJAI7/s+0CRmCUxmm4qJvR/jrUAI9CW7KBD7Hgazi/bJVdghafuEHRJkWHdaep85V6oOhTBAVZfp/SQueVAAlX7UgKpxBlJC/ySUQvZBhmsIt3z8JzOV9lk1+l2i31X6DqeTAvM9iU/sNFsdW8HzzsYXF9yt7rOVrWdz20pt6l2lZdG2ijOVXy9s6PziNvHOm+sUjxQFR2t6Sj8u/XXqxaVmiqA4u+3PNAInMdLGX6YUk/xOomXSyAn2zmr04qpn+S02uMW0i77ypbkmG4yRgknqmM0dM27bvTMeENis5JCcfBtU9bKwCHgl8TpR/u/RU4YrIrFDJ9Eggo4KY4i1Avsq+aFOmSBYb1sgH5vm04sAr2fQ1M7k4YJLbxRkpo6H48eRL1/up19YyUdGlAimp+wt3jrYM2h9LEuBogY7c126rrxU9LhNQDHBqhjwg/1zZWVkVkeFaCahqhZWcKKMCKW2fRcBl+TNoaxIMSn86LSCSrHKJPyY8gKh2FwOimB5u083f7gHSJ598gvfeew+pqalo3749Pv74Y3Tr1q3C4+fNm4dXXnkFR48eRVxcHN555x0MHjzY/PhPP/2EGTNmYOvWrThz5gy2b9+ODh06lDhHbm4unnrqKcyZMwd5eXkYOHAgPv30U0REOMBfw3akL24WWWPdtMmx+dQG4gaYNiEfbMfWF2eYVpkW3pV182Tb8pXpmPBWFwMmaS+ggulyaIGHCnaKAx7zbYuhr9JF5RWRDuMlgh3tthYERZmCI2vr4eSPAnU+mXnZ+RL/lpMWwZP8G46XvK1lojKTTNslg6h6FWSitCAqrHqCKOlcfMlApoLgRu7nZV3560smwreOKbsiEz/k3y5tQOQ9l9vmfXLf4rZ5v8VW7rGy3/K4y5zby+Lxy72evHdqksypi1l0rc5T7pv3yeSZAqAgG8iQrZJtVHT+ZYOmS2WpJKCq7LCW/OGRtu9iQCTrQJYeWg5ueDEgkiF2uQ43ZNcaJGk4OWrUKBXQdO/eHR9++KEKgOLj4xEeHl7m+HXr1uHqq6/G5MmTceONN2L27NkqQNq2bRvatDEtZvr9998jISEB9erVw7hx48oNkB5++GH89ttv+Pbbb9U45KOPPqo6g69du9a9apBKufDPPzh6+zB4hYai2ZrV9r4ccnRSmC+peG1ITnoyleBhWmS4QR9T8b5l8HMutfJZBOnlZA52tEyPRRZIbssxjlz3IMMzWhAlWSbJPJXISh03FYZfrsZPyIe3eh+Kh+4sgyd5DyoV9GSW7VpcFZIZ8atjGpaUYEfdLr6v3a7ocQmMHPl7Vh3k41WCydJBU4mASguyiksWJDtlLfkDQQuoKspSyf+vWlCUnVby+XKcas4oQVFfU4DkwpyiSFuCoq5du2L69OnqflFREWJiYvDYY4+ptd5KkyVOsrOzsWhRcU8XAD169FABkARZliTD1KhRozIBkrwhYWFhKrgaNmyY2rd//360bNkS69evV+crj2SaZLN8g+VaXSlAMmRl4UC37up2821b4envHmlUqibyy126e2sB0+V6d2nFzyrYsQx85MM+6mIQ5Ez1G1ccRKUWB0/aViorJYGlZV+ZK+ZhWvew3ECmdFBjcVu+yqLS3tW7iKjb0+qzVNBkkZEqLzOlAqpTZWeiVoa3n2nKvZYlcrOO+1mOXqQta7rJMNgLL7xg3idZnAEDBqhApTyyf8KECSX2yfDYggULKv268poFBQXqdTQtWrRAbGzsJQMkyVrJIr2uzCswEJ5BQSjKzER+UjJ8m7POiKwgf6nKenqyabNfjhbPjlNDYNElh79YtFySDAfJrLhLLa8g9SISJGkBVOlMlAp4giqfyZEgx40+GB2eZNSkT5BsMiGiUgFVdtkhPnNmymKfDGnK0LcERNKs0dunJv5FTs1uAVJ6erpatqR03Y/cl4xOeaROqbzjZX9lybF6vR516tSx6jwSyFkGZ1oGyRXrkHIzM1GQnMQAia6MzHBrO8y0UfWQepg6MaaNSAVUtU2biw+LuWWRtrPw8fFRm6vTxdRH7p49yGehNhERuTG75VZDQ0Ph5eWFkydPltgv9yMjI8t9juy35viKziHDexkZGVd0Hlelj4lVXwuSGCAREZH7sluAJMNcnTt3xvLly837pEhb7vfs2bPc58h+y+PFsmXLKjy+PPKaOp2uxHlk1lxiYqJV53HlDJLIZ4BERERuzK5DbFLTM3r0aHTp0kX1PpJp/jJLbcyYMepxaQEQHR2tCqTF+PHj0bdvX0yZMgVDhgxRfYy2bNmCmTNnms8pvY8k2ElJSTEHP0KyQ7JJ5frYsWPVa9etW1dVsMusOQmOKirQdsteSAyQiIjIjdk1QJJp+6dOncLEiRNVgbRMx1+yZIm5EFsCHZnZpunVq5eanv/yyy/jxRdfVI0iZQab1gNJLFy40BxgiZEjR6qvr776KiZNmqRuf/DBB+q8t99+e4lGkWQRIB0/DqPBAA8vzjIiIiL3w8Vqq8gVG0UKCYr2d+gIFBSg6V/LoatXz96XREREVOOf32yAQSVIxkhfHBRJLyQiIiJ3xACJytCZ65AquW4QERGRi2GARGXoY00BEjNIRETkrhggURm6+pzJRkRE7o0BEpXBXkhEROTuGCBRGfpYdtMmIiL3xgCJytBFmzJIhowMGM6ds/flEBER1TgGSFSGV+1a8AoJUbeZRSIiInfEAInKpa+v1SFxJhsREbkfBkhULvZCIiIid8YAicrFXkhEROTOGCDRZXohMYNERETuhwESlYsZJCIicmcMkOjSNUgpKTAWFNj7coiIiGoUAyQql3dYGDx8fACDAQWpqfa+HCIiohrFAInK5eHpCV3xVH/2QiIiInfDAIku3wspkQESERG5FwZIVCGdtiZbMgMkIiJyLwyQqEL6GGaQiIjIPTFAosvOZMtnBomIiNwMAySqkF6b6p+YBKPRaO/LISIiqjEMkKhC2iy2ovPnYcjIsPflEBER1RgGSFQhT19feIeHq9sFyeyoTURE7oMBElWuDimRa7IREZH7YIBElatD4ppsRETkRhgg0SXptKn+nMlGRERuhAESVXomGxERkbtggESXxF5IRETkjhggUaUySIUnUlGUn2/vyyEiIqoRDJDokrxCQuDh7w8YjSg4ftzel0NERFQjGCDRJXl4eEBf3DCyIInDbERE5B4YINFl6WKL65AYIBERkZtggESXpa/PXkhEROReGCBR5XshMYNERERuggESXZY+NlZ9ZQ0SERG5CwZIdFm64iLt/ORkGI1Ge18OERGRzTFAosvSR0fLdDYYc3JgOH3a3pdDRERkcwyQ6LI89Hp4R0Wq26xDIiIid8AAiaycycYAiYiIXJ9DBEiffPIJGjZsCF9fX3Tv3h2bNm265PHz5s1DixYt1PFt27bF4sWLSzwudTITJ05EVFQU/Pz8MGDAABw8eLDEMfJ60gTRcnv77bdt8u9zBeyFRERE7sTuAdLcuXMxYcIEvPrqq9i2bRvat2+PgQMHIi0trdzj161bhzvvvBNjx47F9u3bMXToULXt2bPHfMy7776LadOmYcaMGdi4cSNq1aqlzpmbm1viXK+//jpOnDhh3h577DGb/3udPoOUyACJiIhcn90DpKlTp2LcuHEYM2YMWrVqpYIaf39/fP311+Ue/9FHH2HQoEF45pln0LJlS7zxxhvo1KkTpk+fbs4effjhh3j55Zdxyy23oF27dvjvf/+LlJQULFiwoMS5AgICEBkZad4kkKpIXl4esrKySmzuRK9lkJLZLJKIiFyfXQOk/Px8bN26VQ2BmS/I01PdX79+fbnPkf2WxwvJDmnHJyQkIDU1tcQxQUFBauiu9DllSC0kJAQdO3bEe++9h8LCwgqvdfLkyeo82hZTvMq9u9AV/3tZg0RERO7A254vnp6eDoPBgIiIiBL75f7+/fvLfY4EP+UdL/u1x7V9FR0jHn/8cZV5qlu3rhq2e+GFF9Qwm2S0yiOPy1CgRjJI7hQkab2QCtPSUJSbC09fX3tfEhERkWsGSPZkGezIMJxer8eDDz6oMkU+Pj5ljpd95e13F1516sAzIABF586hIDkZPk2b2vuSiIiIXHOILTQ0FF5eXjh58mSJ/XJfaoLKI/svdbz21ZpzChmCkyG2o0ePVvnf48pklp95TTYWahMRkYuza4AkWZvOnTtj+fLl5n1FRUXqfs+ePct9juy3PF4sW7bMfHyjRo1UIGR5jAyHyWy2is4pduzYoeqfwsPDq+Ff5pr0McVrsiUzQCIiItfm7QhDXaNHj0aXLl3QrVs3NQMtOztbzWoTo0aNQnR0tBr6EuPHj0ffvn0xZcoUDBkyBHPmzMGWLVswc+ZMc6bjiSeewJtvvom4uDgVML3yyiuoV6+eagcgpFhbAqZrrrlGzWST+08++STuueceBAcH2/HdcGx6LYOUxJlsRETk2uweII0YMQKnTp1SjR2liLpDhw5YsmSJucg6MTFRZXY0vXr1wuzZs9U0/hdffFEFQTJ9v02bNuZjnn32WRVkPfDAA8jIyECfPn3UOaWxpJBaIgmsJk2apKbvSxAlAZJlXRKVpdMySImJ9r4UIiIim/Iwcnn2KpFhO5nun5mZicDAQLiD7HXrkHj/WOibNEGT3xbZ+3KIiIhs9vlt90aR5Jy9kIxFRfa+HCIiIpthgESVpouKAry8YMzPR+GpU/a+HCIiIpthgESV5uHtDV29euo265CIiMiVMUAiq+iLh9k4k42IiFwZAySqWh0SeyEREZELY4BEVeuFxG7aRETkwhggUdV6ISUxQCIiItfFAImq2E2bARIREbkuBkhUpRokw5kzMJzPtvflEBER2QQDJLKKV0AAvOrUUbcLjnMmGxERuSYGSFTlLFI+eyEREZGLYoBEVe6FVMBeSERE5KIYIFHVM0hJzCAREZFrYoBEVtPHMoNERESujQESWU1XXwuQONWfiIhcEwMkqnIGKT8lBUaDwd6XQ0REVO0YIJHVvMPD4aHTAQUFKExNtfflEBERVTsGSGQ1Dy8v6KKj1W121CYiIlfEAImqRKcNszFAIiIiF8QAiapErxVqJzJAIiIi18MAia4sg5TMAImIiFwPAySqEnbTJiIiV8YAia6oFxJrkIiIyBUxQKIq0cfUV1+LMjNhyMy09+UQERFVKwZIVCWe/v7wCg1Vt/M5zEZERC6GARJdeR0SC7WJiMjFMECiKtMVD7OxDomIiFwNAySqMn1MrPrKXkhERORqGCDRlWeQOMRGREQuhgESXXkNEjNIRETkYhggUZXptADpxAkYCwrsfTlERETVhgESVZl3WBg8fH2BoiIVJBEREbkKBkhUZR4eHuaGkfkcZiMiIhfCAImqZckR9kIiIiJXwgCJqmcmGzNIRETkQhggUfX0QmKzSCIiciEMkOiKsJs2ERG5IgZIdEX0sRczSEaj0d6XQ0RE5DoB0ieffIKGDRvC19cX3bt3x6ZNmy55/Lx589CiRQt1fNu2bbF48eISj8sH9cSJExEVFQU/Pz8MGDAABw8eLHHMmTNncPfddyMwMBB16tTB2LFjcf78eZv8+1yZLjpafS3KzoYhI8Pel0NERFQtvGFnc+fOxYQJEzBjxgwVHH344YcYOHAg4uPjER4eXub4devW4c4778TkyZNx4403Yvbs2Rg6dCi2bduGNm3aqGPeffddTJs2Dd999x0aNWqEV155RZ1z7969KqgSEhydOHECy5YtQ0FBAcaMGYMHHnhAnY8qz9PHB94RESg8eRIFiYnwDg6ukdc1FhUBBoPpa1ERjAb5aoDRYCi+b/pqPqbcr0Z4eHoAnp6Ahyc8vDyLb3vAw8tL3ZZWBpDb8rindtsDHnKcl5fp8dK3tecREZHT8jDaeVxEgqKuXbti+vTp6n5RURFiYmLw2GOP4fnnny9z/IgRI5CdnY1FixaZ9/Xo0QMdOnRQQZb8c+rVq4ennnoKTz/9tHo8MzMTERER+PbbbzFy5Ejs27cPrVq1wubNm9GlSxd1zJIlSzB48GAkJyer519OVlYWgoKC1LklC1VdZu9YjeNZp0ruLOez1rO85F+p4zzKeaJHJY4p//XKPNGsy9ufITg+AZmNYpAfUEsFJh7FgYuHBCHGUvdL3fYwlrPP/DzL+6bbnkWOP5Rn9JDNA8bigMt02/RV3ff0tLgtgVXxMcVBlulryeer/XKsvPkelt9Q7X7xTo+L9+U6Sjxe3lc5f/HPghwvwZ2x+CfDdI2mY9R9i+dcfC15zHRfHV/cI8t83/L4S/Kw+gj126vUuastNLUyyDUfbfm9qOCKLnnqSv97LH4OzHtK7qjM/ynGSh116Ssp/7yX36le2/LfW+LnupzbFe0r/Z5b/nyWvgTzz3LJ19Nuqp9xi8fkFBf3lf8eWPEdq/DdVs8yVnSaS5+zYhVfmfb/avlPK/3+lvM9Km/HpZ5nzWtYaHDXXYhs1RrVqbKf33bNIOXn52Pr1q144YUXzPs8PT3VkNj69evLfY7sl4yTJckOLViwQN1OSEhAamqqOodG3ggJxOS5EiDJVxlW04IjIcfLa2/cuBG33nprmdfNy8tTm+UbbAvTd3yKcx574EwKaxtwg7zPCY5TqF0kmydQ5FHO1+LbKhiQ389GwNPiq3Zb3S+6eN/LirjM9HyjymoREVHVrGoUiuHVHCBVll0DpPT0dBgMBpXdsST39+/fX+5zJPgp73jZrz2u7bvUMaWH77y9vVG3bl3zMaXJkN5rr70GW4vyj0FhdrbFnrKfypX7nL78UdWVPFzQ24DEiGx4G7TgwwNFxVkP022oTIjsMz+usiSm21rmRD1eYr/pOVrmRR4zBTieMHpZvoYp4yLHafvUkBgssxnFt03pDPM97a9n81/RRsv78t/i++qL/EcyXRI0FWe+VFbLCE95TL5KZFb8mOkYLfAy7ZPDLj5XArDicxQHVJ4qo2Z6LXnM0+Ix0zlN901Xf/F61f1St0vkMLT7JY7RzmO6LvMf06V+LkqcSx2nXYPpOHV92oPaOVVmR3tNVJOyJ6patujyF6S9N9V9XutPYbTxe1E5Nju3RRrH/PNX5vFS+bhyfm+V+H+i1HMv9/hlX6+885W4a7yCN8+6nxlTple7be3Pm8X/+1b8vHtYvOhlj7O8X/HLm37nVPL1o8ND4LY1SM5CslyWmSvJIMlQYHX7cfi71X5OIiIicqJZbKGhofDy8sLJkydL7Jf7kZGR5T5H9l/qeO3r5Y5JS0sr8XhhYaGa2VbR6/r4+KixSsuNiIiIXJNdAyS9Xo/OnTtj+fLl5n1SpC33e/bsWe5zZL/l8UJmomnHy6w1CXIsj5Fsj9QWacfI14yMDFX/pPnrr7/Ua0utEhEREbk3uw+xybDV6NGjVcF0t27d1DR/maUm0+7FqFGjEB0drWqAxPjx49G3b19MmTIFQ4YMwZw5c7BlyxbMnDnTXG/yxBNP4M0330RcXJx5mr/MTJN2AKJly5YYNGgQxo0bp2a+yTT/Rx99VBVwV2YGGxEREbk2uwdIMm3/1KlTqrGjFEjLdH2Zcq8VWScmJqrZZZpevXqpXkUvv/wyXnzxRRUEyQw2rQeSePbZZ1WQJX2NJFPUp08fdU6tB5KYNWuWCor69++vzn/77ber3klEREREdu+D5Kxs1QeJiIiI7P/57RBLjRARERE5EgZIRERERKUwQCIiIiIqhQESERERUSkMkIiIiIhKYYBEREREVAoDJCIiIqJSGCARERERlcIAiYiIiMjRlhpxVloDcunISURERM5B+9y+3EIiDJCq6Ny5c+prTEyMvS+FiIiIqvA5LkuOVIRrsVVRUVERUlJSEBAQAA8Pj2qNbCXoSkpK4hpvNsb3umbwfa4ZfJ9rBt9n53+fJeyR4KhevXpqsfqKMINURfKm1q9f32bnlx8I/s9XM/he1wy+zzWD73PN4Pvs3O/zpTJHGhZpExEREZXCAImIiIioFAZIDsbHxwevvvqq+kq2xfe6ZvB9rhl8n2sG32f3eZ9ZpE1ERERUCjNIRERERKUwQCIiIiIqhQESERERUSkMkIiIiIhKYYDkYD755BM0bNgQvr6+6N69OzZt2mTvS3IpkydPRteuXVUH9PDwcAwdOhTx8fH2viyX9/bbb6uO80888YS9L8XlHD9+HPfccw9CQkLg5+eHtm3bYsuWLfa+LJdjMBjwyiuvoFGjRup9btKkCd54443LrudFl7Zq1SrcdNNNqqu1/I5YsGBBicfl/Z04cSKioqLU+z5gwAAcPHgQNYEBkgOZO3cuJkyYoKY2btu2De3bt8fAgQORlpZm70tzGStXrsQjjzyCDRs2YNmyZSgoKMD111+P7Oxse1+ay9q8eTM+//xztGvXzt6X4nLOnj2L3r17Q6fT4ffff8fevXsxZcoUBAcH2/vSXM4777yDzz77DNOnT8e+ffvU/XfffRcff/yxvS/NqWVnZ6vPOkkOlEfe42nTpmHGjBnYuHEjatWqpT4Xc3NzbX9xMs2fHEO3bt2MjzzyiPm+wWAw1qtXzzh58mS7XpcrS0tLkz//jCtXrrT3pbikc+fOGePi4ozLli0z9u3b1zh+/Hh7X5JLee6554x9+vSx92W4hSFDhhjvv//+Evtuu+0249133223a3I1AIw///yz+X5RUZExMjLS+N5775n3ZWRkGH18fIz/+9//bH49zCA5iPz8fGzdulWlDy3Xe5P769evt+u1ubLMzEz1tW7duva+FJck2bohQ4aU+Lmm6rNw4UJ06dIFd9xxhxoy7tixI7744gt7X5ZL6tWrF5YvX44DBw6o+zt37sSaNWtwww032PvSXFZCQgJSU1NL/P6QNdSk/KQmPhe5WK2DSE9PV2PcERERJfbL/f3799vtulxZUVGRqomRIYo2bdrY+3Jczpw5c9RQsQyxkW0cOXJEDfvI0PyLL76o3uvHH38cer0eo0ePtvfluZTnn39erTDfokULeHl5qd/X//nPf3D33Xfb+9JcVmpqqvpa3uei9pgtMUAit85u7NmzR/0VSNUrKSkJ48ePV3VeMuGAbBfkSwbprbfeUvclgyQ/01KvwQCpev3www+YNWsWZs+ejdatW2PHjh3qDywpLuZ77Zo4xOYgQkND1V8lJ0+eLLFf7kdGRtrtulzVo48+ikWLFmHFihWoX7++vS/H5chwsUwu6NSpE7y9vdUmBfJSbCm35a9vunIys6dVq1Yl9rVs2RKJiYl2uyZX9cwzz6gs0siRI9VMwXvvvRdPPvmkmhlLtqF99tnrc5EBkoOQlHjnzp3VGLflX4dyv2fPnna9NlcidYASHP3888/466+/1JRdqn79+/fH7t271V/Z2iaZDhmOkNvyxwBdORkeLt2mQmpkGjRoYLdrclU5OTmqLtSS/BzL72myDfn9LIGQ5eeiDHPKbLaa+FzkEJsDkToCSdXKB0m3bt3w4YcfqimQY8aMsfeludSwmqTIf/nlF9ULSRvHlsI/6bFB1UPe29J1XTI9V3r1sN6r+kgGQ4qHZYht+PDhqm/azJkz1UbVS3r1SM1RbGysGmLbvn07pk6divvvv9/el+bUzp8/j0OHDpUozJY/omTijLzXMoz55ptvIi4uTgVM0otKhjWlh53N2XyeHFnl448/NsbGxhr1er2a9r9hwwZ7X5JLkR/58rZvvvnG3pfm8jjN3zZ+/fVXY5s2bdTU5xYtWhhnzpxp70tySVlZWernV34/+/r6Ghs3bmx86aWXjHl5efa+NKe2YsWKcn8njx492jzV/5VXXjFGRESon/H+/fsb4+Pja+TaPOQ/tg/DiIiIiJwHa5CIiIiISmGARERERFQKAyQiIiKiUhggEREREZXCAImIiIioFAZIRERERKUwQCIiIiIqhQESERERUSkMkIjI4X377beoU6cOXE3Dhg3VkkJE5HgYIBGRwxsxYoRahNUa/fr1U+s4ERFVBRerJSKHJwsJczHhysnPz4der7f3ZRA5PWaQiMimJJPz6KOPqi0oKAihoaFqRW7LZSDPnj2LUaNGITg4GP7+/rjhhhtw8ODBCofYJk2ahA4dOuD7779Xw1Ry3pEjR+LcuXPq8fvuuw8rV67ERx99BA8PD7UdPXq03OuT57/11ltqVfaAgAC1gvjMmTPNj//999/q+RkZGeZ9stq45Tm161u0aBGaN2+u/g3Dhg1DTk4OvvvuO/Ua8m97/PHHYTAYSry+XPOdd96JWrVqITo6Gp988kmJx+V1//WvfyEsLAyBgYG49tprsXPnzjLvxZdffqlWO/f19a3S94mISmKAREQ2J0GCt7c3Nm3apIKWqVOnqg90jQQ0W7ZswcKFC7F+/XoVPA0ePBgFBQUVnvPw4cNYsGCBCkpkk4Do7bffVo/Ja/Ts2RPjxo3DiRMn1BYTE1PhuaZMmYIuXbpg+/bt+Pe//42HH34Y8fHxVv0bJRiaNm0a5syZgyVLlqjA6tZbb8XixYvVJsHc559/jvnz55d43nvvvYf27dur137++ecxfvx4LFu2zPz4HXfcgbS0NPz+++/YunUrOnXqhP79++PMmTPmYw4dOoQff/wRP/30kwreiKgaGImIbKhv377Gli1bGouKisz7nnvuObVPHDhwQFJJxrVr15ofT09PN/r5+Rl/+OEHdf+bb74xBgUFmR9/9dVXjf7+/sasrCzzvmeeecbYvXv3Eq87fvz4y15fgwYNjPfcc4/5vlxneHi48bPPPlP3V6xYoa7v7Nmz5mO2b9+u9iUkJJivT+4fOnTIfMyDDz6orvHcuXPmfQMHDlT7LV970KBBJa5nxIgRxhtuuEHdXr16tTEwMNCYm5tb4pgmTZoYP//8c/N7odPpjGlpaZf9txJR5TGDREQ216NHDzUkpZHsjgyhyXDTvn37VHape/fu5sdDQkLUUJU8VhEZtpIhMU1UVJTKtFRFu3btzLflOiMjI60+lwyrNWnSxHw/IiJCXWPt2rVL7Ct9XnkvSt/X/t0ylHb+/Hn1fsh5tC0hIUFl0DQNGjRQQ3BEVH1YpE1ETkmn05W4L4FNUVFRtZ/L09P0d6RlzVR5Q3/lneNKr1GCIwn8ZLiuNMuaLKlfIqLqxQCJiGxu48aNJe5v2LABcXFx8PLyQsuWLVFYWKiO6dWrl3r89OnTqgaoVatWVX5NmclVuiC6KrTMjNQxSaG1qM46H3kvSt+X90RIvVFqaqrKsEk2iohqDofYiMjmEhMTMWHCBBX0/O9//8PHH3+sipGFBEq33HKLKqhes2aNGla655571Iwu2V9VElBI0CUzzdLT06ucXWratKkq8JbZYjIs+Ntvv6mi7uqydu1avPvuu6rPk8xgmzdvnvm9GTBggBpyGzp0KJYuXar+LevWrcNLL72kitqJyHYYIBGRzckU/gsXLqBbt2545JFHVADwwAMPmB//5ptv0LlzZ9x4440qIJDhLJn5VXqIyhpPP/20ylBJFkqyQBKkVYVcgwR1+/fvV7VK77zzDt58801Ul6eeekoFOx07dlTnlRl+AwcONA/Jyftw9dVXY8yYMWjWrJlqZ3Ds2DFVz0REtuMhldo2PD8RuTnpgyR9erikBhE5E2aQiIiIiEphgERERERUCofYiIiIiEphBomIiIioFAZIRERERKUwQCIiIiIqhQESERERUSkMkIiIiIhKYYBEREREVAoDJCIiIqJSGCARERERoaT/B499hMcjk1XMAAAAAElFTkSuQmCC", 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" ] @@ -209,11 +190,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "9.163943204012784e-05 s avg. property iteration time\n", - "0.011228648099032316 s avg. scan0 wait time\n", - "0.0 s avg. measure time\n", - "0.004236546429720792 s avg. data allocation time\n", - "0.028839241374622692 s avg. data save time\n" + "3.8992274891246446e-05 s avg. property iteration time\n", + "0.010741472244262695 s avg. scan0 wait time\n", + "3.608790310946378e-05 s avg. measure time\n", + "0.0031361796639182353 s avg. data allocation time\n", + "0.017831845716996628 s avg. data save time\n" ] } ], @@ -273,7 +254,7 @@ "outputs": [ { "data": { - "image/png": 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vH5YvXw6VSoWIiAi8//77mDhxIgCgoaEBH3zwAebPnw9/f3/cf//9AICBAwdi2bJleOedd7BgwQKMHDkSS5YswWOPPWbV4w8bNgzr16/HwoUL8frrryMmJgYbNmzA0KFDLbr9e++9h5qaGtxzzz3w9PTEiy++iKqqKpNjFi1ahGeffRYxMTFQq9UdOnXGsM44MScylUoFb29vVFVVwcvLy673XbBwIao2bUbA3Lnwn/WsXe+bEEJI2xoaGpCVlYWoqCi4uLiIPRxipdZ+ftZ8flMNkINRDRAhhBAiPgqAHKypDZ6mwAghhNwccnNz4eHh0eJXbm6u2ENshmqAHIxqgAghhNxsQkNDkZaW1ur1zoYCIAejLjBCCCE3G5lMhu7du4s9DKvQFJiDMbQVBiGEECI6CoAcjKbACCGEEPFRAORo1AVGCCGEiI4CIAejzVAJIYQQ8VEA5GBN6wDRFBghhBAiFgqAHIxqgAghhBDxUQDkYHwXGKgLjBBCCBENBUAORlthEEII6cxYloXOCT4DKQByMJoCI4QQ58OyLOq0dQ7/snY/8tGjR+Nf//oX5s6diy5duiAoKAiffvopamtr8Y9//AOenp6IiYnBH3/8IdwmPT0dkyZNgoeHB4KCgjBjxgyUlpYK12/fvh233XYbfHx84Ofnh7vuuguZmZnC9RqNBs8//zxCQkLg4uKCyMhILFmyBACQnZ0NhmFMVoGurKwEwzDYs2cPAGDPnj1gGAY7duxAQkIClEol9u/fD5Zl8e677yI6Ohqurq4YMGAANm3aZMNPzza0ErSjUQaIEEKcTr2uHkO/H+rwxz3y8BG4yd2sus1XX32Fl156CUePHsWGDRvwz3/+Ez/99BOmTJmCV199FR988AFmzJiB3NxcVFVVYdSoUZg5cyaWLVuG+vp6vPzyy5g2bRr++usvAEBtbS2Sk5PRr18/1NbW4o033sCUKVOQlpYGiUSCFStW4JdffsHGjRsRHh6OvLw85OXlWf1cX3rpJSxduhTR0dHw8fHBwoULsWXLFqxatQo9evTAvn378OijjyIgIACjRo2y+v6tRQGQg1EbPCGEkPYYMGAAFi5cCABYsGAB/ve//8Hf3x8zZ84EALzxxhtYtWoVTp8+jW3btmHw4MF4++23hduvW7cOYWFhuHjxInr27ImpU6ea3P/atWsRGBiI9PR0xMXFITc3Fz169MBtt90GhmEQERFh07gXLVqEcePGAeCCrmXLluGvv/5CYmIiACA6OhoHDhzAmjVrOkcAtHLlSrz33nsoLCxE3759sXz5cowYMaLF4/fu3Yvk5GScO3cOoaGheOmllzBr1iyTYyorK/Haa69hy5YtqKioQFRUFN5//31MmjSpo59Om4StMKgNnhBCnIarzBVHHj4iyuNaq3///sL/pVIp/Pz80K9fP+GyoKAgAEBxcTFSU1Oxe/dueHh4NLufzMxM9OzZE5mZmXj99dfx999/o7S0FAaDAQC3w3tcXByeeOIJjBs3Dr169cKECRNw1113ISkpyepxJyQkCP9PT09HQ0ODEBDxNBoNBg0aZPV920LUAGjDhg2YO3cuVq5cieHDh2PNmjWYOHEi0tPTER4e3uz4rKwsTJo0CTNnzsS3336LgwcPYvbs2QgICBAiWI1Gg3HjxiEwMBCbNm1Ct27dkJeXB09PT0c/PbP4GiBQDRAhhDgNhmGsnooSi5z/HGnEMIzJZQzDAAAMBgMMBgPuvvtuvPPOO83uJyQkBABw9913IywsDJ999hlCQ0NhMBgQFxcHjUYDABg8eDCysrLwxx9/4M8//8S0adMwduxYbNq0CRIJV0psXMukbeHzzd3dXfg/H2T9/vvv6Nq1q8lxSqXSsheinUQNgJYtW4annnoKTz/9NABg+fLl2LFjB1atWiUUWBlbvXo1wsPDsXz5cgBAnz59cPz4cSxdulQIgNatW4fy8nIcOnRI+IWwNV3XEYQuMGqDJ4QQ0sEGDx6MzZs3IzIyEjJZ84/8srIyZGRkYM2aNcLsy4EDB5od5+XlhenTp2P69Om4//77MWHCBJSXlyMgIAAAUFhYKGRujAuiWxIbGwulUonc3FyHTHeZI1oXmEajQWpqarM0WlJSEg4dOmT2NocPH252/Pjx43H8+HEh4vzll1+QmJiI5557DkFBQYiLi8Pbb78NvV7f4ljUajVUKpXJV0ehNnhCCCGO8txzz6G8vBwPPfQQjh49iitXrmDnzp148sknodfr0aVLF/j5+eHTTz/F5cuX8ddffyE5OdnkPj744AOsX78e58+fx8WLF/Hjjz8iODgYPj4+cHV1xa233or//e9/SE9Px759+4T6pNZ4enpi/vz5mDdvHr766itkZmbi5MmT+OSTT/DVV1911MthQrQAqLS0FHq9Xpir5AUFBaGoqMjsbYqKiswer9PphJa+K1euYNOmTdDr9di2bRsWLlyI999/H//9739bHMuSJUvg7e0tfIWFhbXz2bWC2uAJIYQ4SGhoKA4ePAi9Xo/x48cjLi4Oc+bMgbe3NyQSCSQSCdavX4/U1FTExcVh3rx5eO+990zuw8PDA++88w4SEhJwyy23IDs7G9u2bROmv9atWwetVouEhATMmTMHb731lkVjW7x4Md544w0sWbIEffr0wfjx4/Hrr78iKirK7q+DOQxr7SIEdlJQUICuXbvi0KFDQgU4APz3v//FN998g/Pnzze7Tc+ePfGPf/wDCxYsEC47ePAgbrvtNhQWFiI4OBg9e/ZEQ0MDsrKyIJVKAXBTbXyhtTlqtRpqtVr4XqVSISwsDFVVVfDy8rLXUwYANFy4iKzJkyH180PPg83TjIQQQjoW/xkRFRUFFxcXsYdDrNTaz0+lUsHb29uiz2/RaoD8/f0hlUqbZXuKi4ubZXl4wcHBZo+XyWTw8/MDwBV1yeVyIfgBuFqhoqIiaDQaKBSKZverVCodVnTV1AVGU2CEEEKIWESbAlMoFIiPj0dKSorJ5SkpKRg2bJjZ2yQmJjY7fufOnUhISBAKnocPH47Lly8LFeYAcPHiRYSEhJgNfhyNrwGiLjBCCCFEPKJuhZGcnIzPP/8c69atQ0ZGBubNm4fc3FxhXZ8FCxbgscceE46fNWsWcnJykJycjIyMDKxbtw5r167F/PnzhWP++c9/oqysDHPmzMHFixfx+++/4+2338Zzzz3n8OdnDm2FQQghhIhP1Db46dOno6ysDIsWLUJhYSHi4uKwbds2oW29sLAQubm5wvFRUVHYtm0b5s2bh08++QShoaFYsWKFySqWYWFh2LlzJ+bNm4f+/fuja9eumDNnDl5++WWHPz9zqAuMEEIIEZ9oRdDOzJoiKmvpKipwKZGb4ut97iwYo1olQgghHY+KoG9s9iqCpt3gHYwxWq2TpsEIIYQQcVAA5GAmARBNgxFCCCGioADIwRijpcgpA0QIIYSIgwIgB2OkUqBxozpQBogQQoidZGdng2EYYS+uPXv2gGEYVFZWijouZ0UBkAioFZ4QQsjN6IknnsC9994r9jAsQgGQCKgVnhBCCBEXBUBi4DNAFAARQgixwvbt23HbbbfBx8cHfn5+uOuuu5CZmWnx7Tdv3oy+fftCqVQiMjIS77//vsn1arUaL730EsLCwqBUKtGjRw+sXbsWAKDX6/HUU08hKioKrq6u6NWrFz788EPhtv/5z3/w1Vdf4eeffwbDMGAYBnv27AEA5OfnY/r06cLu85MnT0Z2dna7X4/2EHUhxM5KyADRFBghhDgFlmXB1tc7/HEZV1cwfF2oBWpra5GcnIx+/fqhtrYWb7zxBqZMmSLU/bQmNTUV06ZNw3/+8x9Mnz4dhw4dwuzZs+Hn54cnnngCAPDYY4/h8OHDWLFiBQYMGICsrCyUlpYCAAwGA7p164aNGzfC398fhw4dwjPPPIOQkBBMmzYN8+fPR0ZGBlQqFb744gsAgK+vL+rq6nD77bdjxIgR2LdvH2QyGd566y1MmDABp0+fFm2bKgqARNBUA0QZIEIIcQZsfT0uDI53+OP2OpEKxs3N4uONdz4AgLVr1yIwMBDp6enw8PBo9bbLli3DmDFj8PrrrwMAevbsifT0dLz33nt44okncPHiRWzcuBEpKSkYO3YsACA6Olq4vVwux5tvvil8HxUVhUOHDmHjxo2YNm0aPDw84OrqCrVajeDgYOG4b7/9FhKJBJ9//rkQ7H3xxRfw8fHBnj17kJSUZPHztyeaAhOB0AqvowwQIYQQy2VmZuLhhx9GdHQ0vLy8EBUVBQAm20a1JCMjA8OHDze5bPjw4bh06RL0ej3S0tIglUoxatSoFu9j9erVSEhIQEBAADw8PPDZZ5+1+dipqam4fPkyPD094eHhAQ8PD/j6+qKhocGq6Tt7owyQCKgImhBCnAvj6opeJ1JFeVxr3H333QgLC8Nnn32G0NBQGAwGxMXFQaPRtHlblmWbTbcZ74bl2sZYNm7ciHnz5uH9999HYmIiPD098d577+HIkSOt3s5gMCA+Ph7fffdds+sCAgLaHHdHoQBIBNQGTwghzoVhGKumosRQVlaGjIwMrFmzBiNGjAAAHDhwwOLbx8bGNjv+0KFD6NmzJ6RSKfr16weDwYC9e/cKU2DG9u/fj2HDhmH27NnCZddncBQKBfR6vcllgwcPxoYNGxAYGGj3/TXbg6bAxCCnDBAhhBDr8B1Un376KS5fvoy//voLycnJFt/+xRdfxK5du7B48WJcvHgRX331FT7++GPMnz8fABAZGYnHH38cTz75JH766SdkZWVhz5492LhxIwCge/fuOH78OHbs2IGLFy/i9ddfx7Fjx0weIzIyEqdPn8aFCxdQWloKrVaLRx55BP7+/pg8eTL279+PrKws7N27F3PmzMHVq1ft9wJZiQIgETAyKoImhBBiHYlEgvXr1yM1NRVxcXGYN28e3nvvPYtvP3jwYGzcuBHr169HXFwc3njjDSxatEjoAAOAVatW4f7778fs2bPRu3dvzJw5E7W1tQCAWbNm4b777sP06dMxdOhQlJWVmWSDAGDmzJno1auXUCd08OBBuLm5Yd++fQgPD8d9992HPn364Mknn0R9fb2oGSGGNZ4AJAAAlUoFb29vVFVVdcgPJ/vhR1B/4gS6fvghvMaLU/1OCCGdVUNDA7KyshAVFQUXFxexh0Os1NrPz5rPb8oAiUCoAaIuMEIIIUQUFACJoKkNnqbACCGEEDFQACQCaoMnhBBCxEUBkAgYBbXBE0IIIWKiAEgMwl5glAEihBBCxEABkAiENniaAiOEEEJEQQGQCGg3eEIIIURcFACJgNrgCSGEEHFRACQCaoMnhBBCxEUBkAgYORVBE0IIIWKiAEgEtBs8IYQQIi4KgMRACyESQgghoqIASARNbfCUASKEEGK5TZs2oV+/fnB1dYWfnx/Gjh2L2tpaHDt2DOPGjYO/vz+8vb0xatQonDhxQrjdQw89hAcffNDkvrRaLfz9/fHFF18AAFiWxbvvvovo6Gi4urpiwIAB2LRpk0OfnyPJxB5AZ0Rt8IQQ4lxYloVOY3D448oUEjAMY9GxhYWFeOihh/Duu+9iypQpqK6uxv79+8GyLKqrq/H4449jxYoVAID3338fkyZNwqVLl+Dp6YlHHnkE06ZNQ01NDTw8PAAAO3bsQG1tLaZOnQoAWLhwIbZs2YJVq1ahR48e2LdvHx599FEEBARg1KhRHfMCiIgCIBHwNUDUBUYIIc5BpzHg0zl7Hf64z3w4CnKl1KJjCwsLodPpcN999yEiIgIA0K9fPwDAHXfcYXLsmjVr0KVLF+zduxd33XUXxo8fD3d3d2zduhUzZswAAHz//fe4++674eXlhdraWixbtgx//fUXEhMTAQDR0dE4cOAA1qxZc1MGQDQFJgLqAiOEEGKtAQMGYMyYMejXrx8eeOABfPbZZ6ioqAAAFBcXY9asWejZsye8vb3h7e2Nmpoa5ObmAgDkcjkeeOABfPfddwCA2tpa/Pzzz3jkkUcAAOnp6WhoaMC4cePg4eEhfH399dfIzMwU5wl3MMoAiYGKoAkhxKnIFBI886HjsxwyheV5CKlUipSUFBw6dAg7d+7ERx99hNdeew1HjhzBc889h5KSEixfvhwRERFQKpVITEyERqMRbv/II49g1KhRKC4uRkpKClxcXDBx4kQAgMHATf/9/vvv6Nq1q8njKpVKOzxT50MBkAioDZ4QQpwLwzAWT0WJiWEYDB8+HMOHD8cbb7yBiIgIbN26Ffv378fKlSsxadIkAEBeXh5KS0tNbjts2DCEhYVhw4YN+OOPP/DAAw9AoVAAAGJjY6FUKpGbm3tTTneZQwGQCGgzVEIIIdY6cuQIdu3ahaSkJAQGBuLIkSMoKSlBnz590L17d3zzzTdISEiASqXCv//9b7i6uprcnmEYPPzww1i9ejUuXryI3bt3C9d5enpi/vz5mDdvHgwGA2677TaoVCocOnQIHh4eePzxxx39dDscBUAiELrAqA2eEEKIhby8vLBv3z4sX74cKpUKEREReP/99zFx4kQEBwfjmWeewaBBgxAeHo63334b8+fPb3YfjzzyCN5++21ERERg+PDhJtctXrwYgYGBWLJkCa5cuQIfHx8MHjwYr776qqOeokMxLMuyYg/C2ahUKnh7e6OqqgpeXl72v//t25E/dx5cE+IR+e23dr9/QgghLWtoaEBWVhaioqLg4uIi9nCIlVr7+Vnz+U1dYCIQ2uCpC4wQQggRhegB0MqVK4UoLj4+Hvv372/1+L179yI+Ph4uLi6Ijo7G6tWrTa7/8ssvwTBMs6+GhoaOfBpWYagLjBBCCBGVqAHQhg0bMHfuXLz22ms4efIkRowYgYkTJwrrFlwvKysLkyZNwogRI3Dy5Em8+uqreOGFF7B582aT47y8vFBYWGjy5VRpTgqACCGEEFGJWgS9bNkyPPXUU3j66acBAMuXL8eOHTuwatUqLFmypNnxq1evRnh4OJYvXw4A6NOnD44fP46lS5cKS3kDXKV7cHCwQ56DLagNnhBCCBGXaBkgjUaD1NRUJCUlmVyelJSEQ4cOmb3N4cOHmx0/fvx4HD9+HFqjYKKmpgYRERHo1q0b7rrrLpw8ebLVsajVaqhUKpOvjkRt8IQQIj7qAbox2evnJloAVFpaCr1ej6CgIJPLg4KCUFRUZPY2RUVFZo/X6XTCgk+9e/fGl19+iV9++QU//PADXFxcMHz4cFy6dKnFsSxZskRYOtzb2xthYWHtfHatE7bCoDZ4QghxOHljFr6urk7kkRBb8KtbS6XtW7hS9HWArt8Fl2XZVnfGNXe88eW33norbr31VuH64cOHY/Dgwfjoo4+EXXKvt2DBAiQnJwvfq1SqDg2C+CJo6gIjhBDHk0ql8PHxQXFxMQDAzc3N4h3ZibgMBgNKSkrg5uYGmax9IYxoAZC/vz+kUmmzbE9xcXGzLA8vODjY7PEymQx+fn5mbyORSHDLLbe0mgFSKpUO3euEaoAIIURcfJ0oHwSRG4dEIkF4eHi7g1bRAiCFQoH4+HikpKRgypQpwuUpKSmYPHmy2dskJibi119/Nbls586dSEhIEFKa12NZFmlpaejXr5/9Bt9O1AZPCCHiYhgGISEhCAwMNKkhJc5PoVBAIml/BY+oU2DJycmYMWMGEhISkJiYiE8//RS5ubmYNWsWAG5qKj8/H19//TUAYNasWfj444+RnJyMmTNn4vDhw1i7di1++OEH4T7ffPNN3HrrrejRowdUKhVWrFiBtLQ0fPLJJ6I8R7OoCJoQQpyCVCptdy0JuTGJGgBNnz4dZWVlWLRoEQoLCxEXF4dt27YhIiICAFBYWGiyJlBUVBS2bduGefPm4ZNPPkFoaChWrFhh0gJfWVmJZ555BkVFRfD29sagQYOwb98+DBkyxOHPryU0BUYIIYSIi/YCM6Oj9wLTlZfj0jBuE7reGelUfEcIIYTYAe0F5uQY48p1ygIRQgghDkcBkAiMAyCqAyKEEEIcjwIgETBGHWtUB0QIIYQ4HgVAYqAMECGEECIqCoBEwDAM7QhPCCGEiIgCIJFQKzwhhBAiHgqARCKsBk0BECGEEOJwNi2EqFarcfToUWRnZ6Ourg4BAQEYNGgQoqKi7D2+m5bQCUZTYIQQQojDWRUAHTp0CB999BF++uknaDQa+Pj4wNXVFeXl5VCr1YiOjsYzzzyDWbNmwdPTs6PGfFOg/cAIIYQQ8Vg8BTZ58mTcf//96Nq1K3bs2IHq6mqUlZXh6tWrqKurw6VLl7Bw4ULs2rULPXv2REpKSkeO+4ZHNUCEEEKIeCzOACUlJeHHH3+EQqEwe310dDSio6Px+OOP49y5cygoKLDbIG9KcsoAEUIIIWKxOAB67rnnLL7Tvn37om/fvjYNqLNg+B3htRQAEUIIIY5mUxdYXl4erl69Knx/9OhRzJ07F59++qndBnazoykwQgghRDw2BUAPP/wwdu/eDQAoKirCuHHjcPToUbz66qtYtGiRXQd4s2oqgqYAiBBCCHE0mwKgs2fPYsiQIQCAjRs3Ii4uDocOHcL333+PL7/80p7ju2lRGzwhhBAiHpsCIK1WC6VSCQD4888/cc899wAAevfujcLCQvuN7iZGbfCEEEKIeGwKgPr27YvVq1dj//79SElJwYQJEwAABQUF8PPzs+sAb1aMgmqACCGEELHYFAC98847WLNmDUaPHo2HHnoIAwYMAAD88ssvwtQYaYOwFQZlgAghhBBHs2krjNGjR6O0tBQqlQpdunQRLn/mmWfg5uZmt8HdzIQ2eCqCJoQQQhzOpgAIAKRSqUnwAwCRkZHtHU+nQW3whBBCiHgsngKbMGECDh061OZx1dXVeOedd/DJJ5+0a2A3O+oCI4QQQsRjcQbogQcewLRp0+Dp6Yl77rkHCQkJCA0NhYuLCyoqKpCeno4DBw5g27ZtuOuuu/Dee+915LhveNQFRgghhIjH4gDoqaeewowZM7Bp0yZs2LABn332GSorKwEADMMgNjYW48ePR2pqKnr16tVR4715yKkImhBCCBGLVTVACoUCDz/8MB5++GEAQFVVFerr6+Hn5wd5Y00LsQzVABFCCCHisbkIGgC8vb3h7e1tr7F0Kk1dYJQBIoQQQhzNpnWASPvRXmCEEEKIeCgAEglNgRFCCLFF2p+5+H3laeh1BrGHckOjAEgk1AZPCCHEFqd25SH7dCmKc6rFHsoNjQIgkTDUBUYIIcQGmnruc0PTQJ8f7WFzAFRZWYnPP/8cCxYsQHl5OQDgxIkTyM/Pt9vgbmq0DhAhhBArsSwLjVoPANA26EUezY3Npi6w06dPY+zYsfD29kZ2djZmzpwJX19fbN26FTk5Ofj666/tPc6bDtUAEUIIsZZWrQdY/v90At0eNmWAkpOT8cQTT+DSpUtwcXERLp84cSL27dtnt8HdzKgNnhBCiLWMsz4aygC1i00B0LFjx/Dss882u7xr164oKipq96A6A2qDJ4QQYi3juh+aAmsfmwIgFxcXqFSqZpdfuHABAQEB7R5UZ0BTYIQQQqxlnPXRqikAag+bAqDJkydj0aJF0DZ+eDMMg9zcXLzyyiuYOnWqXQd4s+K7wEBdYIQQQixkmgGiz4/2sCkAWrp0KUpKShAYGIj6+nqMGjUK3bt3h6enJ/773//ae4w3JdoNnhBCiLW09UY1QJQBahebusC8vLxw4MAB/PXXXzhx4gQMBgMGDx6MsWPH2nt8Ny8KgAghhFhJo6YaIHtp10KId9xxB+bPn4+XXnrJ5uBn5cqViIqKgouLC+Lj47F///5Wj9+7dy/i4+Ph4uKC6OhorF69usVj169fD4ZhcO+999o0to5ENUCEEEKspak3rgGiE+j2sHk3+KNHj2LPnj0oLi6GwWC6H8myZcssuo8NGzZg7ty5WLlyJYYPH441a9Zg4sSJSE9PR3h4eLPjs7KyMGnSJMycORPffvstDh48iNmzZyMgIKBZ7VFOTg7mz5+PESNG2PoUOxS1wRNCCLGWcQ0QtcG3j00B0Ntvv42FCxeiV69eCAoKAsMwwnXG/2/LsmXL8NRTT+Hpp58GACxfvhw7duzAqlWrsGTJkmbHr169GuHh4Vi+fDkAoE+fPjh+/DiWLl1qEgDp9Xo88sgjePPNN7F//35UVlba8jQ7lFAETW3whBBCLKSlLjC7sSkA+vDDD7Fu3To88cQTNj+wRqNBamoqXnnlFZPLk5KScOjQIbO3OXz4MJKSkkwuGz9+PNauXQutVgt547TSokWLEBAQgKeeeqrNKTUAUKvVUKvVwvfmWvztTZgC01AARAghxDK0DpD92FQDJJFIMHz48HY9cGlpKfR6PYKCgkwuDwoKanExxaKiIrPH63Q6lJaWAgAOHjyItWvX4rPPPrN4LEuWLIG3t7fwFRYWZuWzsR51gRFCCLGWyUrQVAPULjYFQPPmzcMnn3xilwFcP2XGsmyr02jmjucvr66uxqOPPorPPvsM/v7+Fo9hwYIFqKqqEr7y8vKseAY2ogCIEEKIlSgDZD82TYHNnz8fd955J2JiYhAbGytMPfG2bNnS5n34+/tDKpU2y/YUFxc3y/LwgoODzR4vk8ng5+eHc+fOITs7G3fffbdwPV+gLZPJcOHCBcTExDS7X6VSCaVS2eaY7YmKoAkhhFjLOAAy6FnodQZIZe1q6O60bAqA/vWvf2H37t24/fbb4efnZ1XhM0+hUCA+Ph4pKSmYMmWKcHlKSgomT55s9jaJiYn49ddfTS7buXMnEhISIJfL0bt3b5w5c8bk+oULF6K6uhoffvihQ6a2LEVt8IQQQqx1fdZH26CH1IMCIFvYFAB9/fXX2Lx5M+688852PXhycjJmzJiBhIQEJCYm4tNPP0Vubi5mzZoFgJuays/Px9dffw0AmDVrFj7++GMkJydj5syZOHz4MNauXYsffvgBALdHWVxcnMlj+Pj4AECzy8XGd4FRBogQQoilrm991zTo4OIhb+Fo0hqbAiBfX1+zU0nWmj59OsrKyrBo0SIUFhYiLi4O27ZtQ0REBACgsLAQubm5wvFRUVHYtm2bUIMUGhqKFStW3JD7j/FF0KAMECGEEAtp6k1PmqkV3nYMy1cRW+GLL77A9u3b8cUXX8DNza0jxiUqlUoFb29vVFVVwcvLq0MeQ1dSgksjRgIAemek2zSNSAghpHNZM2cvdGo9GAZgWWDqS/EIjvYWe1hOw5rPb5syQCtWrEBmZiaCgoIQGRnZrAj6xIkTttxtp8IYv2Z6vdAVRgghhJhjMLDQNWZ8XL0UqKvSmBRFE+vY9KnrjHtr3XBkTQEQq9M1TYkRQgghZhhPd3n4KFFXpaEpsHaw6VP3//7v/+w9jk5H2AoDVAhNCCGkbXz9j0TKwMWdO4mmtYBsR71zIjHO+FArPCGEkLbw010KFxnkLtLGyygAspXFGSBfX19cvHgR/v7+6NKlS6tFu+Xl5XYZ3M2MkUoBiQQwGCgAIoQQ0iY+26NwlULuwn18a2k7DJtZHAB98MEH8PT0FP5PXUvtx8hkYDUagKbACCGEtIHPAMmVMsiVXAaIpsBsZ3EA9Pjjjwv/b88u8KQJHwBRBogQQkhbNPVNGSBFYwCkoSJom9lUAySVSlFcXNzs8rKyMkil0nYPqrMQtsOgDBAhhJA28NNdcmVTDZCW2uBtZlMA1NLaiWq1GgqFol0D6lQoACKEEGIhkwyQUANEGSBbWdUGv2LFCgAAwzD4/PPP4eHhIVyn1+uxb98+9O7d274jvInxnWCslgIgQgghrTPpAqMaoHazKgD64IMPAHAZoNWrV5tMdykUCkRGRmL16tX2HeFNrGlHeI3IIyGEEOLs+GBH7iKlNng7sCoAysrKAgDcfvvt2LJlC7p06dIhg+oshLWAaAqMEEJIG4wzQAolTYG1l00rQe/evdve4+iUhCkwCoAIIYS0gc/2KIwyQLQOkO1oJWgxyfkaIGqDJ4QQ0jqtmRogmgKzHQVAIqI2eEIIIZbSmKkBoikw21EAJCJGxhdBUwBECCGkdeZqgPRaAwx6g5jDumFRACSiphogmgIjhBDSOnM1QMaXE+vYHADt378fjz76KBITE5Gfnw8A+Oabb3DgwAG7De5m19QGTwEQIYSQ1gk1QK4ySGUSSGTcnpw0DWYbmwKgzZs3Y/z48XB1dcXJkyehVqsBANXV1Xj77bftOsCbGbXBE0IIsZRQA9RYAE2LIbaPTQHQW2+9hdWrV+Ozzz6DvDGLAQDDhg3DiRMn7Da4mx0jpzZ4QgghbdPrDdBruVofhSv32cHXAWmoFd4mNgVAFy5cwMiRI5td7uXlhcrKyvaOqfPga4A0NAVGCCGkZcZZHr7+p2lDVMoA2cKmACgkJASXL19udvmBAwcQHR3d7kF1FtQGTwghxBKaeu5zQiqXQCrlPrqFKTCqAbKJTQHQs88+izlz5uDIkSNgGAYFBQX47rvvMH/+fMyePdveY7xpCW3wFAARQghphXEHGE8hZIDoM8QWNm2F8dJLL6Gqqgq33347GhoaMHLkSCiVSsyfPx/PP/+8vcd406I2eEIIIZbggxy5S9PHNv9/aoO3jdUBkF6vx4EDB/Diiy/itddeQ3p6OgwGA2JjY+Hh4dERY7xpURs8IYQQS5jNANEUWLtYHQBJpVKMHz8eGRkZ8PX1RUJCQkeMq1OgNnhCCCGWMF4Fmkc1QO1jUw1Qv379cOXKFXuPpdMR2uBpKwxCCCGt0JrJADVNgdFniC1sCoD++9//Yv78+fjtt99QWFgIlUpl8kUsJKPd4AkhhLRNY7YGiDJA7WFTEfSECRMAAPfccw8YhhEuZ1kWDMNAr6cfhiWoDZ4QQoglhBogVzNTYFQEbRObAqDdu3fbexydUlMbPGWACCGEtEyoAVI2b4OnLjDb2BQAjRo1yt7j6JSoCJoQQogltPX8RqhGNUCNW2FoaSsMm9gUAO3bt6/V681tk0GaozZ4QgghltCo+Y1QqQbIXmwKgEaPHt3sMuNaIKoBsgx1gRFCCLGEpp6vAWq+DhBNgdnGpi6wiooKk6/i4mJs374dt9xyC3bu3GnvMd68ZLQbPCGEkLZpza0D5MJPgVEAZAubMkDe3t7NLhs3bhyUSiXmzZuH1NTUdg+sMxCKoGkKjBBCSCv4LI/ceB0gJe0F1h42ZYBaEhAQgAsXLtjzLm9q1AZPCCHEEuZWgua7wHQaAwwGVpRx3chsygCdPn3a5HuWZVFYWIj//e9/GDBggF0G1hnQZqiEEEIsYXYrDKNskFath9LVpo/0TsumDNDAgQMxaNAgDBw4UPj/pEmToNFosHbtWqvua+XKlYiKioKLiwvi4+Oxf//+Vo/fu3cv4uPj4eLigujoaKxevdrk+i1btiAhIQE+Pj5wd3fHwIED8c0331j9HB2BL4IGFUETQghpAcuywmKHxkGPVCaBRMI1INFiiNazKVzMysoy+V4ikSAgIAAuLi5W3c+GDRswd+5crFy5EsOHD8eaNWswceJEpKenIzw83OzjTpo0CTNnzsS3336LgwcPYvbs2QgICMDUqVMBAL6+vnjttdfQu3dvKBQK/Pbbb/jHP/6BwMBAjB8/3pan22GoDZ4QQkhb9DoDDHpuist4JWiGYSB3kUJdp2tcC0gp0ghvTDYFQBEREc0uq6ystDoAWrZsGZ566ik8/fTTAIDly5djx44dWLVqFZYsWdLs+NWrVyM8PBzLly8HAPTp0wfHjx/H0qVLhQDo+hb9OXPm4KuvvsKBAwdaDIDUajXUarXwvaP2M2OoC4wQQkgbjLM7cqOVoPnv1XU6aoW3gU1TYO+88w42bNggfD9t2jT4+vqia9euOHXqlEX3odFokJqaiqSkJJPLk5KScOjQIbO3OXz4cLPjx48fj+PHj0NrJovCsix27dqFCxcutLo445IlS+Dt7S18hYWFWfQc2o0CIEIIIW3g639kSqkw5cWjVnjb2RQArVmzRggSUlJSkJKSgu3bt2PixIn497//bdF9lJaWQq/XIygoyOTyoKAgFBUVmb1NUVGR2eN1Oh1KS0uFy6qqquDh4QGFQoE777wTH330EcaNG9fiWBYsWICqqirhKy8vz6Ln0F7UBk8IIaQtwiKILtJm11ErvO1smgIrLCwUAqDffvsN06ZNQ1JSEiIjIzF06FCr7st4BWmgaUd5a46//nJPT0+kpaWhpqYGu3btQnJyMqKjo82uYA0ASqUSSqXj506pDZ4QQkhb+L2+jDvAeLQhqu1sCoC6dOmCvLw8hIWFYfv27XjrrbcAcMGIpdtg+Pv7QyqVNsv2FBcXN8vy8IKDg80eL5PJ4OfnJ1wmkUjQvXt3AFzHWkZGBpYsWdJiACQWYSsMaoMnhBDSAosyQDQFZjWbpsDuu+8+PPzwwxg3bhzKysowceJEAEBaWpoQeLRFoVAgPj4eKSkpJpenpKRg2LBhZm+TmJjY7PidO3ciISEB8sZsijksy5oUOTsLYTd4aoMnhBDSAr4GSG4mAyRsiEoZIKvZlAH64IMPEBkZiby8PLz77rvw8PAAwE2NzZ492+L7SU5OxowZM5CQkIDExER8+umnyM3NxaxZswBwtTn5+fn4+uuvAQCzZs3Cxx9/jOTkZMycOROHDx/G2rVr8cMPPwj3uWTJEiQkJCAmJgYajQbbtm3D119/jVWrVtnyVDsUtcETQghpCz+9ZS4DpGjcHV6jphNpa9kUAMnlcsyfP7/Z5XPnzrXqfqZPn46ysjIsWrQIhYWFiIuLw7Zt24Q2+8LCQuTm5grHR0VFYdu2bZg3bx4++eQThIaGYsWKFUILPADU1tZi9uzZuHr1KlxdXdG7d298++23mD59ui1PtUNRGzwhhJC2mFsFmidkgGgKzGoMy1cR2yA9PR25ubnQaDQml99zzz3tHpiYVCoVvL29UVVVBS8vrw57HO21YlweNQqQStHn3NkOexxCCCE3riO/XMHxbdnoN6orRj7Uy+S6Y79n4eivWYi9LRS3P9pbpBE6D2s+v23KAF25cgVTpkzBmTNnwDBMs04sSwuhOzthKwy9HqzBAEZi171pCSGE3ARaqwHis0LUBm89mz5x58yZg6ioKFy7dg1ubm44d+4c9u3bh4SEBOzZs8fOQ7x5MUaF2zQNRgghxByhBsjVTBcYTYHZzKYM0OHDh/HXX38hICAAEokEEokEt912G5YsWYIXXngBJ0+etPc4b0pCFxgAaLWAQiHeYAghhDglPrsjV5qpAVLSOkC2sikDpNfrhc4vf39/FBQUAOD2CLtw4YL9RneTMw6AKANECCHEnFYzQLQOkM1sygDFxcXh9OnTiI6OxtChQ/Huu+9CoVDg008/RXR0tL3HePMyDoCoFZ4QQogZmvrWVoJubIOnGiCr2RQALVy4ELW1tQCAt956C3fddRdGjBgBPz8/k01SSesYhgHkckCrpQwQIYQQs/jsjtzcStBUA2QzmwKg8ePHC/+Pjo5Geno6ysvL0aVLl1b38SLNMTIZWAqACCGEtKC1DFDTZqgUAFmrXX3Xly9fxo4dO1BfXw9fX197jalTERZD1NAUGCGEkOZaXQmab4NX68EabF7Wr1OyKQAqKyvDmDFj0LNnT0yaNAmFhYUAgKeffhovvviiXQd4s2vaEZ4CIEIIIaZYlhW6wFpbCRoAtBrKAlnDpgBo3rx5kMvlyM3NhZubm3D59OnTsX37drsNrjMQOsFoCowQQsh1dBoD+P0azNUAyeQS8JUnVAdkHZtqgHbu3IkdO3agW7duJpf36NEDOTk5dhlYZ0H7gRFCCGmJ0N3FNNX7GGMYBnKlFJoGPVcH5O3gAd7AbMoA1dbWmmR+eKWlpVAqle0eVGdCO8ITQghpCV/crFBKW2wykhvVARHL2RQAjRw5El9//bXwPcMwMBgMeO+993D77bfbbXCdQuN+YKyWMkCEEEJMCTvBu7Y8YdO0GjR9jljDpimw9957D6NHj8bx48eh0Wjw0ksv4dy5cygvL8fBgwftPcabGiPji6DpF5cQQogpvgPM3PQXj+8Oo1Z469iUAYqNjcXp06cxZMgQjBs3DrW1tbjvvvtw8uRJxMTE2HuMNzWhBkirEXkkhBBCnI2wBlBrGSBaDNEmNmWAACA4OBhvvvmmPcfSKTW1wTtPBuhyajH2b7iIpKf7omvPLmIPhxBCOq2mFviWM0D8Jqk0BWYdmwOghoYGnD59GsXFxTAYDCbX3XPPPe0eWGfhjG3wl1OLUafSIOtUKQVAhBAiImEKzMwaQDzaENU2NgVA27dvx2OPPYbS0tJm1zEMA72efgiWYuTO1wZfXd4AAFCV1os8EkII6dw0FmSAFDQFZhObaoCef/55PPDAAygsLITBYDD5ouDHSvwUmBNthdEUADWIPBJCCOnctJZkgIQd4enz1xo2BUDFxcVITk5GUFCQvcfT6ThbF5hOq0e9iivIVpXWg2VpbxlCCBFLa/uA8Zo2RHWOz5EbhU0B0P333489e/bYeSidU9NK0M6RAaopVwv/16r1aKhxjnERQkhnpGllHzAeHxxRBsg6NtUAffzxx3jggQewf/9+9OvXD/LGaRzeCy+8YJfBdQZNbfDOEWhUl5lOe6lKG+DqqRBpNIQQ0rlprckAUQ2QVWwKgL7//nvs2LEDrq6u2LNnj8ny3AzDUABkBb4N3lm6wKorrg+A6hEU5SXSaAhpwrIsDmy8BDdvBeInRIo9HEIcgs8AtV4DxAdAzvE5cqOwKQBauHAhFi1ahFdeeQUSiU2zaKSRs3WBXZ8BqqJOMOIkKq/V4fTuq2AYYMCYMMjkLZ8RE3KzsGQhREXjOkC0ErR1bIpeNBoNpk+fTsGPPcicay8wvgOMT6lSKzxxFhVFdQAAlgVUJc7boVin0mDPd+dRea1O7KGQmwA/raVoZSsMWgnaNjZFMI8//jg2bNhg77F0Ss62GzyfAQrp7gOAAiDiPIwDispi5w0uTv2Vh3P7C3Ds9yyxh0JuAhZthaGkImhb2DQFptfr8e6772LHjh3o379/syLoZcuW2WVwnYGztcHzGaCuvXyQe66M1gIiTuNGCYDK82sAAKVXa0QeCbkZaNSWbIbKT4E5x+fIjcKmAOjMmTMYNGgQAODs2bMm1xkXRJO2OVMbvMHAoraCa4Pnt8CoKW+AXm+AVErTnURc/BQYAFQVO29msrywFgBQWVQHvdYAqZz+dohtWAPb1AVm4WaoLMvS57CFbAqAdu/ebe9xdFrO1AZfW6mGwcBCImEQEOYBmVwCndaAmvIGeAe4iT080skZZ4CqnDQDpGnQCVlTg4FFxbVa+HfzFHlU5EZlXNNjSRs8ywI6rQFyBTUIWIJOTUTGKJynDZ6f/nLvooREKoGnvysA5y44JZ1DQ40WDbVNJwmVTpoBMs5SAUAZTYORduBrehgJ02om0TjgoU4wy1EAJDLGibrA+AJoT18XAIC3P/evqsw5P2xI51HRmP3hpwFqK9VO2fFSXlBr8n1pfm0LRxLSNuONUFub1mIkjNFiiOJ/ltwoKAASm8x51gHiM0Ceflzg48VngKgTjIis8hoXSARGeELpzv3NVJU43zRYeQGX8eEDtbJ8ygAR21myDQZPTtthWI0CIJE5Uxu8EAD5mgZAVTQFRkTG1/90CXKDT6Bb42XOF5jzBdDRgwIAUABE2qdpJ/i2a3qaNkSlAMhSFACJzJna4GvKrs8ANU6BUQaIiIyvrfEJbgqAnDMDxAVAPeIDAQB1VRrUV2vEHBK5gVmTARJa4Z1wathZUQAkMmdqg28pA0QBEBEbnwHyCXKDd6CryWXOQl2vQ03jMhJBUV7wCuDGSVkgYitNfdsbofKaFkMU/2T6RkEBkMj4vcAg8hQYy7LNiqD5AEhdp4O6TvwAjXROBr0BVSVcEO5jNAXmbGsBVTROf7n7KKF0k8O/qwcAoIwKoYmN+ILm1jZC5dF2GNajAEhkTTVA4kbtDTVa6LQGAICHrxIAd0bh6qUAAFoRmohGVdYAg56FTC6BZxeXpgyQk60FxE9/+Ya6AwD8unL/llIGiNhIyAC5tp0BUlANkNVED4BWrlyJqKgouLi4ID4+Hvv372/1+L179yI+Ph4uLi6Ijo7G6tWrTa7/7LPPMGLECHTp0gVdunTB2LFjcfTo0Y58Cu3jJF1g/PSXm5fCZJdtb6oDIiLjp7q8A93ASBghA1RfrRX2SXIGZY0dYL4hjQFQt8YMEK0FRGzEZ4D43d5bIxdqgJznb8LZiRoAbdiwAXPnzsVrr72GkydPYsSIEZg4cSJyc3PNHp+VlYVJkyZhxIgROHnyJF599VW88MIL2Lx5s3DMnj178NBDD2H37t04fPgwwsPDkZSUhPz8fEc9LaswThYA8QXQPE+/xk4wCoCISIzrfwCuxZzPTDpTFqh5BogLgMoLa2HQG0QbF7lx8RkguQUZINoQ1XqiBkDLli3DU089haeffhp9+vTB8uXLERYWhlWrVpk9fvXq1QgPD8fy5cvRp08fPP3003jyySexdOlS4ZjvvvsOs2fPxsCBA9G7d2989tlnMBgM2LVrV4vjUKvVUKlUJl+Owsi5N3Kx2+Cvr//heTcWclbTFBgRCd8B1iW4aTsWHyecBuNb4PkAyNvfFTKFBHptUw0TIdawZR0gmgKznGgBkEajQWpqKpKSkkwuT0pKwqFDh8ze5vDhw82OHz9+PI4fPw5tCwFEXV0dtFotfH19WxzLkiVL4O3tLXyFhYVZ+Wxs5yxdYNd3gPGoFZ6I7foMEMBNhwHOUwjdUKtFXRXX7s5PgTESRsgC0c7wxBZ8NseSLjB+moyKoC0nWgBUWloKvV6PoKAgk8uDgoJQVFRk9jZFRUVmj9fpdCgtLTV7m1deeQVdu3bF2LFjWxzLggULUFVVJXzl5eVZ+Wxs19QFJvIUWJn5KTBhMUQnDIAupxbj7D7nnNok9lNhJgBytgwQP/3l6eticrbuJ3SCUQBErKe1aSVoqgGylE27wdvT9fubsCzb+p4nZo43dzkAvPvuu/jhhx+wZ88euLi4NLuep1QqoVQqrRm23TjLbvAtZ4Aap8DKGoSd4p1BfY0GO9eeA2tg0a13F6Ewltxc1PU61Ku4zEoXkwDIuTJA109/8fyoFZ60g8aWlaApA2Qx0TJA/v7+kEqlzbI9xcXFzbI8vODgYLPHy2Qy+Pn5mVy+dOlSvP3229i5cyf69+9v38HbkdAG76RF0O4+SkikDAx6FrWVajGGZlbWqVKwBi74LcmtFnk0pKNUNtb/uHkphP21gKYpMKfJAOWbdoDx/Ltx31MnGLGFdStBUwBkLdECIIVCgfj4eKSkpJhcnpKSgmHDhpm9TWJiYrPjd+7ciYSEBMgbAwkAeO+997B48WJs374dCQkJ9h+8PTlBF5imQQd1Lff412eAJBJGCIqcqQ4o80SJ8H8KgG5e/CaoxgXQAIS1gNS1OjTUiL9IZ0sZIN9QLgNUXd4AtRO17JMbg1ADRF1gHULULrDk5GR8/vnnWLduHTIyMjBv3jzk5uZi1qxZALjanMcee0w4ftasWcjJyUFycjIyMjKwbt06rF27FvPnzxeOeffdd7Fw4UKsW7cOkZGRKCoqQlFREWpqnOgMTNsUSDjDXmB89kfhKjM5y+Z5O9mWGOp6Ha6eLxe+L82jAOhmZa7+BwDkCincfbhpa2fIArUUALm4y+HRhRsn1QERa/E1QHJr1gGiGiCLiRoATZ8+HcuXL8eiRYswcOBA7Nu3D9u2bUNERAQAoLCw0GRNoKioKGzbtg179uzBwIEDsXjxYqxYsQJTp04Vjlm5ciU0Gg3uv/9+hISECF/GrfKiydoHLO0JfHWPcBFfBC1mDVBLLfC8pj3BnKMVPvt0KbcycOMZT0lujVALRm4u5jrAeHwhdFUHBUB6rQHHfs9qs4OrTqVBfbUWYIAu102BAbQg4o3k6oUKrJ2/H5eOXxN7KDDoDdBpuPWjLFoJmqbArCZ6EfTs2bMxe/Zss9d9+eWXzS4bNWoUTpw40eL9ZWdn22lkHcA9EKi5BmhqAYMBkEicogaopoX6H55nYyu8s6xlcuUkN/3Vb2RXpO3KQ0OtFjUV6hYDOHLjai0A8g5yQ/7FSlR2UCH02X35OPprFjJPlODB14e0eByf/fHyc4Fc0fyDyq+rB3LOlFEG6AZw6s9cNNRocXJnLnokmK9FdRTjqSyLVoLm2+Ab9G02ExGO6FthdCp+3QGpAtDUAJU5AJq6wKDVipbFaKkDjOctdIKJHwBp1XrknisDAPQYEiQUnTpiGiw3vcwppls6C9bACsHN9TVAAOAT0LGF0JknigFwU1elV1v+/WpaAdrD7PX+1Ap/Q9A06JCbwU2tl+RWiz7lz2dyJDIGUnnbH9V8p5jBwEKvc46Vx0tyq1HX2MXpjCgAciSpDAjozf3/2jkARgEQAIiUBbJ0CqzKCabAcs+VQac1wMvfBf7dPBAQxn24dHQhdHGOCr+uOIXfPjpF020OUl3eAL3WAImMEbZkMeYtTIHZ/4OqtkqNwitVwvfn/za/NhkAlPN7gIU2n/4CTFvh+c5F4nxyzpbBoGv6+WSeLGnl6I7H73NnSQcY0FQEDTjHNFjRlSpsXHIMPy8/CYOT/t5TAORoQXHcv3wAZNS9JtY0WEst8Dyvxu0w6lUa0f+w+Del6EGBYBgG/uGeAICSvI49u756oQIANw1IXWeOIWyCGuBmdv0pH6NWeHsHpVdOlgBs04fKxaPXWtzPSyiANlP/AwA+Qa6QyBho1XqoysQ/ibjRsCzrkJMOfmqdL67nM4BisWYVaIDr2JUpuI90Z9gOI/1gAcByGVKxX8uWUADkaEF9uX+vneX+dYYAqI0MkNJVBqUbdxYiZlpYrzUg+wy34nfMoAAAQEAYFwB19BTYtStN+8NdEfnMsLMQ9gAzU/8DAF4BLgDDvdnXV9u3iSDzJPeGHT8xAi4ectSrNMjLqGh2HMuywhSYX1fzAZBEKhGCI5oGs05NRQPW/fsAUtae69DH0Wn1yD7LTa2PeqgnwADXslSoqRAvYBU6wCzMAAHO0wqv0+iRmdoU9Bzflu2U2U8KgBxNCICaT4GJEQDpdQbUNs7RtpQBAow7wcQLgPLOl0PboIe7jxJBkV4AAP/GDpuaCjXqqztmrpllWRQZTYdcSaMAyBFaK4AGAJlcKgTt9qwDqq/WoOBiJQCgR0IQet7CFcNe+Luw2bF1Kg3UdTowTMvjBKgOyFaXU4vRUKPFpePFJn+D9paXUQGdWg+PLkpE9vdHSIw3AHGnwazNAAHO0wqfdboUmgbu9VS4SFFeUIus0+a3qxITBUCOxk+BlV8BNLVgJBJAwv0YWI3jW+FrKtQAC0jlErh6yls8zhla4YXpr4EBYBqnRBSuMqEWpKSDskDVZQ2oU2kgkTCQyBhUFNUJ0x43i4JLlTiw8ZLoU5zGWloDyJiwJ9g1+wVAWadKwbJAQLgnvPxd0evWYADAlVOlzRYzLG/c4sI70A0yecsfVNQKb5ucxqwMAKT+kd1hj3OlMeMXPTAADMMgZlAgAHGnwaxZBZrnLK3wFxpr5nonhqDf6G4AGrNATlY/SQGQo3kEAB5BAFigOAOAUR2QCDvCG3eAtdY26R0g7mrQer0BWae4AIif/uI1TYN1zIcLf+bpH+6JsN6+AG6uabCqknr8/skpnPorD2f2XBV7OAI+qDHXAcbriF3h+Q+9aH6aNdwTXYLdoNcamn0gtlX/wxN2hacMkMU0DToUXK4Uvs8+U9ZqN56t9HqDkJ3gf+b8v4WZVaitEmcLIK0tGSAnmAKrU2mQm8510/UaGowBY8IgU0hQklstXO4sKAASw3V1QIyI22E01f+0vhms2FNgBZcqoa7VwdVTjpAePibXBfCF0B1UnFzUWP8THO0lvDFaOg3GsizyzpejvsY5W0H1OgN2fn5WeMO8cKTIKc7SNA06Ye+51jNAfABknwxQQ60WV89ztT58oM0wjJAFunBdN1hbHWA8PgCqKqkX/ez8RpF/oQIGHQsvfxd0T+AyMql/5Nj9cUzeW7r7AOBOCAMjvQAWyBJpypvPAMnNrM7fEmEtILV4U2CXjl0Da2ARFOUFnyA3uHoq0HdkVwDA8d+dKwtEAZAYWqgDEmM16LbWAOJ5+YnbCn+lce+vqP7+zTqC/PlW+A6aAuMzQMHR3ojq7w+GsXydkPOHi/DL8jTs+jKjQ8bWXn//fAXFOdVQuskglUlQXlDb5srHjsBndFw85HBxb3lqlp/+tNdiiNlnSmEwsPANdUeX4KagpueQYIDhPiyNf+5lBea3wLiem5cCrl4KoSuGtI2f/oro64f4CZEAgMsnilFRZN/Xj8/mXv/eEjOYC4DFqgMSaoCUlmeAnGEK7MIR7iSh19Bg4bJB48IhlUlQdKUK+Y31dc6AAiAxXNcKD4V4q0G31QLP82qcAqsurXd4BM8aWCHjEj04sNn1/BRYVXG9sHaGvWjVeiEgCI72hqunAqGNGai2skAGAyvULeSmlzvFpp3Gcs6WIS2F22rmjhl9ENnPDwBw8UjLa944SkULm6BeT8gAldTZpcuE32T3+mlWT18XdOvVBQBw8Sj3+rAsiwoLp8AAwC+UOsEsxbKsEACFx/nBv5sHIvv7AyxwYmduG7e24nGM31sGmb638HVA+RcrRcngCjVAVmWAxJ0CK8uvQUluNSRSxmQlbXdvJWKHhwAAjm/LEmVs5lAAJAbjKTCWbdoQVSvmFFjrAZCHrwsYBtBpDQ5f2bPwShXqVBooXGXCh5AxV0+FsOGkvbMXxTkqsAYW7j5K4TWydBos80SxsH0Ia2CRddp56oZqK9X488t0AEC/UV0RPSgAPRvP2C4eu9ahC5exLIuda8/hpw9OCm/y16ssarsAGuC2aWEkDHQaQ7trNTQNOuQ11ijEmAm0+Wmw839z04Q1FWpoGvSQSJg2xwk0FUI7Sx3Q4Z8y8fPyk065S315YS1qKtSQyiXo2vg3Hz+R2yPy4t9FULWxKn1hZhU2vn0Mp3fntXrctWwV6qo0ULhIm723eAe4wj/Mg/vbPdV6B9OJnTlY8689di2a1tbzG6Fa0wXWmAESKQDisz8RcX5w8TDN3A4aHwGJlEH+hUoUGtV2iYkCIDH49wQkMqChClDlG9UAiTgF1kYGSCqVwMOXL4R27DQYn6KO7O8Hqcz8r6x/WMfUARlPf/GiBrRdIMmyrFCvICys5iSF0wYDi5Qv0tFQo4VfNw8Mu787AO5NS+kuQ12VBvnnm695Yy85Z8tw6dg15F+owL71F80e01YLPE8qlcDLj2+Fb980WM6ZMuh1BvgEuZmd0ooeGACZQoKq4npcy1IJU1neQW4t/l4aE1rhnWCK8cKRIpzYnoOr5yuQfqBA7OE0w2d/uvbsIuyvFhzljW69u8BgYJHWShaoJLcav32UhpLcauzfeElYxNQc/m8yop+/2e0mLOkGyztfjsNbM6HTGvDX1xl2q5PUNE5jWZMB4jvGxJgCMxhYXDzKbSLLnywY8/R1Qe/Gy493QC2XLSgAEoNMyQVBAFB0VrQaINbACgt9eViwkaiXv+M7wViWFQKgmEHNz8p5/JYY9l4Q0bgAmmdSINnCmWHOWW7zS7lSiqSnuYxfXka53afobHFiew7yL1RAppRi/NN9hfZtqUyCHvGNa9500DQYFxhmC99f+LtImFIyxrfAt7QIojFvOxVCG3d/meuIVLjIhN/BC38XNe0BZsH0F2C8JUaNqIWgVSV12Pv9BeH7c/vyHbJIXcGlSosztLl8/U+cn8nl8RMjAQDpBwvNnnyUFdTglw/ToGnQc9kQFvhz3TmzU1jcewv3M79+ypPH1wFdPV+Bhtrm78+1VWqkrEsHWEAml0DToEfKunMtrhpuDWu3wgCaskVirAOUf6ECtZVqKN1kiIzzN3vM4AkRYCQMcs+VoThHZfYYR6IASCxCHdBZozZ4x/7S1qk0MOhYMBIGHj6td4EB4nSCleRWo7q8ATKlFOGxvi0eJ2SA7BgAGS+AaJwBApreMM1Ngxlnf+JGdkVIjDd8gtxg0LHIPivuYmAFlytx9DduDn7Ugz1NCn0BCNNgmWklHXIWmX+xEkVXVJDKJIhr7AzZ8/0FYaoQ4F4/PptjydSSjx0KobUaPXIaN9lt6cMQaDqzvXT8mvC71lYBNK9LiBsYCQN1XVOHm6NxXX/noFXrERLjDYWrDFUl9cg737HtybnnyrD1/RPYsjS1zVo4db0OhZe5v7uIONO/+a49fRAc7QW9zoBTf5pOb1UW1+GX5WloqNUiMMITj7x5K3yC3FBbpcFfX59vFnSW5ddAVdoAqVyC8L6mgRavS7A7fEPdYdCzwir0PIOBxZ9fpKNepYFvqDseePUWKFxlKLqiwrHfsy15WVpkMLBCpp1fhd8SQg2QCBkg/qSpR0JQi5u3ege4CQuLHt+W7aihtYgCIAerqWjgiiCNOsHEaoPnp7/cfRSQSNv+VRAjABJS1H39IFO0PBfOt8KXF9ZBp7XPH39VcT0aarSQyiRCoTUveiD3IZlv5syw8HIliq5UQSqTYMDYMDAM01Q3dEK8abCGWi1S1p4Da2DRc2iQ2TR1cLQXvAJcoVPrO2TFaz7702d4CEZM74GQGG9oG8+a9Y1nzbWVaujUXG0Nvw9da/ggqT2LIeaeK4NOY4Cnn4vwu2RO115d4O6jhLpOJyz172dhACSTS4Wx2rNWzaA3tFkTwzv6a1PX37in+gpTEmf35tttPNerU2mEejNtgx6n/mq9LudqRjkMBhY+QW7wDjANgBmGEbJAZ/flC3971eUN+Hn5SdSpNPDr6o67XxgId28lkp7uC4mMQfbp0mbPkX9vCY/1bbXOhg+IM6/72039IxtXz1dAppBg/Mw4+Ia4Y/QjvQAAx//IRv5F26eRc8+WCdkUflVqS4jVBaZp0Amvp7n3FWPxEyMAhsuei91xSgGQA2WeKMY3Cw9j97fnwQYadYLJxZkCs7QAmuft4NWgCy5VCvUJrZ2VA4BHFyVc3OVgDSzK8u3TJluUxZ2FBoR7Njuj4etEDAYWOdedGfLZn97DQuDurTQZf865Mmg14hQo/v3zFdRUqOEd4IpRD/UyO83DMAx6DeHO0OzdDVZ0pQpXz1dAImEwKCkcEqkEY5+MhcJVhmtZKhxrzEzxe4B5BbhCakFg3rQrvO0BkHH3V2sLgkokDHoN5V4fvlDc0gwQAPh3tW8nmMHA4rdPTuOb1w5j19cZLRaVA9wU7IkdXO3M7TN6w9PXRVifJft0qXBCZE+sgcWur9JRX60VMhln9lxttfCaz8RFtJCViYjzg3+YB7RqPU7/lYfaKjV+/uAkasrV8Alywz1zBglLJwSEeWLYFK7G7eCmyyYfuE1T662/t/AF8XnpTVPY+RcqhN/XUQ/3EqZBeyQEofewEG7q7Yt0s9NmljjTGKz1GRbS6onf9cTaCiMrrQQ6tR7eAa4IivJq9dguwe7o3viapm7PdsDoWkYBkAMFx3iDYRhcy1IhvyaSu7DsEhgp9wvu6C4wS9cA4jkqA2QwsDi+LQs/LTuBhhotfEPdETnA/Jwyj2EYBITbtw7IXP2PMT6rY1zcXJyjQm56ORgJg0HjwoXLA8I94enrAp3GgLxzjl8N1aA3CBmLkQ/1bLWuoOcQ7gwuL6Pcrqvg8tmfnrcGC+tKefm5CmfNqY21SZYWQPOEVvjSepu610w22TXT/XW9nkbrm0hkDLwtyFLxgqK4s/mrdioyT0vJFTrXzh8qxIb/HjO7Z1Z9tQZ/fsFlYfqOCBVqmXxD3NG1lw9YFji33/5ZoNO7ryL3XDmkcgnuTR6MLsFuUNfpcHav+RXHjdvfr6//4TEMI6wLdHr3VfzyYRqqSurh6euCe+YMhJuXwuT4/nd0Q0Q/P276b+05aDV6VF6rQ3lBLSQSBhH9Wn9v8Q11h0+QG/Q6A7LPlqJOpcHOdefAstxJTu9bQ0yOHzGtB3yC3FBTocbub5pPvbVFVVqP3HTuNeg7oqtVtxWrDV5Y++fW4FZPIHh8Fq+uSgO9rv31UraiAMiBjNdCSN1bDbj6AqwBDMsV6LU0BdZQq8Xe7y8gL8O+H5zWZoD4IuiaSjX0Wut+aa+kleDPL9ORebK41V/42io1fl2RhiO/ZIFlucW0pr4UL3SCtKapDsg+Z9dFmY31Py2koPkzx9z0ciHlfGIHl/3pkRBo8sFoPA2Wmeb4/YUKLlehoVYLF3e52aUEjPkEuSEoygssy63qag8ledXIPlMGhgHix0eYXNcjIQh9Gs+aU75IFz7ALQ2APHxdIJExMOhY1NiQxcjLaL7Jbmv8Qj2EabIuQe4WTR/zwvtyNS0FlypbzdZYoiS3Gkd+uQIAGDA2DB6+SqhK6rFl6Qkc+z1LKMRlWRa7vs5AnUqDLiHuGP5AD5P7iRvJ7dWUfrDQrh9GJbnVOLT1MgBg+NTu8O/mgfgJ3M8+7c88s9M0pVdrUFelgUwhEdbbMid6UAB8grhgqrygFm7eCkyeN9DsexnDMBjzWB+4eSlQUViLgz9eEqZ3u/bu0upCm/zthb/dVO59rK6Key1HTu/Z7HiFiwxJT/WFRMrgSloJzu23rsvu3P58gAXC+nSx+G+AJxdhCqymQo28xoCeP3lqi383Dzz4+hDcmzzIog7KjkIBkIMNTAqHRMLg6oUKFLmNAQAw+sa1Ylpogz/8UybO7svHzs/P2ZxSNcfSFniei4ecO8NgYVW6XF2vw66vMnDh7yJsX3MWXy04iIObLzdb0TUvvRwb3joqzKuPebwPxv4j1uIuCHtuiaFp0AnbHFxfAM3z6+oBL38X6LUG5J4rQ0VRrZANGnzdhzzQFDBlny5z+FmPsNrtAH+LPrD5VVzt1Q3GTwt2jw80+6Z+W+NZc22lWmiltaQDDOCmpfjpWVv2BDPp/pK0ffYKALG3hQKAVfUZABfUefm7wKBn25UF0mr02Ln2HAx6FtGDAjB8anc8uHAIetwSBNbA4uivWdj6/kmoSutxevdV5Jwpg1QmQdJTfZudTEQN9IebtwL1Ko3d6r606sbx6VhEDfBH3Cguk9HjliB4+bugoUZrtv2ez/506+3bYiEtwP3MExrXBXLxkGPynEHN6oWMuXoqMPYfsQADnNtfgJONC4DytXxt4adsrqSVIC+9HDK5BONn9m2xdigg3BO33hsDADj44yWLV//Waw1IP1gIoCkwtYaC3wrDgRmgi8eKABYI6e5tVTbUr6uHRdmijkQBkIN5+bmiZ2MNQWrZWAAAo+dS/uZqgEryqoU3ioZarTDvbAmWZXEtWwVdCzUn1k6BMQwjTINVWTENdnbvVWjqdXDzVsDNS4H6ai3SUnLx/X+OYPO7qUg/WIC/f8rELx+lob5aC7+u7nhgwS3onRjS9p0b4QuVy/Jr2t2Gei1bBZblXhu+jud63Jlh4zohJ0u47A/LBRl8y7Ox4GhvuHkpoKnXtbo2ib2ZrHZr6Rt+QiAkEgaleTUoK2hfRo0LDLkgg099X8/4rJlnzdkv3wpfaWUdkPFGmG3VghjrOyIUk+cNQuKUGKsej2EYRDS2CPO1LrY4uOkyKq/Vwd1bgdsf6Q2GYaB0kyPpqb6NJw1SFF2pwvq3juLQFi4LM6wxC3M9qVQiBHT2KoY+8OOlpvHN6C180EmkEuHk4OTOnGaZ5Jba383pOTQY42fG4YFXEiyqwwrr44vBSdy0dEONFmC4v1VL+Id5mJwojnyoF/xCm7+WxgaOCUNYrC90WgN2rj1rUXNG5sliNNRo4e6jRGT/tl+D6/EZII2D9gJjWVbYH89464sbBQVAIhg8nquCzy4KRJk2HIyuMWNx3RQYy7I4sPESwDatIXJmb76wA3VbDm/JxKb/Hcf6xUdRmGlaF8CyrNUZIABChF9gYYeDVqPHqV1c18ewKTF4bMkwTPpnP0T29wcjYVB0pQq7vzmP1O1c8NB3RCjufznB4rVVrh+bXCmFXmsQCmlt1db0F4//0Mw6XYqLR7jMxeAJzbM/AMBIGCEAuWLHFWPbUpxTjdpKNeRKKbr1aX36i+fqoUB4HL81RvumwfifbUuBIc/4rBmwLgBqaoW37ueelVYKdZ3pRpiWYBgG3Xp1sWqROh7/4Z57tsym9YCyTpfi3D4uUBnzRGyzFXd7DQ3G9IVDhA47g45FZH9/9Bvdcj1J39tCwUgYFFyqbHeB9uXUYu6kjQHG/iMWrh6mNTm9bw2Bu48StVUanP+7ULi8oVYrTH/yU4WtYRgG3eMDhZMySwy5J5pbwwtASLR3iyc35h6L/4DvdWswN2Xb1m0kDMY83geunnKU5dfi8NbMNm/DB6B9R4RaNbXK4zNSBh3rkCwzvyCoVCZB9/i26+ecDQVAIugS7C4UIabWTgWj4Yptry+CvnKyBAWXKiGVSzBpNhc0sAYWBzddavMx8tLLhTRvVUk9tixNxaHNl4WzEHWdTkiTWrIIIo9/Ezj111WLWm/TDxSgvloLL38X9LglCFKpBFEDAnDn7P54fMkw3HpvNLwDXKF0kyHp6b4Y/Uhvq7oejDESRtgYtb2F0G0VQPOCIr3g5q2ATq2HwcCia68uCI5qOWiKblxY7cqp0g7dbsLYlcaao4g4P2HRQ0vwP+uLR4tsXihPVVovTGm1lP0xNnBMGAZPiMDQe6KaFbO2pmkxRMszkzqtXsiO9B3Ztdkmux2la08fSOUS1FSord4YtbZKjb++5jbWHTg2DGF9zAcKXv6uuDd5EIbd1x29hgZjzGN9Wp1u8OjiImRD+ODKFtXlDdjz3XkAwOCkCHTr3Xx8UrlEaBA4sSNHyNbmZZSDZbmiY75I3t6kUgkmPBOH3onBGDa1u1W3TZgUiSkvDsIdj/Wx+Dbu3kqMeTwWAHD6r6vIbSXrV5Zfg8LMKjASBrHDQ60aG4/PAAGOqQPiGxt6DAmC0q31WipnRAGQSPh9bS43DEeNhPvANJ4C02n1OLiZe3MeNC4cXn6uGD61OyRSBrnnypstymWsvrpp3Y0+w0LQOzEYYIGTKbnY+PZxFOeohOyPq6fcogJjXtRAf3Tt6QO91oC/2zij0esMwmabg5Iimp3RuHsrET8hEo8uTsSTS0eYbJ5nq6YtMWw/i2UNLK5lmV8A8XrGWR0AQpFnS0J7+EDpLkNDjRaFlyptHqOlWJYV6pKirZjiAbitRxQuUtRUqFFg41hP7MwFa2ARFutrUYExI2GQeG8MEiZFWfU4fAaoLL9GWE+oLad25aG6rAHuPkoMTmr952ZPMkXTvlN8zYslWJbFX19nCFuY3Dq59ek3iVSCQUnhGPuP5lkic/iFKc8fKbKpQNtgYJGy7hzUdToERnphyD0t/wxjR4TC1VMOVWmDUGhvvPt7R/L0dcGYx2Pb/Nu+nlQmQWiPLlYHyhFxfug3mqvn2fVVBuqrze+lyGd/ogf4C9vnWEsqlQhFxR295UprjQ03CgqARBIQ5omIOD+wkOKSzyQApl1gJm/Ojb9cPkFuGHBHGACuBsBcipN/k+Q7PkY+2BNjHo/FpH/2g2tjF8Smd1Lx909c8GJp/Q+PYRiui4QBLh0vbja1ZuzC30WoqVDDzVuBPm3U89jr7DvADitCV1yrg7pOB5lcImxg2ZpeQ4MBhisC7Na79SkmPgMGcKstd7TywlpUFddDImMsqqswJpNLEdOY1ralGLqmQo2MQ1z9Gl+w2lECIrygdJOhpkKN4xaswltbqRb2I0qcEmPVhpP2wP8srAmAzuxpaikf92Rsq0XCtujWi+s60jbohaydNVL/yEbh5Spu+5enYltdw0mukGLAGO69LHU7lwXisyPhVv6e3giG3ReDLiHuqFNpuHXgrpv61DTohL8xvmDcVvw6PL+sSMPxP7Ltsi2HOUJjQ0KQ1d1qzoICIBHxUwK5HsPRoPQRusBae3NOmBQJV085Kq/V4cye5mtpnN2bj2yjjg9+OilqQAAeemMIuscHgjWwyG1ci8baAAjggozYxjnwAxsvmp0eMegNSG1sCR80Ltzub9Ytjs1oLSBz42INLC4cKWq1AJWvQwiM9LJoIb7gaG889PpQ3PXcAIu6GmL4OqCTJR2+B1NWY5AV1sfXqj2FePw0WOaJ4haL6VuSlpILg45FSHdvhPawrPbIVkpXGUY93Lie0B/Zbe42/fdPmdCp9QiK8kLPIe3PPFqL33qhMLMK6rq2OzvL8mtwaDN30jJ8avc2C3BtwUgYIQt0du9Vq+qTCi5XmiwM2FpHFi9uVDcoXGWoKKrDkV+uoL5aC7mL1OrOuhuBTCHFuCdjIZExyDpV2qwD7uLRa9Cq9fAJckPXNpapaMuEZ+IQPTAABj2LIz9fwdb3T1hdG9eW8kKjxoY2st7OjAIgEYXEeKNrYDVYRobcsDFCBsjkzfkW0zdnhatMSH0f+z3bJJ1all8jTJsl3hfTrOPD1UOB8TPjkPR0XyjduQ9Dn2DbIvehk2Mgd5GiOKfa7GaWl08UQ1VSDxd3udWLebVHlxB3SGQMNA36ZjVKqrJ6/PTBSfz5RTp+++hUi7tgX2th/6/W+Ia6W1wQG9bHF3IXKWor1biW3bEbAgrTXxZ2f10vtLsPPHyV0DTosef7CxYHbJdTi3F6N1f8nmBB7Y899EjgtvdgG9cTamm14WtZKpxv7FwZMa2nKK243gGu6BLsBtbAIi+j7YaC/RsuQq8zICLOr90Zgtb0ujUYMrkEZfm1QiNAW4QtVlju9pZ2AyldZeh/Ozc1xK9QHdbHV9R1YTpSQJin8N7Nd8kBXNaeXxgybmTXdv8+unoqMOHZOIx5vA/kLlIUXVFhw1tHcXZfvt024T1hYWODs7s5f9NuIPG3cXO9BSG3oaGea1vn35xvm9bD7LokvYeFwD/MA5p6HY78yp116RrXBdFrDQjv6ye8sZjTIyEID70xFKMf6YWBY8NbPK41bl4K4YPt8NZMk4I71tC0GeiAMd0cOr0glUqEs2O+DohlWWQcKsT6xUdRcKlSeE13f3demKIxVmhhAbTNY5RLENm4+uyVkx03DaYqrUdpXg0YBojqb1m77/UYCYOR03uCkTC48HcR9q6/2OabaPaZUuEDMfa2UIS1somtvY2c3hNe/i6oLmvA/vUXm13Psiz2b+Qu73VrcJvL9nekcGEarPUNcgsuVyL/YiUkUgajHja/hYm9uLjL0aPxpOuMBS3xLMtiz7fnhS1WRj7YfGHA1gy4Iwwyo/cHa6dpbzQDx4ShW+8u0Gm4Van1OgOKMqtQll8LmVzS5j5almIYBr0TQ/Dg60PQtacPdBoD9n5/Ab99fLrdq7tXldTjYmPdVsKkSDuMVjwUAIms2y2x6KLNhEGqwMVyX67tHdzUQ0vdRBIJgxHTuNVc0/fno/RqDQ5tzUR5QS1cPeUY83jrHR8AV4Dcd0TXNldBbU3/O7rBy98FtVUanNiZI1yedboU5QW1ULhIheI/RxIWRMyrRp1Kgz9Wn8FfX2dA26BHcLQ3Hv7PUG5cLPDXN+dxwagVV12nRUXjMgNBrXRztRefkck8WWy3s7Lr8Wv/hPbwgaun5R1V14saEICxT/ThFpHbl4+Dmy+3OOar58uxfc1ZGAwsetwS1OEf2NdTuMow9h99wTBc3dL1K1lfPHoN17JUkCmlSLzXujV87E2oAzpX3mpmje+06Z0YYtOUtbX4DFPmiWJcOFLU6u9n+oECZJ4sgUTKIOnpvlZPs7p4yBE3oqnjqaMLoMXGtcbHQukmQ0luNY7+loWzjV13PW4Jatf7sTlefq6YPHcQht/fHVKZBLnnyvDNwsPY/ulZXEkrsXpFfwA4sTMHrIFFeKwvAiPEO4GwBwqARMb4hKFPw3YAwEVVKIquVEGmkJish2JOaI8uiBkcCJYFtq85gzO7uRTqmCdirWofbg+ZXIph93GtpCd35qK6vAEsywpv2HGju4nSGhnQ2AqfeaIY6xcfQdapUkikDG69NxpT5g+GT6AbRkzvwdU7sFxnBj+NV5TFZX+8A1w79HXkWtIlUJU22G1jzOvxAVCUjdNfxnoOCcbtj/YGAJz6Mw9Hf22+IGfRlSr8vuoM9DoDogb4Y8wTfRzWWm4sJMYb8Y1npnu+vyB0PGrVemEtlvgJETZ32thLaIwP5Eop6lWaFov2i3NUyD1XDoYBBo+3LVtrrcAIL0T294dBz+LPL9Kx4zPzK9CXFdRgf+MJ2633xtj8YThwXDg8fV0QMyhA9J+JI3h0UQp/Syd25OBy4x59HTW1yUgYDBwbjgdeTUBghCf0WgMyTxTjj9VnsO6lA/jr6wzknS+3aFmOmooGnD/MnTDG3+DZH4ACIPExDLq6FMK9tgBs448jfkIEPLq0/UYw7L4YSGUSVJVwtS797+jm8DOo6EEBCO3BtcUf3pqJqxkVKM6phkwuETrWHM2/MQNUVVyP+mpuM9X7X0lA/IRI4QOZYRiMfLAnYm8LBdu4c/Ol49eEAmhrW2StJVdKhULYAz9eRl6GZW9ADbVaZBwqwJ7vLzTbSsRYnUojdOjZWv9zvdjhoRgxncs8Ht+WbbKTc0leNX796BR0aj3C+nTB+KfjLCog7yi3TIpEUJQXNPU6/PlFOgwGFid25qC2Ug1PPxcMHCvO76YxqVwidA221A3GTyX3GBJkUWGxvUx8Ng5D74mCRMIg80Qxflh0xGQNG51GjxR+yj3WFwPH2P56unsrMeO/iZjwbD97DP2GEDM4UNg13qBnERjh2eHZFL9QD9z/SgKmvXoLBo4Ng7uPEpp6HTIOFeKX5Wn46pWDOPLLlVabHU42NjaE9vBBqBULhzor69tCiN1JvAMRcXw70mOfhKevi8V1OV7+rhiUFI7j27Lh19XD6mX57YFhGNz2QA9sXHIMl45dQ3FjUW/sbaEOy0Rdz7+rBxQuUmjUegwaG46h90Sb7UJjJAxGP9wLBgOL84cKkbIuHe7e3Jg7qv7HWOyIUFw5VYL8CxXIv1ABdx8leg0NQs+hwSZdPg21WmSdKsHl1BJcPV8Og54LlK6kleC+FwebbUHNOlUCsEBghKddp0363x4GnYYLdv/+6QpkCinCY33x64o0aOp1COnujYmz+jus668lEinXKr7hrWMouFSJAxsvIf0gV+81fGp3qxaE7EgRcX7IOlWKnLNluOVO03VzygpqhCxe/PhIh45LIpUgYVIUwvv6IWVdOiqv1eHXj06h3+huSLwvBoc3X0ZZfuOU+xOxFu+h1hKx94QSw4hpPVBwqRKqknqHlQowDIOAcE8EhHti2H3dUXC5EhePXUPmiWLUqTQ4vi0bmSeKccfjfZqVYNSpNEjfzy9rEemQ8XY0hu2oAoQbmEqlgre3N6qqquDl1fEfhGWL/olr3+9B7eBb0fPDlVZtKGfQG3DpeDHC+viKFnAAwF/fZCCjcRM/iZTBjLcS4dGl4+sVWlJeWAuWZS1qFzYYuLWT+D1tAGD6wlvg382zI4cIgNtz7PyhQlw6fg3quqaupYBwT0T298e1LJVJ0AMAfl3dYdCzqCiqg7uPEvfNH9xsO4BfP0pD7rly3HpvNOInRNp93Ed+uYLj27IBAEp3GdS1OgSEe2LyvEFQ2rA9REfJOFQorJwMcKswT543qP0fuNoGoDwT8OsOyGyftqmpaMBXCw4BDPDke7eZbBuxc+05XDp2DTGDAkTNjmg1ehzekiksu+Hhq0RNOVdIe/e/BgiZTGK9mgo1iq5UIWZwQPPfyfoKoDIXCBnQ4ePQ6wy4klaCAxsvoU6lAcMAg8ZHYMidUcLJzOGtmTixIweBkV64/+V4pw1arfn8dp53qk6M8ekGBkBo5WGrgh+AO1Nzhk3oht4TjcvHi6FV69H71mBRgx8AVu0lJpEwuOOxPmANLC4evQaFixS+HbDOijlBkV4IivTCbQ/0QPbZUlz4uwg5Z8pQklttsqu9X1d3xAwORPf4QHQJdkd9tQZb3z+BiqI6/PTBSdw3f7DwmqvrdcJO4/aa/rrekLujoNPokfZnHtS1OnQJccfdLwxwquAHAHonBiPnbCkyT5SAYRo7K219467MAy7tBC6lAFl7AW0d4BsD3LsKCB9q0116dHGBXzcPlF2tQe65cuFvubK4DpePW76FSEeSK6QY+WBPRPbzw66vM4TgZ+C4cAp+2smji9L8HlrZB4EfnwBqi4F+DwCTlgKuPh02DqlMgh4JQQjr44t96y/i0rFrOLE9B9mnSzH2iVh4+rngTGOrfsLECKcNfqzlXO9WnRTThSt+YzUNQG0p4G5by7KY3L2VuH1Gb5w/XIRb7ooWezhWkzRuXOgf5okuwW7mi3e1DYBeDchcAakcsOObgFQuQcygQMQMCkR9jQaXjxfj6oUK+HfzEIIeY66eCkyeNwhbl55AVUk9fl6ehnuTB8HdW4mcM6Uw6Fl0CXZrdjt7YRgGw6Z2h8JVhuKcaox+pFezTS+dAcMwGP1Ibxj0XN1Cq1k9gwHQ1gLqGkBTC2iqgboyIGsfF/QUp19351IuC7RuPDDseeD21wC59XtYRcT5oexqDXLOlgkB0IkdOWBZ7jq+q1Fs4X398NDrQ/H3z5kw6FncOvnG+zt3eiwL/L0S2Pk6wDbW4pz5Ecg5DExZBUSN7NCHd3GXI+mpvogZHIC9319AeUEtfvzfcQRFekLboIdfVw9hCY+bAU2BmeHoKbDKTZtQuPB1eIQ2IOzzL4HoUR3+mFYz6IGcQ8DZzUDeEcDQOF3DsgDYxn/R9H/W0Ph/NP1fwDQGDwzANH4vkQISWeMX/385969HINDnbqDneEDZxodBZR5wegNwbiv3fdx9QP/pgLeNc+x6HZC5C0j7HrjwBxcAAdyHn9wVkLlw/8pdgZCBQN8pQPcx7ZoWsUZ1eQO2Lj2B6vIG+Ia6497kQdj73QVknixB/MQIbuE1bT2QuRu48DtQegmIGgX0ux8I6NX6net1XKbj3BagKh/oMQ6IvRfwbme3Sl05sPcdQJUP9BgP9L4TcGtjraDi89wHQcavgFQB9J0M9L0P8GtH3VvJBeDUeiD9Z6C6iAt+WsNIgG5DuNehRxLgEwbseA1I+4673q8Hlw0Ku8WqYRRcqsDW909CKdfgyf7LUBs4Gt/uuBUGA3Dfv+NbXhlZpwGu7AbObALyUwG9FjBoG//VNX0pPIDYe4D+DwJhQ+wauFtEWw9k/Mb9/BgJ93fccwLg1faO6p2Kugb45fmm965+04DBM4BfXgAqsgAwXKB9x+vm31/qK4D0X4Czm7i/c4Oee+8VvhrflxmGu71UCcgU3HuYVMFd1iWKe6/tPgb1DVLs/eECMk80rVWW9HRfy/ZsNOiBvKPc76erLxBzB+DfwyG/e9Z8flMAZIbDA6CffkLhKwvgHtyA8CXzgcTnOvwxLcKy3Bvr2c3cH2V1Ydu36UgyF6D7WC7I6DkBUDZOUzWogIxfuA+z7P1mbsgAUSOAAQ8Bfe5pul1ris4Cp34ATm/k0tDWUHoBvSZx44y5vcODoaqSOmxdegK1VRr4h3mg8loddBoDHrivBIFlPwOZfwE6M7ukB8UBcVO5ry6Ny9kbDEDuIeDsFi4wqDOzSF/4MC6wjL0X8LByiu38NuC3uUCN0fo8jJQ7s42dDPS+q+k+K/O4370zm4BrZ8zfX+ggbvx9p1gW5NaWcfd56nug4KT5YxgJoPAEFO5cwB06iAt6Yu4wH6hd2A78OgeoKeJuO+wFYPQCQN7GNPC1dODMjzCc2YJ1FxdDzXpgqu8ruNgwAmfq7kRX98u4964y7vkFNC4waNADOQe51yTjF+5DzxpdooABDwL9pwG+HZjBYVmgMA048Q03VrWZVaVDB3N/J70mAkF9HR+YOZPSS8CGR4GS89xJ3/glwJCZ3GuirgF2vAqc+Io7NigOuO9T7jXT1gMXd3DB5aWdgN78RqtWk7sDPZOA2Mm4VB2P/Vty0SXIDZPnDWp5aQtNLfdec+EP4OJ2LntqzKsr934Y3fjl3jHTpzdUALRy5Uq89957KCwsRN++fbF8+XKMGDGixeP37t2L5ORknDt3DqGhoXjppZcwa9Ys4fpz587hjTfeQGpqKnJycvDBBx9g7ty5Vo3J0QFQ1W+/o2D+fLgFqhHxWDT3poDGaJ2F0f+Nsy1G/wLch4hEappJ4S/jzwAMei6tanxmAIZ702b4fxu/akuA9J+4Ijyeizd3dtDrTsDFC43pG6NsDv+9pOl7k+sYM8+r8TkIY+PPXBv/r9cCRWe4AKzcaPd5mQt3Fi6VA+d/B3QNTddFjuDe5IHmQZHcjQuCuiU0viY608fU1nPTHcYfuG7+3Dz8wIcA/15cMKFtMP23vhK4/Cdw7ieg2mh1aaU30HsS92EjlXNnWlJF0/8l8qbXRPi5WPDzYVmuBkVTC2hqUVHGYuv+eNRruGDLQ1qCx/yfafpM8Q7jfq+CYrk3qMu7uGwBr9st3Bvrxe2mga6bHxfo+HXnsi+5h5quYyRc4NL3Pi5wae0Nra4c+ONl4MxG7nv/ntz9XvjD9LVmJEDEcO7nkXu46XKJnAt++93P/YzObuayU6zRQm7hidyHqslZrQsXgDIMcOlP4NKOpuylRAZ0HwcMmM4VmvJBj9zV+g/junJg+ytc9hHgfk8ib2t8/OvGo67m/raMptR2qF7G5bpbEdurBhcuuUBvkOGeLm8gTNn42gT1A0IHcr+bNUZbz7gHcsFozwnc3ySfOZXKG98L5EDZJS6QT//FNMsVNpR7TRlJ09+b8d8Ca+Dug2Ga3ksYCfd/qZwLDhXujV9Gr13uYeDkt8C1s02P5R0ODHyYu92FP4D846avn3cY94Euc+H+RuUu3FQz/6+08f2MkRiNQ9L0/iaMv/Ff/n3O+DjG6P2RkZh5T9SbyZoYZU74TLbwd3jda8Jc97cqvAdKuJ+Dmy/39+Tmx5U5uPlxv5vpvwA/zeamXD1DgAe+Ml9Tdn4blyGqK+N+l3okcdOzaqPtdAJjufeq6FFchuf614thuJMcvRrQqbmASdfAZRO1dVzWJv1nQGW0z6TMFWzMGCBkIPe0TDL4ja9j3hHgyh7T92EXb+73q7YUyP27KXuOxvsI6c89h9tfs2vwe8MEQBs2bMCMGTOwcuVKDB8+HGvWrMHnn3+O9PR0hIc3bwXPyspCXFwcZs6ciWeffRYHDx7E7Nmz8cMPP2Dq1KkAgGPHjmHjxo2Ij4/HvHnz8PLLLzt9AKTasRP5c+bA1V+NyLGW7w7tEHJ37gM8bip3BuygqZ1mWJZ7Qz23tTEYumJ6vX9PLujpN42bmjBWkcN9AJz6wTSIao1EDvSaAAx4mDv7l1q4oKPBAFw9ygVC6T85NGtWqo3AT+WLoWY90d/tV4zoeZybXuo1CQjuZ/omU1fOBTRnNwFZ+2EyRalsDHTj7uOmy6RGpYJVV7nndm4Llx3kMVIgcjgXXPa5G/A0Ksw//zvw61wuk8ZIgGH/Aka/2pQhKcvk3nTTf+ayBk13ygUR/e7n7vf67EtNY5B+bis3PQsL38pCBnLZwLip1mew2mL8XNvCf4j1ux/nKwZj17dNv5tBEe6YOjEbzLnN3BQsH7QBgIsPN6UVN5UL9iUWtvRrarmpqNPruQ8r4+CxI0iV3O/C4BlA5EhAYrQ0QnURl7m48Ac3TWL8wdmZKDy5wAfgAv/7vwA8W5liqikGfn6eC+R5Xt24v5H+07ggsr1YFig40fQ3WZFt+W19wrkT5N6TuBMS/n1TU8edPGXu5r6Kz3GXhw0FntrZ/jEbuWECoKFDh2Lw4MFYtWqVcFmfPn1w7733YsmSJc2Of/nll/HLL78gI6OprXXWrFk4deoUDh8+3Oz4yMhIzJ071+kDoOq//sLV2c/BJdIPUbP6w6Q2ho/aTaJu5rrrYJTN0JuezbH8WZC0+ZkTn0kwd6YjlXMBT88JgMJxC7BZhGWBotPcmZNew01/hA5q+yyCZYGrx7h0cXWR+bojRgoE9uE+XNqqS2mLofHM6OJ2oKGSy2bpNY1fRv/na6CaneHyP1vW/Fmpwo2r7xDOwj1QVuuHjOxADL47Dm5hUa2Nrkl1ERfUlGdyP3NLA93yLC4QOvcT9/MQMNwbW+w93DTTmR+5i/17Afeu5LJvLanI5s50GQl3e6/Qlo81VpUPnP8NUBUYndU2nuXqGrjLgvpydTCBvS27T1vVlXOZoPrKpsc2Hg9YIHo0Fxy4cgsh1qk0+OKlA8Jd3Dm7PyL5/dv4YLU4gzuzjxnDZZXao7qIm5oqTr/u78DobwFMUzbSYDDNkOjUgKZGyEA2/b+Gm+oY+DD3oexqwc7mmjouS1tdxL1O2rrmGVaDvnmGlP+ekTT/G+az4cbHXZ/tMXlflHIBmrksk3H2BGj6e2yWNdKb1jwKmXoD9ztQV85lb2pLuX/5ImcASHweGPsfy060WJarO7t2jvsdCrvVNLi0J5blMvDnf+N+PkKN53WzEH4x3IlWYKxl2ZzqIi4IV7hzz8GObogASKPRwM3NDT/++COmTJkiXD5nzhykpaVh7969zW4zcuRIDBo0CB9++KFw2datWzFt2jTU1dVBLjf95bE0AFKr1VCrm9JzKpUKYWFhDguAavbtQ94zz8IlNhZRWzZ3+OMRYnflWdyHdMYvXJBpjJEAw+cAo15puy6mE/txyTEU51TDr5sHpr92y03TakzMMBi4uqjaMu5k4/qsNbHZDbEOUGlpKfR6PYKCTNN9QUFBKCoqMnuboqIis8frdDqUlpYiJMS2roIlS5bgzTfftOm29sDIuB8Dq22+3w4hNwTfKGD4C9xXVT4XDJ3/jQt+xvwf0C1e7BE6vf53hOHg5su47f7uFPzc7CQSLjtmSYaMdBjR1wG6/g+dZdlW//jNHW/ucmssWLAAycnJwvd8BshRmMbMFavTtXEkITcA767ArbO4L2KxXkODnWJRU0I6C9ECIH9/f0il0mbZnuLi4mZZHl5wcLDZ42UyGfz8bG+pUyqVUCpF3IWYzwBRAEQIIYQ4hGg7FioUCsTHxyMlJcXk8pSUFAwbNszsbRITE5sdv3PnTiQkJDSr/7mRMLLGDBBNgRFCCCEOIeqWzcnJyfj888+xbt06ZGRkYN68ecjNzRXW9VmwYAEee+wx4fhZs2YhJycHycnJyMjIwLp167B27VrMnz9fOEaj0SAtLQ1paWnQaDTIz89HWloaLl++7PDnZylGQVNghBBCiCOJWgM0ffp0lJWVYdGiRSgsLERcXBy2bduGiAhuVdrCwkLk5jYtxBcVFYVt27Zh3rx5+OSTTxAaGooVK1YIawABQEFBAQYNGiR8v3TpUixduhSjRo3Cnj17HPbcrMEXQYMyQIQQQohDiL4StDNy9DpAmpwcZI6fAIm7O3qlHm/7BoQQQghpxprPb1GnwAiH2uAJIYQQx6IAyBlQGzwhhBDiUBQAOQF+HSAYDGD1+tYPJoQQQki7UQDkBIQiaFAWiBBCCHEECoCcAGO0hhGrpQCIEEII6WgUADkB4wwQdFQITQghhHQ0CoCcgVQq/JemwAghhJCORwGQE2AYpqkTjFrhCSGEkA5HAZCToB3hCSGEEMehAMhJNC2GSAEQIYQQ0tEoAHIStBo0IYQQ4jgUADmJpikwCoAIIYSQjkYBkJMQWuGpBogQQgjpcBQAOQlhCowCIEIIIaTDUQDkLORUA0QIIYQ4CgVAToKRKwBQFxghhBDiCBQAOYmmKTDKABFCCCEdjQIgJ0Ft8IQQQojjUADkJIQd4akImhBCCOlwFAA5CeoCI4QQQhyHAiBnIaetMAghhBBHoQDISTAy2g2eEEIIcRQKgJwE7QZPCCGEOA4FQE6C2uAJIYQQx6EAyElQGzwhhBDiOBQAOQlqgyeEEEIchwIgJ8FQFxghhBDiMBQAOQtaB4gQQghxGAqAnAS1wRNCCCGOQwGQk6A2eEIIIcRxKAByEtQGTwghhDgOBUBOoqkImgIgQgghpKNRAOQkhDZ46gIjxCbnCqpQVNUg9jAIITcICoCcBO0GT4jtvj+SiztXHMC4ZXtx5mqV2MMhhNwAKABysKKqBrAs2/wKCoAIscnWk1fx2k9nAADVah1mrDuCC0XVIo+KEOLsKAByoOLqBkxasR/Pf38SFbUak+uoDd46+ZX1ePqr45i+5jDOF6nEHo7D6PQGfPjnJQxbsgsf/nkJOr2h3fdZr9Fj0a/pmLB8H7afLbLDKIFiVQP++W0q7v3kIE7lVdrlPuvPnEXW1PuR849/QJOTAwDYdqYQL248BZYFHh4ajgFhPqis0+KRz4/gSkmNXR5XbA1aPRb/lo7bl+7BxuN55k+gbmC1R4/iyt13I/fZZ6EtLBR7OKQTYdib7a/JDlQqFby9vVFVVQUvLy+73e/vpwsxZ/1J6AwsAjyVeHdqf9zeOxAAULllKwpffRXuI0cg/NNP7faYNxuWZbH1ZD7+7+dzqFZz2TKFVIIXk3ri6RHRkEoYkUfYcbJKazFvQxrSjAKKgWE++GD6QET5u9t0n2l5lUjekIYrpbXCZVMHd8P/3RMLLxe5Tff5++lCvPbTGVTWccG8VMLg+du74/k7ukMutf6ci9XpUPrppyhduUrYKoZxc0PFE7MxozAYOhZ4IL4b3pnaH6oGLR767AgyClUI8XbBxmcTEebrZtPzcAZnrlZh3sY0XC5uCuaSYoOw5L5+8PNQijiy9jNoNChZ/iHKv/gCaPwYknh6IviNN+B9910ij47cqKz5/BY9A7Ry5UpERUXBxcUF8fHx2L9/f6vH7927F/Hx8XBxcUF0dDRWr17d7JjNmzcjNjYWSqUSsbGx2Lp1a0cN3yp39g/B1tnD0T3QAyXVavzjy2NYsOUMatU6oQuM9gJrWXmtBv/89gSSN55CtVqHQeE+uKN3IDR6A5b8cR4Pffo38srrxB6m3bEsi++O5GDSh/uRllcJTxcZ/jk6Bp4uMqTlVWLSh/vx3ZEcqzIDWr0By1IuYuqqQ7hSWosgLyUeGhIOhgE2n7iKicv343BmmVXjrKrXYu76k3ju+xOorNOib6gX7uwXAr2BxYe7LmHqqkMmH+SW0OTkIOeRR1G64iNAp4PnhAlwGzIEbF0dfFYuxcJDazEtxh3/m9ofEgkDHzcFvnlqCGIC3FFY1YCHP//b7oXRrMGAutRUlHzyCVQpKTCo1Xa9f4DL9H381yVMWXkQl4trEOCpxD+GR0IuZbAz/RrGL9+HXRnX7P64jtJw4SKy738A5evWASwL7ylT4DKgPwzV1Sj497+Rn/wi9FWOreViDQbUHT+O0jWfoubAwRuyHEFXVoby779H2eefQ5OdLfZwnJ6oGaANGzZgxowZWLlyJYYPH441a9bg888/R3p6OsLDw5sdn5WVhbi4OMycORPPPvssDh48iNmzZ+OHH37A1KlTAQCHDx/GiBEjsHjxYkyZMgVbt27FG2+8gQMHDmDo0KEWjaujMkC8Bq0e726/gHUHswAAEX5u+DCoFMq334BbQgIivv3G7o95o9uVcQ0vbz6D0ho1ZBIGc8f2wKxRMZBKGGw4lofFv6WjVqOHu0KK/7u7Lx5I6AaGufGzQSXVaryy+TR2nS8GACRG++H9aQMQ6uOK/Mp6zN94CoevcIHKmN6B+N/U/gjwbD0zcLm4GvM2nMKZfO4D5p4BoVg8OQ7ebnIcyy7HixtPIbcxkHzqtij8e3wvuMilrd7nwculmP/jKRRWNUDCAM/d3h3/uqMHFDIJfjlVgIVbz0DVoINSJsGCib3xWGIkJK1k61iWReXGH3Htf/8DW1/fmBl4HV533YXjWWXY9Mp7eOTs75Ab9JD6+iLkrcXwvOMO4fbXVA2YtuYwcsrqEB3gjg3PJLb5urSl4cIFqH77DVW//w5dQdNUjcTTE55J4+B9111wGzIEjLT116ot2aW1SN6YhhO5lQCAiXHB+O+UfvB1V+BcQRXmbUjDxWtcIPnQkDAsvDMW7kpZux7TUViDAeVffoWSDz4Aq9Wa/OxYnQ6lq9egdNUqQK+HLCgIoUvehvuwYR03HpaFOiMDVb//DtW2P6AzmoKT+vnBa8IEeN15J1wHDXTa9xN9TS1qdv2Jqt9+R+2hQ4BeL1znEhcH77vvgufEiZAHBoo4Ssex5vNb1ABo6NChGDx4MFatWiVc1qdPH9x7771YsmRJs+Nffvll/PLLL8jIyBAumzVrFk6dOoXDhw8DAKZPnw6VSoU//vhDOGbChAno0qULfvjhB4vG1VEBEMuyqNfVC98fuVKGV7eeQWGVGsMK0/H6398CPXtC9t+37faYNzq9gcX6o7nY1libEu7rhgWTeqNHoKfJcYWVDXh3RwbO5HP1QIkx/ph5WySUbXxwO7MLRdX4cNclVNVrIZdK8NRtkbhvUDeTwMFgYLHl5FWs3Z8NrcEAb1c55ozpgV7Bnmbv8+DlUny+PwsavQEeLjLMvaMnRvcOMDmmTqvH6j2Xse1M02s+b1xPBJoJIFiWyxhtPZkPAOjq7YKXJ/VBbIjp301pjRrv7biA1JwKAMDg8C6YNToa7gozH9wNDdCvWgn20CEAADN4MKSvvgomKBh55XX41w8nUaPW416fBjx34HvoLl0GAHjcNxleT/8DjJS7z2uqBszbcBLF1RpE+bvj9TtjoZRbmfSur4PhwEEY/kwBrlxputzNDcwtt4DNyACKi5su9/OD5I4xYMbcAcbP37rHAnA0uxyf7r2Cei0XzD8/pgfG9g40+fDV6AxYd/AKNp/IB8sCId4uSB7XE6E+rlY/nkPV1EC/4kOwJ08CAJhhwyB9+RUwvr4mhxnS06FfvAi4ehUAIHngAUjufwCQ2HHCoqYGhv37YPjzTyA3t+lyd3cwAweCPXsWMM5ABQdDMmYMJLffDnj72G8ctmJZsJmZMKSkgD14ADDKQjJ9+gCenmBTU5uCIYkEzKBBkIxLAjNoICBxjvdFuasSETExdg0ub4gASKPRwM3NDT/++COmTJkiXD5nzhykpaVh7969zW4zcuRIDBo0CB9++KFw2datWzFt2jTU1dVBLpcjPDwc8+bNw7x584RjPvjgAyxfvhw5jYWT11Or1VAb/QKpVCqEhYXZPQCq09Zh6Pfms1CDLhuw4Mf2F7QScrPQSoHvR0uw7RYGbAtvkDIdi+n7DLj7CNvh8/laKXAihsGBvgxOxDDQyhkwLIveecBt5wxIPM/Cg5YhalODHPhqrAS7BjBACz9XpYbFo38ZMP5kx388aWRAancGB2MZnIxhoJUxkOpZ9MtmMTydxZCLLFw1bd+PmAp8gf19JTgYy6DIl3tNvWpZJJ5nMfycAb3zRR5gCy50BZK2p8JNbr86PWsCINHypqWlpdDr9QgKCjK5PCgoCEVF5jtRioqKzB6v0+lQWlqKkJCQFo9p6T4BYMmSJXjzzTdtfCb2cTmUQYEv4N95GpoIaVF2ILBmohR5ga2fGepkDL67Q4oT3Vk8vUOPoEr7jsPAcH+b+/syONqTQa2r6XhYhkFGOJARLsW6JBYDr7C47Rz3r1zfwp12Yhe7MlgzQYJrvq3/XNUKBmsnSHGiuwFP/GmAn51XNTAwQEYYF/Qc68mgXmk6Hr2UQVoMg7QY4DMti8GXuWCoXzYLmZOcp6rcgL97MdjfV4KsYDQLJlXuDHbEM9gRL0FAJYvb0lkMTzcguEKc8ZqjEzkRJfrE8fWpL5ZlW02HmTv++sutvc8FCxYgOTlZ+J7PANmbq8wVRx4+0vIBT9v9IQm5IfUAMM7aG73SAQMB0AvAnR1z151OD9jwWr7RAQMB93O9t2Pu2mHiATwn9iDaoQe4z0WxiBYA+fv7QyqVNsvMFBcXN8vg8IKDg80eL5PJ4Ofn1+oxLd0nACiVSiiVHd9SyjCMXVN9hBBCCLGNaG3wCoUC8fHxSElJMbk8JSUFw1qo+k9MTGx2/M6dO5GQkAB5415aLR3T0n0SQgghpPMRdQosOTkZM2bMQEJCAhITE/Hpp58iNzcXs2bNAsBNTeXn5+Prr78GwHV8ffzxx0hOTsbMmTNx+PBhrF271qS7a86cORg5ciTeeecdTJ48GT///DP+/PNPHDhwQJTnSAghhBDnI2oANH36dJSVlWHRokUoLCxEXFwctm3bhoiICABAYWEhco1aFKOiorBt2zbMmzcPn3zyCUJDQ7FixQphDSAAGDZsGNavX4+FCxfi9ddfR0xMDDZs2GDxGkCEEEIIufnRVhhmdPRCiIQQQgixvxtqKwxCCCGEEEejAIgQQgghnQ4FQIQQQgjpdCgAIoQQQkinQwEQIYQQQjodCoAIIYQQ0ulQAEQIIYSQTocCIEIIIYR0OhQAEUIIIaTTEXUrDGfFL46tUqlEHgkhhBBCLMV/bluyyQUFQGZUV1cDAMLCwkQeCSGEEEKsVV1dDW9v71aPob3AzDAYDCgoKICnpycYhrHrfatUKoSFhSEvL4/2GWtEr4l59Lo0R69Jc/SamEevS3Od4TVhWRbV1dUIDQ2FRNJ6lQ9lgMyQSCTo1q1bhz6Gl5fXTfsLaCt6Tcyj16U5ek2ao9fEPHpdmrvZX5O2Mj88KoImhBBCSKdDARAhhBBCOh0KgBxMqVTi//7v/6BUKsUeitOg18Q8el2ao9ekOXpNzKPXpTl6TUxRETQhhBBCOh3KABFCCCGk06EAiBBCCCGdDgVAhBBCCOl0KAAihBBCSKdDAZADrVy5ElFRUXBxcUF8fDz2798v9pAcat++fbj77rsRGhoKhmHw008/mVzPsiz+85//IDQ0FK6urhg9ejTOnTsnzmAdZMmSJbjlllvg6emJwMBA3Hvvvbhw4YLJMZ3tdVm1ahX69+8vLNaWmJiIP/74Q7i+s70e5ixZsgQMw2Du3LnCZZ3xdfnPf/4DhmFMvoKDg4XrO+NrAgD5+fl49NFH4efnBzc3NwwcOBCpqanC9Z31dbkeBUAOsmHDBsydOxevvfYaTp48iREjRmDixInIzc0Ve2gOU1tbiwEDBuDjjz82e/27776LZcuW4eOPP8axY8cQHByMcePGCXuz3Yz27t2L5557Dn///TdSUlKg0+mQlJSE2tpa4ZjO9rp069YN//vf/3D8+HEcP34cd9xxByZPniy8QXe21+N6x44dw6effor+/fubXN5ZX5e+ffuisLBQ+Dpz5oxwXWd8TSoqKjB8+HDI5XL88ccf+P/27j8m6vqPA/jz9ODiAA8ifhxlHCLxYyryY+KRExZOI91srgaVQ8emYkKY1szmhlulVKMC5zC0CK3JLLURsZAVXFOTJnLKFDsUKP+AMcwfpPkj7vX9o/lZx4/8ispV7+dju43P+/259+d1zx3stc/nc9ypU6dQXFwMPz8/bR8VcxmW0JiYMWOG5ObmuoxFR0fLa6+95qaK3AuA7N+/X9t2Op0SEhIiRUVF2ti1a9fEZDLJtm3b3FChe/T29goAsdlsIsJcbvH395cdO3Yon0d/f79ERkZKfX29pKamSkFBgYio+z4pLCyUuLi4YedUzWTdunUya9asEedVzWU4PAM0Bm7cuIHm5mbMnTvXZXzu3Lk4fPiwm6r6Z+ns7ERPT49LRgaDAampqUpldOnSJQDAgw8+CIC5DAwMoKqqCleuXIHValU+j1WrVmH+/PmYM2eOy7jKubS3tyM0NBTh4eHIyspCR0cHAHUzqa6uRlJSEp599lkEBQUhPj4e27dv1+ZVzWU4bIDGQF9fHwYGBhAcHOwyHhwcjJ6eHjdV9c9yKweVMxIRrFmzBrNmzcKUKVMAqJtLa2srfHx8YDAYkJubi/379yM2NlbZPACgqqoKx44dw+bNm4fMqZpLcnIydu7cibq6Omzfvh09PT1ISUnB+fPnlc2ko6MDZWVliIyMRF1dHXJzc/HSSy9h586dANR9rwyH3wY/hnQ6ncu2iAwZU53KGeXl5eHEiRM4ePDgkDnVcomKioLdbsfFixexd+9eLFmyBDabTZtXLY9z586hoKAABw4cwAMPPDDifqrlkpGRof08depUWK1WREREoLKyEjNnzgSgXiZOpxNJSUnYtGkTACA+Ph4nT55EWVkZsrOztf1Uy2U4PAM0Bh566CGMHz9+SHfd29s7pAtX1a1PbqiaUX5+Pqqrq9HQ0IBHHnlEG1c1F09PT0yePBlJSUnYvHkz4uLiUFJSomwezc3N6O3tRWJiIvR6PfR6PWw2G0pLS6HX67XXrloug3l7e2Pq1Klob29X9r1iNpsRGxvrMhYTE6N94EbVXIbDBmgMeHp6IjExEfX19S7j9fX1SElJcVNV/yzh4eEICQlxyejGjRuw2Wz/6YxEBHl5edi3bx++++47hIeHu8yrmstgIoLr168rm0d6ejpaW1tht9u1R1JSEl544QXY7XZMmjRJyVwGu379Otra2mA2m5V9rzz++OND/pWGw+FAWFgYAP5NceGuu69VU1VVJR4eHvLRRx/JqVOnZPXq1eLt7S1dXV3uLm3M9Pf3S0tLi7S0tAgAee+996SlpUV+/vlnEREpKioSk8kk+/btk9bWVnnuuefEbDbL5cuX3Vz5/bNy5UoxmUzS2Ngo3d3d2uPq1avaPqrlsn79evn++++ls7NTTpw4Ia+//rqMGzdODhw4ICLq5TGSv34KTETNXNauXSuNjY3S0dEhR44ckQULFoivr6/2d1XFTH788UfR6/Xy1ltvSXt7u3z22WdiNBrl008/1fZRMZfhsAEaQ1u3bpWwsDDx9PSUhIQE7aPOqmhoaBAAQx5LliwRkT8/nllYWCghISFiMBhk9uzZ0tra6t6i77Ph8gAgFRUV2j6q5ZKTk6P9ngQGBkp6errW/Iiol8dIBjdAKuaSmZkpZrNZPDw8JDQ0VBYtWiQnT57U5lXMRETkq6++kilTpojBYJDo6GgpLy93mVc1l8F0IiLuOfdERERE5B68B4iIiIiUwwaIiIiIlMMGiIiIiJTDBoiIiIiUwwaIiIiIlMMGiIiIiJTDBoiIiIiUwwaIiIiIlMMGiIjc6pNPPoGfn5+7y7jnLBYLPvjgA3eXQUQjYANERG6VmZkJh8NxR89JS0vD6tWr709BRKQEvbsLICK1eXl5wcvLy91l/CvcvHkTHh4e7i6D6D+BZ4CIaNTS0tKQl5eHvLw8+Pn5ISAgABs2bMBfv2LwwoULyM7Ohr+/P4xGIzIyMtDe3q7ND74EtnHjRkyfPh27du2CxWKByWRCVlYW+vv7AQBLly6FzWZDSUkJdDoddDodurq6hq3PYrFg06ZNyMnJga+vLx599FGUl5dr842NjdDpdLh48aI2ZrfbXda8VV9NTQ2ioqJgNBrxzDPP4MqVK6isrITFYoG/vz/y8/MxMDDgcvz+/n48//zz8PHxQWhoKLZs2eIyf+nSJSxfvhxBQUGYMGECnnjiCRw/fnxIFh9//DEmTZoEg8EAfn0j0b3BBoiI7kplZSX0ej2amppQWlqK999/Hzt27NDmly5diqNHj6K6uho//PADRARPPfUUbt68OeKaZ8+exZdffomamhrU1NTAZrOhqKgIAFBSUgKr1Yply5ahu7sb3d3dmDhx4ohrFRcXIykpCS0tLXjxxRexcuVKnD59+o5e49WrV1FaWoqqqip88803aGxsxKJFi1BbW4va2lrs2rUL5eXl+OKLL1ye9+6772LatGk4duwY1q9fj5dffhn19fUAABHB/Pnz0dPTg9raWjQ3NyMhIQHp6en49ddftTXOnDmDPXv2YO/evbDb7XdUNxH9DXd+FT0R/bulpqZKTEyMOJ1ObWzdunUSExMjIiIOh0MAyKFDh7T5vr4+8fLykj179oiISEVFhZhMJm2+sLBQjEajXL58WRt79dVXJTk52eW4BQUFt60vLCxMFi9erG07nU4JCgqSsrIyERFpaGgQAHLhwgVtn5aWFgEgnZ2dWn0A5MyZM9o+K1asEKPRKP39/drYvHnzZMWKFS7HfvLJJ13qyczMlIyMDBER+fbbb2XChAly7do1l30iIiLkww8/1LLw8PCQ3t7e275WIrozPANERHdl5syZ0Ol02rbVakV7ezsGBgbQ1tYGvV6P5ORkbT4gIABRUVFoa2sbcU2LxQJfX19t22w2o7e3d1T1TZs2TftZp9MhJCTkjtcyGo2IiIjQtoODg2GxWODj4+MyNnhdq9U6ZPvW625ubsZvv/2GgIAA+Pj4aI/Ozk6cPXtWe05YWBgCAwPvqF4iuj3eBE1E942McL+KiLg0TYMNvtFXp9PB6XSOqoa/W2vcuHFD6hzu0txwa4y2xluv2+l0wmw2o7Gxccg+f70nytvb+7ZrEtGdYwNERHflyJEjQ7YjIyMxfvx4xMbG4o8//kBTUxNSUlIAAOfPn4fD4UBMTMyoj+np6TnkhuPRuHVmpbu7G/7+/gBwT++zGS6b6OhoAEBCQgJ6enqg1+thsVju2TGJ6P/DS2BEdFfOnTuHNWvW4KeffsLu3buxZcsWFBQUAAAiIyOxcOFCLFu2DAcPHsTx48exePFiPPzww1i4cOGoj2mxWNDU1ISuri709fWN+uzQ5MmTMXHiRGzcuBEOhwNff/01iouLR13XYIcOHcI777wDh8OBrVu34vPPP9eymTNnDqxWK55++mnU1dWhq6sLhw8fxoYNG3D06NF7VgMRDY8NEBHdlezsbPz++++YMWMGVq1ahfz8fCxfvlybr6ioQGJiIhYsWACr1QoRQW1t7V39P5tXXnlFO8MUGBiIX375ZVTreHh4YPfu3Th9+jTi4uLw9ttv48033xx1XYOtXbsWzc3NiI+PxxtvvIHi4mLMmzcPwJ+XwmprazF79mzk5OTgscceQ1ZWFrq6uhAcHHzPaiCi4elkpIv0RES3kZaWhunTp/MrH4joX4dngIiIiEg5bICIiIhIObwERkRERMrhGSAiIiJSDhsgIiIiUg4bICIiIlIOGyAiIiJSDhsgIiIiUg4bICIiIlIOGyAiIiJSDhsgIiIiUs7/AOEl004LJ9PyAAAAAElFTkSuQmCC", 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", 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" ] @@ -317,11 +298,11 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.00011420249938964844 s avg. property iteration time\n", - "0.010839866869377367 s avg. scan0 wait time\n", - "0.0 s avg. measure time\n", - "0.0011183818181355794 s avg. data allocation time\n", - "0.014926523873300263 s avg. data save time\n" + "3.8873065601695665e-05 s avg. property iteration time\n", + "0.010237722685842804 s avg. scan0 wait time\n", + "3.567608920010653e-05 s avg. measure time\n", + "0.0006269397157611269 s avg. data allocation time\n", + "0.015462972901084206 s avg. data save time\n" ] } ], @@ -336,7 +317,7 @@ ], "metadata": { "kernelspec": { - "display_name": "base", + "display_name": "ps", "language": "python", "name": "python3" }, @@ -350,7 +331,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.4" + "version": "3.13.3" } }, "nbformat": 4, diff --git a/demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb b/demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb new file mode 100644 index 00000000..5aae7906 --- /dev/null +++ b/demo_notebooks/08-example_GradientDescentOptimizeScan.ipynb @@ -0,0 +1,763 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# 08 Example - Gradient Descent Optimization Scan Using `GradientDescentOptimizeScan` Implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GradientDescentOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GradientDescentOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Minimizes objective function using gradient descent.\n", + " Gradients are approximated using forward finite differences.\n", + " Gradient descent is performed over one dimension at a time.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " input_epsilon, learning_rate, update_epsilon,\n", + " dt=0, n_max=100):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.dim = 0\n", + " self.fd_step = True\n", + " self.input_epsilon = input_epsilon\n", + " self.learning_rate = learning_rate\n", + " self.update_epsilon = update_epsilon\n", + " self.dim_ct = len(optimizer_inputs)\n", + " self.keep_running = np.full(self.dim_ct, True)\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + " \n", + " def gd_f(f_in_prev, f_out, f_out_prev, input_epsilon, learning_rate):\n", + " grad = (f_out - f_out_prev) / input_epsilon\n", + " grad_update = learning_rate * grad\n", + " f_in_dim_next = f_in_prev - grad_update\n", + " return grad, f_in_dim_next\n", + "\n", + " if self.fd_step:\n", + " f_in = [experiment.__dict__[measurement][index - 1] for measurement in self.opt_in]\n", + " f_in[self.dim] += self.input_epsilon[self.dim]\n", + " self.fd_step = False\n", + " return f_in\n", + " else:\n", + " f_in_prev = [experiment.__dict__[measurement][index - 2] for measurement in self.opt_in]\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " f_out_prev = experiment.__dict__[self.sample_f_out][index - 2]\n", + " grad_dim, f_in_next_dim = gd_f(f_in_prev[self.dim], f_out, f_out_prev, self.input_epsilon[self.dim], self.learning_rate[self.dim])\n", + " f_in_next = f_in_prev.copy()\n", + " f_in_next[self.dim] = f_in_next_dim\n", + " self.keep_running[self.dim] = abs(grad_dim) > self.update_epsilon[self.dim]\n", + " if not self.keep_running.any():\n", + " self.running = False\n", + " self.fd_step = True\n", + " self.dim += 1\n", + " self.dim %= self.dim_ct\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GradientDescentOptimizeScan({'v1': 2., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " (1e-1, 1e-1), (1e-1, 1e-1), (1e-1, 1e-1),\n", + " dt=1., n_max=100)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [], + "source": [ + "expt = ps.Experiment(runinfo, devices, time=True)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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'v2_voltage': [1.0,\n", + " np.float64(1.0),\n", + " np.float64(1.0),\n", + " np.float64(1.1),\n", + " np.float64(1.9899999999999949),\n", + " np.float64(1.9899999999999949),\n", + " np.float64(1.9899999999999949),\n", + " np.float64(2.089999999999995),\n", + " np.float64(2.7819999999999965),\n", + " np.float64(2.7819999999999965),\n", + " np.float64(2.7819999999999965),\n", + " np.float64(2.8819999999999966),\n", + " np.float64(3.4155999999999977),\n", + " np.float64(3.4155999999999977),\n", + " np.float64(3.4155999999999977),\n", + " np.float64(3.515599999999998),\n", + " np.float64(3.9224799999999984),\n", + " np.float64(3.9224799999999984),\n", + " np.float64(3.9224799999999984),\n", + " np.float64(4.022479999999998),\n", + " np.float64(4.327983999999997),\n", + " np.float64(4.327983999999997),\n", + " np.float64(4.327983999999997),\n", + " np.float64(4.427983999999997),\n", + " np.float64(4.652387199999996),\n", + " np.float64(4.652387199999996),\n", + " 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np.float64(5.709838590156798),\n", + " np.float64(5.677870872125438),\n", + " np.float64(5.677870872125438),\n", + " np.float64(5.677870872125438),\n", + " np.float64(5.777870872125438),\n", + " np.float64(5.732296697700351),\n", + " np.float64(5.732296697700351),\n", + " np.float64(5.732296697700351),\n", + " np.float64(5.83229669770035),\n", + " np.float64(5.77583735816028),\n", + " np.float64(5.77583735816028),\n", + " np.float64(5.77583735816028),\n", + " np.float64(5.87583735816028),\n", + " np.float64(5.810669886528224),\n", + " np.float64(5.810669886528224),\n", + " np.float64(5.810669886528224),\n", + " np.float64(5.910669886528224),\n", + " np.float64(5.838535909222579),\n", + " np.float64(5.838535909222579),\n", + " np.float64(5.838535909222579),\n", + " np.float64(5.938535909222579),\n", + " np.float64(5.860828727378063),\n", + " np.float64(5.860828727378063),\n", + " np.float64(5.860828727378063),\n", + " np.float64(5.960828727378063),\n", + " np.float64(5.87866298190245),\n", + " np.float64(5.87866298190245),\n", + " np.float64(5.87866298190245),\n", + " np.float64(5.97866298190245),\n", + " np.float64(5.89293038552196),\n", + " np.float64(5.89293038552196),\n", + " np.float64(5.89293038552196),\n", + " np.float64(5.99293038552196),\n", + " np.float64(5.904344308417568),\n", + " np.float64(5.904344308417568),\n", + " np.float64(5.904344308417568),\n", + " np.float64(6.004344308417568),\n", + " np.float64(5.913475446734054)],\n", + " 'v1_readout': array([2. , 2.1 , 2.39 , 2.39 , 2.39 ,\n", + " 2.49 , 2.702 , 2.702 , 2.702 , 2.802 ,\n", + " 2.9516 , 2.9516 , 2.9516 , 3.0516 , 3.15128 ,\n", + " 3.15128 , 3.15128 , 3.25128 , 3.311024 , 3.311024 ,\n", + " 3.311024 , 3.411024 , 3.4388192 , 3.4388192 , 3.4388192 ,\n", + " 3.5388192 , 3.54105536, 3.54105536, 3.54105536, 3.64105536,\n", + " 3.62284429, 3.62284429, 3.62284429, 3.72284429, 3.68827543,\n", + " 3.68827543, 3.68827543, 3.78827543, 3.74062034, 3.74062034,\n", + " 3.74062034, 3.84062034, 3.78249628, 3.78249628, 3.78249628,\n", + " 3.88249628, 3.81599702, 3.81599702, 3.81599702, 3.91599702,\n", + " 3.84279762, 3.84279762, 3.84279762, 3.94279762, 3.86423809,\n", + " 3.86423809, 3.86423809, 3.96423809, 3.88139047, 3.88139047,\n", + " 3.88139047, 3.98139047, 3.89511238, 3.89511238, 3.89511238,\n", + " 3.99511238, 3.9060899 , 3.9060899 , 3.9060899 , 4.0060899 ,\n", + " 3.91487192, 3.91487192, 3.91487192, 4.01487192, 3.92189754,\n", + " 3.92189754, 3.92189754, 4.02189754, 3.92751803, 3.92751803,\n", + " 3.92751803, 4.02751803, 3.93201442, 3.93201442, 3.93201442,\n", + " 4.03201442, 3.93561154, 3.93561154, 3.93561154]),\n", + " 'v2_readout': array([1. , 1. , 1. , 1.1 , 1.99 ,\n", + " 1.99 , 1.99 , 2.09 , 2.782 , 2.782 ,\n", + " 2.782 , 2.882 , 3.4156 , 3.4156 , 3.4156 ,\n", + " 3.5156 , 3.92248 , 3.92248 , 3.92248 , 4.02248 ,\n", + " 4.327984 , 4.327984 , 4.327984 , 4.427984 , 4.6523872 ,\n", + " 4.6523872 , 4.6523872 , 4.7523872 , 4.91190976, 4.91190976,\n", + " 4.91190976, 5.01190976, 5.11952781, 5.11952781, 5.11952781,\n", + " 5.21952781, 5.28562225, 5.28562225, 5.28562225, 5.38562225,\n", + " 5.4184978 , 5.4184978 , 5.4184978 , 5.5184978 , 5.52479824,\n", + " 5.52479824, 5.52479824, 5.62479824, 5.60983859, 5.60983859,\n", + " 5.60983859, 5.70983859, 5.67787087, 5.67787087, 5.67787087,\n", + " 5.77787087, 5.7322967 , 5.7322967 , 5.7322967 , 5.8322967 ,\n", + " 5.77583736, 5.77583736, 5.77583736, 5.87583736, 5.81066989,\n", + " 5.81066989, 5.81066989, 5.91066989, 5.83853591, 5.83853591,\n", + " 5.83853591, 5.93853591, 5.86082873, 5.86082873, 5.86082873,\n", + " 5.96082873, 5.87866298, 5.87866298, 5.87866298, 5.97866298,\n", + " 5.89293039, 5.89293039, 5.89293039, 5.99293039, 5.90434431,\n", + " 5.90434431, 5.90434431, 6.00434431, 5.91347545]),\n", + " 'vf': array([2.90000000e+01, 2.86100000e+01, 2.75921000e+01, 2.66021000e+01,\n", + " 1.86722000e+01, 1.83602000e+01, 1.77649040e+01, 1.69729040e+01,\n", + " 1.20403280e+01, 1.17907280e+01, 1.14546666e+01, 1.08210666e+01,\n", + " 7.77826592e+00, 7.57858592e+00, 7.39944900e+00, 6.89256900e+00,\n", + " 5.03641499e+00, 4.87667099e+00, 4.79077728e+00, 4.38527328e+00,\n", + " 3.27032543e+00, 3.14253023e+00, 3.11056139e+00, 2.78615819e+00,\n", + " 2.13098415e+00, 2.02874799e+00, 2.02669044e+00, 1.76716788e+00,\n", + " 1.39457055e+00, 1.31278162e+00, 1.32618680e+00, 1.11856875e+00,\n", + " 9.17477712e-01, 8.52046570e-01, 8.72403488e-01, 7.06309050e-01,\n", + " 6.07507782e-01, 5.55162868e-01, 5.77613381e-01, 4.44737830e-01,\n", + " 4.05422618e-01, 3.63546687e-01, 3.85452682e-01, 2.79152242e-01,\n", + " 2.73124585e-01, 2.39623840e-01, 2.59673811e-01, 1.74633459e-01,\n", + " 1.86083022e-01, 1.59282426e-01, 1.76938515e-01, 1.08906233e-01,\n", + " 1.28479764e-01, 1.07039288e-01, 1.22198470e-01, 6.77726448e-02,\n", + " 9.00963534e-02, 7.29439721e-02, 8.57332776e-02, 4.21926172e-02,\n", + " 6.43171096e-02, 5.05952044e-02, 6.12503029e-02, 2.64177746e-02,\n", + " 4.68473048e-02, 3.58697807e-02, 4.46649981e-02, 1.67989754e-02,\n", + " 3.48897588e-02, 2.61077395e-02, 3.33174421e-02, 1.10246240e-02,\n", + " 2.66154326e-02, 1.95898172e-02, 2.54686376e-02, 7.63438312e-03,\n", + " 2.08226665e-02, 1.52021741e-02, 1.99763078e-02, 5.70890422e-03,\n", + " 1.67175382e-02, 1.22211444e-02, 1.60859408e-02, 4.67201792e-03,\n", + " 1.37720498e-02, 1.01749347e-02, 1.32958852e-02, 4.16474685e-03,\n", + " 1.16323721e-02])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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HjuwcI9KuG/0FQ9GiRY1Oz2idGZKkVtn2EjBI06/hMUT24bTHD/3xLu2xNu3xOyOenp4qmNu7d6/aD+RCQ5oIpflIfsOZkbIJCZrSlk+aqNOWzRGO22kxRyWNWrVqqR+sRMtyIJb/5SRm7d4+EgzJlb60NcoJtWDBgirfQw70+qDJHPqTjxzs5creGLlay4r0suy1Wk3zpHf1KVevliAnVsMTlpyoa9asqbattOfq15WUQ2ovjH03fV6BlEmubiVn6X//+5/aT2T5clUjwYs1x2axxHqSWgvpkSFXUHLlLLVzknMhBzA5YKW3XeXALFdv8n2/+eYbdbCX8YTkilfa4PXfW8ooOVqSZyA5CxIcSg7HuHHj1LT08jMkoJYgRwIUaQOXE5UEklLjJ+vZmus1vfVnyX3cWhyljHKyl+OV9OjJiLwvFwqynTNiicHW0ls32Vlnkscj54NZs2apXDJDso9WrVpV/T6MSRsgGdYgmiNv3rzqPCEPGSdK8hMluNTnshij//1InorUEqdlyx5OWeX4JbQDCUoksVJ+WBIkSMQviWd6slNI8lVa+irqjHaa9H6E0kwjB2c5uEuSo54EKoZk2bLjnT9/PtWViCSPGZJoWa5c5ECcnSvL7JBySpWqPhoXklgm9Mlb+qvAtIOTGbuys8QBTIIzCd6mTZumqlDlyktOjHKgkqscw7KmJclxUn5JnDbswp62iUG//fVXMobS7jcyr1SnytWm4ZVm2n3JUutJrpYk6JCHHFRlIC1JnJTgJb39RIIOqRVZvnx5qitVY1XGQmoF5SEJyvL7kd+TJIZLTY4xGzZsUE0W0gQngbqe7OOWIusv7bqTqmxpcskKfTLnkSNHHqnNzMo+q9/O6R1XpIYqs8HWzP0cfbOEnkzL6NiVEUnS/vHHH1UyqWGTuOGFmFyNS2JqWvI7MaxhkGOZHDsMEzztPVKslF+OF9IBwdhFq+wPBw8eVL8rW5W1du3aKlCRfVi2W3qfq99XJfHXlHOBKcdtW2PTjxH6HVF6HUi7cdods3Xr1qq3h+Sy6Em1rDSzyIbMqO1Rf7BJe9CUSF92NMMrPPlhp80Wl/wSIbUuhqR3QNrlSTW8BEByME3LVv3vpW1VT4IBeS01Rfp8H/mBSVnlSt9Q2u+X0boz13vvvadyKPRXP9JTRsogTRZpr6zktX4kYv3VmOE88lyutAzJ1aVccUlAY9hsIQFN2vwl2ZdkmxuuJyE1FbI/SBWvkKtQOVllZz1JTVBa+ivDjJpnjH1v+V5pg2ipPk+7/rK6fAkijH23rJKDddp1J7/XrNbcSe8mCSyl10hsbGyq9wy/h2wLU5quDPcZw+0mv12p7ZL9xFInNzlhSe8Xw20itYnSzGms96AppJea1BJIIJJ25G7Z7ySfRnqsyHzGcouMHcv0+75+PdprpGUJBCR/TQKw9HqgyftSsyrBWlrSeytts52pbty4YTTnUX4f69atUxce+kA5vd+9nDPk+CEXJcZyx4ydCzI7btsaa1SMkOheEiSlLVCkDVQkgU6qAOWHJEmQkq8gBxi5ApTAIL1ubvqmJSF/JzuQPoFXDhBy4pRuYdKtTtoN5QcsO6Fhlar8vQQg0l1SDgj67sn6iNcwqh47dqy66pWEKWlblQBKDhpSpS5X8cZOXJYkNUTSvCBNT1IGORhKk4M0u+gHhJJqY+l2JwcnKbucUCRXx1j+THrrzlyyHuTAL905peZMPvOzzz5TXUwlOOzQoYM6Ccn2lLZoSayUqylp+pB55bkclOTHL9vbWPu2nMBkm8rBTZo/ZF3Ld5SurNHR0SnzSbJz48aNVa2GfPZjjz2mTkyy78nVm2E3TKmRkG0q/8sJR068+u1ubD3JMmX9yAFGPkeaVeRvpFwSIMo6lmBAukwbuwo2PClLU48sQ05EUn45IMsJz7BGQn4DsjzJNZFySy2RzCfrKaMTrfzWpMZD9hPZtrIfSDW1JZswZJ3JyVJ+O9J8J1e/UnuZ1e7L8p0kmJTlSm2r/GblO8hyJQFY1oV+W0jzmnS7lvmk+UvWozFyEpRjiiSBSld1ffdk+Y1Y6rYbsi9I91TJU5PmNkmw1HdPlousN998M0vLldpd+c5yrJQmECm/HEdln/75559VboUcM411K5bfmTRlyLFPLv6kaUXWp/wW9GQ9yjFLjpGS0yXL1ifCWpvsk3IylwscqRlMW0MrDxkqQvK9ZB+TY640MUsQLLVhMl32tawMRig5knXr1lW1XxIkSNON/G5lXcq+JscI/T4sga4cE2X7SnAsNfPyd/I7lVxHKaM0e8sxQY6/km8nx2Mpq2FgYspx2+bs0tfICcgwxbJ66tata/R9/YBv0u1LBhSS+TIb8E1Idzbp+iUDZ0n3U8NNIAOxybDIMhCRdKuVvzPWVU4GdZKuujI4kgzcI4NRnTx5Us03duzYVPPK4HUyrwxQ5uPjo4a3btq0qe6HH37I1oBvaaXt/mls4KD8+fOrefTdt/Wky9tzzz2n5pEueNItVQYiMmfdmTPgm9iwYcMjZZaBoGRAJCm3PGQbyLqTdasng29J11VZ7zIYmHTtk26UxroOy/JkYDTZnjKwU3oDvkn3Qen+WqhQIbWNZB9IO+CbvguvdDmXLoXSNbZLly5qEDJjXW9HjRqlK1y4sOoGqe++KYOJSRdS+Rzpaij/d+vWTXfq1CldZpYvX66rVq1ayiBuX3zxhRoEzrBrqAycJcsrVqyY+s7SDVYGStyzZ0+my5fum48//rjqPirleu+991K6lGY2JLgp3Whln/vf//6XMoCbdK2Wrt/pdU9Ou6z0utHLemnQoIEqtwy6JseBuXPnphrMr3v37uo4YcqAb3///bcakE+/PBnMMb0B39J2FTXWVTc98+fP19WoUUNtJzmOpB3wzdT1mtahQ4fUPiBd8/XHG3ktXf3T0n8P+X5yLJV9Wn7/r7/++iNdvmVoARlYT9aLqQO+paUfaM2QsWNa2mOuscHvjA34Jl2/5XehH+RRvosMOCeDpUVERGRYjvRIV+6JEyeq/VUGkJN1KutJhtD48ccfHzlGyDQZMkC60qfdX+W5LEeOH/I7loHpZFgLw9+nOcdtW/KQf+wTIpElSRNVjRo11NWIIwzzL8mlklhpWHtARKQntUTS3Cq1FVmt2SL3OG4zR8UJSZVwWtIUJE1OhsmIREREzo45Kk5IhjWWPvWS2yBdy6QNUR6SS5G2GxwREZEzY6DihCT5UHqQjBo1SlXRSZdRqUaV5EkiIiJXwhwVIiIicljMUSEiIiKHxUCFiIiIHJZT56jIUL/Xrl1Tg3PZe4hlIiIiMo1kncigkDKAX0aDpDp9oCJBCnu5EBEROafLly+r0bFdNlDR38RNvmhmd+QkIiIixxAZGakqGgxvxuqSgYq+uUeCFAYqREREzsWUtA0m0xIREZHDYqBCREREDouBChERETksp85RMVVSUhISEhLgjnx8fODl5WXvYhAREWWJt6v3075x4wbu378PdxYSEoICBQpwrBkiInI6Lh2o6IOUsLAwBAYGut2JWgK1mJgYhIeHq9cFCxa0d5GIiIjM4u3KzT36ICVv3rxwVwEBAep/CVZkXbAZiIiInInLJtPqc1KkJsXd6deBu+bpEBGR83LZQEXP3Zp7jOE6ICIiZ+XygQoRERE5L7sHKlevXkXPnj1VHonkU1StWhV79uyxd7GIiIjI3QOVe/fuoWHDhmqsj7/++gvHjh3DuHHjkDt3bnsWy6Fdv34d3bt3R7ly5dStsd944w17F4mIiMg1e/188cUX6u6J06dPT5lWsmRJexbJ4cXFxSFfvnz46KOPMH78eHsXh4iIXEVCLODjD0dj1xqV5cuXo3bt2ujcubPqOlujRg38+OOPGZ6k5dbQhg9X88MPP6BQoUJITk5ONb19+/bo27cvSpQogYkTJ6JXr14IDg62WzmJiMiO7p4D7l2w3PI2fwOMLQpscbwLYLsGKufOncOUKVNQtmxZrF69GgMGDMCQIUPw66+/Gp1/zJgx6uSsf0htjNkDoMUn2vwhn2sqCdru3LmD9evXp0y7e/cuVq1ahR49epj1fYmIyAEkxgGn/9ZqLCzhyl5gUj3g+zrAxe3ZX56Ubd2nQFI88PcI4MhiOBK7Nv1IrYHUqHz++efqtdSoHDlyBFOnTkXv3r0fmX/YsGF46623Ul5LjYo5wcrDhCRU+ng1bO3Ypy0R6Gvaqpb8nFatWmHOnDlo2rSpmvb7778jNDQUjRs3tnJJiYgIcdGAhyfga4FxuKR2fP6LwOnVQMmngB6/A96+WV9ezF1gYW8tqBDzugP9/gbyls7a8iKuAIv7y6U8EFIcuH8RWDoAyF0cKFwLcPcaFRnSvVKlSqmmVaxYEZcuXTI6v5+fH4KCglI9XJHUnCxatEg1dYnZs2eja9euKnmWiIis6N5F4NsawISqwM1j2V/e1vFakCLObwSWDdKCl6xITgaWvApEXAbylAIK1QAe3gVmd9YCGHMlxgML+2jLKPgYMHAHULYlkBgLzO0ORFwF3L1GRXr8nDx5MtW0U6dOoXjx4lb5vAAfL1W7YWvyueZo27atai5auXIl6tSpg82bNzNxlojImFsngZ1Tgdp9gQJVs99EI7UVD7T7o2FmR+Dl1UDuEllb3vnNwD+fac9rvQTsnwkcXgAEFQSaf5rFoGcN4O0PdP4VyJkf+KkpcPcsMK8H0Gsp4O1n+vLWfgxc2Q34BwNdftNqkJ77CfilJRB+DJjbFei7CvDNAXuy6yX6m2++iR07dqimnzNnzqjmDkkmHTRokNVGaJUmGFs/zB0Z1t/fH506dVI1KXPnzkX58uVRs2ZNq6wTIiKn9fAeMPt5YM8vwIw2wPWD2Vve6g+Aa/uBgNxAvopA9A3gt/ZA1A3zlyV/83tfQJcMPNYdaDMeaPe99t7WicCOqVkPelp/BRSsBuTKD/RYCPgFAZe2abU1puZEHl0K7JyiPe8w9b9gzD8I6DYPCAwFbhwCFr+S9RogV6hRkdqCJUuWqNyTTz/9VHVNnjBhApNG/23+adOmDY4ePaoGxDN04MAB9X90dDRu3bqlXvv6+j7SjEZE5FCSEoG/3gOSE4FnxmTvSl01g7wG3P83VSD2PvBbB6D3CqBAFfOXd2ghsPsn7XmnH7XaGalZkJ41MzsBL63UAhhTv+fvL2s1M2GVgWfHyZUyUL0bEHVNS1xd9T6QqwBQuYP5QU+NF/97L6yiVhsiAdvhhYBPAFCwesbLk/W/bpT2vMEQoELr1O9LfkrXOcCvbYATfwD/fAo0GwF78dCZ0yXFwUgyrfT+iYiIeCRfJTY2FufPn1fBj9RQOBtJNC5SpIga4O3s2bMoVapUynvGamikuezCBeNd1Zx9XRCRi1j7CbB1gva8aD2g+wIgICRry5JutNJDxcsP6LlIa8a4tg8IzAv0WamdwM1pPvqhMZDwAHjiHaDpcG363fPAL89oNStS3heXmBZc/T0S2PIN4JsTeGUDEFr2v/fklLvybWDPz1rZK7WTo3rGy7txGLh1HAirBPRbZzzJd99vwPLBMEuxBkDv5YCXj/H3Dy3QEm0f6wa0nwxYME8yo/N3WgxU3ADXBRFlSWwEcGwZUK4VkDNf9pZ18i8t50H45NCCggLVtJN/jlDzlnVhK/BrW0CXBLSZANR+CXgoNSrttOafHPm0YCVf+cyXFf8A+LEJcOsEUOIJoNcywNMgr/DmUWB6K21d5K+Seb5KchJw6i/t+fPTgSqdjM+zoJdWW2EqXyNBT1oH5wHHV5i2vFwFgafeA3KGZTzfhS1A8YZajZAFMVDhyTkVrgsiMps0X8iJ/+JWILgo0H0+kL9y1pYlzSfTntRO9vVeA6r30BJVY24DoeW04CCokGnLiroJTHsCiL4JVHsB6Djtv5Oo9Hz5tR1w87CWaFqnX+a1FZe2A2fXATkLAK9u0vI+0rq8S8tVSYgx/TvXfRVo/WXGibuSJ/LgVubL8vAAyj2T9S7IDoiBCk/OqXBdEFG2mmmEby6g8wygbDPzliMn5J9bANcPAIVrAy/9pY0jcvu0dvKPvKqN3yHBSp5MbqEiNRHyNxc2a8mu/dc92hTz4I5W2xJ+1PQyenhpuS0lGqY/z52zWvdiU0jQI4EFh5SwSKBi12RaIiKyILlCT3io1TRk5yQpzTT6IEWaVo4s0oKDOZ2BVl8CdWWAMBOtGqYFKZKIKoGOfrAzacKQrq9SA3LvPPBtdW2QtYyo62qd1nTU5Vfj+SI58mp5FzsmAw9um1ZbUal9xkGKkNoMF6rRcCYMVIiIXIHkksgYIEJ6f0iTSFbySqSZRgYVE9JMI/kf0lSzYihwcA7w5zvafWYeH5B5s8q59VrSqL4nTUiakcRDimnBypwuWm6J9GrJjE8g0GFSxvknkvPS9OPMl0VOgYEKEZGzk2aJpQbjT0nOxdRGwHM/AiWfNK+ZZkFvLZdEmmma/9uFVWpBOkzWahT+GaXVVsjDVNKTpmxz4+9JF91XNmo5J6YmlfrlNP2zyekxUCEicmbS1CM9SOKjgGL1taYZ6VIqvVikWUV6djz1v9Q9WcxtptE3kTz5jjZ0u8wng62ZospzQOMPMp5Hli0BC5ERDFSIiOzh1Brg70+Aiu2ARm9oA3VlhTTF3DyidcmV7rAyPHv/f7SB1fbPAjZ+ARz+HQjMk/kgYDIqa3rNNHrS3dZYl1siK2GgQkRkj6aaRS8DcZHaPVUOzgWeGQuUb2XeeBUSiMhDckXkHi0SpAhJMm0/CSj5NPDHG9q9YORhiiffS7+ZhsgOGKgQEdm8qaa3FqTkr6rdufb+RWBeN6BMc6DVF6b1LrlxRBvhVDT+ECj19KPzVOsMlHwCuLrPtLLJ2CNFapn5hYisi4EKEZEtSZOMDEgmN33rsUC7odzmr4Ft3wNn1gKTNwLBRTJfjnS9TYwFyjQDnvg3YDFGcj/S3suFyIlwNBons3jxYjRv3hz58uVTg+TUr18fq1evtnexiFzf7TNazUR2xsg8MEe7J0tKU00hrQeL3PBt4HagdBMgKV7r/pvZQ2pkZDj3jj9wYDFyaaxRcTKbNm1Sgcrnn3+OkJAQTJ8+HW3btsXOnTtRo0YNexePyDXJTeF+aqbVYMj9XmRo9mpdzLv7r9wz5o+3tOfSC6Z049TvywBoPRcD4ce1IMQUcpdcH442Ta6NgYqD+eGHHzBixAhcuXIFngZXSe3bt0fevHnxyy+/pJpfApZly5ZhxYoVDFSIrEHGFJHuvxKkCOlhIwmqMsR89e5A5Y6pu/Eak5ysDaKW+BAo3VQbV8QYSaTNX8ny34HIiblXoCJVtubcVMpSZCRFEzP5O3fujMGDB2P9+vVo2rSpmnb37l2sWrUKf/755yPzJycnIyoqCnnyZNL1kIiydsxY9rrW1CI35pP70cjw8rt/0oZ93zlFe5gqqLDW9ZdNNUQmc69ARYKUz028Q6clfXDN5Cri3Llzo1WrVpgzZ05KoPL7778jNDQUjRunqSoG8PXXXyM6OhpdunSxeLGJ3N7OqcDx5YCnjzYAmvTGafA68PhAbfTX3T9rzUKmkOHsn/1GuxcNEZnMvQIVJ9GjRw/0798fkydPhp+fH2bPno2uXbumagoSEsyMHDlSNf2EhYXZrbxELunyLmDNR9rzFp8BRWr/9578FmWsEY43QmR17hWoSBOM1G7Y43PNIMmxOp0OK1euRJ06dbB582aMHz8+1Tzz5s1Dv379sHDhQjRrZuZt14lc3b2LwLZvtaaWgo9pSafm1GQ8uAMs7KON1lqpA1Dv35v0EZHNuVegInki5mTp24m/vz86deqkalLOnDmD8uXLo2bNminvz507F3379lXByrPPPmvXshI5nPgYYG5XbcRXQ5JjUqCqNm5JZsKPApFXgTylgXbfmTdaLBFZlHsFKk7W/NOmTRscPXoUPXv2TNXc07t3b0ycOBH16tXDjRs31PSAgAAEBwfbscREDpL8KqO1SpCSIwwo0Qi4flAbPj7isvYwlbc/0OU3wN+EwIaIrIaBioNq0qSJ6slz8uRJdO/ePVX35cTERAwaNEg99CR4mTFjhp1KS+Qg9s8EDs4BPDyB53/Rho/XdzGWpFcZyyQxzrRllW0BhFWwanGJKHMMVByUJM5eu/ZoPs2GDRvsUh4ih3f9EPDnu9rzJh/9F6QI/2CtdkUeRORU2JmfiFxrUDapCWn4pr1LREQWwkCFiFxgULZB2gBswcWAjtM4oBqRC2HTDxHZ3/nNwKlVQMwd7a7AMbe1LsLx0Zn/rS4ZiL3/36BsgRylmciVMFAhIvs6ux6Y2VEijqwvw8MLaP0lUKSWJUtGRA7A5QMVGTjN3XEdkMOKvAYs6qcFKXKzPkmADQwFcoRq//vlMm0ME/8QIFd+W5SYiGzMZQMVHx8f9X9MTIwaY8SdyTowXCdEDiEpAVj4ktbMIwOxdZ0N+Lj3b5WI3ChQ8fLyQkhICMLDw9XrwMBAeLjZ6JJSkyJBiqwDWReyTogcxrqRwOUd2kixnX9lkEJE7hWoiAIFCqj/9cGKu5IgRb8uiBzCiZXAtu+05+0naXclJiJyt0BFalAKFiyo7iyckJAAdyTNPaxJIYdy9zywZID2/PGBQKV29i4RETkwlw5U9OREzZM1kZUkxAJHfgcOLTCtO3HEFSAuAihSF2g20hYlJCIn5haBChFZQcRVYM/PwN4Z2vgn5pAePZ2nA96+1iodEbkIBipEZJ6oG8CqYcCxZYAuSZsWXBSo0w/IZ+JN/IrVAwJyW7WYROQaGKgQkenkzsPzugNX92qvSzwB1HsVKNcK8OLhhIgsj0cWIjLdmo+0IEUGWOu1FChUw94lIiIXxzt3EZFpjiwCdv2gPe/0A4MUIrIJBipElLnbp4HlQ7Tnjd4EyrW0d4mIyE0wUCGijMXHAAt6aV2PizcCGn9k7xIRkRthoEJE6ZMbWq58Gwg/BuQIA57/mUmzRGRTPOIQuZvEeGDtx8CpVdpdizOiSwbuXwI8PIHnfwFy8VYMRGRbDFSI3MnDe8D8F4ELm837u2YjgJJPWKtURETpYqBC5C7uXQRmdwZunwR8cwJtJgC5S2T+d4F5eNNAIrIbBipE7uDKXmDuC8CDW0CuQkCPBUCBqvYuFRFRphioELm6EyuB318GEh9qwUn3BUBQIXuXiojIJAxUiFzZlT3Agt5AcgJQprl2I0C/XPYuFRGRyRioELmqmLvAwj5akFKhDdD5V3YtJiKnw3FUiFxRcjKw5FUg4jKQpxTQYTKDFCJySgxUiFzRlm+A02sAb3+gy2+Af7C9S0RElCUMVIhczflNwPrR2vPWX7N3DxE5NQYqRK4k6obWw0dGlK3eA6j5or1LRESULWy0JnJ0UTeB1R8AsRGZz3v3LPAgHAirrNWmEBE5OQYqRA6fFPsKcG6D6X/jm0vLS/ENtGbJiIhsgoEKkSPbMVkLUrwDgGc+15JjM1PyKSC4sC1KR0RkdQxUiBzVjcPAupHacwlSave1d4mIiGyOybREjijhIbCoH5AUD5RvDdR6yd4lIiJyv0BlxIgR8PDwSPWoUKGCPYtE5BjWfgLcOgHkzA+0+w7w8LB3iYiI3LPpp3Llyvj7779TXnt7271IRPZ1ei2wa5r2vP1kIEeovUtERGQ3do8KJDApUKCAvYtB5BiibwFLB2rP6w0Ayjazd4mIiNw7R+X06dMoVKgQSpUqhR49euDSpUvpzhsXF4fIyMhUDyKXkZykdUVW46BUApqNsHeJiIjcO1CpV68eZsyYgVWrVmHKlCk4f/48nnjiCURFRRmdf8yYMQgODk55FC1a1OZlJrKaTV8DZ//RuiI/9zPgY0JXZCIiF+eh0+l0cBD3799H8eLF8c033+Dll182WqMiDz2pUZFgJSIiAkFBQTYuLZEFSYAysxMAHdBhKlC9m71LRERkNXL+lgoHU87fds9RMRQSEoJy5crhzJkzRt/38/NTDyKXEnkNWNRfC1Jq9maQQkTkSDkqhqKjo3H27FkULFjQ3kUhso2kBGDhS0DMbe0ux62+tHeJiIgcil0DlXfeeQcbN27EhQsXsG3bNnTs2BFeXl7o1o1XlOQm/h4BXN4B+AVp9+dhXgoRkeM0/Vy5ckUFJXfu3EG+fPnQqFEj7NixQz0nclq7fgQOLwQyS//SJQNX92jP208C8pSySfGIiJyJXQOVefPm2fPjiSzv/iVg1ftAcqLpf1P/daBSO2uWiojIaTlUMi2R09v2nRakFH0caDA48/ll1Nmi9WxRMiIip8RAhchSosOBfb9pz5t8CJR80t4lIiJyeg7V64fIqW2fBCTGAkXqACWesHdpiIhcAgMVIkt4eA/Y/bP2/Il3eLdjIiILYaBCZKmePvFRQP4qQLmW9i4NEZHLYKBClF1x0cCOydrzJ95ibQoRkQUxUCHKrr0ztKYfGQelUgd7l4aIyKUwUCHKjoRYrUuyaPQm4Oll7xIREbkUBipE2XFwDhB9AwgqDFTrau/SEBG5HAYqRFkVGwlsHq89bzAE8Pa1d4mIiFwOAxWirJD7+CwfDERcAoKKADV72btEREQuiYEKUVbsnAYcWwp4egOdpwO+gfYuERGRS2KgQmSuK3uANR9pz1t8BhSta+8SERG5LAYqROaIuQss6A0kJwAV2wH1XrN3iYiIXBoDFSJTJScDi18BIq8AeUoD7SdxcDciIivj3ZPJvUlS7Nl/tAHbMnN5J3BmLeDtD3T5DfAPskUJiYjcGgMVcm9HlwC/v2Te37T+GihQxVolIiIiAwxUyL0dnKf9H1oeyJU/8/nLPwvUfNHqxSIiIg0DFXJf0twjzT7ihZlAvvL2LhEREaXBZFpyX8f/0HrvhFVmkEJE5CqByqeffoqYmJhHpj98+FC9R+Q0jizS/q/S0d4lISKidHjodNLtwXReXl64fv06wsLCUk2/c+eOmpaUlARbiYyMRHBwMCIiIhAUxB4YZIYHt4GvywG6JGDwPiBvaXuXiIjIbUSacf42u0ZF4hoPI2NHHDx4EHny5DF3cUT2cWyZFqQUrM4ghYjIFZJpc+fOrQIUeZQrVy5VsCK1KNHR0XjtNY7SSU7ULVlU6WTvkhARkSUClQkTJqjalL59+2LkyJGqykbP19cXJUqUQP369U1dHJH9RN0ALmzRnldmfgoRkUsEKr1791b/lyxZEg0aNICPj481y0Vk3WYf6IAidYCQYvYuDRERWXIcFQlUJJk2PcWK8cBPDu7IYu3/ymz2ISJyuUBFmniMJdPq2bLXD5HZIq4Al3dIhzegcgd7l4aIiCwdqOzfvz/V64SEBDXtm2++wejRo81dHJFtHV2q/V+sPhBUyN6lISIiSwcqjz322CPTateujUKFCuGrr75Cp06sTicHdvTfZh/29iEicq8h9MuXL4/du3dbanFElnfvAnB1L+DhCVRqb+/SEBGRNWpUZDQ5Q9JlWZJrR4wYgbJly5q7OCLb2fa99n+JRkDO1CMrExGRiwQqISEhjyTTSrBStGhRzJs3z5JlI7LsAG+7f9SeNxhi79IQEZG1ApX169eneu3p6Yl8+fKhTJky8PY2e3FE1nf7DLBssPa84VCgbHN7l4iIiExkdmTx1FNPmfsnRPYTHwMs6AXERwHFGwJNPrZ3iYiIyAxZqgI5e/asGlL/+PHj6nWlSpUwdOhQlC7Nm7uRg/nzXSD8KJAjH/D8L4AXa/2IiFy618/q1atVYLJr1y5Uq1ZNPXbu3InKlStj7dq11iklUVbsmwkcmKX18nnuZyBXAXuXiIiIzOShk0xYM9SoUQMtW7bE2LFjU01///33sWbNGuzbtw+2Ij2Q5OaIERERCAoKstnnkh1d3AYcW67dqycjumRg329AYizQ5CPgyXdtVUIiIrLg+dvsQMXf3x+HDx9+pCvyqVOnVO1KbGwsbIWBipuRXfWbikBU+veaekSZ5kD3BZL1bc2SERGRlc7fZjfYSw+fAwcOPBKoyLSwMI5NQVZ054wWpHj5AQ3+7cWTkcC8QM0XGaQQETkxswOV/v3745VXXsG5c+fQoEEDNW3r1q344osv8NZbb1mjjESaC5u1/4vWBZoOt3dpiIjIEQOV4cOHI1euXBg3bhyGDRumpsl9fmRk2iFDOJAWWdGFLf+NLEtERG7B7BwVQ1FRUep/CVzsgTkqbkR203HlgeibQJ+VDFaIiJyYVXNUDNkrQCE3zU+RIEXyUwrXtndpiIjIRrxN7ZKc9v4+6bFl92Ry0/wUH397l4aIiBwpUOnQoUPKc+l+PHnyZDXoW/369dW0HTt24OjRoxg4cKD1SkrujfkpRERuyaRA5ZNPPkl53q9fP5U0O2rUqEfmuXz5suVLSCT5KQxUiIjcktkDTCxcuBC9evV6ZHrPnj2xaNEiS5WL6D/MTyEicltmByoBAQFq3JS0ZJqMWktkccxPISJyW2b3+nnjjTcwYMAAlTRbt25dNU1uSvjLL7+oMVaILI7NPkREbsvsQEVuPliqVClMnDgRs2bNUtMqVqyI6dOno0uXLtYoI7kz5qcQEbm1LI2jIgEJgxKyCeanEBG5Nd6tjRwb81OIiNya2TUqSUlJGD9+PBYsWIBLly4hPj4+1ft37961ZPnI3bHZh4jIrZldozJy5Eh88803eOGFF9QY/XLH5E6dOsHT01PdmJDIYpifQkTk9swOVGbPno0ff/wRb7/9Nry9vdGtWzf89NNP+Pjjj9UItUQWw/wUIiK3Z3agcuPGDVStWlU9z5kzp6pVEW3atMHKlSuzXJCxY8eq+wlJ92cihfkpRERuz+xApUiRIrh+/bp6Xrp0aaxZs0Y93717N/z8/LJUCPnbadOmoVq1aln6e3JRbPYhIgenkyZqCy5r57k7uPcgde5ndqw/EY4xfx5HdFwi3CZQ6dixI9atW6eeDx48WA3yVrZsWTWsft++fc0uQHR0NHr06KGak3Lnzm3235OLiosCzm3UnjNQIaJsSkhKxtxdl3DiRqTFgorhS4/gya/W48hVrWUhu6ZtOocXftiBNt9twV0LBCv7Lt1D/9/2qOW+veAAkpMtF1Q5dKAiTTQffPCBei4JtZs2bVIj1f7+++/qPXMNGjQIzz77LJo1a5bpvHFxcYiMjEz1IBckVygrhgIxt4GgwkCROvYuERFl4lZUHJIseCIct+Yknv12M07eiLLI8kavPI5hiw+j85TtOBOe/WVO33oBM3dcxOW7D/HKb3twOzouW8uTmpSvVp9Uz6/ef4jX5+xDYlJylpcngc7rs/ch8d9tsvroTUzZeBZuOY5K/fr1Vc+ftm3bmv238+bNU0PxjxkzxqT5Zb7g4OCUR9GiRbNQYnJ4u38CjiwCPLyA538BvLPWpEhExsUmJOFMeLTFlrfm6A00GLsOnSZvxQMLNDEs3HMZ3/1zBkevReLlX3dnOwhYeeg6Zmy7oJ5HxSWi3697EBGTkK2ais//PK6e5/L3xrWIWAyctU/V2mQ1yBs8d78K9J4qlw+Bvl7YdvYOxv51IkvLk5qTN+YfUOUqGZoDHz1bUU3/es1JbDx1C24RqMycORMNGzZEoUKFcPHiRTVtwoQJWLZsmcnLuHz5MoYOHap6EZl6M8Nhw4ap5F39Q5ZBLubqXmDVMO1585FAscftXSIiu4uJT7RYLoQsq8OkrWj2zUb8suV8tpd36U4M3l54EAlJOhy8EoGh87QTblZJ08zwZUfU8wAfL1y59xCvzdyLuMSkLC3v3K1o/G/RIfW8R71iKBwSgAt3YvD63KzVWNwzqKl4tmpBLBnYADn9vLHrwl18uuKY2cuTdSXrLDwqDmXDcmJKz5oY1/kx9d5PW85j2YGrZi9z0voz2HTqFvy8PTG5R030e6IUutUtqiqrh8zdr7aZSwcqU6ZMUTUorVu3xv3799UAcCIkJEQFK6bau3cvwsPDUbNmTdXNWR4bN27Et99+q57rl2tIknWDgoJSPciFxNwFFvQBkhOACm2A+q/bu0REdrft7G3U+exvdPtxhwoyskOCnY+WHsGJf5tTRq08hj8Pa50jslozM2D2XkTFJqJCgVzqxPj38XB8ttL8E7aIik3AgFn7EJuQrGoWlr/eUNVY7Ll4TzXbmBusPYxPwsDZ+1Qiad2SeTCyXWX82Ku2CoA2n76Nz/88ka2airHPVUWZsFyY8EJ1eHhANQXN23XJrGVO+PuUqj2RWhQJUgJ9vdGqakEMalxavf+/RYfMyoHZduY2xv99Sj0f1aEKKhbUzpMj2lXGY0VDEPEwAa/O2qvWjcsGKt99951KfP3www/h5eWVMr127do4fPiwyctp2rSpmv/AgQMpD1mGJNbKc8NlkxtITgaWDgAiLgG5SwDtJ0H98omczIaT4Rix/CjuZLO5QtyMjFVXwA/ik7Dj3F11Eo9PzHrewvzdl7F431V4egCNy+dTV9hy4t19IWsjio9ccUw1z+TJ4YvpL9XBN12qp+Rv/PpvU4upJAh5f9FhnL/9AIWC/TH+heoomz+XqhHw8vRQ5ZakUHN8vEwLykJz+uH7bjXg7eWJSoWC8E0Xrcbil63nsWD3ZbNqKjYa1FTk8vdR05tVyo+3mpVTz6U2aO9F09bn+pPhqolLjOmkBT16bzUvj6fL51NB26sz95qUXKv2l3n7IRVanWsVQZfa/6VH+Hl7YWrPmgjN6Yvj1yPx7u8HsffiPZMesk3syUNnZogaEBCAEydOoHjx4siVKxcOHjyo7qZ8+vRp1b344cOHWS7M008/jerVq5tcMyPJtJKrIs1ArF1xQLJrnd+kJcVm5vJuYOcUbXC3fmuBgtqBhMiZHL4SgeembEN8UjIqFQzCnP71EBLom6VlSbNE9x93qiaFUqE5cD0iFg8TktD2sUKY+EJ1eEq0YQa5Ku8kZUtMxnvPlMerT5bGa7P2Yu2xmwgO8MGiAfVTnSgzs3jfFby14KC6nvj1pbp4slw+NX3yhjP4ctVJFQz91Ls2mlTIb9LyZmw9jxErjsHHywPzX62PmsX+6wX62/YL+HjZUfVZU3vWQsvKBTJdngQg7y06pMoxq189NCgd+khNxoS/T6vPG92hqgq2MnIjMlYFPhIEfPl8tVRBgJBTqdTe/HXkhlpWnRKZ92KV4FNqOHo+XgyfddDGJzMkeTTtJm3BxTsx6nt4ZnLxlqzTqfJJ7daSgQ0R4PvoBf+Oc3fQ46edZjXPtXusEL7tVgOWZM752+x7/ZQsWVLVeEigYmjVqlWoWFFL2CFSTq8B5ph5l+3WXzJIIZu5fDcGby84iBrFQ/Beywrqyj2r5KQycM5eFaSIY9cj0euXXeokGfTvlbc5vlpzUgUpkv/wc586uHjngUoCXXHwGnIH+qhmDBkk0xSRsQkYNEerjWlaIQyvPVlaBTrfdq2B7j/twP5L99H7l90q3yIsKPOcwVM3o/DhEi2PZEiTsilBihjwVGlcvB2D+XsuY/Cc/RjXpXqmQYDUBIz+Nzl1WKuKqYIU0at+CZy+Ga2aVqSGqXjewEzLeOG2lofxdovyjwQp+nJLjyIJLCSgMVXamgo92RZfd35M1T5ILY70sjFF1cLBGN6mktH3ggN9VFNVz592qhwWCUQyUzDYX9X2GAtSxOOl8qocGKkdijOxdi5vzqwF23arUZHh8uWePuPGjcPLL7+sXp89e1b1yJHnXbt2ha2wRsXBrf0E2DoBCC6qNedkpnxr4PEBbPIhm5DkzM5Tt+PQFa39v0P1QupEI80D5pLDaP/f9uLv4zdRNE8Axnepjlf+ra6vWSwEv71cTwUcppJaDhn/QshJp3XVguq5JFZKU41qsmlWFm/829yQWdmk5kROnJJIunJIo1S1PFJGqQWSE6xcibcwobZCgiWZ/4myoZjxUt1HAjzp/dJn+i5sPXMH5mhdtQAmda9pNACTZb786x6VJGqqZhXD8MOLtdOtfZKcn1F/HMPx66Z1V5Zmo+HPVko3CNAHhauP3DApCPD38UKrKgWQI5N9Iy4xCfcemNZLSYJCX+9sd+h1qPO32YGKkJ46EqxIgCKk94/crFACF1tioOLgZnYCzq4D2owHaps/GCCRsWpradeXZovMrtIzI4N1yRV6Lj9v1aQivTjkpDGxaw2zD/TTNp7FmL9OqL9bPKABqhQOxtFrEarpRqr2JZFzxkt1VKKkKbU8Mn5IZGwiXmpYAp+0rZzqfX0ziL5KXpptMuv6uuroDdXE8ftrDVRCZVrSC6TTlK24HW36IGMFgvxV0JM3p/HhA+R7f7D4MI6bOMCaNJVJnoY+7yO9ZNb9l++b1ANIgoDqRULMbiIjJw9UEhMTMWfOHLRs2RL58+dHTEyMGlk2LCwM9sBAxcF9VRZ4EA70WwcU4U0FKXukuaH991tVUFEib6C6ki8RmiNLy5KaiaHzDqjnkgSalKTlF0izjSSZTulZS53oTLHr/F3VI0fa/Ed3rIIe9f5rFj905T56/LhTjd3xeKk8JuVWLNxzRTUb1SgWgvmv1DcaNOnzK8zxafvKqgklPWdvRWPuzksm1QRIMmmPx4urni9EDlejEhgYiOPHjz+So2IPDFQcWNRNYFw5wMMTGHYV8M28TZkoPTKIWLvvt+DsrQeqZVCOWlKjIu33tYqbd+sNGZW03fdbEROfhNcbl8E7Lcur6ZtP31LNLdLLokHpvGrZmVXJS22F1H5I/kDHGoVVb5K0zRbSa+LFn3eqzzNVSKAPVg55QjXVGCOHbcmt0HczzkylgrlUkGRqTguRUwcq0jNH7nDcoUMH2BsDFQd2+m9g9nNAaDng9d32Lg3ZQXhUrOpuKnkPkkuR1XZzOUQNmXdA5UVIc8OMvnXw7sJDOHw1Ql3ZyxgWMu6EKSQnQWplTodHo36pvCrR1TC/QoYx7ztjt+oOLOf0zE7r+o4TMlDXstcbptu0c/DyfdXMZGptRZ8GJVTzEZGrsmqvn4EDB+Ltt9/GlStXUKtWLeTIkbrqj3dAJuXGv1n0BR7tckeuT7rWSo+Pnefv4p8T4WpAq0k9aqZbQ5CRWTsuqiBFAorvu9dAhQJBmP/q46r3hwwuNnDOPtVjRxI7M/Pj5nMqSMmXyw8Tu1V/JAm0Xqm8mN3/cdW7RoZtN+UqToIn/UBd6ZG8EGO5IUSUObNrVDw9H70qkupEWYz8b2xEWWthjYoDW/gScHQx0GwE0OhNe5eGbOyLVScwZcNZ5PD1UsGAJIZKc4YM4tW4vOk5bVITIT1zJHfkw9YV0f/JUinvSU6IDKwmNRXmkPLM6VdPBSXpkW689x+allgaEuAcvSyI3KZG5fz57N8bgtzAjX9HKWaNitOQ4cslYVXGsMhOLsO64zdVkCK+fP4xVCsSrMbwkG7AL03frYYGf7NZuUy7Ad+PiU9JcG1RKT/6PVHykYBDEkQloXP6tvMmjdgqAcXgJmUzDFL084XlMu0eZERkXVnqnuwoWKPioOIfAJ8XluwC4J3TQE779Aoj00nuRsdJ23DyZpTqSvt5xypmjVJq2LW2zXdbVNdUybOQ+4sI6U762R/HU2o/5F4r3pl0G5UARXI6iuUJxIrBjTLthktErnn+Zn0lWd5NuSGZDsiZn0GKE9DfqE6CFH1321YTN+ObNSfVTedMJcGI1JxIkFK9aAg+aF0x1X1G5AZpMgy3DHwmXYyly25GDwlSpLlIBjxjkELkvsxu+iHKFBNpnYrhjerkpnKSuLruRDi+/ecMlh+8pgYcKxOWM9PlTN14VjXvSHAhibPG8jZkgDIZLTQ80rQb9oUF+Zk0SBoRuS4eAcjymJ/iNORGdR8v10Y5lfFEOtQojPbVC2HVkRv4ZPlRXLgTg5dmmNe9XBJmM+rdI4FHiVAeeojINDxakOUxULE6yQUZMHuvun19v0al0LBMXrMTYKWJJu2N6oQsR8YlaVg2FONWn8TSA9fUfVYyIzUocqM3c3r1EBFZPFApVaoUdu/ejbx5U2fN379/HzVr1sS5c+fMXSS5kuQk4KZ2hY4CHFPHGiRvRIKUI1e1e6hsOHlL3SfllSdL4dlqBeFjwk31JC/l3YUH1e3jpfZjXJfHHrknitzxd2T7KupBROQ0gcqFCxeMjpUSFxeHq1evWqpc5KzunAUSHwI+gUCe/8a8IMuRu71KkJI70EcFJov2XlX3hpG76sr4JQ3LhKp8k4zIHXNlsDRfL081WJnh3XSJiJwyUFm+fHnK89WrV6tuRXoSuKxbtw4lSqR/wytys0Ta/JUBT9Nu6kamW7r/KmbvvKSGd5dckKfLh+GdFuXVtOlbL+B6RCx+33vF5OUNb1MR1YpwxFQicoFARX9vH2m/7t27d6r3fHx8VJAybtw4y5eQnAvzU6zm9M0oDFusrd/BjcuoIEVIbcigxmXUgGiSBHv1/kOTllc+fy40qcB8EiJykUAlOVlLpitZsqTKUQkNzfy+GuSGGKikm/y6/ewdVC4cpO5Vk/YeM6bcPXjA7H1q/BFJnB3arNwj88hYJe2ry0B7RESug0Pok5UCFSbS6t17EI+uP+xIqenI5eeNWiVyo06JPKhRNAR+Ppk3kU3feh5nwqORP8gPE7vWMDvQISJym0Dl008/zfD9jz/+ODvlIWcWdRN4EA54eAJhlexdGoeQnKzDWwsOqCBFBkJLTNKpUVelp448zKHdPbim6pJMROQuzA5UlixZkup1QkKCqmXx9vZG6dKlGai4M31tSt4ygG+gvUvjEKZsPIv1J2+pMUZm96un8kJO3IhSw9TvvnBXPZe7AGdG/n7g06VVLQwRkTsxO1DZv3+/0ZsL9enTBx07drRUucgZcej8VLadvY1xa06q55+2q4zKhbSeclUKB6tH30ap7wZMRERWuimh3Plw5MiRGD58uCUWR86KibQpwiNjMWTuAUhlyXM1i+CFOkXtXSQiIqdksbsny62a5UFujIGKkpiUjMFz9+N2dJxq6vmsQxWzh7cnIqIsNv18++23jwzFff36dcycOROtWrUyd3HkKuIfAHfOuESPH7mvzcztF3E6PApxCcmIS0rW/k9Mgk5n2j10Dl+NQA5fL0zuWRMBvhz4jojIZoHK+PHjU7329PREvnz51CBww4YNy3JByMndPCZhK5AzP5DTuQcR+3LVCfy4Ofvd8L94vhpK58tpkTIREbkrjqNClnFpm0s0+8jIrvogpV+jkggL8lMDqUmvG7kvjreXaU04ZcJypiTPEhGRDQMVQ5cvX1b/Fy3KREG3Fn4c2DBWe16mOZzVxTsP1B2F9UHKR204FgwRkdMl0yYmJqrePXJTQrm/jzzk+UcffaTGVCE3ExcNLOgFJMQApZ4G6vaHM4pNSMKAWfvUYGy1iufG/1pVsHeRiIgoKzUqgwcPxuLFi/Hll1+ifv36atr27dsxYsQI3LlzB1OmTLFGOckRSWbpiiHA7VNAroJAp5+c9o7JI1ccxbHrkciTwxffd68BHy+LdYgjIiJbBipz5szBvHnzUvXwqVatmmr+6datGwMVd7L7J+DIIsDDC+g8A8iZD85o0d4rmLvrMqQH8cSu1VEwOMDeRSIioqwGKn5+fqq5Jy25q7Kvr6+5iyNndXUfsPoD7XnzkUCxx+EIpLv87gv3sGT/Few4dxeJ/971OyM3ImLV/0OalMUTZZ0z2CIiclVmByqvv/46Ro0ahenTp6ugRcTFxWH06NHqPXJiMXeBSzu0bsYZ0SVrQUpSPFChDVDf/tv9/O0HWLLvCpYcuIrLd7W7FJujcfl8GNK0rFXKRkRENr7Xz7p161CkSBE89thjatrBgwcRHx+Ppk2bolOnTinzSi4LOZG53YDLEqiYKHcJoP0kqDYTOxq98liqcU9koLVWVQvi2aoFERzok+nfS7fjyoWCOHosEZErBCohISF47rnnUk1j92QXkJwEXNunPS9YHfDK5AQfmBdoNhIICIE9Ld53RQUpEmM8WTYfOtUsjBaVCnA0WCIidw1UpMmHXFDkVa0px9MH6P+PU/TeOXUzCh8uOZKSX/Jm83L2LhIREVkY+2CS5s7Z/5pznCBIeRCXiAGz9uJhQhKeKBvK/BIiIhdldqBy8+ZNvPjiiyhUqBC8vb3h5eWV6kFO6u457f+8peHopGfP+4sP4+ytBygQ5I8JL1SHlyfzS4iIXJHZTT99+vTBpUuX1Oi0BQsWZAKiqwUqeUrB0c3acRErDl6Dt6eHGpwtb06t9xkREbkeswOVLVu2YPPmzahevbp1SkRuGajIfXbO3X6Q6Xz3HsRj1B/H1fP3W1VA7RJ5bFA6IiJymkBFevhI1Tu5aI6KjZt+ZF/6afN5jF11AknJpu9XLSvnx8uNSlq1bERE5ISByoQJE/D+++9j2rRpRkeoJSftmnzvvM1rVKLjEvG/3w9h5eHr6nXZsJzw98k8z6ls/pwY0a4ymx2JiNyA2YHKCy+8gJiYGJQuXRqBgYHw8Uk93sbdu3ctWT6yZddkL18g2DZj4pwJj8Zrs/aq/328PPBx28roWa8Ygw8iIsp+jQq5GBt3TV515DreWXhI1ajkD/LD5B61UKt4bqt/LhERuUGg0rt3b+uUhNwikXbN0Rt4bZY2Au7jpfLgu241kS8Xe+0QEVE2ApXIyEgEBQWlPM+Ifj5yxkDFuom0l+7E4O2FB9XzF2oXxeiOVeDtxTEHiYgom4FK7ty5cf36dYSFhal7/RjLI5DeGzI9KSnJlEWSIzb95LFeL5rYhCQMnLMXUbGJqFksBKM6MEghIiILBSr//PMP8uTRxqtYv369KX9CzsQGo9J++scxHLkaidyBPvi+e034ejNIISIiCwUqTz31lNHn5Gpdk60TqCzdfxVzdl5Sdzie0LUGCoUEWOVziIjI9fCy1t1FXDHomlzE4os/fTMKwxYfVs8HNymLp8rls/hnEBGR6zK71w+5aLOPGV2Tr0c8xOwdlxATn3k+0j8nbqo7HDcqE4qhvMMxERGZiYGKu7t71qyuyTL2SY8fd5p0Xx49GStlQlfe4ZiIiMzHQMXd3TU9P0V6dv1v0SEVpBQI8kenmoUz/RsfL088X6sIQnmHYyIislWgkpiYiA0bNuDs2bPo3r07cuXKhWvXrqkxVHLmzJmVRZLdb0aYeY3Kr9suYOWh6/D29MCkHjU5miwRETleoHLx4kU888wzuHTpEuLi4tC8eXMVqHzxxRfq9dSpU61TUrJr08++S/cw+s/j6vkHrSsySCEiIsfs9TN06FDUrl0b9+7dQ0DAf91MO3bsiHXr1lm6fGT1rskXMm36ufsgHq/P3oeEJB1aVy2AlxryrtlEROSgNSqbN2/Gtm3b4Ovrm2p6iRIlcPXqVUuWjRyga3Jysg5vzD+AaxGxKBmaA188V413OCYiIsetUUlOTjY6TP6VK1dUE5A5pkyZgmrVqqncFnnUr18ff/31l7lFIit2Tf5+/RlsOnUL/j6emNKzJnL5+9i2jERE5NbMDlRatGiBCRMmpLyWq+vo6Gh88sknaN26tVnLKlKkCMaOHYu9e/diz549aNKkCdq3b4+jR4+aWyzKVn6K8WafLadvY/zfp9TzUe2roEIB3nCSiIgcvOln3LhxaNmyJSpVqoTY2FjV6+f06dMIDQ3F3LlzzVpW27ZtU70ePXq0qmXZsWMHKleubG7RyFx3zqWbSHsjIhZD5+2HTqfd6bhz7aK2Lx8REbk9swMVqQU5ePAg5s2bh0OHDqnalJdffhk9evRIlVxrLmlOWrhwIR48eKCagMiWNyNMHagkJCVj8Nx9uPMgHhULBmFkewaNRETkROOoeHt7o2fPnhYpwOHDh1VgIrUzMgbLkiVLVG2NMdL9WR56kZGRFimD20qn6efr1Sex+8I95PLzxpQeNeHvY9rQ+kRERHYPVJYvX250uuSq+Pv7o0yZMihZsqTJyytfvjwOHDiAiIgI/P777+jduzc2btxoNFgZM2YMRo4caW6RKdOuyf/VqKw5egPTNmk1LV91roYSoTnsVUIiIiJ46GRcdDN4enqqoCTtn+mnyf+NGjXC0qVLkTu3+YOCNWvWDKVLl8a0adNMqlEpWrSoCnKk1xAZFxWbgPCo/9ab8I68jOIzH4fO0xfnXj2jev3cj4lHn+m7ERWbiJcblcTwNsZrtoiIiLJDzt/BwcEmnb/NrlFZu3YtPvzwQ5X4WrduXTVt165dGD58OD766CP1wa+++ireeecd/Pzzz8hK92fDYMSQn5+fepDp7kTHofn4TWrQNkONPA9jli9wNjEUzcZvSfVezWIheL9VBRuXlIiIyAKBioxM+8MPP6BBgwYp05o2baqafV555RXVtVi6L/ft2zfTZQ0bNgytWrVCsWLFEBUVhTlz5qh7CK1evdrcYlE6pm48q4IUX29PBBjkmlTQ3VL/X/EsiOCA/8ZGKRuWE992q6FuJkhEROR0gYrciNBYNY1MO3dOy20oW7Ysbt++nemywsPD0atXL1y/fl3VxMjgbxKkyP2DKPvCI2Px2/aL6vkPL9bC0+XD/ntz1QZgB/B0/fo42LKF/QpJRERkyUClVq1aePfdd/Hbb78hX758atqtW7fw3nvvoU6dOuq1jKsiuSOZyUrTEJlu8oaziEtMVk05T5XTttWjPX5MT3wmIiJy+EBFggsZPVbGU9EHI5cvX0apUqWwbNky9VrGVpF8FbKf6xEPMWfXJfX87RblH70/j34MlQxuRkhEROR0gYp0Jz527BjWrFmDU6dOpUyT5hrpESQ6dOhg+ZKSWSatP4P4xGTULZkHDUrnTf3mpZ3AnTPa89CydikfERGR1QZ8k4DkmWeeUQ9yPFfuxWD+7svq+VvNy6WuTXlwG1jYB9AlA1WeS/euyURERE4bqMgw9zIo26VLlxAfn7rb65AhQyxVNsqi7/85g4QkHRqWyYvHS+VNPcjb4v5A1DUgb1mg7UR7FpOIiMjygcr+/fvVXZJjYmJUwJInTx7VwycwMBBhYWEMVOzs4p0HWLj3SkptSiqbvgbO/gN4BwBdfgP8ctmnkERERCYye7CMN998U931+N69e+omhHKn44sXL6reQF9//bW5iyMLm7juNJKSdaqXT63ief57QwKUDWO0523GA/k56iwREblgoCL35Xn77bdVnoqXl5caRVZ6/3z55Zf44IMPrFNKMsnhKxFYuv/qo7UpEVeBRf0A6ICavYHq3exXSCIiIms2/fj4+KT07pGmHslTqVixohqwTbopk43E3AVWDAGitRFmE5N10F2PwHyfZOQJ9EXpNTn/mzfiChBzByhQFWj1pf3KTEREZO1ApUaNGti9e7caffapp57Cxx9/rHJUZs6ciSpVqpi7OMqqk38Cx1ek2pDV5InEkLEyuE2a+f2DtbwUH39bl5SIiMh2gcrnn3+u7ssj5MaEMgT+gAEDVODCkWZtSJpzROmmWB3QCov3XYW3lwfea1kBxfMGPjp/sfpAjlCbF5OIiMimgUrt2rVTnkvTz6pVq7JVAMqiSK1nz5WcVTFwd2EkJRfC6PZVULxecXuXjIiIyH7JtE2aNMH9+/cfmR4ZGaneIxuJvKb+m34kXvXy6VijMLrXLWbvUhEREdm3RmXDhg2PDPImYmNjsXnzZkuVy21FxSZgzdGbiE9KznC+VjcuIATAqYdBKBuWE6M7Vnn0fj5ERETuEqgcOnQo5bnc6+fGjRspr5OSklQTUOHChS1fQjfz+Z8nMPffmwlmpLXfNcADuOedD1N61kSgb5YGGSYiInJoJp/dqlevrq7Y5WGsiUcGf/vuu+8sXT63EpuQhBUHtSadJ8qGwt/Hy+h8fskPEXwhRj3/pEdzlAnjCLNEROTmgcr58+eh0+lQqlQp7Nq1C/ny5Ut5z9fXVyXWygBwlHV/H7+J6LhEFA4JwK8v1YWnZzpNObdOAZMkYglCnfJMniUiItdlcqBSvLh2QkxOzjh3grJOP6pshxqF0g9SROS/XZODCtmoZERERA4cqCxfvtzkBbZr1y475XFbdx/EY8NJbZTZDtULm9Tjh4EKERG5OpMClQ4dOpi0MMlfkcRaMt/KQ9fUMPhVCgehbP5Mck5SalSYvExERK7NpECFzT3Wt1jf7JNZbYpgoEJERG7C7AHfyPIu3H6A/ZfuQ9JS2j1mQnMOm36IiMhNZClQ2bhxI9q2bYsyZcqoh+SlcLC3rFt6QKshaVQ2H8KC/M0IVFijQkRErs3sQGXWrFlo1qwZAgMDMWTIEPWQMVSaNm2KOXPmWKeULky6fOt7+3SsYWINSYR2nx8EM1AhIiLXZvZwpnLH5C+//BJvvvlmyjQJVr755huMGjUK3bt3t3QZXdqBy/dx4U4MAny80KJSgcz/IP4BEPvvvZbY9ENERC7O7BqVc+fOqWaftKT5RwaFI/Poa1NaVs6PHH4mxI2R17X/fXOqAd+IiIhcmdmBStGiRbFu3bpHpv/999/qPTJdQlIyVhzSAo8ONUxsxjEc7I03ISQiIhdndtPP22+/rZp6Dhw4gAYNGqhpW7duxYwZMzBx4kRrlNFlbTp1Sw30FprTD43KhJr2R+yaTEREbsTsQGXAgAEoUKAAxo0bhwULFqhpFStWxPz589G+fXtrlNElJSfrMH3rBfVcuiR7e5lYucVAhYiI3IjZgYro2LGjelDWTd10FlvO3Iavtye61ytm+h9yDBUiInIjZueo9OvXDxs2bLBOadzEjnN38PXqk+r5p+0qo0xYTtP/mIEKERG5EbMDlVu3buGZZ55RibPvvvuuylUh04VHxWLw3P1I1gGdahbGC3XMTEDWN/0EF7FK+YiIiJw6UFm2bBmuX7+O4cOHY/fu3ahVqxYqV66Mzz//HBcuaDkXZFxiUjKGzN2PW1FxKJ8/Fz7rUEXdyNEsEQa9foiIiFxclobQz507N1555RXVBHTx4kX06dMHM2fOVMPpU/rG/30KO87dRQ5fL0zuWROBvmamCCU8BB7e1Z4zUCEiIjeQpWRavYSEBOzZswc7d+5UtSn58+eHu9l25jaOXY/MdL77MQmYtP6sej72uWoonc+MvJS0+Sk+gYB/iPl/T0RE5A6Byvr169V9fRYtWoTk5GR06tQJf/zxB5o0aQJ3ciMiFi/+sgtJknBiol71i6OtKXdIzuxmhBzsjYiI3IDZgUrhwoVx9+5dlVD7ww8/qOH0/fz84I6ke7EEKfmD/NCgdOYDtknvnn5PlMz6BxqOSktEROQGzA5URowYgc6dOyMkhE0PW8/cVv8/V7MI3numgvU/kIO9ERGRmzE7UOnfv791SuJkdDpdSqBi8vD32cUxVIiIyM1kqdcPAWfCoxEeFQc/b0/ULJ7btoFKMGtUiIjIPTBQySJ9bUqdEnng7+Nlmw+NuKL9z6YfIiJyEwxUsmjr2Tvq/wZl8truQ9n0Q0REboaBShZHmN3xb6DS0ITePhaREAvEaLU4rFEhIiJ3wUAlCw5fjUBUXCKC/L1RpXCwbT406rr2v3cAEGCjnBgiIiI7Y6CSBdv+rU2pXzovvDxtNPCa4RgqHOyNiIjcBAOVLNhy2sbdkgXzU4iIyA0xUDFTbEIS9l66p543sGmgwsHeiIjI/TBQMdOeC/cQn5iMAkH+KBWaw3YfzDFUiIjIDTFQycL9fUTDMqHwsGWuSATv80NERO6HgYqZtp3VByo2HD9FsOmHiIjcEAMVM9yPiVddk/U1KjbFZFoiInJDDFTMsOPcHeh0QJmwnMgf5G+7D06MBx6Ea89Zo0JERG6EgYoZtp7Rj0Zr42afqH9rU7z8gEAbfzYREZEdMVDJwo0I7drsw8HeiIjIjTBQMdG5W9E4d/sBZCDaeqXy2ilQYbMPERG5FwYqJohLTMLQeQdSalOCA3xsW4Dzm7T/mUhLRERuhoGKCUb9cUz19skd6IOxz1Wz7YcfXQLs+1V7/tgLtv1sIiIidw5UxowZgzp16iBXrlwICwtDhw4dcPLkSTiSZQeuYtaOSyo1ZPwL1VE4JMB2H377DLBssPa84RtAmWa2+2wiIiJ3D1Q2btyIQYMGYceOHVi7di0SEhLQokULPHjwAI7gTHgUhi0+rJ6/3rgMni4fZrsPj48BFvQC4qOA4g2BJsNt99lEREQOwtueH75q1apUr2fMmKFqVvbu3Ysnn3wS9hQTn4gBs/YhJj4JDUrnxRvNytm2AH++A4QfBXKEAc//AnjZdVMRERHZhUPlqEREaKO+5smTx67l0Ol0+GDxYZwOj0ZYLj9M7FoDXtLdx1b2zQQOzAY8PIHnfwZyFbDdZxMRETkQh7lMT05OxhtvvIGGDRuiSpUqRueJi4tTD73IyEirlGXOrktYeuCaCk6+714T+XL5ZX+hF7cBh3+XMCjj+WTo24NzteeNPwRK2rdmiYiIyJ4cJlCRXJUjR45gy5YtGSbfjhw50uplqVIoWCXNvli/OOqWtFDtzh9vArdOmD5/2RZAo7cs89lEREROykMn7Rx29vrrr2PZsmXYtGkTSpYsme58xmpUihYtqpqMgoKCLFqmyNgE5PT1hqelmnzGFAXiIoHHBwL+IRnPG5gHqN4d8M1hmc8mIiJyIHL+Dg4ONun8bdcaFYmRBg8ejCVLlmDDhg0ZBinCz89PPWwhyN+Cg7olxGpBinj6fcA/2HLLJiIicmHe9m7umTNnjqpNkbFUbty4oaZLlBUQYMPxSqwtRrtHELx8AT/L1vwQERG5Mrv2+pkyZYqq9nn66adRsGDBlMf8+fPhUh7c0v4PDOVNBYmIiMxg96Yft/Dg3xqVHDa+6zIREZGTc6hxVFyWvkYlRz57l4SIiMipMFCxBQYqREREWcJAxaaBCpt+iIiIzMFAxaY5KqxRISIiMgcDFVtg0w8REVGWMFCxBQYqREREWcJAxRbYPZmIiChLGKhYm4wVwxoVIiKiLGGgYm1yj5+keO05a1SIiIjMwkDFVs0+vrkAHxe6fxEREZENMFCxNo6hQkRElGUMVKyN+SlERERZxkDF2hioEBERZRkDFWtj12QiIqIsY6BibcxRISIiyjIGKtbG+/wQERFlGQMVa2OOChERUZYxULE25qgQERFlGQMVa2ONChERUZYxULGm5CQg5o72nIEKERGR2RioWFPMXbkrIQAPICCPvUtDRETkdBio2KLZJzAP4OVt79IQERE5HQYq1sT8FCIiomxhoGJNDFSIiIiyhYGKNbFrMhERUbYwULEm1qgQERFlCwMVa2KgQkRElC0MVKyJTT9ERETZwkDFmlijQkRElC0MVGwyjgprVIiIiLKCgYpNmn5Yo0JERJQVDFSsJeEhEB+lPWeOChERUZYwULF2bYqnD+AfbO/SEBEROSUGKrZIpPXwsHdpiIiInBIDFWth12QiIqJsY6BiLTFMpCUiIsouBirWwjFUiIiIso2BitUDFTb9EBERZRUDFWvhGCpERETZxkDFWtj0Q0RElG0MVKyFgQoREVG2MVCxFnZPJiIiyjYGKtag07FGhYiIyAIYqFhDXCSQFK89Z40KERFRljFQsWazj28uwCfA3qUhIiJyWgxUrCGl2SevvUtCRETk1BioWAPzU4iIiCyCgYo1MFAhIiKyCAYq1sCuyURERBbBQMUaWKNCRERkEQxUrIGBChERkUUwULEG3pCQiIjIIhioWLVGhTkqRERE2cFAxdKSk4Hom9pz1qgQERFlCwMVS9s2EXh4D/AOAIKL2rs0RERETo2BiiVd2AKs+1R73mos4B9k7xIRERE5NQYqlhJ1E/i9L6BLBh7rBtTsbe8SEREROT27BiqbNm1C27ZtUahQIXh4eGDp0qVwSkmJwKKXtdyUfBWBZ8cBHh72LhUREZHTs2ug8uDBAzz22GOYNGkSnNqGz4ELmwHfnECX3wDfHPYuERERkUvwtueHt2rVSj0cTvwDIOaOafNe2Q1sHqc9bzsRyFfOqkUjIiJyJ3YNVMwVFxenHnqRkZHW+aCTf2lNOeao0x+o+rx1ykNEROSmnCqZdsyYMQgODk55FC1qpe6/nl6At7/pj4rtgJajrVMWIiIiN+ah0+l0cACSTLtkyRJ06NDBrBoVCVYiIiIQFMSuwERERM5Azt9S4WDK+dupmn78/PzUg4iIiNyDUzX9EBERkXuxa41KdHQ0zpw5k/L6/PnzOHDgAPLkyYNixYrZs2hERETk7oHKnj170Lhx45TXb731lvq/d+/emDFjhh1LRkRERHD3QOXpp5+Gg+TyEhERkQNijgoRERE5LAYqRERE5LAYqBAREZHDYqBCREREDouBChERETksBipERETksBioEBERkcNioEJEREQOi4EKEREROSynuntyWvpRbeV20UREROQc9OdtU0and+pAJSoqSv1ftGhRexeFiIiIsnAeDw4OznAeD50T32wnOTkZ165dQ65cueDh4WHxaE8CoMuXLyMoKMiiy6as43ZxXNw2jonbxXG587bR6XQqSClUqBA8PT1dt0ZFvlyRIkWs+hmy87jbDuQMuF0cF7eNY+J2cVzuum2CM6lJ0WMyLRERETksBipERETksBiopMPPzw+ffPKJ+p8cB7eL4+K2cUzcLo6L28Y0Tp1MS0RERK6NNSpERETksBioEBERkcNioEJEREQOi4EKEREROSwGKkZMmjQJJUqUgL+/P+rVq4ddu3bZu0huZcyYMahTp44acTgsLAwdOnTAyZMnU80TGxuLQYMGIW/evMiZMyeee+453Lx5025ldldjx45Vo0K/8cYbKdO4bezj6tWr6Nmzp1rvAQEBqFq1Kvbs2ZPyvvSb+Pjjj1GwYEH1frNmzXD69Gm7ltkdJCUlYfjw4ShZsqRa76VLl8aoUaNS3eOG2yYT0uuH/jNv3jydr6+v7pdfftEdPXpU179/f11ISIju5s2b9i6a22jZsqVu+vTpuiNHjugOHDiga926ta5YsWK66OjolHlee+01XdGiRXXr1q3T7dmzR/f444/rGjRoYNdyu5tdu3bpSpQooatWrZpu6NChKdO5bWzv7t27uuLFi+v69Omj27lzp+7cuXO61atX686cOZMyz9ixY3XBwcG6pUuX6g4ePKhr166drmTJkrqHDx/ateyubvTo0bq8efPq/vjjD9358+d1Cxcu1OXMmVM3ceLElHm4bTLGQCWNunXr6gYNGpTyOikpSVeoUCHdmDFj7FoudxYeHi6XHrqNGzeq1/fv39f5+PioH7ze8ePH1Tzbt2+3Y0ndR1RUlK5s2bK6tWvX6p566qmUQIXbxj7+97//6Ro1apTu+8nJyboCBQrovvrqq5Rpsq38/Px0c+fOtVEp3dOzzz6r69u3b6ppnTp10vXo0UM957bJHJt+DMTHx2Pv3r2q2s3wfkLyevv27XYtmzuLiIhQ/+fJk0f9L9soISEh1XaqUKECihUrxu1kI9K08+yzz6baBoLbxj6WL1+O2rVro3Pnzqq5tEaNGvjxxx9T3j9//jxu3LiRarvIfVakaZvbxboaNGiAdevW4dSpU+r1wYMHsWXLFrRq1Uq95rbJnFPflNDSbt++rdoT8+fPn2q6vD5x4oTdyuXO5A7Zkv/QsGFDVKlSRU2TH7Wvry9CQkIe2U7yHlnXvHnzsG/fPuzevfuR97ht7OPcuXOYMmUK3nrrLXzwwQdq2wwZMkRti969e6ese2PHNm4X63r//ffVXZIlYPfy8lLnmNGjR6NHjx7qfW6bzDFQIYe/cj9y5Ii6AiH7k9vRDx06FGvXrlXJ5uQ4Ab3UqHz++efqtdSoyO9m6tSpKlAh+1mwYAFmz56NOXPmoHLlyjhw4IC6+CpUqBC3jYnY9GMgNDRURbxpeyjI6wIFCtitXO7q9ddfxx9//IH169ejSJEiKdNlW0gz3f3791PNz+1kfdK0Ex4ejpo1a8Lb21s9Nm7ciG+//VY9l6tAbhvbk94ilSpVSjWtYsWKuHTpknquX/c8ttneu+++q2pVunbtqnpivfjii3jzzTdV70bBbZM5BioGpJq0Vq1aqj3R8EpFXtevX9+uZXMnkuQtQcqSJUvwzz//qG59hmQb+fj4pNpO0n1ZDsrcTtbVtGlTHD58WF0V6h9yJS/V2Prn3Da2J02jabvwS05E8eLF1XP5DclJz3C7SHPEzp07uV2sLCYmRuU6GpILYjm3CG4bE5iQcOt23ZMl23rGjBm6Y8eO6V555RXVPfnGjRv2LprbGDBggOqqt2HDBt3169dTHjExMam6wEqX5X/++Ud1ga1fv756kO0Z9voR3Db26Sru7e2tusKePn1aN3v2bF1gYKBu1qxZqbrAyrFs2bJlukOHDunat2/PLrA20Lt3b13hwoVTuicvXrxYFxoaqnvvvfdS5uG2yRgDFSO+++47daCV8VSku/KOHTvsXSS3IvGzsYeMraInP+CBAwfqcufOrQ7IHTt2VMEM2T9Q4baxjxUrVuiqVKmiLrQqVKig++GHH1K9L91ghw8frsufP7+ap2nTprqTJ0/arbzuIjIyUv0+5Jzi7++vK1WqlO7DDz/UxcXFpczDbZMxD/nHlJoXIiIiIltjjgoRERE5LAYqRERE5LAYqBAREZHDYqBCREREDouBChERETksBipERETksBioEBERkcNioEJEZitRogQmTJiQrWWMGDEC1atXt1iZiMg1ccA3IkrXjBkz1J1e095k8NatW8iRIwcCAwOzvOzo6GjExcUhb968cBQSPC1dulTdt4iIHIO3vQtARM4nX7582V5Gzpw51cNa5C7OcqNRInJubPohclFSWzFkyBCEhYXB398fjRo1wu7du1Pe37BhAzw8PLBy5UpUq1ZNzfP444/jyJEjKe+/9NJLiIiIUPPJQ2ocjDX9yHvTpk1DmzZtVC1LxYoVsX37dpw5cwZPP/20qn1p0KABzp49m27Tj/4zDB/yOXpSrlatWqngJn/+/HjxxRdx+/btlPflc+Su21IDFBoaipYtWxpdL/K96tatq8oUEhKi7jx88eJFVXs0cuRIHDx4MOXzZZqQGqV+/fqpAC0oKAhNmjRR86X9LrIOihYtqtZBly5d1LojouxhoELkot577z0sWrQIv/76K/bt24cyZcqok/fdu3dTzffuu+9i3LhxKoiRE3Hbtm2RkJCgAgsJRuTEfP36dfV455130v28UaNGoVevXqrZpEKFCujevTteffVVDBs2DHv27JEboKpAIj36z5CHBDhS3ieffDIlUJDgoEaNGmpZq1atws2bN1UwYEi+q9SibN26FVOnTn3kMxITE9GhQwc89dRTOHTokAqmXnnlFRWUvPDCC3j77bdRuXLllHLINNG5c2eEh4fjr7/+wt69e1GzZk00bdo01bqUMi9YsAArVqxQ5du/fz8GDhxoxhYjIqMyuWkhETmh6OhonY+Pj2727Nkp0+Lj43WFChXSffnll+r1+vXr1V2p582blzLPnTt3dAEBAbr58+er13LH6uDg4EeWX7x4cd348eNTXstyPvroo5TX27dvV9N+/vnnlGlz585Vd4/V++STT3SPPfbYI8uWO8nKHZdr1aqli4mJUdNGjRqla9GiRar5Ll++rD5Df5dZuYtzjRo1Mlwv8v3kbzZs2GD0fWNl2rx5sy4oKEgXGxubanrp0qV106ZNS/k7Ly8v3ZUrV1Le/+uvv3Senp68czRRNjFHhcgFSROL1IpIs4aej4+PavI4fvx4qnnr16+f8jxPnjwoX778I/OYQpqP9KRpRlStWjXVtNjYWERGRqpamvR88MEHqqZDak4CAgLUNGlmWb9+vdGcFvmu5cqVU89r1aqVYRnl+/Xp00fVLDVv3hzNmjVTtTIFCxZM92/ksyXxN23S78OHD1M1ZRUrVgyFCxdOtV6Tk5Nx8uRJFChQIMNyEVH6GKgQkUVIIKQnTSnpTZOTd3pmzZqF8ePHqzwSw5O+BArSJPXFF1888jeGQYbknWRm+vTpKndHmmfmz5+Pjz76CGvXrlX5OcbIZ8tnSJnSkhwXIrIuBipELqh06dIpuRrFixdX06SGRfJQJNnU0I4dO1RtgLh37x5OnTqlkmGFLCMpKckmZZZaFElYlYTUtEGD5IRIvo0k13p7Z/+wJbku8pD8Gan5mDNnjvpMY99XPvvGjRvqcw2Te9O6dOkSrl27hkKFCqWsV09PT1VDRURZx2RaIhckNQsDBgxQibJSc3Ds2DH0798fMTExePnll1PN++mnn2LdunWqV400i0iPGUk4FXJilhoFeV962MjfW4MEAh07dkTXrl1Vs4y8loeM1yIGDRqkEle7deumgi1pclm9erXqlWROIHX+/HkVnEhQJD191qxZg9OnT6cEZvJ9ZR5JCJbvKz2npHlIghlZJzL/hQsXsG3bNnz44YeqeUpPek317t1bNRVt3rxZ1dpIsxKbfYiyh4EKkYsaO3YsnnvuOdWNV2oFpFeKnNxz5879yHxDhw5V+R0SHEivFf34I9Lz57XXXlO9X6RH0JdffmmVsp44cUL14pFeO9LMon/UqVNHvS+1FFI7JEFJixYtVO6L1AxJ04vUWphKug3LZ8l6kbwW6fEjQZD0ThIy/ZlnnkHjxo3V9507d65qsvrzzz9VDyQJjOTvJKCSQEefiyOkl1KnTp3QunVrVUbJ2Zk8ebIV1haRe+HItERuSnIu5IQszT3MtcgejmhLZD2sUSEiIiKHxUCFiIiIHBabfoiIiMhhsUaFiIiIHBYDFSIiInJYDFSIiIjIYTFQISIiIofFQIWIiIgcFgMVIiIiclgMVIiIiMhhMVAhIiIih8VAhYiIiOCo/g86CEtdh8cSBAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "57ee2205", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_voltage, expt.v2_voltage)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage scan input\")\n", + "plt.title(\"Voltage Scan Inputs as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(30, 120)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "ps", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb new file mode 100644 index 00000000..8233af92 --- /dev/null +++ b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/a04-example_Bayesian_optimization_interface.ipynb @@ -0,0 +1,618 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# a04 Example - Gaussian Process Bayesian Optimization Using `GPBayesianOptimizeScan` implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from gaussian_process_bayesian_optimization.gp_bayes_opt import bayes_opt_main" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GPBayesianOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GPBayesianOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Optimizes objective function using Gaussian process for Bayesian optimization.\n", + " Bayesian optimization method `bayes_opt_main` predicts optimal next measurement from observed data.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " domain_info_list,\n", + " dt=0., n_max=100,\n", + " init_scans=None, extremum='min', ei_threshold=1e-1):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.last_optim_idx = n_max - 2\n", + " self.domain = domain_info_list\n", + " self.X_train = np.empty((1, len(initialization_dict)))\n", + " self.X_train[0] = np.array(list(initialization_dict.values()))\n", + " self.y_train = None # TODO: multidim output? np.empty((1, 1))\n", + " self.init_scans = init_scans\n", + " if init_scans is not None:\n", + " self.init_scan_ct = len(init_scans)\n", + " else:\n", + " self.init_scan_ct = None\n", + " self.extremum = extremum\n", + " self.ei_threshold = ei_threshold\n", + " self.set_final_opt = False\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " def postproc_extremum(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return y\n", + " case 'min':\n", + " return -y\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " def get_arg_opt(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return np.argmax(y)\n", + " case 'min':\n", + " return np.argmin(y)\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " if self.set_final_opt: # set final output to best observed output\n", + " arg_opt = get_arg_opt(experiment.__dict__[self.sample_f_out][:index], self.extremum)\n", + " opt_in_opt = [experiment.__dict__[measurement][arg_opt] for measurement in self.opt_in]\n", + " self.running = False\n", + " return opt_in_opt\n", + " else:\n", + " if index == 1: # first optim step after init\n", + " self.y_train = np.empty(1)\n", + " self.y_train[0] = postproc_extremum(experiment.__dict__[self.sample_f_out][0], self.extremum)\n", + " else: # update observed data with latest optimized measurement\n", + " i_prev = index - 1\n", + " self.X_train = np.append(self.X_train, [[experiment.__dict__[measurement][i_prev] for measurement in self.opt_in]], axis=0)\n", + " self.y_train = np.append(self.y_train, [postproc_extremum(experiment.__dict__[self.sample_f_out][i_prev], self.extremum)], axis=0)\n", + " if self.init_scan_ct is not None and index <= self.init_scan_ct: # non-optimized measurement points to intialize Gaussian process\n", + " i_prev = index - 1\n", + " f_in_next = self.init_scans[i_prev]\n", + " return f_in_next\n", + " else: # optimize next measurement\n", + " f_in_next, keep_running = bayes_opt_main(self.domain, self.X_train, self.y_train, ei_threshold=self.ei_threshold)\n", + " self.set_final_opt = not keep_running or not (index < self.last_optim_idx)\n", + " return f_in_next.numpy().astype(np.float64)\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GPBayesianOptimizeScan({'v1': 1., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " [(0, 10, .1), (0, 10, .1)],\n", + " dt=1., n_max=100,\n", + " init_scans=[[9., 1.], [9., 9.], [1., 9.]],\n", + " extremum='min', ei_threshold=1e-2)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices, time=True)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "22ba2d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'v1_voltage': [1.0,\n", + " 9.0,\n", + " 9.0,\n", + " 1.0,\n", + " np.float64(1.0),\n", + " np.float64(1.2999999523162842),\n", + " np.float64(1.5),\n", + " np.float64(2.700000047683716),\n", + " np.float64(3.4000000953674316),\n", + " np.float64(4.0),\n", + " np.float64(4.099999904632568),\n", + " np.float64(4.099999904632568),\n", + " np.float64(4.0),\n", + " np.float64(4.0),\n", + " np.float64(4.0)],\n", + " 'v2_voltage': [1.0,\n", + " 1.0,\n", + " 9.0,\n", + " 9.0,\n", + " np.float64(9.0),\n", + " np.float64(8.600000381469727),\n", + " np.float64(7.699999809265137),\n", + " np.float64(7.199999809265137),\n", + " np.float64(7.0),\n", + " np.float64(6.800000190734863),\n", + " np.float64(6.199999809265137),\n", + " np.float64(6.099999904632568),\n", + " np.float64(6.0),\n", + " np.float64(6.0),\n", + " np.float64(6.0)],\n", + " 'v1_readout': array([1. , 9. , 9. , 1. , 1. ,\n", + " 1.29999995, 1.5 , 2.70000005, 3.4000001 , 4. ,\n", + " 4.0999999 , 4.0999999 , 4. , 4. , 4. ]),\n", + " 'v2_readout': array([1. , 1. , 9. , 9. , 9. ,\n", + " 8.60000038, 7.69999981, 7.19999981, 7. , 6.80000019,\n", + " 6.19999981, 6.0999999 , 6. , 6. , 6. ]),\n", + " 'vf': array([3.40000000e+01, 5.00000000e+01, 3.40000000e+01, 1.80000000e+01,\n", + " 1.80000000e+01, 1.40500022e+01, 9.13999935e+00, 3.12999942e+00,\n", + " 1.35999989e+00, 6.40000305e-01, 4.99999046e-02, 1.99999619e-02,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "57ee2205", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_voltage, expt.v2_voltage)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage scan input\")\n", + "plt.title(\"Voltage Scan Inputs as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(40,-20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "psgpt", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py new file mode 100644 index 00000000..e0e34b4c --- /dev/null +++ b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py @@ -0,0 +1,410 @@ +from typing import Type +import os + +import numpy as np + +# import h5py +import torch +from torch.distributions import Normal +from torch.optim import LBFGS +import gpytorch +from gpytorch.means import ConstantMean +from gpytorch.kernels import ScaleKernel, RBFKernel +from gpytorch.mlls import ExactMarginalLogLikelihood +from gpytorch.likelihoods import GaussianLikelihood +from gpytorch.distributions import MultivariateNormal + +from .gp_bayes_opt_helpers import assign_pytorch_device, T_Optim, make_optimizer + + +# === Initial Conditions and File Path information === +# DATA_FILEPATH: str = "paraboloid_example.hdf5" +# DATASET_NAME: str = "paraboloid_example_data" + +# MAX_TRAINING_ITER: int = 1 +# LOSS_THRESHOLD: float = 1e-6 # determines an early stop in training if a plateau is hit early +# to minimize computational waste + + +# ***** would need to implement these in collect_initial_data() +# NUM_INITIAL_SEARCH_RUNS: int = 10 +# INITIAL_RUN_STRATEGY: str = "grid" # random or grid + + +class GPModel(gpytorch.models.ExactGP): + def __init__( + self, + train_x: torch.Tensor, + train_y: torch.Tensor, + mean_module: gpytorch.means = ConstantMean(), + covar_module: gpytorch.kernels = ScaleKernel(RBFKernel()), + likelihood: gpytorch.likelihoods = GaussianLikelihood(), + ): + super(GPModel, self).__init__( + train_x, + train_y, + likelihood, + ) + self.mean_module = mean_module + self.covar_module = covar_module + + def forward(self, x): + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return MultivariateNormal(mean_x, covar_x) + + +def train_GP( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + max_epoch: int, + min_loss_threshold: float, + optimizer: torch.optim.Optimizer, # assume to be already fitted with the model parameters + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + """ + Train a Gaussian Process model with the collected data set + + Ensure that that optimizer has already been fit with the model parameters. + """ + + device = assign_pytorch_device() + if device == "cpu": + num_cores = os.cpu_count() + cores_to_use = np.floor(percent_cpu_usage * num_cores) + torch.set_num_threads(cores_to_use) # number of cores that can be used + + # assign all training objects to the same device; errors otherwise + model.to(device) + model.likelihood.to(device) + X_train.to(device) + y_train.to(device) + + model.train() + model.likelihood.train() + + mll = ExactMarginalLogLikelihood(model.likelihood, model) + + # training loop + def closure(): + optimizer.zero_grad() + output = model(X_train) + loss = -mll(output, y_train) + loss.backward() + return loss + + last_loss = 0.0 + + # iterate training + for epoch in range(max_epoch): + loss = optimizer.step(closure) + delta_loss = torch.abs((last_loss - loss)).item() + if delta_loss <= min_loss_threshold: + break # reduce wasted computation when training plateau is reached + last_loss = loss.item() + + if debug is True: + # help find issues with training + print(f"Epoch {epoch} | loss: {last_loss}") + + model.eval() + model.likelihood.eval() + + return None + + +def acquisition( + mean: torch.Tensor, + stdev: torch.Tensor, + target_max: float, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, +) -> torch.Tensor: + """ + Acquisition function -- can either choose the next parameters based on the maximum + Probability of Improvement (PI) or + the maximum Expected Improvement (EI). Expected improvement is generally considered superior. + + Thresholds should be tuned based on the problem at hand. + + Returns the indices of the domain grid being used for the GP model which contains the next points to evaluate. + """ + OFFSET_ZERO: float = 1E-9 + + difference = mean - target_max + score = difference / (stdev + OFFSET_ZERO) + + if (acquisition_type == "PI"): + probability_of_improvement = Normal(0, 1).cdf(score) + max_probability_improvement = np.max(np.asarray(probability_of_improvement)) + next_index_improve = np.argmax(np.asarray(probability_of_improvement)) + # stop threshold + if max_probability_improvement <= pi_threshold: + return next_index_improve, False + + elif (acquisition_type == "EI"): + expected_improvement = ( + difference * Normal(0, 1).cdf(score) + + stdev * Normal(0, 1).log_prob(score).exp() + ) + expected_improvement[stdev <= 0.0] = 0.0 # filter negatives + max_expected_improvement = np.max(np.asarray(expected_improvement)) + next_index_improve = np.argmax(np.asarray(expected_improvement)) + # stop threshold + if max_expected_improvement <= ei_threshold: + return next_index_improve, False + + return next_index_improve, True + + +def run_optimization( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + domain_tensor: torch.Tensor, + # save_filepath: str, + # dataset_name: str, + optimizer: torch.optim.Optimizer, + # max_data_acquisitions: int=30, + max_epoch: int = 30, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + min_loss_threshold: float = 1e-6, + # save_filepath: str=DATA_FILEPATH, + # dataset_name: str=DATASET_NAME, + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + + # gp_info_dict = { + # "max_epoch": max_epoch, + # "loss_threshold": min_loss_threshold, + # "percent_cpu_usage": percent_cpu_usage, + # "debug": debug, + # } + + # TODO: retain model info for online learning like between for loop iter + + # for i in np.arange(max_data_acquisitions): + + # train Gaussian process model on collected data set + train_GP( + model=model, + X_train=X_train, + y_train=y_train, + max_epoch=max_epoch, + min_loss_threshold=min_loss_threshold, + percent_cpu_usage=percent_cpu_usage, + optimizer=optimizer, + debug=debug + ) + + # gather statistics on the set search domain + with torch.no_grad(): + predictions = model.likelihood(model(domain_tensor)) + mean = predictions.mean + stdev = predictions.stddev + + y_train_array = y_train.numpy() + + # acquire next data points to train on + next_input_index, running = acquisition( + mean=mean, + stdev=stdev, + target_max=y_train_array.max(), + acquisition_type=acquisition_type, + ei_threshold=ei_threshold, + pi_threshold=pi_threshold, + ) + + next_domain_values = domain_tensor[next_input_index] + return next_domain_values, running + + # *** pass either the domain index / domain values to your function that can gather more data + + # call run_experiment on next_domain_values + + # add next_domain_values to x_data + + # add result of run_experiment to y_data + + # *** logic for saving data as it runs, as well as saving the GP model weights? + + # if improvement threshold is met + # if next_input_index is None: + # break + + +def create_domain_tensor( + domain_info_list: list[tuple[float]] +) -> tuple[torch.Tensor, tuple[torch.Tensor]]: + """ + Creates and returns a data_tensor_array that sets the domain for all the combinations of the varied input + conditions to be passed to the Gaussian Process model. + Also returns the grid_tuple that contains domain combinations for graphing convenience, if desired. + + nested_domain_list structure expected to be: + [ + (variable1_min, variable1_max, variable1_step_size), + (variable2_min, variable2_max, variable2_step_size), + ... + ] + + """ + + tensor_list: list[torch.Tensor] = [] + + # create range for each variable + for domain_tuple in domain_info_list: + domain = torch.arange(*domain_tuple) + tensor_list.append(domain) + + # create grid from all variable ranges + grid_tuple = torch.meshgrid(tensor_list, indexing="ij") + + flattened_tensors = [] + + for tensor in grid_tuple: + flat_tensor = tensor.reshape(-1) + flattened_tensors.append(flat_tensor) + + # stack along the new dimension (dim=1) to get (N, D); N data points with D dimensions + data_tensor_array = torch.stack(flattened_tensors, dim=1) + + return data_tensor_array, grid_tuple + + +# def collect_initial_data( +# file_path: str, +# data_set_name: str, +# data_tensor_array: torch.Tensor, +# num_search_runs: int = NUM_INITIAL_SEARCH_RUNS, +# run_strategy: str =INITIAL_RUN_STRATEGY, +# ) -> None: + + +# # need to implement function *** + +# # collect data points on the provided/created data_tensor_array +# # run_experiment() + +# # needs to generate the following initial data set +# X_data: np.ndarray = [] +# y_data: np.ndarray = [] + +# return X_data, y_data + + +# def run_experiment(): + +# # *** implement logic for data collection +# # returns new y_data + +# return None + + +def bayes_opt_main( + domain_info_list: list[tuple[float]], # (min, max, step_size) for each variable + # max_data_acquisitions: int, + X_init, + y_init, + # save_filepath: str, + # dataset_name: str, + optimizer_class: Type[T_Optim] = LBFGS, + # learning_rate: Optional[float]=None, + optimizer_kwargs: dict = {"line_search_fn": "strong_wolfe", "lr": 1e-3}, + max_num_epochs: int = 30, + min_loss_threshold: float = 1e-6, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + percent_cpu_usage: float = 0.75, + # initialize: bool=True, + debug: bool = False, +): + + data_tensor_array, _ = create_domain_tensor(domain_info_list) + + # if learning_rate is not None: + # optimizer_kwargs["lr"] = learning_rate + + gp_info_dict = { + "max_epoch": max_num_epochs, + "min_loss_threshold": min_loss_threshold, + "percent_cpu_usage": percent_cpu_usage, + "debug": debug, + } + + optimization_info_dict = { + "domain_tensor": data_tensor_array, + # "max_data_aqcuisitions": max_data_acquisitions, + "acquisition_type": acquisition_type, + "ei_threshold": ei_threshold, + "pi_threshold": pi_threshold, + # "save_filepath": save_filepath, + # "dataset_name": dataset_name, + } + + # # Create a fresh data set + # if initialize is True: + + # # need to implement this function *** + # X_train, y_train = collect_initial_data( + # DATA_FILEPATH, + # DATASET_NAME, + # data_tensor_array, + # ) + # # Load existing data set + # else: + + # # *** implement data loading logic/function + # input_data = [] + # output_data = [] + + # X_data_tensor = torch.tensor(input_data) + # y_data_tensor = torch.tensor(output_data) + + X_data_tensor = torch.tensor(X_init) + y_data_tensor = torch.tensor(y_init) + + # create Gaussian process model and perform initial training + # *** depending on information on noise from instruments, the likelihood can be further tuned with noise parameters + # likelihood = GaussianLikelihood() + model = GPModel(X_data_tensor, y_data_tensor, + # likelihood + ) + optimizer_fit = make_optimizer( + optim_class=optimizer_class, + params=model.parameters(), + **optimizer_kwargs + ) + gp_info_dict["optimizer"] = optimizer_fit + + # train_GP( + # model=model, + # X_train=X_data_tensor, + # y_train=y_data_tensor, + # **gp_info_dict, + # ) + + # next_data_point, mean, sigma | None + improvement_data, running = run_optimization( + model=model, + X_train=X_data_tensor, + y_train=y_data_tensor, + **gp_info_dict, + **optimization_info_dict + ) + + # deconstruct if able + # if improvement_data is not None: + # next_data_point, mean, sigma = improvement_data + # return next_data_point, mean.numpy(), sigma.numpy() + # else: + # return improvement_data + + return improvement_data, running diff --git a/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py new file mode 100644 index 00000000..43c09ee4 --- /dev/null +++ b/demo_notebooks/advanced/a04-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py @@ -0,0 +1,128 @@ +from typing import Optional, Type, TypeVar +import inspect + +import torch +import gpytorch + + +def assign_pytorch_device( + do_device_check: bool = True, +) -> torch.DeviceObjType: + """ + Dynamically assign which hardware to use for model training. + Supports CPU, Nvidia GPUs with CUDA, Intel GPUs with XPU, and AMD GPUs with ROCm. + Intel and AMD GPUs require a special version of pytorch and specific drivers, described in the links provided. + + * Not possible to have all types of GPUs simultaneously available in the same environment; each requires a distinct + Pytorch version + that is incompatible with the others. + + CPU / Nvidia GPU: + https://pytorch.org/get-started/locally/ + + Intel GPU: + https://docs.pytorch.org/docs/stable/notes/get_start_xpu.html + https://intel.github.io/intel-extension-for-pytorch/ + https://www.intel.com/content/www/us/en/developer/articles/technical/introducing-intel-extension-for-pytorch-for-gpus.html + + AMD GPU: + https://pytorch.org/blog/pytorch-for-amd-rocm-platform-now-available-as-python-package/ + https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html + https://rocm.docs.amd.com/projects/radeon/en/latest/docs/install/wsl/install-pytorch.html + + """ + if torch.xpu.is_available(): + device_count = list(range(torch.xpu.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.xpu.get_device_name(device)) + device_str: str = "xpu" + # gpu_package = torch.xpu + elif torch.cuda.is_available(): # this checks for both Nvidia and AMD cards + device_count = list(range(torch.cuda.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.cuda.get_device_name(device)) + device_str: str = "cuda" + # gpu_package = torch.xpu + else: + device_str: str = "cpu" + + device = torch.device(device_str) + + if do_device_check: + device_check(device) + + return device + + +D = TypeVar("D", torch.xpu, torch.cuda) + + +def device_check( + device: torch.DeviceObjType, + gpu_package: Optional[Type[D]] = None +): + print(f"PyTorch version: {torch.__version__}") + + # test CPU/GPU computation + x = torch.randn(1000, 1000, device=device) + y = torch.randn(1000, 1000, device=device) + result = torch.mm(x, y) # matrix multiplication test + + if gpu_package is not None: + print(f"GPU memory allocated by Pytorch: {gpu_package.memory_allocated()}") + print(f"Computation successful on: {result.device}") + + return None + + +# For more on optimizers see https://docs.pytorch.org/docs/stable/optim.html +T_Optim = TypeVar("T_Optim", bound=torch.optim.Optimizer) +# LBFGS, Adam; LBFGS generally converges faster, but uses +# more memory; The reverse is true of Adam +DEFAULT_OPTIMIZERS = { + torch.optim.Adam: {"lr": 1e-3}, + torch.optim.LBFGS: {"line_search_fn": "strong_wolfe"}, +} + + +def get_optimizer_with_defaults(optim_class: Type[T_Optim], params, **kwargs) -> T_Optim: + defaults = DEFAULT_OPTIMIZERS.get(optim_class, {}) + merged_kwargs = {**defaults, **kwargs} + return make_optimizer(optim_class, params, **merged_kwargs) + + +def make_optimizer( + optim_class: Type[T_Optim], + params, + **kwargs +) -> T_Optim: + signature = inspect.signature(optim_class.__init__) # init signature of the optimizer + filtered_kwargs = {key: value for key, value in kwargs.items() if key in signature.parameters} + # only pass kwargs that are in the signature + return optim_class(params, **filtered_kwargs) + + +### custom mean function, although using the ConstantMean() is considered best practice if little to no information is +# known about the surface being probed + + +# *** only expects 2 independent variables and 1 dependent variable output; can make more generalized to handle +# arbitrary dimension inputs/outputs later +class PolynomialMean(gpytorch.means.Mean): + def __init__(self, input_size, batch_shape=torch.Size()): + super().__init__() + # coefficients for the quadratic terms + self.register_parameter( + name='quadratic_coeffs', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, input_size)), + ) + # bias term + self.register_parameter( + name='bias', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, 1)), + ) + + def forward(self, x): + quadratic_terms = (x.pow(2) * self.quadratic_coeffs) # element-wise squaring and multiplication by coefficients + tensor_sum = quadratic_terms.sum(dim=-1) + self.bias # sum over feature dimension and add bias + return tensor_sum diff --git a/pyscan/general/pyscan_json_encoder.py b/pyscan/general/pyscan_json_encoder.py index 59289476..017a9147 100644 --- a/pyscan/general/pyscan_json_encoder.py +++ b/pyscan/general/pyscan_json_encoder.py @@ -2,6 +2,7 @@ import numpy as np from .item_attribute import ItemAttribute from ..drivers.instrument_driver import InstrumentDriver + from pyvisa.resources import ( # FirewireInstrument, GPIBInstrument, diff --git a/pyscan/measurement/__init__.py b/pyscan/measurement/__init__.py index bb1f81ce..6ce4add6 100644 --- a/pyscan/measurement/__init__.py +++ b/pyscan/measurement/__init__.py @@ -10,7 +10,7 @@ from .fast_stage_experiment import FastStageSweep, FastStageExperiment from .fast_galvo_experiment import FastGalvoSweep, FastGalvoExperiment -from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan +from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan, AbstractOptimizeScan # Other objects from .run_info import RunInfo diff --git a/pyscan/measurement/abstract_experiment.py b/pyscan/measurement/abstract_experiment.py index a02b7b09..0b759a43 100644 --- a/pyscan/measurement/abstract_experiment.py +++ b/pyscan/measurement/abstract_experiment.py @@ -69,11 +69,17 @@ def preallocate(self, data, debug=False): ''' skip = False + if self.runinfo.continuous: continuous_scan = self.runinfo.scans[self.runinfo.continuous_scan_index] if continuous_scan.i > 0: skip = True + if self.runinfo.optimize_d != -1: + optimize_scan = self.runinfo.scans[self.runinfo.optimize_d] + if optimize_scan.i > 0: + skip = True + if not skip: self.runinfo.measured = [] for key, value in data.items(): @@ -136,7 +142,8 @@ def preallocate(self, data, debug=False): else: if debug is True: print(f"with measured name {name} preallocate4") - self[name] = np.nan + # changed from scalar to len 1 arr for start len 1 compat with len/shape in optimizer + self[name] = np.array([np.nan]) f.create_dataset(name, shape=[1, ], maxshape=(None,), chunks=(1,), fillvalue=np.nan, dtype='float64') diff --git a/pyscan/measurement/experiment.py b/pyscan/measurement/experiment.py index e153e971..605e4536 100644 --- a/pyscan/measurement/experiment.py +++ b/pyscan/measurement/experiment.py @@ -253,6 +253,99 @@ def rolling_average(self, data): self[key] += ( value / (self.runinfo.average_index + 1)) + def optimize_experiment(self): + # TODO: add timing code? Timing code in generic_experiment() but not in average_experiment()? + # TODO: Allows PropertyScan and OptimizeScan. Allow any others? ContinuousScan? + + for m in self.runinfo.scan3.iterator(): + self.runinfo.scan3.running = True + self.runinfo.scan3.i = m + if isinstance(self.runinfo.scan3, ps.AbstractOptimizeScan): + self.runinfo.scan3.iterate(m, self) + else: + self.runinfo.scan3.iterate(m, self.devices) + sleep(self.runinfo.scan3.dt) + + for k in self.runinfo.scan2.iterator(): + self.runinfo.scan2.running = True + self.runinfo.scan2.i = k + if isinstance(self.runinfo.scan2, ps.AbstractOptimizeScan): + self.runinfo.scan2.iterate(k, self) + else: + self.runinfo.scan2.iterate(k, self.devices) + sleep(self.runinfo.scan2.dt) + + for j in self.runinfo.scan1.iterator(): + self.runinfo.scan1.running = True + self.runinfo.scan1.i = j + if isinstance(self.runinfo.scan1, ps.AbstractOptimizeScan): + self.runinfo.scan1.iterate(j, self) + else: + self.runinfo.scan1.iterate(j, self.devices) + sleep(self.runinfo.scan1.dt) + + for i in self.runinfo.scan0.iterator(): + self.runinfo.scan0.running = True + self.runinfo.scan0.i = i # TODO: why need field i and index argument in iterate() + if isinstance(self.runinfo.scan0, ps.AbstractOptimizeScan): + self.runinfo.scan0.iterate(i, self) + else: + self.runinfo.scan0.iterate(i, self.devices) + sleep(self.runinfo.scan0.dt) + + data = self.runinfo.measure_function(self) + + if np.all(np.array(self.runinfo.indicies) == 0): + self.preallocate(data) + + self.save_point(data) + + # TODO: change all to to compare value instead of instance + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + elif not self.runinfo.scan0.running: + break + + if isinstance(self.runinfo.scan0, ps.AbstractOptimizeScan): + self.reallocate() + + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + elif not self.runinfo.scan1.running: + break + + if isinstance(self.runinfo.scan1, ps.AbstractOptimizeScan): + self.reallocate() + + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + elif not self.runinfo.scan2.running: + break + + if isinstance(self.runinfo.scan2, ps.AbstractOptimizeScan): + self.reallocate() + + if self.runinfo.verbose: + print('Scan {}/{} Complete'.format(m + 1, self.runinfo.scan3.n)) + if not self.runinfo.scan3.running: + # TODO: set complete to 'stopped' if break outermost scan? + self.runinfo.running = False + if not self.runinfo.running: + self.runinfo.complete = 'stopped' + break + + if isinstance(self.runinfo.scan3, ps.AbstractOptimizeScan): + self.reallocate() + + self.runinfo.complete = True + self.runinfo.running = False + + if 'end_function' in list(self.runinfo.keys()): + self.runinfo.end_function(self) + def run(self): '''Runs the experiment while locking the console ''' @@ -269,14 +362,17 @@ def run(self): self.runinfo.running = True - if self.runinfo.average_d == -1: + if self.runinfo.average_d == -1 and self.runinfo.optimize_d == -1: self.generic_experiment() elif 0 <= self.runinfo.average_d < 4: self.average_experiment() + elif 0 <= self.runinfo.optimize_d < 4: + self.optimize_experiment() + else: - assert False, "self.average_d not setup correctly by check_runinfo method" + assert False, "self.average_d or self.optimize_d not setup correctly by check_runinfo method" # legacy naming convention diff --git a/pyscan/measurement/run_info.py b/pyscan/measurement/run_info.py index 83f9d1b9..a2622d3b 100644 --- a/pyscan/measurement/run_info.py +++ b/pyscan/measurement/run_info.py @@ -1,7 +1,7 @@ # -*- coding: utf-8 -*- from ..general.item_attribute import ItemAttribute from ..general.get_pyscan_version import get_pyscan_version -from .scans import PropertyScan, AverageScan +from .scans import PropertyScan, AverageScan, AbstractOptimizeScan import pyscan as ps @@ -92,6 +92,23 @@ def check(self): if num_av_scans > 1: assert False, "More than one average scan is not allowed" + # find the scans set to optimize scan (if any) and determine their indicies + index = 0 + num_op_scans = 0 + for scan in self.scans: + if isinstance(scan, AbstractOptimizeScan): + self.optimize_d = index + num_op_scans += 1 + index += 1 + + # if no optimize scans found set optimize_scan_index to -1 + if num_op_scans == 0: + self.optimize_d = -1 + + # throw an error if more than one average scan is found + if num_op_scans > 1: + assert False, "More than one optimize scan is not allowed" + # make sure there are no empty scans inbetween used scans. used_scan_found = False scans = self.scans diff --git a/pyscan/measurement/scans.py b/pyscan/measurement/scans.py index 0973b5ba..3faccf55 100644 --- a/pyscan/measurement/scans.py +++ b/pyscan/measurement/scans.py @@ -50,7 +50,7 @@ def __init__(self, input_dict, prop, dt=0): ''' Constructor method ''' - self.prop = prop + self.prop = prop # TODO: property not vector, same for each device? self.scan_dict = {} self.input_dict = input_dict for device, array in input_dict.items(): @@ -267,3 +267,113 @@ def check_same_length(self): Not used ''' return 1 + + +class AbstractOptimizeScan(AbstractScan): + ''' + Abstract class providing polymorphic interface for optimization routines to determine next measurement. + Implementation overrides `__init__` to store variables between measurement optimizations and `step_optimizer` to + call optimizer and return optimal next measurement. + + Parameters + ---------- + initialization_dict : dict{string:float} + key:value pairs of device name strings and initialization values at which to begin the optimization routine. + prop : str + String that indicates the property of the device(s) to be changed. + optimizer_inputs : iterable object of str + Instrument inputs provided by the measure_function as ItemAttributes of the Experiment. + Inputs for the optimizer to optimize over. + sample_function_output : str + Measurement output provided by the measure_function as ItemAttributes of the Experiment. + Output for the optimizer to optimize. + dt : float, optional + Wait time in seconds after each iteration. Used by Experiment classes, defaults to 0. + n_max : int, optional + Maximum number of iterations to run. + ''' + + def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output, + dt=0., n_max=100): + self.init_dict = initialization_dict + self.scan_dict = {} + for device in initialization_dict: + self.scan_dict['{}_{}'.format(device, prop)] = [] + self.device_names = list(initialization_dict.keys()) + # TODO: make prop multidimensional: different property for each device + self.prop = prop + self.opt_in = optimizer_inputs + # TODO: make output multidimensional: allow optimization over multiple outputs? + self.sample_f_out = sample_function_output + self.dt = dt + self.n = 1 + self.n_max = n_max + self.i = 0 # TODO: why need this and index argument in iterate() + self.running = True + + def step_optimizer(self, index, experiment): + ''' + Abstract method to be implemented by AbstractOptimizeScan implementations. + Can stop optimize scan early by setting `self.running = False`. + + Parameters + ---------- + index : int + The index of the data array. + experiment : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + + Returns + ------- + ndarray + Array with element containing next input value for each device. + ''' + pass + + def iterate(self, index, experiment): # TODO: make experiment field? use index from scan loop? + ''' + Changes `prop` of the listed `devices` to the initial value at step 0 or optimizer recommendation at later + steps. These new device values are also appended to `scan_dict`. + + Parameters + ---------- + index : int + The index of the data array. + experiment : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + ''' + if index == 0: + for dev in self.device_names: + # try: + experiment.devices[dev][self.prop] = self.init_dict[dev] + # TODO: first element of dev_prop is not np.float64 + self.scan_dict['{}_{}'.format(dev, self.prop)].append(self.init_dict[dev]) + # except Exception: + # continue # TODO: why ignore exception? just for propertyscan? + else: + opt_res = self.step_optimizer(index, experiment) + for i, dev in enumerate(self.device_names): + # try: + experiment.devices[dev][self.prop] = opt_res[i] + self.scan_dict['{}_{}'.format(dev, self.prop)].append(opt_res[i]) + # except Exception: + # continue # TODO: why ignore exception? just for propertyscan? + + def iterator(self): + ''' + Returns an iterator for the scan over its `n` range. + The following iterator increments `i` and `n` by one each time up to `n_max`. + + Returns + ------- + Generator + Yield `i` and increment`i` and `n` for each scan iteration. + ''' + def incrementing_n(): + for _ in range(self.n_max): + yield self.i + self.i += 1 + self.n += 1 + + iterator = iter(incrementing_n()) + return iterator From 4587a40711678f49fe2e99108330a801521d8eb0 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 30 Sep 2025 12:33:04 -0400 Subject: [PATCH 04/16] fix(tests): test_experiment.py and test_average_experiment.py experiment single output tests check for shape [1] array instead of float to accomodate OptimizeScan changes to AbstractExperiment.preallocate() --- test/measurement/test_average_experiment.py | 5 +++-- test/measurement/test_experiment.py | 2 +- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/test/measurement/test_average_experiment.py b/test/measurement/test_average_experiment.py index 86a9ba88..6ca24db6 100644 --- a/test/measurement/test_average_experiment.py +++ b/test/measurement/test_average_experiment.py @@ -161,9 +161,10 @@ def check_data_results(x, id='', dtype=np.ndarray, shape=[2], loaded=False, num_ # for checking that the multi data results are as expected -def check_multi_data_results(expt, num_devices, shape1=[2], shape2=[2, 2], shape3=[2, 2, 2], shape4=[2, 2, 2, 2]): +def check_multi_data_results(expt, num_devices, + shape0=[1], shape1=[2], shape2=[2, 2], shape3=[2, 2, 2], shape4=[2, 2, 2, 2]): if num_devices == 0: - check_data_results(expt.x1, id=1, dtype=float, shape=shape1) + check_data_results(expt.x1, id=1, shape=shape0) check_data_results(expt.x2, id=2, shape=shape1) for i in expt.x3: assert isinstance(i, np.ndarray), "experiment x3 measurement is not a numpy array of numpy arrays" diff --git a/test/measurement/test_experiment.py b/test/measurement/test_experiment.py index 3704e6df..0550659f 100644 --- a/test/measurement/test_experiment.py +++ b/test/measurement/test_experiment.py @@ -301,7 +301,7 @@ def check_expt_results(expt, loaded=False): assert expt.repeat[0] == 0.0, "experiment repeat[0] is not 0.0" # check the data results are as expected - check_data_results(expt.x1, id=1, dtype=float, shape=[1], loaded=loaded) + check_data_results(expt.x1, id=1, shape=[1], loaded=loaded) check_data_results(expt.x2, id=2, shape=[2], loaded=loaded) From ce0904104d2cdf9c5353053ccfd92d86e6a61a6d Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Wed, 29 Oct 2025 19:29:28 -0400 Subject: [PATCH 05/16] adapted OptimizeScan to various_fixes --- .gitignore | 2 +- ...-example_GradientDescentOptimizeScan.ipynb | 575 ++++++++++++++++++ ...mple_Bayesian_optimization_interface.ipynb | 566 +++++++++++++++++ .../gp_bayes_opt.py | 410 +++++++++++++ .../gp_bayes_opt_helpers.py | 128 ++++ pyscan/measurement/__init__.py | 2 +- pyscan/measurement/experiment.py | 16 +- pyscan/measurement/run_info.py | 58 +- pyscan/measurement/scans.py | 118 +++- 9 files changed, 1868 insertions(+), 7 deletions(-) create mode 100644 demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb create mode 100644 demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb create mode 100644 demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py create mode 100644 demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py diff --git a/.gitignore b/.gitignore index 1d0fdd30..574907eb 100644 --- a/.gitignore +++ b/.gitignore @@ -121,4 +121,4 @@ backup *.backup test.ipynb -.vscode \ No newline at end of file +.vscode diff --git a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb new file mode 100644 index 00000000..cb9d3c13 --- /dev/null +++ b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb @@ -0,0 +1,575 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# 07 Example - Gradient Descent Optimization Scan Using `GradientDescentOptimizeScan` Implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GradientDescentOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GradientDescentOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Minimizes objective function using gradient descent.\n", + " Gradients are approximated using forward finite differences.\n", + " Gradient descent is performed over one dimension at a time.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " input_epsilon, learning_rate, update_epsilon,\n", + " dt=0, n_max=100):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.dim = 0\n", + " self.fd_step = True\n", + " self.input_epsilon = input_epsilon\n", + " self.learning_rate = learning_rate\n", + " self.update_epsilon = update_epsilon\n", + " self.dim_ct = len(optimizer_inputs)\n", + " self.keep_running = np.full(self.dim_ct, True)\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + " \n", + " def gd_f(f_in_prev, f_out, f_out_prev, input_epsilon, learning_rate):\n", + " grad = (f_out - f_out_prev) / input_epsilon\n", + " grad_update = learning_rate * grad\n", + " f_in_dim_next = f_in_prev - grad_update\n", + " return grad, f_in_dim_next\n", + "\n", + " if self.fd_step:\n", + " f_in = [experiment.__dict__[measurement][index - 1] for measurement in self.opt_in]\n", + " f_in[self.dim] += self.input_epsilon[self.dim]\n", + " self.fd_step = False\n", + " return f_in\n", + " else:\n", + " f_in_prev = [experiment.__dict__[measurement][index - 2] for measurement in self.opt_in]\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " f_out_prev = experiment.__dict__[self.sample_f_out][index - 2]\n", + " grad_dim, f_in_next_dim = gd_f(f_in_prev[self.dim], f_out, f_out_prev, self.input_epsilon[self.dim], self.learning_rate[self.dim])\n", + " f_in_next = f_in_prev.copy()\n", + " f_in_next[self.dim] = f_in_next_dim\n", + " self.keep_running[self.dim] = abs(grad_dim) > self.update_epsilon[self.dim]\n", + " if not self.keep_running.any():\n", + " self.running = False\n", + " self.fd_step = True\n", + " self.dim += 1\n", + " self.dim %= self.dim_ct\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GradientDescentOptimizeScan({'v1': 2., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " (1e-1, 1e-1), (1e-1, 1e-1), (1e-1, 1e-1),\n", + " dt=1., n_max=100)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "22ba2d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", + " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", + " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", + " 39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51.,\n", + " 52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n", + " 65., 66., 67., 68., 69., 70., 71., 72., 73., 74., 75., 76., 77.,\n", + " 78., 79., 80., 81., 82., 83., 84., 85., 86., 87., 88.]),\n", + " 'v1_readout': array([2. , 2.1 , 2.39 , 2.39 , 2.39 ,\n", + " 2.49 , 2.702 , 2.702 , 2.702 , 2.802 ,\n", + " 2.9516 , 2.9516 , 2.9516 , 3.0516 , 3.15128 ,\n", + " 3.15128 , 3.15128 , 3.25128 , 3.311024 , 3.311024 ,\n", + " 3.311024 , 3.411024 , 3.4388192 , 3.4388192 , 3.4388192 ,\n", + " 3.5388192 , 3.54105536, 3.54105536, 3.54105536, 3.64105536,\n", + " 3.62284429, 3.62284429, 3.62284429, 3.72284429, 3.68827543,\n", + " 3.68827543, 3.68827543, 3.78827543, 3.74062034, 3.74062034,\n", + " 3.74062034, 3.84062034, 3.78249628, 3.78249628, 3.78249628,\n", + " 3.88249628, 3.81599702, 3.81599702, 3.81599702, 3.91599702,\n", + " 3.84279762, 3.84279762, 3.84279762, 3.94279762, 3.86423809,\n", + " 3.86423809, 3.86423809, 3.96423809, 3.88139047, 3.88139047,\n", + " 3.88139047, 3.98139047, 3.89511238, 3.89511238, 3.89511238,\n", + " 3.99511238, 3.9060899 , 3.9060899 , 3.9060899 , 4.0060899 ,\n", + " 3.91487192, 3.91487192, 3.91487192, 4.01487192, 3.92189754,\n", + " 3.92189754, 3.92189754, 4.02189754, 3.92751803, 3.92751803,\n", + " 3.92751803, 4.02751803, 3.93201442, 3.93201442, 3.93201442,\n", + " 4.03201442, 3.93561154, 3.93561154, 3.93561154]),\n", + " 'v2_readout': array([1. , 1. , 1. , 1.1 , 1.99 ,\n", + " 1.99 , 1.99 , 2.09 , 2.782 , 2.782 ,\n", + " 2.782 , 2.882 , 3.4156 , 3.4156 , 3.4156 ,\n", + " 3.5156 , 3.92248 , 3.92248 , 3.92248 , 4.02248 ,\n", + " 4.327984 , 4.327984 , 4.327984 , 4.427984 , 4.6523872 ,\n", + " 4.6523872 , 4.6523872 , 4.7523872 , 4.91190976, 4.91190976,\n", + " 4.91190976, 5.01190976, 5.11952781, 5.11952781, 5.11952781,\n", + " 5.21952781, 5.28562225, 5.28562225, 5.28562225, 5.38562225,\n", + " 5.4184978 , 5.4184978 , 5.4184978 , 5.5184978 , 5.52479824,\n", + " 5.52479824, 5.52479824, 5.62479824, 5.60983859, 5.60983859,\n", + " 5.60983859, 5.70983859, 5.67787087, 5.67787087, 5.67787087,\n", + " 5.77787087, 5.7322967 , 5.7322967 , 5.7322967 , 5.8322967 ,\n", + " 5.77583736, 5.77583736, 5.77583736, 5.87583736, 5.81066989,\n", + " 5.81066989, 5.81066989, 5.91066989, 5.83853591, 5.83853591,\n", + " 5.83853591, 5.93853591, 5.86082873, 5.86082873, 5.86082873,\n", + " 5.96082873, 5.87866298, 5.87866298, 5.87866298, 5.97866298,\n", + " 5.89293039, 5.89293039, 5.89293039, 5.99293039, 5.90434431,\n", + " 5.90434431, 5.90434431, 6.00434431, 5.91347545]),\n", + " 'vf': array([2.90000000e+01, 2.86100000e+01, 2.75921000e+01, 2.66021000e+01,\n", + " 1.86722000e+01, 1.83602000e+01, 1.77649040e+01, 1.69729040e+01,\n", + " 1.20403280e+01, 1.17907280e+01, 1.14546666e+01, 1.08210666e+01,\n", + " 7.77826592e+00, 7.57858592e+00, 7.39944900e+00, 6.89256900e+00,\n", + " 5.03641499e+00, 4.87667099e+00, 4.79077728e+00, 4.38527328e+00,\n", + " 3.27032543e+00, 3.14253023e+00, 3.11056139e+00, 2.78615819e+00,\n", + " 2.13098415e+00, 2.02874799e+00, 2.02669044e+00, 1.76716788e+00,\n", + " 1.39457055e+00, 1.31278162e+00, 1.32618680e+00, 1.11856875e+00,\n", + " 9.17477712e-01, 8.52046570e-01, 8.72403488e-01, 7.06309050e-01,\n", + " 6.07507782e-01, 5.55162868e-01, 5.77613381e-01, 4.44737830e-01,\n", + " 4.05422618e-01, 3.63546687e-01, 3.85452682e-01, 2.79152242e-01,\n", + " 2.73124585e-01, 2.39623840e-01, 2.59673811e-01, 1.74633459e-01,\n", + " 1.86083022e-01, 1.59282426e-01, 1.76938515e-01, 1.08906233e-01,\n", + " 1.28479764e-01, 1.07039288e-01, 1.22198470e-01, 6.77726448e-02,\n", + " 9.00963534e-02, 7.29439721e-02, 8.57332776e-02, 4.21926172e-02,\n", + " 6.43171096e-02, 5.05952044e-02, 6.12503029e-02, 2.64177746e-02,\n", + " 4.68473048e-02, 3.58697807e-02, 4.46649981e-02, 1.67989754e-02,\n", + " 3.48897588e-02, 2.61077395e-02, 3.33174421e-02, 1.10246240e-02,\n", + " 2.66154326e-02, 1.95898172e-02, 2.54686376e-02, 7.63438312e-03,\n", + " 2.08226665e-02, 1.52021741e-02, 1.99763078e-02, 5.70890422e-03,\n", + " 1.67175382e-02, 1.22211444e-02, 1.60859408e-02, 4.67201792e-03,\n", + " 1.37720498e-02, 1.01749347e-02, 1.32958852e-02, 4.16474685e-03,\n", + " 1.16323721e-02])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(30, 120)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pstapc", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb new file mode 100644 index 00000000..737cd12a --- /dev/null +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb @@ -0,0 +1,566 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "a19da796", + "metadata": {}, + "source": [ + "# a02 Example - Gaussian Process Bayesian Optimization Using `GPBayesianOptimizeScan` implementation of `AbstractOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "454a5e23", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from gaussian_process_bayesian_optimization.gp_bayes_opt import bayes_opt_main" + ] + }, + { + "cell_type": "markdown", + "id": "c3ed0472", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "433ff5a4", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "5588897a", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f8a0523a", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "33adce00", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0351d814", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "1b43d3db", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4cf7e377", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "2e4261c8", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `GPBayesianOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7f415001", + "metadata": {}, + "outputs": [], + "source": [ + "class GPBayesianOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " Optimizes objective function using Gaussian process for Bayesian optimization.\n", + " Bayesian optimization method `bayes_opt_main` predicts optimal next measurement from observed data.\n", + " \"\"\"\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " domain_info_list,\n", + " dt=0., n_max=100,\n", + " init_scans=None, extremum='min', ei_threshold=1e-1):\n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + " self.last_optim_idx = n_max - 2\n", + " self.domain = domain_info_list\n", + " self.X_train = np.empty((1, len(initialization_dict)))\n", + " self.X_train[0] = np.array(list(initialization_dict.values()))\n", + " self.y_train = None # TODO: multidim output? np.empty((1, 1))\n", + " self.init_scans = init_scans\n", + " if init_scans is not None:\n", + " self.init_scan_ct = len(init_scans)\n", + " else:\n", + " self.init_scan_ct = None\n", + " self.extremum = extremum\n", + " self.ei_threshold = ei_threshold\n", + " self.set_final_opt = False\n", + " \n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " def postproc_extremum(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return y\n", + " case 'min':\n", + " return -y\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " def get_arg_opt(y, extremum):\n", + " match extremum:\n", + " case 'max':\n", + " return np.argmax(y)\n", + " case 'min':\n", + " return np.argmin(y)\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " \n", + " if self.set_final_opt: # set final output to best observed output\n", + " arg_opt = get_arg_opt(experiment.__dict__[self.sample_f_out][:index], self.extremum)\n", + " opt_in_opt = [experiment.__dict__[measurement][arg_opt] for measurement in self.opt_in]\n", + " self.running = False\n", + " return opt_in_opt\n", + " else:\n", + " if index == 1: # first optim step after init\n", + " self.y_train = np.empty(1)\n", + " self.y_train[0] = postproc_extremum(experiment.__dict__[self.sample_f_out][0], self.extremum)\n", + " else: # update observed data with latest optimized measurement\n", + " i_prev = index - 1\n", + " self.X_train = np.append(self.X_train, [[experiment.__dict__[measurement][i_prev] for measurement in self.opt_in]], axis=0)\n", + " self.y_train = np.append(self.y_train, [postproc_extremum(experiment.__dict__[self.sample_f_out][i_prev], self.extremum)], axis=0)\n", + " if self.init_scan_ct is not None and index <= self.init_scan_ct: # non-optimized measurement points to intialize Gaussian process\n", + " i_prev = index - 1\n", + " f_in_next = self.init_scans[i_prev]\n", + " return f_in_next\n", + " else: # optimize next measurement\n", + " f_in_next, keep_running = bayes_opt_main(self.domain, self.X_train, self.y_train, ei_threshold=self.ei_threshold)\n", + " self.set_final_opt = not keep_running or not (index < self.last_optim_idx)\n", + " return f_in_next.numpy().astype(np.float64)\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "092c1db2", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0b2c251b", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = GPBayesianOptimizeScan({'v1': 1., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " [(0, 10, .1), (0, 10, .1)],\n", + " dt=1., n_max=100,\n", + " init_scans=[[9., 1.], [9., 9.], [1., 9.]],\n", + " extremum='min', ei_threshold=1e-2)" + ] + }, + { + "cell_type": "markdown", + "id": "f51e1e4d", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "81e0c3d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "PyTorch version: 2.8.0+cpu\n", + "Computation successful on: cpu\n", + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "d65e653a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "22ba2d90", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", + " 13., 14.]),\n", + " 'v1_readout': array([1. , 9. , 9. , 1. , 1. ,\n", + " 1.29999995, 1.5 , 2.70000005, 3.4000001 , 4. ,\n", + " 4.0999999 , 4.0999999 , 4. , 4. , 4. ]),\n", + " 'v2_readout': array([1. , 1. , 9. , 9. , 9. ,\n", + " 8.60000038, 7.69999981, 7.19999981, 7. , 6.80000019,\n", + " 6.19999981, 6.0999999 , 6. , 6. , 6. ]),\n", + " 'vf': array([3.40000000e+01, 5.00000000e+01, 3.40000000e+01, 1.80000000e+01,\n", + " 1.80000000e+01, 1.40500022e+01, 9.13999935e+00, 3.12999942e+00,\n", + " 1.35999989e+00, 6.40000305e-01, 4.99999046e-02, 1.99999619e-02,\n", + " 0.00000000e+00, 0.00000000e+00, 0.00000000e+00])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f34b90d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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G81zcfkU+WORDsjRjLO3fkQ/ZsrzejNfuuVo7uP6+4Gu94PtEpnVk31GefUTBbWMcMNStW7fI68+1zVxJUas89xIwyNSv6z5EXsMF9x/G/q7gvrbg/vtcfHx8VDC3bt069TqQAw2ZIpTpI3kPn4+MTUjQVHB8MkVdcGxm2G8XxBqVAjp06KDesBIty45YvsqHWGWv9pFgSI70Za5RPlBr1qyp6j1kR28ETaVhfPjIzl6O7IsiR2tlUVyVvSOrWTrFHX3K0WtFkA9W1w8s+aBu3769em5lPtfYVjIOyV4U9diMugIZkxzdSs3SM888o14ncv9yVCPBS2X2ZqmI7SRZC1mRIUdQcuQs2TmpuZAdmOywinteZccsR2/yeN9++221s5d+QnLEK3PwxuOWMUqNltQZSM2CBIdSw/HWW2+p64qrz5CAWoIcCVBkDlw+qCSQlIyfbOfK3K7Fbb+KfI1XFrOMUT7sZX8lK3rORX4vBwryPJ9LRTRbK27blGebSR2PfB58/fXXqpbMlbxG27Rpo94fRSkYILlmEEujWrVq6nNCLtInSuoTJbg0almKYrx/pE5FssQFuXOFU1mZf4QaSFAihZXyxpIgQSJ+KTwzyItCiq8KMlLU53rRFPcmlGka2TnLzl2KHA0SqLiS+5YX3t69e/MdiUjxmCuJluXIRXbE5TmyLA8Zp6RUjWhcSGGZMIq3jKPAgs3Jijqyq4gdmARnErx9/PHHKoUqR17ywSg7KjnKcR1rQVIcJ+OXwmnXJewFpxiM5984knFV8HUjt5V0qhxtuh5pFnwtVdR2kqMlCTrkIjtVaaQlhZMSvBT3OpGgQ7Ii33//fb4j1aJSxkKygnKRAmV5/8j7SQrDJZNTlKVLl6opC5mCk0DdIK/xiiLbr+C2k1S2TLmUhVHMuXXr1kLZzLK8Zo3nubj9imSoztdsrbR/x5iWMMh159p3nYsUaX/yySeqmNR1Stz1QEyOxqUwtSB5n7hmGGRfJvsO1wJP3Z1iZfyyv5AFCEUdtMrrYdOmTep95a6xduzYUQUq8hqW5624v2u8VqXwtySfBSXZb7sbp36KYLwQZdWBzBsXfGFee+21arWH1LIYJC0r0yzyRJ5r7tHY2RTcaUqkLy801yM8eWMXrBaX+hIhWRdXsjqg4P1JGl4CINmZFuSu9fcyt2qQYEB+lkyRUe8jbzAZqxzpuyr4+M617Urr6aefVjUUxtGPrJSRMciURcEjK/nZ6ERsHI253ka+lyMtV3J0KUdcEtC4TltIQFOwfkleS/Kcu24nIZkKeT1IilfIUah8WJVnO0kmqCDjyPBc0zNFPW55XAWDaEmfF9x+Zb1/CSKKemxlJTvrgttO3q9lzdzJ6iYJLGXVSEZGRr7fuT4OeS5KMnXl+ppxfd7kvSvZLnmdVNSHm3xgyeoX1+dEsokyzVnU6sGSkFVqkiWQQKRg52553Uk9jaxYkdsVVVtU1L7MeO0b21FXp2UJBKR+TQKw4lagye8lsyrBWkGyeqvgtF1JHTt2rMiaR3l/LF68WB14GIFyce97+cyQ/YcclBRVO1bUZ8H59tvuxoxKESS6lwJJmQsUBQMVKaCTFKC8kaQIUuoVZAcjR4ASGBS3zM2YWhLy/+QFZBTwyg5CPjhlWZgsq5N5Q3kDy4vQNaUq/18CEFkuKTsEY3myEfG6RtUTJ05UR71SMCVzqxJAyU5DUupyFF/UB1dFkgyRTC/I1JOMQXaGMuUg0y5GQyhJG8uyO9k5ydjlA0VqdYqqnylu25WWbAfZ8ctyTsmcyd989dVX1RJTCQ779eunPoTk+ZS5aCmslKMpmfqQ28r3slOSN78830XNb8sHmDynsnOT6Q/Z1vIYZSlramqq83ZS7HzllVeqrIb87QsvvFB9MMlrT47eXJdhSkZCnlP5Kh848sFrPO9FbSe5T9k+soORvyPTKvJ/ZFwSIMo2lmBAlkwXdRTs+qEsUz1yH/JBJOOXHbJ84LlmJOQ9IPcntSYybskSye1kO53rg1bea5LxkNeJPLfyOpA0dUVOYcg2kw9Lee/I9J0c/Ur2sqzLl+UxSTAp9yvZVnnPymOQ+5UCYNkWxnMh02uy7FpuJ9Nfsh2LIh+Csk+RIlBZqm4sT5b3SEWddkNeC7I8VerUZLpNCiyN5clykPX444+X6X4luyuPWfaVMgUi45f9qLymp02bpmorZJ9Z1LJieZ/JVIbs++TgT6ZWZHvKe8Eg21H2WbKPlJouuW+jELayyWtSPszlAEcygwUztHKRVhFS7yWvMdnnyhSzBMGSDZPr5bVWlmaEUiPZuXNnlf2SIEGmbuR9K9tSXmuyjzBewxLoyj5Rnl8JjiUzL/9P3qdS6yhjlGlv2SfI/lfq7WR/LGN1DUxKst92Oy1rjTyAtCmWzdO5c+cif280fJNlX9JQSG53voZvQpazydIvaZwly09dnwJpxCZtkaURkSyrlf9X1FI5aeokS3WlOZI07pFmVNu3b1e3mzhxYr7bSvM6ua00KPP391ftrXv06GGfOnVquRq+FVRw+WdRjYOqV6+ubmMs3zbIkrebbrpJ3UaW4MmyVGlEVJptV5qGb2Lp0qWFxiyNoKQhkoxbLvIcyLaTbWuQ5luydFW2uzQDk6V9soyyqKXDcn/SGE2eT2nsVFzDN1k+KMtfa9WqpZ4jeQ0UbPhmLOGVJeeypFCWxt5yyy2qCVlRS2/HjRtnr127tloGaSzflGZisoRU/o4sNZSvt912m33Hjh328/n+++/tbdu2dTZxmzRpkmoC57o0VBpnyf3Vq1dPPWZZBiuNEteuXXve+5flmxdffLFaPirjevrpp51LSs/XErwky2jlNffMM884G7jJ0mpZ+l3c8uSC91XcMnrZLt26dVPjlqZrsh+YOXNmvmZ+gwcPVvuJkjR8++2331RDPuP+pJljcQ3fCi4VLWqpbnFmz55tb9eunXqeZD9SsOFbSbdrQZs3b1avAVmab+xv5GdZ6l+Q8Tjk8cm+VF7T8v5/+OGHCy35ltYC0lhPtktJG74VZDRac1XUPq3gPreo5ndFNXyTpd/yvjCaPMpjkYZz0iwtKSnpnOMojizlnjx5snq9SgM52aaynaSFxieffFJoHyHXScsAWUpf8PUq38v9yP5D3sfSmE7aWri+P0uz33anKvKPnhCJKpJMUbVr104djZihzb8Ul0phpWv2gIjIIFkimW6VbEVZM1tkjf02a1Q8kKSEC5KpIJlyci1GJCIi8nSsUfFA0tZY1tRLbYMsLZM5RLlILUXBZXBERESejIGKB5LiQ1lBMm7cOJWikyWjkkaV4kkiIiJvwhoVIiIiMi3WqBAREZFpMVAhIiIi0/LoGhVp9XvkyBHVnEt3i2UiIiIqGak6kaaQ0sDvXE1SPT5QkSCFq1yIiIg808GDB1V3bK8NVIyTuMkDPd8ZOYmIiMgckpOTVaLB9WSsXhmoGNM9EqQwUCEiIvIsJSnbYDEtERERmRYDFSIiIjItBipERERkWh5do0JERGRWubm5yM7OhhX5+/vD19e3Qu6LgQoREVEF9wg5duwYTp8+DSuLiopCjRo1yt3njIEKERFRBTKClLi4OISEhFiuIandbkd6ejri4+PVzzVr1izX/TFQISIiqsDpHiNIqVatGqwqODhYfZVgRbZFeaaBWExLRERUQYyaFMmkWF1I3jYob50OAxUiIqIKZrXpnsrcBgxUiIiIyLS0Bipy5sTHHnsM9evXV/NZ3bp1w5o1a3QOiYiIiExEa6Byzz33YNGiRfjqq6+wZcsW9O7dGz179sThw4d1DouIiIhcHD16FIMHD0bTpk3h4+Ojkgzuom3Vz5kzZ/Dtt99i/vz5uPzyy9V1L7/8Mn744QdMmTIFr776KqwsIzsXJ1Iz9Q3AbkOM7QSC/Cw8O+gbCITFyUSr7pEQEWmVmZmJ2NhYjBkzBu+8845b/7a2QCUnJ0ct4woKCsp3vUwB/fHHH8VuKLm4nibaG6Vn5eCKN5YiPkVfoPKV/2uo47tV2983jQaXAVe9ANTronskRESVZurUqSpZcOjQIZUxMdx4441qmfVnn32GyZMnq+vke0sEKuHh4ejatSvGjRuHFi1aoHr16pg5cyZWrlyJJk2aFPl/JkyYgLFjx8Lb7Y5PcwYpgRoyGlVgQ1efbep7m28AfKpYNKuSkwnsWw581hu44GrgqjFAzba6R0VEHtgA7Ux2rtv/brC/b4lX3gwcOBCPPPIIlixZgh49eqjrTp48iV9++QU//fQTdNLa8E1qU4YPH47atWurZjDt27fHbbfdhnXr1hV5+9GjR2PUqFH5Mip169aFt4lPyVBfW9eOwI+PXOb+AaQmAG/aYLNXwW/9NqB3mzqwpNMHgd9fBzZMB3YudFxa9QeufB6IuUD36IjIQ0iQ0vLFhW7/u9teuRohASX7mK9atSr69OmDGTNmOAOV//73v4iJicGVV14JnbQeKjdu3BjLli1DamoqDh48iNWrV6vGMI0aNSry9oGBgYiIiMh38UYJedmUuPD802Juk3pcfUlEOOLT3H8UYBpRdYEb3gceXgO0vtlx3d9zgQ86A/NGAKcP6B4hEVGFGTJkiKodNUospk+fjkGDBuWbCtLBFC30Q0ND1eXUqVNYuHAhXn/9dViZMe0TGxaoZwCpx9SXE/YorXUyplGtMXDzNODSx4El44HtPwEbvwY2zwY63gVc9iQQXl33KInIpGQKRrIbOv5uafTt21dNUy1YsACdOnXC8uXL3V44a7pARYIS2SjNmjXDrl278NRTT6F58+a46667YGXG1E9chKZAJcWRUYm3RyEhbywEoEZr4LaZwME1wP/GAXuXAaunAuu/ArrcD1zyKBASrXuURGQyUidS0ikYnYKCgjBgwACVSZHPZPlslpIM3bRuuaSkJFV3IlXG0dHRuOmmmzB+/Hj4+/vDys5O/ejKqLgGKsyoFFK3EzDse2DPMkfAcmgN8Oe7wNrPgG6PABc/CASG6x4lEVGZpn+uv/56/P3337j99tvz/W7jxo3qq5RrJCQkqJ8DAgLQsmVLeG2gcsstt6gLFTP1ozlQSQCnfs6pUXeg4eXAjoWOgOX4VsfU0F8fAZeOAjrdDfg7ziBKROQJrrrqKpU42L59u2rw5qpdu3bO72XRixTeSmf5ffv2VeqYLLru1NyMLEas5mJaZlRKQJb+NbsGuH85cPNnQHRjID0R+PV54L32jixLbvnOHEpE5C5SOHvkyBFVllFwYYtcV/BS2UGKGlOl/wUqFXni43VP/eTVqCTkBSo2m13PODyJVMW3vgkYsRq44T9ARB0g5Qjw4+PAfzoCm2YDNguvoCIiKiMGKiaTnJGDrBybKaZ+JKOSY7Pj9BlmBErM1w9ofwcwcj1wzSQgNBY4tQ+Yex8w5RLgnx8kGtU9SiIij8FAxWSMVTbhQX4IKuXSsooOVLKCYvKtQqJS8AsELn4AeHQT0ONFICgSSPgHmH078MmVwK7FDFiIiEqAgYrJaJ/2yUwFslId34fXUF9Yp1IOAaHAZU8Aj2529FvxDwWObAC+HgB8cR2wf6XuERIRmRoDFdMW0uqd9pEP1PCIKPVtfDIDlXILjgJ6vODIsFz8kOPMzPv/BD6/Bvj6ZuCIY9kfERHlx0DFZPS3z493fA2v7szqJKQyUKkwYbHANRMcNSzthwFVfIFdi4Cp3YE5w4CEHbpHSERkKgxUTEZ/DxVH+3yEVXeOgRmVShBZB7jhPcd5hNoMVOesxrZ5wIddgHkPAaf26x4hEZEpMFAxGf1daeMLBSrMqFTyeYRu+hR48E+g2XWA3QZsnA683wFY8ITjTNZERBbGQMVkjBU22jIqKUVlVLjqp9JVbwXcNgO4ZzHQ6ArAlg2s+dRRw5J+UvfoiIi0YaBiMvprVI671Kg4xsBVP25UpyMwdD4w7AdH07jEXcCcoUBOlu6RERFpwUDFrMuTdZ052QhUwmo4x8BARQM5h9CQOUBAOLBvOfDDo+y7QkTafPfdd+jVqxdiY2MRERGBrl27YuHChW752wxUTCQzJxen0x1dYGPD9LbPd536ScnMwZkstn/XMh008Augig+waQbwx9u6R0REFvX777+rQOWnn35SJyS88sor0bdvX2zYsKHS/zYDFRM5kepI7/v7VkFUiL/2qZ/wQOmO63iJMKuiyQU9gT6vO75f/Arw91zdIyIiLzR16lTUqlULNpvjFC6GG2+8EcOHD8e7776Lp59+Gp06dcIFF1yA1157TX394YcfKn1sDFRMxChalWxKFTkrr7vl5gBpeatMwqqrMTgLatlGX5/O9wJdHnR8P/cB4NBa3SMiotKQadusNPdf7CWfLh44cCASExOxZMkS53UnT57EL7/8giFDhhS6vQQ0KSkpiI6ORmXzq/S/QKXvShuhqZA2/YS8oxxNyEKqqaukoPbgyTPMqOh29Xjg5B5g50Jg5iDH6qCq9XWPiohKIjsdeK2W+//uc0ccp/EogapVq6JPnz6YMWMGevTooa7773//i5iYGDXNU9Cbb76J1NRU3HLLLahszKiYsdlbmOalyXLGXx/ffGMxxkaayPNx8zSgehtH1mvGrUBGku5REZEXGTJkCL799ltkZjr299OnT8egQYPg45M/VJBgZuzYsZgzZw7i4uIqfVzMqJhxabK2FT9n2+cbuPLHRALDgcGzgE96OM7E/M1dwOA5gC/fxkSm5h/iyG7o+LulIMWxdrsdCxYsULUoy5cvxzvvvJPvNrNmzcI999yDb775Bj179oQ7cA9nItozKi7t8w1nMyqsUTFN630JVj6/Fti9GPj5aeC6twAdNU1EVDLy/izhFIxOQUFBGDBggMqk7Nq1C82aNUP79u2dv585c6YqrJVg5brrrnPbuDj1YyL6MypnlyYbmFExoVrtgAGfOM4PtHYasGqK7hERkRdN/yxYsACfffZZviJame4ZOnQo3nrrLXTp0gXHjh1Tl6Skyp+CZqBiIglG+3wT9FAxnF31w0DFVFpcD/Qe5/h+4XPA9p91j4iIvMBVV12lVvJs374dgwcPzrd8OScnByNGjEDNmjWdl0cffbTSx8SpH1NmVHS3z6/hvIpt9E2s68OOFvvrvgD+ezcw/Geg5oW6R0VEHszHxwdHjhSup1m6dCl0YUbFJKSAyThLsbYTEjqnfs5WcRtjOZGaiVwbW7ibbt772jcdJzHMTgNmDAKSNRTsERFVIgYqJiGt87NzHYFATFiA5jMnn82oVAsNUJ+HEqMkpjGrYjq+/sDAL4GYZkDKEcey5cxU3aMiIqowDFRMwqgBkdb5gX6OHiZuJR0Mi1ie7Ofrg2qhLKg1teAoxwkMQ2KAY5uB7+4FbDw3ExF5BwYqJmEs/43TNe2TmQzknClUTCtYUOsBqjYABs0AfAOB7T8Bi17UPSIiogrBQMVshbR5xatuZ2RTAiMB/+B8vzKCJ2ZUTK5eF6Dfh47vV/4HWDNN94iILF13aHX2CtoGDFTM1uxNV0bFWZ9SuB2yMSYGKh6gzc3Alc87vv/pKWDXYt0jIrIUf3/Hme/T09Nhdel528DYJmXF5cmmy6gEmmZpsoEZFQ9z+VNA4m5g8yzgmzuBu38F4lroHhWRJfj6+iIqKgrx8Y4sdUhIiDoTvdUyKenp6WobyLaQbVIeDFRMQntGpYilyYVrVNhG3yPITvGG94DTB4ADK4DptwD3Li7yuSWiilejhuOAzwhWrCoqKsq5LcqDgYrZutJqD1SKyqiw6ZvH8QsEBk0HPu0BnNwDzBoMDPuhUP0REVU8yaBI11Y5s3B2djasyN/fv9yZFFMEKrm5uXj55Zfx9ddfq3MG1KpVC3feeSfGjBljuVSZ9oxKSkkyKgxUPEpItOPsyp/2BA6tAeY9BNw0TVpP6h4ZkSXIB3VFfVhbmdZAZdKkSZgyZQq+/PJLtGrVCmvXrsVdd92FyMhIjBw5Elaif9UPa1S8UswFwK1fA1/1A/7+DqjWGLhqjO5RERGVmNZDqxUrVuDGG29Up4tu0KABbr75ZvTu3RurV6+GlWRk5yIlI8ckUz/FZ1TSs3KRmukYJ3mQhpcBfSc7vv/9DWDjDN0jIiLyjEClW7duWLx4MXbs2KF+3rRpE/744w/06dOnyNtnZmYiOTk538UbGJmKQD8fRAT5ma5GJTTQD6EBjvQlsyoeqt3twKWjHN9/PxLY94fuERERmT9QefbZZzFo0CA0b95cFd60a9cOjz32GIYMGVLk7SdMmKCmhYxL3bp14Q2M1TSSudBSm5OTBaQnFtmVtlCdSjJX/nisq14AWvYDbNnArCHAiV26R0REZO5AZc6cOZg+fTpmzJiB9evXq1qVN998U30tyujRo5GUlOS8HDx4EN5Aew+VtLwldD7+jgLMIhi1Myyo9WBSRNv/I6B2RyDjNDDjFiD9pO5RERGZt5j2qaeecmZVRJs2bbB//36VORk2bFih2wcGBqqLt9G+4sc57VPd0YOjCLERLKj1CrI8+baZwCeybHk3MPt24I55gJ+mM3YTEZk5oyKd63wKLJWUpVw2mw1WEp+secXPOZYmG2LDuETZa8jzPHg2EBAO7P8T+OFRx9mziYhMSGug0rdvX4wfPx4LFizAvn37MHfuXLz99tvo378/rET71M85liYb4phR8S7VWwK3fAFU8QU2zQCWv6V7RERE5gtU3n//fbUk+aGHHkKLFi3w5JNP4v7778e4ceNgJa7FtGZbmlw4o8JiWq/RpCdw7euO7/83Dtj6re4RERGZq0YlPDwc7777rrpYWUJqZr6shZmWJhviIthG3yt1usdxAsNVHwJzHwQi6wJ1O+seFRGRE3tpm6hGJTbM/DUqDFS8UO9XgabXALmZwMzbgFP7dI+IiMiJgYpmuTY7EtOyzJFRKUGNysn0LGTnWqvY2ev5+DrOAVSjDZB+AphxK5CRpHtUREQKAxXNTqZlqWBFVgVXCw3Qvzy5GNEhAfD1qaIWhySmOgIr8iKBYcBts4HwmkDCv8CcYUCuNc/6SkTmwkBFM2MqRYIUP18NT4dEHiUIVHx8qiAmzBFIcfrHS0XWBm6bBfiHAHuWAD89xWXLRKQdAxXNjFU0MXk1IG535hSQm3XeGpV8bfS58sd71boIuOlTAFWAdZ8Df7zDYIWItGKgYpYeKnmratwuNa99fnBVwO/cwZLRkI4ZFS/X/DpHga1YPBaYPhBIOqR7VERkUQxUzNI+X1dGJfXYead9DOxOayFdRwC9XgF8A4Bdi4APLgbWTAMs1jWaiPRjoGKajEqg5qXJ5w9UjDFy6scCpLr7kkeBB/4A6nQGslKABaOAL/s6+q4QEbkJAxWTBCr6MirnX5psMFr8c+rHQmKbAcN/Aa6Z6Ciy3f8HMOUSYMX7gC1X9+iIyAIYqGhmZCe091A5TyFt/mJaBiqW67Ny8YPAgyuAht2BnDPAr2OAab2A49t0j46IvBwDFdOckDDItO3zDbEsprW26IbA0PlA3/eAwAjg8Drg48uBpROBHPbWIaLKwUDFLMW0uk5ImFLyYlpj6kfGbOeSVevWrnQYBoz4C2jaB7BlA0snAFOvAA6v1z06IvJCDFQ0SsvMQXpWbr4gQNvy5PASrPrJG2NWjg3JGTmVPTIys4hawG0zHa33Q6oB8X8Dn/YAfn0ByD6je3RE5EUYqJggmxIS4IvQQD/TL08O8vdFeJBjnAlc+UOSXWlzMzBiNdD6ZsBuA1a85yi23b9C9+iIyEswUDFFfYqmbEp2xtmTz5UgUCk4/UOkhMYAN09ztN+XcwWd3A183gdY8ASQmaJ7dETk4RiomGDFj7b6FKOQ1jcQCIos0X8xxsqCWiqkWR/goVVA+6GOn9d8CnzYFdj1m+6REZEHY6Bi6RU/LvUpksYvAbbRp3MKjgJueN+xOiiqPpB0EPj6JmDug0D6Sd2jIyIPxEDFyit+SlGfYmAvFSqRRlcAD60EujzoOMHhphnAB12Abd/rHhkReRgGKmboSqt76qcUgQq701KJBYQCfSYCwxcCMU2BtHhgzh3AnKFns3lEROfBQMXKGZVSnOencEaFq36ohOp1Ae5fDlz2JFDFF9g2H/igM7BpFsB+PER0HgxUNNK+6seY+inBeX4K1qjEJzOjQqXgHwT0eAG4bwlQow1w5hQw935g+kAg6ZDu0RGRiTFQ0cjoRaJv6ie+9FM/eeckSkhloEJlUPNC4N4lQI8XHavNdi0CPrgYWDMNsNl0j46ITIiBiiY5uTYkpmXpXfVTivb5BuMsz6fTs5GZw7PnUhn4+gOXPQE88AdQtwuQlQIsGAV82RdI3K17dERkMgxUNJEgRabnfX2qIDo0wPTt8w1RIf7w93UsZT6RyhPRUTnENgXu+hm4ZhLgHwLs/wOY0g348z3AxiCYiBwYqGhi1HhUCw1QwYrbSZpdVmGUMqNSpUoVZ1YlPpkFtVROPr7AxQ84ljI37A7kZACLXgA+7Qkc36Z7dERkAgxUNElIzchX8+F2Z04CNjmxYBUgNLZU/zU2gk3fqIJVbeBoEifN4gIjgSPrgY8vBxa95DgrMzMsRJal6Ux4ZGRUjOyEtvoUOfOt1AyUgjOjwkCFKpJ0R5b2+016OWpWtv8E/Pmu4yKneGhwmSPr0qi7oy9LCbspE5FnY6Bi2fb5x0u9NLnQyh8GKlQZImoCg2YA/3zv6LWy7w/HyTP//dFxEWE1gIaXO4IWCV6i6uoeNRFVEgYqVm325uxKG1fq/8qMClU6yZa0vNFxyc0Bjm4C9i4F9iwDDv7l6AG0ZY7jIqo2PBu0SAAjZ3QmIq/AQEV3RiVCd6DCjAqZnK8fUKeD4yLLmrMzgEOrHUHL3mWOGpZTe4F1cvnC8X+qtz47TVS/GxAYrvtREFEZMVDRxGhBr69GpfwZFaNhHZHbu9xK1kQueAHISAb2r3AELRK8xP8NHN/quKz6APDxA2p3yPs/3YG6nQE/Te87IvKsQKVBgwbYv39/oesfeughfPDBB/BmRmdX7RmVMtWocNUPmUhQBNDsGsdFpCYA+34/m3E5tc8xXSSX398A/IKBehefrXGpeZFjmTQRmZLWQGXNmjXIzT277HDr1q3o1asXBg4cCG9mt9tdVv1oLqYtS0bFOINyaqZ6LNJbhcg0wmKB1jc5LuLUfmDv72czLtI/aM8Sx2UxHMuhG1x6tsYlthlXFBGZiNZAJTY2f/+OiRMnonHjxujevTu8WUpmDjJzbJrPnGy0z69R5qmf7Fw7TqVn6+usS1QSVesDVe8A2t/hOFtzwr+OwEWCFllRlJkEbF/guBgNEI1pIgleourpfgRElmaaGpWsrCx8/fXXGDVqVLFH6JmZmepiSE5OhicysinhgX4IDvDV3D6/9IFKgJ8Pqob4qyBFpn8YqJDHkH1LXAvHpcv9LiuK8qaJDqxyZBu3fOO4GCuKXJdCc0URkTUDlXnz5uH06dO48847i73NhAkTMHbsWHhNIa2u+pSsNMeJ4Mo49WNkgiRQkcfSrAZXVJA3rCgadXZFkZFxObzOsaJILuu/dFlRlJdxkRVFUiNDRN4fqEybNg19+vRBrVq1ir3N6NGjVcbFNaNSt25dD272prmQ1j+0zMs2pVHdjuOpLKgl711RdNUYlxVFeTUuxmoitaLoQ6CKr2NFkcq2XA7U6ey4DyLyrkBFVv789ttv+O677855u8DAQHXxdMaHe6yurrTlWJpsMGpr2PSNrLui6HdHpkUyMHJRK4qCzq4oangFUIsrioi8IlD5/PPPERcXh+uuuw5WYJqMShnqUwzG2JlRIUuvKDp94OwyaAlc5L21RzroLgXwytkVRUaNS2xzrigi8rRAxWazqUBl2LBh8PPTPhy38OT2+QZmVIjgWBHU3nVF0fazy6DPuaIor8ZFViQR0TlpjwxkyufAgQMYPnw4rMI0GZUyLE0u1EuF3WmJXFYUNXdcjBVFxzadzbgUuaKowdll0A0ud2RsiMhcgUrv3r1V0zArca760dZDhRkVIresKJJC29rnWlG0z3ExVhTFtTq7DJoriojMEahY0dmMSpAH16iwjT5Rha8okvMUycV1RdEVzwBNeuoePZE2DFTcLCvHpvqP6K1RMbrSVi/zXRhjT8nIQUZ2LoL8ubKBqFJWFH19M3DFaODypwAfH92jJnI7vurd7ETeyQj9fasgKthf89RP2QOViCA/BPr55Ou0S0QVsKLohveARzcCj20BOkgDTDuw9DVg5iDgzCndoyQyf6DyyiuvID09vdD1Z86cUb+jczNqOmLCAuHjo2GZoi0XSD9R7kBFTnNw9uSELKglqpQVRX0nAzd+APgGAjsXAlOvAI5t0T0yInMHKtLCPjU1tdD1Erx4Q3t7r1/xk5YA2G1AFZ9yn7PEeAzMqBBVona3A3f/6ghcpPD2057Aplm6R0Vk3kBFVugUddLATZs2ITo6uqLG5bW0r/gxCmlD48rdMdNZUJs3nUVElUQ63N63DGjcA8jJAObeDyx4AsjJ0j0yIvMU01atWlUFKHJp2rRpvmAlNzdXZVkeeOCByhqn1/CG9vmFligzo0JU+UKigSHfAMsmOS5rPnWc+fmW/wMiij9HGpFlApV3331XZVOkMZtM8URGRjp/FxAQgAYNGqBr166VNU6vq1HR3uytHEuTDWyjT+RmkgW98jmgVntg7n3AoTXAx5cDN38ONLxM9+iI9AYq0uJeNGzYEN26dYO/v6YVKx7OyD7oX5pcgRkVdqclci9Z0nzfUmD2HY7+K/93I9BrLND1YZ5LiLxOqfuoSKBy9OjRYn9fr1698o7Jqxn1HPoyKvHlbp9viIswVv0wo0LkdtGNgLsXAT8+BmyeDfw6xpFhkVVCgeG6R0ekL1CRKZ6iimld61WoeAnJutvnl7/ZmyE2zFFnwxoVIk0CQoD+HwN1OgG/PAtsmw/E/wPcOh2Ibap7dER6ApUNGzbk+zk7O1td9/bbb2P8+PEVMyovJTU+zoxKRJDejEp49QrLqCSmZSHXZoevjr4wRFYnB46d7wVqtAW+GQac2AF8ciXQ70Og5Y26R0fk/kDlwgsvLHRdx44dUatWLbzxxhsYMGBA+UflpU6nZyM713ECxpiwAI9tn2+oFhqg9pESpJxMy9KXJSIioF4XxxLm/w4H9v8BzBkKdBsJ9HjJcYJEIqu30G/WrBnWrFlTUXfnlYxsSlSIPwL9NJwbR85S7axRKX+g4ufro4IVwZU/RCYgmdKh8x1FtWLFe8BX/RznESKySqCSnJyc75KUlIR///0XY8aMwQUXXFA5o/S2FT9hmjIPmSlAdnqFBSrGqQAEV/4QmYRkT64eDwz8AvAPBfYtB6Z2Bw6t1T0yojIpdT4wKiqqUDGt1F7UrVsXs2axrfO5GOfEMWo7tPVQCYxwFOFVAKm1+fdYirM/DBGZRKv+QGwLYPbtQOJO4LNrgD6TgI7DuYSZvDtQWbJkSb6ffXx8EBsbiyZNmsDPj/Ogps6oGIFKBfRQMRiPhVM/RCYU1xy493/A/IeAf34AFoxyZFaufxvwD9Y9OqISKXVk0b1799L+Fyp4QkJdK36cS5PL30OlUC8VBipE5hQUAdzyFfDnZGDxWGDTDOD4Fsd10Q11j46ocoppd+/ejUceeQQ9e/ZUl5EjR6rr6NyM6RF9GZWKW5psYBt9Ig8gUz2XPgbcMQ8IiQGObQGmXgHsXKR7ZEQVH6gsXLgQLVu2xOrVq9G2bVt1+euvv9CqVSssWsQXfckyKrrb51dcoMI2+kQepFF34P5lQO0OQMZpYPpAYOlEwGbTPTKiipv6efbZZ/H4449j4sSJha5/5pln0KtXr9LepWUYH+b6zvNTcUuTDXF5Z4FmRoXIQ0TWAe762dHJdu1nwNIJwOF1wICpQHBV3aMjKn9G5Z9//sHdd99d6Ho5q/K2bdtKe3eWov3MyRXYPr9wRoWBCpHH8AsErn8HuPFDwC8I2PmrYyro6GbdIyMqf6AiK3w2btxY6Hq5Li6u4laTeJuM7FykZOSo72PzshDeVKOSnpWLtEzH4yMiD9FuCHD3r0BUPeDUPmBaL2DjTN2jIirf1M+9996L++67D3v27EG3bt3UdX/++ScmTZqEUaNGlfbuLMOYGgnw80FEkJ/X1KiEBvohJMBXBSqSVWkYyCXqRB6l5oWO1vvf3Qvs+g2Y9wBweC1w9QTAT9OpPohclPpT5YUXXkB4eDjeeustjB49Wl0n5/l5+eWX1eofOv+0z7nOPl1pcrOB9MQKX55sPKZ9iekqGGsYE1qh901EbhASDQz+Blg2CVg2EVjzKXB0EzDwSyCytu7RkcWVOlCRD1kpppVLSkqKuk4CFzq3BLMU0vr4VXjBXGxeoMKVP0QezMcHuHI0ULu9I7tyaA3w8eWOZc3RjYGq9YGo+kBgmO6RksWUK0/PAKUMS5PDdXelre7YIVUgrvwh8iJNrwbuWwrMHupoDPfrmPy/lz4sErRUbeAIXFy/lxVFvv66Rk5WDlTatWtX4umK9evXl3dM3t3sTXugUvEFz1z5Q+Rlohs5imxXfQgc2wyc2g+c3g+cOQWkn3BcZElzQVV8HVNF+QKYBo6v8nNoLM8zRJUTqPTr18/5fUZGBj788EPV9K1r167qulWrVuHvv//GQw89VPoRWC6j4j3t8wsFKnnnMiIiLyAnLr38yfzXZSSdDVpkldCpvK/y8+kDQE6G46tc5KzNBfmHnA1i1Ne8AMa4LpBZeipjoPLSSy85v7/nnntU0ey4ceMK3ebgwYMluTtL0p9RqfilyYXa6KcyUCHyakGRQM22jktB0t1WMrcqiHEJYIyAJvkwkJ0OJPzjuBQlpFrRU0ryfWRdTitZVKlrVL755husXbu20PW33347OnbsiM8++6yixuZV9NeoVPzS5MIZFRbTElmW1L5F1HRc6l1c+Pc5mUDSocIBjPGzmlZKdFyKnFaS+6+TF8DUzz+lJF85reS1Sh2oBAcHq74pF1xwQb7r5bqgoNJPaxw+fFi13v/555+Rnp6OJk2a4PPPP1dBjzfxxvb5BmM66wQzKkR0rm641Ro7LkXJN61kBDIFppWSDjguxU4r1Ss+I8NpJesEKo899hgefPBBVTTbuXNndZ2clFAyKdJjpTROnTqFSy65BFdeeaUKVKTr7c6dO1G1qnedb8Jms+NEapZJalQqL6OSmJaFnFwb/HwrdlUREVlAhUwr/eu4FDet5FoXw2kl7z4pYaNGjTB58mR8/fXX6roWLVqoLMgtt9xSqvuSbrZ169ZV/9fQsGFDeJuT6VnItdlVVrJaWIDmGpWKL6aNDg2Ar08V9RglWKkeoSkYIyLvVJppJWcQU8y00pH1pZtWkpWS8nsr8w8BQmM8q4+KBCSlDUqK8v333+Pqq6/GwIEDsWzZMtSuXVutHJI2/UXJzMxUF0NycjI8gbEaJjokAP46sg12u0uNSsUvT5YgpVpogCoYlsfKQIWIzDutVMxqpXNNK1ld65uBm6dp+/NaT8wi5wuaMmWKOkfQc889hzVr1qgVRQEBARg2bFih20+YMAFjx46FpzFWw2irT8k4DeRmVdrUj4iLCFSBSkKq1OJEVsrfICKq3GmlvCDG9XvpGWN1vnqnxUodqOTm5uKdd97BnDlzcODAAWRl5X0A5jl58mSJ78tms6mi2ddee83ZWG7r1q346KOPigxU5NxCric+lIyKTB2ZnbEaRlugkpLX7C0oynHkUQliw9hLhYi8cFqJtCv1PIRkNN5++23ceuutSEpKUoHDgAED4OPjo05MWBo1a9ZUjeNcSb2LBEBFCQwMRERERL6LJ2VUtBXSGl1pK6E+xcA2+kREZIpAZfr06fjkk0/wxBNPwM/PD7fddhs+/fRTvPjii6pDbWnIip/t27fnu27Hjh2oX78+vImRZfDG9vkGttEnIiJTBCrHjh1DmzZt1PdhYWEqqyKuv/56LFiwoFT3JWdgluBGpn527dqFGTNmYOrUqRgxYgS8ydmMiu5ApRIzKhF53WkZqBARkc5ApU6dOjh69Kj6vnHjxvj111/V91IIK1MzpdGpUyfMnTsXM2fOROvWrVVb/nfffRdDhgyBN0nQnVFx9lCpxIyKUaOS19iOiIhISzFt//79sXjxYnTp0gWPPPKIap0/bdo0VVciGZLSkkyMXLyZaTIq4ZWfUeHUDxERaQ1UJk6c6PxeCmrr1auHlStXqpb6ffv2rdDBeQvtq37cMfXjUkxrt0tzO55zg4iITNBHpWvXrupCRUvLzEFaVq76Pk5XI7QU9xXTZubYkJyRg8hgtqMmIqLyK1Ob1K+++kqt2KlVqxb279+vrpPakvnz51fAkLyLUVwa7O+L0ABfr536CfL3RXiQI+5lQS0REWkLVIxOstdeey1Onz6tGsCJqKgoFaxQMfUpEYF6pkOyMxydaSs5o5J/iTILaomISFOg8v7776s+Ks8//zx8fc9mCKTD7JYtWypoWN7XQ0VbIW1a3skIfQMdnWkrkfEYmVEhIiJtgcrevXtVq/uCZGlyWlpaRY3LaxjZBe3t8+UcP5Wc0Ylld1oiItIdqDRs2BAbN24sdP0vv/yi2t9TfsaHtv72+ZVzMkJXzKgQEZH2VT9SnyKdYzMyMtQy1NWrV6uGbXJmY2mlT/kZfUX0LU02mr1VfqDCNvpERKQ9ULnnnnsQHByMMWPGID09HYMHD1arfyZPnoxBgwZV+AA9XYL2QCXebYEKMypERKQ1UMnJyVHn47n66qtVm3sJVFJTUxEXV7mrSTyZ9oxKio6MClf9EBGRhhoVOVvyAw88oKZ9REhICIOUEteoaM6ouKVGhcW0RESkuZi2c+fO2LBhQwUPwzvl5NqQmKZ76sf9GZVT6dnIyrFV+t8jIiLvV+oalYceeghPPPEEDh06hA4dOiA0NDTf79u2bVuR4/NoJ9OyYLcDPlWAaqEmWJ5cyaqG+MPftwqyc+2q0V3tqOBK/5tEROTdSh2oGAWzI0eOdF4nHVeNE9EZnWrpbH1KtbBA+Eq04m4229mGb5XYPt8gz39sWCCOJGWo6R8GKkRE5PZARRq+kYfUp5w5CdhyJIQAQmPd8idl+kcCFeOM0URERG4NVOrXr1+uP2gl2rvSGs3eQqoBvu45m7GjO22S8xxHREREbj97MnlIRsWNS5MLLVHOO8cRERFReTBQ8eYeKm5cmlyo6RszKkREVAEYqLjlzMm6zvPDjAoREXk2BiqVyMgqaG/25sZAhRkVIiLSGqg0atQIiYmJha4/ffq0+h2ZqJhWY41KAlf9EBGRjkBl3759RfZKyczMxOHDhytiTF5B+sqcLaYNsk6NSkReG/3UTLUNiIiI3LI8+fvvv3d+v3DhQkRGRjp/lsBl8eLFaNCgQbkG401SMnOQkW2zTPt8Q0xYgPoq3WlPp2ejaqjjZyIiokoNVPr16+fsPjps2LB8v/P391dByltvvVWmQXgjI5sSHuiH4ABfzTUqld+V1hDo54uoEH8VpEhWhYEKERG5JVCxSTt2AA0bNsSaNWsQExNTrj/s7YxVL9qyKVnpQGay4/sw957hWtroS6Ai26Bp9XC3/m0iIrJ4jYq00GeQcn7Gqhft0z7+IUCge4OFuIjAfMXEREREbmuh/8orr5zz9y+++GKZB+NNjHPdaG/2JvUpVdx7QkSjeNiY/iIiInJboDJ37tx8P2dnZ6ssi5+fHxo3bsxApVAPlSDLLE0u1PSNgQoREbk7UNmwYUOh65KTk3HnnXeif//+5R2P10jQXaOiYWlyoaZvDFSIiMgMnWkjIiIwduxYvPDCCxVxd15Bf1daM2RUWKNCREQmaaGflJSkLmSSVT+px7UHKsyoEBGR26d+3nvvvXw/S/fRo0eP4quvvkKfPn1KdV8vv/yyysS4atasGf799194OiObYKyAcbsUfYGKkUVijQoREbk9UHnnnXfy/ezj44PY2FjVBG706NGlHkCrVq3w22+/nR2QX6mHZDpZOTacSs/W3D4/L1AJd1+zN0Ns3mNOyZDuvLkI8tfU8I6IiDxeqaMCWeFToQPw80ONGu7/MK1MJ/LqU/x8qiAq2F/z1I97m72JiCA/BPj5qIBNpn/qRoe4fQxEROQdylWjcvDgQXUpj507d6JWrVrqzMtDhgzBgQMHir2tnPhQVhi5XszIqM2QWg0fH/f2MFFsuUBagtvb5xvkNAuc/iEiIi2BSk5OjlrdIycllPP7yEW+HzNmjOqpUhpdunTBF198gV9++QVTpkxR2ZrLLrsMKSkpRd5+woQJ6m8Zl7p168KMjA9nbYW0aScAuw2o4gOE6ukifLaglit/iIjIjVM/jzzyCL777ju8/vrr6Nq1q7pu5cqVqjA2MTFRBRwl5Vp827ZtWxW41K9fH3PmzMHdd99d6PZSAzNq1Cjnz5JRMWOwYmRU9C1Nzpv2CY0FfPTUh7CXChERaQlUZsyYgVmzZhUKMiRguO2220oVqBQUFRWFpk2bYteuXUX+PjAwUF08ZcWP/qXJ7q9PMbA7LRERaZn6kUBBpnsKkrMqBwQElGswqamp2L17N2rWrAlPdrZGRXf7fH1FysZqJ6OfDBERkVsClYcffhjjxo1Tha0G+X78+PHqd6Xx5JNPYtmyZdi3bx9WrFihWvD7+vqqzIwn016j4lya7P4eKoWmfvJWQBEREbntXD+LFy9GnTp1cOGFF6rrNm3ahKysLPTo0QMDBgxw3lZqWc7l0KFDKiiR2hbpxXLppZdi1apV6ntPZpoaFQ3N3gxso09ERFoCFakjuemmm/JdV9aCVql18Uauy5P1Bir6p35YTEtERG4NVD7//PNy/UFvJ6cU0J5RSTFPMe2J1Czk2uzw1dFPhoiIPF6FnZSQHJLOZCMr16a+jwnTXaOiL6NSLSwAVapABSmn0rO0jYOIiCwWqBw/fhx33HGH6iYr7e+l+NX1YnVGNiUy2F/POW7sdlMsT/b39UF0iGMVGFf+EBGR26Z+7rzzTtXmXrrTyjJiaZdOhVf8aJv2yUoFstO1F9Ma0z+JaVlc+UNERO4LVP744w8sX74cF110Udn/qhfT3uzNqE8JCAcCQqGTbIN/j6UgPpkrf4iIyE1TP7LCRwpGqWjaC2lN0EOl0MofZlSIiMhdgcq7776LZ599VjVpo8KMegx9S5ONrrT6AxVnLxXWqBARkbumfm699Vakp6ejcePGCAkJgb+/f77fnzx5ElZmZA+MbIK+pcn6AxWemJCIiNweqEhGhcycUTFPoGJsAwYqRETktkBl2LBhZf5j1sqosEbF2AZso09ERJUaqCQnJyMiIsL5/bkYt7MqY4WL/oyKvmZvhrgIttEnIiI3BCpVq1bF0aNHERcXp871U1TvFFkJJNfn5ubCqjKyc5GckWOSGhV9zd4MRrCWlpWLtMwchAaWOoFHREQWV6JPjv/973+Ijo5W3y9ZsqSyx+SxjMxBgJ8PIoL9LNs+3xAW6IeQAF+kZ+WqbcNAhYiISqtEnxzdu3cv8nsquj4lNixQT8fe3Gwg/YRpimmNrMr+xHTVsbdBjN4GdERE5Hl4UkJvWvGTluD46uMHBDsyYLpxiTIREZUHAxVvWvGTktfsLTQO8DHHU+ts+saVP0REVAbm+DTzEgl5K37iInSt+Ik3zdLkQm30mVEhIqIyYKBSCWdOjg3TtOLHRO3zC2dUGKgQEZGbApWcnBz89ttv+Pjjj5GSkqKuO3LkCFJTU2FlzhMS6s6omDBQYUaFiIjKotTrRffv349rrrkGBw4cQGZmJnr16oXw8HBMmjRJ/fzRRx/Bqs5mVDTXqJgwUGFGhYiI3JJRefTRR9GxY0ecOnUKwcHBzuv79++PxYsXw8r0Z1TM0z6/8KofFtMSEZEbMirLly/HihUrEBAQkO/6Bg0a4PDhw7Aqm82OE0YfFe3t880TqBjbIjEtCzm5Nvj5siyKiIhKrtSfGjabrcg2+YcOHVJTQFZ1Kj0LOTa7+j5G29SPec7zY6gWGgifKnKKBUewQkREVKmBSu/evfHuu+86f5YOrFJE+9JLL+Haa6+FVRk1GNGhAfDXkTWQSMCEUz++PlWcgRsLaomIqNKnft566y1cffXVaNmyJTIyMjB48GDs3LkTMTExmDlzJmD1+hRd0z4Zp4HczLMN30xEpn8kkHM0fYvUPRwiIvLmQKVOnTrYtGkTZs2ahc2bN6tsyt13340hQ4bkK6617IqfcM1Lk4OiAH9NfVyKIcHb38yoEBFRGZTpdLZ+fn64/fbby/JfvVaC7kDFhEuTCy1RzjsXEhERUaUFKt9//32R10utSlBQEJo0aYKGDRvCaoxz2WjPqJioPqVQG/28VVFERESVFqj069dPBSV2Kd50YVwnXy+99FLMmzcPVatWhfVqVNg+vyBmVIiIyG2ByqJFi/D8889j/Pjx6Ny5s7pu9erVeOGFFzBmzBhERkbi/vvvx5NPPolp06bBajUq2oppTdhDpVDTN2ZUiDzCmaxcHDyVjsOnziAzp3A7CncKC/RH3ehg1IoK1rOikjwvUJHOtFOnTkW3bt2c1/Xo0UNN+9x33334+++/1fLl4cOHw0r016iYN1A520af3WmJzCDXZsfRpDM4cDIdh046vkpgor6ePONsXmkm0o+pZmQw6kWHqMClbtUQ1KsWgjryNToEMWEBKqNP3qfUgcru3bsRERFR6Hq5bs+ePer7Cy64ACdOnCjV/U6cOBGjR49WgZBrnxZPoX15srOHinmavRWqUUnJdE4PElHlkffZqfTsvMDDEYSor3lByZHTZ5wNKosTHuiHOtEhCA3whS4ywtPpWTh46gyycmw4fPqMuqx0fNTkE+zvizpVjUAmJN/3cgkLLNPaETKBUj9zHTp0wFNPPYX/+7//Q2xsrLouISEBTz/9NDp16qR+lr4qdevWLfF9rlmzRp2JuW3btvBE6Vk5SM3MMUn7fHP1UHHdJhnZNqRk5iAiyF/3kIi8YnrmkDMLIl/PuAQk6UjLOveUjb9vFZWNyPeBnpedkIxFZLC/aQ4q5BQlMnXseJxnAy55vIdOpuNocgbOZOdiZ3yquhRFmnHWrRrsDFzU46zqeKycVvKyQEXqTm688UbVT8UIRg4ePIhGjRph/vz56mfprSL1KiUht5UeLJ988gleffVVeCIjmyIRvbao3bk82XwZleAAX3V0JkGKFNQyUCEqmfjkDOxOSHNmRc5mSM6UqC9R9YhAZ/Ah2ZG6LkFJ9Ygg1TnaE/j4VFHjlUvHBtGFfi91NEdOZ5wNZFwySPL96fRsnEzLUpdNh5KKnVaSoMUIYIxpJcmSmyRe00Y+26rpOjVMWQKVZs2aYdu2bfj111+xY8cO53W9evWCj4+Pc2VQSY0YMQLXXXcdevbsed5AJTMzU10MycnJMFuzNy1HIDmZjs60Js2oGNtGAhXZuTaJC9M9HCJTk2mO1376B1+s2HfO24UH+eXLghjZgrp5mZIgf33TNu4U6OeLhjGh6lKU5IxsZ6bJCF5cgz7XaaVVe066ffxmd8OFtfDebe20/f0yHf5LQHLNNdeoS3lId9v169erqZ+SmDBhAsaOHQuzMU19im8gEFzVtIHKnhNpLKglOo/jyRkYMX091u4/pX6WD19H8OEIRJxH/NEhiAxhdrIkJIvbqlakupRkWskIZGRaiSdTBfx89aaUyhSopKWlYdmyZThw4ACysvI/iSNHjizRfch0kRTOynJnWTFUElJsO2rUqHwZldLUwlRmetYUzd5kxY9Jc5RxEWcLaomoaH/tScSIGRvUqhuZLn371ovQq6X5VvJ5k/NNK5F+pQ5UNmzYoM6SnJ6ergKW6OhotcInJCQEcXFxJQ5U1q1bh/j4eLRv3955XW5uLn7//Xf85z//UVM8vr7505aBgYHqYjZGfxBtGRVnfYo5p31ELM+gTHTOVTrT/tiLCT//q5YON68Rjim3dyh2KoPISkodqDz++OPo27cvPvroI9XcbdWqVfD391fn/pEMSUlJ75UtW7bku+6uu+5C8+bN8cwzzxQKUszM6LiqfcWPCZcmG+IiGKgQFSUtMwfPfLsZP24+qn6+8aJamDCgDUICuJyWSJT6nbBx40a1lFjqVCSYkMyHrPh5/fXXMWzYMAwYMKBE9xMeHo7WrVvnuy40NBTVqlUrdL3Znc2o6Gqfb96lyQUzKkbhMREBexJS8cDX67DjeCr8fKpgzHUtMKxbA9MsCybyyEBFsifG6h6Z6pE6lRYtWqjsitSdWJFpMiomXJpsYEaFKL+Ffx/DE3M2qR5MMm384ZD2rJEgqohApV27dmqVjnSf7d69O1588UVVo/LVV1+VOxOydOlSeCIjo6K/fb6JMypso0+k5OTa8NaiHZiydLf6uXODaPxnSDt9GVkikyt1K77XXnsNNWvWVN/LiQnlDMkPPvig6k4rU0JWI4VvicbUT17WwO08oUYlbycsbb2lZwGRFcm+Ytjnq51Byt2XNsT0e7swSCGqyIxKx44dnd/L1M8vv/wCq+945JQZ0tmwWqjuqR/zZlSigv3VHLycX0SWXkrLaiIr2XjwNB76eh2OJGUgJMAXk25qi74X1tI9LCLvy6hcddVVOH06rwuqC+lpIr+zGqM4VNoLa2lHbbO59FGpYepeBcb0D+tUyGpLj2f8dQC3fLRSBSmNYkIxb8QlDFKIKiujInUkBZu8iYyMDCxfvhxWY3zoGqta3O7MKcCW7fg+1HGSSLOSQOVoUgZX/pBlZGTn4sX5WzFn7SH1c++W1fHmLRfyfFdElRGobN682fm9nOvn2LFj+Rq1yRRQ7dq1YTXO9vna6lPynoeQaoBfAMzMaIjHglqyAmnJ/uD0ddh6OFlNDT91dXM80L0Rlx4TVVagctFFF6k3mFyKmuIJDg7G+++/D6sxPnS1ZVSc9Snmb7PNqR+yimU7EvDorA3qrL3RoQF4b1A7XHpBjO5hEXl3oLJ371411yrN3VavXo3Y2LPTDAEBAaqw1pO6yXpNRiXFkwIVx8oGTv2Qt5IT3H2wZBfe/m0H7HbgwjqR+PD2DqjN4nGiyg9U6tevr77apHiTnIwPXe0ZFRMvTS449cOMCnmjpDPZGDV7Ixb/6yhuv61zPbzUtyWC/K13AEfk9kDl+++/L/Ed3nDDDbBmRoXt80ve9I2BCnmXf44mq1b4+xPTEeDng1f7tcYtHfWf2Z3IMoFKv379SnRnUr8ihbWWzKiwfX6JMyonGKiQF5m34TCe/W4zMrJtaorn4zs6oHXtSN3DIrJWoMLpnqJJzY4zo8L2+aUqppVtx9UP5Mmkw/JrP/2DL1bsUz9f3jQWk2+9CFVDzb36jsjT8Dzi5SAnEzuTnWuOjIoH1KgY2ygr16bm86NCuEMnz3Q8OQMPTV+PdftPqZ9HXtUEj/ZsqqfpI5GXK3VnWrFs2TL07dsXTZo0URepS7Fys7ewQD+EBGiK+TxoeXKgny8igx2NrlinQp7qrz2JuO69P1SQEh7kh0+HdsSo3s0YpBCZJVD5+uuv0bNnT4SEhGDkyJHqIj1UevTogRkzZsBK4nVP+2SlA5nJHhOoCK78IU8l05WfLt+DwZ/+pc5X1bxGOH54+FL0bOkZ7z0iT1XqNICcMfn111/H448/7rxOgpW3334b48aNw+DBg2G1QCVG97SPXzAQGA5PINM/O+NT2Z2WPEpaZg6e/nYzFmw+qn7ud1EtTBjQFsEBXHpMZLqMyp49e9S0T0Ey/SNN4axEeyGtcTLC8Oqy5AqegBkV8jS7E1LR74M/VZAiZwAfe0MrvHPrRQxSiMyaUalbty4WL16salNc/fbbb+p3lmyfH675PD8eMu2Tr5dKMgMVMr9fth7Dk99sUoXzEmRPub09OtSP1j0sIkspdaDyxBNPqKmejRs3olu3buq6P//8E1988QUmT54Ma2ZUNDV786D2+QZjW7GYlsxejzJ58U68+9tO9XPnhtH4z+B2+t7rRBZW6kDlwQcfRI0aNfDWW29hzpw56roWLVpg9uzZuPHGG2HFQEX70mQPClR4YkIyu1ybHS/O34rpfx1QP999aUM826c5/H3LtEiSiMqpTGtq+/fvry5Wp79G5djZGhUPYWwrFtOSGWXm5OLx2Rvx05Zjquxr3I2tcfvFjvOcEZEepT5EuOeee7B06dLKGY2H0d8+P95j2ucbjLNMM6NCZpOSkY27Pl+jgpQAXx98MLg9gxQiTwxUEhIScM0116jC2aeeekrVqlhRdq4NJ9OyNLfP98Bi2jDHHH9yRg4y8rr6EukmgfNtn6zCit2JCA3wxRd3dcK1bWrqHhYRlSVQmT9/Po4ePYoXXngBa9asQYcOHdCqVSu89tpr2LfPcc4LK5CGT0KWK1bV1QredXmyh4gI9lNnlxXMqpAZHDyZjoEfrcDWw8moFhqAWfd1RbcmMbqHRUR5ylQdVrVqVdx3331qCmj//v2488478dVXXxVasuzNjA/ZmLBA+OhonW3LBdKMqR/PCVTkRISxYUadCgMV0uufo8kYMGUF9iWmo07VYPz3wW5oU4dnPiYyk3KVsWdnZ2Pt2rX466+/VDalenXP+cAsL6MPiLb6lPREwG4DqvgAobHwJKxTITNYvfckbvl4pXodSjv8bx/shoYxobqHRUQVEagsWbIE9957rwpMJJsSERGBH3/8EYcOHYJVJORN/WivTwmJAXw8q0OmkVFJ4Mof0mTRtuO4Y9pfSMnIQacGVTH7/q6oHsEeKUResTy5du3aOHnypCqonTp1qmqnHxio6cPaBBkVIzvgdh5Yn2JgRoV0mrPmIJ79bjNsdqBnizj8Z3B7BPl7VrBPZCWlDlRefvllDBw4EFFRUbAyZ/v8vOyA23lg+/yCK39Yo0Lu7jb70bI9mPTLv+rngR3qYMKANvBjIzci7wpUZMqHXLrS6koXO7vSek4PFQMzKuRuNpsdr/30Dz79w3Hi1Ae6N8Yz1zRTxd1E5IWdacml2ZuujIrzPD9x8DRc9UPu7nn09H83Y+6Gw+rn569tgXsvb6R7WERUQgxUyts+P0J3+3zPzaiwjT5VtvSsHDw0fT2Wbk+Ar08VvH5TW9zUoY7uYRFRKWidnJ0yZQratm2rVg3JpWvXrvj555/hCXPdzqkfbTUq8Z6bUclbKXUiNUul5Ikqw+n0LNz+6V8qSAny98EnQzswSCHyQFoDlTp16mDixIlYt26d6sdy1VVXqTMw//333zCz5DM5yMq16e2j4myf73kZFWmSJ6UBcpbak+mO0xAQVaSjSWcw8KOVWH/gNCKD/TH9ni64qrnnFZ4TkeapH1na7Gr8+PEqy7Jq1SrVlt+sjCmLiCA/fcsaPXh5sr+vD6JDApCYlqUyUxK4EFWUXfGpGDrtLxxJykCNiCD8392d0bR6uO5hEZGn16jk5ubim2++QVpampoCKkpmZqa6GJKTk6G3PkXTip/MFCA7zWOXJxuZKAlUpKC2Bc/9RhVk48HTuOvz1TiVno1GsaH4v+GdUadqiO5hEVE5aG8gsGXLFoSFhammcQ888ADmzp2Lli1bFnnbCRMmIDIy0nmRMzhbcsWPkU0JCAcCPLPltzFlxiXKVFF+35GAwZ+sUkHKhXUi8d8HujFIIfIC2gOVZs2aYePGjep8QQ8++CCGDRuGbdu2FXnb0aNHIykpyXk5ePAgLLnix1mf4nmFtAUDFa78oYowf+Nh3P3lGqRn5eKyC2Iw496LER2q6azmRORdUz8BAQHOsy536NABa9asweTJk/Hxxx8Xuq1kXczQrl9/V9rjHrs02RAX7pg2Y0aFyuuLP/di7I/bYLcD17etibdvuQgBftqPwYjIWwKVgmw2W746FDPSnlFxdqX1hoyKuZ9rMnebgLcX7cD7/9ulfh7WtT5e6tsKPj7sNkvkTbQGKjKV06dPH9SrVw8pKSmYMWMGli5dioULF8LMjA9XIyvgdh7cPt9gnHWaGRUqC1naPmbeVsxcfUD9/ESvpnj4qiZsiU/khbQGKvHx8Rg6dCiOHj2qimOl+ZsEKb169YKZOZu9aeuh4j0ZFQYqVFoZ2bl4bNZG/PL3MdWP59V+rTGkS33dwyIibwxUpk2bBk90NqPCGpWyYkaFyiIlIxv3/t9arNpzEgG+Ppg86CL0acP17UTezHQ1Kp5wNJd0JltvRsWLalRSM3PU+VhCAvhSpHOToPbOz1fj7yPJCAv0w9ShHdCtcYzuYRFRJWNpfCmdSHVkAORoTlpza+HB7fMN8kETnNfVNz6ZWRU6twOJ6bj5oxUqSIkJC8Cs+y5mkEJkEQxUytrsLTxQT+FebjaQnujxUz+y7YxVUwl5wR9RUbYdScZNH63A/sR01I0OVo3cWteO1D0sInITBiqeVkibliALMwEfPyA4Gp7M6EPDjAoVZ9WeRNz68Ur1vmteIxzfPtANDWI8sxszEZUNCwPKkVHRWp8SGgf4eHac6cyosDstFeG3bcfx0Iz1yMqxoXODaHwyrKO+6VYi0oaBSlmbvXFpcsVlVLjyhwo4dCodI2dtUEFKr5bV8f5t7fSdqZyItGKgUkrG0b/2jIoH16cYjLNPc4kyFew4K83c5Lw9nRpUxZQh7eHn69nZQyIqO777y5xR0d2VlhkV8k7fbzqCpdsT1Mq6CQPaMkghsjjuATy1RsWDlyYbYp01KgxUyOFkWhbG/uA4e/ojVzVBk7gw3UMiIs0YqHhcjYrRQ4UZFfI+ry7YpoKVZtXDcX/3xrqHQ0QmwEClFGw2u/7lyanxXlSj4tiGJ9My1UnmyNp+35GA79YfVufvmXBTGwT4cfdERAxUSuX0mWzk5H2gxuRlA9wu1cioVIenqxYaCJ8qgGzSRDZ9szQ5jcLz87ao74d1bYD29arqHhIRmQQDlVKIz1vxEx0aoOdoz24/m1HxgkDF16cKqnH6hwC8s2gHDp48g1qRQXjy6ma6h0NEJsJApRSMDqpGbYXbZSQBORleE6i4bksW1FrX5kOnMe2Pver7V/u3VueBIiIyMFApSyFtXm2FthU/QZGAv6bl0RXM2JZGtoqsJTvXhme/3aKm//peWAtXNfeOAJyIKg4DlbIsTdZWn+I9S5MNxuopZlSs6dPle7HtaDKiQvzxUt+WuodDRCbEQKUUnCt+dGVUvKh9vsFYPcUaFevZdyIN7/62Q33//LUt9BWoE5GpMVApBWN6QntGxQuWJhuMDr/MqFivTf7o77YgM8eGS5pUw80d6ugeEhGZFAOVMtWo6Gqf7z1Lkw3MqFjTN2sPYeWeRAT5++C1/m1QRZqnEBEVgYFKWaZ+tGVUvGdpsoE1KtbMTI7/6R/1/eM9m6J+tVDdQyIiE2Og4kmrfpzt870xo5KhpgPI+8m5fJLOZKNVrQjcfWlD3cMhIpNjoFJCZ7JykZKZY5L2+d4XqGRk25Cat33Je/227TgWbD6qmv1NuolnRiai8+NeopTZFJlTD9fVkMoLa1RCAvycDb5Yp+LdUjKy8cL8rer7ey5tiNa1I3UPiYg8AAOV0q74CQ/UU/iXkwmcOeV1gYpgnYo1vLFwO44mZaBedAge69lU93CIyEMwUCltfUreclpt0z6+AUCwd52wLYYrf7zeuv0n8dWq/ep7WeUTHOCre0hE5CEYqJSQ8SFqHP3r60pbHfCypZzGNo1PZht9b5SZk4tnvt2izqkp/VIuvSBG95CIyIMwUCnD1I/eQMV7utIajG2akMqMijeasnQ3dsWnolpogOpAS0RUGgxUSj31o3tpsvd0pS3UnTbv7NTkPXYeT8EHS3ap71+6oRWqhgboHhIReRgGKqU9ISGXJldeMS0zKl7FZrPj2e+2IDvXjiubxaJv25q6h0REHoiBiscU03rf0uRCTd+YUfEq01cfwLr9pxAS4ItX2SafiMqIgYqnZVS8MFAxOv0yo+I9jiadwaSf/1XfP311M9SOCtY9JCLyUFoDlQkTJqBTp04IDw9HXFwc+vXrh+3bt8Nscm12JKaapUbF+wIV49xJJ9OykJVj0z0cKic5FcIL8/5WnYYvqhuFO7o20D0kIvJgWgOVZcuWYcSIEVi1ahUWLVqE7Oxs9O7dG2lpaTCTxLRM2OyOVcHRuooBvbhGpWpIAPx8qji3NXm2n7cew2//HFfPqbTJl3b5RERlpakXvMMvv/yS7+cvvvhCZVbWrVuHyy+/HGarT6kWGqjn3CTSgMK1j4qX8fGpgpiwQBxLzlB1KjUjOU3gqZLSs/Hi/L/V9w9e0RjNaoTrHhIReTitgUpBSUlJ6mt0dHSRv8/MzFQXQ3JysjXqU6R1vi3b8X2o9/VRMepUJFBhG33PNuHnf3AiNRONYkMx4somuodDRF7ANMW0NpsNjz32GC655BK0bt262JqWyMhI56Vu3brW6qESHA34eWcfCqNOhW30PdeK3Scwa81B9f3EAW0R5M82+UTkRYGK1Kps3boVs2bNKvY2o0ePVlkX43LwoGOn6K5ARXtX2nDva/ZWaOUPAxWPlJGdi+e+26K+H9ylHjo3LDorSkTkkVM/Dz/8MH788Uf8/vvvqFOnTrG3CwwMVBd3055R8eL2+YUzKjzfjyd6b/FO7EtMV++RZ/s01z0cIvIifrqXMT7yyCOYO3culi5dioYNG8KMjA9P7VM/Xtg+3xAb4Wikx6kfz7PtSDI+/n2P+v6VG1sjIshf95CIyIv46Z7umTFjBubPn696qRw75vhAlvqT4GDzrPwwOqbGautKG2+ZjAqnfjyL9Bh69rvN6us1rWrgmtbeG0wTkQVrVKZMmaJqTa644grUrFnTeZk9ezbMxOiYatRRaGufzxoVMpnP/9yLzYeSEB7kh7E3ttI9HCLyQtqnfsxOxujMqOQd9budF7fPL3RiwpRMtc15XhjzO3gyHW/9ukN9P7pPC1TPm74jIvLKVT9mlZaVizPZuXpX/Xhx+3yDNHwTWbk2JJ3J6xlDpiXB5PPztqr3hqzwGdTJPa0CiMh6GKicR3yyo5A2NMAXoYF+mtvne+/Uj/TciAx2FGFy+sf85m08jN93JCDAzwcTBrRR3YWJiCoDA5WSLk3WldbOPgNkJnl9Ma1rxoorf8xNTtD5yg/b1Pcjr2qCxrFhuodERF6MgUpJ2+eHae6h4hcMBEbAm7nWqZB5vbrgH5xKz0az6uG47/LGuodDRF6OgUpJu9LqWvGT4tLszcsLTM9mVNj0zayW7UjA3A2H1Utx4k1t1NQPEVFl4l7GUzIqXlyfYmBGxdzSMnOcbfLv7NYA7epV1T0kIrIABiolrlFh+/zKxhoVc3t70Q4cPn0GtaOC8WTvZrqHQ0QWwUDlPIxpCO0ZFS9un2+Iy+v8y4yK+Ww6eFo1dxOv9m+tbwUcEVkOAxWzr/qxQA8VAzMq5pSda8Mz326GzQ7ccGEtXNnM+7N7RGQeDFQ85czJ4d4fqBjb2OhdQ+Yw9fc9+PdYCqJC/PFi35a6h0NEFsNA5TxHkolpWXq70jqnfrw/UDG2cXJGDjLyugGTXntPpGHy4p3q+xeua+nsIExE5C4MVM4hMdURpPj6VEF0SIDm5cneH6hIZ1pjuSvrVMzRJn/0d5uRlWPDZRfEYED72rqHREQWxEClBIW0MWEBelqE23KBtATLLE+WExEaRcvGGatJnzlrD2LVnpMI8vfB+H5teKJIItKCpfslqk/RVEibngjYZQqkChASAyuQ6R9ZAmucsZrcR6bb1u0/hT93ncCK3YnYfOi0un5Ur6aoVy1E9/CIyKIYqJSk2Zvu+pTQWMDXGk+Vs+kbMyqVLifXhs2Hk7Bi1wn8uSsR6w6cUtM8rnq2iMPwSxpqGyMRkTU+/Tx1xY+F6lMMRlCYwJU/lVJzsv14igpKVu4+gb/2nERKZk6+28hr/ZImMejWuBq6NYlRzd2IiHRioFKSZm+6MyoWWJpcqOkbMyoV4kBiOv7c7ZjKkeDkRF6BuCEiyA9dG1fLC05i0Dg2lLUoRGQqDFTMnFFJtU6zt0JN31ijUubgeuXuRKzYlagClEOnzuT7vRTGdmoQrQKTSxrHoGWtCLWqjYjIrBiomLpGJd5ygQprVEonOSMbqyQwUZcT2HE8Nd/v/Xyq4KK6UWoa55LG1XBRvSgE+vlqGy8RUWkxUClBRiVW16ofC7XPNzCjUvKVOX/uTsSWQ6dVa3tXLWtG4JImjhoTyZ6E8bw8ROTBuAc7R+FhvPapn3jr1ajknaX6RGombDa7nv41HrYyp2FMqKPOpHGM+hodqqk5IRFRJWCgUgxp4258IOib+rFeRqVaqGNb59jsOJWehWoWbNkup25Y/E88vl1/SNWbpHJlDhFZGAOVYiTkrfiRVRFB/prm9C24PFla6EtG4GRalspoWSlQkfPqzF5zEP9dd0hllAxcmUNEVsZApRhGjYS2bEpmKpCdZrlARUgbfQlUpEaoRU14fc3Jz1uPYtbqg/hr70nn9XLyv5s71MG1bWqgVa1IrswhIstioFIMY9WJtvb5Rg+VgDAgMAxWInUq0pjMqBHyRn8fSVLZk7kbDiMlwzG1I7FI96axuLVTPfRoEQd/X56Ki4iIgYpZMypGoGKxbEq+7rReFqikZGTj+01HVICy+VCS83qpMbm1U12VQanFehMionwYqJw3o6Krfb71CmkLLVHOqxPy9NVjspx41pqDWLD5KM5ky0kmAX/fKujdqgYGdaqrVutYfXUTEVFxGKgUIz7vXDPam71ZaGlyoTb6HpxRSUzNxHfrD2PWmgPYnZBXawSgSVyYCk76t6ttqUJhIqKyYqByvoxKXl8Pt7Pg0uTCGRXPClSk78sfu06oqZ1ftx1Ddq6jE1uwvy+ub1sTgzrXRft6Vblih4ioFBionK9GJUxXMa312ucbjOm2Ex4SqBw5fQbfrD2EOWsP4vDps+fWubBOpCqM7XthTYQH+WsdIxGRp2KgYtaMCmtUTJ1RcTRlO65qT5btSIDdfrbnyYD2dXBLx7rqhH9EROTBgcrvv/+ON954A+vWrcPRo0cxd+5c9OvXD7pl5uTidHq2s6eHFpauUXFsc+nImp6Vg5AA88TTexJSMXvtQXyrmrJlOa+/uFE0BnWqh2ta19DXIJCIyAtp/QRIS0vDhRdeiOHDh2PAgAEwC+MDSFZmRIVoStlbuEZFTqIX5O+DjGybKqitX01voHImK68p25qDWF2gKdvAjo7siZxvh4iIKp7WT4A+ffqoi9mcSDyJ2khA9dBAVEk66P4B2HKBtBOO78NqwGqk2FRW/hw4mY5/jiZr68oqAatkTuZtzN+U7YpmcWrlzpXN2ZSNiKiymSenXgKZmZnqYkhOTq6Uv1Nlxy/4M2gUIImVdyvlT5RwIL5ASDVYkdSpSKDywNfrYQZ1qgbj1o51cXPHOqgZyaZsRETu4lGByoQJEzB27NhK/zuZNiDD7q+acAXoPGJuczPgY80j9n7tamP7sRRVtKqLZEuuaBarak/kTMVsykZE5H5V7NI60yTp/vMV0xaVUalbty6SkpIQEVHxKyzkQ5KpfSIioooln9+RkZEl+vz2qIxKYGCgurgLgxQiIiK9+ElMREREpqU1o5Kamopdu3Y5f967dy82btyI6Oho1KtXT+fQiIiIyOqBytq1a3HllVc6fx41apT6OmzYMHzxxRcaR0ZERESweqByxRVXwCS1vERERGRCrFEhIiIi02KgQkRERKbFQIWIiIhMi4EKERERmRYDFSIiIjItBipERERkWgxUiIiIyLQYqBAREZFpMVAhIiIi0/KosycXZHS1ldNFExERkWcwPrdL0p3eowOVlJQU9bVu3bq6h0JERERl+ByPjIw8522q2D34ZDs2mw1HjhxBeHg4qlSpUuHRngRABw8eREREBKzG6o9fWH0b8PFb+/ELq28Dqz/+ytwGEnpIkFKrVi34+Ph4b0ZFHlydOnUq9W/IE2PVF6iw+uMXVt8GfPzWfvzC6tvA6o+/srbB+TIpBhbTEhERkWkxUCEiIiLTYqBSjMDAQLz00kvqqxVZ/fELq28DPn5rP35h9W1g9cdvlm3g0cW0RERE5N2YUSEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgOVInzwwQdo0KABgoKC0KVLF6xevRpWMWHCBHTq1El1+42Li0O/fv2wfft2WNXEiRNV1+PHHnsMVnL48GHcfvvtqFatGoKDg9GmTRusXbsWVpCbm4sXXngBDRs2VI+9cePGGDduXInOSeKpfv/9d/Tt21d1CZXX+7x58/L9Xh77iy++iJo1a6pt0rNnT+zcuVPbeN35+LOzs/HMM8+o90BoaKi6zdChQ1VXdKs8/64eeOABdZt3330X7sJApYDZs2dj1KhRajnW+vXrceGFF+Lqq69GfHw8rGDZsmUYMWIEVq1ahUWLFqk3ae/evZGWlgarWbNmDT7++GO0bdsWVnLq1Clccskl8Pf3x88//4xt27bhrbfeQtWqVWEFkyZNwpQpU/Cf//wH//zzj/r59ddfx/vvvw9vJe9v2dfJQVpR5PG/9957+Oijj/DXX3+pD2zZL2ZkZMDbH396err6LJDgVb5+99136uDthhtugFWef8PcuXPVZ4MENG4ly5PprM6dO9tHjBjh/Dk3N9deq1Yt+4QJE+xWFB8fL4eR9mXLltmtJCUlxX7BBRfYFy1aZO/evbv90UcftVvFM888Y7/00kvtVnXdddfZhw8fnu+6AQMG2IcMGWK3Anm/z5071/mzzWaz16hRw/7GG284rzt9+rQ9MDDQPnPmTLu3P/6irF69Wt1u//79dqs8/kOHDtlr165t37p1q71+/fr2d955x21jYkbFRVZWFtatW6fSmq7nE5KfV65cCStKSkpSX6Ojo2ElklW67rrr8r0WrOL7779Hx44dMXDgQDX9165dO3zyySewim7dumHx4sXYsWOH+nnTpk34448/0KdPH1jR3r17cezYsXzvBTlHi0yLW3m/KNMfUVFRsAKbzYY77rgDTz31FFq1auX2v+/RJyWsaCdOnFDz09WrV893vfz877//wmrkxSm1GTIN0Lp1a1jFrFmzVIpXpn6saM+ePWrqQ6ZAn3vuObUdRo4ciYCAAAwbNgze7tlnn1VnjG3evDl8fX3VPmH8+PEYMmQIrEiCFFHUftH4nZXIdJfUrNx2222WOVHhpEmT4Ofnp/YDOjBQoXNmFbZu3aqOJq1CTmX+6KOPqvocKaa2IglQJaPy2muvqZ8loyKvA6lPsEKgMmfOHEyfPh0zZsxQR48bN25UAbvMy1vh8VPxpGbvlltuUcXFEsxbwbp16zB58mR18CZZJB049eMiJiZGHUEdP3483/Xyc40aNWAlDz/8MH788UcsWbIEderUgVXIm1IKp9u3b6+OIOQiBcZSSCjfy9G1t5OVHS1btsx3XYsWLXDgwAFYgaS3JasyaNAgtdJDUt6PP/64WhFnRca+z+r7RSNI2b9/vzqQsUo2Zfny5WqfWK9ePec+UbbBE088oVbHugMDFReS2u7QoYOan3Y9upSfu3btCiuQIwUJUqS6+3//+59aomklPXr0wJYtW9RRtHGR7IKk/eV7CWS9nUz1FVySLvUa9evXhxXIKg+pTXMlz7vsC6xI9gESkLjuF2VqTFb/WGW/aAQpsiT7t99+U8v2reKOO+7A5s2b8+0TJbsoAf3ChQvdMgZO/RQg8/KS3pUPp86dO6u14rJ066677oJVpnsk5T1//nzVS8WYg5biOemf4O3kMResx5GlmLJjskqdjmQPpKBUpn5k5yx9hKZOnaouViD9JKQmRY4gZepnw4YNePvttzF8+HB4q9TUVOzatStfAa18IEkRvWwHmfp69dVXccEFF6jARZbqyoeV9Fny9scvGcabb75ZTX1IllmyqsZ+UX4vB7je/vxXKxCYSesCCV6bNWvmngG6bX2RB3n//fft9erVswcEBKjlyqtWrbJbhbwkirp8/vnndquy2vJk8cMPP9hbt26tlqA2b97cPnXqVLtVJCcnq+db9gFBQUH2Ro0a2Z9//nl7Zmam3VstWbKkyPf9sGHDnEuUX3jhBXv16tXVa6JHjx727du3263w+Pfu3VvsflH+nxWe/4LcvTy5ivzjnpCIiIiIqHRYo0JERESmxUCFiIiITIuBChEREZkWAxUiIiIyLQYqREREZFoMVIiIiMi0GKgQERGRaTFQIaJSk3N8SNfm8nj55Zdx0UUXVdiYiMg7seEbERXriy++UO3TT58+ne/6hIQEdWqBkJCQcrXtzszMNNV5UyR4mjdvnmofTkTmwHP9EFGpxcbGlvs+wsLC1KWyZGVlecV5WIisjlM/RF5KshUjR45EXFwcgoKCcOmll2LNmjXO3y9duhRVqlTBggUL0LZtW3Wbiy++GFu3bnX+Xk7GmZSUpG4nF8k4FDX1I7/7+OOPcf3116ssS4sWLbBy5Up1orMrrrhCZV/kRIe7d+8udurH+BuuF9fTyMu4+vTpo4Kb6tWrq7O6njhxwvl7+Tty5m/JAMXExODqq68ucrvI45ITjsqYoqKi1Nmi5bT1kj0aO3YsNm3a5Pz7cp2QjNI999yjArSIiAhcddVV6nYFH4tsg7p166ptICd0lG1HROXDQIXISz399NP49ttv8eWXX6ozvzZp0kR9eJ88eTLf7eR07W+99ZYKYuSDWM4eLKe1l8BCghH5YD569Ki6PPnkk8X+vXHjxmHo0KFq2qR58+YYPHgw7r//fowePRpr166VE6CqQKI4xt+QiwQ4Mt7LL7/cGShIcNCuXTt1X7/88guOHz+uggFX8lgli/Lnn3/io48+KvQ3cnJy1Bl/u3fvrk5dL8HUfffdp4KSW2+9FU888YQ6Y7IxDrlODBw4EPHx8fj555+xbt06tG/fHj169Mi3LWXMc+bMwQ8//KDGJ2ddfuihh0rxjBFRkdx2+kMicpvU1FS7v7+/ffr06c7rsrKy7LVq1bK//vrr+c6YOmvWLOdtEhMT7cHBwfbZs2ern+Ws2ZGRkec9e6rcz5gxY5w/r1y5Ul03bdo053UzZ85UZyM2vPTSS/YLL7yw0H3LmXr79+9v79Chgz09PV1dN27cOHvv3r3z3e7gwYPqbxhn8ZWzXLdr1+6c20Uen/yfpUuXFvn7osa0fPlye0REhD0jIyPf9Y0bN7Z//PHHzv/n6+trP3TokPP3P//8s93Hx8d+9OjRc46JiM6NNSpEXkimWCQrItMaBn9/fzXl8c8//+S7bdeuXZ3fR0dHo1mzZoVuUxIyfWSQqRnRpk2bfNdlZGQgOTlZZWmK89xzz6lMh2ROgoOD1XUyzbJkyZIia1rksTZt2lR936FDh3OOUR7fnXfeqTJLvXr1Qs+ePVVWpmbNmsX+H/nbUvhbsOj3zJkz+aay6tWrh9q1a+fbrjabDdu3b0eNGjXOOS4iKh4DFSKqEBIIGWQqpbjr5MO7OF9//TXeeecdVUfi+qEvgYJMSU2aNKnQ/3ENMqTu5Hw+//xzVbsj0zOzZ8/GmDFjsGjRIlWfUxT52/I3ZEwFSY0LEVUuBipEXqhx48bOWo369eur6yTDInUoUmzqatWqVSobIE6dOoUdO3aoYlgh95Gbm+uWMUsWRQpWpSC1YNAgNSFSbyPFtX5+5d9tSa2LXKR+RjIfM2bMUH+zqMcrf/vYsWPq77oW9xZ04MABHDlyBLVq1XJuVx8fH5WhIqKyYzEtkReSzMKDDz6oCmUlc7Bt2zbce++9SE9Px913353vtq+88goWL16sVtXItIismJGCUyEfzJJRkN/LChv5/5VBAoH+/ftj0KBBalpGfpaL9GsRI0aMUIWrt912mwq2ZMpl4cKFalVSaQKpvXv3quBEgiJZ6fPrr79i586dzsBMHq/cRgqC5fHKyimZHpJgRraJ3H7fvn1YsWIFnn/+eTU9ZZBVU8OGDVNTRcuXL1dZG5lW4rQPUfkwUCHyUhMnTsRNN92klvFKVkBWpciHe9WqVQvd7tFHH1X1HRIcyKoVo/+IrPx54IEH1OoXWRH0+uuvV8pY//33X7WKR1btyDSLcenUqZP6vWQpJDskQUnv3r1V7YtkhmTqRbIWJSXLhuVvyXaRuhZZ8SNBkKxOEnL9NddcgyuvvFI93pkzZ6opq59++kmtQJLASP6fBFQS6Bi1OEJWKQ0YMADXXnutGqPU7Hz44YeVsLWIrIWdaYksSmou5ANZpntYa1E+7GhLVHmYUSEiIiLTYqBCREREpsWpHyIiIjItZlSIiIjItBioEBERkWkxUCEiIiLTYqBCREREpsVAhYiIiEyLgQoRERGZFgMVIiIiMi0GKkRERGRaDFSIiIgIZvX/4qvajiXOvCoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8fd47c07", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "30322c4b", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "429cde13", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "dd8aef20", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c8af72db", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(40,-20)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bab071da", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pstapc", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py new file mode 100644 index 00000000..e0e34b4c --- /dev/null +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt.py @@ -0,0 +1,410 @@ +from typing import Type +import os + +import numpy as np + +# import h5py +import torch +from torch.distributions import Normal +from torch.optim import LBFGS +import gpytorch +from gpytorch.means import ConstantMean +from gpytorch.kernels import ScaleKernel, RBFKernel +from gpytorch.mlls import ExactMarginalLogLikelihood +from gpytorch.likelihoods import GaussianLikelihood +from gpytorch.distributions import MultivariateNormal + +from .gp_bayes_opt_helpers import assign_pytorch_device, T_Optim, make_optimizer + + +# === Initial Conditions and File Path information === +# DATA_FILEPATH: str = "paraboloid_example.hdf5" +# DATASET_NAME: str = "paraboloid_example_data" + +# MAX_TRAINING_ITER: int = 1 +# LOSS_THRESHOLD: float = 1e-6 # determines an early stop in training if a plateau is hit early +# to minimize computational waste + + +# ***** would need to implement these in collect_initial_data() +# NUM_INITIAL_SEARCH_RUNS: int = 10 +# INITIAL_RUN_STRATEGY: str = "grid" # random or grid + + +class GPModel(gpytorch.models.ExactGP): + def __init__( + self, + train_x: torch.Tensor, + train_y: torch.Tensor, + mean_module: gpytorch.means = ConstantMean(), + covar_module: gpytorch.kernels = ScaleKernel(RBFKernel()), + likelihood: gpytorch.likelihoods = GaussianLikelihood(), + ): + super(GPModel, self).__init__( + train_x, + train_y, + likelihood, + ) + self.mean_module = mean_module + self.covar_module = covar_module + + def forward(self, x): + mean_x = self.mean_module(x) + covar_x = self.covar_module(x) + return MultivariateNormal(mean_x, covar_x) + + +def train_GP( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + max_epoch: int, + min_loss_threshold: float, + optimizer: torch.optim.Optimizer, # assume to be already fitted with the model parameters + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + """ + Train a Gaussian Process model with the collected data set + + Ensure that that optimizer has already been fit with the model parameters. + """ + + device = assign_pytorch_device() + if device == "cpu": + num_cores = os.cpu_count() + cores_to_use = np.floor(percent_cpu_usage * num_cores) + torch.set_num_threads(cores_to_use) # number of cores that can be used + + # assign all training objects to the same device; errors otherwise + model.to(device) + model.likelihood.to(device) + X_train.to(device) + y_train.to(device) + + model.train() + model.likelihood.train() + + mll = ExactMarginalLogLikelihood(model.likelihood, model) + + # training loop + def closure(): + optimizer.zero_grad() + output = model(X_train) + loss = -mll(output, y_train) + loss.backward() + return loss + + last_loss = 0.0 + + # iterate training + for epoch in range(max_epoch): + loss = optimizer.step(closure) + delta_loss = torch.abs((last_loss - loss)).item() + if delta_loss <= min_loss_threshold: + break # reduce wasted computation when training plateau is reached + last_loss = loss.item() + + if debug is True: + # help find issues with training + print(f"Epoch {epoch} | loss: {last_loss}") + + model.eval() + model.likelihood.eval() + + return None + + +def acquisition( + mean: torch.Tensor, + stdev: torch.Tensor, + target_max: float, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, +) -> torch.Tensor: + """ + Acquisition function -- can either choose the next parameters based on the maximum + Probability of Improvement (PI) or + the maximum Expected Improvement (EI). Expected improvement is generally considered superior. + + Thresholds should be tuned based on the problem at hand. + + Returns the indices of the domain grid being used for the GP model which contains the next points to evaluate. + """ + OFFSET_ZERO: float = 1E-9 + + difference = mean - target_max + score = difference / (stdev + OFFSET_ZERO) + + if (acquisition_type == "PI"): + probability_of_improvement = Normal(0, 1).cdf(score) + max_probability_improvement = np.max(np.asarray(probability_of_improvement)) + next_index_improve = np.argmax(np.asarray(probability_of_improvement)) + # stop threshold + if max_probability_improvement <= pi_threshold: + return next_index_improve, False + + elif (acquisition_type == "EI"): + expected_improvement = ( + difference * Normal(0, 1).cdf(score) + + stdev * Normal(0, 1).log_prob(score).exp() + ) + expected_improvement[stdev <= 0.0] = 0.0 # filter negatives + max_expected_improvement = np.max(np.asarray(expected_improvement)) + next_index_improve = np.argmax(np.asarray(expected_improvement)) + # stop threshold + if max_expected_improvement <= ei_threshold: + return next_index_improve, False + + return next_index_improve, True + + +def run_optimization( + model: GPModel, + X_train: torch.Tensor, + y_train: torch.Tensor, + domain_tensor: torch.Tensor, + # save_filepath: str, + # dataset_name: str, + optimizer: torch.optim.Optimizer, + # max_data_acquisitions: int=30, + max_epoch: int = 30, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + min_loss_threshold: float = 1e-6, + # save_filepath: str=DATA_FILEPATH, + # dataset_name: str=DATASET_NAME, + percent_cpu_usage: float = 0.75, + debug: bool = False, +) -> None: + + # gp_info_dict = { + # "max_epoch": max_epoch, + # "loss_threshold": min_loss_threshold, + # "percent_cpu_usage": percent_cpu_usage, + # "debug": debug, + # } + + # TODO: retain model info for online learning like between for loop iter + + # for i in np.arange(max_data_acquisitions): + + # train Gaussian process model on collected data set + train_GP( + model=model, + X_train=X_train, + y_train=y_train, + max_epoch=max_epoch, + min_loss_threshold=min_loss_threshold, + percent_cpu_usage=percent_cpu_usage, + optimizer=optimizer, + debug=debug + ) + + # gather statistics on the set search domain + with torch.no_grad(): + predictions = model.likelihood(model(domain_tensor)) + mean = predictions.mean + stdev = predictions.stddev + + y_train_array = y_train.numpy() + + # acquire next data points to train on + next_input_index, running = acquisition( + mean=mean, + stdev=stdev, + target_max=y_train_array.max(), + acquisition_type=acquisition_type, + ei_threshold=ei_threshold, + pi_threshold=pi_threshold, + ) + + next_domain_values = domain_tensor[next_input_index] + return next_domain_values, running + + # *** pass either the domain index / domain values to your function that can gather more data + + # call run_experiment on next_domain_values + + # add next_domain_values to x_data + + # add result of run_experiment to y_data + + # *** logic for saving data as it runs, as well as saving the GP model weights? + + # if improvement threshold is met + # if next_input_index is None: + # break + + +def create_domain_tensor( + domain_info_list: list[tuple[float]] +) -> tuple[torch.Tensor, tuple[torch.Tensor]]: + """ + Creates and returns a data_tensor_array that sets the domain for all the combinations of the varied input + conditions to be passed to the Gaussian Process model. + Also returns the grid_tuple that contains domain combinations for graphing convenience, if desired. + + nested_domain_list structure expected to be: + [ + (variable1_min, variable1_max, variable1_step_size), + (variable2_min, variable2_max, variable2_step_size), + ... + ] + + """ + + tensor_list: list[torch.Tensor] = [] + + # create range for each variable + for domain_tuple in domain_info_list: + domain = torch.arange(*domain_tuple) + tensor_list.append(domain) + + # create grid from all variable ranges + grid_tuple = torch.meshgrid(tensor_list, indexing="ij") + + flattened_tensors = [] + + for tensor in grid_tuple: + flat_tensor = tensor.reshape(-1) + flattened_tensors.append(flat_tensor) + + # stack along the new dimension (dim=1) to get (N, D); N data points with D dimensions + data_tensor_array = torch.stack(flattened_tensors, dim=1) + + return data_tensor_array, grid_tuple + + +# def collect_initial_data( +# file_path: str, +# data_set_name: str, +# data_tensor_array: torch.Tensor, +# num_search_runs: int = NUM_INITIAL_SEARCH_RUNS, +# run_strategy: str =INITIAL_RUN_STRATEGY, +# ) -> None: + + +# # need to implement function *** + +# # collect data points on the provided/created data_tensor_array +# # run_experiment() + +# # needs to generate the following initial data set +# X_data: np.ndarray = [] +# y_data: np.ndarray = [] + +# return X_data, y_data + + +# def run_experiment(): + +# # *** implement logic for data collection +# # returns new y_data + +# return None + + +def bayes_opt_main( + domain_info_list: list[tuple[float]], # (min, max, step_size) for each variable + # max_data_acquisitions: int, + X_init, + y_init, + # save_filepath: str, + # dataset_name: str, + optimizer_class: Type[T_Optim] = LBFGS, + # learning_rate: Optional[float]=None, + optimizer_kwargs: dict = {"line_search_fn": "strong_wolfe", "lr": 1e-3}, + max_num_epochs: int = 30, + min_loss_threshold: float = 1e-6, + acquisition_type: str = "EI", + ei_threshold: float = 1e-3, + pi_threshold: float = 1e-2, + percent_cpu_usage: float = 0.75, + # initialize: bool=True, + debug: bool = False, +): + + data_tensor_array, _ = create_domain_tensor(domain_info_list) + + # if learning_rate is not None: + # optimizer_kwargs["lr"] = learning_rate + + gp_info_dict = { + "max_epoch": max_num_epochs, + "min_loss_threshold": min_loss_threshold, + "percent_cpu_usage": percent_cpu_usage, + "debug": debug, + } + + optimization_info_dict = { + "domain_tensor": data_tensor_array, + # "max_data_aqcuisitions": max_data_acquisitions, + "acquisition_type": acquisition_type, + "ei_threshold": ei_threshold, + "pi_threshold": pi_threshold, + # "save_filepath": save_filepath, + # "dataset_name": dataset_name, + } + + # # Create a fresh data set + # if initialize is True: + + # # need to implement this function *** + # X_train, y_train = collect_initial_data( + # DATA_FILEPATH, + # DATASET_NAME, + # data_tensor_array, + # ) + # # Load existing data set + # else: + + # # *** implement data loading logic/function + # input_data = [] + # output_data = [] + + # X_data_tensor = torch.tensor(input_data) + # y_data_tensor = torch.tensor(output_data) + + X_data_tensor = torch.tensor(X_init) + y_data_tensor = torch.tensor(y_init) + + # create Gaussian process model and perform initial training + # *** depending on information on noise from instruments, the likelihood can be further tuned with noise parameters + # likelihood = GaussianLikelihood() + model = GPModel(X_data_tensor, y_data_tensor, + # likelihood + ) + optimizer_fit = make_optimizer( + optim_class=optimizer_class, + params=model.parameters(), + **optimizer_kwargs + ) + gp_info_dict["optimizer"] = optimizer_fit + + # train_GP( + # model=model, + # X_train=X_data_tensor, + # y_train=y_data_tensor, + # **gp_info_dict, + # ) + + # next_data_point, mean, sigma | None + improvement_data, running = run_optimization( + model=model, + X_train=X_data_tensor, + y_train=y_data_tensor, + **gp_info_dict, + **optimization_info_dict + ) + + # deconstruct if able + # if improvement_data is not None: + # next_data_point, mean, sigma = improvement_data + # return next_data_point, mean.numpy(), sigma.numpy() + # else: + # return improvement_data + + return improvement_data, running diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py new file mode 100644 index 00000000..43c09ee4 --- /dev/null +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/gaussian_process_bayesian_optimization/gp_bayes_opt_helpers.py @@ -0,0 +1,128 @@ +from typing import Optional, Type, TypeVar +import inspect + +import torch +import gpytorch + + +def assign_pytorch_device( + do_device_check: bool = True, +) -> torch.DeviceObjType: + """ + Dynamically assign which hardware to use for model training. + Supports CPU, Nvidia GPUs with CUDA, Intel GPUs with XPU, and AMD GPUs with ROCm. + Intel and AMD GPUs require a special version of pytorch and specific drivers, described in the links provided. + + * Not possible to have all types of GPUs simultaneously available in the same environment; each requires a distinct + Pytorch version + that is incompatible with the others. + + CPU / Nvidia GPU: + https://pytorch.org/get-started/locally/ + + Intel GPU: + https://docs.pytorch.org/docs/stable/notes/get_start_xpu.html + https://intel.github.io/intel-extension-for-pytorch/ + https://www.intel.com/content/www/us/en/developer/articles/technical/introducing-intel-extension-for-pytorch-for-gpus.html + + AMD GPU: + https://pytorch.org/blog/pytorch-for-amd-rocm-platform-now-available-as-python-package/ + https://rocm.docs.amd.com/projects/install-on-linux/en/latest/install/3rd-party/pytorch-install.html + https://rocm.docs.amd.com/projects/radeon/en/latest/docs/install/wsl/install-pytorch.html + + """ + if torch.xpu.is_available(): + device_count = list(range(torch.xpu.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.xpu.get_device_name(device)) + device_str: str = "xpu" + # gpu_package = torch.xpu + elif torch.cuda.is_available(): # this checks for both Nvidia and AMD cards + device_count = list(range(torch.cuda.device_count())) + for device in device_count: + print(f'Device name [{device}]:', torch.cuda.get_device_name(device)) + device_str: str = "cuda" + # gpu_package = torch.xpu + else: + device_str: str = "cpu" + + device = torch.device(device_str) + + if do_device_check: + device_check(device) + + return device + + +D = TypeVar("D", torch.xpu, torch.cuda) + + +def device_check( + device: torch.DeviceObjType, + gpu_package: Optional[Type[D]] = None +): + print(f"PyTorch version: {torch.__version__}") + + # test CPU/GPU computation + x = torch.randn(1000, 1000, device=device) + y = torch.randn(1000, 1000, device=device) + result = torch.mm(x, y) # matrix multiplication test + + if gpu_package is not None: + print(f"GPU memory allocated by Pytorch: {gpu_package.memory_allocated()}") + print(f"Computation successful on: {result.device}") + + return None + + +# For more on optimizers see https://docs.pytorch.org/docs/stable/optim.html +T_Optim = TypeVar("T_Optim", bound=torch.optim.Optimizer) +# LBFGS, Adam; LBFGS generally converges faster, but uses +# more memory; The reverse is true of Adam +DEFAULT_OPTIMIZERS = { + torch.optim.Adam: {"lr": 1e-3}, + torch.optim.LBFGS: {"line_search_fn": "strong_wolfe"}, +} + + +def get_optimizer_with_defaults(optim_class: Type[T_Optim], params, **kwargs) -> T_Optim: + defaults = DEFAULT_OPTIMIZERS.get(optim_class, {}) + merged_kwargs = {**defaults, **kwargs} + return make_optimizer(optim_class, params, **merged_kwargs) + + +def make_optimizer( + optim_class: Type[T_Optim], + params, + **kwargs +) -> T_Optim: + signature = inspect.signature(optim_class.__init__) # init signature of the optimizer + filtered_kwargs = {key: value for key, value in kwargs.items() if key in signature.parameters} + # only pass kwargs that are in the signature + return optim_class(params, **filtered_kwargs) + + +### custom mean function, although using the ConstantMean() is considered best practice if little to no information is +# known about the surface being probed + + +# *** only expects 2 independent variables and 1 dependent variable output; can make more generalized to handle +# arbitrary dimension inputs/outputs later +class PolynomialMean(gpytorch.means.Mean): + def __init__(self, input_size, batch_shape=torch.Size()): + super().__init__() + # coefficients for the quadratic terms + self.register_parameter( + name='quadratic_coeffs', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, input_size)), + ) + # bias term + self.register_parameter( + name='bias', + parameter=torch.nn.Parameter(torch.randn(*batch_shape, 1)), + ) + + def forward(self, x): + quadratic_terms = (x.pow(2) * self.quadratic_coeffs) # element-wise squaring and multiplication by coefficients + tensor_sum = quadratic_terms.sum(dim=-1) + self.bias # sum over feature dimension and add bias + return tensor_sum diff --git a/pyscan/measurement/__init__.py b/pyscan/measurement/__init__.py index 5dc702ec..cdde855e 100644 --- a/pyscan/measurement/__init__.py +++ b/pyscan/measurement/__init__.py @@ -4,7 +4,7 @@ # Scans/Experiments from .experiment import Experiment -from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan +from .scans import PropertyScan, RepeatScan, ContinuousScan, FunctionScan, AverageScan, AbstractOptimizeScan # Other objects from .run_info import RunInfo diff --git a/pyscan/measurement/experiment.py b/pyscan/measurement/experiment.py index c218397e..35d3f43e 100644 --- a/pyscan/measurement/experiment.py +++ b/pyscan/measurement/experiment.py @@ -84,14 +84,21 @@ def run(self): if np.all(np.array(indicies) == 0): self.preallocate(data) - elif (self.runinfo.has_continuous_scan) and (deltas[-1] == 1): + elif (self.runinfo.has_resizing_data) and (deltas[-1] == 1): self.reallocate(data) + # early terminate here + if not self.runinfo.running: + break continue # saving is handled here elif self.runinfo.has_average_scan: self.rolling_average(data) self.save_point(data) + # early terminate here + if not self.runinfo.running: + break + self.runinfo.complete = True self.runinfo.running = False @@ -169,6 +176,7 @@ def preallocate(self, data): with h5py.File(save_name, 'a') as f: for s in self.runinfo.scans: for key, values in s.scan_dict.items(): + values = np.array(values) # TODO: values.shape requires np.array self[key] = values if key == 'iteration': f.create_dataset(key, shape=values.shape, maxshape=(None,), chunks=(100, ),) @@ -210,13 +218,15 @@ def preallocate(self, data): fillvalue=np.nan, dtype='float64') # data is a single point, but there are no scan dimensions other than average else: - self[name] = np.nan + # changed from scalar to len 1 arr for start len 1 compat with len/shape in optimizer + self[name] = np.array([np.nan], dtype='float64') f.create_dataset(name, shape=[1, ], maxshape=(None,), chunks=(1,), fillvalue=np.nan, dtype='float64') def reallocate(self, data): ''' - Reallocates memory for continuous experiments save files and measurement attribute arrays. + Reallocates memory for resizing (continuous or optimize) experiments + save files and measurement attribute arrays. Parameters ---------- diff --git a/pyscan/measurement/run_info.py b/pyscan/measurement/run_info.py index 64432c66..e6c7542d 100644 --- a/pyscan/measurement/run_info.py +++ b/pyscan/measurement/run_info.py @@ -1,6 +1,6 @@ from itemattribute import ItemAttribute from .get_pyscan_version import get_pyscan_version -from .scans import PropertyScan, AverageScan, ContinuousScan +from .scans import PropertyScan, AverageScan, ContinuousScan, AbstractOptimizeScan import pyscan as ps import re import numpy as np @@ -53,6 +53,7 @@ class RunInfo(ItemAttribute): check_repeat_scan() check_average_scan() check_continuous_scan() + check_optimize_scan() ''' def __init__(self): @@ -85,6 +86,8 @@ def check(self): self.check_continuous_scan() + self.check_optimize_scan() + def check_sequential_scans(self): scan_indicies = [] @@ -166,6 +169,20 @@ def stop_continuous(self, plus_one=False): return stop + def check_optimize_scan(self): + # find the scans set to optimize scan (if any) and determine the index + n_optimize_scans = 0 + for scan in self.scans: + if isinstance(scan, AbstractOptimizeScan): + n_optimize_scans += 1 + + # throw an error if more than one optimize scan is found + assert n_optimize_scans <= 1, "More than one optimize scan detected. Only one optimize scan is allowed." + + # if there is a optimize scan, ensure it is the highest level scan + if self.has_optimize_scan: + assert self.optimize_index == (self.ndim - 1), 'Error, optimize scan must be the last scan' + # Regular properties @property def scans(self): @@ -304,6 +321,45 @@ def continuous_index(self): self._continuous_index = -1 return self._continuous_index + # Properties based on the presence of an optimize scan + @property + def has_optimize_scan(self): + ''' + Returns a boolean of whether or not an optimize scan is present. + ''' + num_op_scans = 0 + for scan in self.scans: + if isinstance(scan, AbstractOptimizeScan): + num_op_scans += 1 + + if num_op_scans > 0: + self._has_optimize_scan = True + else: + self._has_optimize_scan = False + + return self._has_optimize_scan + + @property + def optimize_index(self): + ''' + Returns the index of the optimize scan. + ''' + if self.has_optimize_scan: + i = 0 + for i in range(self.ndim): + if isinstance(self.scans[i], AbstractOptimizeScan): + return i + self._optimize_index = i + else: + self._optimize_index = -1 + return self._optimize_index + + # for reallocate in Experiment.run() + @property + def has_resizing_data(self): + return self.has_continuous_scan or self.has_optimize_scan + + # collect scan iterators for Experiment.run() @property def iterators(self): return [scan.iterator() for scan in self.scans] diff --git a/pyscan/measurement/scans.py b/pyscan/measurement/scans.py index 4b58e455..7f5018cc 100644 --- a/pyscan/measurement/scans.py +++ b/pyscan/measurement/scans.py @@ -43,7 +43,7 @@ def __init__(self, input_dict, prop, dt=0): ''' Constructor method ''' - self.prop = prop + self.prop = prop # TODO: property not vector, same for each device? self.scan_dict = {} for device, array in input_dict.items(): self.scan_dict['{}_{}'.format(device, prop)] = array @@ -307,3 +307,119 @@ def iterator(self): The following iterates over n ''' return range(self.n) + + +class AbstractOptimizeScan(AbstractScan): + ''' + Abstract class providing polymorphic interface for optimization routines to determine next measurement. + Implementation overrides `__init__` to store variables between measurement optimizations and `step_optimizer` to + call optimizer and return optimal next measurement. + + Parameters + ---------- + initialization_dict : dict{string:float} + key:value pairs of device name strings and initialization values at which to begin the optimization routine. + prop : str + String that indicates the property of the device(s) to be changed. + optimizer_inputs : iterable object of str + Instrument inputs provided by the measure_function as ItemAttributes of the Experiment. + Inputs for the optimizer to optimize over. + sample_function_output : str + Measurement output provided by the measure_function as ItemAttributes of the Experiment. + Output for the optimizer to optimize. + dt : float, optional + Wait time in seconds after each iteration. Used by Experiment classes, defaults to 0. + n_max : int, optional + Maximum number of iterations to run. + ''' + + def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output, + dt=0., n_max=100): + + self.init_dict = initialization_dict + + self.scan_dict = {} + self.scan_dict['iteration'] = np.ndarray((0)) + + # TODO: add iteration as a device name? + self.device_names = list(initialization_dict.keys()) + + # TODO: make prop multidimensional: different property for each device + self.prop = prop + + self.opt_in = optimizer_inputs + + # TODO: make output multidimensional: allow optimization over multiple outputs? + self.sample_f_out = sample_function_output + + self.dt = dt + + self.i = 0 # TODO: why need this and index argument in iterate() + self.n = 0 + self.n_max = n_max # TODO: should n_max default be None like ContinuousScan? + + self.running = True + + def step_optimizer(self, i, experiment): + ''' + Abstract method to be implemented by AbstractOptimizeScan implementations. + + Parameters + ---------- + i : int + The index of the data array. + experiment : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + + Returns + ------- + ndarray + Array with element containing next input value for each device. + ''' + pass + + def iterate(self, expt, i, d): + ''' + Changes `prop` of the listed `devices` to the initial value at step 0 or optimizer recommendation at later + steps. These new device values are also appended to `scan_dict`. + + Parameters + ---------- + i : int + The index of the data array. + expt : AbstractExperiment + Experiment class specifying configuration of runinfo and devices. + d : int + Delta change to be applied to index of data array. + ''' + self.i = i + self.n = i + 1 + + # TODO: is this needed? + if d == 0: + return 0 + + self.scan_dict['iteration'] = np.append(self.scan_dict['iteration'], i) + expt.iteration = self.scan_dict['iteration'] # TODO: is this used? + + if i == 0: + for dev in self.device_names: + # TODO: must be int or float, not np.array + expt.devices[dev][self.prop] = self.init_dict[dev] + else: + opt_res = self.step_optimizer(i, expt) + for dev_idx, dev in enumerate(self.device_names): + expt.devices[dev][self.prop] = opt_res[dev_idx] + if not self.running: + expt.stop() + + sleep(self.dt) + + def iterator(self): + ''' + The following iterates over n_max if n_max is specified, otherwise it iterates indefinitely. + ''' + if self.n_max is None: + return range(1) + else: + return range(self.n_max) From acc38975a8d822e7e5a2fcc6e1402323bf9426a9 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Thu, 30 Oct 2025 17:15:33 -0400 Subject: [PATCH 06/16] reverted scalar preallocate changes --- ...-example_GradientDescentOptimizeScan.ipynb | 32 +++++++------------ pyscan/measurement/experiment.py | 3 +- 2 files changed, 13 insertions(+), 22 deletions(-) diff --git a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb index cb9d3c13..0ef5aa84 100644 --- a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb +++ b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb @@ -232,15 +232,7 @@ "execution_count": 8, "id": "81e0c3d4", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Stopping Experiment\n" - ] - } - ], + "outputs": [], "source": [ "expt = ps.Experiment(runinfo, devices)\n", "expt.start_thread()" @@ -248,13 +240,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "d65e653a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -274,7 +266,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "22ba2d90", "metadata": {}, "outputs": [ @@ -363,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "5f34b90d", "metadata": {}, "outputs": [ @@ -388,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "8fd47c07", "metadata": {}, "outputs": [ @@ -412,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "30322c4b", "metadata": {}, "outputs": [], @@ -436,7 +428,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "429cde13", "metadata": {}, "outputs": [ @@ -457,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "dd8aef20", "metadata": {}, "outputs": [], @@ -481,7 +473,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "c8af72db", "metadata": {}, "outputs": [ @@ -502,7 +494,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "255e3431", "metadata": {}, "outputs": [ @@ -523,7 +515,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "37230b6a", "metadata": {}, "outputs": [ diff --git a/pyscan/measurement/experiment.py b/pyscan/measurement/experiment.py index 35d3f43e..b8a1b501 100644 --- a/pyscan/measurement/experiment.py +++ b/pyscan/measurement/experiment.py @@ -218,8 +218,7 @@ def preallocate(self, data): fillvalue=np.nan, dtype='float64') # data is a single point, but there are no scan dimensions other than average else: - # changed from scalar to len 1 arr for start len 1 compat with len/shape in optimizer - self[name] = np.array([np.nan], dtype='float64') + self[name] = np.nan f.create_dataset(name, shape=[1, ], maxshape=(None,), chunks=(1,), fillvalue=np.nan, dtype='float64') From 3fe834ad9de88905259cf14c326aa3c4b58ba508 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Thu, 30 Oct 2025 17:18:11 -0400 Subject: [PATCH 07/16] notebooks updated for revert of scalar preallocate --- ...-example_GradientDescentOptimizeScan.ipynb | 40 +++++++++++-------- ...mple_Bayesian_optimization_interface.ipynb | 8 ++-- 2 files changed, 28 insertions(+), 20 deletions(-) diff --git a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb index 0ef5aa84..381d3dc2 100644 --- a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb +++ b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb @@ -229,10 +229,18 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "81e0c3d4", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stopping Experiment\n" + ] + } + ], "source": [ "expt = ps.Experiment(runinfo, devices)\n", "expt.start_thread()" @@ -240,13 +248,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "d65e653a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -266,16 +274,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "22ba2d90", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'runinfo': ,\n", - " 'devices': ,\n", - " 'expt_thread': ,\n", + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", @@ -355,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "5f34b90d", "metadata": {}, "outputs": [ @@ -380,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "8fd47c07", "metadata": {}, "outputs": [ @@ -404,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "30322c4b", "metadata": {}, "outputs": [], @@ -428,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "429cde13", "metadata": {}, "outputs": [ @@ -449,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "dd8aef20", "metadata": {}, "outputs": [], @@ -473,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "c8af72db", "metadata": {}, "outputs": [ @@ -494,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "255e3431", "metadata": {}, "outputs": [ @@ -515,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "37230b6a", "metadata": {}, "outputs": [ diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb index 737cd12a..e75d3ab7 100644 --- a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb @@ -254,7 +254,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "81e0c3d4", "metadata": {}, "outputs": [ @@ -326,9 +326,9 @@ { "data": { "text/plain": [ - "{'runinfo': ,\n", - " 'devices': ,\n", - " 'expt_thread': ,\n", + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", " 13., 14.]),\n", " 'v1_readout': array([1. , 9. , 9. , 1. , 1. ,\n", From 47dda56fe29ab13dbf78534392ed49badc4c573a Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 23 Sep 2025 11:10:54 -0400 Subject: [PATCH 08/16] Scan-based optimization using abstract optimize scan interface (#247) * disable attocube drivers for successful demo notebook run * .vscode added to gitignore * added OptimizeScan, notebook example testing, needs modifications to experiment * successful demo of OptimizeScan * Graph improvements * optim runinfo, optim exit early, 2D alternation example * abstract scan optimizer classes * flake8 fixes from vscode extension * basic oop optimizer interface example * finite difference optimizer * update example titles * measurement code style edits for optimizers * title edit * draft OptimizeScan abstract extension * GradientDescentOptimizeScan notebook visualizations working * removed scan_optimizers * refactor and rename for clarity * working for single OptimizeScan, may need changes to metadata alloc for scan_dict if running OptimizeScan loop multiple times * real-time update for experiment and scan_dict based on ContinuousScan * real-time update for experiment from scan_dict and measure function * refactor gradient descent example notebook * starter files * bayesian optimizer working * argopt last iter * removed prints * style checked * a04 notebook refactored * added documentation, refactored, improved max step exit routine --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 574907eb..70559e44 100644 --- a/.gitignore +++ b/.gitignore @@ -121,4 +121,5 @@ backup *.backup test.ipynb +# VS Code .vscode From 8ce48632f6858f12362943b5fa51110449ceaf0f Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 4 Nov 2025 16:23:51 -0500 Subject: [PATCH 09/16] a02 notebook external libraries for gpytorch optimizer ammend name --- ...mple_Bayesian_optimization_interface.ipynb | 26 +++++++++++++++++++ 1 file changed, 26 insertions(+) diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb index e75d3ab7..78f01a6b 100644 --- a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb @@ -8,6 +8,32 @@ "# a02 Example - Gaussian Process Bayesian Optimization Using `GPBayesianOptimizeScan` implementation of `AbstractOptimizeScan`" ] }, + { + "cell_type": "markdown", + "id": "3800b12e", + "metadata": {}, + "source": [ + "# Install External Libraries for Optimizer Implementation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d3b3d421", + "metadata": {}, + "outputs": [], + "source": [ + "!python -m pip install torch gpytorch" + ] + }, + { + "cell_type": "markdown", + "id": "f9359cc2", + "metadata": {}, + "source": [ + "# Imports" + ] + }, { "cell_type": "code", "execution_count": 1, From 6a2532dd609fc1cb8472d3562bf3695424500e84 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 11 Nov 2025 14:05:29 -0500 Subject: [PATCH 10/16] OptimizeScan tests implemented, iteration updated to match ContinuousScan behavior, failing on Windows due to PosixPath requirements in experiment testing --- pyscan/measurement/scans.py | 2 +- .../test_scans/test_optimize_scan.py | 87 +++++++++++++++++++ 2 files changed, 88 insertions(+), 1 deletion(-) create mode 100644 test/test_measurement/test_scans/test_optimize_scan.py diff --git a/pyscan/measurement/scans.py b/pyscan/measurement/scans.py index 7f5018cc..9556c7b8 100644 --- a/pyscan/measurement/scans.py +++ b/pyscan/measurement/scans.py @@ -355,7 +355,7 @@ def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_ self.dt = dt self.i = 0 # TODO: why need this and index argument in iterate() - self.n = 0 + self.n = 1 # TODO: starts at 1 like in continuous_scan? start at zero when starting empty? self.n_max = n_max # TODO: should n_max default be None like ContinuousScan? self.running = True diff --git a/test/test_measurement/test_scans/test_optimize_scan.py b/test/test_measurement/test_scans/test_optimize_scan.py new file mode 100644 index 00000000..b2702860 --- /dev/null +++ b/test/test_measurement/test_scans/test_optimize_scan.py @@ -0,0 +1,87 @@ +import pyscan as ps +import numpy as np +import pytest + + +@pytest.fixture() +def runinfo(): + runinfo = ps.RunInfo() + runinfo.measure_function = measure_up_to_3D + return runinfo + + +@pytest.fixture() +def devices(): + devices = ps.ItemAttribute() + devices.v1 = ps.TestVoltage() + return devices + + +def measure_up_to_3D(expt): + d = ps.ItemAttribute() + + d.x1 = expt.runinfo.scan0.i + d.x2 = [d.x1 for _ in range(2)] + d.x3 = [[expt.runinfo.scan0.i, expt.runinfo.scan0.i] for _ in range(2)] + + return d + + +class TestOptimizeScan(ps.AbstractOptimizeScan): + + def __init__(self, init_dict, prop, opt_in, sample_f_out, n_max=100): + super().__init__(init_dict, prop, opt_in, sample_f_out, n_max=n_max) + + def step_optimizer(self, i, experiment): + return [0] * len(self.opt_in) + + +@pytest.fixture +def optimize_scan(): + return TestOptimizeScan({'v1': 2.}, 'voltage', ('v1_readout',), 'vf', n_max=10) + + +@pytest.mark.parametrize('key,value', [ + ('init_dict', {'v1': 2.}), + ('prop', 'voltage'), + ('opt_in', ('v1_readout',)), + ('scan_dict', {'iteration': np.array([])}), + ('sample_f_out', 'vf'), + ('dt', 0), + ('i', 0), + ('n', 1), + ('n_max', 10) +]) +def test_optimize_scan_init(optimize_scan, key, value): + if key == 'scan_dict': + for key1, value1 in value.items(): + assert np.all(optimize_scan.scan_dict[key1] == value[key1]), f"Optimize scan attribute {key} != {value}" + else: + assert optimize_scan[key] == value, f"Optimize scan attribute {key} != {value}" + + +def test_optimize_scan_iterate_m1(optimize_scan, runinfo, devices): + runinfo.scan0 = optimize_scan + expt = ps.Experiment(runinfo, devices) + + runinfo.scan0.iterate(expt, 0, -1) + assert expt.runinfo.scan0.i == 0 + assert expt.runinfo.scan0.n == 1 + + +def test_optimize_scan_no_iterate(optimize_scan, runinfo, devices): + runinfo.scan0 = optimize_scan + expt = ps.Experiment(runinfo, devices) + + runinfo.scan0.iterate(expt, 0, 0) + assert expt.runinfo.scan0.i == 0 + assert expt.runinfo.scan0.n == 1 + + +def test_optimize_scan_iterate_one(optimize_scan, runinfo, devices): + runinfo.scan0 = optimize_scan + expt = ps.Experiment(runinfo, devices) + + runinfo.scan0.iterate(expt, 1, 1) + assert expt.runinfo.scan0.i == 1 + assert expt.runinfo.scan0.n == 2 From b65d5c725f3f963bf16d1edd5ba2db72af8b8406 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Mon, 1 Dec 2025 11:57:54 -0500 Subject: [PATCH 11/16] ax demo --- .../advanced/a03-example_ax_optimizer.ipynb | 648 ++++++++++++++++++ 1 file changed, 648 insertions(+) create mode 100644 demo_notebooks/advanced/a03-example_ax_optimizer.ipynb diff --git a/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb b/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb new file mode 100644 index 00000000..5936c4fd --- /dev/null +++ b/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb @@ -0,0 +1,648 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b9566b75", + "metadata": {}, + "source": [ + "# a03 Example - AX" + ] + }, + { + "cell_type": "markdown", + "id": "d5405b4a", + "metadata": {}, + "source": [ + "# Install External Libraries for Optimizer Implementation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "331cf8fe", + "metadata": {}, + "outputs": [], + "source": [ + "!python -m pip install ax-platform" + ] + }, + { + "cell_type": "markdown", + "id": "e53b5469", + "metadata": {}, + "source": [ + "# Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e56d150f", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from ax.api.client import Client\n", + "from ax.api.configs import RangeParameterConfig" + ] + }, + { + "cell_type": "markdown", + "id": "e8fb5c59", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "50416afe", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "23ba26a2", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "37112f4e", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Paraboloid function to optimize.\n", + " \"\"\"\n", + " return (v1 - 4)**2 + (v2 - 6)**2\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "79b2d418", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b246e91f", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "634ffafe", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5cd4b96d", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "d467f42e", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `AXOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "06f3a967", + "metadata": {}, + "outputs": [], + "source": [ + "class AXOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " AX API\n", + " \"\"\"\n", + "\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " bounds_list,\n", + " dt=0., n_max=100,\n", + " extremum='min'):\n", + " \n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + "\n", + " self.last_optim_idx = n_max - 2 # stop optimizing on second-to-last index so that last index is best discovered value \n", + " self.set_final_opt = False\n", + " self.proposed_trial_index = None\n", + " \n", + " parameters = [\n", + " RangeParameterConfig(name=self.opt_in[i], parameter_type=\"float\", bounds=bounds_list[i])\n", + " for i in range(len(self.opt_in))\n", + " ]\n", + " self.client = Client()\n", + " self.client.configure_experiment(parameters=parameters)\n", + " match extremum:\n", + " case 'max':\n", + " self.objective = f\"{self.sample_f_out}\"\n", + " case 'min':\n", + " self.objective = f\"-{self.sample_f_out}\"\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " self.client.configure_optimization(objective=self.objective)\n", + "\n", + "\n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " if self.set_final_opt:\n", + " best_parameters, prediction, index, name = self.client.get_best_parameterization()\n", + " f_in_next = [\n", + " best_parameters[measurement]\n", + " for measurement in self.opt_in\n", + " ]\n", + " return f_in_next\n", + " \n", + " else:\n", + "\n", + " if index == 1: # load initial point into AX measurement history\n", + " parameters = {\n", + " measurement: experiment.__dict__[measurement][0]\n", + " for measurement in self.opt_in\n", + " }\n", + " prev_trial_index = self.client.attach_trial(parameters=parameters)\n", + " else: # load last proposed trial results into AX measurement history\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " prev_trial_index = self.proposed_trial_index\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", + "\n", + " trials = self.client.get_next_trials(max_trials=1) # only 1 trial\n", + " for trial_index, parameters in trials.items(): # only 1 item\n", + " f_in_next = [\n", + " parameters[measurement]\n", + " for measurement in self.opt_in\n", + " ]\n", + " self.proposed_trial_index = trial_index\n", + " \n", + " self.set_final_opt = not (index < self.last_optim_idx)\n", + "\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "26e0e2e4", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0748200c", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = AXOptimizeScan({'v1': 2., 'v2': 1.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " ((0., 10.), (0., 10.)),\n", + " dt=1., n_max=20)" + ] + }, + { + "cell_type": "markdown", + "id": "d6ccc59b", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d92e7ed1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 12-01 11:54:54] ax.api.client: GenerationStrategy(name='Center+Sobol+MBM:fast', nodes=[CenterGenerationNode(next_node_name='Sobol'), GenerationNode(node_name='Sobol', generator_specs=[GeneratorSpec(generator_enum=Sobol, model_key_override=None)], transition_criteria=[MinTrials(transition_to='MBM'), MinTrials(transition_to='MBM')]), GenerationNode(node_name='MBM', generator_specs=[GeneratorSpec(generator_enum=BoTorch, model_key_override=None)], transition_criteria=[])]) chosen based on user input and problem structure.\n", + "[INFO 12-01 11:54:54] ax.api.client: Generated new trial 1 with parameters {'v1_readout': 5.0, 'v2_readout': 5.0} using GenerationNode CenterOfSearchSpace.\n", + "[INFO 12-01 11:54:55] ax.api.client: Trial 1 marked COMPLETED.\n", + "[INFO 12-01 11:54:55] ax.api.client: Generated new trial 2 with parameters {'v1_readout': 8.88149, 'v2_readout': 9.491385} using GenerationNode Sobol.\n", + "[INFO 12-01 11:54:57] ax.api.client: Trial 2 marked COMPLETED.\n", + "[INFO 12-01 11:54:57] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 3.744386, 'v2_readout': 3.940598} using GenerationNode Sobol.\n", + "[INFO 12-01 11:54:58] ax.api.client: Trial 3 marked COMPLETED.\n", + "[INFO 12-01 11:54:58] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 1.03261, 'v2_readout': 5.73919} using GenerationNode Sobol.\n", + "[INFO 12-01 11:54:59] ax.api.client: Trial 4 marked COMPLETED.\n", + "[INFO 12-01 11:55:00] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 10.0, 'v2_readout': 4.444448} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:01] ax.api.client: Trial 5 marked COMPLETED.\n", + "[INFO 12-01 11:55:02] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 4.208243, 'v2_readout': 10.0} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:03] ax.api.client: Trial 6 marked COMPLETED.\n", + "[INFO 12-01 11:55:04] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 5.48404, 'v2_readout': 0.522402} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:05] ax.api.client: Trial 7 marked COMPLETED.\n", + "[INFO 12-01 11:55:06] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 3.786223, 'v2_readout': 5.933454} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:07] ax.api.client: Trial 8 marked COMPLETED.\n", + "[INFO 12-01 11:55:08] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 4.02865, 'v2_readout': 5.570765} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:09] ax.api.client: Trial 9 marked COMPLETED.\n", + "[INFO 12-01 11:55:10] ax.api.client: Generated new trial 10 with parameters {'v1_readout': 4.364084, 'v2_readout': 6.017108} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:11] ax.api.client: Trial 10 marked COMPLETED.\n", + "[INFO 12-01 11:55:12] ax.api.client: Generated new trial 11 with parameters {'v1_readout': 0.0, 'v2_readout': 10.0} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:13] ax.api.client: Trial 11 marked COMPLETED.\n", + "[INFO 12-01 11:55:14] ax.api.client: Generated new trial 12 with parameters {'v1_readout': 3.706971, 'v2_readout': 5.609128} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:15] ax.api.client: Trial 12 marked COMPLETED.\n", + "[INFO 12-01 11:55:16] ax.api.client: Generated new trial 13 with parameters {'v1_readout': 4.068755, 'v2_readout': 5.864787} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:17] ax.api.client: Trial 13 marked COMPLETED.\n", + "[INFO 12-01 11:55:19] ax.api.client: Generated new trial 14 with parameters {'v1_readout': 0.0, 'v2_readout': 0.0} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:20] ax.api.client: Trial 14 marked COMPLETED.\n", + "[INFO 12-01 11:55:22] ax.api.client: Generated new trial 15 with parameters {'v1_readout': 3.858693, 'v2_readout': 5.71889} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:23] ax.api.client: Trial 15 marked COMPLETED.\n", + "[INFO 12-01 11:55:24] ax.api.client: Generated new trial 16 with parameters {'v1_readout': 4.118733, 'v2_readout': 5.698524} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:25] ax.api.client: Trial 16 marked COMPLETED.\n", + "[INFO 12-01 11:55:28] ax.api.client: Generated new trial 17 with parameters {'v1_readout': 3.872028, 'v2_readout': 5.565797} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:29] ax.api.client: Trial 17 marked COMPLETED.\n", + "[INFO 12-01 11:55:31] ax.api.client: Generated new trial 18 with parameters {'v1_readout': 3.971836, 'v2_readout': 5.725963} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:32] ax.api.client: Trial 18 marked COMPLETED.\n", + "[INFO 12-01 11:55:34] ax.api.client: Generated new trial 19 with parameters {'v1_readout': 3.931951, 'v2_readout': 5.843038} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:35] ax.api.client: Trial 19 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 12-01 11:55:40] ax.api.client: Generated new trial 20 with parameters {'v1_readout': 3.971801, 'v2_readout': 5.647487} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:41] ax.api.client: Trial 20 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 12-01 11:55:45] ax.api.client: Generated new trial 21 with parameters {'v1_readout': 4.174514, 'v2_readout': 5.876685} using GenerationNode MBM.\n", + "[INFO 12-01 11:55:46] ax.api.client: Trial 21 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 12-01 11:55:52] ax.api.client: Generated new trial 22 with parameters {'v1_readout': 4.065318, 'v2_readout': 5.780426} using GenerationNode MBM.\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "31839c1b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Stopping Experiment\n" + ] + }, + { + "data": { + "image/png": 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Y1Djhho7oSHjQSRbJjZwSAjUNaV7TqiJaNM9N0jo8gc8ramPQzEmBBBK1cDh5nzoQ1wuQ8iaZhs+37HPPPSe0nmgaRlcCDDhBkzoGHuDzJecOQi08RnUigURHf3zWdJpSBEYGo+M+avTx2UMNJf4WWG+tVisPZqkYQG0Fsl4kL2gzp7b1//u//xMRKihHcc0117QLb0Xsuuuu5TS8yejAVC3gRFnoF4CkDUPeTV+y6pcrRpvQ8EsZpeNyLj/5yU/E36uuuqoi/YorrhB/05ojBtvBwRQ1LPQlieRB/R3iAMkgRhMh0cP61Ege9ElCwoADuxr6in4+GKVjO0fdfYG/B9VY4X2F56kCXzb4G7399tsV9ytGwlE5/ArGSQPRh4cCzUlxgKQJByGMGMNoFuw3HqMW5v333ze2Q58z9PlCrRieN+2j7RnL4l6j/UMTGmpi5O+MvztGr+E0EfiMmc41t6iRWQoHX/yd0eRHgQMn/t54H6OPIH5w1Yu/DQIjpZJuPhg+fLjQumOU3zrrrCOeRSSOGFaPkHMH4bOAH2Bo+kOtGUZjov8gB/xt8FnCiVkxahS1rRiZiBMq1nLS0aC5iQFUtSFDxYEMVe+oGkW2itoavDHQURBNElwINzqZYigyOljiQIMmHhwA8UaTwBsKv1bwBkP/EKxbOgNnDXS0xRctTrKGakkVeNPihporfImgszEOBHhOOGDjYINfrBJIADENw6HxxYRftoMHDxYbBZ4/ah/Q/wIHcJyLBcPK8TqjSQNDmNMAOq9iXX/84x/F74XtohkBzQmoqbKF3duAJhb0v8D6UDWrauTwqx1VwPhlj+eHDrsyFBzluOUdVOjuC/w90ISEX1l4vfG+QjnqJ4W/Kd5vqFVC9b0MBUefEhwcpGYIiQ2qlHEiSpxtG81bqGXBlyB+0eF5UXLoCiT8GP6ML0PU5OCGDsp4Hmiywv5jX9CRGM8B9+UAh4MWto3qcSSD2Ae8/6j/lO0Zy+Jew34jecHfCO9zdB5HjRp+9UrgIIwfDfjOwHNFbQ7+/thHdJZ+5513Yl3TgAAauNKpUyerkzZC+uTJ6Stscwdx5j583vBjRS2D7yJ8prEMN7FpVVDrcK16xrvvvhsdeOCBIpS1Q4cOUf/+/cXxe++9pw1T/fDDD0XYcY8ePaI+ffpExx13XEVYMOLjjz+OttpqKxHKjWVk+K8uFJwLQUW5Y489tiINy2H6ZZdd1q5favgzHnObDOnG8NWLLrpItI0hseutt54IZ8Z+YpoKDFHfYIMNRMimWgcX6jx//vzovPPOiwYNGiSu57LLLhudccYZ7cJEdeeMfcfNBgx1Pumkk6KlllpKtINhuHhN8Lxofa6h4DQUFc/t2muvZfPvuececc3w2mEY9sEHHxx99dVXFTLc9dHdFxiGf8QRR0RLLLFE1L1792jnnXcWsnidaOg4hoFvueWWou1lllkmGjp0aHT11VeL+jDUm4Z0Y10Ykt25c+doxRVXjA4//PBo1KhRTqHg9913H5u/zTbbRD179hTTKiAmTJgg7lX8veVzhGHTN954Y7kMhtjjuS+++OKi79iX0047rSIE1ucZS/tew6kFNt54YxFCj7/PaqutFv3pT38S4f8qPvvss+jQQw8V54jt4jQBGN7873//O8p9KPj/Xoiib99KtGEdIXT5x2v67od9ozHj+sfesLzpXW0CTk+B9/bmm2+eKLz+pZdeEm3ilA8q9ttvv+jnP/95VCsU8L/a0KrmAtre0fERtSIYzRIQkBegxgrNJah1S3t5j2oiPGPZaQXwS3zqx89Azx7dk9U1fQb0Wm1boTGwBVs0MuQ1ffvDvtCjR3zvkOnTS7DuGhNh3LhxFdezk4PmBidYRZM4+o7i5J8I9BdEzTKdMRqjFFGjiZpnCjRZoUYVzVAYbCOB7g2oDUbNfS0QzFIBAU0EDBtX58VBXxE0aaG5pJ6JTUAVF85MWkdAGSUoQBsUEpVHyPmCXHHccceJyENcG1ESGzp3kDrzs2nuIJmOMiq5weOsI0VNCA7FAQFNBAyTlZoa9A1Cnxr8isTohoCAgMZGFEWC2GDUIk4qqUYVxp07COtAgqOWwXcKBpnUcr6hoLkJCGgiYKQQOrqiMy2qjJHcoBM8hi0HBFRrbamAhShFC7ck5X1w7LHHCtMTBjygI75cgwtNZKjRdZ07CJ2Mcc4cDCrB9wh+MOEivBhsI0PBMegBHfRrheBzExAQEBBg97l591Ho2aNbsrqmz4Rea+8efG4WXdNXP+gP3RP43MyYXoJN1hzvfD0LmrmyMNxbLkgqJ/HDiF917iDVLIX1qGXkJH4yAhHN3FiGC9+vFgK5CQgICAjQIpCbxiE3zYSGN0vhTKToxY0quFrP/BsQEBCQNfB7FWfgRrOAupZXYgSzVOpoS+hQnKRso6PhyQ0SG7qAZEBAQECjA8OD1UiYxAjkJnWUooLYkpQPaFJyI2cvpfMABAQEBDSqyQM/6OjMzQEBzYSGJzfqlPKB3AQEBDQLUjfD12jhzEZGMEtlh4YnNwEBAQEBKSCYpVJHGxTFFr98gA5hEr+AgICAgICAhkLQ3AQEBAQE2BE0N6kjSuhQjOUDeARyExAQEBBgRyA3qSP43GSHQG4CAgICAuwIC2emjraoKLb45VPtTkMh+NwEBAQEBAQENBSC5iYgICAgwI5glkodJShAKYGOoQRBdQPNTm5e/upL2Gn1wVAMSzA0BaZMnw3PjvoEps+cC0v36wVbrrcidGhtqXW3AgLqF4HcpI7gc5MdmobcHD38IRj45ivw1x13h3X7Dah1dwIyQlupBNfd+yLcNfxNKLWVoFAsQKkUQa/uneEPR+4I22y4cq27GBAQEBDQyD43zz//POyxxx5igTecTXPYsGHtFoA7++yzYcCAAdClSxfYYYcd4JNPPond3tczpsFBD98Ln03+IYXeB+QR19zzAtzx2Choa1uosEVig5g6Yw78/upH4NX3vqx1FwMC6ltzk3QLaOdQnGQL4FHTKzNz5kxYZ5114JprrmHzL730Urj66qvh+uuvh1dffRW6desGO++8M8yZMydWe6UogrltC+D6t15N2POAPGLSlJlw9/A3jTLX3fdi1foTENBQCOQmI5+bZFtADs1Su+66q9g4oNbmqquugjPPPBP23HNPkXb77bdDv379hIbngAMOYMvNnTtXbOoiciraogge+vRjuGTbXYL/TYPh6df/JwisDpj10ZgJ8M3EqbBU315V7VtAQEBAQPWQW53WmDFjYPz48cIUJdGrVy/YZJNNYOTIkdpyQ4cOFXJyw9VxKea1tcGcBfMz63tAbYCmp2LRfktPnTG7Kv0JCGgoyIUzk2xh4cwKYKRUW4ItSaRVoyO3DsVIbBCoqVGBxzKPwxlnnAEnn3xyheaGEpwuM2fBfR07CYVeCZ9ZzV+wpKnHar6UlzoErryazu3TNJoX9zhOGt2nctwxledkTLI6mAIfZw7aANo2OxCXQzZUUII/rrkytMyZ0S5L95rQ1VY0yBUMskWNXJGkcXLFhMcFJU3N48rRfVVGzVNlpZytvJqm5rWQNtS6bH+pfMVxAQB5b2HRhvvyuKX1x331L6araWo5maeW5+rDrVWpR5YTnWolf+n+1TkL8w3RUjmcxC9n90iOkFtyExedOnUSmw6FthJs9MLIMvnwITYqYaDEgyM7YKiT21frVtNMBCgJqVFJhQupiTzIjC+RSeMR7TL2PShsvC9ErR15glNqg85ffwTFOTPatSeJLgfu1UPli4Zz0NWtllFlZHu0fjUtznGB3HNqH6hcidmndXN91vVBltel6dpQj01lrOcfoXO50k+lw1GJr7NQal+/3FHrkuURLcXK+pDIlGWVfUFw1K8YevECAgISIbc6rf79+4u/EyZMqEjHY5nni2JbG/SZ9ANs9tRzRvLC5YEnsSl5Ehspr2p9uLpAU46T5ciYrb90U/sBmnppXVy+7txs8j4btM2D3q/dv5DY4AijotQGhQXzoOdbj7Yv59kv27n61mf7vehv7vK7c0RWd1/Re4uSfo7cc/2V4O4x7jmjaS73uO2v8dosIjiCfJQq9+lf0TaTZiun+0vL2W/mHCI4FKcONCsl3QLqTHMzaNAgQWJGjBgB6667btnEhFFTxxxzTCxiM3jUB7DT/Y9A51mzrS9KYNK4AUb3sjftcwMPrRs0cllpbujgxO3Td64pj+ab5Ezyvugy5g2ABXNh+ro/gQW9Fpk0owg6ffs/6PnGw9A67bt27bR5mJ5051A01Kd7/eiuhU5zo9broqmh8lSWa4PWYdqXWh+pwZFpaj1qWslQD/0Li/qflQYHtTKmOttwDG5tn4ZmJVpO1iWOibZHcmxxXKpML98j3IOYRw4QzFKpoy0qiC1J+YAckpsZM2bAp59+WuFE/Pbbb8Niiy0Gyy23HJx44olw4YUXwsorryzIzllnnSXmxNlrr7282zrx3Eug96yFjqQmYmPT3LgSG0qQTPtq23GJjAuJ4WQ4UkMH/1IMsqOT0cmZ5H3Radz70HHc+4LcRB27QsuMSdAyexpbf9m04GlO8jFRcQRCV54SBzWfkgm1PlqGk9fJ6vrIlaFmKtpPWk53bgUPkpIGwanoR1RJOtQ60aykM1dJk5NajqYh0QHGtAWE+Mj0go7c5PGDPCycmTqkY3D88ml8EjYmakpuRo0aBdtuu235WDoCH3bYYXDbbbfB6aefLubCOfroo2HKlCmwxRZbwPDhw6Fz587ebXVxJDZcnppu0+LY9nXaGk5ebRc0eT7HPqQmLqFxJTM2EpPGI9s6dYK2PnUg5qDzobERGVM+HegjTzJFxz1KemjdWu0FM/BTEq/WYSM4XBu0n2p5H4IjZVqYc3ItK/ugfuOqPjMV103jf0PzZAGapvrftKuv1D5dkCndSQUEBNQnudlmm23EfDY64KzF559/vtiSQkdoXExRlHxwaa5mKEqWaDpHTJKSGu7DMC6hyVpzoyuTBUzfSzpTVdFBzmb20aVLLQvNp3KlFI51eVzfuLGXq4erQzUxURMZLav7K68NV7epLGi0VpyDcVmemJXUv+3yFLKiplW0T7Q1NF2auio6kVdiI8xSCddnC2apCpSiotjilw+am7rzuUkbcUxROmJD5cGBzPgSGxcTVNqkxoXQ+OTpZEyyLuWSwkVrA46aFZPmxtU8pZMHRy2Jy7FJy0OjoyKDFkRHdtQyVBOkS5P7LQ4ER21HvW5URq1LhSvBUf1iKuqlWhrluHzNDTKq+YpL10ZP5QmB3KSOYJbKDk1DbkzEhsvjSAxHSmxaGh8zVFySo8tPk9T4EBofM5Tro5n0fV90bNMlbFsnayMzNvOUieToCIUphJySEtCUtWlfaN0uZMeV4Mg0FxMV11dJaGBRPVT7ZSV+5EKrmheT/43qSyN3aKi51OyoxKhFl86xvoCAgNhoGnJDyYYLsYkSEhsJrk61HGjKJjFJccRFV0ZNi5NO87h8TsYmb4OuvkKM+nXaGlmfj8aG5nN5tF++JIfWpXM65gZ3HflRtS8mIsaRDI6c6MgM1x81L/IkOD7ywByrRGU+FGFusTN0Kc2DzqUFTloc1TzVjuj4aG+4HzhPCJqb1FFKGPGU59ul1mgacsORGB9TFEdKuDq4fK5Obp/K6siP6ZimcyYqU1qcdJrH5XMyNnkTXMmKK5KGg3NmEJ881zRb+yWHY92+lKNluL5w5EStU03j+sG1qavXlbDEJTiovZlS6A4j+2wK73VbExYUO0AxKsEac0fDtrNfgX6lSZUaM0aLwxElmefqXCwIXp5Hq0BuUkfSuWrCPDd6NA250Q3AlNjQPJVgZElsbISH5tFjHanh8tIgOjTPJZ+TscnHhU9dWWptaF9MWhFbmo8mR0dqqCZF3fc1U3GaFrUc7TNti+uL2g8XXxxar6u8el6TW3vCnUsfDLNaukAknF8ASoUifNBpVRjdaSX45dR7YNnS+LKZynUuG3FtGOKjI0TinDkWGBAQ4I2mITecSSmuKcpEZjhi46OV4YhIUm2NL9FxTad5Lvk6Od/8NMBpSGheVIVQcFeSQ8ua/FVoOmceomTCZO5R+6rKcMSC5qvX0ofgRI5Eh14bTo7qG9SyTy6xQwWxkcDjBRHAv7v/BH475ZZ2zsaU7Kj7ZTn1mEziV+6Hybk4jwtnJq0jIMW1pQILhmYnNxyhiWuKsmluOKIEln21DXCQozJcvoumJmtzlO4dbXt3+5qp4iDO+OFqHuLyix7pprSSZ1+SmqZ07XN1mkiG6znqiBEkIDicdgkxo7UHjOk6SLvYKhKcSa2LwZiWZWDF0ldG8xQ1N5lmL+Ym92vnXJxLs1TCwTSYpSpQgoLYkpQPaHJyY9PYqDIqyQCmHJVX5TiiZNtX2+D2qZwrqdGVB4c013Sax+WXEhCYtElOwaFuU8SUicykobXhTDiqBiMuyTFpcag2pWTZp+1Q8mCKfOLODwwaHB2JoSHfkcM9ydUzqcNi5lXkRWURTGxdHFaY+9WP5ZVFMEV/FlVaJjzKsUv0VHHR3wrn4rwhkJvUETQ32aFpyI1O85KmKYojSnH31XbkfhxtTRJSkzahiVIgML4ftUWPtlQfEi5dp7Hg2nKJkFLTOZLj4n/DHetMVWAoG2c/shAceS11mhhKqmzaGdq2LeTbVg+iJZoPVhQK0KFtAat5KTmsBM5FT8l0aYai2hv1GgYEBPijaWgfp7GRx5wpymbCci0bd5/rK22Da9v1vHRpXFmV7HB5JYd+mjZbXbQfWcim3WdVlvbD9bdI+jvr7h+ubNx97t4xPS+u56UrZ/tra5f+7TtnPHRZMMv47ihGbbDSnM8rVvrW7etWAqdpTiuH5w01WhX866+/hkMOOQQWX3xx6NKlC6y11lpi6R4JnOX+7LPPhgEDBoj8HXbYAT755BOop0n8kmw+eP7552GPPfYQazTiCgDDhg2ryMc0brvsssu0dZ577rnt5FdbbTWoNZqG3IAy0KjH9GUoQV+Cahk1jZbl8uPsy3pkmtp/nSx3TOVVGS6NK8vJq/s6WTrQ0jJqWV2eSd4G3/p0edx50GPTtTFdQ9M1d/kNTce0nO7+4vZ1BIXKm47pfcrVYzpPyJDgSLRACTaaMpLcOerJRLD+jLeh84KFa9OVf2tCSlRCoiM8Mo+mc/K5hFw4M9Hm51A8efJk2HzzzaFDhw7wn//8Bz788EO4/PLLoU+fPmWZSy+9FK6++mq4/vrr4dVXX4Vu3brBzjvvDHPmzIG8oxQVEm8+mDlzJqyzzjpwzTXXsPnffvttxXbLLbcIsrLvvvsa611zzTUryr344otQazSNWcplcJByHLHRvSB9iY1uQOHkufrVPN/jOGk0veRAGCm4d7Xt/c3VkyYqFlFk8jmzk0xX+1ZgjtUy1Kcl8jBD0d/FxzQlj1XINFWW7oPGBAUaec5EpZ63zUTlco6mc9D9pfIUal/WmvoWzC52hdf7bAoFiMQm/i8UYfCMD2D7Sc8BujbYZi82mad0zsWq746Ur5jsr0Exbdq0iuNOnTqJjeKSSy6BZZddFm699dZy2qBBgyq0NldddRWceeaZsOeee4q022+/Hfr16ye0EgcccECm51Fv2HXXXcWmQ//+/SuOH3roIbG49QorrGCst7W1tV3ZWqNpNDcu2g3dV56N2HBlXb98OYIljzni5PrVzh3HSaNbZNl05XzrUX+TtDeXurk+Q4rXw/X603sz7u9P7yHdPQqafdM9TfsNHs+Ra/9puutf9TczyWwy+SU4bOxNsOnkl2GN6R/ARlNegyPG3gq7TRwOhVKpnZZGp4HRmZsiD/NUM5ilkLD06tWrvA0dOpRt8uGHH4YNN9wQ9ttvP+jbty+st956cNNNN5Xzx4wZA+PHjxemKAmsb5NNNoGRIw0auZyglNAkJSfxQ7KobnPnzk3ctwkTJsBjjz0GRx55pFUWzYBo6kISdPDBB8PYsWOh1mgazY2N2ADz4pPQvTDVwdJUhuabSA7N58qkcaymcXK6fLpP5bhjrowtnUPc931aTsUlS/SUSatDtTLqPr32LlFTOm2P7phzdtY5G7vs6+bWUWXoX90SDcA8AyYHYVfoNE3cuSN6LpgGG09+pdwvOjeObkK+dvPdMJFSMl+NqrI5F+cOgpwkdHNeRG7GjRsHPXv2LCdzWhvE559/Dtdddx2cfPLJ8Ic//AFef/11OOGEE6Bjx45w2GGHCWKDQE2NCjyWeY29KnixTBZVnHPOOcIXJgn+8Y9/QI8ePWCfffYxyiGRvO2222DVVVcVJqnzzjsPttxyS3j//fdF+VqhqciNShYk6NegTFPLUOKiIzYcUQHNvonYcP3gyoDHsU9aHFLjSmhMxCKrj1VbveqrhSM1NF0XPaUjOj4kxzVqih5TEmOamE/CRHAih30XgiOvHSUzHNmgpsI4EVC6c6LlVZhk6erhcp4/1fxEVwKn5isaAi4bkOnczMUylLxRgcRGJTc6lEolobm56KKLxDFqbnDQRP8aJDcB4EUWfYD+NqiF6dy5s1FONXOtvfbaguwMHDgQ7r33XietT1ZoGnKjQmptOGJDSQYdwH2IjU17o2sTLHJpaGvikhpKFOgxRx7jEI6siI6LX42ax5EdE9HhBklfksPl+/racMdqfaqfjC/BAQ+CQ6+Jri0uTcKmEXIhOBQ6Wa0mKWqvveGWY1CJiiQ+5fY0E/pxMxTn1yyVjubGFRgBtcYaa1Skrb766nD//feLfenngSYUlJXA43XXXRfyjjYoiC1JeR+y6IoXXngBRo8eDffccw/4onfv3rDKKqvAp59+CrVEg38f/AhqjlKPgaTTv1w5WUZHZnTERq1HbVctR+W4Psc55tLouXNbybDpytDr5LtFGW9Z9StOWdNvwaUlOVbvRa7P6n0c9/62PW+6emx9pu3Y/uqeO5e/7POj+M2Ic9RESqnRUTZ/HJNM7lCDUHCMlMJBVsX//vc/oRmQzsVIcEaMGFHOR58TjJoaMmQI1ItZKsmWBW6++WbYYIMNRGSVL2bMmAGfffZZBdmsBZqK3HAvLZmnyqh5pgGHe/GrZUyDhFqvTKMvcl2ZuMe6gZReA65/6j6Vo6RBlafldfVw5IMiCZFxrYvrP3cv0OvKXT/TNeTKuJAc0BzriAWV15WlJIe7z01kh8rqzkv3jNE80/PqCvV3MBEcWkbXVhTxjsLlfEJKaL6apxIkmq8SqGbHSSedBK+88oowS6Em4K677oIbb7wRjj32WJGPYconnngiXHjhhcL5+L333oNDDz1UOLfutddete5+7jBjxgx4++23xSYdsnFfdQBGcnjffffBr371K7aO7bffHv72t7+Vj0899VR47rnn4IsvvoCXX34Z9t57b2hpaYEDDzwQaommMUvRQQo8XrY03URs6AsfNPsmYmMazOKSHDWNkgudnE6WO+aure5662DKS4IowZIMPrMT69pxcSamMwuDh6lHrct0bPLD4RbEpGVsjsi6fNoP9Vpz8uDoa1Ty/KuWb3Hoh27f5lys88GhMxdLOSxf/s0UE1U+F84sVHXhzI022ggefPBBOOOMM+D8888XmhoM/UZfEInTTz9dzN9y9NFHw5QpU2CLLbaA4cOHW31F8gC8GsnMUn4YNWqUCO2WQEdtBPovoVMw4u677xYh9jpyglqZ77//vnz81VdfCdlJkybBkksuKa4/ElLcryUKEZ5FAwNZKIYGngMAHTSExvQFqqZHMb9euX2uXrlP803ExURiopikhiN53D5H+nTlXNK5OrKGaQwpOKYXLccFzX6RkS84yHF5BebYN6/ApNEyVN4nXx7r5Li/at0yjR77/i0s+qrj8loM7ZTzCgsdfpGstLT+uF9cdCz3ab6aZ0vHvz2eihK986ZOnZqKH0a5vuu3hp5dkn0PT5u9AHr933Op9a1eIa/pma/sBJ27y5HJH3NmzIcLN/1v019PaHbNDRgIDXgQGwmq7akWsfHV3nB5Nk2NjtDo5HWyujSubFwZHxQd6lc1Di6RU1SDQ7UNVDujltNpcmj9XL2+DsQuebZ1m0xOxL4aHC46itMcqYgsZeiCmjro2lPPQ8qBUq/ou9IJdRVwVUtDtTg0UoounElDxPPrc5NCHQFlhIUzs0PTkBvVlm4iJTZfACrP5atpPsQmDSKj09boTGPqNaD5SUgNR2h070Xf96Xr92zBsy3O3KSmU1LDpZU8SY5OPrLI6QiNbbZiXR5HcDii4UNw5DlzREVXt0pOOJKhMxNJmExspvq4flHTVUW+OheNaZ4bZl+uAi7TUWujriae23luAgLqCE1FbnQEhP5VCUEWpiibeclEXNIkNRyhofuuhMaVzJjIRTwlfDr1cZP0UdIBFg2LyWTHleXIC5Wl0BGvksOxi9aGkga1PZsGR8qY0rg6Kaky+fbozrHk+ddFa8QRy3LflLlvTNobOodNue+WZRl8CX9VEDQ3qQOX+Sgl8LnB8gFNTm5UcISG0zwk0eKAgSyp5cBQ1iRnOqbp3KBrIj9qPt23aWjo9SrFJB5pEx0Kk7lDzefIBDfgq4SFHtNBWO77mqtMg7+LFseV1NDBXefYy9Ujz91EIuj1dSEfLcw5qL+PjdC0m23YQL64/nLXscXiXFw0TPanEiI6sV9uJ/AL5CZ1BLNUdmgacuNCaCQRUUkIOJizVDlwJDZqHap8VsSG5nP91fVNJ8vJccdcGVs6h7jvVZ35ggNnblLTOa2DekzNVFHKEVM6giNlaVmO8MjzM5EaG8GxkRq1PhuJAgeio/Y9Djgzm60PlBBRWRkaThfRVIXUfM63pqL+RfnBLBUQkBxNQ24ooeE0L5TYcITIV3sjj3WEJYmJyofUmGR0clTGZHYpOZCHKGXiYqqPfvm7gDM3ybo4suNKdFxMVjpTF6c5UqHTPnBEgvaTIz8+BAcsJihOw0TJI+2LzNMRHVpGdw1c/9JzoGTSxbm4YhZiB6diuU+XX6BaoNyhhKHgKdQRUEYpKogtSfmAJic3KlRCQDUsqgyn4fEhNjqyZNsHps20tTVxNTU6eSpnSitVwSTlUgd9LeiIBNXGcGk6okPJgSzLmWVUeZOpKg0zlavWhiM4qjw4mKVMxMLVPNSSkOBQLQytX61LTTcRs7KcxpfGZJbilmWo0NoU82qWSvh0BnJTAbm6d5LyAU1ObiTJ0JEWTkYFJTFqGsQgNmDYd9XYUDISV1uTNqnxITSur8qkH4yupimdxseF6FDTlc38JPe5gdlkqtKdE5fvSnBMpIb2iRv0TVoPW5SULs/FLKUSF44YgYM2yNQHrg6qvVGJk7pIpjx23ZeRU2o9AQEB8dBU5IYjNpIkcMSGypcctTdxNTY2E1UcbU1WpMZGaEoeRCbOezxKqJXxNUtxxMFmFuNIjjyO20YcLQ6QvsTR2nAER+2nqV2d9oOTo3m6v7Tfumvj8ldHMLn+S1QQPcOq4SazFDfvjRo5lTsEzU3qCGap7NA05IYDJTZpmKWofBJio7aZBrHhiEoSUhOX0DSCWYojKy6aGVlWLZNmtJSrmSqO1obrdxKzFEdw1Ouk/i4+89/IY1ezFNVIgYXYyDZaGIIjyQk4mKXK9S8qQAlP7hDITeooQVFsScoHNDm5oWRFEhuTjC6PpnHHOhIk98Gw76qxoW37ECM1L21S02xmKToeuZqfwMEEpSMwtH/cOWZJcGQ/XIhLHLOPq1mK3pe671hTXyFutBTXDrkZXMxSMnKKTvQXEBAQH01DbkyaBR9CI8tQEkCJgC+BcSU2OmKh09aYZLg20iQ1rpock3xaMNVtGrBcNTVpkRwXR2Lw0OLQfpsIDsQgOGoZ9VrTa+pCdLi5bXSEhPZfPT+d9sZGaNTfUJ1XhyM77G+o3DxUG+MbOSXNW/lbODOh5iYsd16BtqggtiTlA5qc3FCNiiQKJjMTRzo4eU5jA4a6uX2urFo/PQe1nGu+SUYnR/d9CY3uVWh7xSV8hTqBIy4mTY0swxEGl3xXkgMOGhpXMxTVBMnySQiOKiNB+8+RCR0x0cmpfTcRHV374KCF0REsTtNDrwEwz23FLMQo62CWor435b+5NEslZF1BJVWB4HOTHZqG3JQ0xEYnQwf3kkbeRAgocTARiqyJjasJKg6p4V5XLlocnawOcV+LutexTkvDtaUzS5mIjFqPD8mJo6EBR4KjnoeviUptg5al56peYxOZ4TQ5tC6TWcoVrmYp9Tk0ESJdtBRO7FdRxsEspcrmem2pQG5SRxQVoZRglmEsH9Dk5AbBPVY6QkPzTGkqUaL5OhOViynKh7i4mKFMMjo5nQxN58pxMjo5k3xSJDVJxTFL+ZAcbs4bSkI4gqP2RWc+02lwbCYqH1LDnatO4+FqltLJxNXeyH5yhIaSFgmTWYr7CNAtqmkzS3FrTuWT3QQE1A+ahtxQ8uFCaEwmJloXGMr47LsQmzS0NTZSE5fQ+JCZWpmmTBoanblJLafT1kgZjgjRPF39nMZId405TY+uD0lNVDoZ2r6NfHBmKVMklE6z4kJwdFohUz/ps2QzS9H2RL6yLEMc3xupvckdguYmdbRBQWxJygc0ObkpWUxDHKEBDbGhdal1qGVoedu+WreapsqlSWxcTFAu6TSPy+dkbPIu4MiADZFnWLjOJKXKmbQ5XB6nQaH5VENj0uK45McxURUSEBxZt1pGvb46k5OOrHBkxwT1ubFpfbi2KVyIV8WxMimfGgll2kf5YJZqHqB/djKfm1S701BoGnKjgpIGF0IDGmKjM1vR/VoSG9o/NU8nlzWpsT2TcV+BruVsA1MSkxTN5/Io+VHTOBOSK4Gx5avnxxEnHZGh/TYREkoq1GvM1cmRMA4mrY1LxJMOrhFR6rw2rpFTuhXDy6YosuQCt6BmQECAP5qG3Eii4UpodJqdkoWsuJqo1DqkvJrvQlx0pMpXW+NLamyExofMuJKRpB8oJs0MWLQ0anlKdGzmIJO2hksHRy2O6Vw4EsNpWHxMVDqixWkzaBi6rgwdx3V5uvOWZdTrQP1idH5AOkJjIkNqnk4jVXEOzKzFVGOjEhtqysrnwpkJOxdUDRUoJXQoTlK20dE05AbBPVZxtDcq+VDlwKCxofuUCHHkw6aR4fIghfKumpq0TVO6Mmkgikl6kpqkfEkOTePMSOo52bQ0PnngocHhSA3tl3pNfciMei0pATdpbWjkmPrb6LQwXD90WhkVqnzBMGsxqGHfDJmh+/mfoTihj0cgNxUoQUFsScoH8MjjI5QJOI2KjeyokASEkgBXkkP3VRmIaYri8qiGKS1io9Ms0Twun5OhslwZWjbpBjHa58r6nr/pmoLj78pdB52M/Oubx90Pvvc3vUfotXP5kKD3LoUrETch7jtA13d1v6J/JWUFcLKvylDkVnsTEFAnaBrNDX1h6ciO7oVNy9pe7K4khxukTMTEhfRw+ZxM3AGYptM8Ll8nZ5NPE6Y2dOYo1ygmV5OU2paPFoe2k8TPhtN2cH0pWfZtDsbyeqr1mnxtwJKn1kP7b5PnjiVoWVP/uT5yx1STQ5dWcAkLzx2C5iZ1hBmKs0PTkBsVpi9Y1y9MKsflc7LcvotWxSXPRny4PFuaKZ3mcfmcjEnWJz8uuMGDIy8SKumAhCYpmacjM7IuXVqUgODo8mjEEh2kTfs2B2ObecpELDhwBEf3Vz0f1xmKORld37lzbUfUlBXDpTZGmp8osSkvnJlXdhPITeoIPjfZoWmuDCUrHNHQERqZ7qqiB4NsFMM84JrnS2y4+lQ5WzrN4/I58kNlaTqXnyZc2io5npNORs3n8rhrzP0eSX5z231G29fdm7p9WoZqNNVz1j1THNTnUP3rOyzSvkUO95buHSDzTHKu2suKPipCnPkqICAgHppSc8O9zDkZ3SDMyYHjQMDVYxtwXPNsg1ycNFM6zePyORlbuqmuNKCbCVfH+lVtAThoamg+l6cLxZZ12dJ8NThqu67tq2W4fU6zoV4fmqa2p9ZD5U26gchDe1Ph3KupR1dGdw6RQU5dkqFCk+PpWEyXZcgN1Lj22HWk1JdGcihOMs9NcCjWomnIDfcl6JIn812+UF1IDv0St32h+3ydm/JNGhxbGk2neS75ujSubJrvxoJHHba5bbg0tS4dkeHyTORHFzmVhOCo/TYRHF1fS5Z9nSlM3afnwPVbXjMdafF5lXPXDsi5uRAaCd01oe3ZwsJ1ZIb64uQONrWXax0BZUQJo6WwfECTkxsOJkIjn2PdC4sSF0p8aBtqnVLORSuTNbHx1db4kpq4hCatDzxTPfS1QImKC9Ghg5tJk2PTjFBywmlWkmpwVJKga1uev2kw5/Y5rQ6dA4YjGi6+L+oSDeChvXFRgugIjYlYcZqhuNqb+vG5CeQmbYRVwbNDXh+j1KFqXygBkdDlmQgQlaNlXMkCl6/T5sQhNqWUiY1Kzmj93LFahiMcap4LsSlZNheY2tSl286Tuy5cHvd7+BLSuPeErn6X350j9moZn2cn8vjoSEp21Y8VWbepX9w9RNN1cnERfG4CAtJDU2tuTGSHvgjBoqlxeeHTl7UuXaapdSQlNuqxLS1OOndM5U1ptnp84VqHyaxA/ULUNLX+InPMaUDUPJfIKV0a1arEMVGp9eu0FJFBe6Geg06ro/bBlG/SkKjXn6tHvf6udap9p/1xmdyPpqly9JlTrzm3+rdpKYbcwefLwVRHQBkhWio75PrKtLW1wVlnnQWDBg2CLl26wIorrggXXHABRBhfmZDI6AZd3Red7qsUHL5w6bGNOLiQnqyIjUm74ENsTNoQCh+tS8lzs8Ek63oOtDz9TX2vM1cHLUv75HOP6OqykXB6rCP+LveFiQhzHx1Jx0T12eaOqZzu/cBdDxWmd4T62rJN3JfLSfx8H764D2UTmqWSbAF1qLm55JJL4LrrroN//OMfsOaaa8KoUaPgiCOOgF69esEJJ5yQuH5XssOlUU2N6YWvG6hsAwxXJm1io3tRu6Rzx7qBl8KFxKQBXT0mh1Gaz2luVK2KWl7nk8Npa3TpOi2LToPj64ND89R+mPqmnk8cnxu1DE3j+qTzudFdZ11dsrwOkWPfuD7pNDn09zQ5FteNz01AQB0h1+Tm5Zdfhj333BN22203cbz88svDv/71L3jttdcSExndV6ZMr/jiMshTOVpGPTYRCu4rNUqR2JiIDidnkjXJ6dJKKRAZf32de+g3kDGF5qsDvlovPeZIgDxWCZEp3cUklcREBRYHY13f1HJq/TrzFE3TOROr11xnUlL7Hgf0/nbpg27iP3pu1JRFy3CriXMkpt1imnlDGpqXoLmpQFhbKjvk8hmS2GyzzWDEiBHwv//9Txy/88478OKLL8Kuu+6qLTN37lyYNm1axWYC1bxweTZ5TpOjq0MlKXHMBUmIDT0PKeNDbOj7jdPU0LK69k3vyojZ4iJyrM/Up5KnlorKu1xb0+/gQlbVYxMptpFsXd9056B7HmzXS8pyz5nunOjHidzXfbzY6rb1V5fHXRv6DlD7HZEZi4Vc6ceNW3MqdyiltAWUEcxSTUpufv/738MBBxwAq622GnTo0AHWW289OPHEE+Hggw/Wlhk6dKgwW8lt2WWXZV9AuhctN/C5vqx1g1ncAU2nzYlLbHy1OKZz4rRbNlJjer/FITKupMWlPDj2tRTjOnBlbSQjDsGx3SO239j1flDldSSfpnHPg+634khF0jFRR4Y4cqgjRC7nm6iPiyoXZqpAAgIywPPPPw977LEHLLXUUlAoFGDYsGEV+YcffrhIV7dddtnFWu8111wjLCudO3eGTTbZJJZ1panIzb333gt33nkn3HXXXfDmm28K35s///nP4q8OZ5xxBkydOrW8jRs3rp2M+sJUX3a+X3OcHH0h00HMNLjpyFdSYsO15dKnkkWGO6bXUkcSbIRER1xcSEycsqZ87hx8SA5XVpWjMrY0n2PbPcaRZ9u9AZZBXkcQuGeKkg1uTOeeV/UvVwdHkHQoOfTXds+b+tBuP1pIYCSJUclMrkPASyltATXT3MycORPWWWcdQUZ0QDLz7bffljd0BTHhnnvugZNPPhnOOeccMU5j/TvvvDNMnDgRaolc+9ycdtppZe0NYq211oIvv/xSaGcOO+wwtkynTp3ERuHyJai+KGm67uVH5XR5tq9m3YBH0+IOciYZU991MrZrobu+OiT5Ai7FYOpRwgn9TI7DahmdU66rUzGX5nscac5P53+jy5fpVN7H50a9jlzYN2Toc0P7ZltQ0+ZzI39Pk7OyVx8XNRB8bpoH1Z7Eb9dddzW6dSBw/Ozfv79znVdccQUcddRRItgHcf3118Njjz0Gt9xyixi/a4VcPkMSs2bNgiJO5amgpaUFSgl1ttyXK6RAaHy+dk2kQ00zfckmITa6cyg5nIdJU8P12UVbooPPh2CSj0YXrQ7XL92x7UsfDPIuv1WSe4D7XV2Irit5B8+PBFlel+fy/Or2daDXgLs/4rwDaBldv3R+NsEcFRAH1M907ty5set69tlnoW/fvrDqqqvCMcccA5MmTdLKzps3D9544w3YYYcdymk4ZuPxyJEjoZbINblB2+Cf/vQnwQK/+OILePDBBwVL3HvvvWPVp3tvyJeR7sVqe3FzL0DfAcJmKqBlaR02gqDKlCxpuv6a+k/rkLJcedu1diEjceFSv66POpKjO7aRQrU/unyOfNhkXEiRC7Hi7g2ufpfBX9d/3b2g9lMlDK79V9vl/urg8w6g/TFdB92+JDh1YZpSWWDczYW9NhHSMkuhb6nqazp06NBY/UGT1O233y4CeXAqlueee05oenDOOQ7ff/+9yOvXr19FOh6PHz8eaolcm6X++te/ikn8fvOb3wj7HTpB/frXv4azzz7buy5KHmwvXJevOI7kcC9XtV4unfbRRGx0X6pcGS6Na0/74rX0TXds0w7pyumQ1rveNrcNJyf7XTCkyTpc5rhR90tMSLJat5rmssCmbmFKmUdl1P6o8ly+2kfuvF0W0ZT10XrUdHAwRVWEVJO/9DfSQW3PZJrS9V3XH64Mu68cCDMUqTSXGpw0vjjyeF41xMJ7KsnCmQuBvqU9e/Ysp3diXDNcIF1ApBvI2muvLSbPRW3O9ttvD/WEXJObHj16wFVXXSW2rKB+PboQGrUMlVOPfTQ39CuZwuXL3OfLXpemq193LlmRmqzefzYiQ+V8J/LjSA7ni8MRGCoPBh8ctU+0DlqPjuDo6rYRG915Fx2XN3AhOhS0vImMqb+Bmq+SIfVYPR/u+uvSab9pvS6/CZ3QT10RXK4UnisEcpNbnxskNiq5SQsrrLACLLHEEvDpp5+y5Abz0FVkwoQJFel47OO3kwXy+AhlgpKD1gYcNDo0zfXYh+yYSI+N6NjkdWk6UhWX2HDmBt27Uaa7vjsjx80FpnZ16VFK18mVYJp+S1u/bHXGvUdluumY6xNXD9df3YdFXOg+QLhn1ucd4KMxst3bqjkqt6apKuPcc89tF5qMU4NIzJkzB4499lhYfPHFoXv37rDvvvu2G2gD4uOrr74SPjcDBgxg8zt27AgbbLCBMGNJoE8sHg8ZMgRqiaYhN2lrbdQBQx0EuYFOVZ2rgwqnUvcZ3HyPuTRd32n7nDx3vtz5cyTBRmaSkpY4dfj0lavH55rRfSpP20jrHuDqBMd71ER4KEFzfaZomon00I8T7q/6PLoSJLWsrr/c+dHz58gZrVvto5zQT/W3yaU5SvcVEnfzBC69o4Ym40SuEieddBI88sgjcN999wn/kG+++Qb22WcfqBdUOxR8xowZ8Pbbb4sNMWbMGLE/duxYkYcRyq+88orwcUWCgisErLTSSiK0WwI1OH/729/KxxgGftNNN4kpWj766CPhhIwh5zJ6qlbItVkqTbi86FwJjSqvOzY9w7qvQloP19e0iQ3X9yRaCK6vtjRTHVmBtlXQ9FNnjqD1mExVOjOVyQ+Hk5VpcY/p+evMSqa+0uvC1eNrkuJAy5lkXeBaj+53l33m6kxrjlhqmsodYpKTdnV4orW1lTVx4DxmN998s5gHbbvtthNpt956K6y++upigN50000h76h2KPioUaNg2223rSAmCJxaBddxfPfddwVJmTJlivBx3WmnncRi1aoPz2effSYciSX2339/+O6774QvLDoRr7vuujB8+PB2TsbVRtOQGzB8aelkwPEFp8s3ffnq5MFCVkxtm2RdvoxN/dERIe7Yh9S4EJq0SI/pNUBJiWmw49IogYhSJjhq23EJDZdH29L55fico3rMkSobmXIhINShmKbb4EKWuPq4crQPOl8ted+oi4AKmdJCv5tmAl0WRzc/GeKTTz4RAy3OfoumDowEWm655UQI8vz58yvCkNFkhXkYhlwP5Kba2GabbSBSvdkJnnjiCWsdqNWhOO6448SWJzTVI6Ub9H3U6Dq1tElNz73gqHmAIyY2rQztJ4VJi8PVxfWHlqPyNvME97Eny+l+D7qlBZe6dXncuXC/s+76qLK639tFU0f7qsrQMlx5E4FW09R7yuf+5o59ny+djO5jgabLPFpO1w/Tx47PO4Bed/X66p4zOc5wsxXnDqWUNo/QZZzK/7bbbhOaANQsoBllyy23hOnTpwstAfp89O7dO3dhyK4Ia0tlh6bR3MivMJvWxkQUfLQ29Ljkka57EZqOXeV1ZV00QyZ50wBrasOUrkMpReYeOcxSrNOA0P7oNBy6spwmhWpgODmd1kGnWTG1Y9K+cODkdSYr07XQaW9ayDOY1deXS0i6y+zFVLtjI2rO/csjweG+VOLU4RG6rM6mi2HJSHYGDhwolubp0qUL1DuiqCC2JOUDeDSV5saVyKh5voO4i9bGlG5Ko3m+xEeXx/XFppFQ5U3aDK68LZ3WxXz4OcG3vE8/ubp8NFxcG3TfJJf2PZD0nuVIto+mhiP2HDjtDafV8SIShvvWplni2jNpbdRrX37WlIZzq7VJGTJ0WW6u87KglmaVVVYRocnoh4Mz5KJ/SN7CkANqj6YhN3GIjITupae+qNLU2pgGKt9BTe2nidhwcpysrv+upEam6QbdOCTGF7Z2dH10ITmm+0JHIm2/i07O51iXp+uX2nffe133vFCoxISCkgMdSeDqpH3RkSAO8vxsHzEufSp57MuFNOV+LlFKaUsAjOhBh1YMTcYQ5A4dOlSEIY8ePVpE/tQ6DNkVOIFf0i2gyc1SEvKF5PvCtb2EZVlTHvd1qhtkaL7PlygH0wDKydlkdS9rnbwrcTQh7jWwPf5qH3TOoqYZimUdui8F3xmKTSYqHdRy3LGuj1x/VDmuHrU+sMjSNiNHZ2PX844L9VxdnZDV/pnq1ZmpdPcBW08eCU4aXx2e5U899VSxDA+aojDMG1eexknjDjzwQOGrc+SRR4qIn8UWW0xogI4//nhBbOrFmbja0VLNhKYjNz7qcFeSoyMx8piDjdS4EB3XY1dS5kJsXL5oTW3pynFISuh09dhmwwULCdClUbKi1uNCcExtUeKhIz62Y7V+VxLD1WUjUxyB4frCESpXgmH7q15jE4GJLNfOhdC4zlas9r/87ol+DAPnlmJo9knkkMjgRHJLLrkkbLHFFiLMG/cRV155pVioESfvw8UicT6Wa6+9ttbdDsgBmorc2IiGLt9lcLYRHtd0lRy5aG04M4NNNi6xAU9iE4fUpEVoXNtw1Uqo5VwGde7YRnA4WRPpoCTFpOnRydr6Qpc68D1n9dhGDnX9hZhz3VAi4aKt0fVVJ6fW5aqt5OpRQ8Il0ckddOpr3zo8cPfddxvzMTz8mmuuEVs9IjgUZ4emITfqS85ke9flceYq6n/AER6VoHBExKblsWllbPK0nGt7Jtk0SY3Puy7ue7WYQKvjQnLoMS2TFsExaRJMhIIjNFROPQddfzltFJWl10GnvXHR4rhok+LCZmLS3cOu5Eg95iKrrNqkpCQiC6gvtCR1BJQRzFLZoWnIDcTQ2pRiaG0o4bG1C45tuBAdG7HR1V+qAbHxvUZJUIpBdnz9VbjjkifBcWnLRgBsx5ASefDV3uj6opIMl764mqR0ZiFTnVw6OBAakxmK5ke63zRSSE0etTaIQG5SR9DcZIe8PkaZQDegcloN38HZRnhc0zmCYXofmAgMRZSQ2Ojq0x3r3oU2U1ca71BI2IaOpPmSOx0xtP3OLr+rjeSaZHV9jCxaRyoPjtdE9/Ggg9q27IuvyZJqS00aW5c+0bppXbZ3gq6esnwpx87EAQF1hqbR3KgERn3RUejyXNJMLzdVNskgZxv0dFobU92QUGOTVFvj8y73HeBcHYhdI6XUMjpzTBINDierM0+Bp4bGVLdaB2cu487FxwzloqmheVmapTgNT9ylI6iM7pg+W0ZtUh4JTtDcpA7UvCQxLQXNjR5NQ27iDJYcobE9mzbCw6X7ajeSmKO4Nl3NVpx8lDGpiUNmTHXEjZTiynIDty/B0fXD5Ati8r8xERpdHS59Ag/SI2VtMq7nTPsgCQm9BjTdFTrCpT7LJv8Y7jzVMiXLfr2sM6XOxZOkjgCiXUzwkkvj/dioyOljVF3YVNXc1xglJzatjS3dZIJyMU+Z4FK3aztpEBsXkxC9xmlBrdtEunTnYjtn1+vDEdAk5qS07wEqayLjLqY5rv8uZiK1vjgfDS6/mQtczsn1XrA9c4EABAQkR9NobiKDaUjCZq6yaXHiaEpsZMampbFpbVwHTBftig+x8R2M4xAZXX2+X+0+kVKyTCFFDU5c8xStk5bVHXP9on3TaWm4dF00FXdtbOlqnlq/rzaGqxMM4e0u2hpOnjNrxYX6BZ9HsxT2KWm/8nhetQTOMIz/kpQP4NGUmhvTwE9lbOkmwsNpeEwwmYJ8+mIiFrYv91KViY2Lhqak2dKSN/Vb1/ckGhzXtk3t2kit7frQfV/tja5f6rHunJJoceL2Lw5c7wd67UzPE/fuqRfTgjRLJd3yBlzO4cwzzxSTBU6cOFGk/ec//4EPPvigatFSSbYAHk1JblS4aHIghhpeB9vLzUXTYtMg0bp8zEXVIjY2UuNDSlzhUqdpUC6lRHBsJDapCYqry7Ud1/w0TDsyrRTzeVWfJZrOyZnq1PVDpvt8mNBjWjf3zimn5XDwb2Q899xzsNZaa8Grr74KDzzwgFi7CvHOO++IpR4C6hdNRW5sJMDny9020LlobHSDnIsGBlI2R2VBbHSEIKoioYGYbZlIDpVLi+DYfpe42huf35sro14n7rq4aDNdniEuTxIPXxJE+6WSFJsGylV7ROvy+cjhZMrXOKcER5qlkm55wu9//3u48MIL4cknn4SOHTuW07fbbjuxzEO1JvFLsgXwaCqfG/nX9ILT5XHpNg2Ki/rc5auSk4tS0EwlUYf7DvK29pIMXBx8HvmSgelHnlFSXL6uPk7O1J6pXhfYynNt2+ozzVhsqtPUlszz7Y8P1GvK+czofhudfNrII8FpxGip9957D+6666526X379oXvv/8+8/bRzypRtFS92DRrgKbS3MT5cqSI89WqkzXVHSUgGD6+EbQeFxKWJrFx0dREzAYZlHH9zX2vgW/bPto3m/aGQ1zNnc2cR/vpY4YymYY4Wd/+xYHr/UCvne65Uc/P91kPyAa9e/eGb7/9tl36W2+9BUsvvXRN+hSQDpqa3Ng0OaYXscmm7jLQlRwGFq6MrX4u3aVOXT/pfhyzjG6Qtg2WrqTEFS516vrFlYtLcGzmKa7OuAO3zlRla8/UT1ue7X6kaT7aS25frUN9nl0Jk+0dwNXBXQ/dO0FHeDiyk+cv8UY0Sx1wwAHwu9/9DsaPHw+FQgFKpRK89NJLcOqpp8Khhx6aefvBoTg7NBW5cX2JuqYnactF3ucr1lWb4dKW61el72Cvk6NlqvF+dyE5unJZEhxdPaa+6LQ3rvC5H1z7RuXTOse4UElKHI2tqW9pofz75YwASJSiFMhNzsjbRRddBKutthosu+yywpl4jTXWgK222go222wzEUGVNQK5yQ5N43Oj2tjlse+L2NckpZP1+XrW5dkGX5eBzvcd6qqd4vJtbdbqnSfbLTj4lMSZ54ZrzzZLsuuimTbQcrZ+uNRLZdRj7lrqztfUlu95pg3TvcvNfZOFD07efFMa1ecGnYhvuukmOPvss4X/DRKc9dZbD1ZeeeWqtI8OwYWwKngmaBpy4/s16DrY+nz9x9EcJTVL0HpsffDRLrjkuci4Xuu418CHCOja9SU4tvK0DlcCEqf/Jhlbu0mIGgfZnonwVON1HcUkT5HDCuEqVFndfkDtgZob3Nra2gTJmTx5MvTp06fW3QpIgKYyS3GwDdqu/gQ6DY+LpsLXJEW1MnHMEz7aIx9/CxffFJMs10+bKQFSqsPUHxcNm6tmK655VM3TmSNt+bq8KGXNne+z4/MxQf1uqM+Mi58N7ZfOr8bFJ4iW1fnY6PZtz2Je0IiT+J144olw8803i30kNltvvTWsv/76gug8++yzVYuWSrIF8Gh6cpPkZageZ2mS8vGrsbWvq9u1ft8+xDVDJSU0tnrjDLRp+LKYZEz3Q9J3mOs9pLs/09RQUlkX0knr1ZWhfXYhJy5w8Tsyydiuaz2MUY3oUPzvf/8b1llnHbH/yCOPwOeffw4ff/wxnHTSSfDHP/4x8/YXEpQkPjfQMJg4cSK88MILYpMzRSdBU5Eb15eoa3qStlzk03a4TMPU5jOoxSE2WZEaXVtJCY6P75EvkbTBprnzrUeFSasTh+T5aiepTNJ7QpIcG5ny+V3Svk/Lv2MDDVh5B85l079/f7H/+OOPw89//nNYZZVV4Je//KUwTwVkj+nTp8MvfvELEXqPmjPccP+QQw6BqVOnxq63acgNHQBMg5fuq8w2sLn68KRpkrLlm+p3GWx1MmkTm2qSGtd2XQdln8Hf1QRo+rp3vU4u94CuH7Y6uTKllAhumhqXOCilfM1i9SFnGo5GNUv169cPPvzwQ2GSGj58OOy4444ifdasWdDSkr1XVIiWAvjVr34llr949NFHYcqUKWLD/VGjRsGvf/3r2PU2pUOxzxdjmu3E0RwlNUmZ6rbJpa1pSMPc49sP10e/5Mn0qXwcx1s13VQ+LXDnyLWrypmuS5w+y99a52BdLcjzwr8+Q5jtPqH1qfK+Pk55QyOuCn7EEUcIbc2AAQPEPDc77LCDSMfBFkPEs4aL36GtfL3j0UcfhSeeeAK22GKLctrOO+8soth22WWX2PU2JbmRKGVAWHy0OSbEMTO5qPDT+PqMo7lIQmzSevgLMQeuuIN4MYWB1zUsXKbTfA42QqOD6TpwZM/nGpjOmesHt+9LVNI0z7Z4mF25cPKmUaHnDOeeey4MHjwYxo0bB/vttx906tRJpKPWBtedCsgeiy++OPTq1atdOqYliVhranJjM1OZTFRUznTMweZY7FqW6w9Nj6NiT9McFZfYpP1VIuuzzTMDMeeFoTL0q50L+3YlTnE1O6aBMw0C5gPTNfQNeVd/J7UOjlTZSI+JiKntmPrIPQdq2Leubhoanmuik4ZZKWeaG8TPfvazdmmHHXZYVdpOalpqBLPUmWeeCSeffDLccccdZf8nnDH6tNNOg7POOit2vU1PbuI+b9X0t4nrKOqCrFWicYhN1qpWF5KT5lwySepPa7Bz0ejQPriazWhe2ia2uAO/L3GK0ydTmskcaZPJIxrRLIUYMWKE2DBCB5dfUHHLLbdk23iwS8F1110Hn376KSy33HJiQ4wdO1Zo0b777ju44YYbyrJvvvmmc71NRW5s90Ec50ffunSIG03iI+vriAoZaZRqSWySTNzHlXHxwbBpb+JCZ8rxHTB9/W7SIhk+ZDENEpC2ViQLzaIkoGGCv+rgvPPOg/PPPx823HDDst9NQHWx1157ZVJv05AbdSBwkY2T5mOjN8Fms1dldGahJCYpXbqvL4+vXC0+QuIQHJtc2uSCyrk4KKt1uDoSx+mrL9lzlfP12bHB9XxNjsa6Z6lZiEgjam6uv/56uO2220Qock2QNOKpAcxS55xzTib15ta8mzXiaGmSPJelhESn3kxSvpqouNoxbvOF72+e1nVzrbtUY82lq7zrR4FvvVlA3itJnemzQh7nuhETziUNBc/Zec2bN08sklkrVHuG4ueffx722GMPWGqppYSWatiwYeW8+fPnixXS11prLejWrZuQwZXRv/nmG6tTNtalbr6RZhj+/fe//x3OOOMM+OGHH8omqK+//hrioinJTVSll5hv5FSWL844mhVXrU1S+DyfLiQmDtFJ+s5NqtWq1TvfRrCyML3EJfp5gQ9J1z1D9XKujT5DMc6xctddd9Ws/WrPczNz5kwxI/M111zTLg/n9kFCgU68+PeBBx6A0aNHw09/+lNrvWuuuSZ8++235e3FF1907tO7774rJk685JJL4M9//rMgOghsH8lOXDSNWYpDnBe3b6RUloOWiykpC02E7Rr4aB/SMuXZyiVZPDOOWSdrHxGdOSiuj0pSZ2kuL8418C2jmoXyohTwNVXlpd/NiDlz5sCNN94ITz31FKy99trQoUOHivwrrrgCGgm77rqr2Dhg6PWTTz5Zkfa3v/0NNt54Y+HgK519ObS2tpYjnXyBkVKHH344XHrppdCjR49y+k9+8hM46KCDYtUp+hSn0AorrACvv/66iE9XgYwLFx3D9TnqBVl8SKTxpe7zdShlc/ZRlAqxSeucXElOmgQnLnxIhI9DM01L0n+fqCsX+MhzkV+c07MrwdDJupIOl2e5ESbyE2alhDd83mYoRq3BuuuuK/bff//9iryqOBfjBU3B52batGkVyZ06dSrP2ZMEuPwBXofevXsb5T755BNhxurcuTMMGTIEhg4daiRDKpBLqBFRErgEA4aEV5XcfPHFF2K6aoq5c+cmspHlDUmj9HzaybLeOL4dcR2JozognlnZYk11J42ayrLf1YJOu+MDjpilEYoeGUiOy7WnZeM+B3kmPI1Ibp555pmatp90ZW9ZFlcxp0665557bmKtFvrgHHjggdCzZ0+t3CabbCKcsldddVVhksIItC233FKQRVUTowOSMErOEP/73/9gySWXrA65efjhh8v7OF2yOqsgkh2cK2D55ZeHekQS/wxfnxGfutUyeXgvpPXyrbX/URytgy/ByNMcJnHIUbUIVZrtcBqcNOpOGhWllufqagTyWu/46quvxN9lllkG6g04w7JKQDol1NqgczEuSxFFkZiHxgTVzIWmPSQ7AwcOhHvvvReOPPJIa1vo04Ph+CiPQE0RmsGQWO27777VITcyHh0bpzM4oq0Sic3ll18O9YY05rGJE2WVBwfDJGQlia+NT71ZIK3BJG4otEtdSeuL04auvTj+P2khqoKpK26fTGkuhKieQsmFQ3DCC5o3h2KctO/CCy8U49aMGTNEGmobTjnlFPjjH/8IxWIx3+aBRWWR2Ji0K3GIzZdffglPP/20d71owkIHYZyYzwV47XGW6L59+8Ls2bPFquBojkLz1p/+9CeoCrmRszcOGjRI2MmWWGIJaAakHV6c9/PIuu95uTY+A7ZLGZ/20hh4a6UZiuP0CwbfH9c6qj3nDdSImORVi9OIZikkMDfffDNcfPHFsPnmm4s0jPRBkw6aZZIMrvW4/ML8RcQGfWjQZEf9al2AJPGzzz5znjtIOjK/9NJL8M4774jy6LsrFzGtqs/NmDFjoB4RxyRUS6Rp7qoF8qq1qSaqQUDoYJg2caqleS1tUpNX4lBvWpxGwT/+8Q8xv4oa7oymFXRm/c1vfpM5uak2ZsyYUaFRwbH87bffhsUWW0zM0IwaFAwDx5W60dVEOvRifseOHcX+9ttvD3vvvTccd9xx4vjUU08Vc+egKQrnxEF/H1x4FH11XHD77bfD/vvvL8ilJJhyDqK7775bzLVTNXKD9jETzj777FidCfAf4HWmIRMx8jEfpU02spoksZram2r0wTfsWlePT5uNPNC7nq/JsVgn3yxoRLMUThjHTTiHaXIyucxRxZto1KhRsO2221aEYSPQzQS1VdKvVkaQSaAWZ5ttthH7qJX5/vvvK3yVkMhMmjRJOABvscUW8Morrzg7Ax9xxBGwyy67CLOUiunTp4u8qpKbBx98sJ0qCxkgxrqvuOKKuSQ3Wdw/tXhOXchLVn30JUx5RLFbNygUitA2c0Zq06XWkgT5hkxnfa55J02uqJf7uZpoRHKDE9rhXC5XX311RTqmYV7WqLZZapttthFOwvr6IqdoaRWoXUkCbJMLu0fSpAYtVYXcvPXWW+3SMJQLJ+JBdVWeEXduFZdnMmfPbYCCHhtsCL233hY6Lppoav7kyTD1xedh6osvpD4nfKMM8Fmeq0u5PEWbBTQmcOK43XbbTUzihw6siJEjR4roo8cff7zW3WtorLfeeuXlGtDUhcoRCTSJocIENTo1n6EYPaoxvh1tbzVbhCwF+EyeV+9fhXnpR9ZYbNfdoM+220GkfDa29u4Ni+/+U+i83ECYcNc/oZiTRW+qETGVFdKapTivqOa55PFDqREdijEyB+dTweUIPv74Y5G2zz77CH8bnJQuc6QULVWP2GtR9DX6/Oy8887QvXv3ch7692D0ddVCwV1mM8QtTeCkgBjv/p///EesfbHSSivBrbfeKpaohzq6J+IslZBn2N5Rvu8wk3xr1x7Qa40NoGPPxaBtzkyY8vFbMO+HiU71dlp2OUFsEAUlrFOqQbuvsy7MeP89mP3O2w1HNnyRFyKSl34EECxaODNpHXkDkpjaOQ4XEt7thbpfDXz55ZeHAw44IJUZlROTG2qfRJsZzkx4xx13aNetiIPJkycL72l0gEJygw5KGKLWp0+f1NoIyDeW2HBb6LflT8RDHEUlQUr6DtkZJn/wOnzz33shKrWfKVtFz02HQNTWBoUW3kUUtTm9hmyuJTdpo1GJUUCT+NykUEdcYLg2LqT429/+Fq666iqRhuHaOCcN+n3gDPmoAbj22muhX79+XuMMhoN/9NFH4niNNdYQjqwYIZQ5mlhzI7HddtvBd999V5488bXXXhOLmeLvcPTRR0NVyc2VV15ZcYwTHSHxQI/rJKt4UuAqoTitNGpqJHCOHRPwBsdNgpvWOaA+0HvwxtB/6z3KxwWFFvRefQMozZ8H3464Xxx3Wr4/dF1vZejTswAHrPot7LfJXOjTqwhfzPsS7h27ODw5bhCUova0ArU5Hfu7vwgDAgKqD7n+EIZpqzjppJPgscceg/vuu084n2J4MpqVcM4UFzz//PPClQLLSmsAfrxjRPAjjzwCW221VSbnE/AjcHFMJDHozoKh5zi/zeDBg+HOO+8Ux3EDlHI9zw2GpSET32+//eC5554rzz1w1FFHacvggl3o+xNQ71iooeE86fv3+QG2Wut9WPUXX8H86SvAR7OWghdLG0GHNoA71n4KlhDTMXSCYgFgQGkSbDnoSXhy7PLw2+d3hAVRew1Oae686p1WQF2jAT6Uk/ncpFBHnLlZDj74YLjpppvEbMIS6AKBGhf8ysevfwR+CK+++uoiFHnTTTe11n3ssceKOVZwiQGcm0U6s+I4g3nvvfceZIqguQFcgwpXHkfgEgxrrbWWIKf//e9/4f/+7/9ik5vEGnIM15JrcqQNXF0cb7qVV15ZrGV1zDHHwAknnCAmXtIBNUfS9wc39HoPqD907rsUdOzZpx2x2XCV/8EfDrwXNh/8IfTrMxWWWa4FtltlIpyz+qNwy9ojYLEOcwWpwQ3RuugO337ZL+DXg9tH+aHJakaVTFIB9Y/69XBIySyVwiY16uqmatspkGRgRBOdsfaNN94Q05Co6Tg/Da5GjRFPLsAJ7dCsJYkNAvdx/hfX5QNSWRU8yVbnmD9/ftnfBqPW5ISK+Fuiu0tcxCI3uAwDqu1QlYezEuKG60lccMEF5SUa0gDWhdMwX3TRRSJsDFVXqLW5/vrrtWXwIsl1NtJcbyOguih2WDgbpop+fSbDoTs8DYVCBC3FHz9ZcL93EWDpTrOhVUmvqK8AcOhq70GHYluFv020YAFMe/nFjM4iICCAA7ob4PghN9S4c0BfGpwxl8tHkwVG1eDYowL9beTMujbg+CJ9bVRgWjXmuQkAWHPNNcWY/sILL4hlGGT4N852HGf5h0RmqWqtx4HTQaNTkQpUOd5//0I/iyQoZKrRK0CHxVaCjn3XgUKHbtA2ZzLM/nYULJjxTZX7kR2QFZcyrG/e5O8F+VAjnNAUhddKamVUILkpRXyeRJ/Oc2G5bj/Ap5P7QKG1FdpmzYTxt90CC6ZMqZqTb56difPyDZiXfgRkZ5ZyWcUaZdB5GAe8zp07QxZASwC2gVoaacZCkxaGhuP49u6775Zlqb9PGsAZKJLMQpGTGSwS+9bi/HiXXXaZ8NuVpBLdUqS5qmrkplrrcSBxGj16dEUazkmAmqLcoqUTdF/rMOjQe3kRyVMotoi/XZbeFGZ9/SpM+wSnt87HHZklsUpKfhbMmg7TPnsfeq64priGhZYSrLHilxUamziY/vbbMG18F5jz5Rcw47130cDuPdBmSVDCwB6QVxKcZrSUi1YdzU4TJ04U2hUJ9IdBJ2CcQRhdFXD9oSlTplRobyZMmAD9F03WaYNc/+j0009n89AsLv3+sO3UEXxuAGdNxuUc0DypRkKjpaZr167VJTfVWo8DPeE322wzYZbClUoxROzGG28UW9YvlZJmsLbdS11X2xdaey0n9nFQVv92WWpjocWZOe75RrgnM8f4Z4ZB16WWhw7dukDfId9BsYP+1TqlBDDQwgwmfLcAXr95OCxYkP+BpJ76J8Fd/kKdn5OKQDyrC5y1ljr0Yog2jjM49xmatjp06AAjRowoT/aGH8Njx44tzzbcqItANxpaWlraTfGC898kQWue1+PYaKONxDpW6CSMPj4YBo7zG6DnfNwXU5raCqqdaOm8GHRYcrC+D4UCdFt2S5j51UvoyZqobdfzSNt8lLQ/Ppg/fQp89s8rYfCpe0PHPj3gy7mLQ58Os6BYiKAVStCzOA+6FhbgDDgwD4owq9QVOhcKrGmqVIrgLzdNaUds0kChSgN3HglBMcM+1pJMBCJT+2ipHj16iJBgFd26dRN+GDL9yCOPFM6/OCcNaoKOP/54QWxcIqUQNbcCJHUKbgCH4qzQmvf1OHbffXex1QNaF1tFuwiYRLFjN+jQfQDMm/5VLEJiIxEyPwuykUadpjrU8y506QTdt9gAum6wJiyxGdrjI3hz+nKwXvex0AkWQL+W2QvlFl3qTlEJJpdmwhLFbtBx0dCEeW0RQEsB4IEnZsNl10xm2zT1NY8oeMpx5xiXhOT1mjQ6icwDaj2Jn27ONZxnDTU36iR+Pi4WSyyxhBjPpHkKLQPo6/mvf/0rc/JTiBZuScoHpPgcy/U40AkI7Z244cRJqBLccsstoWkhzE8Od1uxtaY/oI8fSZIXfdyyHZbuB0tfcgr0OWh36LLaQOjYaeHiaj8s6A6fzl4S+hJiI/fbIIIJbTPgf/Nb4It53WDC/M7w/pw+8NeJq8L5T3SvyYrEhZjXqZCjQbkWhKZYo/p8z7UZyF6e8Oyzz5ZnJ0agozE6/6I7xMyZM+GBBx5w9rdBoMtDly5dyh/oaH3Aj3ckPOgWEVC/aK3P9TjiwWaiSaqZKE3/GgoF82s0Ki2ABTMnONXn0x8X85OriaqWEVzF1hboe+oRUOzeFQrCvlQUEQEthRKs0O176Ntx1sLVWAom/7yZcMl3ONvowt+ibX4bdOrZOZUBNC2yl8agqNPMpFm3b17a17KYItlZeDdVt/9x6sur5qhWk/hlCbQ24HqFiGHDhsHPfvYz4ciKwSzo6Jo5mtyheP78+SL0G0PBcT67mpAbNSTOhixC5moJV1LQNvULaJs5EYpdFi87EauIojaYPeFtiBbMjt1GnkD77EqKTHJdNxwMrYv1Kh9HUIDpszvCRn3HQq8Oc6B7cZ5xYUUkPV0L86FDoQTzFy23UGwtwvSvp7fru62PefK3yRLFKtRfj9cloBI41UJS7SfWkSfgStSTJk0SE//hjLjovyM1QrNnt39Pp44m97np0KGDF7fIhNysu+66FWFxEniMUNMyCZnLEIUUB/ZZH/4Luq2Li311LBOchdcogrZZ38PMzx43Ehpu4M+S+GStpfHte6c1VoRoQRsUWhVyOL8AvTvOEbttzPpQHKJFD31UimD+7AXw+YgvK/oUB1kP0FmGnRcd7/Wiw361CZ4aDOBbrpqmujjXoZ5In9DcJBxL8zYvy4477gi/+tWvxCSx6Grxk5/gIr0AH3zwQeJoHSc0ueYGccghh5TnzasJuVFD5t566y049dRT4bTTTqtwKL788suFvbIe4TMIU0KgHpdmToBpo66GzstsDh37rw+F1s5QmjsVZn/zGsz+eiREbfOqRhRkv9IkUa4Oza59a5eOk/aRF+gy3aeWJ+j7ZkEvWLnT99p6Ue7r+b1gAeD8QgsbeumSV6BtbpvzYFKosb9NErl6gy8B4UhaIQP/JV27aeSn6eAdkAzor3PmmWcK8xRODitnxMU5duQcOAHZYsGCBXDLLbeIAKUNNthARMSpuOKKK7IlN6rXOC5kiWHgkuVKUxTOO3DWWWfBXnvtBfUCW2RSHHJcQDLz2eMw67PHfyQ9BkLkqz2phk+M2obpGiXx9eHOY+6nY6HrFj9O2oXo1PJj/Pa4+b1hRltH6Fqcx4Z8Y9orMxeuHD9jchFe/tNTMPaFrxITG5dBs1hFfxtXZBUNlpYjexLoCEMcwqQrU8jwXH3mBcpNtFShscxSOPkfOhFTVG3x5aC5AVw4U07UiNozFabI40wcinFiJZxzhgLTPvzwQ2hmpGVC8tGiSFn5N2uylJb2hsOskW9D7/13BeiMZr2Fw8r0eT9OzV6CIjw1cxXYqfto6ALzF7ZX+HHphdve2AIeG7MOzJ9TgPEvvQMTXviqJl/FhYydeZM4E2dxPQpVjDrSaWrSJgZp+V0V65jQVCAFs1QeB2Nc0+iGG24QCzXfd999Yqb9O+64Q4xnW2yxRbaNB3IDzzzzTCb1xnrP4fpOuJAZTn0tgfuYhnn1gkKMC+NrV9epz2uFuOp1V62Erwy9JtHcefD9X+4Qfje4Yjfif5P6VmhpppW6wLBpa8GrswfCNwt6woT53WHkhBXh1//+Jdz91mYwfUo3mDOnK0wb9bLXDZ5Ea2NCXI1RHHONqT7X9l32fetU0+pxbqG48LmnAqoPNEXh3DgYDo4LdMrVyadOnSrCxAOqB1zfC5fUkI7c0p+3qpobDNvaY489YJlllilHRqHHM6qQHnnkEcg7ClWKTnLRYKj9MPnGJO1vnPJpm79M5ilQ2pr78ecw4Y9/ge47DIEuGw+GKR06wKj3usGGa80UDsIYIo4+Nf+b1xc+ntMXZszsDE88vSHMn9+hvNjmpGefgLnjv3buW6EG86hUe4CzEahiE4VCywiuQsqRX3E+mOoFjWiWuvDCC8V4duihh4oVyCUwFBzzMkeTR0shMFoNl1dCDQ5yiE8++QRWWGEFMfs0LsmAvrxVIze4Uieq8O688074+OOPRdr+++8PBx10UDtnoLyg6DHXDScjy5dihkLbSIwv0gi7TkJeaNm4YeE6LJg4Cabc9ajYELie+vj9BsKWR68MvfovnHSrbX4JRr86D975bDWIunUQaUhoJr/0NMz48B2vc4EUfW3SNkm5RjrVApSsmUwyLum+MlkhK8dkVyRwNcgMjUhucOLZrbbaql16r169xOS0WSPMUAxiskQMCcc1wVTLD3IKDM2vKrlBIInByY7qCdVwxE0DJm2NjUS4+N24Rk/R9LjRWra2VXkw9PuN+76EN+//Evqu3BNaOxVh0hczYc409Lt5EoqdOgs1ZjRvoVrZp49ZDq5ZmKR0fdaRrjgDtclZtxqIG/5tqs+VUKVtcgzIL3A2YzSH0LDvF198UWgPArIHzi+E5ii0BKnASf2+/PLHKTx8kWgdAHQeRral+t4gfvrTn0I9AV9QbZ5RPaZw8HbrJDkQh6TEK27UUtyQcK5sWvWbrgWGd08YPa1demnuwnlwXOEzuKeltUk7ZFlHXpJoolyIk6097holcaQ1RTPZynFtpkGYiilp8Lhrn1fC1Ijz3Bx11FHw29/+VoQio0nkm2++EdOa4FQnGPmbOYJDMeCyGV27dm2XjktqdOr0YzBJVcgNmqRwXSmMmpIT+6lhW/U2iZ8vuXAZ1OO2k6bfjSznSjB8fYTi5LvK2bQ4cZEkmigu+UjSn7RMUnHKV0NL46spKXhqluKQIlO7aeQndR6vFRqR3Pz+97+HUqkE22+/PcyaNUuYqHBARXKDK4wHZA9cj/L222+HCy64oMwj8DfBOfO23Xbb6pIbZLoYJjdixAjx97XXXhNOQaeccgr8+c9/hnqCi/kmyliL4ks0dKapNJ2kXTRPtjybjGu4O6S0GjmkTGzS1Nq49IFrI05daWgIfKIETWmu9XH16EhNHMLElZHpca6xjnzZHLjrgeQ0CvAj/KWXXoJjjz1WTEiL5qkZM2aIFcFxWYaA6gBJDJLLUaNGCSsQrsyOM0Sj5gZ/n6qSG1TbPf3002LlVFxuHjecDwBDwU844QQxg3E9m6HAkEfTTT4wlBwlMcf4yPtqf3TmMR3BcfX7ce0reJAcFba5dnyRJrHx9VPx/ZrXte9LXGyaENfzcB2oTWQhjpbFhzSmBdt10PVJp72pF0LTaA7FLS0tsNNOO8FHH30kJvNDUlNtCDNpEodiqH8MHjxYTN6Hkyn26NFDEMx99tlHkM4BAwZUl9wg48VOIJDgoJ1y1VVXFbMYo/d5nmEy1Zi0NYWE5ERHIFzNVEl9ckx1Z1E2qTaqmg+2r/NuWhoP17qrcZ5x2qH+Kz6aCBctV5Yv7jh+PC5anLSwaP7KXEG4hyR8CeWI25QHVnSz4CalrQpCKHg5Ou2Pf/wjpIli3BvinXcWhtpusskmQq2E6qPzzz8/tx7madneaZ1ZwORnQZ1IdRoDlzpczsX1yz2Ngbqag4faZtLft1paG5tWRtePOAQtrpYhbSKW1v3gaqrSmahM8s2CUkpbnoBz2aB/zaOPPgrffvstTJs2rWKrmkNxkq3OscIKK8ARRxxRnkBR4vvvv0/EJ2JpbnChMfRwRiCh2X333YVTEC46ds8990C9QdXK2KKaQCNrMlfpTDrcvsn5Nwvfl7iOxVxZn/rBosWBDF+EcR191XIt0AH6dFxa/J1dmgLTF3xnrTttrY2N4LrIxjFJFT1NdFTDQ8u5ECZfPxq1nC0tDnR1645drmtZY9VMjKnGkOsjYoSvuo4RBsngcT0Gx9QbvvjiC2htbRUc4uGHHxbh+Qi89lUPBcfpqiVWWmklMZEfOv/gbIJJFrqqBWx+NxAjxNqXaPianFzbcyFMLn3SETXXvuiusYtJDlJ2krbBRYM1sMv6sGyXtaGlsHDiQMTMBT/A/2Y8BzPbflyx3Nf3Ik6/kpRL8qSm5dMUh7DIulTzlUqUKPEoJDBRyTyXOrh+mtrnZHJojSojDc1LqUnWNXJGCAUH5AzDhw8XGjRcFXzYsGGw0UYbJa430Tw36F3+2WefifC5xRZbLPFaENVGHE2IbTA3Df4+JMbFB0XXF1NZG/mIowHKkuDIsnFekEmcU3X1rNB1E1im81rtSHzXlt6wdq/d4Z2pD8Gstsneg3YxoVmSDo6uGiTbYOxqkuK0OSayoGvf5bq5aEHSgOv9Y9Kc6UiPSSavSMMKkrcRYuutt65p+2GGYhC8AaPTHnjgATjjjDPEb3LjjTfCjjvumKjeWM8Vhn1j6NYqq6wi1Hpoq0TgWhAYDp53mFTTaX7puqj1bS+5tL7okvpd2FTwSdpz+TKm9bhsrjC1r9bTqdidJTaijkIRCtACy3ZZ31iH7Ys+De2GDj4mqTj1mUhLLfxsqmXqovk6eN2T9cJ4AuoKzz//vFgXcqmllhLvMdSSUKJx9tlniyglXEx0hx12EGs92XDNNdeIWZ47d+4s/HBxehhXqO9TjLhGYoOTKyLRSYJi0rUg1JkFcS0IVC/lESbVsyqj/vV9caf1FWkiNIUEX/Cmr2OXATiJNsClDl+SkxS29mhf+3VayfjtWSwUYYmOy0OrYq6Ke13T0Nq43EdxiLkv6dWdi+1Dgpqe0vitbcTXZIbKyn+H1p/HSKm0fF8bQNGQLqp8QWfOnAnrrLOOICMcMDjo6quvFouJvvrqq2KZJXRDmTNHPwM8+tniGlDnnHOOWFkd68cyEydOdLsExOJzyCGHiKlmHn/8cai6WSqrtSBqBWkycQ1Tpr4gBY85c3R+LSaTkou5yeX8bHm+pjCbeYqTkXKQYI2ppPD1n5DoWOgCEUTmQblQhNZCZ2iL5jsNfNXW3FXLJGWTUdNdfw9fPxaXDxpXxDlHH2JbTVIfF43oc1NzVNnnZtdddxUbW1UUwVVXXSUChvbcc0+RhjMH9+vXT2h4DjjgALbcFVdcITQtGPGEQGL02GOPiSUtcAZoG3A2YoohQ4aIiGy5MHccFPO0FkQt4PL16ANXVbfroKbrl8+XvKkOl/Z9THU+5+JiFlO3uPCpx2Q6m1uaCQVLDVFUggWlObGvpy1f91vTfN2xWibJoG8zSfkQHJ++qJoXlbyoz6qvuUlnojJpcTg5tT4XMzT3G9ZZPEZATkBD2OeSsGoXjBkzBsaPHy9MUer8M2hmwol7OeCMwm+88UZFGZzUF491ZVyBpCqJT1QxyVoQEmmtBVEtmL7obKYpFz8DNc/2wnX1wUj6znP9+nX92jSZ4DjVv0nV7+ojU4i52WDqg1rHxHmfWonN9/M+hzao1Nq4aENMv4+vBojWo5OhbXDtmUiwrU3d82IikL7EJC7ianVs/TNdEy+Cm0PTVJTCHDd5NEstWLAAnnrqKbjhhhtg+vTpIg0npsWZcqvlUJxkQyy77LKCiMht6NCh3n1BYiNJhQo8lnkUOBcNhmz7lEGsv/76MHnyZLG/3nrriWPdVlWzVFZrQWQJ1XRki5DSmVJKDuaqNNZjkvWY+kFNVTTdxcylOxcXM5rLObm2rcpXW3Xtqt1CzCvNgnGz34blurZ/4EpRCUrRAhg76w0j8ePaddV26YiuToNnIsYuWjNO1qSVcKmXq9+FfCQlPLIuV22h62+SJhHLIZ9p+GgpdKPYZZddhP8oajswQgdn37/kkkvEMZpY6mGG4nHjxkHPnj3LyZ1ybkFBs5fs41577ZVJG615WgsiD8SHA82j8vLWdPHZUQd3jlC4EBpfUAKkwrdOXf91denazPMkfiZCMnb2G9AWzYNluqwLHYqdy3kzFkyET2e+CPNKP85q6qPl0+XbNImucCU6rlobUz84wuOrJeXqtxFCmq7TBMUZSjiNjE1zVfTYr+h33llOAwEXgd5www2FfwdOQiux9957Cz+SegESG5XcxIGcPG/ChAkV4zger7vuumwZXH4J1+hCGRV4LOvjgM7H3H5Nyc38+fMF00VGm/ZaEHkiNTpNDx3AOe0NOJAZm0bEhWy5am9MZdX2XbQ33DnR8wXmGqkyYJClfaXwJTw+44SLlgXx9Zz34Ns5H0DPDgPERH6z26aIzaSxsZmjOFlTXiEFrY2LycSV7PiYpLi26F8d1PJqfVx6UhOVSYtD5ThSRfsr89R226XlmNg0oubmhRdegJdffhk6duxYkY5hzV9//XVTTeI3aNAgQUhGjBhRJjPov4NRU8cccwxbBq8bTryHZaQGBl1U8Pi4447z7gMqSqiDcVzS5k1uMAT83XffhXqFSYthIjwu2gQbCfBZjoHWYSI7LkjTPKUr61M3lXV9TrN49/v4UEj5CEowdf6PL7+kxMY0uKd1zj5aGxfQgduknXFJp0Qty3Fep9WJQ4JovabyLnJ5JTmNGC2FAym3xMJXX31VXhy6kSbxmzFjhph8V3Uifvvtt8UkvMsttxyceOKJYr0tjHxGsnPWWWeJOXFU0xG6pKBmS5IXDAM/7LDDhAZs4403FhFXGHQko6dswD5gXc8++2xFyHnSJTBimaUwDv3mm2+Giy++GOoFBQ9fl7izFbvm6foXJyzcR3vjap5KQ4PDyevkVPlqfuH5khqujIsGg5O1DXRpam1sJi2bL4lOK+FDWnz9VXTnGhdFD3KiM6PpZNOCjJTKq1mqETU3O+20kxiMceI4BA6mSADQVCLXnWokzc2oUaMqgn6QmCCQnNx2223CfxaJydFHHw1TpkyBLbbYQsxdh5PzSeCqBOhIrM5v991334nJ/9CJGLU+WIY6GZv4BBIZDB3HMmkt4VSIYqyZcPzxx4toKWR3qJLCiX5o3HtegGo19B7/+SImJz3+5V9g0kx5aroqJ2XkxaTRAVRWrUMtT/PVfV0ezefSaXlaF5XXyVIZ7pgjLrqbrFSll6Lr4+JKarIgNibfEk6zQwdhjtxwRMdEgjjTDpeullXLFw1ptF8Fxzy1Ta5Mi9Jei2f5AimjyhYN5Vo0+7KOVousKlPeLwC0tC4kN6i5GTIrSvTOmzp1amI/DLW+u3CZkYR1zQKAgwBS61tSoIYGJ5zDYRBn4kXtA/5FXxKczbdv376ZtCuv6QpnXwRFhTj4ojRnDnx+/h9ycz3jAJdewHDyVVddFdJELM3N+++/Xw7RQsdiFfWwcCa+ZNpial5oOj3mNCA6B1wfU46PmcfXvMVpjZKYqHRtQIwJ/Wj5rOBraohLbHQyvuYoXftFz/o4QmXS2nBldXXr2jNdD1+lhct15uCixTGVM/XHRl5lPdx+ntGIZimciBadie+++27hboFaG1xG6OCDDxbLD2SOhGap3KnCYgAXycRor1yQG9eVVJEVo70OJ/WpNdSvSZ2zrSlcXM2DGH4oOtIQl9D4mqe4Omz9SEpwwCM6S71D8hoKrivjM+jbTETU1ORiorGZo3yJjq59U9syr5BAE6bmUQ1QUriSGVVTw/XLJS0u1NdkDl6ZTWGWQrS2tgrTSE2QI4fiWuHvf/87/N///Z9w4MZIbPTrVbH22mtXf1VwG9ZYYw3hrLTCCitAnsERFxdtjcnfREcEbOm+ZMf1/Fz8bzg507XgCA4k0OKoZbIiOi5jhiupSUJsKGGx1e+r2dHJ2uqJQ3BcyF4xJcJhIn9cOld/HELC1VH0IHY2bY6q8M4jsWlUPPzww2w6WiDQz2SllVYSjrUB2QH9ddCPR3VAxutfE4diV8Rw56kKCg6kRqfFcdHegKJFAQ+Sw2lJ0tDeqG3YzFuqnO48qLyUi6PFgRjh4Cp0UW2+MA14vqSGlnEZXDl5k5xNS8PVweVxcnFMVBzh0RECnQbEZvKhbVOyw6W7QKcl0mlxbNortYzrfrmuIsD4bv3gnQHrwkvXPwkD+vWCXbZdE/r0rvRrrAUa0SyFUUByIFWhDq7oVItrK/Xp0yf9DgTNDfzyl78UsxT/61//StWhuGm+EbiXDgfbVyaVpTI6uA4SapppwNMNgDTfNDCbBmBbv12+1nWDha6dOGYIWaepbhNMbRYzJjYuvzMn52rqMd3rNhOLK8HhNCW2dnR9UvN0Wpe44PqqIy66e8KF6CTBgtZW+NfaB8GVm50Czw7cBh7577tw/T+eh31+eT3c+/AoqDWilLY84cknnxQ+H/gXnXJxw31cT+nRRx8VTsWTJk2CU089NdfLL9QzvvzySzEjNF5znF9o4MCBFVtcZKq5qRdwmg7w0ERwGiAfU5SarjPj6PLoOZjy1LZ9tUVcO9w5g4Mfkk6TQ+uhdaUBF/LkSh6yIjZcGZ+8uPWkqbWhx0m0NVKGamdsfZNlTITMFToS5ErsbB8JaIp6YM194L3+C/0LSsUWgLaFT0hbWwR/u/kZ6N2zK+y0zRoxeh9gmqEYw8A322yzinlc0CSF4dC4rBCGiqN2ISAbbLfddsKpG02AaaIpyQ0d2E2OtCbSwh2rdRY8iY2JfLjk6Y7V9nRkg5MDxkTFyYOjqU6tQy1Ly6tIR0Fph6vWLc4A76JR4eR12gOuDtuxLq+QotaG9lOXZtKMuhAPmykqDmHi2ub6ZNPe0DJ0v8DtFwAmd+kDby29gXFZ8Fvvfgl23Hr1mkWkNqJZCn09uBBqTPv888/FPk55os7rEpAu9thjDzjppJPgvffeg7XWWqudQ/FPf/rT/JGbPIWFqy8Z3SDvGy1lOtaRHprHaVxciEgaBEfXD11fTf120eJw10UtX+0XoG0gdSE1XD0mTQLEIDbFhMTGpc+mfptMTzatiEkLZsqjWpek5h9O+2Nrm8vj6kwDH/VbAwoQQWSo8etvp8CX4ybB8sstAbVAI0ZL4Txtp512mpi3bckllyw7uOJkdmiuQuC8N7jqdiYIPjeAkVKI888/v11ecChOAJ2GxpTHaWTAceDnCALV9rgSGhtM8mkRHHDQ4qjXRpdGzxcyIDuuA2QapCYJseHqjDu4m4hOXK2NSY6TNZEKF22NTTtD+6meswsBoUTKpY+cNs5E9Lh9tc35rR1xRlXrAtGz5sw3CwR4AWfaxxWqcb4bSWBwzhWM8H3ooYfEMc59c+aZZ9a4p42LEllLKi1kSm4+/PBDMc9NnkAHYFftjY7oUBKgIz1Ua6Smu4SGmwiKiyzX/yQER7123DVRrzFXRk1LGjGVFLYveV+tR1YamzhaG65Puvo4AmQjMRzxUI9dTVPURKQ7B13/aFuuhMb229Pfy0Z0dGVoXsU5FAGWnDlxoZ+NAS3FAizdvzfUCo1olsKJ43Cc+u9//1uekBbTdtxxx/L8bOq6SvW+tlQzwZvcoOPPI488Ihba+vnPfy6mqVanlMaFt3CNCERmqrwYKFpMIqYZi20mLE7GlMfVy8nHITS647QJDtd/iElyaJ4uP024DH6QUFtTa2LDkQRXAqPThtgGdxOh8fkN1H7qSIUNOrJVTKDFUes2aWdkXTZIy/1qEz+C7nOnw8yO3SBiFpdCYrPtFqtBr55VmDVXgygFcpLHsRhJzC677CK2miCPFyVjXH311cJhGx23cd+EE044Ifu1pZDdovMPOlhNnz5dLLB13333lRfimjBhgtDUxLWRZbmGxyFkbSlVMyPT6F/wSOPqU+WprJou06g2ibYJKR7TfbVNLp++1FQ57gai8qaXYpTxO6CQglwSbQ2V1WlDXMiIibhwmgHuuOCgteFMQDp5Tpaah2jfqBxXHyfj8te3vG5tKbpmlPpXzVM3Wp8qa1tP6tMlVobb1jtC+N2oWhwkNov16Q43XHYILLF4d6jV2lI3AEBSajUbAH7tsbbUddddJ7YvvvhCHK+55ppigcZdd91VHOMq0qeccopYPmHu3Llinahrr73WedFGBI5jzz33HIwdOxbmzZuXysDqek1X+t1F0NIp/tpSbXPnwKeX1N/aUoMGDRKLeC6++OLGSRLR50Y6dmequTn33HNFvP+f/vQn4U9z2WWXCU9mJDg1Y72OUDUtqkaBaiI47QbNi6u9MWlOVHlVm+KqoaFtmuTBQ4OjyoKm35w2hsqrgzCnjXIhMa4kxQe+hCaJtiZtjQ1t05cImfpDyYqu/y5aG66funPgiEka4M6D9l+mm/pH81zOl8vjzmu1KZ/AsW9eC08tvwN8tPhqQoPTqWMr7Lr9YDhs/yGweB87sWk0oC/MxRdfLD6occz5xz/+IXxk3nrrLUF0MMrmscceE2MQkoXjjjsO9tlnH3jppZec6sd6cPXvWbNmCZKDFgmMjOratatYNDMrctPsGDNmDLufJrzIDcb833HHHWVGhR7lePP97Gc/E8xZepfXE9SXfFyHYm7gtxEYNd1EqsCB0NA2aBotrzs3tT/gaKYCB5LDnY96vSAm2fGFKzlKg9T4amt07XIkhMq7nJdJVtc3U7orgZNldcTHhcBwGh7T9eQ0RLq+q2m668j1kaZxpMf2m6PWRi61IP8uP/MrOOqj22Beh06w4gffQe9eXaBjh3zM2FGLaCm0FKjAD2vU5Lzyyiti7EGH4LvuukvMlYK49dZbYfXVVxf5m266qbV+JEfYxvXXXy/IEZbDUGRcawrnwMkawecGRJQUKk2QUKqYPXu2UKCgpi4OvD6MOnXqBFOmTKlIO+igg8TCV/vvvz88+OCDUA9Qvw5NMml8tbsMHC5f9S4DX9yB0HfgjTPIc9dbl05RSGkzwdSXYpWJjU1Dw8nYjtV9VYaTc71nbXm6a+mitTHBV8Okq8NGrFxIDW3LRHrofrkM04nObXOh7xI9ckNsVNN50k2aZdQNTUo2oLsDfkSjhmXIkCHwxhtvwPz582GHHXYoy6y22mqw3HLLwciRI53OCdc+RLMW+t20tLSIfqCv6KWXXgp/+MMfoGqMMclW5zjvvPNERBoFatMwLy68yM26667Lrgh+wAEHCIKTZxWe6StRfdGZXmj0JUW/EF2+dHUvZNOAY3o5+gxunIzLlzBo5GkZWq4Qk+i4DHBJ4NIWl8edU8HzGnH7nLzpfohzbCLLLvemiUSYNCU2rQ29Flw507NLwRELn3ps7wAqF4f8ccQGNTfcfqMCCQRqSuQ2dOhQrSxO7ta9e3fxcY1zouBHNC7KPH78eOjYsSP07l0ZQYb+NpjnAtTSyKgoNEOh3w0C+4Qh4QHZQ67hxQUvoZkwLrw+C4455hix1gaHAw88UHTypptugnqByTxiMkmZzC7y2GSG0qXr8imknJRxPQZLmno95K3mYqZSryGV1aWpZdXyunwKW9RGnLFBV8akQdGV1ZEaemwil6Y032OubzqCYSLpLudE66Zp3EDvo7XRkRaOzLlAp8UxER1Ojiuj9qtgMUmJ9ByTmjTNUkgcVAdYJC46YGg2aljQafbf//43HHbYYcIBOA3ggo2vv/668OnZeuuthQkEfW7Q/WLw4MGQNZrZLNWnTx9BanBbZZVVKggOaulQmyMn+Muc3Oy9995i+9WvfiVskttss007ExVueUSBISym8G5b6LeLAzF4khxaj9qXuITGl+CY+mrqN3dt1PPXpanlJVzCTdMYA1wGUpc0V2Lj9CXvkKYjFjaiY9IymPrNaa9kOqfN0NXJ9VmXR0lC0t+bI0IcmdJpmtQ8Wm9aUEmOup8XqGalJHUgkNi4RvegdkauO4QzCiMZ+ctf/iJcITC6CV0lVO0NRu3279/fqe6LLrpIRP5Kf55DDz1UfMQj2UF/ntwzxjomN1dddZVQiOC6XWh+Qm2Z+pvjIppofoyLWAZdnJ4ao6Nwumo0SSHRWWeddSBroNf8GWecIRy98MKkAVXzECVwKNZpa0xaGhOJUUE1OzZiQctlSXDkteOOpbyO5NB09XzKsoVW6NFjEBRbO8PcOT/AzFlfQxy4jhW6QdeX1GRFbEztcSg41O2rtTHJcbI205TNVKT2k5IUmc5pTkxEheuf7hrrtDdcv2idsg5uH7U0UlPTTCapNGa0Rd8YJDpoVhoxYgTsu+++Im/06NHCtOQ6KG644YblfTRLDR8+PLN+B1QCNXAIDAXHhUvpmlJJEYvc4LTUkydPFuF36Kl+xRVXCEeugw8+WGhukHGlDWTrN9xwA6y99sJVc32hvlziaG84okPlKOlRB3Z14NcRChPxMREcGq3EtaXWAw5pXD1ShtNKSTn1WE3TERo68Kh5fftuCgMGbAUtLT/OAzF79ncwduwjMHPmV5AGbBoESJHUUFlOE+OSpiM/tIyO2OjydG2r6bo2KAmwERobkbARHrUMt0/B9cPWP5e+64gc127BQ0uTR4JTi2gp/JjFOW3QSRg1LDjePPvss/DEE0+IL/0jjzwSTj75ZOGbgZqg448/XhAbl0gpBEZZPfDAA+38dtDJGWcmfvrppyFTNLHmRgLNgWiGQpPjRx99JNLQpwpD/ltb4zvUF5PYy3CGQbzRvvzySzj88MOFnTLtZcsRaHtD4oT+PNhuXJhUzdzLzPaSo3Jqvu0LWKfe52RpnosWgSvnoyWwaRfoOXDldGmynO73wK1//y1hmWV2qiA2iM6dF4eVVz4UunYdAL5Q27W1rxsMbb+zSVvDfr0TGQpOjtbvolWh95KuPNVG2M6Fa9+V0LhqbXTaGkqkdPKU1LkSHVofl6475t4R5f3CjwRG9buRmpw8mqTSjpZyxcSJE4WpCP1utt9+e/GRi8QGl0dAXHnllbD77rsLzc1WW20lzFFIVlyB4xeduE9ODvjCCy9AtXxukmz1DpxiBn1uUJODzuK44T6aBt9///3Y9SaOM8RQPJxp8NVXXxWzSPrMDOmKY489FnbbbTcR8nfhhRcaZVFdqYYVIgOn4LQw3AtfZ4oyORRzWhnTXDY2LY6pr1SrQ4/peVHNjCmN9ofKgMZUJWWBMZ3RNLUutb6Wli5CY8OhsOiTdqmltofPPv0nZK29MREOUx060uJCen3SbMdcv3UEmiPPuv7SY93grtNs+GhMdOdh6qsNOqKja8fWd1qvldQWzVqavBKcasPm94LT919zzTVi88G7775b3se1pdToKtQioHlq6aWXjtHjAF+gDy9OyIg8Qiov0DKEChNUoLz88stQVXKDIeGoIrz//vuFDRRnhXz00UfLkymlBZzX4M033xSM3QUYUsjFxtvIiW5AtvnccAREzQfL5Hku/je6ftgciIGclypjSwMmnV4jVY4jKer7mTNZ0est6+jTZ03jUIUEp2fPFaC1tTssWNB+fgRtOQcZXau+hIaWcRmQXUgMl6Y7ploLWx6tSy1D09VjE8lx0X7oCKSLFob21VROpynSydI8WsZ2HbRaPEVbI/elxibPPje1MEtlBZzWREbqcGNWly5d4K9//Wv2HQlmKcBIOJXYIHAfHbyTTAwci9wgo/3hhx+EU/GNN94oZng0hfLFBYYLovPwk08+KRi6q40WbbCq5kZdwJMjESpUAmHzuaHEhZIaE2Fw1dxw2hXato7gcOfFtWfrA03nSI4tKkqnueEIUIcO3SGKSlAomFdJ7tihG7R5kBsdTGOJC6lJk9j4ppmIja6POhJlao+mgyPJ0WlodERHR7q48zDt26AjOrp2bH1X93WaHLG/6KBQhz43aUZL1Ro45T9G6qywwgrw2muvieAYNVIHnYtxUr/MEcgNoEkKI9xQe0NNkkncXGKRG1xjar/99mvnhJU2cAZKPMH111+/QmWIc+387W9/E+YnegMiyeKIlnzJ6KJzdKYfYMrZNDW0jA+Z4bQqrnk+DsQcwaFyXH9l+1z/ZXkwpHFkhuYtmD+9bH7SAV9M8+fHIza2ccNlUPUlNVSWkhEqryMtPsSG03K4Ehhahkvn+m0iNGDRfqigbVPSoCMy9Fw4rY2NzOq0TzY5jvxx+5xJik7il0c0kuZm4MCB4i9aHWqJZp7nRrW24ATAyCukIzgug4HLMlxyySUVriU+i4PGIjdHHXUUVAPoQIazU6o44ogjRGTW7373Oy9mTV+WOu2NbgBXy5k0NTrSo5Y1peu0KjqSYSM44EF6wMFMRdunZEUdBGgUl5qm1qOWR0yd/AEstczOIgycA2p1Zkz7HEoLZlqJigt8vt65NNOgRuVtpMKFxPgSG10ZE4Gx9Z0O7lRToxv8dRoTSkRo22p/aJucxsemxeHK6jRPanumvtNzBMvEfapJqtxuzglOI+Dhhx92lsWFoQOyBTqEI37+85+XJ/LDj1d1bTE5izEqN1yRn4VLGPTo0aPdLJHdunUTy6THmT3SpJnhiI6unI7U6ByNbZobG/FRCQ7XFx3BAU/SA5qyXDqQPO7YpM2h6Wr5qG0OTPz2Wei/9I9rxpTLRCWIojb49psREAcuY4aLVoCrLwmpyZLYqAOsK4GhZSih0J0nrVtXRsqZ8qgMJRq6/nNaH0pmfLU2ujRKatS6XDQ39eRz0yhmKQzxdoHvYBoLwSwF3JJOaSDX5CYrcARCzQOSrtPUyDSO1KikwkYeXIiPSx4lOCpM9XBpuv6o14jLA3KuqrxahqbTvO8nvAyltnnQd6ltoLX1x9Vi58yeCN+MfRTmzZ6QitaG64ctzzQYJyU2vmkuxIa250JgbH3XaWVoPk3TkRmOwOjA9ZkjFyaYtDa6c6Rt0v7Ifd110q0fVS8+N41ilqq1KUpFMEuBmOcmC9QducF5CeJAfbHqtDC6v6DZV8mBjtSAo4+LifjQMrQPsqzOPwcctTou/VHr5PLUfC7NRGho3uTvR8GUSW9C1+7LQ7GlE8ybOxnmzHZbEI9DIYGML6FJQ1vjmhZHY8Pl0To54sBpUEwkR03jNCw2YsH9leW5/nHyVGtTcGyL5un6b7sOYt8wt029zHMTEJAVcAkNDPuXk/ihczEuy6AuyeCLpnmMdC8/Cl2e7kvU5euV7sf5kucGNK6P6saVc9UMcOncwELzuHxdmq7P1Aw1c/rnMH3KRzB39vh28j4bB5uMy7nYzj8tYsMN0HGJDW2DEgSuvy73t44EqXWYCJCuHypoH7i+2hDnHWDqu9qfoi5POajHeW4ixTQVd8ujogEX4UTfDozMwQ39bKoxgV+FOizJVucYNWoUrLjiimJCRozCxg1XPcA0nAYmLnL4CGUH24uMe2lx6T6khrZr+trk0mkZNZ3Lo/3kyhUd0kxExneQp+fPpdM6bKQkDlzq1vWvGJPU+FxfG7Hhzsf3/tDdc1ydHDGXeTqCwfW1YCALJoJBZeh1Mz0/qjwlhaZ+6EiX7h3A9Uc953I9Bj+bevG5iRpwLP7nP/8pJoft2rWriNjBDee4wWAWnMctczTaBY2Bk046SRBKnAQYZ5fGDUP10dH4xBNPhKYxS8WF+vLTRUqpLy2ap77EdI7EBUM+tw8O/i7yL+237I8uj5rEuDxTGtc3V8dims/J0HQuj177rGAaS0ykQidj+7I3pZvSOELhQ15MmhlO08O1qSM5lKjYyAJ3zWie7nfRfTj43Ce6/tF+uvZdlWl3jTQmqbIMc6J5JTiNBpwo7tJLLxUDrAQSHNQcXHDBBWKtxIDsNTe4tJK6jhTun3766RULm/qiqR4h7kXGvVRpHn2Bcl9pupe67ivX9iVPv0xlnvpX1UBQjYNaJzdI0vZctAyueVz/uPPjBgLbFgeuderydNoe7t7gzlOXx6Wb0tQ8Wz9tpMfWBxfiol4H7nng2vR59sCihbH9pfKu/aDnzfVPleeeN1dHYtXPJu8+N0lNUmlEW6WNzz//vBxurAI1Cag9yBqFFLZ6R8+ePcVK7twkvhgxHRc5fYzSh+4laJKxfclxL3mdPB0cuDKmAcZEcFzz6cud64cPyVH7Ta+NbhDhHkYfAuNCgFzrs8mZzst0/jbCY0vXpbmQXF2++pfLo+XoAK+ejyvJ4WR8nj/dMxMHJmKk64OuDt21kWkVZRSBoqOfjSQ5eUMjkhucvX7EiPbTSjz11FMVM9s3illq+eWXLy87oW64fiOH2267rZ2s62oBrth///3F6u733HOPIDS44bJLuObUgQceGLvepjFLgWdIOGjy1Beba6SUWp4rp5YpGExXNE+tyyVfrUvNA09zmSovQaO5qMkKmDqorHrddfB9OfqMEboBVEd8THKmQc+V3BYMeXHIrUzn8mg5bp/rDy2vytLzdCEMOhm17wWHv5TMmGAiOvSDQHf+HOkrHytkxeZnk1etTaPilFNOEWYoXN9os802E2kvvfSSGNT/8pe/QKPh9ddfr5i7B1fdxhXWccUBk2Zl9OjR5WM50V5a+POf/yzqxNXfFyxYINI6dOgAxxxzDFx88cWx620acqO+gHRh3hzZkGWLzCCuIzhqGZqvK0fJlS68GmIQHLW8Llxcl6bri5oHTDs2oqOTVcF9lKTx7ncZ7FzLmQY917yCIY3Li0NsXPMKMfbpoE7PU1eG04RwMhzB0P2GHKEyaW04EuqiVeLk2hFAw4zEdHZileDk1TSVhv9q3vxfcQDt378/XH755XDvvfeKtNVXX11oEfbcc8+Gm+dmSWUNLQSSB4xKMs01g8QDr1FWwLW8kEjiMgyfffaZSMM+oZN3EjQNuVGhIzEyr81AgijRoKRER2pc9jnNiU+ejuCARgYsWhwXIqPLsxEdKkuvKy2XJUzjiAuh4eR0A7Et3aStSaKx8SU2XH+NAzlzbpSQ6IgDzTP97lyfdSTLBBeiYzoHXZ98tTZyv1yXQnbyhkYkN4i9995bbHV5UReVVddfMq2xqGLevHkiWgwXmjZpY2bMmCHW4sLJD3Gdx4suuqjdIpdpAMnMWmutlVp9OXyEsoH6FeerGue+RtW6dF9xrvu6QUb3RavLU9O5L15VhquHy9el6/J0+WCQo/LqljZc2tD10XQ+tG5dni1drVfm6+RciY2prFqO1mHbl/K036bBn6bZyI5OU6IjibSvOq0NB52MS5pJayPyLfuqU3EeiU2j+tygX0fciWFTQwr+NugfhBPeyW3o0KHWZocNGyYmzzv88MO1Mquuuirccsst8NBDDwkihAQHzXdfffUV5B1No7kpWkxRXJr8a9KgQIJQcJ12RU2T9evyZDkVJhOUKqPT4qj5tnS1fZ2mRtc/3SBj0u6kCZtmSEd8bHI+mpostTWmfC7PdZ8b0DnCbyIELnm0bXqNdB8F9Prp6uf6wpEqtU4deVJlKn5by4zEcl/K0ryAbPHdd9/BLrvsIsw1BxxwABx88MGw7rrrQr0BnXDVFbM7WbQ2CJwReNddd4WlllpKKzNkyBCxSSCxQbPdDTfcIELl84ymfoRMX3O2l7DuBWf6snXdV/+CIc93sNPJUG0P175JA6HTXHAyVE5HIEybK3zrKcY8B9frpJZVy3BluTryQGy4c+CIBXd/U3JA82i9tC0bOVGfTR1B4eD7DtCdf4FobXQOw6bw77xqbRpVc4MaiW+//RbOOuss4Wy7wQYbCJMLml5wUrlq+dwk2RBIbNStk4XcfPnllyIiDDVXPkBH3/XWWw8+/fRTyDty/CilC+7FF+clR9NpWVqG7oNmX0dw0hzUXAZPWhc3EOvyXAd/7vraCI8PaXEhQbY2bX3VybleM0oqab6OAGVNbLh+2wgPV796zly6Lk3+pc8r91zaoCNROqJF26agRIp75it+N1KJbZmFenEormLkclXQp08fOProo4V5Cgd9NNPccccdYimGzFGjC3rrrbdC3759YbfddvMqh5FW7733HgwYMADyjqYyS6l/daaggqNZSn33qGHcXBld9JK6b5I3maE48xJ9L9oipdRzV+XkPm0PMggHN5XJEi4kyFam6JGvIxBxSI1NxoX0mEgOR8ptxEaXT9M4OfrhwV17HUnRfbzoSJGJ6HCkiqbRujitjaiL0eDotDlyX9STQ3LT6Jg/f76YLffVV18VWpt+/fpBI6JUKglyc9hhh1XMCozAcOyll1667LNz/vnnw6abbiqIHvrnXHbZZYIA+mp8aoGmITegDOw0TUckKFmRoGm2Y7XdQgIfHJXE6EiHLhzc5mOj1qMjOWqfQJOn9sVGdFRZ9ZpzSPrF5/rVX/QonyapUfc5WZu2Rubp+sSRHlt7LiTH5dimvdFpfDgZE0HSER1dOa4f9HrqtEZcG+X+MKYm0wzF9eJQ3KjRUs8884xYR+r+++8XA/8+++wDjz76KGy33XYNFwqOQHMUzgiMq25TYHpRuQEnT54MRx11FIwfP15ouNBs9/LLL8Maa6wBeUfTkBtKYoAhLb5ER02Tx2AgFpRk2IhPwZHguObLc5Z9VNvm5GyaHBvJ4WRUOSpLy8QhJz6wjSEuhCZNUqPKmLQ6LhoZUz4nW/TYV8tyZEA9F1OaTgPCaUl8SCcHV6Kjts21ZSJ9Io1U6LISOKe1yaPmJg2fmbz53KCWAlehRqfiG2+8USzF4OKMm7dQcB/stNNOEEV8QRo5hit141aPaBpyw4HTktiIjo606CKJKKkx7UMCDY5LPjhqcXxJDpXzITpUnpaJ+5KMMzboBkpfQkPzTbI27QmkTGw4jQeVd9XeqH2jfTVpb3RkhyMb9JxoPa5aGxM4rQ3XHk2n548mKVVrozNF0f16cShuRJx77rlidt7evXvXuisBKaNpyI36kuLCvZP43+gIjguR0ZEajpSAxs9H13d6/lybkJDk0DJUViejyoLDAES/M3zHAJ8vfNfyJkLjq6lR933Jj4nYcOQlCbGhRIC2YSIvJrLDaYBsf3X9cy2v1qPTGHHy9DpIYkPnr7GZonRRVHk1TTWiWQpNLrVELcxSzYKmITc2YqOT8TFL+RAcF7MULa9zNFadmVWY/HR8HIlNJAeYY0p0VBlVjsrSMnHIiQ9s44cLoUmT1KgynKyO/Lhqc6pJbDhCw8mp0BETes60jFq3DiaCo+sfl8eRtAoZQkxczFKc1iaPZqkoBbNSGItrb5ZqFjQNueFQiOF/w2lIVNJDtSJpmqV0BKcQ05E4jo8NJ0/LyGPZ92YwS+k0ZVz5rLU1PsQmDsmh/TVpZXy0HzrSo56jrgyneTERKVq/StRouu78bPPauOyrpilRV061NgEB9YamITfqC9BkUgINAaEExpXg0BBx2p4LqQFDH2m6KQpK5tEBLwnJoWVoOVOf1H7Vo1nKRGh8NTW+pEbmmbQ+LuTFlMftUyJgIjG6NLVOjliYtCxcGRuRcvnrksa1IzaFqJTPwSNCSk3Pc8RUI5qlao6guckMTUVuKClRyQNYiAUlOLRO8CQ4LqHhXBkTSeJIho4EmUxVPiQHmGNOg8ORHbVs3sxSBY/0tEiNKmMjLepfXb7umOa5khxXUgGOZIdeSx3xoH2nZeg5cTARJV0fuDraXRsiSJdO8NlXCVAeyU0pBbNU0vKNhuBzkx2ahtyoKMT0sQFHrY2PBqeUkOC4mqnAIJNWtBQ9Vq+1LEN/Ay7P972uc7r2gYk8+RIaWkan4bGRIB0ZiUtsCikQG11/aV9pmipHCQklHBRqH6hWxaR5camz6Nhf0/lS85JPhBSd0C+PvjYSQXOTAYLmJjM0DblRX2A6cmIiIyZNThwNjkyj+Vw9tAwYjnVfSCYtDifH9U9HAHQmJ9evNs6M5fMs29p2rVsnp6s/DqHJitTIvCxIjo/GhiMVHHngSImLliUOseH+0mvKyejaKfeR8bUR9RXjR0hRshMQEBAPTUNuOKKikgdVBojGJk2CI2EL+/bV2rhoccBCXFw1OUDkOO2M+m7mCBjVkrl+kLgSFRts9cQhNFmSGk7Ohcj4Eht1n2o3dPImEsMRCkqW1POzERsfqGVMREnXB66+cj5ZZkHkE3OSyURlipDKq89NMEulj0IUiS1J+YAmJzcSOoJDCQX1T3Hxu3E1UVEC4aO14bRBLgRHtldg6tDJgUZWgpaR18OX6NA8Wk/WKHrmmcwcXBkbqVFlOFmTXFbExqXvHLHR5cs0nRaI06xw116nTdHVQfut1mMqw/VXR4hctDauEVJ5XlsqmKUyQDBLZYamITfyRSUH6zYDwQENwZH1qPJShiM44ElwwNIHNS9ykAVHU5VNDjQkpWipWzeocKD1VRumtm1khitvGlxNmposSI08diU8cTU26j6X5kNsCgaC4UJsXLRArn/bnYuitTH52NB8k29O3iOlAgLqDU1DbtQXlGlOGB0ZAQcNTVyCo6ub9lGnxdHJApGneZChMzHXhk6zo/YzS1W265jhQma4+rgvf27fRmrUfU6LkVRbUw1io56fSijUczBpTHREhmuXXls1XUdsVOiIjdqfdv03LI6pM1HRfTV8nFuuIW8IZqn0EaKlskNTkRsd4VBlONMTkJeqro6CAwHiCA717fEhMUBk6bEqr8LXz0ZHckztq2kcqeEIg5ovkdV7vhAjn+tLlqQmqbamVsSGIwlUjp63iYjYriOtj/tNdBofrn9UywTMMguc86/J70a3hhQXCp5Hs1QgNxkgmKUyQ9OQGxM54UiI+ldCZzryNVGBpl41XeeHQ/tBZXX5YCA5PtFPppeT6/vYVIdP5FQaKMQ4HxOZ4Y5tpIYblDk500Cv04zoytM8Nc2H2NjyKWEy1aMjNrQNXRnbXxWmdjltkUpsVI2Lj1mK+t3QCClZn/o3ICAgHpqG3AAhCkDIh0pwdHkyHRw0NFy+bp/2yzTnjU2L42Kq0oWFFxKEhseNmqJ5hZQ+WOIQJFcyk4TQxNHUcGlJjtV9ms8RD9M+rTMNYqOCEowkxKZoaYP7nTgNjin020RmXHxt8qq1QQSH4vQRzFLZoWnIDf0aVIkMJRk6EiTL2QiOWsaF4ICjozF4Eh7QlKcDmq+fjc3HxoXoqH3j8jgZFXG1O8UEMlybJlNIxYDoUIaTT4vouNTnS2woKeAIiguh4IgipzlRZXXXkGp8XIiRjcxwod/UN8YWBq5bFJP67IRVwZsMwSyVGZqG3HAveFXbARptCkdEVC1DHBMV3ed8btR+x/G1AQfSw6X5khyuXRPRUa+3C6HJ8h1vq9tGZqpBarg0Wk8c7U0SjQ0lM+q+Sj5YkmAhOxyx0V0vrj16zXRtc3+lHO1LuU6GeLjMbWNaS0qmyzS1noCAgPhoKnIDBoLDEQ8dWVHLqWXVfZ3px7YvIevgSJWp77p8rs+mtKKD9qSYgQOhyd8nCxRi5JnIDC3HDbLgoZXh0nTEx5X00MGcpsUhMxwZ0REjXT02YmMjJ9xfm3ZIJ1vRF8dVv23LMLjMSEznwMkTgkNx+ghmqeyQw0coO3Avb91Xmu4rk36R0rKmF6ttn1Op0/7qjouWfJOMTq5okFH3aV30OtI0tZxaXpen23SIU4cpr2i4JvS60GvDybr8DqY07rcykQq1PHePcfevC7FRrw93veISGxW0L3GIDT1fjoxy6ZTYlOUdJupzdSLW+enk2YKSdPPB0KFDYaONNoIePXpA3759Ya+99oLRo0dXyMyZMweOPfZYWHzxxaF79+6w7777woQJE6AuUO0L2kTI6WOUPmyDu4mM6F7KNoIDDkTGVFbNNw1m9Hxon2znrKaBId1lMC84EgIXwhOXxPjKm4iMru8+14CW535P7rqraTaiozvm7h81j5Zz3eeeF46g0GdI/S3oPUh/Jx2xof03ETYfQsQ9j5SAuKwfJfNtPjfUZyfvE/lFivYm7uY7Fj/33HOCuLzyyivw5JNPwvz582GnnXaCmTNnlmVOOukkeOSRR+C+++4T8t988w3ss88+UG/amzhbgB5NY5aiLy2TiUbnR2MyJXEmIK4edZ/2R1c37S9XH9cHXb90560rS9N9Vc2mmZCLVVZlFxPIcIOwqRwlb3HSKWHh0mzHdPCnsnH2TUTY9eOgEJOY0P7ryGYSYiOOF1WU1BxlC/3WRU8FAAwfPrzi+LbbbhManDfeeAO22mormDp1Ktx8881w1113wXbbbSdkbr31Vlh99dUFIdp0001r1POAWqOpyA1HULhJ/HT78i/ngCyPIUZIuC70m2tbynNEjR7bZixW21bTwDFd5tHjgsO8NTbfmmo4FZvq1WmAfAhNGqSGS/MhNWo6JRfcfrWJDTgQG3o9KBmi50Hldf3htEbFmOaocnnDpH66Cf2oQ3EzREtNmzatIr1Tp05iswHJDGKxxRYTf5HkoDZnhx12KMusttpqsNxyy8HIkSPzT25w4cski1+GhTO1yOEjlC1MX2tqfsHzZU3r07Wl2wdmn6tfptF2wHKsS+MGKHBI5/LUY05eHUhoum6QyXJz6QuXztXheo1s6S5pEJPY0Htddx/bSA7XN9OzopbR3XPcuXLnpCMpJnLEEVVOlsrpfGRMpMfkV2Oqi85cnEfNTVKTlOqQvOyyy0KvXr3KG/rWWNsvleDEE0+EzTffHAYPHizSxo8fDx07doTevXtXyPbr10/kNbJJKpimzGgazQ19+XKRT+r7JA0Tla68z76pf9zXf5IIKZpmSrfl1VO0hE5LozsvLk2niTHlcem+aS6kRqZzZV2INbfPkS66b9LY6EiX2g/Th4UPsTH99YmOspmekjoRV4Sa55DcpIlx48ZBz549y8cuWhv0vXn//ffhxRdfzLh3AY2ApiE38uWlDq4FjSnHhXxwadSUo5qPSp77ah1cnskXR01XjwsOafRacLI0j+uHbqkH7p1NzXom+H6ouNQpoRtPbGSGkys45lWD1CQhOdw+vQ/TIja688iC2KhwITbUTKTztxF9NvjQ2AhTnv1t0jRLIbFRyY0Nxx13HDz66KPw/PPPwzLLLFNO79+/P8ybNw+mTJlSob3BaCnMyz3CJH6ZIaePUfrgXnJqnsvLl/uSBM1LUzcYcPvclyTXPvd1bRrkuPJgSePKqrJUnpbR5VMZ7vrrNhUFz43CpR1duu2cTNdEdy05edPvaPvNuXwbiYhLbFyeA0pA1OvGPW/gSExoG7Q9Uz3a545ZO0rUY9HWuKwSTp2I1XRVvqC78RvMLOWKKIoEsXnwwQfh6aefhkGDBlXkb7DBBtChQwcYMWJEOQ1DxceOHQtDhgyBvKNQSr4F8GhKzY36F1IwUal14N8WhVDrTEBcez6mKU4Lwt3nrufF1eGSzrXLvZdNfasWXNvTkSKbHEfEuDyfdEpc4pAanzzdPke2uHp0ZMf00cDJm/5y7XLpLsSmoCE2NnOUT3SUTqalVWOOyim5qQXQFIWRUA899JCY60b60aCfTpcuXcTfI488Ek4++WThZIzaoOOPP14Qm9w7EwdkiqYhN+pLjot8kjJxTFSm6CgwRDBFMU1TumUYuLZUea4fprRCTPNUwdFExZEItYxEFu95U9umNn0IjS+pcSU6LqRGdxyH5JhIhYkQuRAbiEFsTFob9ZrR+nXERoXJHGXys6H5pmPZjtqempZXclOLtaWuu+468XebbbapSMdw78MPP1zsX3nllVAsFsXkfXPnzoWdd94Zrr32WqgLBLNUZmgaclOwaHA4nxlgZECzbwv/Vsvo6jCRGtD0jcqCox+MK8mh9ZiIjK6cC9mxlckKpjFE1wcfQhOX1HBpXB5HLOhxEpLDmZLUfY7MgKcpymaCUmEzL9GyHIFR021+NibfGlGPhsCohMfkXyPrKJMo+jdHiGNW4urwNUvZ0LlzZ7jmmmvEVm8Iyy9kh6YhN5REgEWToyMz6subEhjTelK0DVdNDXhqcXQkSwU3/w1Hcrh0Tp7mcfk6OVVePddqw0SmdINjEkLjks5pJeJoa+SxL8mJo7FR86nZyJXYqNDJ2IiNizwlNtSRlwvV1oVv+5ijtE7E6hYQEJAITUNu6AtZnU6cEhIVKsGQcjr/F5NmR/XDUeuV6a7+Ni5aHLCci4TNN8iUbsvj2tPJmeSrgaIn6fElO2kRGk7O59hGeDgNka68jeyoBMKUZiI4WREbFz8bW4i3zfdGp/nRpQPdcvhmroVZquERJvHLDDl8hLIB1bDQNKpV4QiDTrtByZHONGVqj8rYQsF9SQ7nxMydq+l8TZoZkwksba2NKwkqpqS9cSEzVM6X7GRJatLU1kAKxEZHXqCKxEaFD3FRy7iEe+u0PBXp3JZD1MIs1egIZqns0DTkRn3p2fxiTGTCNpeN69ILJu2Hq7+NShbUY53vkAvJMRE48CA6dHD3NVPRsirivvtt7ZjqdtHgJNXecDIc+UlKZHR5PsRGVw+9vzmyQ+uhfbMRFVNfXYiNq5+NqM+ikXEJBadmL5pePomcE5yguckAwaE4M+TwEcoGuq8705cft1+wpLV41FN0rEf3sm7RHMuytjaLjHzBoX8thjwun5Mx9Yfrn66PLpss79KWTz9NMrS/Pm20Gn63FstvTY9N943t9zbt0zaonO0epH+550Z3Dmr/1XL0vLTPDmOO4v6qodq2kG41r5Ucq+3Q8O92P3iOyU1A/ePcc8+FQqFQseFaXCbgausog47ba621Fjz++ONQD8j9I4Rrjmy00UZijgNcDXavvfYSkzT5QvdiBcMLVS1rIjhqOi2jG2hovbRutV+0fSB16I5NL3o1jZM3DXxgGfhpvlq/SY7bVLiQE9sY4dKea1+prGuejTTR+5XeX6bfWnfM3Xume9C2T+vl2tXdt77PIVePem+ov7H1+WGITbmsQwg4R4iojO7YGh2Vc3JTSmkLqO3aUmuuuSZ8++235c20nMXLL78MBx54oJhL6K233hLjL264DEbekcNHqBLPPfecmMgJl69/8sknxQqwO+20E8ycOdOrHjqgmEgM/Uv3qTwYXsR0n5ajAwPXVyqnG/hsAyE9BxPJUfPpvi+R8SER3DVOcwPHtl37bMp3uYbqPkd6uHvE9fc3kRyOXFE5dV93T+vqsD0H6r3tS2zoMweG+iqOLQ7Eop4YfjZc2LfOHFUxpw29WbiHMEeQgQ9JtmBF0TgUJ9k80draKpamkNsSSyyhlf3LX/4Cu+yyC5x22mmw+uqrwwUXXADrr78+/O1vf4O8I/c+N8OHD684vu2224QGB5e632qrrZzrke8L6rOiDiBc9BQnL/dpxJPO0VjdV6OjuEgpWjdXv69TMdc/9d3JyalQ+yKvk3qOOlmdjEkWlL5ABi9DdcDToehRlspSsqyTpcSF5nPkVFfW5ZhqPDiC4LtvIsuqrI4s2fJMHwctmjJcuguxsc1xo5qeTGHdLuYo3G/Hkrm0gABHTJs2reK4U6dO2sVIP/nkE1hqqaWEmQlnckbryHLLLcfKjhw5Usz+rAInSRw2bBjkHXX3CE2dOlX8xam2OeAMlfhDqxsYvjjpYMS9fLkXMWiOuS9wcNinL3nuSxhifrmDQQYsctz71qQZcZWn56l7rxdS3uhv5XOOXDlbW7o2XK8//e3j/P7cPUTvax9iY7u/wPE5Un9nE7EBzbPDlaF9LtfvQGxMZEXWwUVFxTZH0ZPLObmJUtoC0jdLLbvssmIpCrkNHTqUbW+TTTYRCgJUGuDsz2PGjIEtt9wSpk+fzsrjchf9+vWrSMNjuQxGnpF7zY2KUqkEJ554Imy++eYwePBgVgZ/1PPOO69dOn2PcBoZU7g2TXOJeCowabp9LjqKao+4NlRZrj2XPpn6rqZTcFFT7QYVh3K1nMxP1w9TH2gZ0znTOrjr6ptGyR9YiDctRwmLlOHaoekc0VLL0/rUPnHEhqaZyB0n60TuCpXmIVGXp+bGJeybyunqNrJq+jdHCNFS+Y2WGjduXMUq6500Wptdd921vL/22msLsjNw4EC49957hV9NI6GuyA363qAjk8kB6owzzqhQo6HmBlmtVFnrzDrUTERJjMlcpdYl06SMzUxF61D3dRP/qfVxsmmbp3Qh4RzxcnEY1Jm/fOtJgmJM0mMjby5kxiXdlOZ6zJEame5Caui+Tlsj5bhyNjJD0zgtDyjmpjjExoW8mEiMLk2amrj6tb45pq2V/A0IcAQSG5XcuKJ3796wyiqrwKeffsrmo0/OhAkTKtLwGNPzjrp5hHDZ+0cffRSeeeYZWGaZZbRyyFjlD63+4NzLlr4MdS9PW3n1/aR74ete3FwbpvppfdyXte5Fb5LRyenOj56jOoCa+qoOlLqNqyftTcLUB5e+cce6awee94fr70nvHfU+5n4L032vez5s95HuuVBJXBxiw51TEmJT7ovnDMQccRHX3eBn085h2efmVG/SnCBESzVGtJSKGTNmwGeffQYDBgwADuiTM2LEiIo0DOzB9Lwj95obXDgNl7B/8MEH4dlnn4VBgwbFqoe+IG2OuaqMyVRE61LrA0u6Tovjs/q3OokgMGV151dwSKPptlmJuf5xaeqAp0KdObqaMLVXdEgreOQXLemmNK4slaHESZXXESJu30TE1Po4kqLWx+VzchzZ5+qKQ2w4c5ROc6PKcdoYm5+NSYPjTGroj5cTBLNUBihFC7ck5T1w6qmnwh577CFMUd988w2cc8450NLSIsK9EYceeigsvfTSZZ+d3/72t7D11lvD5ZdfDrvtthvcfffdMGrUKLjxxhsh72itB1PUXXfdBQ899JCY60Y6MqHTVJcuXbzqUomDjuCYlmZQ6+DqclmeQUdIdPtAjjn/H3qO9Hx8SA7Xdy6dyys4rvytQy2/6oqeeWkSmiREhyMCOnmurG6fprkQG0iJ2OjqiktsTBoZVwdijsjYfGuc/GxMRCdnSEPzEjQ3tZ2h+KuvvhJEZtKkSbDkkkvCFltsIaZZwX3E2LFjoaioODfbbDMx/p555pnwhz/8AVZeeWURKaXzec0Tck9u0KMbsc0221Sk33rrrXD44Yc716PO7Gryq5EvSirT4pAm64jjx2Lzv6F5uvpk3138a3R10HeryzlwfjQlT38bjqxljWIMjY6JyNjyOULjm1Yw5JnIii3PpP2hZiwTgbHl64iSjQSlRWx8Qr5teXTGYW8/G92W+zdzQD3i7rvvNuajdYRiv/32E1u9oS7MUmmBEgeO4Mh8cHQqVjU3YKkPHNKpdsaUR79ypYwkODrzlGsal64bqDlzE0ccbGapWny0+pqlOHlfQqNLd01z0dTQYxvJ4eo0aXE4AmLLVwkJGIgN18+0iI0t5Lt8rQ2+NKq8sb4kW84QzFLpQ9zDSRbOTLMzDYbck5u0IF+GcgBt0xAcVQMiy0lSIdNNpIcjO1Km4EgYuLIueSo4DYgroXElZrqBmsvXydnkqwXTWOJLZmh+mkQnDqmRx3G1NVx61sSmkCGxcSE9rg7EtM52PjwNQmwQwSyVAWLOMlxRPoBFU5EbdSBXw8KpqUnuU+JAzVXAlNXlq3WqJIu2BZqZi9V+q+YmKiuPVSJEXyicyUo3y7LOFGUzQ5nMTzpzFSLKudaGK5OU6NjSdISG5tF6XLQ4OvIi/6ZhhgINIaFyJqKTlNiIWYEVcqIjNtyil0VNnmiHhIOnQmxwa5VPREBAQBw0DbmhX4wm0xTn78KVA0NZk7aFq1dN5xyO1broeVBZao6ibaqT7dFyXH84jRM9B1qOy+fqyIP2JkutDc33ITqupMb12IW80LK68nHIDiUoVI7WQfsZl9iYnIE57Yxo08HpWEZXpeJA3G7L36s5mKXSR9Jw7qSh4I2M/D1BGUIO+tS0RAmJlFUHfl05NY1GMoFhXx5LuJAGWpeOAKnHJpLDtRGnX2p/dPmmtk3yedTe+BKeokc6l5+U1MQxQdEyNuJiIizgSWzo+SYlNjafG50vDSUtoj8Wv510iE1LLslNMEvVf7RUMyF/T1BGaFl0stTcxJmVgDEvAVPOFi0VV4ujyumcjnXmKd2xWp6rXxI/H1OUixnKZBKr9QvQRqZcSAwn50NmsiY0kMAE5UpqbGYotU0bEeJIDL0ucYiNGulkIjacnCkySk1L7EDcqhCbHJKbgIB6QtM8QZwZBiyaGPUvGDQkHIFJosXh+kXzuHMwnSNtgxukObMVlTXVYdMImeRqFTHlq7XhylC5gmMeZwakpINL0xEfWoYjNaY8rh1fMqPmc4RJV6eJ2LQjSDE0NtKEVL5uMRyPTU7HqZijxEm25pbcBLNU+ihEkdiSlA/gkb8nKCPQFzE4+s1Q4qKWs5UFj/045IESMipnIjncteDOz5Xo6Prrqv3Q1Zk1ijGIj4mw2PJ119KH1LjKcKTGlMfV4UNmKGkqWkgMrYcSItakFdMUJdpyiJoS7Rn8ctr51kBKxKZItDY5JDfBLJXDixouqBb5e4IyQlGJkJLH3ADMERvO/ASaurgyPvuyvItjMDgumEn7zJmX1DSVeNH2VLhETIGjucqlTLU0NibS40NkXMiMKuOb5mJ+goR+NS77tH5at4nMqGku/jWiHU9TFIIzKbkuhskRImq+qljwUnfMbWWZFoDWzgtJjfwbEBAQG03zBBU8NBmcSYojPZQE6MqAwfRF+2WKSDKRHHo+3HGcNN8PBa6cq7nKp52ksLUfV2tjIj8cUVHTbf45SUgNzddpZ2R+HNNUHDMUZERsVFOUzqSk871xMVOxpihISWOTU81NMEulj2CWyg75e4IygngRRQDFRfeCq6lJ55tDCQiNpvL1v1Hl1X7RvtE8U76pLh2x4+osJiAhOh+aOCQpj5obmybHRmh06T7mKR9SI//qiAx4kBmO2OhIjElzYyM2QkYhN3FMUS7ExjW6SiVaRtIiT9gq01o35CbpR0cYiglCtFRmyN8TlBHESwkXYC3pCU6afji0DFj2VXlb32g7tnyTlsaF0LgSHa4POqRVTxIUY5AfHzJD5X2IjiktCamR6br9OGYomWciMRzp4cqaNDZC1iPc28XHJg6xSSUyyqa1ySm5CZqblBFmKM4M+XuCMkJBam6gkuAA8W+Rx2BZZFPKS38Vna+MzrcGmDZ1JMc267CO5Mj6XWckTiMEXO0j1ycJObDpHk11ftaoStoakwxHhExEhuYnJTmqXFzzEyQkNeq+ycTlQnCotgY0xEbnxCt9Y+Q+51vjaoriynDh3xV/bf41pmO539rpRyJD/W1ySG4CAuoJTWeWEvsagiPz1OOyvEbzwhESXX2c1sRHq6Me0z7SPBeZtLQ3Lv2opYbGh9wUPdJtWpy4hMZEWHw1NSZ/HV9zlNznfGvUfY7saEkMp8GxREQJWSa6SU13JTZxNDaZREbVgeZGfrwlrSPgR4QZirND/p6gjFCUZimoJDhiP6GZistXy6r56r46ELj449j6qLbl49TrS2h8zWOmPhWr+EJ0JV0uRKZamhvOTOVCamQ6R2pMebZ9nW+Ni+bGZIYCj1Bv0ZYD0UmD2Kj1V5XYBHLTHAhmqcyQvycoKywiN3K/bQFASxEgKvF+OLYQa9/FMtU6aTmubrlP+8HlqcSJmtjUgYMzadFz1V0DU3rcRTNdTU8+mqAstDppam3UPB3JSUpodMdJCA6nrbERnLhmKF/HYRM5iWOKMsmw4d2cyUmb19Le/KTu55jcBATUE5ovWmrRcUkZOaQWhxIcmceluWhxTOXVcuBY1pbnqz3RfUVlpb3h5Gzy1YKJQKWptVHzOEKj5rtoclxIjTyOQ3h8fGvU/SRmKJGXIbFxLVszjU1OyU1wKE4fhdLCLUn5AB75e4KyjpZadNzaupDQUDOVrx+Ouq8jLSay4Oqb45KnHnPtqe1CikSHK+9LYqqhncmD5sZGaOI6EWehufH1rYEUzVCirhoSm0LqxAb8iE0gN82BYJbKDPl7gjJCS8tCMwgyXWGKYoiBNFMJGUWLo76UdWYmE7Gh5qWKNh3MTqUEC2eqBEo9HxpFxckBMXGZzFG6mYU5ExgnR1HKobaGK+NDcmxkxteBOMmxieAkJTU+2hohayAlakSUlI1DbGwzDxtNUUlmIPbR2oQZigMCUkPTPEHiRUW0LBzBSUuLAx7LN+jq8dXWzIMW+AaWgZnQDTrCPOgHX0EXmGPU1HD+OTpZDjYNjutq4bZ6q6mpMbXvQ2bSIDRpkxp5rNPUyDQdabHt+2prXPxrpIwo70FsJD/QmZmqY4qyEBudv00OyU1wKM4AYRK/zJC/JygjiBcWQ2wE+cCdBQvlXM1USbQ4ujpkert+GPLk8VhYDt6C9aANWqEAEURQgPdhHRgEn8Lq8C4UFz0FJqKjIg7RSaN+13aSwtZ+XM2NifxwhEbdNxGaLEiNzNORmiTaGrXuirSE/jVS3kVj42Leim2KsjkWl489/WwCuWkqhOUXskP+nqAqam7wP2mmwish/jJmKo7kRDFIDmc+onVQk5GLCWo8DIBRhY0X2tIKSG1+HBLHRCuJo8HwTkX/dSYpmzmK01zRcojIwxTFvfDUSCoVUcoamjjaGl2ajshQeV8NDZeWBsFxITUuBIczY+m0NaKMhpC4mp98/Wtim6JczU5ac5UlMoqbuC9M4hcQkAqaWnOD4LQ5MqM8D45BiyPzuTSTeYqTcambHuMg8j4MLhOb9idegDHRirAyfAydYa6xv7RPar5Kdmh/k36h2eqKW3cxJSJkIzJcmo7MxNHQcGlJjmkaR2Rc9+NoaySRiWN+SpvYxDJFOZEeR2JTR5qb4FCcAYJDcWbI3xNUBc0NEDOUluAwZiqxbwgZhximKjA4HUtSoSM506AHTCv0Mp47anImwNIwCD5n63AhOlQmDpHQlafEyQabJshHW+NSxkZkuPI67Qw9LsRMy4LUSDmXfc63RpWT2hoh4xkNZcpLm9ikHhWV1BQVyE1zIelqpOGCapG/JygjoOpZkIdFZiY8FtoYjZlK5qlanIo8uU6VJvIJHJyDOWLDRTrpIpwwvQ06WM8dDVULoIMoy5m1TH03RVSZzFEcAdGRKQ4uz3scEuNKyHR5Pj429FhHeLLW2vhoalxIDVdPEm2Ni58NNVf5Ehu5/pTRcdmmlXGKlkpAbHIeLRV8btJH8LnJDvl7grICvmwLeodinLEYPLQ44BBRxWlffAgPV5cKzOsBM/UmqUWICkXoHs2sGJg48mLTRNF0DiVHrYyLpidLFFMyUZnITJqEJgtSI2V0+2oZnX+Oj2+NTPPR0rgQJB2xkYTIRZsTT0ND0wixcTE91VG0VEBAPaHWY0zVwL0E1Reey3Ts5XTlKxBf5i34QicDgfolq6bLFcRVGXVfzMVDyrWQ96naRleYC8vAN1CQ3tAUUQQdo3lCpmjpG5dG01sMebpNlefOm9vkOWex0XNw7ZtLn0zytnvDlKb2WSfDnQctz5W13Yuu9wbV1pjMP2qaqlVx9Y+RZag81dCI59oyx01sMtNucyQxHKHh0nKquUm6+eD555+HPfbYA5ZaaikoFAowbNiwivwoiuDss8+GAQMGQJcuXWCHHXaATz75BOoGkeJ3E2ur9QnkF01DbmwvWO7FJ0xZhPRwL2tJclwHMR150Q0ytgFwI3gXOsCC9gRnkcpyExgFrVCyDpYtmoHZRGhaEpASE8FwIUBxNtd245yDiczormeLw/1hIz62/tsIkUnO6R4u2IkNJR5qmo9/jPo8cnWo7Zj8c9oRm1YDgXEhNq2d/LU2NhKUQ0QJN1/MnDkT1llnHbjmmmvY/EsvvRSuvvpquP766+HVV1+Fbt26wc477wxz5syBukAiYpPQGbnBkc8nKAOIF9wis5R46S3yn2k3YzH+t+BHPxtt6Lg0OS0KFxdy6MsDlcs8yLBxOYhx6dximrrwb84npzfMhN1gBLwBa8HYaOmyiWpx+AHWgQ9gAEwUxyY/Gx/fG5c8mi9hirgq5ZDhFxzlCwaZgke6b1qBpNN89ZjL4/bVNLUMTecchuWxzfTEpVE/m7Qdhyv+OhEWR5KjEhtKalyipXSanAbGtGnTKo47deokNopdd91VbBxQa3PVVVfBmWeeCXvuuadIu/3226Ffv35Cw3PAAQdk1PuAekDTkBvxdYdOwItIiy4UXMpyxIam0bpM8+KAR8i3uk/zdMs1IMHZHl6BOdARpkddoRPMg24wS+RRAsP1wdYv3zwun5MBx9XEswJHXpIQmaREx5RGyYeaZyMuuvp05IXWoWpqwDLLsHpschqmcpQk4fpvVCYVYuNLaoxbSpFRTRYtteyyy1akn3POOXDuued61TVmzBgYP368MEVJ9OrVCzbZZBMYOXJkfZAb6ZSZpHwAi/w9QRlBqLQLlVFQlOCUyYmG9OjS1Loq0hKSHNPaUjrZrjAPOsO8dvXq2rSlufabK8fJuBCYUo61NknIjC7PNY3LcyUx9JgjTCZSY3IYFnkGMiNlOe2MCykRch7OwSaTWMXJpEFs4pqfXJyLG2wclnUgxo0bBz179iync1obG5DYIFBTowKPZV7eEaKlskP+nqCMUFD8YiqioGiYN0N2ONOVmoZyxUUaG1kfNVWp96B8SRQcQr5NJirbsUrC1Lp15idfk5RpvplSDmYnliikQHZczFOFGHk2M5Sr2Umm6Y5t5icXUmMzQan5vuYonUmrKtqaOL42rqYoF3NUE85QjMRGJTcBAWmjsZ8gBdLpFxjy4qPFkeRFJyfBmao4klPuH5jTSwmPbYQiiQaHq9O13TimqFIKWpkkmhqdrI20xCU0nFyS4ySkRsioGpWYZEYtq8rS8O2qmKF8N+o8HCdKqg5nKE5Tc5MG+vfvL/5OmDBBREtJ4PG6664LdYEwQ3Fm8H3/1y1UH4GiJgrK5SVpe9mq6TRcVRKsokPkjBxwTBFVPsdcFBONsqFlfaKkXOrWRVK1OIRn03pcNtf6TH3TnQt3Drp82g7+nd+xM7S1dnSqO8nvzt1LzvffomdGvbe5+1v3bOjSdM+bfCZ1Yd6pEhsZHdWaMrFJ00zVYJFSafjsqBg0aJAgOCNGjKhwVMaoqSFDhkBdoMrRUkOHDoWNNtoIevToAX379oW99toLRo8ebSxz2223iTB8devcOf8O7/l7gjICOie2EHNSmd0tSpempQqzEmOekvJljQxjvlK1Qigv67RpcjhzFZfnY6ICg9lKpoGj+UqVt+WBp0mKmqOy+iYp1Mg0FRUK8M4am8Oba28FU3stIdIGTPgSNnr7aVhlzHus5ofT7Phqbag2BlLQ1Kj7rk7EaholJFyezv9G+M9pZiyu0Pz4EhdJeooxJ+hLEinFpQXAjBkz4NNPP61wIn777bdhscUWg+WWWw5OPPFEuPDCC2HllVcWZOess84Sc+LgoB3QHs899xwce+yxguAsWLAA/vCHP8BOO+0EH374oQij1wFNiCoJQoKTdzTPE6S8HFVTE74QVSKjDvjiRcv44iyqrp28q6kqrrmq3C9CTtT2baHeXH90g7nMV8mOrk/l87L44MQxSaWlytadZ1qmKRPRwaPHtz8E/rfiuhVnPX7JZeHhnY+ALV99DDZ768cvUB1hyYrUgIOzsEznCIm6bzNHmUiLi7ZGrQMhNT4V/UmD0JTzHCKiXImND0HKGWqxttSoUaNg2223LR+ffPLJ4u9hhx0mNAqnn366mAvn6KOPhilTpsAWW2wBw4cPrwvNQi3MUsOHD684xmuIGpw33ngDttpqK205JDPSDFgvyN8TlBHKL8dFx5SECBnqbOzgiyO1Mi75tE5ZLxdZpZNT81TSUXFeCcK/bUSHIzsmDY5JRidL4aIF0sHn+8JHY8PJc34zEqNXWg/+t9J67XKjRaPyC5vsBqt+8QEsOXl8YkIDCUmNq19NHG2NPNY5FKual5r716RBbHwJTY7NUrXwudlmm23EfDamQff8888XW10ipVBw13mDKKZOnSr+oibMpkEbOHAglEolWH/99eGiiy6CNddcE/IMl4/ZhoCcbVhuaKZq93IkMhW+AIyfDvU5UPNlHaqszK9oe5GMyG+pXM6hlUybr/pFyI9NXX4Lc8ylFSxyanvqBy71a5Hp1C9GHSt0/jCcv4xuvHH1t7HVw9Wl65PpHNQ87rzldXtr8BZQkMvKMyiU2uCtNYZYfxvu2PfeEHmLZhXGe658nyr3orxH6Szd6n1tuscLmmdHmIeVTSUrJhnWf803Ikq36eQosUESIjf1OKlpijNR5XASv7z53DQCZCh4kk3OG4Rz/Mht6NCh1raRqKBZb/PNN4fBgwdr5VZddVW45ZZb4KGHHoJ//vOfotxmm20GX331FeQZ+fs8yAjyBdgu+gmh8cVxiYCS2pl24eKaCCt1X/RHaZPWLcSV1cfVPsg+qvCZ10bnN2PS6nDyYOkD1fK41sPVVS1GX0jgc8NpWxDfLT6grKXhEBVbYOLiS1k1NL5aGpmuamlEmqP5yWXfZJZSyQgtw5W3aWukHPW5KRMb+UZTWV6szeJjk6XPTU41NwH5RZx5g4499lh4//334cUXXzTKoXO26qCNxGb11VeHG264AS644ALIK5rmCSq/IDX+MQjqV9OOxDDkgiVDxFTFydpITrk9heSAI+HgfGVMpMYWkq6rn8tTz1PXXxvxUeuWSPrF56r59fG5KXr44HRYMB/mdzC8cKISdFowr6xlAQthSZvUyL8Fx30XsuPrW0PrcDFDiTKSxKgn7bO1aoiNa+STjejE0d7kkNzkLRS8IZCSz43vvEHHHXccPProo2Jh0mWWWcaryQ4dOsB6661X4eidR+TvCcoIuK5U+QVtcPylBEWV54iIjw+OzsdH7ktQR2dfkqPT9Kgyvtobk7yuH+BAerg+clBfqq6vAt8XcdEj3abFoSRk9c/fgbdW3xRKOHCyKMDqY96r8InhfHhcCA1kSGp0+77aGjVdrU83z03m/jU6jY0rmUlCbOrE56YWDsUNj1KEtqlk5T0QRREcf/zx8OCDD8Kzzz4rIsx80dbWBu+99x785Cc/gTwjf09QRhB+BC0/hnrTsO22BZUzDasEpSJqimpbSnZTlc++KEpmO0ZULNipRFhRIiO1IRzR4WTAg+y4hH67zFZM5Yo5M0u5mqA4OZ02Z5N3n4d3Vt0YIii0M08VS23QfdZ0WPeTN8vXiDNHpU1oZF7SfU5TQ/M5MhRHW6PW4ayRAVcTlWU5BR+ti6vmx2SiCghIGcceeyzcddddwn8G57qRy1Sgn06XLl3E/qGHHgpLL7102W8HnbU33XRTWGmllURE2mWXXQZffvkl/OpXv4I8o2meoPJLctEx1bzglWgXvm2YF6ciAopoeXzNUrQ+6utDtTmcXw6VBYbogGdEUxyzlEu9JllaLs2vvUIC4uM7xw3N7zv1OzjoP3+He3Y+HOZ26AzFRT9eqaUFes6YAoc9dqMwS9GyXlqcBKQmqaZG5nGyLr41Xtoa0BAXdd9no3PY+BIUF2LjOrdNMEs1F6ocCn7dddeVo9BU3HrrrXD44YeL/bFjx0JR+QCbPHkyHHXUUYII9enTBzbYYAN4+eWXYY011oA8I39PUJUcisFgejL54qjmIk5Ol+9iljISqEXgnI9t2hwVNqLD+em0azeGWYrri0k2jReki4YmrTluqBxHdFb6+hM49fbz4P2V14dxfQdCMSrBKmM/hlW//AA6lGd8TE5o1L9pkxq6H0dbw6XrzFLZm6EgW2KjywtmqQCBhOTG84pGDm2huUrFlVdeKbZ6Q/6eoIxQDrVepIlRzTygmKW4hTKlCUpNrzBVATFpkXxfsxSd+Rgh5WRfJPmh2hwT0TGZpXRyMl+nRYlrltLJcuUodF4rkGOzlNzvsmAebPTRK7DJR694kZksCA2X57LvoqlxNUGpdTr51oCPRsam0WE0NlmapVwdj4NZKiAgMZrnCbJFS7W21+LooqWoBoY6FVOnY7VOX7MUV6ZiaQclXW1LgpsBuZxn0KJwZKfaE/jVu1mKi2yi+76EJitSk1RTI/dNDsM2B2NnbU0qZqmW+JPuucjEdSrOsVkqSsGsFDQ3BGHhzMyQvycoKyx6qRUcoqXAsCq4SlxUwqE1Jyn51mgpC+EpyzEmMbUtqc2pkJd9sBAdlby4kB1ahpbj2kiDwJRS0M6kaZYyaXBs2py0CY3tOA7B4UiIuu/rMKymJ3IazioiykRsfMhQiJZqV0cAjXaqXrRUMyF/T1BWaFl0tovMSy3MIpd08UyEJBp0oUxVTtXwlMO3lTJlQrSIeOjMUrQuapZCtMsj5TizFS2vanRAMV+JdAvZEfIMGQSmnAQtT9OraZpyIT1ZTOJHj4ucvAOZSYPQmPJM5icfTY2vCYrKa4kJMJP1qZtxEr8EYd7VnMQvmKUCAhKjeZ4g9eW4CAWDhkaW0a0QTiOaqCZHJTnc2lKq4zGnpeG0PDSvnZlKR3Q4UxHR+tDIK1dNDTeJH9ceR1JUn54sJ/JLOoGfjhS5aGQ4WVdCo+7bCI1M0x3rNDM6OZ25SOZxmhp6bNLucCaocvvV1tbE0dD4EJ84xCaH5CaNSKcQLUWAL+EK9XuM8gEs8vcEZYSJ3bpDz/kzKkfuRZtqqqIkBsERDJscR2AqnJg9SY6Lmcp0TDU6FBXkizFhUbKjtsHNNOxKerj6dEgahhpHo1N07EcSMmMjNL5aGt2xjdRwRMpkojJpdmzaGrVOVlsDGRMbV+LiWy7J2lLBLNV8CD43mSF/T1BGOGCXo2DrqWPhd288AX1nLiI5yqitmqqo2Ug1QamRSTq5CjOWhuRwk/XROWy0GholekoOBJx5q50ZStHoyDT5Vw44EVO2XH7Rvkp4RF5KpikdwUjr20RXfxYmKV8io8pwsqY0X0JD81zNT2o5EwGKTWrkRfTZjA7FCX1rXLU6TeJQHDQ3GSD43GQGl/d9zXHNNdfA8ssvD507d4ZNNtkEXnvtNe86cGbYl/uvBL/c/jD4oVtXjU1ev+K3fEFzKxmrcnQ18YpVkhVZWi+tW5ZT61fV+6a+qH3Q1afWKVeAbpfP9EfILFq9XG5yFXO5cQErdNVtucl8Lk9dFTuNlcNNbZj6wbVFz1Gusl2+Ji38NaUb9xtw11z3O9qO1fLcPcCtVK+7Z2mdRdPzotz7VE6tv91F9Z2ET5WPQ2zikB4bGWrQ5RcCAuoJuX+C7rnnHjj55JPh+uuvF8Tmqquugp133hlGjx4Nffv29aqrrViE7zt3h3+uugmc8O4z/GeE1KwofjaqxsV1wj6VNdI8kylKG9pt8a+hUV6ctkcnU5HGXI/yEhCKDCev9pmLytJpeirqAHcUMmb3ujxVIyPkiGDBcGwyNbmm6bQ4tIxOa0M1LzSNk1NJjXrs4lej5leQGnDUzKRlhhJ1JSQuvmaqJMQqZwiamwwQzFLNq7m54oorxNTPRxxxhJjuGUlO165d4ZZbbolVX6lYhGGD1oWI+2IkX40m7Yz6pdvua5eU8fkqppofVU4tq/sq1+XbNAG6NLpVaB2IRoKWQ+0F1fJITQ/V9lh+ilQ3lzaoJkZqY1SNDKeVMV0TrYbMM82m3eO0NvQe4u4dKqfek9p7mOmjKmvU1sgfoNXxx3JdH8qkRaFpSchHUkdi3X5Oo6WilLYABZFCcGJttT6B/CJ/T5CCefPmwRtvvAFnnHFGOQ3XvNhhhx1g5MiRbJm5c+eKTWLq1Knib9ssJQ0KMLHQCl1KCyociyvioNWnUYZRRwtNnOq6TjJNmj7LRWQ+0Wio0UuCdBcASoVFWhDlr5pWIn8jZXIU6bOj+t+UNAtiVmhriiRNmYZYpC3aF7Kqo4yitaB59Lis2SGONuV0RvXCOTtnCap1MWlgdOm0jnZ1ajQ3FZqWgrvGxkmrs4iQleuOFuVFi0iHbK9A0nAf/yoLxMobSJAT3FnktyXNduIYyapc4LhtUT62uehYpBfJMyXvwwWGz6xF93wFgeFGzNIiZlbecJVcyeJwhk7sEHZy0SYYGNkKLQALokVrTREWi1ubUn4+niS+QbEsLDrZ+YvK4j5elHkArdguys4FaJXl5ywiMFhu9qL9RRertdPCskJz8+NaYz6YNm2a81T7AQGNilyTm++//14sr96vX7+KdDz++OOP2TK4kul5553XLv2dQ6+pOO6fcl8D6hRp2cgCaozSIjIQjxA0IqZPny5We04LIVoqAwSzVHOSmzhALQ/66EjgEu0DBw4UK52m+aDnGfjltuyyy8K4ceOgZ8+e0OgI59v4aLZzTnK+qLFBYrPUUkul2qfgc5MBhKo6wVWptqq7jpBrcrPEEktAS0sLTJgwoSIdj/v353UvnTp1EhsFEptmeCmqwPNtpnMO59v4aLZzjnu+zfIhFxBQlw7FHTt2hA022ABGjBhRTiuVSuJ4yJAhNe1bQEBAQDOhlNIWoCCRM3FCk1aDI9eaGwSamA477DDYcMMNYeONNxah4DNnzhTRUwEBAQEB1UHwuckAweemecnN/vvvD9999x2cffbZMH78eFh33XVh+PDh7ZyMdUAT1TnnnMOaqhoVzXbO4XwbH812zs12vgEBaaMQhXjBgICAgACDczP68CyWgh8DmqV+WDRFRzP5Tumu6Q6LHQGtxY6x61lQmgdP/XBr01/PutTcBAQEBATUHsqUX4nqCPgRUVQSW5LyATwCuQkICAgIsELOp5gEgdwQyFlgk5QPqL9oqYCAgICAgIAAXwTNTUBAQECAFWnoCIKegdO8BM1NFmh4zc0111wDyy+/PHTu3FmsKv7aa69BIwKXndhoo42gR48eYrX0vfbaS6yc3iy4+OKLoVAowIknngiNjK+//hoOOeQQWHzxxaFLly6w1lprwahRo6ARgUuvnHXWWTBo0CBxriuuuCJccMEFDbVm0vPPPw977LGHmE0Y799hw4ZV5OO5YqTogAEDxDXAdfU++eSTmvQ1LJyZAXCG4aRbQPORm3vuuUfMk4MhlW+++Sass846sPPOO8PEiROh0fDcc8/BscceC6+88go8+eSTMH/+fNhpp53EnECNjtdffx1uuOEGWHvttaGRMXnyZNh8882hQ4cO8J///Ac+/PBDuPzyy6FPnz7QiLjkkkvguuuug7/97W/w0UcfieNLL70U/vrXv0KjAJ9PfC/hRxgHPN+rr74arr/+enj11VehW7du4h02Z86cqvc1IKCe0NCh4KipQW0Gvhzl7Ma4Xsvxxx8Pv//976GRgXMDoQYHSc9WW20FjYoZM2bA+uuvD9deey1ceOGFYh4knOixEYH37EsvvQQvvPACNAN23313MZ/VzTffXE7bd999hQbjn//8JzQaUHPz4IMPCq0rAl/NqNE55ZRT4NRTTxVpGPKL1+S2226DAw44oKphy91ScijGz61mD12W13T77gdBayFBKHg0D0bMuKvpr2dTaW7mzZsHb7zxhlDjShSLRXE8cuRIaHTgzY5YbDGcnaJxgdqq3XbbreJ3blQ8/PDDYqbu/fbbTxDX9dZbD2666SZoVGy22WZiqZX//e9/4vidd96BF198EXbddVdoBowZM0ZMXKre2zgg4kdbLd5hwSyVPqJSKfEW0GQOxd9//72w2dOZjPH4448/hkYGaqjQ9wRNGIMHD4ZGxd133y3MjWiWagZ8/vnnwkyDptY//OEP4rxPOOEEsQYbLlHSiJoq/MJdbbXVxAK6+Dz/6U9/goMPPhiaAUhsENw7TOYFBAQ0GblpZqA24/333xdfuY2KcePGwW9/+1vhX4TO4s0AJK2oubnooovEMWpu8HdGf4xGJDf33nsv3HnnnXDXXXfBmmuuCW+//bYg7WiqacTzzTvCPDcZIERLZYaGJTdLLLGE+NqbMGFCRToe9+/fHxoVxx13HDz66KMiCmOZZZaBRgWaHNExHP1tJPDLHs8bfazmzp0rfv9GAkbMrLHGGhVpq6++Otx///3QiDjttNOE9kb6lmBk2JdffikiA5uB3Mj3FL6z8LeXwGP0Las2Qih4BsAJ/AqB3GSBhvW5QVX9BhtsIGz26pcvHg8ZMgQaDeh8iMQGHRKffvppET7byNh+++3hvffeE1/zckOtBposcL/RiA0CzYw0vB/9UQYOHAiNiFmzZgk/ORX4u+Jz3AzAZxgJjvoOQzMdRk014jssICBNNKzmBoG+CfiFh4PexhtvLKJoMPTyiCOOgEY0RaH6/qGHHhJz3UibPDogYnRJowHPkfoTYZgszv/SqH5GJ510knCyRbPUz3/+czFn04033ii2RgTO/4I+Nsstt5wwS7311ltwxRVXwC9/+UtopGi/Tz/9tMKJGMk5BgLgeaMZDqMAV155ZUF2cN4fNMvJiKpqIpilMoDQvCQg60Fz05zkZv/99xch0TgJFg72qModPnx4Owe9RgA6miK22WabivRbb70VDj/88Br1KiBN4LQGqJk744wz4PzzzxeDHRL2RnWwxflscDD/zW9+I0yQOKj/+te/Fs9zowAnYNx2220rPsgQ+FGG4d6nn366+CA7+uijYcqUKbDFFluId1gt/MyCWSp9RKUIogRmqQaeySUxGnqem4CAgICAdOZkKaakuUE9RbPPyyKv6bYt+0BroUPsehZE8+GZtgea/no2lc9NQEBAQED9o1mW0MnzNb3vvvvElAwoj479jz/+OOQdgdwEBAQEBORyEr9GX0JHmKUSbpDxNX355ZfhwAMPhCOPPFL4vaG/F244DUWeEcxSAQEBAQFWE0qacDWjNOoSOvKabgN7JjZLPQsPeZmlNvG8pui7in5fOMWIxKabbip8WHGOrbwiaG4CAgICAqo+uKsbzkvVjEvoLID5gqDE3mC+8/WMe00xnS5vg5qevP8GDR0tFRAQEBCQfM4wnG8nrSUfunfvLjQFKtBEcu655zbNEjrymr44/vGqXc+41xR/93pcAiSQm4CAgIAALdCJFOffwa/+NICeELgCuopOnTpBMyHNaxquJ49AbgICAgICrINxtefWafQldOrlmvbv378uf4PgcxMQEBAQkDs02xI6eb2mQ4YMqZBH4ILFef8NArkJCMgZUMU8bNiwWncjIKDmwJDlm266Cf7xj3/ARx99BMccc0zDLqGTl2t66KGHilnQJX7729+KWbEvv/xy4ZeDvjw4szauZZhnBHIT0PD49ttv4aCDDoJVVllFRAbgej3NBpywC5dqCAioJ2AY8p///Gex5AaGHuO6W426hE5erunYsWPFO1MC17PDdQtxDTucE+ff//63+PjK+xp+YZ6bgIbHF198AVdeeaVQx+LfrbfeOtFAj06AqN7NUnODa0iluTgikhskdc1I7AICApoPQXMTUPfALwpcVBFtxyr23HNPsYI0Dux/+ctfhLo1zmRkuPAoEg1coRrbWXXVVUX6uHHjxOrcvXv3Fqs4Y3tIpCRef/112HHHHYUTH7aLpApnBFXxySefwFZbbSUcC9dYYw1hy6Z47733YLvtthOru+Oq57iIIq4mLYGLpVLSgv2VC6Zi/pdffilWFUfiRCMrAgICAhoNgdwE1D32228/mDRpEjzzzDPltB9++EGoWtNaMRsd6kaPHi3IB87UOX/+fDGRVY8ePeCFF16Al156Scw3scsuu5TDO6dPny5Wd37xxRfhlVdegZVXXhl+8pOfiHQEkrF99tlHaIFeffVVMdvn7373u4p20RaO7fTp00eQJVzj5amnnvKydz/wwAOwzDLLiJXEUd2sqpwDAgICGhEhFDyg7oED/6677irswttvv71IQ7swaky23XbbVNro1q0b/P3vfy+bo/75z38KcoJpUhNy6623Ci3Os88+CzvttJPQtlANE+Y/99xzsPvuuwuSgg56TzzxhNAIIS666CJxLhJ4TnPmzIHbb79d9AGB06bvsccecMkllzj5HqBWCcM/kYjlPXwzICAgIA0EzU1AQwA1NPfff3952vE777wTDjjgAOFAnAZwJVzVz+add96BTz/9VBAG1NjghiQCichnn31WngviqKOOEhobNEvh2i9oTkKHPQRGKuDMopLYIGh4JcqgE58kNojNN99cECvUJAUEBAQEtEfQ3AQ0BFCTgb7xjz32mFgUDk1F6DycFlRygUCSgg7KSKIollxySfEXTVJoLkN/n4EDB4pZQ5G8pDXTqwQSOBoXgGazgICAgGZFIDcBDQF0yEX/FSQbqFFBp9/1118/s/aw7nvuuQf69u2rXY0X/XCuvfZa4WcjHZBxbReJ1VdfXaShD8yAAQNEGvrmqECZ2267TfjeSIKF9SKhkY7NSKZUPxpcO+b999+vMMmh1gnTAwICApoBwSwV0FCmKdTc3HLLLe0ciXEuB9xQ4/Ldd9+J/Q8//DBRW+jTgxFSqCXCdWLQ1+aEE06Ar776SsigOeqOO+4QpiV0GMYyGPEkgSvt4tw7qOFBMxfW88c//rFdO0jcUAYJCzpNH3/88fCLX/yi7G+Dvj143rihDw9OyjVlypSKejBi7Pnnn4evv/66gmAFBAQENCRwnpuAgEZAW1tbNGDAALTPRJ999llFHqbRbeDAgU71HnbYYdGee+7ZLv3bb7+NDj300GiJJZaIOnXqFK2wwgrRUUcdFU2dOlXkv/nmm9GGG24Yde7cOVp55ZWj++67T7R55ZVXlusYPXp0tMUWW0QdO3aMVllllWj48OGibw8++GBZ5t1334223XZbUc9iiy0m2pg+fXo5f968edExxxwj8vr27RsNHTpU9Bf7LTFy5Mho7bXXFv0Mj31AQECjI0ziFxAQEBAQENBQCGapgICAgICAgIZCIDcBTQ8Zys1t6AcTEBAQEFBfCGapgKYHRlfpsPTSS1c4AQcEBAQE5B+B3AQEBAQEBAQ0FIJZKiAgICAgIKChEMhNQEBAQEBAQEMhkJuAgICAgICAhkIgNwEBAQEBAQENhUBuAgICAgICAhoKgdwEBAQEBAQENBQCuQkICAgICAhoKARyExAQEBAQENBQCOQmICAgICAgoKEQyE1AQEBAQEBAQyGQm4CAgICAgICGQiA3AQEBAQEBAQ2FQG4CAgICAgICGgqB3AQEBAQEBAQ0FAK5CQgICAgICGgoBHITEBAQEBAQ0FBorXUHAhaira0N5s+fX+tuBAQEEHTo0AFaWlpq3Y2AgAAPBHJTY0RRBOPHj4cpU6bUuisBAQEa9O7dG/r37w+FQqHWXQkICHBAIDc1hiQ2ffv2ha5du4aXZ0BAzj4+Zs2aBRMnThTHAwYMqHWXAgICHBDITY1NUZLYLL744rXuTkBAAIMuXbqIv0hw8FkNJqqAgPwjOBTXENLHBjU2AQEB+YV8RoNfXEBAfSCQmxwgmKICAvKN8IwGBNQXArkJCAgICAgIaCgEchOQKyy//PJw1VVXJarj3HPPhXXXXRfygMMPPxz22muvmtSXdtsBAQEB9YJChOEAATXBnDlzYMyYMTBo0CDo3Llzorrmz5sPC+a3QeeunepChX7bbbfBiSee2C4E/rvvvoNu3bol8kOaMWMGzJ07NxdO2kgw8ByHDRuWSn1Tp04VETwYmpymbED1ntWAgIDsEaKl6hxvP/M+3HPJMHjjyXcAaWr/QX1hr+N2hT2P2wVaO9Tfz7vkkksmrqN79+5iywrz5s2Djh07Qi3Qq1evTGSrCSRcGCnY2lp/92dAQEB9IJil6hjDb30GTtvhPHhzxHuC2CDGfzERbjj1djh7z0tgwfwFmbSLWpETTjhBhMXiV+wWW2wBr7/+ejn/2WefFdqjxx57DNZee20hs+mmm8L7779fzj/iiCOEZgHlcENTEmeWwrwbbrgBdt99d6HNWX311WHkyJHw6aefwjbbbCO0PJttthl89tlnWrOUbEPdsB0J7Neuu+4qCFG/fv3gF7/4BXz//fflfGznuOOOE5qmJZZYAnbeeWf2uuCAffLJJwtNCWqNTj/9dDGQqyiVSjB06FChAcAQ43XWWQf+/e9/V8h88MEH4nx79uwJPXr0gC233LJ8ftTUhGXXWmstURe2ucMOO8DMmTNZWdffbcSIEbDhhhuK643XdvTo0dp74YsvvhBl7r77biGL9Q4ePBiee+65dvX+5z//gQ022AA6deoEL774orU/tmuB+Pvf/y7uCSy/2mqrwbXXXltBQvF3w7lpMH/gwIHi2iPwd8H7ZLnllhP9WWqppURfAgICGgOB3NQpJn07Ga769fUAEUCprfRjRrTwxT3qibfh0eufzKRtHLTvv/9++Mc//gFvvvkmrLTSSmLA/+GHHyrkTjvtNLj88svFgIUamT322EOE0uIgiAQGB6xvv/1WbKeeeqq2vQsuuAAOPfRQePvtt8UAdtBBB8Gvf/1rOOOMM2DUqFHifHEQ00G2gRuSIuzvVlttJfLQZLTddtvBeuutJ+oaPnw4TJgwAX7+859X1IHnitqal156Ca6//nq2HTxXNLfdcsstYvDG6/Hggw9WyODgevvtt4s6cOA+6aST4JBDDimTga+//lr0DQfcp59+Gt544w345S9/CQsWtCeqeD4HHnigyP/oo48Eidhnn33aESrf3+2Pf/yjOBe8HqhdwfptwN/6lFNOgbfeeguGDBkifutJkyZVyPz+97+Hiy++WPQVSa+tP7Zrceedd8LZZ58Nf/rTn0SdF110EZx11lmiPsTVV18NDz/8MNx7772CoKG8JLXY7pVXXimI8yeffCLMhkgSAwICGgTocxNQG8yePTv68MMPxV9f/POCf0c7tewX7VD4GbvtWNwvOmyV41Lv84wZM6IOHTpEd955Zzlt3rx50VJLLRVdeuml4viZZ57B0TW6++67yzKTJk2KunTpEt1zzz3i+NZbb4169erVrv6BAwdGV155ZfkY6znzzDPLxyNHjhRpN998czntX//6V9S5c+fy8TnnnBOts8467eoulUrR3nvvHW2wwQbRrFmzRNoFF1wQ7bTTThVy48aNE22MHj1aHG+99dbReuutZ702AwYMKF8DxPz586Nlllkm2nPPPcXxnDlzoq5du0Yvv/xyRbkjjzwyOvDAA8X+GWecEQ0aNEhcUw6HHXZYub433nhD9POLL76wyvr8bk899VRZ5rHHHhNpunt0zJgxIv/iiy9ud96XXHJJRb3Dhg0ry7j0x3YtVlxxxeiuu+6qSMPfc8iQIWL/+OOPj7bbbjvxu1Ncfvnl0SqrrKKtO81nNSAgoPoImps6xf+3dzYhjV1hGD7GoaWLFrQbi7ioIoKbgkwUx4UV0XFTiwurOwsq+FNwVQJCEcWNCm7ElauCG3EltoI/ICiILlqwbqyltkhbpitBF9JhZMpz4IQbE2NiMpN777wPBMZMbu7NuQnnPd/3ft/5/Zc/46moVKAL/v7tRd5TU6QEiL40NTUlbCxYX19vV89eWME7SktLTU1NTdJrMoFVvoO0EXhX2TyH4fPq6irt+4yPj9uU1traWrzr7PHxsdnd3Y37dHgQHXKf1UE6JR2k2IikNDQ0xJ8j6kF6x0HUiFb+bW1tCecjkuPORXSK1Atj+hCktFpbW+1YdHd3m6WlJXN5eZnzffOOt9tuwG0/cB/ee+0+99339Y5FJteTbixIvfEe/f39CWM5PT2dkMLjPfjekXLa2tqKH8943dzcmMrKSjM4OGgjbKmiY0KIYCJHX0B5/4P3TFGkyLy+vV/hRIoj9hF0vJObqwRL9Rx+lvtYXl62aQhSN+Xl5QmVVaRQZmZmko7x7iOEtydXOBfgRfJeA5B6ASe6MoFtALa3t83BwYGduBcWFmxK6ejoyHp6Hku2Y5sp2Y5hurFwY4mg8wpKcNsj1NXV2QonvD47Ozs21YgnCZ9SRUWFTVXxPGM4MjJi5ubmbHowE2EphPA3wZ/53lGedUYTvTZ3KH4SMY1fPDWRSH5vcVVVVdx74mAFjq+mtrY24bWHh4fxfxNRODs7s+ZP4D0w4L4NiNYMDAxYfwXGZi9MgHhf8GLg+fA+spmMqUxCDCEsHEQC8Ik4GB9EzMXFRdK5mGxd1GR/fz/jNv+ID6Ifk5OT1u/CuN7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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c78f8189", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([0., 1., 2., 3., 4., 5., 6., 7., 8., 9.]),\n", + " 'v1_readout': array([2. , 5. , 5.49913108, 0.27699487, 3.57853674,\n", + " 6.75734388, 3.77336065, 2.00633243, 4.12689318, 9.38688277]),\n", + " 'v2_readout': array([1. , 5. , 8.58836412, 3.12584348, 5.1486249 ,\n", + " 5.91472135, 6.25771992, 8.78139449, 5.82276979, 0. ]),\n", + " 'vf': array([2.90000000e+01, 2.00000000e+00, 8.94702285e+00, 2.21215429e+01,\n", + " 9.02470840e-01, 7.61021772e+00, 1.17784953e-01, 1.17108657e+01,\n", + " 4.75124282e-02, 6.50185060e+01])}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6821149d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d1ca3a00", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "95389611", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm():\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.1, -.3))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "056e6892", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_pcm()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f38edf4a", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_3d(elevation, azimuth):\n", + " fig = plt.figure()\n", + " ax = fig.add_subplot(projection='3d')\n", + " x, y = np.mgrid[0:10:.01, 0:10:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " ax.plot_surface(x, y, z, color='C1', alpha=.5)\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, expt.vf, c=range(len(expt.v1_readout)))\n", + " ax.view_init(elev=elevation, azim=azimuth)\n", + " fig.colorbar(scatter, label=\"optimizer step\", pad=.1)\n", + " ax.legend([\"voltage response function\", \"optimizer decision process\",], loc='lower left', bbox_to_anchor=(.2, -.2))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_zlabel(\"voltage response\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4f99e9d2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_optim_3d(30, 120)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "26d8cd64", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pstapc", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From b30a2370468f7dfdad1d8ef1233248c5ce766d01 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Mon, 1 Dec 2025 12:01:54 -0500 Subject: [PATCH 12/16] ax test run --- .../advanced/a03-example_ax_optimizer.ipynb | 176 +++++++----------- 1 file changed, 72 insertions(+), 104 deletions(-) diff --git a/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb b/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb index 5936c4fd..80a89e41 100644 --- a/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb +++ b/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb @@ -260,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "0748200c", "metadata": {}, "outputs": [], @@ -288,80 +288,48 @@ "name": "stderr", "output_type": "stream", "text": [ - "[INFO 12-01 11:54:54] ax.api.client: GenerationStrategy(name='Center+Sobol+MBM:fast', nodes=[CenterGenerationNode(next_node_name='Sobol'), GenerationNode(node_name='Sobol', generator_specs=[GeneratorSpec(generator_enum=Sobol, model_key_override=None)], transition_criteria=[MinTrials(transition_to='MBM'), MinTrials(transition_to='MBM')]), GenerationNode(node_name='MBM', generator_specs=[GeneratorSpec(generator_enum=BoTorch, model_key_override=None)], transition_criteria=[])]) chosen based on user input and problem structure.\n", - "[INFO 12-01 11:54:54] ax.api.client: Generated new trial 1 with parameters {'v1_readout': 5.0, 'v2_readout': 5.0} using GenerationNode CenterOfSearchSpace.\n", - "[INFO 12-01 11:54:55] ax.api.client: Trial 1 marked COMPLETED.\n", - "[INFO 12-01 11:54:55] ax.api.client: Generated new trial 2 with parameters {'v1_readout': 8.88149, 'v2_readout': 9.491385} using GenerationNode Sobol.\n", - "[INFO 12-01 11:54:57] ax.api.client: Trial 2 marked COMPLETED.\n", - "[INFO 12-01 11:54:57] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 3.744386, 'v2_readout': 3.940598} using GenerationNode Sobol.\n", - "[INFO 12-01 11:54:58] ax.api.client: Trial 3 marked COMPLETED.\n", - "[INFO 12-01 11:54:58] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 1.03261, 'v2_readout': 5.73919} using GenerationNode Sobol.\n", - "[INFO 12-01 11:54:59] ax.api.client: Trial 4 marked COMPLETED.\n", - "[INFO 12-01 11:55:00] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 10.0, 'v2_readout': 4.444448} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:01] ax.api.client: Trial 5 marked COMPLETED.\n", - "[INFO 12-01 11:55:02] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 4.208243, 'v2_readout': 10.0} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:03] ax.api.client: Trial 6 marked COMPLETED.\n", - "[INFO 12-01 11:55:04] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 5.48404, 'v2_readout': 0.522402} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:05] ax.api.client: Trial 7 marked COMPLETED.\n", - "[INFO 12-01 11:55:06] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 3.786223, 'v2_readout': 5.933454} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:07] ax.api.client: Trial 8 marked COMPLETED.\n", - "[INFO 12-01 11:55:08] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 4.02865, 'v2_readout': 5.570765} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:09] ax.api.client: Trial 9 marked COMPLETED.\n", - "[INFO 12-01 11:55:10] ax.api.client: Generated new trial 10 with parameters {'v1_readout': 4.364084, 'v2_readout': 6.017108} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:11] ax.api.client: Trial 10 marked COMPLETED.\n", - "[INFO 12-01 11:55:12] ax.api.client: Generated new trial 11 with parameters {'v1_readout': 0.0, 'v2_readout': 10.0} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:13] ax.api.client: Trial 11 marked COMPLETED.\n", - "[INFO 12-01 11:55:14] ax.api.client: Generated new trial 12 with parameters {'v1_readout': 3.706971, 'v2_readout': 5.609128} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:15] ax.api.client: Trial 12 marked COMPLETED.\n", - "[INFO 12-01 11:55:16] ax.api.client: Generated new trial 13 with parameters {'v1_readout': 4.068755, 'v2_readout': 5.864787} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:17] ax.api.client: Trial 13 marked COMPLETED.\n", - "[INFO 12-01 11:55:19] ax.api.client: Generated new trial 14 with parameters {'v1_readout': 0.0, 'v2_readout': 0.0} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:20] ax.api.client: Trial 14 marked COMPLETED.\n", - "[INFO 12-01 11:55:22] ax.api.client: Generated new trial 15 with parameters {'v1_readout': 3.858693, 'v2_readout': 5.71889} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:23] ax.api.client: Trial 15 marked COMPLETED.\n", - "[INFO 12-01 11:55:24] ax.api.client: Generated new trial 16 with parameters {'v1_readout': 4.118733, 'v2_readout': 5.698524} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:25] ax.api.client: Trial 16 marked COMPLETED.\n", - "[INFO 12-01 11:55:28] ax.api.client: Generated new trial 17 with parameters {'v1_readout': 3.872028, 'v2_readout': 5.565797} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:29] ax.api.client: Trial 17 marked COMPLETED.\n", - "[INFO 12-01 11:55:31] ax.api.client: Generated new trial 18 with parameters {'v1_readout': 3.971836, 'v2_readout': 5.725963} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:32] ax.api.client: Trial 18 marked COMPLETED.\n", - "[INFO 12-01 11:55:34] ax.api.client: Generated new trial 19 with parameters {'v1_readout': 3.931951, 'v2_readout': 5.843038} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:35] ax.api.client: Trial 19 marked COMPLETED.\n", - "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", - "\n", - "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", - "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", - "Trying again with a new set of initial conditions.\n", - "\n", - "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", - "\n", - "Optimization failed on the second try, after generating a new set of initial conditions.\n", - "\n", - "[INFO 12-01 11:55:40] ax.api.client: Generated new trial 20 with parameters {'v1_readout': 3.971801, 'v2_readout': 5.647487} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:41] ax.api.client: Trial 20 marked COMPLETED.\n", - "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", - "\n", - "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", - "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", - "Trying again with a new set of initial conditions.\n", - "\n", - "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", - "\n", - "Optimization failed on the second try, after generating a new set of initial conditions.\n", - "\n", - "[INFO 12-01 11:55:45] ax.api.client: Generated new trial 21 with parameters {'v1_readout': 4.174514, 'v2_readout': 5.876685} using GenerationNode MBM.\n", - "[INFO 12-01 11:55:46] ax.api.client: Trial 21 marked COMPLETED.\n", + "[INFO 12-01 12:00:47] ax.api.client: GenerationStrategy(name='Center+Sobol+MBM:fast', nodes=[CenterGenerationNode(next_node_name='Sobol'), GenerationNode(node_name='Sobol', generator_specs=[GeneratorSpec(generator_enum=Sobol, model_key_override=None)], transition_criteria=[MinTrials(transition_to='MBM'), MinTrials(transition_to='MBM')]), GenerationNode(node_name='MBM', generator_specs=[GeneratorSpec(generator_enum=BoTorch, model_key_override=None)], transition_criteria=[])]) chosen based on user input and problem structure.\n", + "[INFO 12-01 12:00:47] ax.api.client: Generated new trial 1 with parameters {'v1_readout': 5.0, 'v2_readout': 5.0} using GenerationNode CenterOfSearchSpace.\n", + "[INFO 12-01 12:00:48] ax.api.client: Trial 1 marked COMPLETED.\n", + "[INFO 12-01 12:00:48] ax.api.client: Generated new trial 2 with parameters {'v1_readout': 1.9606, 'v2_readout': 1.319854} using GenerationNode Sobol.\n", + "[INFO 12-01 12:00:49] ax.api.client: Trial 2 marked COMPLETED.\n", + "[INFO 12-01 12:00:49] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 6.029844, 'v2_readout': 7.415111} using GenerationNode Sobol.\n", + "[INFO 12-01 12:00:50] ax.api.client: Trial 3 marked COMPLETED.\n", + "[INFO 12-01 12:00:50] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 7.889534, 'v2_readout': 3.71288} using GenerationNode Sobol.\n", + "[INFO 12-01 12:00:52] ax.api.client: Trial 4 marked COMPLETED.\n", + "[INFO 12-01 12:00:53] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 4.680473, 'v2_readout': 9.612309} using GenerationNode MBM.\n", + "[INFO 12-01 12:00:54] ax.api.client: Trial 5 marked COMPLETED.\n", + "[INFO 12-01 12:00:55] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 5.57002, 'v2_readout': 4.250901} using GenerationNode MBM.\n", + "[INFO 12-01 12:00:56] ax.api.client: Trial 6 marked COMPLETED.\n", + "[INFO 12-01 12:00:57] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 4.883635, 'v2_readout': 5.992245} using GenerationNode MBM.\n", + "[INFO 12-01 12:00:58] ax.api.client: Trial 7 marked COMPLETED.\n", + "[INFO 12-01 12:00:59] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 4.171355, 'v2_readout': 5.788578} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:00] ax.api.client: Trial 8 marked COMPLETED.\n", + "[INFO 12-01 12:01:01] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 1.0343, 'v2_readout': 7.273971} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:02] ax.api.client: Trial 9 marked COMPLETED.\n", + "[INFO 12-01 12:01:03] ax.api.client: Generated new trial 10 with parameters {'v1_readout': 4.355619, 'v2_readout': 6.169526} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:04] ax.api.client: Trial 10 marked COMPLETED.\n", + "[INFO 12-01 12:01:05] ax.api.client: Generated new trial 11 with parameters {'v1_readout': 4.449637, 'v2_readout': 5.827535} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:06] ax.api.client: Trial 11 marked COMPLETED.\n", + "[INFO 12-01 12:01:07] ax.api.client: Generated new trial 12 with parameters {'v1_readout': 10.0, 'v2_readout': 10.0} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:08] ax.api.client: Trial 12 marked COMPLETED.\n", + "[INFO 12-01 12:01:09] ax.api.client: Generated new trial 13 with parameters {'v1_readout': 4.389817, 'v2_readout': 6.417697} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:10] ax.api.client: Trial 13 marked COMPLETED.\n", + "[INFO 12-01 12:01:12] ax.api.client: Generated new trial 14 with parameters {'v1_readout': 4.198624, 'v2_readout': 6.015083} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:13] ax.api.client: Trial 14 marked COMPLETED.\n", + "[INFO 12-01 12:01:14] ax.api.client: Generated new trial 15 with parameters {'v1_readout': 4.38918, 'v2_readout': 5.998183} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:16] ax.api.client: Trial 15 marked COMPLETED.\n", + "[INFO 12-01 12:01:17] ax.api.client: Generated new trial 16 with parameters {'v1_readout': 4.019549, 'v2_readout': 5.872677} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:18] ax.api.client: Trial 16 marked COMPLETED.\n", "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", "\n", "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", - "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", "Trying again with a new set of initial conditions.\n", "\n", - "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", - "\n", - "Optimization failed on the second try, after generating a new set of initial conditions.\n", - "\n", - "[INFO 12-01 11:55:52] ax.api.client: Generated new trial 22 with parameters {'v1_readout': 4.065318, 'v2_readout': 5.780426} using GenerationNode MBM.\n" + "[INFO 12-01 12:01:22] ax.api.client: Generated new trial 17 with parameters {'v1_readout': 4.140317, 'v2_readout': 6.137147} using GenerationNode MBM.\n", + "[INFO 12-01 12:01:23] ax.api.client: Trial 17 marked COMPLETED.\n", + "[INFO 12-01 12:01:25] ax.api.client: Generated new trial 18 with parameters {'v1_readout': 4.115746, 'v2_readout': 5.959042} using GenerationNode MBM.\n" ] } ], @@ -376,16 +344,9 @@ "id": "31839c1b", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Stopping Experiment\n" - ] - }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -405,24 +366,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "c78f8189", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'runinfo': ,\n", - " 'devices': ,\n", - " 'expt_thread': ,\n", - " 'iteration': array([0., 1., 2., 3., 4., 5., 6., 7., 8., 9.]),\n", - " 'v1_readout': array([2. , 5. , 5.49913108, 0.27699487, 3.57853674,\n", - " 6.75734388, 3.77336065, 2.00633243, 4.12689318, 9.38688277]),\n", - " 'v2_readout': array([1. , 5. , 8.58836412, 3.12584348, 5.1486249 ,\n", - " 5.91472135, 6.25771992, 8.78139449, 5.82276979, 0. ]),\n", - " 'vf': array([2.90000000e+01, 2.00000000e+00, 8.94702285e+00, 2.21215429e+01,\n", - " 9.02470840e-01, 7.61021772e+00, 1.17784953e-01, 1.17108657e+01,\n", - " 4.75124282e-02, 6.50185060e+01])}" + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", + " 13., 14., 15., 16., 17., 18., 19.]),\n", + " 'v1_readout': array([ 2. , 5. , 1.96059972, 6.02984352, 7.88953371,\n", + " 4.68047345, 5.57001958, 4.88363546, 4.1713554 , 1.03430034,\n", + " 4.35561887, 4.44963701, 10. , 4.38981679, 4.1986244 ,\n", + " 4.38918013, 4.01954864, 4.14031682, 4.11574609, 4.1986244 ]),\n", + " 'v2_readout': array([ 1. , 5. , 1.31985381, 7.41511128, 3.71287973,\n", + " 9.61230922, 4.25090064, 5.99224504, 5.78857839, 7.27397149,\n", + " 6.16952617, 5.82753513, 10. , 6.41769711, 6.01508286,\n", + " 5.9981827 , 5.87267689, 6.13714737, 5.9590417 , 6.01508286]),\n", + " 'vf': array([2.90000000e+01, 2.00000000e+00, 2.60629218e+01, 6.12280465e+00,\n", + " 2.03593917e+01, 1.35118220e+01, 5.52431006e+00, 7.80871769e-01,\n", + " 7.40617728e-02, 1.04183778e+01, 1.55203904e-01, 2.31917574e-01,\n", + " 5.20000000e+01, 3.26428000e-01, 3.96791447e-02, 1.51464475e-01,\n", + " 1.65933246e-02, 3.84982099e-02, 1.50747404e-02, 3.96791447e-02])}" ] }, "execution_count": 10, @@ -436,13 +404,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "6821149d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -461,13 +429,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "id": "d1ca3a00", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -485,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "id": "95389611", "metadata": {}, "outputs": [], @@ -509,13 +477,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "id": "056e6892", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -530,7 +498,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "f38edf4a", "metadata": {}, "outputs": [], @@ -554,13 +522,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "4f99e9d2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -575,13 +543,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "0ae48a23", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -596,13 +564,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "id": "c417b3d5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] From f492c8ee1b6fb06d519848417e48296c99297d36 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Mon, 1 Dec 2025 12:41:12 -0500 Subject: [PATCH 13/16] ax early stopping client implementation --- .../advanced/a03-example_ax_optimizer.ipynb | 155 +++++++++--------- 1 file changed, 73 insertions(+), 82 deletions(-) diff --git a/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb b/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb index 80a89e41..d51b8a12 100644 --- a/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb +++ b/demo_notebooks/advanced/a03-example_ax_optimizer.ipynb @@ -5,7 +5,7 @@ "id": "b9566b75", "metadata": {}, "source": [ - "# a03 Example - AX" + "# a03 Example - Bayesian Optimization using AX Client" ] }, { @@ -187,14 +187,14 @@ "\n", " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", " bounds_list,\n", - " dt=0., n_max=100,\n", + " dt=0., n_max=100, global_improvement_threshold=1e-1,\n", " extremum='min'):\n", " \n", " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", " dt=dt, n_max=n_max)\n", "\n", - " self.last_optim_idx = n_max - 2 # stop optimizing on second-to-last index so that last index is best discovered value \n", - " self.set_final_opt = False\n", + " self.last_optim_idx = n_max - 1 # stop optimizing on second-to-last index so that last index is best discovered value\n", + " self.gi_thresh = global_improvement_threshold \n", " self.proposed_trial_index = None\n", " \n", " parameters = [\n", @@ -215,28 +215,32 @@ "\n", " def step_optimizer(self, index, experiment):\n", "\n", - " if self.set_final_opt:\n", - " best_parameters, prediction, index, name = self.client.get_best_parameterization()\n", - " f_in_next = [\n", - " best_parameters[measurement]\n", - " for measurement in self.opt_in\n", - " ]\n", - " return f_in_next\n", - " \n", - " else:\n", - "\n", " if index == 1: # load initial point into AX measurement history\n", " parameters = {\n", " measurement: experiment.__dict__[measurement][0]\n", " for measurement in self.opt_in\n", " }\n", " prev_trial_index = self.client.attach_trial(parameters=parameters)\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", " else: # load last proposed trial results into AX measurement history\n", + " best_parameters, best_prediction, best_index, best_name = self.client.get_best_parameterization(use_model_predictions=False)\n", " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", " raw_data = {self.sample_f_out: f_out}\n", " prev_trial_index = self.proposed_trial_index\n", " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", "\n", + " f_out_best = best_prediction[self.sample_f_out][0] # get mean from (mean, sem) of output\n", + " if not (index < self.last_optim_idx) or not (abs(f_out - f_out_best) > self.gi_thresh):\n", + " f_in_next = [\n", + " best_parameters[measurement]\n", + " for measurement in self.opt_in\n", + " ]\n", + " self.running = False\n", + " print(f\"best param: {best_parameters}\")\n", + " return f_in_next\n", + "\n", " trials = self.client.get_next_trials(max_trials=1) # only 1 trial\n", " for trial_index, parameters in trials.items(): # only 1 item\n", " f_in_next = [\n", @@ -244,8 +248,6 @@ " for measurement in self.opt_in\n", " ]\n", " self.proposed_trial_index = trial_index\n", - " \n", - " self.set_final_opt = not (index < self.last_optim_idx)\n", "\n", " return f_in_next\n" ] @@ -288,48 +290,40 @@ "name": "stderr", "output_type": "stream", "text": [ - "[INFO 12-01 12:00:47] ax.api.client: GenerationStrategy(name='Center+Sobol+MBM:fast', nodes=[CenterGenerationNode(next_node_name='Sobol'), GenerationNode(node_name='Sobol', generator_specs=[GeneratorSpec(generator_enum=Sobol, model_key_override=None)], transition_criteria=[MinTrials(transition_to='MBM'), MinTrials(transition_to='MBM')]), GenerationNode(node_name='MBM', generator_specs=[GeneratorSpec(generator_enum=BoTorch, model_key_override=None)], transition_criteria=[])]) chosen based on user input and problem structure.\n", - "[INFO 12-01 12:00:47] ax.api.client: Generated new trial 1 with parameters {'v1_readout': 5.0, 'v2_readout': 5.0} using GenerationNode CenterOfSearchSpace.\n", - "[INFO 12-01 12:00:48] ax.api.client: Trial 1 marked COMPLETED.\n", - "[INFO 12-01 12:00:48] ax.api.client: Generated new trial 2 with parameters {'v1_readout': 1.9606, 'v2_readout': 1.319854} using GenerationNode Sobol.\n", - "[INFO 12-01 12:00:49] ax.api.client: Trial 2 marked COMPLETED.\n", - "[INFO 12-01 12:00:49] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 6.029844, 'v2_readout': 7.415111} using GenerationNode Sobol.\n", - "[INFO 12-01 12:00:50] ax.api.client: Trial 3 marked COMPLETED.\n", - "[INFO 12-01 12:00:50] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 7.889534, 'v2_readout': 3.71288} using GenerationNode Sobol.\n", - "[INFO 12-01 12:00:52] ax.api.client: Trial 4 marked COMPLETED.\n", - "[INFO 12-01 12:00:53] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 4.680473, 'v2_readout': 9.612309} using GenerationNode MBM.\n", - "[INFO 12-01 12:00:54] ax.api.client: Trial 5 marked COMPLETED.\n", - "[INFO 12-01 12:00:55] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 5.57002, 'v2_readout': 4.250901} using GenerationNode MBM.\n", - "[INFO 12-01 12:00:56] ax.api.client: Trial 6 marked COMPLETED.\n", - "[INFO 12-01 12:00:57] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 4.883635, 'v2_readout': 5.992245} using GenerationNode MBM.\n", - "[INFO 12-01 12:00:58] ax.api.client: Trial 7 marked COMPLETED.\n", - "[INFO 12-01 12:00:59] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 4.171355, 'v2_readout': 5.788578} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:00] ax.api.client: Trial 8 marked COMPLETED.\n", - "[INFO 12-01 12:01:01] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 1.0343, 'v2_readout': 7.273971} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:02] ax.api.client: Trial 9 marked COMPLETED.\n", - "[INFO 12-01 12:01:03] ax.api.client: Generated new trial 10 with parameters {'v1_readout': 4.355619, 'v2_readout': 6.169526} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:04] ax.api.client: Trial 10 marked COMPLETED.\n", - "[INFO 12-01 12:01:05] ax.api.client: Generated new trial 11 with parameters {'v1_readout': 4.449637, 'v2_readout': 5.827535} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:06] ax.api.client: Trial 11 marked COMPLETED.\n", - "[INFO 12-01 12:01:07] ax.api.client: Generated new trial 12 with parameters {'v1_readout': 10.0, 'v2_readout': 10.0} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:08] ax.api.client: Trial 12 marked COMPLETED.\n", - "[INFO 12-01 12:01:09] ax.api.client: Generated new trial 13 with parameters {'v1_readout': 4.389817, 'v2_readout': 6.417697} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:10] ax.api.client: Trial 13 marked COMPLETED.\n", - "[INFO 12-01 12:01:12] ax.api.client: Generated new trial 14 with parameters {'v1_readout': 4.198624, 'v2_readout': 6.015083} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:13] ax.api.client: Trial 14 marked COMPLETED.\n", - "[INFO 12-01 12:01:14] ax.api.client: Generated new trial 15 with parameters {'v1_readout': 4.38918, 'v2_readout': 5.998183} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:16] ax.api.client: Trial 15 marked COMPLETED.\n", - "[INFO 12-01 12:01:17] ax.api.client: Generated new trial 16 with parameters {'v1_readout': 4.019549, 'v2_readout': 5.872677} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:18] ax.api.client: Trial 16 marked COMPLETED.\n", - "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", - "\n", - "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", - "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", - "Trying again with a new set of initial conditions.\n", - "\n", - "[INFO 12-01 12:01:22] ax.api.client: Generated new trial 17 with parameters {'v1_readout': 4.140317, 'v2_readout': 6.137147} using GenerationNode MBM.\n", - "[INFO 12-01 12:01:23] ax.api.client: Trial 17 marked COMPLETED.\n", - "[INFO 12-01 12:01:25] ax.api.client: Generated new trial 18 with parameters {'v1_readout': 4.115746, 'v2_readout': 5.959042} using GenerationNode MBM.\n" + "[INFO 12-01 12:28:11] ax.api.client: Trial 0 marked COMPLETED.\n", + "[INFO 12-01 12:28:11] ax.api.client: GenerationStrategy(name='Center+Sobol+MBM:fast', nodes=[CenterGenerationNode(next_node_name='Sobol'), GenerationNode(node_name='Sobol', generator_specs=[GeneratorSpec(generator_enum=Sobol, model_key_override=None)], transition_criteria=[MinTrials(transition_to='MBM'), MinTrials(transition_to='MBM')]), GenerationNode(node_name='MBM', generator_specs=[GeneratorSpec(generator_enum=BoTorch, model_key_override=None)], transition_criteria=[])]) chosen based on user input and problem structure.\n", + "[INFO 12-01 12:28:11] ax.api.client: Generated new trial 1 with parameters {'v1_readout': 5.0, 'v2_readout': 5.0} using GenerationNode CenterOfSearchSpace.\n", + "[INFO 12-01 12:28:12] ax.api.client: Trial 1 marked COMPLETED.\n", + "[INFO 12-01 12:28:12] ax.api.client: Generated new trial 2 with parameters {'v1_readout': 8.859677, 'v2_readout': 7.54799} using GenerationNode Sobol.\n", + "[INFO 12-01 12:28:13] ax.api.client: Trial 2 marked COMPLETED.\n", + "[INFO 12-01 12:28:13] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 3.467767, 'v2_readout': 2.581944} using GenerationNode Sobol.\n", + "[INFO 12-01 12:28:15] ax.api.client: Trial 3 marked COMPLETED.\n", + "[INFO 12-01 12:28:15] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 0.551369, 'v2_readout': 7.146226} using GenerationNode Sobol.\n", + "[INFO 12-01 12:28:16] ax.api.client: Trial 4 marked COMPLETED.\n", + "[INFO 12-01 12:28:19] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 3.926803, 'v2_readout': 5.97017} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:21] ax.api.client: Trial 5 marked COMPLETED.\n", + "[INFO 12-01 12:28:24] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 3.725896, 'v2_readout': 8.759883} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:25] ax.api.client: Trial 6 marked COMPLETED.\n", + "[INFO 12-01 12:28:29] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 7.845641, 'v2_readout': 0.0} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:30] ax.api.client: Trial 7 marked COMPLETED.\n", + "[INFO 12-01 12:28:33] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 3.601047, 'v2_readout': 5.478917} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:34] ax.api.client: Trial 8 marked COMPLETED.\n", + "[INFO 12-01 12:28:38] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 4.276532, 'v2_readout': 5.725087} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:39] ax.api.client: Trial 9 marked COMPLETED.\n", + "[INFO 12-01 12:28:43] ax.api.client: Generated new trial 10 with parameters {'v1_readout': 3.986689, 'v2_readout': 5.506972} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:44] ax.api.client: Trial 10 marked COMPLETED.\n", + "[INFO 12-01 12:28:49] ax.api.client: Generated new trial 11 with parameters {'v1_readout': 4.357055, 'v2_readout': 6.081036} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:50] ax.api.client: Trial 11 marked COMPLETED.\n", + "[INFO 12-01 12:28:55] ax.api.client: Generated new trial 12 with parameters {'v1_readout': 4.035773, 'v2_readout': 5.747191} using GenerationNode MBM.\n", + "[INFO 12-01 12:28:56] ax.api.client: Trial 12 marked COMPLETED.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "best param: {'v1_readout': 3.9268025377457185, 'v2_readout': 5.970170455400635}\n", + "Stopping Experiment\n" ] } ], @@ -346,7 +340,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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YBdoD0RxDgKN/tMMjyUCbLrX9/uxnP1MzElCO4rzzzusy7RCx5ZZb1jS2tAOpF3BBILRbI7nCqci2kaE5EsTZBXRanJ6V4XMv3//+99Xfc845pyb8rLPOUn/zWmMDy8FODzUWtDHDTt78HdIASRvOHkFChvmZMzfQZwY7duyAzSmJ6IeCszJc9yi9F/h7UA0Qvld4nyawgcbf6IUXXqh5X3HmE5XDUSUujoY+JhRoRkkDJDfYWeAMIZy9gPXGa9RqvPLKK9Zy6HeGPkmoZcL7pnV0fWNFvGu0fmg6Qs2G/p3xd8fZSjh9H78x2702NRpgjkF/K/yd0dRFgeQTf298j9GHDQdG3cUfBIEzY7Ie7YCoCWFszugTgR0OqpxRJYgjL9R+4FRVdDhDVTw3tRadFXGKKDrqYYeApg3sqFZcccUaWyeyf2wU0X8B89ZOpUUDHTaxQcTFpK699touqnE8UBOEHzs6rWKDjfeEHSt2CjgC1ECihmE4TRUbEBwpLrfccuqgwPvH0Tz6B2BHi2tZ4HRffM6oyseppXkAnSAxr9/85jfq98JyUX2OanTU/LimQ7uApgX0D8D8cDqmqeHCUTBOd8WRMt4fOn7qKbooxy0Lb0J6L/D3QNMJqqfxeeN7hXLUjwd/U3zfUEuDams9RRd9HrAR15oWJCA4HRcX3MPVf9Gsg1oLHI2i3w/eFyVxvkBijtNSkQCgZgQPdHTF+0BTDdYf64IOqXgPeK47IuxcsGycgomkDeuA7x/173F9Y0W8a1hvJBn4G+F7jk7IqKHCacca2Fkiucc2A+8VtSP4+2Md0en2xRdfTPVMIyJaHo2entOseOmll5JddtlFTTHs2bNnMmLECHX98ssvi9MHX331VTUdtH///sngwYOTAw88sGa6JuL1119P1l9/fTXFFtPoaZnSFF1uaiDKHXDAATVhmA7Df//733eplzktFa+5Q0+1xWmFp5xyiiobpyquvPLKapop1hPDTODU4VVXXVVNpTPz4Kagzp49OznhhBOSRRddVD3PUaNGJUcffXSX6XvSPWPd8XABp6AedthhyQILLKDKwemR+Ezwvmh+vlN06RRBvLfzzz+fjb/uuuvUM8Nnh9Njd9111+SDDz6okeGej/Re4PToPffcM5lvvvmSeeedN9liiy2ULD4nOqUXp+d+97vfVWUvtNBCyamnnpqce+65Kj+cgkun2mJeOFW2T58+yWKLLZbsscceyTPPPOM1Rff6669n4zfccMNkwIABaro7YuLEiepdxd9bf0c4nfXiiy+upsGpz3jvQ4cOVXXHuhxxxBE1UxNDvrG83zWc8r3GGmuoqc34+yy11FLJ7373OzUt28Tbb7+d7L777uoesVycvo3TTv/5z38m3WKK7v8eTpIJz6c+MH07TCn1fZ4vvTosGTd+ROrjpVeHtcXzLOF/jSZC3R1oG0YHOtQy4OyFiIhmAWqA0EyAWqy8twWoJ+I3VhxwqQHUtE1+/X4Y0H/e9PlMnQYDl9pIzZRyOe23w/N84dVh0L9/eo+HqVMrsNIyn7T884zmmIiIFgFO5zXXFUFfBjTloJmgOxOQiDpvYJclfUQVFShBJ5QypW8HRBISEdEiwOmL6LuAs0LQHwF9mHBUhutXRERERDQjIgmJiGgR4MwQdJhEp0x0REXHUyQiOJ00IqJee8dEfINK8s2RJX07IPqERERERLQxqj4hL90OA/r3S5/P1OkwcIWtW96Hwfd5PvnfETBvBp+QaVMrsOayH7f884zrhEREREREREQ0BN3aHIMrI3700UdqLYFGr0QaERERUQ+g8hpXBcb1ZMz9ejIjmmNyRWdGx9TOFGkfeughtRDls88+qxbOw1WMcX0cBC78d8wxx6hNHnGDRtTW4Aq/uJ4PvkuNQrcmIUhA6EZuEREREe2A8ePHw0ILLZRfhpGE5IpKUlJHlvShwJVlccE+XAYftz4wgfs74UKB6KiOMrhJ4yGHHKIW/8MF+BqFbk1C9GqKuL5j37lr7ZsrcOlrvQa/K0xf6zBTRsdXGHkdngjhZjk0joZx6XzizX0GQsPAEUflbOlsci55CWmclkI+33JgPmUPuZJwTtOWmHBbmBleEq5LnvFlIS8unZmWC6d5mXJlIQ9apvmXytE8qTz310xjnlflygCluQeeK6XC3L8qrPRtXEePb8/1X8zETKtlqnIl3BCQ5Dn3L86YNsN0WlW5HqSyPWrPp8wGGHVZ1128IyK23HJLcXsK1HzgztcmcGVi3L0aV0zmdpSuB7o1CdEmmN64z4BSX/Fkw0Y6KkIYJRoVgWxULOc0Lc2nw5NcmJ2wRD5sMq4wfV5OSTrKgUSjXMcNnMo5kBYf0iGRC5esL/mwhaW9DiEjXB5muI100PxtZMNGTrgyfIgILb9DxycA5eSbv/pcX6u/JSO/yrd5dZTnniMJmXvgOabpMMPmyvUgBESRlrkkhCMl1QoKJKT6HuRtgm7ABnatjLzMMVOmTKkJ7927tzryADq94ns0aNAgaBS6NQkxUSmAgEgaCx8CYiMjUl6Q4domI8nZZCR5GifJSHI2+by0IaXAcsqW/EsC6bIRM9/8yuSc/m4hYWmuufvTnW6FOdd56DqY4dwzoOE0Dy4vrixbmOuv9TngFMoKL9clH+OGdJou9Sp3zQ8JC5XHv6UK+U0rxjOnLxz9YIvaXjWaY3JFJ5TVkT79N6AuB7iBJq4gnBW4G/dRRx2l9rlq5OybliAhkgmGdqo+5hlO80BJg8vEksb0Eko+0spI8aHEw5d02NrLouaGhxIWqY4cmfAhJT6aIk6OynOdOiUjlNSA49okFbTOUodvnpvvNiUSwNSnxKSh5dG8QshJR52ICBIDqQwkGhI50eQCiDyGV++FEJUO+sPXi4RENK3vzwCDJOShBUEnVdxRHZ2ccUPLRqKlSAhHQCopCIiPWSb0nBIZGpaHKSZv8uEiHnloRKQ0RaPaSWTUgHCaBFOGdspmZy113LTD9CEalFzYrsFBFMx7kepl5udTX1qmSTBoXhy5oZoX6d6KICKaNIh1rPDp1F+DXACTF5pfKHnB+BJHQOh13oiakFyRZHRMTeamRQKSp6ZCE5D33nsP7rvvvoavQdIyJKQRBEQyudBwFwHxJRd5ko80xCML6fBpO4vSjJgoedQnrQbERki4OK5uPmTEzNdFTmzXlJjQMjiS4HPO3YtkVjLTg6D9MO/ZRqTM9JyGxIeIaK2GCRsBMbUkXfInhMN2baap1oO+cLRByRuRhHT7Kbq+BOTNN9+E+++/H4YOHQqNRkuQkCwERCIIHAGRzCfSOSULNvMNCHHcta8MjaPnEsGgbVyImUaSc8n7pC1S82EjKCGkRIqX4ri8wUFGaFrOBMKlsWlFOPMMrXsl8JyrK5e3jWyEEBEzXN+nWQ+O+NXkkTi0GowJRpVlEgvjgZnaFU0uqtGM/4hplqlqQ6QHVQTiBna5ojMpqyN9eggG7pb91ltvVa/HjRsHL7zwAgwZMgRGjhwJP/7xj9U03dtvvx06Ozvh448/VnIY36tXL2gEWoKE0NG9LwEx07u0IlzeUpn62sybhvkSjjQExUY+iiAeoYQjpA3Noh0JcVCVyEAWs4xPnMtU40tGzHIkzYktfcVRb0oAfM45Mw8lK5WCiAj9y70L5nOqxjnMMjbtiEk+aDpqlqE+JqZZxiQoXcwy5ugmIoIA1/vYaKONqteHH364+jt27FjlzHrrrbeq65VWWqkmHWpFcPPLRqAlSIj+LiWywRERShKkMDMNzbte2g+OEEgmH1q2lE5KQ8NpnE88J+OS55BHW1vOoSyaR6fHFN1KYJyZZ9mzfmlMMNK1FMfVV9eVkhdJKyHdc8Ux0JdIBVeGDxHRMh0p/UM6UUnQw5L3nG/W+6DpapxQ9d+KPFumC0GhI4yiSEg0x+SKCpSg4t0CdUUlxRAMiYRtO7hm3CquJUgICKYT2kFnISCh5pdQ7YcPGakn+QglHly7aHvd07ajUp6llOWY6nspT5cmxOWcKsX5+k3QOnEdMgRe27QkJQ9tBqeN4LQcZvnm86TaGi1nliuRCS6O3p8tLfecXUREr44u+YfQGTJmui5hhpxOW0NUiN9IzcOPJKTboBl9QpoRLUFCXJqPvAkIRwgkApKVcNhIBHePZriULg3x8NF2pDG/5MXL0+QTOj2XSxNCSCSzTBoywnW4ScpZMq447t4oEZFIiZRnHkTEhGS+sv2l8lYi4piiy5pnmHS6MG2yoWlpmhJnlimKhERENAAtQUJsBKSSMwHRoJqWLOaXtNqPUM1HVlMM1/b5aEQ4OQ71aFvLnloVri6hGhCbA6rvNFYujBvN0/ureFxzWhAuTtLs2IhIKQUR4eI451IbqZDq40tERI3aXCEuD5t2hDqj6rz0NU1rpukynbfoDyRqQprMMTWBdkBLkJC0BAQyaEB8CEjeZIQjDlIaV5hveEhcVq1IiEwIuE7eJseZQGham3aCi5fiQrQglCxoMmIjQ7SDlciHLY7KceYZKp9GI+IiDD7rgXAmH2A0NRQV7vew+IeYGXXRdsyNkxYk05lwDqw6DSUoXVReRSCSkAJ8QtKbVCrRHNN94UtAtIyNvEDBBCSr9oMjCHmQj1Di4WOu8Y3jENLulgLLop0MjeNICZWViIUtzhXuE2arl83MouNd5hlg8jCJiIskUO2Izi8LEdF5SDL0Hin54OS5utnWD+HMM9zKqdJqqrZFzDgNSnW2jNmgRUS0AFqChJikgWoxICUBMdPReEpqdH6SPHcOnnES+eDifMmHD/EIiZNkpDBXPlmR5LBwmURMXKSExtvifMiIK8xWHncvHDEJ0YK4OnSOJHCEwYeI0HykPDgZ+nxd5IbKh6wfYmo+utSRSWdqOTqYtM4l3YsiIXEDu1xRybh3TKUwlVdzoSVICEdAJLJBCYRJOmhaLt689tF4pDXFSOTDRip8SUZRZhguzPUZNetnFtLO0045NK7ikLeFSWklMsKlt3XCvnJSGRIRcN0DlyeXhzmtuUgiIq2K6tpXhktnhnF7y9SkYZZ0L4yERHNMrog+IW1EQupJQCClxiNPAuKj+UhLPmj7ZotzyfuE2/IuCuYom4Pp+EnDbR2mSyshkQSJZHQxDVhMMpyWgoZzpIJqPrg4To6aL6RVW+k5F6bTm2XTcxDyMM1GNE2SgohIVvjE4h9ic0yl+8SovIjZJdQsExHRSmgJEpKWgEBOGpC8yAiVkfKxpc+DfNi0HlwbyHXYUgfv04bm3c6WPfOXyAntcHWYrZ6+ZpmsjqkVRsYkK5LZgyMVUpwkR8vm6hhCRCSyZCtbIhEcgTHrxaEiELzqtUFENKFwOaaaYabWo8vaIERG2mm3xnk1b0RNSO7mmHovVtYd0RIkhMIkIPqaIyBJExGQtNoPjjzkQT5CiQf3udjayjTtqM8nWUpRFmcCMOM4UkIJBggdd1GOqTbCwpEVSry5/HReZhwwctKCabQcqk3h/EVsa5Nw9+fjmMqRGZ+pvraFzCi4jeeq+VscU6vlMxoScWou2VOmMG1IJCG5ojMpqSNL+nZAS5AQqvEomoBweWchIzYCEkI2bDJSmC1ckpOupbbR1mbmzfVD8svDMZUjJLSz9yUdXLgU5iIn3DUlNlm0ILZzrn60w3cREfpcaJ047ZaLiHB5hMjbVlOVFjPjTDV0n5guMpLT6tx0xWlC4gZ2eaIzo2NqZ9SEdB9QAqJBSUkeBMTMO4SMSGloGTQ/n2ubjEuOyuZBPKQ20ueTKvKzk1bZ5GQ48kHDQwgJpx3xISO2MBc5odeUiHCdLkdiQs+l+3IREfM3ofdBw7p07ESuw8gvhIjodBSJxSwTOl1XkQhBQ6L9QCRtCJ0qHBHR3dESJISSDS6MEgBbmHktEYjQc2Dy12FpyQdHNFwkw0frkQSQjkoAkfAhGEUN8hBZ2u9KxvwpAbF1sma4LUzqoKVrTntA629LF3ou3TcthyMnPvfJkYgyQz4oETHraSNG1ueayLNbOA1Il6Xd5yaiGpKqjLDBnQov1BzTkS19RBWVpKyO9OkTaAe0DAmh15SAmHE2rYZ5bSMXHCGQwoskIFlMMfS5SeTDRTxCSUdoG5qmzS0H5FO21FlySqX5cZoOU4PBmVtoHXy0IGZ9Q00yXKfuchhNMpzTRc30c+TK8SEiku+Nr3lFgwujcTZiVZUVNrmriaMmFUIqqiLMrBhKYHS+xTqmRhKSF6I5po1ICBDCQUmFjqfhLhOMDrMRDUoGzHMubzPeZc6hcWadbDIc+TDD02g9uHbPZaqxpfWJywKffDltA43jSImNkEgEQUrLaQa4DthlkpGuaT4uMw/X+XIkAzw0CJSI0OdDzTBcHbi0JYfZxYeQhBAZkNKS1VQ5swy3hghdnt1Mq+6FmUVTTV+kJiQiogHo0coExCQZEpmQCIiUxiyT6/xtRMIMc5ltQq5tMlTORpqoLHftQzykNtLVdtaD91PfAV9iwpGStE6pZlrJb4SSCi7MZrqwpZFWW6Wdr03b4VoZlZZHyYSL+FCSYsaBB/mR7slFRCRIz7fDsiqqej50/xeQ1wExw6hTao0/SVGImpBcUck4w6UC7YGWISFcp0xJAVjCfAkIRzSkczNvM8xH45EnIeHk6Tkny8lx16GkI4RsZCEmpYD8Qh1SIaNTKqdhkcgIF2/WyVcrYpuFYpvGSzt8s47lnIkIR250Xelz5+pC1wnxcUaGANJSdixiRjUbJoEQTSyGKQfDTN8QdgGzoth6JCFNtk5IGdoBLUFCaCdLG1MdLmkzOPICKQiImYeWp/WideXKAI9rXxlOPg358CEeXFjSQO2HK2+zg+JIgURKuDCJkPhoRyR52tGb8ZKmxEVWuPT6/iXtDKcFoZ20RBpc03dd5hiJNOk0pkzoX5qnTV53zVxas9uWdsatyYvZO8YkKFUn1LkZ0X1lCtWGRETUGS1BQnRnTwmIjzlGIi95mGM4gpIHAfExvXDkg0trk5XyTkM8fMhGPdrWsqdWxIeUuDpHSi7Ag2BI5EWn4UiCKc9dS1oQTrsRQkT0vXJExDV916wDVy9KXECoK9VOmNdJCiIigdO+VMsTlnSnBIQzx1BTjg7jFjAzrwtB3MCuyfaOKUM7oGVISFoCIplIKKEIPad50zApPaS4NsO4OB/Nh488dx1COHzaz6LaWM6sIsn5amd88uJgmyHjI+troqHXttkyXIduptdyFc9zm0ZEylcy0Zhxiec9lizExrw3mkcpgLTUaEcYswwlIJw5pqZORpipDVF/GeJSjDkmQ8cXzTE1qEBJHVnStwNagoRQ+BAQTp5LC01OQDhSEWJ2CSUrVM4WZmsr07SjPuSglKI82jFxcdTcwoXZOkeXtsPXTBNiorFpQXQ5Ng2JpLHwWbCMkh1qegHP/Lk4eg/cPXHlmr8xF67rxpXNeUpQc1BNGXMrJM2c4TQkdNl2nXdHXZdtjyQkL0RNSBuRkMRCPDQosah4mGDMsDwJSAjBcJlyuHBOpgjy4Us8XG2mr+bBB0kOs2QkUuJDSHxnyPiSESrL1dVFPFzXtnVBIAUR0c+Dy5Pm7SIbVFNJTTom6DMM+SulB6F8lshxS7oz/iB0HREpjbRse0REK6ElqBanvQALKeFIipQWMhCQSiABMUkRlTXjzfQ0H0nGlJNkOXkpDU1H03BhNL2Zj0sm6+FTBqS4J5peyivt78DJgkWGu/Z572gcTSe959w5921w8ZwMJ8flQevoIp9cO8DlKcVJbYmZt4ojkXRxMarJ0PE0TMuacWZ4oRvYZTkC8eGHH8Juu+0GQ4cOhb59+8Lyyy8PzzzzTDU+SRI47rjjYOTIkSp+0003hTfffBO602JlWY52QEvepdRYSA2rT8NJ86bnUoMdQkCkOHptHlIH5erIXOQjpHPl6kXzoOlDCAMHieRI8CnLh5TYwrjn5fuc6bkka/6Vnnklx/cPAokIlbPF03xtclwcR0TMa470mPVxtRFSeludVR5zyUMikA2TXFCCoq8pMTHlizPHzHVMTX2EOaZ++eWXsO6660LPnj3hzjvvhFdffRXOPPNMGDx4cFXmjDPOgHPPPRcuvPBCePLJJ6Ffv36wxRZbwIwZM6DZUUlKmY92QEuYY2yNhhnGjcBcBMOnoU1LQHwIB3ctdUqcjEtOkuWuucacQiIRLnJR0ykvNAoq8w+D0sxZUH7rf1CaNdMrrS+omp2C8/nQ4bQs03yirxMPU43LTGObquvjK5KXXwhXrimrw/U5l9bXV8Qs2yyD5k3jTCQZzTJSsy+VT++HrqTKTdlV6YSVVs00km9Is2PKlCk1171791YHxemnnw6jRo2Cyy+/vBq26KKL1mhBzjnnHDjmmGNg2223VWFXXXUVDB8+HG6++WbYeeedC72PiPqgJTQhXCdLSQkdeUpEhaY14znZehCQigcBkWRccpXAUTx3zWkPJK2Cmd48VPgCC8LMg38JMw84DGbvuCvM+r89YcZvToBZm2wBlVKpS54+BwepfFfduTDbs5HSu34HTtaUk35XSElsXe8nVzdaZ+6cy1+Kp+HSoILGmXVxEV3zHmzxZn70Lwf6m1TzYtb0MDUZkjaEk62Ja3JzDBKLgQMHVo9TTz2VLe7WW2+F1VZbDXbYYQcYNmwYrLzyynDJJZdU48eNGwcff/yxMsFoYH5rrrkmPP7449DsqGQ0xVRao3tuD00IMKRAalwlsuEiIFwjayMgvo29TxwXTuNtMpIclfGR52S5aymdJI+aj1n7HQjQs2dtRK9e0LnJ5gB9ekPHHbeCC/Sz9emYpCmzOj+ah211VJ2GXkNODqmcc6cGvQdO6wEeGhJOC+KzuipXRzNPTmNi09CYcvSvGSfdI62L718uPV2sjLs/8NSGcLNjuMXKqs9h7kU1rlASksEEMJeEjB8/HgYMGFAN5rQgiHfeeQcuuOACOPzww+HXv/41PP3003DwwQdDr169YOzYsYqAIFDzYQKvdVxr76JbhnZAS5AQk1xwIy0qo69tBEOnpZ10ngTEd9TqIiAcqbCRFDM+hHxkIR4uMjB70+8B9OhRuxWpRqkEnetuAOVHH4bSpC+t+fi0zy6iIs2cMU0QaQgJZ3YJISPUrGHmKclI5hlKKmzkg8vDNr1WPyOuo+by1vmqfViY+6f5mfmayIuISNNxpTQikUr4xchc5hhpczu9nHuzAwmISUIkVCoVpQk55ZRT1DVqQl555RXl/4EkJKI90BJUixv5U7WqRCa4MEkbAjkQEI4MgeWa1t9GUHy1JKacKWvmSQkLfX70eUhpODV1hRydvXpDstwKAB2WfSuSBDpXWrVLvq6DAy2fexeSwPu0PRua3vU70LRUjv5WVMYM93nPXARZSsPV2UbkpUEC9/2a3670rZp/XSSXlmUDfc7cgIWrDxdXyWCOoTvmVglNi8yOwRkvyyyzTE3Y0ksvDe+//746HzFihPo7ceLEGhm81nHNjE4oZT7aAS1BQrhOm20QBDKSBDSiNgJi5sGldXUEZmPGleXTAXEykhyNt3WwtFN2EY+gDn+eeXgNiAlsefv3h1D4EhRfUsLJmzI0jSlL0wKThsb7kEzuXeHuSXr/ICci4iIfvt8ifc4SCaDfPCUO9NqWp0RspPfBRpBoOnM2DCUg1ToRGW6mTPWvD5PqBiQEZ8a88cYbNWH/+9//YPTo0VUnVSQb9957b43TK86SWXvttaG7mGOyHO2AljDH0MaDhtM4Tp42Klw87XBDSYd5bpPjSIMt3ibjkgNPeU6Oi+dkbLIKX00H6Oy0a0LKZUimTBbz9oGPvwi3R4yZ1kzDrd5J4xPHiqouE42P6UXHaXl6P2Z4nqYZ83nQurhWUuXC6O9Cw7k8zLpQOfPafEYdTF7cszOReNbXvH8VZ/iGVOWNDKS9ZUxTDMJM3yo47LDDYJ111lHmmB133BGeeuopuPjii9WBKJVKcOihh8LJJ58MY8aMUaTk2GOPhQUWWAC22267Rlc/Iie0BAmhkEZ+oaMymp+O8yEdrpElVy8qz8lK8TYZSS5P8sGRA9uArUZ+1iyAl18EWH5FKxEpPf+sNU+X8rISSEx8fUOkpcRt5ELLFT1Nl+aj8/JdQRU8SQl3b5wPCTj8Ryhh4jp2Mw8uHa0/fS844iLla4bZZOlba96Tup57I/p+SsQPRFpFVW9kV7OnTFLkBnalum1gt/rqq8NNN90ERx99NJx44omKZOCU3F133bUqc+SRR8L06dNhv/32g0mTJsF6660Hd911F/Tp0weaHfg0sphUOqE90BIkhKpHTRJg/k2rDaEExKXNSEtGOIJh02yEaEg4OSk/Ks/F2fJxyXFpSvfcBcmSS6vZMCwRefA+gCmTLTnZSU8es2K4NJz2Q4oPJSO2erqcVn0cVsFCRCADEYEUWhCOiNBZOJwDrNTpU0LI5eH717wf7q92qJXKtW1uRzey00RDkxEdB4ZsseaYjOkDsfXWW6tDAmpDkKDg0d0QZ8e0EQmhBEQiJ1Sey4OmNa8ls0ZeBCQNuQiRoec+mpKQOBNSWybJlz7/DODCcyHZfkeA0d8uWARffw1w/z0AD9+fqX3kPmeus9egRIKm4cw2UmechYyEaDx0eTQf8/5snT8lIjbCYSMiHJnQz84WZj5jH7LBkQUJ5rfn0lpwoL9Rh2d6rkxFSDzMMRxxcd5oNyMhrYy4gV0bkRAKqrEwwyXNB0ceXNcc0SiagNg0GzYZTs4mGxInyUhyovwnEwEu/BPAsOEA8w8HwJVSx70NMCd74xZqirERDSrrIhy2OI5gAEMMdJkSkZDK4mRCiAhY6iXJ0GtJlsvLVq75/M3fwJYeGDIjyXN18yFDFDbfEG1iodNyxU3tjDj1+xWpCYmIaABagoSYWhD6fbq0ITbyQMmBpFHgiAYNN+uTlYDQeJuMS84mQ8Nd6SQZmyybFskIHjmDc2Ck4Do5X0LiS0bMdBzBsBEIjojQsrQs19EmKYiIj78I54dB6+ajBaF50nD6bKT05uJi5m9lIz5Uw2HC/LZdphopnc6bajRM04y0hoj2DSkUUROSKxIoQSWDT0jSJlN0W4KEUFDths3MwoVpAsLFpznXefqQiFAC4mt+8dF+ZCEfvpoRm3yeWg3fMm3ExJeQhJKREK0IlQ1xWpX8MUKICASQEhcRMZ+lrROXSIpLm0Hvkft9zfI4hJITlzakxmxjaEPMVVRNM4wmI5SYVM02RTqmRhKSK6I5po1IiKm1kLQRVEuSWMLMa6nz5oiGFC7Vh5aRloDYTDRc/WzxNnLhq/UI0Y640vnCN63LBOPSephpQsgIF8cRDChoZgw3UvdxVrWREts5vbaVY5v1YtNGcOCeNacNoc/VRkykvHy0IWa6mnAjgF0xlZIPw4zTJgPkiDZBS5AQDi4zDFjCTEJD4zni4go361NPApJF+xGiFeFkJDmbvA0hg79SRi2KTethynPmDy5eiqMdNGd2MeN9tBS+RMRGYtJM0eXOzdkt5jO2aTxs03Z9puhyxC8EUr4+aVzhFcueMibpAMFnRMcVtnR7BafoZkwfUUUlKakjS/p2QEuQEKoFocSD03xUhDCJkNA0Ok9JhjunYT4Ew6bZkNJzMlz+vuFcHI2XZDg5nzRZ4JsnRzBsREOnsRES1xTdSkC4VGZeU3RtRAQyEBFwTLP1naILHvXS4NLTNCBcVzz+lnLc3E5N6SUVohvYSWYataJqER9N1RyTIfNIQmqgd8PNkr4d0BIkxCQgNJwjJZRo6DDa6dI0NG8f0pGFgND0Nk2LD0mR8rWFu+JovE1OkuWQ52DPZv9v1BRd33BfrQhV+9eLiEgynImGEhEdT0kFpxmhz58jES6YJCAUrjqZz65mOi5HmIwXj9OGmHHUTFMXB9WIiDqiJUiICard4OI0OIJimkhoGk5zApbzJCMBqQQSEBuB4dLZZF1xNF6S4eR80uQJqQwfMwx4aD5MOSleiqt4mGh8fUAgJREBS1zozBiOXHDPSiIyNkJiIxsubYZZvo3I2NLTOum0LsLC3icz60WHSWuHaC1J1IR0D0RzTBuREIl4mCRDIhZUVrq2mTBc5zYiYCMgNA1HCkI1KKFaEVccjbfJSbJZ5Hxg67gkORchydMvxKYVoWEujQZN60tEXHG0vpK2w2ai4TpvTrtgIwC0Q9d5uZprqikKhfRMXPXlND2mtoSuiNqlXGKaKRSRhOSKCpTVkSV9O6Dl7pLTbtA4DS1X8dCWcHlLJEUiAqEEhNOe+KavBNSFC3fF0XhTRpKTfhPuyBO+ZUhx3H1JclK87bma4RBARjmSmxfRlb4Jl5aQuxfbACHtQILClOH+cnma339IerM8WzvDPYPqc57roFqTJ9lFl9tl19xdNyKiFdASmhCpsZAaEq5Bo52MrVHV8TQvek5lQwkIVxak6FhcdbGFu+JovE3OFu6TZ1qUPOtCR6tcuKmV4OSkeCnOxyeEC+O0Flom1FlVytusI60vF26eSxoTKs9pCnz9L+jzLfKd4urJxXFLulPU3H/FCGMyp+uFFAq1gV2GpxTZUQ06k5I6sqRvB7QECTFhGzVxxILKSiM0Lm/byI/mJWkkzL8cQUlDQNKMrmm4K47GSzK2cC6PIiCVQT9xiXhw4ZRQFO0TwoVRomHebwgRkfKm6UJ9QmzOp5Q80LLMe5HiTFAZ6a9UNnik435nLt51v9XnRV5Ml08InlPtSf7mmAxsp9DKdT9En5A2Mse4NB4SsaAkgdNqUAJi5k3DEwcB0WWaYWZdzDpxBISLlwgILYuTs5EVLh8zjsZz5M6WlpZvk8nr8CnLdQ80zPU8XM8y9Lfi3h/XO0TfS5qeqzMw6RLPc9u3wT0PjszS742Lo/dmytjS0LLNZyChEtDOcHEmat4zxsTCmWFoeHEkJOMRUUUydxfdtEeSYsXUhx56CLbZZhtYYIEF1A7EN998M6lTAscddxyMHDkS+vbtC5tuuim8+eab0Ei0BAmh4IiHrXGTCIYZz8nScy69i4DQNBxx4eLpfXFpXGVw9fIhJjSdLSwtCSgCPmVJ8T73m4bYcQQDPMPoe0nrZoa7iIiUzlYHn/LpuZal+XPfLO3YbfdICY2UhqsrjbORCtt9cPnQa/M3UPkbGWh/ECVv8QmJCocICdOnT4cVV1wRzjvvPDb+jDPOgHPPPRcuvPBCePLJJ6Ffv36wxRZbwIwZM6BRaAlzTJKCeNBRGTDnthENdx7SufiQExsBkTok347MN9wVZ2ugQ8J98swCyZZvQlqTwjY7hgtLBJ8QLs41U8YWRs01icWHw7XOiBQHljrQMpOAabvcNTjCaRw1Kdngs46HVCYtl8sDhLhECKt5p8h0XW7Z9rr4hERzTK7ohJI6sqRHTJkyBUz07t1bHRy23HJLdXBALcg555wDxxxzDGy77bYq7KqrroLhw4crjcnOO+8MjUBLakJsIyDuM3GRDSmenptpaN50lEbTQI4ExGd0Lcn6jN7pvVF5+uxt2ocKcxQBn3JC6u96HiFaETOcytvCOBmap+2dsBFWn3q5tB3muS1ep5fkbHFUjtNiSL+n1Ba40kOKOFomez+GlsM0w5hxNDxXRHNMrkAfX+0Xku4AhVGjRsHAgQOrx6mnnpqqPuPGjYOPP/5YmWA0ML8111wTHn/8cWgUGkpCOjs74dhjj4VFF11U2acWW2wxOOmkkxRjC4GPFoQ2pFzD5Kv50PE+RIPK+pAM7v6k9DZC40tKuHCX9sMmb4Zxz82HcFRyOmywyboIifQsuGfjirORQi4Pmta8tr0PXLyLHEuEmsvTRU44MsF1xhLp4OIkIsAhRNZVLggEiEtnC6sI03Wr8UURjohug/Hjx8PkyZOrx9FHH50qHyQgCNR8mMBrHdd25pjTTz8dLrjgArjyyith2WWXhWeeeQb23HNPxc4OPvjgVHm6GjCuAUyj+dCyppyrc6Gyrg5EKs/VEbnC0oRz19IokMKHDBSFSgD71rKceYBb8dMMo2nNa042xDzDmUZsphka7ooHIY6rP01j5m3G2cwyNJ4+LyrXIeRBYX673AwXadqx9LvpsqVybOYXMy6xTFeuybfCL1BmmmRMU00xG9hl+BoLW8q1e0I7mGZJjxgwYIA6WhUNJSGPPfaYsk1ttdVW6nqRRRaBv//97/DUU0/lQjwkVa40Qg8d0fmMYnU4zdOHgND0tjAfGTPMN9wmZwuTmjLfJi7P5qzkWQ/aEdFws05cZ8KtimrrzH3CfX1CaCceQkRo3j7EiN6j77RdqTOWlnSn9aGdPEcyJOi0IXvHcOVxMvreweETwpE1YKbrSnvHFDpNV5lUMkwLjSSkBhUoqSNL+jwxYsQI9XfixIlqdowGXq+00krQluaYddZZB+6991743//+p65ffPFFeOSRR0THmpkzZyonHfOg4LQbGjScIyg2MmIjJpKmI7HEuwgIR5bqSUAqFjmpfjSNGSa1nQlz5Anf/KV6cmFcPvQ5hrwrUrgtjJPxfa9ceVPCLKVJHFo7mpcUpq85OSkPE7p8Mx/bIESS59JLZUntDBfnamdUmDH7hVtNVctERKQBuj0gEcE+VwP7UJwls/baa0NbakJ+9atfqYew1FJLQUdHh/IR+d3vfge77rorK48OOSeccEKXcK6B9NGQ2MJ8G9WKZ7gU5uoozPrkQUBspMKn03Sl8wkPIRlZCIlLdW+TpaN9KYyO5Ok1pyWgcpy2wZS3hbmufTQiUhxXZ1c4N9Kn55LmxFcDwcUVuayTS4NiqwNNx31LooaFzIxBAlLViBSBqAnp9iumTps2Dd56660aZ9QXXngBhgwZAgsvvDAceuihcPLJJ8OYMWMUKUGfTFxTZLvttoO2JCH/+Mc/4Oqrr4ZrrrlG+YTgw8KHhA9l7NixXeTRIefwww+vXiOBQc9hEEZtJrhwiYzQdNy5eZ0EjGKlkRWXLqkTAbHdo0TEJPksxKMIDQhFyUOWm5ILFj8CnZ6aFDh/B5rWJAk63EVEaBlpiYgJLk6qh/mMJMJB09vqT+tBn61Ph23KSPck/TXLtZlqOPJjkgyzPeFIkzQ1uHo9t/LVFVPr7hMSSUgz+oSEAP0qN9poo+q17i+xP73iiivgyCOPVGuJ7LfffjBp0iRYb7314K677oI+ffpAW5KQI444QmlD9Pzk5ZdfHt577z2l8eBIiG1+NIVLVWoLc3XEPp25r8obmpSAhGo/OPJha5KyNlccOfCBSwNiynAdpE0zkkUrkkb7kYaI0Pt0xZnl03IlbYRNG+KKL2XQhtjK9EUS4KBK0/hoQcxnxWlQtLaDnqv0cxNEk0yEhA033NA6uxRXUT3xxBPV0SxoKAn56quvoEx2bUKzTCXwK9OEgyMeFYcWxGVyMRslF+GQwm3kRNdPivO5tsn41lWSqTf5SNO++qQpB2pApDhupOtDRpqBiJj5+Mbp+3DVVYdz9+ciJ3lrQ2xpOM2FD3GxESJbWk4L4ronJBslRgtSOHRhqdPnWJdWcUzNsncMFGlkbB40lITgGvfoA4K2KjTHPP/883DWWWfBXnvtlSnfEC2IlrelpfFpOnoXOZHgIxtKQNJoP1zPjUvvCpfyLQJcOeUUhMRFRnzMEXSUnQcR8YHNLOMTB57h3L3b4tNqQ0xI2hDpd5by8knPydJwmq4L0WDSu0wyWgtSWF9vNm5p00dUkWScHZNEElI8/vSnPynHmJ///OfwySefKF+Qn/70p2qDnRD4aEFsJhUuzKYlMa/NdBVLuA6jRMClBeFkuDAfGSlfKuMiYRQS4cvSTuXZntk6EUlOIiQSGdHpbVoRyTxjpuG0D1IYJ+PShkhkwxUHHuH6fs0yOU2DSxtifjuSxkGqi4Q0GhRbubY4iVyZYVoz4qqTuWYINc/kjkhCckXcRbcbkJD+/furtezxyAuaCEgjd5vJRYdJaeg36qMJscm6CIhLc2PTkuRBQCopNB9Jirap0gRaEFNO0pDYyIhrFJ2kNM/YOj1JJpSImOVRDYV5v1wa/Qzo/fpqPjhtSdrFyny1IRKRkeRdZVFTi/ndSmTD9p2UyF4yXWbG1MM0ExFRJ7TEBnYSOC2IDudkaTqfTtsV7ktObBoNWzyXf94EpAjyEUo8QlTQPuMHqsHwifMhIxIhSENEaB4cQZCIhi8RkfJ3ERTpvmzkgtaZe0amjOu+Q7UhaUDJRNZ3k3s/pPxtJplCEDUh3X52THdES5AQkzTYzAA+WhBbh5uWiPiSE4lgFEFAJJIjyXNy3DWXxhXuyi8UUh6lDITEh4xI/iJpiYiNKNi0JtK1dO82/xB9HyEEhOYtlSORB6m+XB4cpEGHqbmQtCHSc+JIj61upcBVWmveC3IDhZthqgVFEpInojmmjUhIyLfk0oKAQ3NialZCSIlJcCQiwMFmcsmDgPiaX3y0H2nIRx6kwxe0LKmjCyEjEhHRaSQiosvPi4j4wKYNofcQSjpsz8JWDq2bpCkINcWY+fiSnNrBSQk+HbIsfDBsdZjeZ37o2TkTFvj8JVj006eh7+xpXe5fyofzlTHTik64xCSjtSJoqqnnNxMRUTRagoRQk4YZLmk3XGEVzw6adtQ2TYetzjYtB5fOR74oApKVfIQ0olkaXB9nRUnWRkZsWhGbeYbmmeRIRLKYZWjHnYWA2LRAodoQ7nfRcb4ajDSolMrw38V2gs8HL1WdLzu7Zz94a4H14b3ha8A6r18Bg7+e+K28hYxwWhAzjDNXmairD0jUhLT03jHNipYxOpmdP/cthJARLl9bnG84zU+SD73m6s8REE6Ok81KQGy/gY1UJMyRBSH5SfHcvXBhvuYt7tolz+Wf1/uSpk4+4fTaR5Omw2zk1dXPURlzIKIHFra/iPEj1oPPBy3xzYXpHYpkpKM3PDVmF+iEEvstZGlnpAGF6QNS2JLtuuCsR0QXc0yWox3QMiTEt1Px1YKYkLQd+toVrvOgnQHXSKchJDatiBnHlSvdN31+9Jq2OVI7ZCMAeRIOX7jKlOJ8yIjtmXHPi8pQeZ/fN/S94eK494ELq3i877Z7NWVpvPRdmgSCy4MjEVwZvqhAGT4YvmYt+TBR6oCvew+GTwYuzt4brbtUZ51WIm7oF2KSD725nTqv18cSEVEHtIQ5RmrEbHGukZmtkQVLnK2DMMOkUQ8HH1mfzsZWV98RrfSMpfr4hvvkmRa+Tow+JgFdL8lvQaezOa36OqxyslycWQ/XqIKm5+pmxknPRfJ9yTpTRpLziXPdt/6dbE6iM3oPhNk957XmVap0wuf9R8PIyW92qRO3R4yrTOv9ci9cUciqzYiakBpEx9Q2IiEmuNGFho/61KUFkfKzyXH5ho5euXI5kiHlbauvVHcb8cqbfBTZftG8bc6EWckI53yaFxHh7oub/SIRDRuRcZVHCQpkmCmjZUOIlE9fTMmA5DNik+syNUUsLHESJW7fmA4PXxGOuChHVT091zXVJi0iCckVkYT4oaXNMTbNCCfPndPrSo5aEFovLp3vtRnmIgdFEBCXeYODfpb1brtc5druhcvLdp1VC2XG237zkPck9L6kd9mXhLveJWqmMOWk38KUT2t64dBr1mToPXOSlYwk5Q6Yf8o7zrykd8j8TazvC8lAm2cK9QuJiKgzWoKE6I9Z6nylBo6CdgxFaEFCOgdbXX1kkjoSEK7sJAPxSHI8bLDVh0vPhRVFRHw1XCGwadtsYVwe3LXt2YR8hzbiKj1DF3zICrqbLvTxY7jdKB+fdMK8X02EoVPHdakTV2+f38lK1A1fkLo2pGmOtC9liyI6prYRCQkZeVNZV4dqa/DSaEFs9XIRFNdo15ZWkqOyrk7E53nZyIeEEOIQCt+8Q8kITZsnEaGyPnGh11xeIe+0TV5KDynCpPw5mN+0RA5ouPkXscAnT8HIT56pko5vMkY2kEDvWVNhtTevqb4TPiTK57sx749tl+qhBclCQHxGFm2GxJimm+ZIoD3Qcj4hGhIxl4iHrTPgGjZOlgv31YLk0aH45Gurs2+HQmW5ay6NS94XlYxsOkm5YJnPmiBmOnqddrVUfa7jTHka57oOdVI15bh4aa0R+lxs/iBcWk7O26+D1DUE3/ymCSz+3m0w7IuXYML8q8FXarGyGTDii1dgwc9fgl6VWUyarpD8Qjh/IC5NxeYXUgSyEolIQmoQfULaSBNi0wbSUY7vKMylXfQhIjZZ26hUSm+T9R1FZyUgPloBW119NR2hg620gzObhkRK79L++GoEXBoR23OVRuAuuLRttnqFlMPJhnyHrt85DUK0bNj8D5r6Hizzzg2wxqsXwqpvXAELffoMlAkBMevle39SWrbOZKpuK+G3v/0tlEqlmmOppZaqxs+YMQMOOOAAGDp0KMw777zwox/9CCZO/HaRuIjWQEuQEN8GjFOhu9TqaToXmxbEVi9fgpJ4lOMiBmkJiFQXn47bxxRShFbXN+8QMuLqXLISERrvUt9zaVxaNFdePu+Vrf5pyExW7Zn5TXOmFi1jhpt/feBKQ8vj2iTXb93lOc9NUCghqeRwBGLZZZeFCRMmVI9HHnmkGnfYYYfBbbfdBtdffz08+OCD8NFHH8H2228P3QXRJ6TNzTESGenSUJbKMKffIDXkKE2fpFKGaAJ8RtqQwpQS0oHQsnw7tiwExFf7EdpZ1wMVj6m6tg3UTDnfJdsh0FxA05ppbHGSLFcelw+XHydHn6FUPpdeX3Nrjdj2k5GmTptmDludfUDLzJJX4vn+SDJd5M3KFYGsI4AUaXv06AEjRozoEj558mS49NJL4ZprroGNN95YhV1++eWw9NJLwxNPPAFrrbUWNDuiOaaNSIirY+ZGaJ2lMny13Ibw1TLfhco8A1R4eeoX0PuVB6Dn6492ydd3JOOrBfEhFTbQclykgJNzaSYkOZf2yJV/aFuV5hn5fL5mPVz+H2YaXwIgyVM5SZ4jEJRc2IiOdM+cr0iIb4h0H1rel5yY+YdsMmeWkZYghMK2PEdoHcy8fH6vopYFKQpTpkypue7du7c6OLz55puwwAILQJ8+fWDttdeGU089FRZeeGF49tlnYfbs2bDppptWZdFUg3GPP/54tyAhEW1mjtEaCp8OMSmVYPJGu8O0Vb8Plb79q+GVeQfB12tvD1+v/SNWWyHabQPCfQiJ77VN88AREBsqORKQELOGlNY80iA0D6luXHpO1tdM4fN+hmqUfN+XULhMM7Zw7tr1zCQ5nzS29JL5hIb7vpvSu8LlU0lR5y7PKe1HEIpKDgcAjBo1CgYOHFg9kFhwWHPNNeGKK66Au+66Cy644AIYN24cfPe734WpU6fCxx9/DL169YJBgwbVpBk+fLiK6w6I5pg20oSEmGIwbsboFWDm6OW7CszdL2L2UutAz3eeh46J76RqgKWyuXrmgTQajaRAAmKrA4d6tLG0DNsoW1oF06UV8dWISNoFTt6meQkdgdtMNL55+mpJXBoayTTB5dNh0ZiYMGU4E41Zlu139n2uiUVTQeNovtIAhXsX1L1VADq6yYqp48ePhwEDvtEuIyQtyJZbblk9X2GFFRQpGT16NPzjH/+Avn37QndHkpTUkSV9O6BlNCEczIbNxPSl1rF7eFU6YdaSa7N5qeiAcK7j99Fg+GpBbPnXk4D4agyofCgBcQzCvGErP1QrQmUgw7P20ZRxcaHaNFf+XL1933t67fsuSc/S9htxGo68oPN15R1StllXrt62d6Euzqk5AAmIeUgkhAK1HksssQS89dZbyk9k1qxZMGkS+ul9C5wdw/mQRHRftAQJMdWk4NHAzRk0/JsJ9xLKHVAZPMLasaXVgqRRlfs0cr4NYVEEhMJFPlxIQzTSEpM0ZITK2eIhxTPn8jXlsna6PqREik9bNvc8pfyzvj9S2rT9t0l6pPi0z8qVb91QyeHIgGnTpsHbb78NI0eOhFVXXRV69uwJ9957bzX+jTfegPfff1/5jnQHZFmorDL3aAe0nDnG1YAhyrNnQqfhC9JVsAKlWV8Hd840PJQYuAiKTQsiybjk6k1AbCiiwaV5+poaQp1RqYxVtZ6iHrY66Dj9VzK72Mp13aOU1gy33afvPYXW0SVDn42ui45L4+BqtjEdAffEmZnAYnriZJNuYI7xxS9/+UvYZpttlAkGp98ef/zx0NHRAbvssovyJdl7773h8MMPhyFDhiiNykEHHaQISHdxSo2zY9qUhGjYRhZ93nkOpq+wqUUbUoIe415g85K+M1e4r1kmixbENWoPHUGGEpBmIh+usmwzVkDoMGm6LESES8PJm/GUVKSFjZRwcRIZsZEUFwGRnp1tGq6vP4gtPxcoaXH1+bZ2RppxZUtrPv+a1VaLsDc1GB988IEiHJ9//jnMP//8sN5666npt3iOOPvss6FcLqtFymbOnAlbbLEFnH/++Y2udkTOaFkSYuvc+rz+GHy19LqQ9OyjTC+1iTqh9PVU6PnWs14qUptt3Lc+WbQgoWp8Gi/VuR4EpK6q5pzWCnHJ+RIRjlxI5dpG6aHakCz36qqnb362Z8TJSR26+RsWOWb0uR9f5QTVoNjSWp1Ti0AWe5VOH4Brr73WGo/Tds877zx1dEdEx9Q28wkx/7q+q46vp8LAOy+A8ldz57NXOr858IFM+RTm+dd5kMyZ6W2mcJEPG1HIa4DjIh7NREBCtL5JhsMHtrpIzy/t86CyrmdQxHtjI7s2rR2XB3dtexbct5iGvGb5ZpKC+mcpPqu2s64KkEoOR0QVcYpum2lCqKbA9TH3+HICDPrnKTBzoaVhzvBFlL6zY8Jb0PHRm0qaa5ArBRMDl29IiBYkixmGy0/Ky/ceJVnftGlA83KNZrMsWhbqD8GVX7Q2JBQ+9+BrkrHV21ZuSBxIG78JGhWqTfHRaPjcUxdTiiNPWmfuG6vLaDErkYgkpAZRE9JmJMR3VGJ+4KWkAr3G/xd6jP9vNZ1Lk5GHKSZkNOvzXacZeftoQfIiIGlG/EWg5rcXZKQGP8mRiISYZWzl+ppRaP249L6ERbon17PwMVvpsKLXCbHlZaZzkRJqWuHyoSujlhxkhd4vfQ6FOqZGRDQALUlC0ozI06rJQ2R91K4SQfEhLr7kppKhflwetvS+BKnesHXgNq1IKBGR0ts6cAk+2hAq60MuuDiprj51ceXvqzGxETEdb6YvYtzIkYWs+dmuTXQhKUnteiG5I2pCckWS0aSSRE1Ia4BqP9KmCzUlVAr+bjmbfh714eSbgYCE1D9kqmWoViS0Qw5VpYeW6dIwUNhIiUuzEmKSCSVYFFnuo94IJSqSlkPKu15dEZKbLASnMHLUTaE06xlGWgm0Bxr9/eYCTRhs34DLtCCFSaiHKYZLn0YmqxnGhRACIpm8uPTmEYLQtLY6+RIuW3zoM7e9I3m3877vax514J5z6HeYZCw/a91dxNqnnZHSpomLiOjuaDlNSKhJgTYatkbEJRtSF06Odj5SXWxaECqTV900KhkJiAtFDKYk84rvqNNHaxBilkkDHzMP1Q6E+I6kMcnQcNsz4PLPQ0vEIfFYrMy89n0/fOuRZLzPemo/TODU3yzTf5t9Ofl6A1c8xX9Z0rcDWkITQpHHSD4ULk1CkaPaNFqQNFqdIglIVnO0D3zKyKIR8SWwWbUhtjrZ4CK5rvJ84n3lpLpnIbCmJiKtGTYUIfcRomGS3q0iO3ptjslyNBtwGfhjjjlGLYr2ySefqLA777wT/vvfbyYj1GN2TJajHdCSJAQsqtM0pg3aOISYLkLV7LSDoOE+mp6QjsT3XtISEJf5pR7kI7TMPImIFJemgwwhD9L74wufDtP3fnzfHe4ebCYQ83nkSegT5m8auExNrnipHWrGzr4Z8eCDD8Lyyy8PTz75JNx4441qbxrEiy++qJaIj2gOtCwJCW0EXbZqX98CWxl5gnYyNhmXHIdQH5HQUXXajiOxHKGw1SGEiNjgO4K35Z+1g7fJm2nSaolo/UPJVtrfLm3avFH0t1Vvc0yWo5nwq1/9Ck4++WS4++67oVevXtXwjTfeWC0PXzTiYmVt5BNi0wCEdCYhDXolJ1NMXo1oGjV52sYwDUFLK59kkPX9hCWbva9t3uUfIpXlyt/mpxHqZyDVOY0vSFqfBV2Wz7Py8YGpJ3z2kOFkXOl02rTl5olWmx3z8ssvwzXXXNMlfNiwYfDZZ58VXj7OjMk0OyaBtkDLaEJcmoG8/T58EDqqzWKKseWf5+jdl4Bk0SRk0W5w+fgg5D7S/q5FaUMkGR9tGWTUpNm0Hml/vxCzoC9cphVffyGbeUjL+IRx5XPnvukjumLQoEEwYcKELuHPP/88LLjggg2pU0QLkxAfcDZWV6daRIOYNZ9QUwwHH6fJNHXj8gjJq4gG15eMZCUivvF5Dxjz6LTqZT4smszRfDnSQP090pqDsmhZmxGtZo7Zeeed4aijjoKPP/4YSqUSVCoVePTRR+GXv/wl7L777oWXHx1T25iENGLk4PIHSTu6DS07D7ks6dMSkDw0H5BDGVk0aWk60DTvjU+crSybKTCtX0hR+fjmx+Vbjz7R53flwlztgaRVKlJFX0kykpAmU9mccsopsNRSS8GoUaOUU+oyyywD66+/PqyzzjpqxkzRiCSkjXxCsnYmLjVyllkNSQN9IkLLCk3rOwLPu0PKijS+GFw6l19GFr8Nm69GPXwiXH4htI5ZfTgSy1oiPj4R+h0L2TTQVY+sfjeuuqf1ISkKreYTgs6ol1xyCRx33HHKPwSJyMorrwxjxoypS/noWFrKQCQqkYR0fxSlLvUhJXn5g0jxvvWzlUVl8/AFCalLIwdOaYmIS863Mw5xUIUM9fDpUNN0tlnq7EvmXKRLd9hFk7I8iQHNK/SbU79lk3X2zQ7UhODR2dmpyMiXX34JgwcPbnS1IlrZHAMF2Miz+BQUAZ/ZNVk0OHk4sxZBQCqWIxT18J0o+jmG+oNk8bnwdU7N8t75Iik4/xDk6fjdSLTaYmWHHnooXHrppeocCcgGG2wAq6yyiiIkDzzwQN1mx2Q52gEtQULS2M2zahSy+A6E1qMov5A0dvaQdL75ueBLNNIQEl8S5yrXN880+XN5Z22f8tBk5YE032eT9XWFmj3rOrBpMcfUf/7zn7Diiiuq89tuuw3eeecdeP311+Gwww6D3/zmN4WX/w2RyOITAk0JXHn24YcfVodehRbanYTk9TGn/YbSjCCz+nrkjSwOfXn7oph5VOqQNpSIJHVyZGyUY2VRPjxZfs+8kOUbT/NcmrQfaQvgWiAjRoxQ5//6179gxx13hCWWWAL22msvZZaJCMPUqVPh//7v/9T0ZtQq4YHnu+22G0yePBmg3UlIPdSz9XJKzVt7k+czqZcWJK/OKg8ikrWcSjd4b1z1SDM7qAhSn4UApTU30fJDSatvvlnqlQdazRwzfPhwePXVV5Up5q677oLNNttMhX/11VfQ0dHRcrNjOjs74dhjj4VFF10U+vbtC4stthicdNJJkOSkUtlnn33UEvi33347TJo0SR14/swzz8BPf/rT1Pm2tGNqkVM2864HV5bL6bUeDVcaH4Mspqoinrev46XPLBCXrG98npCcUutRhywzSIqqH+fPJe0AbNa/lNN9Z23yG6U9abVddPfcc0+l/Rg5cqRaJ2TTTTdV4diR4tTdZuhfbAhNe/rpp8MFF1wAV155JSy77LKKHOAzGDhwIBx88MGQFUg4/v3vf8N6661XDdtiiy3UDKTvfe97qfNtKxKSZjSXl2yzQXIebLJ2JDdknW6ZJ+pJUJrl+fjec96zeCQCmcf9hsyaSXLKr1W/zyLw29/+FpZbbjkYP3487LDDDtC7d28VjloQ3Femu2DKlCk113gf+l5MPPbYY7DtttvCVlttpa4XWWQR+Pvf/w5PPfVULvUYOnSoIjQUGJZltlGztMu5otLgMos2iaTNux7OjGm1IPXwF/ApI2TKdWjZrvCiZxj5aNCaQTOYBfWYmZPH+xL6nOsy4MlqimnCl+PHP/6xckRdaKGFqmFjx45VnXV3MceMGjVKdfT6OPXUU9nycBG2e++9F/73v/9Vdwt+5JFHYMstt8zlfnCBt8MPP1ytQKuB50cccYQyA6VFW2lCsths08jWMy8JRaoDu7MmKA+41rvIcy2NZtd+0LxceXPPriPj8zDLTHtvIdqNND4yjVqIrB3NMQjslPHAWRy4bLuJyy67rFvYY8aPHw8DBgyoBnNaEARqd1BrgqYm1Pagj8jvfvc72HXXXSEPoKnnrbfegoUXXlgdiPfff1/V59NPP4WLLrqoKvvcc89559uyJCTPzjdLXvWcGdOEbUBTjq6byTSTpt71JijS8/KtRxa5RhDdvMw1aU1FEfnghBNOgBNPPBFWW221ql9Id8SAAQNqSIiEf/zjH3D11VernYPRJ+SFF15Qa6UssMACSvuTFdtttx0UgZYlIa1s7ikqr0ZMca7Hsxy+aF9YcIl+MPOrTvjf05Nh9oyK07HQ10E1onj4PPeiiFnev3keJKMootJqmpALL7wQrrjiCjWttCHIuv9LEpYWzSKoDcGN+xDLL788vPfee8p8kwcJOf7446EIRBKSEXlrKnzs9nmU0w4jLyQfu520BIxZ7VtnqhnT5sB/Lv0A7rzw/YbefL2cU3U5RXSmjR5XtvK7yz3jpB6La2UgEs22uNasWbOUn0SjkHXV0yQwLU49Lpdrv3I0y1AzVBbgtFxcBO7tt99WpGfIkCHK9ILToXHNkDSIJKRJ4PuaNMtgo17OsGkxdMHecOTfV4I+89Za4fvM2wO2OXg09BvUA2449Z3C/ULqpUnJ0x+laLQiIWoFKE1IqXU0IbiuBZomsjhNZkHWnXCTwLTbbLON8gFBfw00xzz//PNw1llnqcXZ8sBLL72kpjmjc+y7774L++67ryIhN954o/INueqqq1Ll29IkJMTskPf302SDgqasf5Ft1pY/W1gRkI4eXbs7tA1vMnYhuP9vH8EX42cU2rGFOlSmiU8rW1QnHpqfVOd2MH81u7Nqd8aMGTPg4osvhnvuuQdWWGEF6NmzZ008dtCthD/96U+KcP385z9XjrjoC4KLiOEuwnkAZ8bssccecMYZZ0D//v2r4d///vfhJz/5Sep8U33j3/nOd+Dzzz9nVTUYF4IPP/xQLfuKc5BxlTe0Y+EiK90RSRvXrehB0MKLDYYz/rg6vPj0qvDf51aFy/+2JqyyNq/+6+hZgjV/MJwlIBqdcxJYa7vh0Gxo53eoXdBkCoOWXTEVR+4rrbSSMlG88sorSjOgD3TaLByoych6BACJwTnnnKP8QL7++mtlMjn55JOhV69ekAeefvppdmVUNMOY03broglBVQxO/6GYOXOmIhW+wC2V1113Xdhoo43gzjvvhPnnnx/efPPNuM1ykyxT3yzY8oeLw/V/7AG9OiZDR/mbO158WAl223ge+PUFq8DvT6qdDjZP/x7Qs7eDXycJDBqWz8fZSERTREReUEQiix9lk5GQ+++/v6Hl19snpGjgVFy6cBoC1yXBvrsuJOTWW2+tnuPyrebqaUhKcD42rtIWsswsLsRy+eWXV8Nw3fuICI3hC/aHf5zTE3p1zIEOg1f06PjmCz3t51Ph+ecWhXvuGFeN+3rqHJgzuwI9elqISAlgymezC617RHFoB1NNRH744IMP1F9z0bKIMPzgBz9QU55xKrA2a6MvyFFHHQU/+tGPIC3KofOE8cDCccqPvsYDpwXdfffdcOaZZwaRGpzDjUvqDhs2DFZeeWW1Dr0E1LQgEzOPiNbG/gctCX161BIQE3M6S3DYAcNqw2Yn8PTtn0DnHHlohqaaJ2+dmHd1I+qMZhh8N9mANfMU3SxHMwFnhWCniYPl0aNHq2PQoEFqU7c8Z4w4FyvLcjQRsG+fNm2a6qvR3IO76C6++OLKDIQOsXXRhOgfDrUVaB+ab775IAveeecdtQobOrz8+te/VnniRjtow+LmNeN8Z1yAJqJ9sNGaZbCtMYQake8u05WM/uuC92HFTeeD3n2/IRwmcFfJh66dABPHfR1H0xERLWqO+c1vfgOXXnopnHbaacrsj8BlzHFPGXRazdJxNuPsmKKBZA4VDY8++qhaEh4JySqrrFLdGDAtSkle+/ymAJIN1ITgxjsaSEKQjDz++OOsJgQPDdSEoDln27lsSm/Xbf4FJswMl8LACDf9L2yy0rmZFhxxVIbKSvGcjEvON5zG+cRLcj5pTDz0wBqw7pJfWmWmz+oBA0a/1iV8gTHzwNhTloTRy3/ryT3r606498oP4dZz31WNpo2EcE1A2UOubIkvB4Rz8dyOryWHjBlP48xrLs4lZ16b8jrcJUvrpmVoHaS4DiZ/KY3rry19h0W2HJBO/zXDOyxpaN4Y9zUAbA0AkydP9lpJ0wVsR7GDeXkpgP4ZpupM7QRY/vX86pUVODsEFyxDM4KJW265Rc0gCfFfTPM8F774OCjP0yd1PpWvZsD7+53YNM8Tp+DutNNOXZaNx/VYrr32Wth9993r55iKKi4bfKcE4VK6yyyzTE3Y0ksvDTfccAMrL+0eGNG6eOz5BNYaU6o6pFLMqZTgqTf5D/SjN7+CU3d4HkYt3Q9GLtYPZs3ohNcfnwQzpnd1qo7oXogarPzRauuEfPHFF2ofFQoMw7i6oMlMKlmw5557wve+9z1ljjExdepUFVdXEnLTTTfVXM+ePRvGjRsHPXr0gMUWW8ybhKCK7I033ujiaYu2uwg7SsbMiBZ6z7vgvHPfhEN+PBxKpQTKTAPZo5zAZ9M/gXU36gOPPTCj1qO8XIJSRxnGvzZdHa2I5lLYRnRntBoJWXHFFeHPf/4znHvuuTXhGIZxRaPVzDFJkrD776DTrzlJpS4kBOdZcyooXMjkhz/8oXc+uMUyLqt7yimnwI477ghPPfWUWlwGj+6IZiYERdcNR6ZFtEHjx02CPY4ZCVf+LlENJJIO84OYMGc2LLrcHDj3ivnh2SdmwCF7fgY9FxkBC++8Ogxd6zuKhHz90ST48Kbn4cNbX4TE4qzaDGiuZqf71K07IWpx6gNcVGurrbZSi5WtvfbaKgzN/Lgr7b/+9a9GV6/bYOWVV1ZtrVrkcZNNlLLBnBWLCgjUkKRFbiumos0KnUZx6VjfDYNWX311pVU5+uijlYkHHV5xsZW8th4O6TDz7kSbmZB0t/pfd+Vr8N9XRsAhB42G7defAvP0mQ3TKxX4rDIHpicJ9OjxTfe40uq94aTLFobbhv5Q+XsgAUH0GTEQFtt/QxiyxqLw8jE3V4lIqD9IGpTq3Gk1QwcXes/NUOeI1nNMxdkbqFk/77zz4PXXX1dh22+/vfIHQX+RwpF1hksCTQG9ey4u8LbFFlvAvPPOW+PXictyZJmim+uy7ehAg0cItt56a3V0p9F5RP1/n1ee/RgO2n8iLPXsAjCPMF+3o6MEG6xVgYfHfQ2TK/2q4aW5dpzBq46GBbdbCT74Z+3iZnminCKuiE641MQajnLOct1ZQ9NUBCzjBnbN0mmaQLJR9CwYGabrddr0jYfePRfJBi7FkbdfZioSQm1sqBqfMGEC/PWvf4Utt9wS2gkhGgNbp6vj9F8p32YhVr73nadGZfmVe8E8/ezNNvKNJfp9Ak9P5Re9W+iHK+dKQkpN3pnR2S2tdN/NUIdWul/lE5IxfVrgNFrUiB9yyCFKG47AabS/+MUv1MwLnBWJo/Dzzz9f7dgasio3TtN97bVvZs/hRAh0osSN1wpHi2hCNDbeeGP49NNPqwu+ofsEbhCIz3S//faDupKQs88+u+Ya1+bHZVtxbQ98kVodjSACIWW6ZM14kyT4kKS8EZJvh8f0QXRM7SjxXy9qRNA009GnJyQzGrtaart1oN1ZW1BqMg1Vq707uCTDRRddpDaZoz6Dd9xxB1x//fXK8fHAAw9U5hRcp8IHDz30kHIPwLS4FIQeQKPp/7bbboP111+/kPtpVfzkJz9RZAPdLXCvGFwfZLnlloOrr75aXafdKC8VCUFHlGZHlhE4TZslL66TDckvL01LPSCV77oH33r/77XZ0NmZKLOLBHTeHj9D3nsoqSS4zKq1nFKTdobcGiFFl0XPTfjWI4tc3mX45mWu21EUfNacqbtPSMb0ocAFr9AHEFfKxs3WNNCsjxoMHGnjCByB23vgEg5PPPEErLXWWs68DzjgALWuBS6I2TF3BIOOlOgTgnEvv/wyFIoW04S88sorsMYaa6hzXLodN5tFQvif//wHfvazn6UmIZm/MZyeo9fl7w4oN5HjXz06tSItkvVuML/4rAJ33/YVzJkjrBnSCfDejCHw4SyehCSdFfjy2fdymyETskhZ1ryLQJHvcjnjs3PJu+pQboJnEnqPrbJsO91aw1xgkgLJAM5goatuPvvss2rpBzMc1/dYeOGF2YUsObz11lvKnKMJCALPcYVujGu1XXSLBv4e2h8EZxzpReDwd0F3jLQod8s1+ZsQeTSiaVGv0aLPy5Jm1Fyety/0HbMQ9Bo17BtVhgU3PzsEJs/u02WHys45CUz6ohMueW4JqDAkQy0MXC7B+GufbogWxMcp1XeF1qwoZXhHmr0jNVHqxmXkSWjrDVzFGvsGfeB2GxzQ1+O5555j41G9jzMvsF8xgf4gvtvG45Li2hfEBIbVY52QVsOyyy6rVqB9+OGH1fLtelruRx99BEOHDk2db4/uuCZ/s5glmt151Be+fiF5o2PQvDB09y1g3nWWg1KPb0Yrsyd+AZ9f/wBMfeCFLvLf/fWasMz2Y+DmqbNhuc4JsFTfCTBveSbMqPSER1/uBb/f5w2YXroTVjj9R9Bv9FCozOn8ZnEdHFRUAN486z8w+YXx0Gg0avpvdyAQeZO9Ik0eITOhaJlpCWe5G5hjcB0Oc5lxbjYFyqATKnZmffqkX9rcBtwCBMtArYc236ApB6fsYt/10ksvVWWpP0oeoAOlNOmbCbjrPa4D9vvf/175f2oihxvRajNN3UjIlVdeCX/5y19q1uTHH3HBBRdU9rZGk5AQXw9w+H/Uo1MO9TlxzaAxZVx55F03W941ZGfAPLDgKftCj6EDoGSoS3sMGwwjDtweegzqD1/e/HA1fKE1RyoCgugs9YQXv15YHd8KAPQbMwm+eHwCPLPPVTB07cVg6DrfgY7ePWDaO5/BxDtfgdlffuW8V+l+fGV945tt1Fw0Qcni75F1yq7U4Wfx+ajHGjP1Rl6zY5CAuPY6QXPLJ598orQVGuivgc6kuKLpv//9b7UnyaRJk2q0IRMnToQRI0Z41WeXXXZRf4888kg2DgcoetFDLDt3tJhPyIYbbgifffaZMrENHvytyRudVeeZZ576kpCmWJNf+PCLXGQrNO+05EIiGT7EIasjrG8d0+at5Qdvvz70GDqwuqBYNX6uOWboTzaBKQ+9AJ1fTFXXy/x4jDKzlMmOuBoYt8yPloDxj09QzqefPfqWOuq11kSa9UFC6pJmlJx1em4pkKDl5QORxVyUljSEEBKraTGwbC7P7uZLkga48iZ1DMWps9iHHHXUUcqk07NnT7j33nurC2HhFh/vv/9+dfXTVphA0d2APjUmAdHrh2RBj+64Jr+ErFNM02o9QmZ/+GgxQvNvtEmGq581j3IZBmyyahcCUoMEYOCGK8OkGx9S+QxZfLBIQFSWPcowZMzgVA13aKdShMNpvfxB8ig3CxFoZIeaRfNhzpixyfiENSvqOTumf//+anqniX79+infAh2+9957KydSXNMDNSsHHXSQIiA+M2MQDd+DLKtzadKd3p46k5BmW5PfNQrtLICUpJ2OmqYeRS0eltYkk7XOHfP2hXJfx6p7SQI9hw+uljf7q9niBkrfiCdKJg+tQ9aVPX2bjnJGjV8zrVqadz3y1CzVA1nq1Cz32sjFyqT1qHANKtSEmIuVhbgNzDfffKqv0mYZ3JcMF9f6+9//XjhJweWKhCWLvNO3A8pZ1uRHJxW02eGBi8iguuy73/0uNBvSNNg+duVGNhg+a0a4Zl745F/EiDqZMRMSjxarMu3r6vk7d79nHWmhCQZl6v1euFC0KSaUABUxM4a+Z1neu3qTsTyQJ/FtZzzwwAPV1VIR6LCKTqRo4p8+fTrceOON3v4gCNwYtW/fvtVBMmrqcQCNxAQXQotoDvTonmvy5z97JW9TTKhvho6jfiE++TYCvvXg5JJZc2D6k69BvzWWqnFKNYGzZaY+8q3N+PWb3oIVdlsaes3bq4tZBv1BZk2bDa/f9Gaqe5HqnUYuTSefR6fk8gfJe7Sdp0kqzbRuM1137tRD3pdyCy5WViRQM7/44our85tvvhl+/OMfKydKnNGJTpaFo4UcU2fPnq2m5OIU3TFjvpkgUHcSYk5ncqGI6U6hyNJZu8wPIXkH+0sI6X3MLZTI+NTJlPUhST7lU3D1mXTDg9BvtSUhKVWgVK5tXlFLMv3p12HWuG8XwJk5eSbc/tN74HvnbgTzDu8HnbMxxwQ6enbA159/DXcdcj/M+FJeFInW04a0nWIIGmmKCSnLVl7eTr+SU2e9tZDmzJlSAXlz57awLjIFjURwMeEsJhVM30zA3V4///xztcAZruqJ/iVaw/L1199qWQtDC/mE9OzZM4gDFEJCVlpppZopTTWLQBmzGhCFTHfKCVxHmYeTaIhzappy09SJlpvVX8XHN8SXiMx692OYcPJVMOyQH0OPIQMgweVOcfe5UgmmPfIyfHrhLV3y+PLtSXDtD26G0esvBCNX/WYTqwnPTYT3HvwAks6k7gTEpQXxMUtInX2Ro95yAU6poaP2UHNn6OygtOShVKBPUalgc3AumpAsfWaTkZDNNtsM9tlnH1h55ZWV+8D3v/99Ff7f//4384yOdtOEIHbbbbfq+mANISHmdKfnn38efvnLX8IRRxxR45h65plnKptboxEyIk8j45ItejZLHveRRhuSFbROM/77Lrz/s7NgnpXHQK+Fh0Fl5mz46unXYfank8Q8kGy8e/94dYQg79F0UY6IIbI+ppaip776ol519PFJyUvDYdMQuUhZ2llXjgWFIwygP8kxxxyjzDI33HBDdVVPXKNEryES4Y85c+bAZZddpiakrLrqqmo2k4mzzjoLCiUhpifxDjvsoKbnamapTTA4t/vYY4+F7bbbDuoNPQsmhBhoWV8NRh4zX2z1kPxCJJNMaP6+sM2g8a0D+BLBSgW+evYNddD0Uh6+CGmvs2hAOLlQ50yXFiQkjxB/kCymAxqel3Yjb/8Val4xUTLifLQ3LtlSDgQ4iwYl8+yYUuuYY3CRM3RGpTjhhBPqU4EW3MBulbmLy6FmyYQ0a7Ewx1RcZGbRRRftEo5hr776KtQbJYepBVI6p6Yxc6QlHlnhm48p56q3b1mhJCe0LBO2e0z7GWT1AQkxRYSQExsZyWsU7yI8aTvVtBoCnzIaoQzwIShpfTxCTDqFIqM5ptk6TQTuc3LRRRfBO++8A9dff71a1fuvf/2r6qvWW2+9YgtvMRJy//33F5Jvqncct1PGTYdwWV0NPMcwjGs2+IwsXKO40MakXupt3w4v9IcO9U8IHb37jDyleklHKEJHtDpNCIrWgoSOmrMQGx9/EPpMQ+8/D7+WeqPobysiHdAEg2uL4DRd3ChP7+Y7efJkNX03Ih1wLx5cVl8792q/0LRI9Q3gNB2sxEILLaS2WsYDzzEM45oFeaihszYivkSANqpS5+IzQnQ1zGmcIX06uzRmhEY1wrZyQwhIUVqQkHrZ6pG2s3a9t1n8Wko5EW3zWynqPeK0N9AgE2H1tywXaI7JeDQTTj75ZNUfXXLJJWp2hwZO0UVSUrfZMVmOJgLONMLl9pdYYgnlijFhwoTqyra/+MUvUueb6nXGHfNQvYU/MvqC4IFrhmBYlt308kSWjsSWxmc06IoPUalnbW/y0oZkJSJFaEXSwFVW2HtT8n4+PhqXUMJatCnGljZvfxCps/cl1ra65eU/Isn71IeTDbnfenwfrUZCcPHM9ddfv0v4wIED1QKbRUOvmJrlaCbgAm9I5nD/HnPDup122gnuuuuu+i9Whp6xuPBLM0LyOeB8GcCxBoivX4hPuIRQvxAtr8vx9UNJ4xuSxmfF9/lz6RBFtGVZbPNm2gG9RsCo/qvC0D6LQrlUhumzP4cPp70IE6b/t+bu8vJp8DHF+HZYRRIbF3y1KVnraJIHiUyY4WnHmra0nH+Iz2/kdX/RfuMNXF0VTQd0Ou4jjzwC3/nOdxpWr+6K//znP1ULiAlcvOy998JWq86FhCDQCRVZkekbgvjBD34AzeScmoYY5EE6bA6ptvwlkuFDCELL5NL51NFWni0Pn3sw29ksv1lIe+1DQIb1XRKWHrI5JJAoAoKYp8cQGDNoIxjSe2F47Ys72bvz0aS5tCBpfCuy+k34mO1s2oc8yg2J89VwcHE+mg+d3qbVSksubP5k9VLKt9o6Ifvuuy8ccsghalopzt746KOP1FISuLwEzuIsHC3mmDp9+vQaDYgGLqvfu7djL7C8SQiaXXDfGJwloxcwM6fp1HuxsrLHjBefBcq4jjhEQ6C/X7pqqU1TkZYchWpDODlfLQ+nQaoI9y3lAR7yUj2KQojJoGe5Lyw1ZNNvwg2jvH7nh/ZdDEb0WxY+nv6Kt1nAZc7iVPMuX49yoCnGZSYMNUXSzpym9+1gXRqREJNmHnARIx9zm8vXI7TcvNFqJORXv/oVVCoV5cfw1VdfKdMMdpZIQnBH3ogw4L5wV111FZx00knVtg+fL64NttFGG0FdSQiyS5zidO+996q/Tz31lHJaQeeUP/zhD9AsCBml+2oCssjaOn1KKqSO34c4+Jg9Kinrx+UhyUhypjyiEW2Xj5nDxMh+yyofENt8+AXmXREmTn/Fq8w0/gtp/A98OmuX5sWnI7XB1em6OnAX+fH130gDG8FIm5/tGmyapVKxjqmtBBwIP/roo3DAAQeoRTXRLDNt2jS1gy4u5x4RDiQbSOieeeYZZf3AXYlx9VnUhOCzrisJQZXWfffdp3YjxK2W8cA51zhF9+CDD1YrqjYSpRxNJDSNj0nGVUaIecVHU+Lq6NOsBcLJZyEi4EFGiiYkPh2V1L737zm/Pe9SCfr1HFrzBLKYYWwdcFozi00LwtWBQ16mmHKgKSOtP0goTH8R3zJt+dAwW7yZn0TUiiQgrbRYWUdHB2y++ebw2muvqUXLkHzUG0rzl+GZlKC5sNxyy6lFynABuP79+ytSt/322yuiN3LkyPqSEGSZWAkEEhG0tS255JJqVVX0SG4kQv0ZXB2trRMP0Tj41DlUG2IjO3lpQ/IiIpJs0dqRkA/Z1qFUks7qM5eQqG1E3QQkTePiowWRTDWhPglZTDEh6X3DfOJs5XImIm0aMv1BfPt3My0X50uwuLTmX+5+CndhyPDhNREHqXaa6DrALaxZF7TQBnbmzKLf/OY3kCfKaX/cF198UZ2vueaaSk2D6pgTTzyxIV7HXENjxpl/fVXQkgwnG9LY+oxGKbKMyGgZPvZ+V53SPEtT1rdBpocP0qSx1Unn8fmMcTW+IBSVpAJfzHi3mp+tfma59dKCSPUo2hRD8/UxxdjMK1lML1nSmoTFFs+V6Zt3o1HJ4Wgm4BIS6P9x++23qzUtpkyZUnPUzTE1y9FEwL59zz33rC76pvHZZ59l6vdTaUJwUyD0lEUg8dh6662V0wpuEHTddddBs0CPvH00GFQmVOtB0/jI28p3ydm0IVydQ+vjMuP4akTAohWBFFOZ80SIj8VnX78NX8+ZDL07+nchI2pnaSjBh1OfdargXfUo5awF8cnLV2NS9qy/TTvChYXUtZ7+IL4IJRAS+eTQ6HvrztB7m+FsTbrzO143827vzYh3330XevToofr6W2+9VU2BRuBzrPsUXVwKV2PxxReH119/XTmnDB48ONNGNnkixCQQapIBhmxIJMIkDZLZhau3j6yUxmVqMeNtxMl235y8RCx8yAiXrgikbfRLUIFXPr0Zlp9/O+jTY6DSfHyzWBlO2E3gzS/vhWmzJoh5SdojlzaK67DSmJhcedviOFJRytkUY9NkSnH02XAml1CYphlb2Wb9bPlQWd/nQtNjs6rXCClqrZCs2oxm04QUtddJu07RLZVKalEy1C7hLro333wzrL766pnzzbROCHocv/3222rq05AhQzKvIZ8HzM4ePEfviYcMFycRHR8tRRriQUmGTaPj0sqkISJU1idv7j4lFEFIQtpr14h8RudkeObjv8J8fReDIWqxsh4wbfYnMHH6q9BZ+UrMK8TMJ9XDhzBQwiFdc3CZZXy1IL5xUp6hdeRkODLCaWvKAWTD1zTD5SOFcWm5uJq6F2i3abE+EzbYYIOGlp911dNSkz1Q7N9xZtGNN94IRx99tHq+F198MWy22Wb1JyE4HXfHHXdUTBPZ0ZtvvqlsQriGPGpDzjzzTKgnzEaF03J05mSSkWRdpguuw/fRcNjqmkbGVtd6EhHwNG1xsD2rtO1ziDkggQp89vWb6pDkSilU8aHEI6u+0aZVCdVihJTp86xsPhJUAxMCW74umIRFik/7rFz5RkQ0A0wrB86EXXbZZdWCcLvsskumfMvNtIZ83pAa7DR2amlU6BNuC6NxLpW7NOq1yfjk56qr6xlK9XB1JqEdStlyhMBVvu9zSfveuMwwPnVJowWx5e/6LXzf+zSmGAgkXFSL0UiEvsOu31uKKxVsjmkxP8rGo8UeaEIsHbvttptaquNf//pX/TUhRa0hnydCTAIhI3+XCUYKt2lDfO7DJmsz/3B1l/JyaTh8NCIg1AGaZNGykI7WlS4tAZFkOHmuQ/cxr9gQSkjSkO5QLU8p0ERBQU0qacmJmY/+66vZ4vKhshIRNdOZf6uydWBareYT0nC0mH2rwuxQuPbaa6uZsugXWlcSUtQa8llAO3vfTtZlgrEREIno2IiDjSjQe5BIgI7nyreRHqkeNtlQIiLdo5b1XbQsr2/Qd5Rqa+PzJiCu/sTWOdnk02hBbPn7kCgb2XClL8oUw2lmzHz1OSUbPv08TetTf67eHGmTyKXp6x83sItoNgwfPlwddSUhRa0hnxbm6IHr9DliwnWelHCAxddDIie+nXIabYgNLi0IJ1c0Eck6PTdUzZ0GWckHJ+c7ck5jhslbC8KNzEPJg02exoWaYjiYGoU0Zrg0kEiHGWfT5KStUz05R5JRm9FkA3eFOXPmwAMPPKAmUPzkJz9Ri2zi4poDBgwofPn2VnBMXWWVVdT2LOjrufLKK1tnvz733HP1IyFFrSGfJzgtBzgIiS/hAEGW69RtYTYTje+1y9xik5PqrM/B4axKn4MpL8lJDWw9Vbk+qn2fdD6jW+k6LzNMFi2ILY6rEw2zmWlcmiB6/xJBkeLMMjmZLCSNmmLS5mW7H7PeVIY7V/JpmVd7Wg+Ua8D3vvc95buIC2zhLA4kIaeffrq6vvDCC4utQAusmLrttttWrRvbbbddIWX0aKY15IskHzrORj7MMC5NqDZEipfqZSMpNnkXEXHVN809cs9Hy4eSETNdEaTEt832JR822TwICFdOCInIi5DYiJBP/V33Fqo58DXFcOSEdu6cKca3yfchR/TZ2d4HU07/7fKc5yaI5piwjVZXW2015bOAC2lq4A7wOKujFfHhhx/CUUcdBXfeeafaORjX8br88svVc0iD448/nj1vKAmZPXu2YpfIIvNeQz4tyhZfEK6j9ulQpfxssiH5uogGl94mm8Y/JC0RAYd5RqqPlF66HwmSH04apFGFF6kB8SULWVX/oVqQ0HI4Wa4z9unEaX5Zfuu0Y0uXVoQjOzqdCzYCZC5SVjRaTRPy8MMPw2OPPQa9evWqCV9kkUVUZ91qD/TLL7+EddddV7lEIAmZf/751fIZaErJG6h4oI6qaOKqCwnBqbkvvfQSdAdI2geug5Q6ai7eh4DkpQ1xxXP1dpGCrESEuxeOXEhaEVOepvFBHm1yHuSjSALCleET57qGnLQg0n1JZhWuzlK8rVwzLo0WIxQ+pCekbFrXkPcwrpgaBuwkuaXZP/jgg+oGrN3BJ2QK2ecGzSPcBBA0M40aNUppPjTy3Lxv3LhxcOCBByofmxkzZuS2DH6q1xnnB1966aXQrJBGLDb1KXcOgY1vaB6+oyRXmK8av5zRPOA7iuXqa2vM9Sgzy0jVBZ8yXHXk8qPp8yIgIWYY34/YpgWxlceVTWVd74YPMbERGJsWwpT1ISdWzYMRX8rYztDflj5v7n2RNF3aHFOPFVOzHM2EzTffHM4555zqNXaUOIJHs4LeV6ZQ5PRAR40apXav1QcuFMYB93NBs8sOO+wAw4YNU46kl1xySW63g/0+alsuu+wy5ayKa4TggYuW4t+6+oSgxzFW5J577lFryPfr168m/qyzzoJ6wvygJRMKHblzmgqbSSNvbYhNg+G6ttUt5B7y0oiAh1bETO8aNXGNf0gDF0pkbO16CNGS8suDgNDOyVavNFoQLszsOEOJuHTt6oh96pvm9+XMKRxpkaDjbbJc3XzIk5bjzosmHq0MXLkb9zlbZpll1MgdZ8egeWK++eaDv//979BdMH78+BpTh7QMxjvvvAMXXHABHH744fDrX/8ann76aTj44IOVOWrs2LGZ64G+Nc8++ywsueSSkCdSkZBXXnlFTd1BoIOqiWbawM5GNGx+G5TUmJ0q7URdZIQL4zr8UCLCERN6vz7EwpeImPfMEQkbGaHhZh7QgOm6adXrLvKRJwEBTwIiEQ7fawggGjTMDDfzpfmk0YK4NBIhBCILYfEhPZKMFEa1O9I7Qv1B9HlRpKTVzDG4mCZ2nNdee61yIUAtCG4tsuuuu0Lfvn2Lr0BGcwzMTYsExMffAs1PqAk55ZRT1DVqQrCvRv/NPEgIblaHhKgpSIjv7oRoe1tggQWgXEeXbolkpNWGSJ00vbbJcflCANGQ7kPSkHB5pyUi4NCK+JARWzjNqxlnx/iQDxrGjYg5OSlNiBZDKsuXkPiUR4mQq/4+5CxEC2ISHQmUlHCdfIicb1lSnC3MpYHq8vzmBhTZlLaaYyoCt55HM0JDUOcHOnLkSKX1MbH00kvDDTfcAHngL3/5C/zsZz9TTr04Qxb9Q02ssMIK9d9F1wV8IC+88ILa3K5ImA2J1NHTuJKnNkQiFuWctCES0eDqZZPlZPIgIlwacJhodBobGeHiTNSLtto6njTkoygCYiMQtrpR2DQinMbFZ4RvIyKcdsOWlyTnE2eDqdlIA1MrYtPklDOQJzauHM0xaYE+EhxQW9+nTx81fTVPx81GY91114U33nijJgwtFaNHj84l/08//VQt+rbnnnvWPMusjqk96rnhTT1h6wRtZIWe02sbObGRDTPeRoB8tSM2gpMXETGfn42E6evQ9UF8CUneKKWMDyUgts46LwKSRutB4SIanBaklFELQuOlzl3qoLNoMWzgTDFp85ZIrPmbWAlrWVgrJK+bbXFzDC6upTtJE2bHud5668HNN99cyDTWemtCDjvsMFhnnXWUOQZ3uX/qqafg4osvVkce2GuvvZSJB/1pcJn2vFwvWo5j20YethGMGSalCRkBSmG0fE4+rZpdCuPq6DM659LQdL4jP1djruOzNPpZ85bife6zlCMB4dLZiIIvAQnRgkjxWbQgNJ2PlsUlz8nQv5TISHK+jaErjaQBcv3WNeSECBTtD9KKs2Puvvtu5ceAfydPnqwOPF9zzTXh9ttvh4ceegg+//xz+OUvf1noFN0sRwjwXm+66SZFEtBcgtuq4Owg9IHJawVanAaMzw/XWkENi3mkRaGakHrB1E7YNB+2kTwNo2lc2hGt9eDytWlDOK0Iha2unPaDykiaGx+NCJXjrjktiEszAo77LmiwF1SOj+aDyyMrAeEIAaTQcIBH+hDyzKWxydNrjkj4dOJcnO0ZSciiMfEhHSH3R6+l+0DSEVdJTb9iKmoBUDuggduNoClmv/32U1uNYCeNI/xWwdZbb62OIrDxxhsrR180Y+WJliAhHCRSYiMkPqYH3chI5ISm4Tp6WxwlFdI1pCwzhIiAw0/EfA7Ss5DIiJmHRj1GUj6dUIgmzXYdomGicjbtVhatiC2NVD+pI81LCyJ14DrcpTXh0qftt2mZIRoSH7Jh0yzSNFTrEWfHhAH9F7hZJRiG01kRY8aMgc8++6wBtet+2GabbZTJ5+WXX4bll1++i2PqD37wg+YjIfWarmuORKS1MjiiYQsDD58PWh7VhpikAAiZ4EhBKBGx5S8REWDS0PRahrtnLQdCmNk+cpoRLo7mxSGEoIS+dbY23UfzEaINcJEP89ympfAhKT6EhJIes2M0iQbt8F33wN2TZBZJqwWxyZj3YpIK118JrjQ0zEaQ6LMx6ypNza3H3jGtNjsG17A64ogj1I7vuIS5dq7EDVfRdIHAdUNwMbBC0GIP9Gc/+5n6e+KJJ3aJi46pAswONI0phgtzERNfDQSQMJfGw0VEbDLS/WXRioCnZsRMR593yAgqbzobSjykOrg6l7QEhMsjiwaEIxO2/Ll6u+JtWg6uzlxeXDrpvn0JRBZQjQ+HkLI5jY2vKSZuYhcGXNUbd4HF9UI00cB1LnC25i233KKuce2QY445psE17R6ge8XkhUJJyKuvvqrWCakn8tCGSKYarjN2kRHwICg2ImK7D46ISDJpiYh5v5yWKISMmHnRulLk+br7ttlZyAdNb+t4fQgIp/GgcpKMLwFxEQ2u/jQNpzXh6uTSeLg0Bj5Eg9NGcJ28pNGgWhNbeTatDFcud7/cvaqDmZZbD8fUVjPH4KJa2Af95z//qS6qiWGbbbZZde2qoranz3PvmFZHMAlBx5TbbrsNhgwZoqYB4RK4GrjRzqGHHqqWdEcUpuYi4MhEXtoQiZzYSIWPNsRGliCAUPhoP7IQES4NpCQjZnqaB3fP9YCtnDTkoygC4tJwSHWjoOlsZXCjdprGVgfaSdtIBq1j2bPz931PsmpMbFoXnzgaRusm1YsjJEUhyUgkmrHPRLKBu77j0RA040MJwLnnnquceNGZF89twCXiCychyCjROQWdeaZOnQrHHXccXH/99WrrYMTXX38NV155ZZWENBIuLUJax1RJG8JpCTiywWk8THmX2YXTstB6SkQEmHJtRETLc/cdSkZouJlHPUdSrvbcpQnIg3yYslIH7kNAuLJcWhCubBfRkEw3NkJVykkLYiMPpvZGyjMUklZEQkgcR+q6vDMl2RRTtDak3i4MuM8JHu+++666XnbZZVWfsuWWW6pr3O/lF7/4hVp2febMmWofmPPPP1+tUeGL6dOnw4MPPgjvv/8+zJo1K5dOs518Qs4++2w1xRdJCJ5LQJ+QupCQ3/72t2pO9e9+9zvl7/H73/9eecQiEcmDaZ522mlw9NFHq6lV5u6HoaSDIx+SmSDEMVXShrjCbWTDrEcoEUmj/aD3rs+BISvcPdO8fMmILZzmBTmQk5B2OrST4fJOo/2Q5G3kgCvTl4C4OnLf8n3CaRzVYND4EC2IDVxHX/L46yItUloqY5IXmo7K0npX05CMuf1jWgHoq4FtPg5qsT/BASz6cDz//POKkOBMjDvuuEP1L7h7LG4jv/3228Ojjz7qlT/mg7vlfvXVV4qMoPYeZ8LMM888apfZwklIC2DcuHHseZ4IeqVxXrWeU43MB72ML7roIvjxj3+sFn/JAtzxD/NKs/68rWHnRhu+KlKpwaSNjC3ctyNxdRhpRrquESx9NlKHwo16uWfqq2bW4TY1NJd3yOGCrXwpzue+aTqbtiCUbJiyaQmITdPBhYUSEZcWhIZJnb+Zj0tD4kNO0sJHoxKideGej68ppmjH1CSHIwSoVUeSgCRkiSWWUIPbeeedF5544gm1sBg6luKO7Lg+Bc50ufzyy+Gxxx5T8T5AEoNl4PbzuGEdpsMFtzCvP/zhD1A06r1YWdHAWTFI6CjQAsLNmPFF0OuMWwhPmjSpJgy3R8aNbXbaaSe1WlsaoIcyqnwuueSS1Mvnmo0r1yiYIx4IUOOa8dwoS6fxJQFc42ojIlxnZbv2CePqZtZBuq8QMsJ1zL6kJISg2BCSr4t4cATCRT44sselo+G+v2NWAiK9nyF1oyN+n++GC9P5SsRY+q65PM18Sh5/qTxXD/Me6V8aT+O4doa7Tz01txGmGNMxNcuhfQPNA00pLuD0TjS7oMZi7bXXVlvGz549GzbddNOqzFJLLQULL7wwPP744173g/uWoTkH/UI6OjpUPdBP8YwzzlBb3ReOerO6gnHCCSeovpoCiQnGpUXQK73SSiuxO+juvPPOioikVW8dcMABsNVWW9W8cBzwJaIvOHiOmEz4hNlGdKZs2TNcCvPpILhw6donzEWeuLQ+ZEQiJBQhRKOU4QjJl8L3fnyeDXfuSw5dYVkJCPfOSvX3Cee+I/Pc9Z1x+fiQgSLhS36kOJqX7XnVyBIyUg8ikgewo0fziT5OPfVUURYXvkLtBw5wcR0KHMjixqcff/wx9OrVCwYNGlQjj/4gGOcDXExLz4JB8wv6hSCwTjhVNyIMer8dbrIKmrrSIsgnZP/991fr7XPYZZddVCVRmxECZL/PPfecMse4gC+zi3H5zJSxzV6hMmZ+JUHWZ7YMF6/D9F+aTv/c0nRfmg9XH1cdbeG6rZOmHnP1o2nMMBpO8zGR5yDAt5OS2naJSNnCOALjkstKQCAFAZHypiRASlMKJO1SmE37IOURqgWhZXHykjaDK8tFoFzkrMtAw9CCiJvXlZvfjxI7eHOlUiQYEnDKLGos0Pzyz3/+E8aOHascSfMAbraG/QqaezbYYAPl9Io+IX/961/V3ipFo1Wm6A4ePFiRDzzQbGYSEdRgoXZEL2RWOAn54Q9/qI599tkHdtttN9hwww27mGbw8AW+rOiEipsKofetC+i0evjhh1evUROCrNtsFKiDJEc00jipcnn7zkCxERTasXPwIRkuGXA4rNJwLQ8ez86XjJjhLqfToke3XF184lzkg6aVOlUzzkVKbGESKZDAERQfciLVh167iIlLMwCBHXzIe+IiMj5ppTrZSJTreal8S43fOyavdUKQgHDLpXNAbYfeiwR9NZA0/PGPf1TmfZzNguZ/UxsyceJEGDFihFfeuJsszuJEoL/J7rvvrgbSSErQ36RwtMDsGAROEkEFA/qDohIANUnm74eb2aEJra6LleHStzgbBpfCRVMMEpIVV1wxOB+0+33yySewyiqr1DAr1Lb8+c9/VuYXtOWZjNrGqjU4QmLrGM0OWCIzLs2Ii3RwBMVGKlzaEnpfLiJiq4t+JpRMuLQipqwU5tKC+JKSPODTludFPrJoP9ISEK5uNm0Gl7ctTsqPytD0PmTE1D7QcIkA0LqY+dpIg4t82rQoJkLizDqK5MtwROVMMTq+TpykYatyYruPhATNKffeey/86Ec/UnFvvPGGMqn4dnirrbZa9RzNMXfddVdh9W5ljB07Vv1ddNFF1WaAdM+YrEhFQnDJW/Q4xqlT11xzjfJgRqchdC5FTQgyIx/gjoZoEzSx5557qryOOuqoGgJig0QGaBzXYUraDo4MuGR1vjZzj0Q2XGYZ29Rds6ws2g9frYgvGaHhPoSj3g2srTwf4sHl4aP9KIKASETClo8rzqUdCdF8cPHS85Q0HDSu7Pl7cBoUU3sh1UXKgz43Sl587gUse8U0arGyeg7cUbONa4KgsylqLLAveeCBB+Df//63Gm3vvffeSvON/gaoWTnooIMUAVlrrbW88sdZNTfeeGMXvxLUoONKqffddx8UihbRhGigSQuVBGg2e+2111QY+u/gtOoePdIvvt4ji50IV1LD44MPPoC///3vapEytLvNmTPHK4/+/ft3sc3169cPhg4dmslm5yIknM+CJgKUsEjkg8pKGgUfsqHL8SUiwNwHJSeuMPAM5+K48mlDmzjCzTygDtoQn3Zc6ix8R9MSwbDFucJtYZwM1wnqcImA2OJoeVTTwN1HKBlxdeCuzp0jFBzxMOsjaTF80kOKOKmONc/Z0H5w03O1r4iL1DTaHOML1IKjiWTChAmKdODyDEhAcFl1BC6OhY6lqAkxFyvzBRIaukCZXgTt4YcfhqLRKj4h5hIduC4YOgajLw/i9NNPVxYRXEU9bZ+dee8YnEb1zDPPwJNPPqlWvgtZzS4vlCwaD4mQmNdmh+lDPjhZHyJiyto0Fi4iUm+fEB/NiBmm05jPloZzcfXWhjhHqEyYz8jbNlLPov3IQkBomG+cREC4Mmnn6yIjEhGQwrkyfDtkjsiY4bYyablcHlKcFOazHog+b6UFyky4/DLQT/C8885TRwheeuml6jnuHWPOpsGRPJplFlxwwRQ1bm/ss88+ahE57O/1UhpoEdljjz2UMgLXcKkrCcGpuqg+u+GGG5QdD1eywwXLUAWWBchesyKUkEiEI8QnxNW528iGmSaEiND7shERTg6YeoHlPkBIB5YwG+ngOpAiyX8pg0wo+cii/UhLQLiyzc5aIiC+GhhaB5/y6bmWpflL2gObRoKSH0pObJoKCVyZNkIk5SURLvM3UPkbGZizYhrhE9Iq1gNcSkLP5uD6I1y47E9/+lPxFWmVBzoXOIvJJCAIPEen39VXXx3SIhUJQRb5xRdfKOfUiy++WK1K5+MwWhRKngRDmr1BO12p85eIinTuSzYkouEiIrZ8XdoPF+GwaUXAEm+G0fCSxzdWlKpZgq08H+LB5RGq/ciLgKQhGTZNB0dcuHMfzQdHCswyTUjkwYzjngNXP5qG3q+pBbF17jZi4hNng+mQqtIw5KMeqLc5pijg8uI4m+M73/kOPPXUU8pcYM7mQCdVX3/DTGgxErLEEkuo2UmoDaFmNT3DqW4kBPeQ2WGHHbo4/DQLJEJixtlmdVBtA0cyJLOITeth02pkISK67rZ8OTl67y6tiI7jnplEPKRwM49m0oRI7X09yYcZ7kMgzLhQkiHVQSqXO6d5uLQkkpbA1blTcITCfA5pCC1HKEKJqlQ+JT2cQ2rJwyekqI+kVfrM0aNHq7+ooW8kWs0n5NRTT1ULkmL/r52DcSl8XLIdfUP04qEI3ynaqUnIvvvuC82EcoAJhppVaMfKaT5cDqtmp2/TTnD14chBKBExy/UhHZyjKVdHIPmAkM6MN2VMORpO4xqlCXGNfil8Rt42ctIoAkLL4bQnPsSFO7cRE6olofWWyIVNQyKRH65+lEyYWg/uWgJHTKjGiCMtZhli3swy7VJchB233nqrtyw6WUb4Y+utt1Z/d9xxx+qCZahxQqA1RF9jHPre1M0xtRkhERIap0FlaTzt7DnNiERgfMiGWUYaIgKCDM03q3MqeMSbMqacKcvFSTJ5opxBJk/yYca5SIkPgeDy8yUZIeVypIK7PxdRMMmNmRf3PG1xtC70HtP03RyhCCWqUvmcFkTaMdfmE1LUCLkVzDE49dYHoR1lW6uW5oLbsiUPtAQJ4Tp9YMJsJMFMl9YnxEVEdF0lIiJ13CYRofGcjM9MHRpGZbk4sMRLMlqOqzc47r1oWEennmlKAfFSXIhGRCIQLoKRlpyUUpxzmhGqdTDjOQLjIiU2DQZ9nr5aEBfZ4PLi4rjyJVJWM/W23F7rhBSBRptgWtkcs8EGGxSSb0uQkLRaEIkkgMdsmCSQlJjpQrQe4GF6ocRCw1crAkw4OOK4Z8URElPOlNWQ2tc8mxLfNtyXeEiyEpmwxfkSEC6OIym2+BANiI1ogKdmhBIQcGhLQrUh9J4lLQYtXyIgtr9cnbg4WmeQiIugBanOgBF8QtTfJuucItoHkyZNUlOr9WJl6KSKy7mbS7mHop4Dz8JAP3BXAyaNnrgRjBlP8w5prGm874iVxoV0KKYM12H5hEtxNF56ntxzMw8J5RwPCba6uOovyUnxNM433Pyr40GQoaNzLg8u3vYucee2b4MjI/RZSGSFhkkdfIgGw4TrfbDBVSepLiyBNTKhWpCatAYhUekKbq0TwyST5mhGboSb4aG/As7ewAP9QOqxUFmNainL0UTA6bmLLbaYWkQOZ8figaulYxhuQtvWJAQYIsDdmNQA0oZSuqZ5S42ti5SEEBEzzqdjkTonmr+L5HD52eIlGVPOh5T4EJQQ+ObvW0cqT2W4eOl5QyDZTEMwfOKlOOncrLuNmHDvMRdvykj5lB3vBU1P09BnTkmM6y+tuxTH1ZUSJ2laLmea4VZSLcpRtcX6TPjb3/4Gm266KcwzzzxqVgceuEYIbheCa1wVjhZ7oIcddpgicbgoKS6HjwdOh0aH1UMPPbS9zTFmQxgyM4aaDMww3YBws15MWds5Zz6BFDNfzHRlR3oIrAM4wmn53LMx20SXoyqVN9NQ5EVEONjacalcdlTrkAkhHzScI7B5ExBKdKU60LxsMrb7tJEVE1y9zDQuosBBKssnjY0EuQY+JmzTcn1nzdTLR6S7AxfROuOMM1TnqYFEBEfvJ510UtCO7xGgNCGXXHJJzT4xeH7kkUfWbBYYipZ5nemIjOscbKMsM4wbNdFzCAznRrQ+HUUpsKOR8jDlzHgIHMHTdDaNApWzNeLSkQUh+fpoSGyytmfDxZnpqLz0mxdBQLh66Ou05677B8e3yBEcTqNBYdOCSNeuv1z+NhlaDk1nIxjUJ6Sap+C0mjeymGKyzqwpAu+880516qgJHM3jCL5olHI4mgm49gfuYkwxfvx4tQ9cW5MQbgRna9RsjYc+N6+5BkUapZYKICK+8ZKMTc5GOMy0Ph2uTwcOgR9bOcMhwVW+q96crCTjQ0y4TtdMS38j22+d5n0KISAQSEZo/rbv0YeUcHGcTFr4EhIpDVfPmjBmQTLfHXRNk0wRaDUSMmrUKLj33nu7hN9zzz0qrnC0mDlmp512UjsbX3fddYp44HHttdeqPWV22WWX9jbHmA2YOc02ZPquadKg5glt9uDSS6YQOh3WPOemtqaZNQPMPUsynBww9yp1oLbpu5KM+TvY6gMNYv2utrzkmYbrfELjpI7eJedDgDiiycXlRUYkgsPJckSP67x1OE1nIy40DZeHRIIobGmlcrukK7m1IOo+mPMaU0yTdU7Nil/84hfK/IJ7nqyzzjoq7NFHH4UrrrgC/vjHPza6et0Of/jDH9T6Krjz8Zw5c1RYz549Yf/994fTTjutvUkIhdnQSX4fiQcRAcd1HkQkzfRdSCFj1qvkQUYgIE4iLaYcOORNFDGi8hk8SkTIh3hkJR9ZCIitrCwExJWfJEOvbVoOM16SMztyE6ZWx0VAaDqJeEgEhcIWx5VLFyeTtCDSsu3aIVWFF0RCsg6+m40bYec4YsQIOPPMM+Ef//iHClt66aXVSH7bbbctvPxWWyekV69eirzh8u1vv/22CsOZMej4mwUtQUJog2J2gLSj1vJ0ShkNo5oP2ulSsuBz7kNE6H1RkgGeZIXWUT8X6Z7MdNxzTDy1IyDIgQcp4dIWCZv2RaqDrcPPk3yYMi7thvk3TbxEQEopzqmWgt6zFGbCt/OXiAQHici4yuOIha2+3O/fhegYAdKaIKIWpEC0GglB/PCHP1RHQ9CKDxRAkY7ll18+t/zq1d4XDrPhc41+fMLMfKVGVupUzMbc1bDTupvhZsNJ6yGlp42hNAKWOruS496leEnGlJNGs9KRB3zz960jlacyXDyNk0gFJ2/+dkUQEFonH6JhppHukb773POWvkX6XG0EgEtP01ACwpEY21/uvqT6sN9giScUZc8puua0XDq1N0+0mk8I+io88MADja1Ei/iDFImWICHSiJGSBvAYzZjnJU8i4iIYWYmIbzwn45KTZCl58elwJULi6vBtHUvWg4OrfCkP231SGS5OeqYuQugimVQGAuJ93k8pDXef9PlwZET6HrlnJf0+LjIgQXonpPpQQmNLI73nNWGEUEhaEH1eT8fUVsOnn34K3/ve95QT6hFHHKF8QyKaDy3xOtsaJGk0xslLDaR5TdO7zmk+VK6cExGRZGxyLjJipjXlqKyro6ayJU9i4ENU8sjHlzBx8rbnQuVNWXruQxh9f3Of90Z690LeZTPczIOmNdPRvLnnzf0OPoSDIw302vVXgisNV66kBVH3WbavjCr5ihRpkmk1Tcgtt9wCEyZMgGOPPRaefvppWHXVVdUy46eccopacKtePiFZjnZAS5AQ2tDSEZRtBOdqHGl+XMMjnXP5mHWlcbQcWpYU75KR5Hw6Re4wZSV5KuOSl8rJm2D43E/ovVEZel0OIB/03ZV+P67OtJ5SvOv9C3mfubLMb4jr4G3fGPeMXd+pRDi4enPlSX/pb8HVn7u3Lu0PY2qRZsRIMjV/bWwpA1psRqnC4MGDYb/99lNmmffeew/22GMP+Otf/6qWcC8crfhAC0BLOKaajTN1LHVN2wUmrBQwY0ZKp+vC5QMWOXptpnE5pEoyYJHT5+azos/NlOOu85gVw42iCmpr2fJ9ypVIju26LJzTjssmz5EPXxmOcNBrLk46N9Nw9THlufxt8fQ5cPJmGRxxsYESBgkcgZHqYtaHi6Omk1KAOYYu0V6PBctaFbNnz1Yrfj755JNKCzJ8+PBGVyliLlridaYjLqmRto2kQEjLjeBonG+jDR6jS5qOC+fibTK+I3CbvClH03GdB9dxcPJcOunwQZp8bHUrp3gO5ZyeO5UFS56SDKR493zfZVqW9K2Y8dz3J9XNhIsImM/ERSJcfznY0oBUbqmrFqRaV3JOyQm3r4yOKwqtOHC///77Yd9991WkA7UguOrn7bffDh988EHhZUdzTBtpQihKFg2EGcfJA0lL481zU06SKTmm7EpTfuk1DTfjwXO9ECoHRMYmD57aETOsnGJxMtt3l7X99R0t+6blCIt0TTtoToaTlzp8KU8bAXGRXY50SHlIhFwiG+BBUGi4jRyYcRKposTILE+CRGBcsuC5R4xkjpE2qqOzadQBxSCrX0ez+YQsuOCCaqdXdE69+OKL1RLuvXv3rl8FWnSKbt5oCRLCEQMgYSAQBo44SJ0/l7cu34eImLJUzqyfjYhoORM+5hlw5EXraMqbcpSQcOSDNvwSKeHuxYco5AVXZwQZiQeVl9K6yApHVHy1H670LnIiERAIJCAcoaDaBJqnjXhIxAUc+VES5aMF4fKwkaia35PZ9damBdFpaHxEOH7729/CDjvsAIMGDWp0VSJanYQA07hwi5GB4NuRRgtCO2izE5eIiC/ZoPWl1y6tiIbNV8TMi5M1nynNW6qjRD6kcDOPIkZXIW23L+nIk3yY5y5NCUdUfLQfPtdpCAineaD3wJERLt68lvKRCItZf0mL4UtAbOm5+nD3VXasjiqtiEqdTzktCEdo8kSrDdzRDNNItNqKqUWhJUiI2QhzWhCOeIBANFxaEBcR0flKadM6qHJaEZvphSMYvs6oVLtByQklJBxBASYfLtwE983l3eb6aFryIB702pY2rfYjKwEpFUBA0mhDOA1CqOahJDzH0PfJRmCktKJGxnOPGF8tSNHrhCQZSX+b9Jnty+oKQkuQELOjt5EJ+hcc5MKHiOg8NMyPWOrkbeYYms5lEjHDTcIglc1BatMoIaHgtC9p8/ElCHnBVlY5INxGPGgaF/GQ5G0kJQ35oNdcHEd8zDLzJiBgkePykAiISWZsZELSglDYZClhKXvsEWMjItxy7dw03Xp+JxERRaNlSIhERDTSEBGdt4uISGVT7UVaLQgE+oqEml58tCNA5MxrM4wjZFzn7eOkmmZgkKaBthEpH+JBw2iaIslH0QSEK9elMUlDQGgnT+/NRRZ0HqHEw0YquPvhZKv1L7nX+KjWVSAdknakRgtSkAdoHLjnjPhA24eEpNWMcPJc2qKISCmDOUYiGWlNLyGzYzjy4SIkOq2r47e1r1lGgOWMci7ikSf5MGU4WY6kpCUcrrhQAsKRDa5Dp/lTOYksmGlspIBLQ8vjIBEVSVaK56bkumbHcHvEmOSjGgbFoJKR3xTEjbotok9IG5EQ2ni5/ELMhsMkC7a0RRMRIGWDIEvjwVMrYsqlISM0DU0H5Pn6zo4x62qTyRuucmydlC0fep2WfJjnnGwpx2spjtNUpCEgZt2pdoUjBDQf+nw4AkLTS/lx5MfMk4OkBanJx7I8uzQN14yXfD+6aEHm5lEE4sA9Z8QH6oV6tfmFgmuUXA2b7+hJalR9zs060YaapgHhmmv4OHkqQ+PoOZV1yVM585qmpeloOPfbuI4QhOZnqx8XzuUjPYcsz52TpXlBxmvpXTLLDyEgYPkmbAREIgq2Z2KCpvf9S9sB7i9XPkeAXMuzS+YYfU19QTjZuFpqhC9OO+00KJVKcOihh0IzoyU0IRSh5hhThktbynBuhkHB5hgqQ+N0+bQu4ClP02hZEMIo2Ug7Q4bmnxalDDJSx2dLSwkcd851uKYMJ0vJRBbCQeOojC0P2zlHQMy60udB5SSyYNZJIhBSubQ8DjYiwuVTZhYmU/kEmGPoVFwqb14X6ZgazTH5opQk6siSPi1ww76LLroIVlhhBWh2tASvpo0ReIyuaANjSwsZz7nRLpWTRmbgiJdGsmZD7xpxg4c8TUPTcelpZ2Ompfm4ZPI4fMqBwPvyfT5pfwcuHgLeDe5d8iUgIaTDPOe+AfPaRlCkfGic9M2b9fdtB1xkw/bdqfwJsbBpPCSnU2mPGE4LUi4Vaz3IckQ0/oFOmzYNdt11V7jkkkvUBn7NjpYhIVwjIY1qpDBbWh9SIslLnRbXYWgZEIiGT4fDPROpHvSck+fqLnXgUvos+RZFSIqoqy29RFhc8rYw33eBvk/S+07Lks7B8U3Rc6mOtm/S9e5L357P35B01m+P2R9G0nhw03S5NNJCZfo6or0wZcqUmmPmzJlW+QMOOAC22mor2HTTTaE7oGXMMWZjBcwUXdf0W2qaMJ0pJXOO2UjRfLnpuJzaMsRJlZN3Oa7qMJeZhsI1Q8Z85qEOqZV+80Gpz0BIZk6F8rRPhBp0LS8E5ZxkS55hZct1yZLW7OSojJQHRy7SXtOwsiAXck7zoaSIxpsyNB+OvNDnAAUSEI5QmQTEZnKRCIaqr+D3wWlUuuRZkMohmmOac3bMqFGjasKPP/54tSQ9h2uvvRaee+45ZY7pLmgJEiJ1AHSmi3nOhVHiAZZZLZR8uMJNwkNJQ1pfEBvx4PxFwEEszPrQuoFHOnCRksGjobTsNtBj8MLfhk3+CJJXbwf47K2a38xEXoM/n3wkUhZKPGgaqfP0JRpcmI24uIgEFERAzA6bxnHxkuaBIwvmc7ARB5pvyHsgERBWlpAGLq563wIh4bQeZnpuym5RUzcjCWnO2THjx49Xu/9qSJvwodwhhxwCd999N/Tp0we6C1qGhFDiABaiQckAF+ZDRELPbURE1xGYOnMEwod4mHU35cy0OjytUyptoEVSMmQRKK29X9cUA0ZAaa19IHnqCoBPXs+NcKQlG7Y4nw6Npk1LPrKQDZ9rM9yXuGQhILRzp2EmaOfPaVQ4AkKfkXltkgrwyMMEJSTq2hDmNB7Vsj19REKm6MYZMu2FAQMG1JAQCc8++yx88sknsMoqq1TDOjs74aGHHoI///nPyozT0dEBzYaWICFmg8VpPDoJAag3ETHrwzW65swcm3nGphUx7z2EjPjMkPElJCCEqXTL/7CrDlo15mVIkgqUMP7e05xDhyQFqbDBlk4cATvyoNdFko+0BKRskZXOaVrpPA0BkbQPNN6HLEh/XSRGku9SPrMmiEvT4bswmW0Jdy2rGrQCEJe16N6LlW2yySbw8ssv14TtueeesNRSS8FRRx3VlASkZUiICanjT3IgIpAD+ZCm0lJVpkkGXOYXF/GwkQ4XGeHkwEFIaB7JgAUgGTBS+MW+ISIwz2CAod8B+PztmnK6yEI4fNP4kg4pT4lUhJIPMzwNIfHRftD4tGSEkzE7bJq/DwGhcjQ/mocvoTCfXyhhAc/ZMD77w7iWZ7eRliLNMZGEdO8H2r9/f1huueVqwvr16wdDhw7tEt5MaAkSYjYanL8HCETCPJfCOG0FJyudU20GrQ/XeZtaB+5euPQ2MsKl8w1Pa/etyXuewV7fU2mewVD6nDfpZEE5o5yLcHDpaV4hxCOUfFAZjpyEaD9scTZNhlmOi6xwYZz2hCMDaQmIzkeSA6FMqgVRchbHU5dGQyIlkjNql/PY20e0EFqGhFAyIRERqXOnfhr6nOvUbRoOiXxIs2UkDQwQ0mOWX7RJRtJy+PiAcJqS0qzp4IW5cr6kIS1c+UsEqMuI2HFtk8+DfHBhHCkwwznthKTlsMnRcNrRu4hLUQSEe6ZcvTiUPQgI1VCodA5/EGqykcwwpgyN1+Xo8CIQHVNbb++YBx54AJodRbf3dQHXIJnh3OjMNkIDId424qQjLFtDDI44V0cijdY4GbPuXJgk6xNnkzfTlb54D+DryQC2FQBnfQXlT9+sya+ow/wNuUOKcz0DcMhLcSWP95R7b7jfVKozjZfeXRsB4TryvAiI+SxpPcCSB0f06G9Iv00fEkPB7ZBr025wGo1qXsIsGJpGx9dr2fas62qF9pmnnnoqrL766sqMMGzYMNhuu+3gjTfeqJGZMWOGWvcCTQrzzjsv/OhHP4KJEydCt0C9H2g3RUuQEKlR4WRCiIgZ5uo0bA2vWY4tjRnHleXbIdlIBKToJM00XDqzk+NISRkS6Hjtjm9acoGIlN/4N5Qrc6zEwBdSHlKetriQ+0xD5GzPOg0h4cK5903LcXmFkBGu/mY+vgSEy5NLy92HJBNKQCRCpg6BgPiuEyJpQbi0NqdXFVZQq50Y2pA0R2if+eCDDyqC8cQTT6hppbNnz4bNN98cpk//VnN62GGHwW233QbXX3+9kv/oo49g++23h+6mDUlztAtawhxDUWb8LzjThtmY2cwiNJ6mD52eW3I4sHL10OG0AbY5oUr3yqlPbSYZmsaMM6dDm6Cmm/KHL0Cp3APmLLsNQM++AEnlmxZ1zkzoeP0u6Hj38S55mgglImnSlwPCSw65kmecK9wWxslwJJqGlzLE2YgVBBJ7GwGRyAPNw5dQmJDyBCk982PbnEhtjqU2rYnLdKPO8WiRDuquu+6qub7iiiuURgSnmq6//vowefJkuPTSS+Gaa66BjTfeWMlcfvnlsPTSSyvistZaazWo5hF5oiVIiNmgcGTCRkTAkZYSCAgkImDxE/GJM0F9RUKJR+gsGVecWScfUtJj/DPQ8eELUBm+NCR9B0EJV0z9+L9Q6pxdk09WwuFCOWW8jViExudBPswwTjvAhVNy4BPHyZnvq410cOdZCIhLo0GfmXnNkQ56PxwBCZkNw2lGOI2Gec05sJrnXXxBXC9wgydz4NLiJnBxLWmBLRNIOhBDhgxRf5GMoHbEXH4cp5suvPDC8Pjjjzc/CUGtb4ZN6CBL2m6EliAhJklIQ0SSnIiIDpcIBqfp4OoiyVKSAkJdkhzIiCuOxksyXeQqc6Bjwrdz2SXCVQ/YypSIUF7Ew4zLQkhc5IOG5UFGaN55EBAzP4kwcISDpqf5u0gLJR0SQmbD2DQaZpiqo8M5tQu5KXCdkLwcU0OWGa+mrVTUlvPrrrtudTrpxx9/DL169YJBgwbVyA4fPlzFNTuawTG1O6AlSIjZqEimFK4Dl8JsaWm8vpbyNc87DLsrV76PrAkbGaFhXDk2WVecrXyXnE+aeqBUZ22IFOfSkOSl+ZCufeMoeeBkJOJCO3waZuYr5WP7a9axnJKA2LQgNrIhmVhc6XzS1BCUHqQBalL4LjNuAn1DXnnlFXjkkUcKrl1Es6ElSAhHQExtgikDnuYLqsGwaVZsGoZQk4xNS0LzpfcIFpJhm2pMZak8jZPiOU0JLYPmZyMCHPJcxAxco9+CtSF5kI+0BCSt9sNFQKBOBISiSALiIgyqfE9yYppaXGuC1JhqzAfX5OYY32XGNQ488EC4/fbb1fLiCy20UDV8xIgRMGvWLJg0aVKNNgRnx2Bc0yOu/uaFRg5EcwUlG7TBM+OkkRMNo/m5Rno0Dy4fqQMQG0OSP42XypXSSXW13YMZ5xMv1ccmzx3S7yzlycG3DFuerntzPZ9y4DP3+U3NtM4ONfD903H0myp7fBf0+6PvXl4ExEUobGnTEJDqe2IhIqpeTDrfqbyis6vvx5ERlRyOECRJogjITTfdBPfddx8suuiiNfGrrroq9OzZE+69995qGE7hff/992HttdeGZkepkv1oB7SEJqRs0WDQvzbHVB1Wcvh06HNTxqyHy/+ES19y+IO4Fikzy9VxJc+Fy8xw7j5KKTQgabUfJvnPu621lesqs+QhS2UoyUkTzsWXLXEly7UtTl/TODNMIikSOYAAQuxDQMCTgJj15n6TtOuBuBxSpdkwkiw3O0ZcX6QOJKTeQBMMzny55ZZb1Foh2s9j4MCB0LdvX/V37733hsMPP1w5q6J25aCDDlIEpOmdUiPai4RwpEMiIuDhrKrDwZLGRVBM8pDGPBNy7TNrhcpJphdKKkIICSdjk+Xq60MUssLVhpcC0vkSj0aSD9c1Fydpasw0Enmh+VASk5aAlBwEhHueXH607BpNj4WAuLQfrtkwLjOMGabPa26O/u3m1oMLLrhA/d1www1rwnEa7h577KHOzz77bCiXy2qRMtwFdosttoDzzz8fugWiOaZ9SEg5gIi4ZptwJIJOvwWBfOi8pI7b5e9hxtm0Hi4yQu/Npqng6merOwT4iXD5QIDfSNGwER6pPjZi4YqX4sxwG/lIQzZomK/2Q8vY5LhwswyJgNAwSiA4LQZHQKQ62v5SrUnNteWFsGkyuHPJzGLmReO7rAli3qB5XZCaPo1JhaYPNce40KdPHzjvvPPU0d0QZ8e0EQkJcUy1EZGSJxHhCAfN18fckUYrEkJOfIiAVMfomOqvEQkhJhIpSUs+uDDbtUuWIwm2PLjzNATERjKkOBdJCSUgNi2Ij2OqjyxHNKSywHZERLQIWoaESEREI2GIBSen4/QUWRC0E8Cca1ku3MxbQyIz4HFN68fJ0PKlekBAXaV4sz4+ZUnyza4NcRE5TiaEeKQlGj4yEqnQf8sBhMPMzwznzB1meo500Lxc5MSM77Ckz4uAuGbIdPTwJyBa3jmDpgEkJFoPckZcrMwLDeXUPhsY+UA3KtKICZg4rrGiDScwDSeXXmpMuQbPDKNprA2l0JCDhwwtX6oLfY5cPrRMSUaSs8nbjrTvg0++IXX0ufc0z5iTL2f8/blrsNSZexdpPPf+m3nR+nBpfL5FM51Ul3KdCEgW3xDJuVWaQVPmXq46kZBKDkdEPvvGlNpo/5iGkhCfDYx8YWu4uDidhgujHQfXGZjppXOubFrXkI7D1qjaZCQ5em7KhHSqEEgyOHlXO5uWsPiWE1JXTj5NftLzDw1Le83dX+j77PpOaN0hkGzYCIiNeHD3Td8JXwJiOpaq9IKWxIyTCIZEbmrKCv04ctaEZDkiDMQH2vzmGNcGRr4wGzO6BLv5FxgnVZ1Oh4Fl5gw364Wmc/l50PbDLCPLFF1JBgQ58z4pqG9IK0zRtZUJHmVy6TmiJF3TTtAlU/II49JKMiapoDJlz3TSOUcOOGLsS0AgIwEBJg0Nk5xQXVNpTULCkZfq7+FBRDjtSBd2yl37vswREd0ATeUTQjcwosApWngA2Sip5EkcEk9yQvPToJ0vLYc7N2U5okPLgBT+IS7nVElOIillT0JCy6H5hkzRtaXNEz7ERqpDCOmg8ra0RZMP85rTxnCy0rmWkzQ7EmEwz0PDQgkI7ae5fFQ4owVxEZCQKbqUnNim8HaZDWOem9fm324+O6bVEWfHdDMSwm1gxPmQnHDCCV3CyxmJCBdG8/PVKkhOppyGxDUDxZSlZXDXrkXJbIRKCrfVz4eU6HQ+2o+C2lYWtvqUA9K47p8jE6HhPoQkhHyAJ8mwyeVNQMAhl4aAmIqDkqcZJu3UXNasAvI1t1YISz64o6DOSTvvZ0kfYSA6pnYvEuKzgdHRRx+tVs8zNSG4YyMlGxrSLBiXJsTcPE5/9xVP8kAJh5m3PqczW2jbZ+bnMwtGumefMFu4zwwWn0bLdyZMPUZS5QwEJYRwUPlGaUJCyQcXx+XJkQ+dh40UhGhCaoiDIM+lLxkNWwgBKZOZLj4ERPLr0HnVmF96yLNkqhXs0TgSEhHRtiRE2sCIAndj5HZkNBsiSjAoEfHRhIAQr8O5jkLSiphlm+cmmeFIgk5vahsk8mErO6smxNaRugiUTWNC47n8i0QpB3MMF1YqUBOSF/mg11wcd27TfpjhkqYjRBNiq5eLgJRTEhCXA6qUliMgrKaD5KnjawgGNI6ExCm6+SKaY7oBCcEV83AvANzA6IEHHuiygZEvJAICHmTAl6joeJ2f1HFwWpGSxcxD85W0LL5khGpqJIIimZds9+XSBHCkhNYhlKA0m0kmhHTQeCnORUjyIB++hEOKk8wsXLhEcHxJCdW0hBIQLp+QmTA2QhKyHginJbFOx3UREn3dCYUgkpCcER9o85MQ1wZGvjAbJJsGQyIGXJgpa+ZBO2ab7wklHD7kg9NgmGmyaEZ8NThUnsZx8bYZMeUGOqK6UA6MK9VRGxJCPri4tITDjOPytJllXAQjlID4EI8iCIjvmh82AiKlU/drEh0XGZEISkREC6ChJMRnAyMfuEwxwJALH9+QksNkA0wZXLitfJ84sJAR28yYNMQjixYkZEaMjZxk8RlJ0z7b0mQlHTQ+hJDYwkLJRx7aDx0mmWV8CIiNlFAiwaWV6l4kAXGRDFWXNOl8yUadSIj2e8uSPuJbRHNMNzHH5IVSoGkmdJaMZLKR8jXDOa0IXc/DRiTMa1oe5DRNV5LPqgWBlNN1ferhQoh8KSCPUGIiEQ8zLg0hSUM+pGsaF2J+kc65/PMkIKU6EhBVZsBMGBsB6WKG0TcUchSAaD3IGZXkmyNL+jZAUzimZoX+LumME5dpxuUbYsrTc5tviQ7XMMMlZ1SXloTrjGjeEOCwytVRl+EzdTirFsQHIWRFgq+5x1ZOniYYW5yNkGTVfLiuOWJDSQItUyIaEmGg6SRTCpePD3FxEZDqM01hijHT+zqi2shJMOmoAwmJmpCcEVlde5GQ0typoJIGBDwcVunUXDONTZZOQaUdvU5jOo5K03Q5MmKbpkvvjz4XGifV1XUPtrLqtXldUeaYUmB+IeYXGh9imvEhHnlqPkLIh8+5RCbMvDlS4yIitK5FakC46bYcAaFTe6VpuiwB8ZmWax4qk9jlR7QGWoKEAGmYOAdRLo6SC3CYZ2g8NaNw+doIQVrNiHRN47jyfTUeUriUzkdb4JLPcwpvSP62fH3vKw3xMOM4eSldCNlwXdtIhkRMfM9tpKQ7ERBulovN2ZRLZ9WAmDfkPDq+OWAW5I04cM8X6t3M4hMC7YGWICElY+aaPnc5nXKdrG1qrs1UIzmtmvHULi75Y2QlI7RsCCRDtrpJ+UplSx+RL5mo5PAxlptAG+ITV3LEcyQlKxmRSIb+yxETF9EwzyWCYpIGmpeUj0RcQgmIKi+QgFRnsRhEw5U3OxMml6NHYSQkmmNyRlwxtX1ICNeQUzLhs/YHlxYsRAYc567OnsZx9dF50k7AVX8I1FS40kNAPCfjqksR/iB5aUR8tCG+mhBbnI182IhLFvKRRvthppFkJIJSQxqYvIomID6akYbMhDEfulULoklIRERroCVICDWLSOYXGqblbUQEPM0z3LmvucOULzlmzviQEU7Fz9XBhA8xovmnmRnjQyxCzTUu+JKZEM2Ni5hkIR5pyYcOk9Jw5MMnLs05JROcGYVLw4VxmpO0BIQzqZiwEQmXNkWKq7nxNIQETAIy18mkAERzTL6IU3TbjIRw5g6wkAbd6YNHWtPEAynPad5gIUpmHK2PvjbJik2Glp+GkISYZlzEpFQnDQiFL6mphzbERTxMGVtYCEGhmgTfuHLKc44wSPFlB3kxiQtkJCCcicVHk+EzE0aKg1yOHoWTkGiOyRmR1bUPCaGNl4ZLk2HzF3E5foaeS3Wj4TSO1oG7tsnY5GzkKLRuNhmbrG/aPFAuWBtiIyUhxCOUaHBhLvMKl4b7jrJqQiQCIpldOPISSkBUvo71PaRwHwJiajgk8tOFgJg/QvDRURcSEhHRCLQMCcEbmWPRENDptxVHmE7L5WcjKS7ywk2F1WXoODMfLp7Li95nSJjLKdSU49JR4qAt1kkKotGR42AgxKSTRQPCydm0RzbyIKUN1XqY4fUkH/qcIx/muS2MM910MckUNAvGRkC46bY0beqdcXtI8h0APfrUhYTEgXu+KCWJOrKkbwe0BAkp6UZp7m/GEQFujxcdJ4WBp9Oq5CtiytP6hGoYfLUjacK4cEmOg6QNCdEqFOUb4luWrZxQ0kHTlD0JSillWBbyocM5YiOdm2k4Gc6Hg0vHhXHkhWo/VFxKAqLKS0FAXCYYUQNSzlMDEs0x3QrxgbYPCVEffwkgMXaXdJkuOJ8RyY/EJz13Dg7CYspx5XB1cZGRNGG28LTfRjmHb6vcBL4gUh4uUwxHGlxx5ZRhWchHGk2ImcYM5zQYXP4+/h8gEBCXGcRFQMopCYiPCaZUFwKCq6JlpeYREc2DliAh6sNPjFGSoBHhwlz+Ib7puXNfkkLLMMO5OBrvU0ebz4wtXCrfVpc8HE/z0IKEEplSBpNMOcAc49KEmOE2TUge5ENfZ9WESL4fXP4SgSmSgNC0aQiIT1xq0gGeBEQdxZCQaI7JF9Ec02YkBKczVTvdih8R8dWEpNWKhDir+pARrgPnCIAtzzSaEFcditAkhpAHF3yb7BDzEReWF/Ewwyk54OJouhDykVUTQrUfpryvJqSGbHBhhv+HikvpA6LKL5CAVGfclLMehHSoPOtDQrJ8t+3RZQYgsrr2ISGqATB+sLJARHQcF+bShLjMO2Y6M943H1/iQMukMnSZeqmuvuFp6tJsZs6sJhkX4cjDBCOF+5APKhNCPrJoQjjth3TOERTOfNMljDigqriUTqiq/IwExEpyvLQcrsOlBYmakG6DuGJqG5GQHgA9cNfkyjeHSURwtgWSEdNHSH/vNIwSiRKzSV2FSa/lJDIibXZH42g9aF3N8Oq9G3+pjK5X6KZ1thkw0swXWi9JzkVo6g0bgfIxw3ByeWlBuPg05MRFNmxxEvnQYWnIh3nNkRpNPlQ+gvlEx+FsFJU+x1kwrOZjrj8om7dt9kvQzBiGgHSZGYOH8eNHRHRztAYJoeYYHa6vU2hFfDUk4JGHmZatX6BmhJZH7ydELq1fiK/fiI1oNENbahtTptGA5KEF4fxAyikIii+psMVx5VLthyTPkRKJwIT6f5hxKr8CCYjTBJPL4aMBKZaEmIOytOkjvkVcMbWNSIhqEOZqO0RiEUhEdJgPKdGw5SsRE5847pork5btkkvrF+JbD6kurjT1RLNoQmykwoz3ISih2g5bHFeui2iY55ymAzzNLyqdzQl0Lvkw5YogIKWmIiCRhHQbRHNM+5AQNJGqxkvQKnBExIy3dcShviJcHmbarJoQH5NJ3oSEyydqQrJrQiRyQsmAeU4Jis2PxEYqfOO4cl0ml1DzC6T0/1D5GHLdk4BAIAGJ5piI1kJLkBDVMBCSwHWoWYiIeS6RB25lUimfLvWyxNnqmYWMSLJpSUeo02ozjJzqrQlxEY+0JpciNCE2x1NfTYiP+UVaAVWlczia2jQheREQTiYT6aArojYJCYmOqfmiVPnmyJK+HdASJEQ1DBBGRNS5xTxD0+hrjpRwMjrOZaIx00hx3DUigTKUIFEHrTsITqqSHM3blOfSZNW62OpRL7jmGPgQDk5OIh1ZiYcZTwmDDnNpRnw0ITbTC5dGIiW+5hd1zXT8Ko+UmpA8CUipMA1IGgKCi5UV091HEpIzojmmfUiIqAkpz9V8UFNGGSCp5GeegQwmGimNdI1t9vswGt6CMTClNEiFDUk+hcXhfzAMJnQptyhNRR6aEFcZzaYFkdJQWR9thykXYpZxaUJchMWXfNC4EE2IRGJs2g91bXFADdGE5E1AykUSEHb2i+toj84poj3QkpqQGpJBtSJziQmdxqtJZ8XQAnAkgk7VtU3DNc9NzYjO32fqrnmNf1+ElWFcabEalvwFDIWnSuvC0skrMAZeZ+tbvV9yP6bGg06rNeXpc9AdDd3cjoZxaYvasC6r5sNGTEopzDAcIaDXLs1IiBbEJmPTgkikgUvnOpd8PyBg9ouSFUiHjwMqQm8kR8twERBukzorAekREG5OxeXIhxlG4/U1/sX1CApAdEzNGVG15AXXQLVbILSBYUc8pdp2go7czDAd3kFkbOeuvMoe1x/DyG8IiLppowua23K/VloOpsBAr7LMNlLfB3e4BnRSujR5heZXanD5afPq8JAPeU983h0pTx0uvfch77ctrJo/8f2waR1CCAL136jG9+gqj/nYdsTNTECssilNMNwqqgWRkCxHRNdl27McITj11FNh9dVXh/79+8OwYcNgu+22gzfeeAOaHS1BQnwbE+68Rt6YZWM2tK5O3eecyyeUjLwFi0EJVTwCMO5dWKwLsXCV56pTaEcukRqfTl7qoLMeNqLlql+HZ/+T5rlJMiFEw6wfdy3dm0/ePuc+71j123IQEBcZ8DGfIMEww/U1JSgmEcmVgIhxOREQzCciguDBBx+EAw44AJ544gm4++67Yfbs2bD55pvD9OnToZnRcj4hVVPM3O9eciZVbcJc04xpnkFIviLS7JdqOnLOrYbK+YtoeW6FUzPPSTAYEq2vZoBxk5JBKh9aL1pXWziFbYTDzc6xwWe0pJ9DXtDPw4VyQHjJEUbTlD3kuHD6W3JhNJ0UT8PNeK486VzLmelMmS7hFvOLDgvxA0nr/0HLt6XPTQNSlQ8gIE4/kWJ0DtF60L0dU++6666a6yuuuEJpRJ599llYf/31oVnREiREjXbwY5/zzTVHQChRsM06KVuIiJmGTZeCmJiwTe3tgE77g0gS6AGdXe7JRZ5s4RwqGTt03yY0j6a2nIOci3Bw6SVyYYsrpwxzXdvIh77m0tpIiqnl0NdmHpp8qGuL86kZH0pE0jigmuUVQkDY+I5sxKNLXCQh3QI57Qg4ZcqUmuDevXurw4XJkyerv0OGDIFmhm8b3dxAVa9DrWqqZNOaZ8qC+pkzfUgqbH1ty88MN9XrC8OHVnMMYiH4KFi9T1X41HThGuiFml6CBpAZjpD0ISYaH5ORdL/Ss3WZz2xh0rXr3XK9j9Iz4Mw9Xeo4V/uR1v/DZZJJQ0A4U03hBKRHXiaY6BPSrj4ho0aNgoEDB1YP9P1woVKpwKGHHgrrrrsuLLfcctDMaAlNiGpYSt/89TXF4H909kzVPGPIg6AV0SYDLSOF27Qf0hRfE+aHvRS8Bf+D70CCL6fpmKpe+Ar0hNnwHXi3S540X05D4iPPxelrrgGq5GBuMa3fSY6mF980Zc8wmykmxPxihtvCbJoRH82HvubiuHOq5dBhbLhj6q2Sd2g9uDCTPNA8fAhI/TUgUAwBKTk0ohEthfHjx8OAAQOq1z5aEPQNeeWVV+CRRx6BZgfXnnY70BGX1nyYhzkS4rQiZlgPnaaHkaZjLtEp1c4kMP9y4R3MuTmrpkOI6yB54vVAmA6bwqPQA+1OiilXqpqR3jALNoWHoA/MrsmD5mvTetBwLh8aZ6alGoIexkHbZi3P5ZVFg+KTDy277Flvn/umz9P3WdNwWxiXtmx5b2x5uN5LLk9TRofjd6G+j45abQOe4/dk00ravlPzezXJQ00aZrZLagJi/vi2F9iHgPTozZtWaqbbGtfcNF0uDv+2gCbkoYcegm222QYWWGABKJVKcPPNN9fE42DruOOOg5EjR0Lfvn1h0003hTfffBO6DRLDLyTVAQpIQMzDRUIOPPBAuP322+H++++HhRZaCJodLaEJUY1ISfbRMP8CF0a0Ijotl1+oZkQjjTaE044sCJ/ADnAHvAOj4RMYqlZLHZlMhNHwAXRAhU2T1jeExkn3RFFJ4cBqPvtGsu5SQLqSQ8ZHO5JGM2LKhWg99LVPXBrNhzoXtBXmeWhYiPZDy2jiYqZJpQFxHSEzYUIWJpPWCVFHGn1f8/l14KyNFVdcEfbaay/Yfvvtu8SfccYZcO6558KVV14Jiy66KBx77LGwxRZbwKuvvgp9+hRDxLqzY2qSJHDQQQfBTTfdBA888IB6Zt0BLUFCtP+GuCCZQDYo6eBm14DFcdVc5CzUzGGbMeO67gNzYBl4G5aCt6v50iXZ05pibHWneXHxnIxNNstMm1D4NN3lgLQ20kHj8zTJcHFFkA8uriZ8boRkejGvfc0wLuLAxXEyND+qRaF55U5ArCRCICQ+JAVlZje3OcbXkXLLLbdUh9ShnnPOOXDMMcfAtttuq8KuuuoqGD58uNKY7LzzzgXVvvvigAMOgGuuuQZuueUWtVbIxx9/rMLRjwQ1Sc0K18CwW4CqdjnzDNdocYsWcY5stPGqkRUcV6nanMaZYZKqnFsMjVOP07xp2ZJJwyfcdg9cvFlvH1kura95xveQzC5Z6s3J2uJDn7v0vGkaWlbIe+Sqj2Q+0gSEfhO2b8/2bUlyXDqfvOn6H1K9VN1DzC5pCUjo4UzfUejsmCxHWkdKinHjxqlOFE0wGpjXmmuuCY8//jh0C9TZvnXBBReoGTEbbrihMmHp47rrroNmRktoQlSj0tF1iq4+B2H9EDDOpTCan5lnVVZrXTym9EpxPtoQzpzCsUj67madousywYSaX3y+LdcS8D4o5cDGfTQgnFw5ME6ST6v1CLmmGg6X6UWFGR26vnZpP0LML2aeUlwa/4+a+oQeTpLisRx7GuLRJQ4KgTYrZ0mf1pGSQo/iUfNhAq91XLMjzaqnJkLTqgkL3RAtQULQGU41MHNnx3AkQkPHcaTERVT0uT7R5MPcq4Yz0XD+Ily9zLDQ67TkIHSmDJdviG+ITd4FH/KSpn22Nbw+hIPKZTXLhBCPRpEPFebh+2HKSWFmGl//Dx2f2gE1bwLCOaHmQUDYA5oa2oEyIqJtSEi1gWE0HyUkJXMJgiIEKFshfh8kzEyrJp+UhXMPMmLWqUJWRNVxJlGhWouQaxpGiYr+q8tykRJwxNF4U8Yll9ZnJCvKGUgJTVsKiLfFcXI+JCMt8dDhXqSEOJ3qv5zmI4sWxId80LIlfxL8izNyaH28CEiaxWl8CUioX4gkj6OuJtaE5IERI0aovxMnTlQmBQ28XmmllaBboM6Oqd0VLUNC8KAOqHNPq+HcOiAux1QfWRsZsZlpdF6uOJc2xCZjhpn3EEpKuDiuzlnMMO3imCqRExvxyEpGJK2HGJdC82Gehzimhjif0jxcZIV1QNWtXhqNiO9CZEUREPV3NrT6iqk4swOJyL333lslHejw+uSTT8L+++8P3QKRhLQPCQGj8dFkwEYgEKJWhPiImKSEmzlj8xfxJSNUM+Ka9uvyDZFkqFxa04mLmEj5hZCMvEZVIZprXw0IJ+ur6aCyElGRSEVarYcrPoR8mGEhRISmk8wqWo5zPqV5BJlfzJvNRD7wr0BA0vqEBBGW1uicpk2bBm+99VaNM+oLL7yglhlfeOGF1YqfJ598MowZM6Y6RRfXFMHdYSNaBy1BQqqe7oaZhGoyXFNvTQ2KqT0x8+Lypelovi4zjU0zovMxNRUu7QgX5kNIJC0JB66ORTmmIpIGOaVK+fiQEh9thynnqwWpN/nQYTZCIZ37aD9ovI/zKS0jd/8PkXjoowACEkRUkpbQhDzzzDOw0UYbVa8PP/xw9Xfs2LFq87UjjzxSrSWy3377waRJk2C99dZTm7R1izVCEFET0j4kpLoCI0MYumgjGFOK1XG1whMUk9RI+XJ5qzBDMxJCRiCQaLjCpPpxMOVMUsTlaau3lkc0wyeWh1OqSyviIhNSeKhmxId8dIkLIB9pNR6mLKf9oPE+zqe6DPz2aV1yJyB5LkIWSkDYuKQlfEJwKqltRgeuonriiSeqo1uimZxsmhgtQUJ0o2NqKagPiFMrQvxIEJJfCEtyhPNQMuKaUUPjfUwzaabp+phObMTEN59GfmehGpBQwkHlQ7QgZrgtLETrEUI+aFzIuURKbGYVeh1qfqHl142AZCUdqQhMpeV9QloB9Z6i213RMiSkiyaEmEhcTqtAfEXMqb4s0eDytpAUXSCmM/NXcozPiI1smPEmsmpDQp1SOXDNo0RQdL6Ien5upRx9Q2ykoygtiG02TQj5UNekE3eRDJ0mhJTkof3g5G0yUI9l2NNoOFwExMs51UafIyK6F1qChKCTOs5aUx28djSVdsgl5hVTHgmDOZ0XPDQdOp3tHMvS5eh66PIxrMY0ZJneSwmJGS/JmHHStNuQcB2nno0RRn1WTDkONM5Ha+lDVNJoP8tNtk4IR0QkUpGWeLgcTrlzLZeFfEh+IT6aDR8NSf7aj7kExKWxkOJ9wkNm0qjzWVAEovUgZ0SfkPYhIWZjJvloUM2FKaPPQSAt4DEzxmaakcrSF7qMmnpYtCPgqSGRpt6mMcf4aEVsmhkKSqAaAdd4Mq1TahZCYiMenBzNoyZ/T61HGsJhpnGRD042D+0HQvuEFEpAsvh0ZJXnZEvF7B0TzTE5o5KgTSVb+jZAS5CQasM091ry/bD5itSYSBhTTrUsGi+ZfTyJiZmxaarx1Y6Ax1RfirzMMb6kQyIbjXRQDXVIldJQ2axaEB9TS1qtR97kgzun2hVf7Yd5TYmIt/OpfhB5HdIiZHn5g3hpPThzTBZ9RUREc6ElHVOpFsMkIBxpoOQALKSF+ov4EhPWaZWZ2qvlTbi0I7Y0VOPAEQJfbYhPPFdGCNmoNFDzUeRaIVKcayqvt0nGg3xwZINehxAOScMikRhKIMx4H+0HK88dYPh2QCjx8NR+pDHDhDikWslKMSQkmmNyRjTHtKkmRNBi0DhNBkwfEFOGS2OSEfAxuTi0JFRO50f9RjQk7QiF6RtSLYOBy2xD5XziJRlJth7aEd+GtSgNCI33WUNE8vPIqvXIg3ykNb2Y51ZiAQU5n4LP0uw5mF98Vke1pXNO2Z0JRSCaY/JGRhIC7fFEW4KE4Hbc6JjKOaT6zHipNvDMaqtzg7uaULhl2iWTC6MlkUwzPn4jNfK6DgwhcZEMSUtCZ7O4NDWhq6am+bwqOWs88l4rhCMQaUhHKPFoFPmg8S7fEJvphaaRtCQ15EM/lFyPgGXY02g/0hKbLnFztwuPiGgBtAQJ0Y2IXozJ1GrQDezAsYMuMA6tXBpWSxDomGrzE2HJiEkUBN8RlSaxkwz66CRIpCQPx1RbnTgUsWVXuSCzTOhqqU6TjCEgaT10HEdOQvw/bHGSicdFPqisS2NilaOajbz2gcmyBkgWx9S0s24KQJLRpNIe4/YARHNMm5EQvJM53zRUHR7TdIHZLZcz0ZhkRDWwwpReTjOiSZB5jpCm8Oo4BCerbtUkHIwzq5mHNtkA49Sq4o0OUM+00ef6sWo5m+3Y1LLQMA7UvCMhaQJTTN6rpGYlHWk1Hq5rF2HhyrTJuLQkmclHWrIBnkuw52WK8Q3znbKL5wW12tEckzPU7JY4O6Y9SEiHQUR0J060IXSarkkaqDZE9BcRZt5Iu+my5hiqebH5sAhaGjPeZrLhtCSm2UbSlLg0HzSdmdZ3gbIsn5fkhJs3SfHVhkgajhDNSFrikQfZSEM+6HmI34eZt830Uq2fRCbqqf3Ie52Q1KYYnKJbhF4wIqIxaA0SYjZMBlQDRrQhUqfu3CGX8evIg4zQOBc5ofF0eXiu7Jp0EE5K0hITLh8zP41QQtJRBw2JRGxCCEco6VDhFnKRl9aDXktxLm0GlZH8PsxzzplV1JKYmgv9AHMjJTktwR5qjglxWhWn6BazgVvW2S1xdgwBNrhdGufA9G2A1iUhRq9o+op47RsjbFZnytJOV/IZoSYTjnBY/UEYsiE5yboIia5DTVqDkKjwxE4sXMSEIxX0viTU45Mrp4zPbJIhwjZth6/GgwsL1XTQuCyaD1PGplmRHFSp9iMpA/x3wILwSe/+MGzOVFh2+oeyZoSSEesU3YwOqGk1ID4ERJohU3PdGrvotjyiT0h7+oRUe07So5U4omD6bHjMohGdV0lVJFLQRU4wzYjriAjxZn5c2doXxqyDSUgkLYmKI9+Ci5hk2cyuhhhBfUhHmk3ruHy7aEgETUejiIfrOoR8hPh9cPn7+H48NHgMnDDmB/D2PMOr973Y1xPhuPG3wQZT/pfO/AKeS7DnbT7J2yekwF10G5m+5RB9QnJvowvDeeedB4sssgj06dMH1lxzTXjqqafCMuhhmf9P4nSDh6sw0lFYjx61KmOUMeMl2Ro5I18aX1Nuj65paTpaVylekuHCdL27xBvnZn2VXMc3nao+Okr8IzYPJBwl5tDxJcfRYTm4/kWSdZVj5iHVQXqlqmWXyPPBgTbzW9mes/m7cPE0zOed4K5pevq+0m/DLIf7duh3QU0qZjq8R/rdme+/fqAPDF0C9lhhb3in7/w1n/k7feaHPcfsBfcPXioFCUHy0Ts9AVEOoXMPW3wazUooqcF7iYhoETRcE3LdddfB4YcfDhdeeKEiIOeccw5sscUW8MYbb8CwYcP8MqGq2Ao5tMPq3Dg188TQFoib2JEZMQjb7BhzJkyXzemM+KpmwjDVSLNhuJk0uh46HsHJ2MJ0Wj0a1fXR5+YInZt5Y8KchQNkNk4XWb9f1CpXKohpS3LUlKJkGWFJw0HlOa1GHhoQHcaZeiRtBo2jabOYXbz8PlTgt0elXIJjx/zwG9MAeYjqOqnAsaO2g4f+dzqUUSPgQz6w41blpDS5FKENCTHF0LgexegcoiYkZ0RzTPcgIWeddRbsu+++sOeee6prJCN33HEHXHbZZfCrX/3KL5MOg2hwUydMM40Zjp2tEUXNNZosMMmcDqllT38QrgzJ7MOZXySHVVPGDJOcZyXzjVkGosSQEdYXhZh1qrKe31daApNGtceRDF+ywV3TNCGkwwy3haUxz1BiIMlyZhiXmYaSHFoGR1q6DB7KAM8OHA3j+wwFCUhEPug1BJ6ZdzSsMeNdPwKSx9Go2TFSfAGIPiFFPNAsJATaAg0lIbNmzYJnn30Wjj766GpYuVyGTTfdFB5//PEu8jNnzlSHxuTJk9XfKXPIajsmGaFakYosq7UOpnbBXLAMTXSmw7MON2XAlEfZxDDvleamN8P0e1qam874y/qTULLBOKx2kQEiZ3a6HXL4twyn9n51GL3uQkQ6LE7eJTtZKRocubARizSE45sAPq6GYJSEcFuYi5zMdcxR4agwIH/15p5lQ6YqOzdOLfRnljuXgeOfEnOuCH1pbvrOb8pQ5elzXe7csGqvhwnnvq9vl+aFytczwIW3k/6wlJlHJyEgivF0GAexHylWhJU1D4bI6Ir3mPsXVZ/mgTva9ugJMLuTz6Nj9tx0RvoeWP6suWkxzUyAMqafM5d0YLnad0Wn09cVmDLtK/UMkjYZKUe0NhpKQj777DPo7OyE4cO/dT5D4PXrr7/eRf7UU0+FE044oUv4qL8UWs2IVkQzTNWJYPDK3MOOnzgl8AecNfdoTUydOhUGDhyYW35RE5Izojmme5hjQoAaE/Qf0Zg0aRKMHj0a3n///Vw/xu6CKVOmwKhRo2D8+PEwYMAAaCe08723+/23871rDQgSkAUWWCDXfKNPSM5QKt4MT6XSHk+0oSRkvvnmg46ODpg4cWJNOF6PGDGii3zv3r3VQYEEpB0bIw2893a9/3a+93a//3a+93YcdEW0JtL48eWGXr16waqrrgr33ntvNaxSqajrtddeu5FVi4iIiGgrVHI4IhhzTJajDdBwcwyaV8aOHQurrbYarLHGGmqK7vTp06uzZSIiIiIiikf0CckZ0Seke5CQnXbaCT799FM47rjj4OOPP4aVVloJ7rrrri7OqhzQNHP88cezJpp2QDvffzvfe7vffzvfe0REq6GUxHleEREREW0LdPRFH5MhGe3zaI75Yu7SCe3qq2M+z02H7Ak9yr1S5zOnMgvu+eLyln+eDdeEREREREQ0HnrppCzpI75FklTUkSV9OyCSkIiIiIiIbzbwzJA+khACNDJk2YQuaY8n2tDZMRERERERERHti6gJiYiIiIjIrMloj3F7qCYjakJaWhNy3nnnwSKLLAJ9+vRRO/A+9dRT0A7A5etXX3116N+/v9ppeLvttlO7DrcjTjvtNCiVSnDooYdCO+DDDz+E3XbbDYYOHQp9+/aF5ZdfHp555hloB+AWD8ceeywsuuii6t4XW2wxOOmkk+IeKjkhyeGIMKC3Ys9ytAG6LQm57rrr1BojOFXvueeegxVXXBG22GIL+OSTT6DV8eCDD8IBBxwATzzxBNx9990we/Zs2HzzzdX6Ku2Ep59+Gi666CJYYYUVoB3w5Zdfwrrrrgs9e/aEO++8E1599VU488wzYfDgwdAOOP300+GCCy6AP//5z/Daa6+p6zPOOAP+9Kc/NbpqERER7TZFFzUfqA3ABkmvtIr7SRx00EHwq1/9CtoJuM4KakSQnKy//vrQDpg2bRqsssoqcP7558PJJ5+s1pfBhe5aGfheP/roo/Dwww9DO2LrrbdW6wddeuml1bAf/ehHSivyt7/9raF1a4Uppf1ycEzFYVCrTyn1fZ6bzPsT6FHKMEU3mQX3Trum5Z9nt9SEzJo1C5599lnYdNNNq2HlclldP/7449BuwJcUMWQIzvRvD6AmaKuttqp5B1odt956q1pZeIcddlCkc+WVV4ZLLrkE2gXrrLOO2tLhf//7n7p+8cUX4ZFHHoEtt9yy0VVrCURzTL5IKpXMRzugWzqmfvbZZ8o+TFdVxevXX38d2gmoAUJ/CFTTL7fcctAOuPbaa5UJDs0x7YR33nlHmSPQDPnrX/9a3f/BBx+s9mDCrQ9aHagJwlHmUkstpTa+xDbgd7/7Hey6666NrlpEREQ7kZCIWo3AK6+8okaE7QDcvv2QQw5RvjDokNxuhBM1Iaeccoq6Rk0I/vYXXnhhW5CQf/zjH3D11VfDNddcA8suuyy88MILioDjlvbtcP9FI64TkjPi7JjWJSHzzTefGglNnDixJhyvR4wYAe2CAw88EG6//XZ46KGHYKGFFoJ2AJrh0PkY/UE0cESMzwD9g2bOnKnejVbEyJEjYZlllqkJW3rppeGGG26AdsARRxyhtCE777yzusaZQe+9956aLRZJSHbEKbo5AxcqK0US0pI+Iah+XnXVVZV92Bwl4vXaa68NrQ70JUYCctNNN8F9992npiy2CzbZZBN4+eWX1ShYH6gdQJU8nrcqAUGgyY1OxUb/iNGjR0M74KuvvlK+Xybw98ZvPyIionuiW2pCEGgXx9EPdkBrrLGGmhmBU1T33HNPaAcTDKqkb7nlFrVWCO4+jECPbJwp0MrA+6W+L/369VPrZrS6T8xhhx2mnDPRHLPjjjuqdXEuvvhidbQDttlmG+UDsvDCCytzzPPPPw9nnXUW7LXXXo2uWksgmmNyhtJkZCDISXs80W5LQnbaaSc1NfW4445TnTBO0bzrrru6OKu2ItA5EbHhhhvWhF9++eWwxx57NKhWEUUDp6Sj9uvoo4+GE088UWnAkHy3i2MmrgeCi5X9/Oc/VyY59AX56U9/qtqAiOyI5ph8kVQSSDKYY5I2ISHddp2QiIiIiIj81rUo56AJwXF/q69r4fs8N+rYHnqUeqbOZ04yG+7vvLHln2e39AmJiIiIiGgNtOv2G0XhvG72PCMJiYiIiIhoyGJlrbz9hjLHZDza4XlGEhIRERERUTWnpD3SkBB0LN53333VhAKcfo5r3swzzzxw2WWXQbdHUsl+tMHz7LaOqRERERERzekTYaJ3797qkLbfQEfrVtx+Yw7MzuStOwfTt8HzjCQkIiIioo2B6y7hIo96qn8WzDvvvGojURNoGvjtb3/bNttv6Of5yMf/ypzXvG3wPCMJiYiIiGhjoAPjuHHj1Eg6K3CyZalUO8eGG7W3MuLzDEMkIRERERFtDuw4670XUytvvxGfpz+iY2pERERERN3R7ttv5I1e3fR5RhISEVFHoGr15ptvbnQ1IiKaAjid9JJLLoErr7wSXnvtNdh///3bZvuNInB4N3yekYREdGtMmDABfvKTn8ASSyyhPMFxa/d2Ay5MhMu3R0R0x+03/vCHP6il93HrDdyEsl223ygCO3XD5xl9QiK6NWbOnAnzzz8/HHPMMXD22Wdnzg+dyVCtGRERUR/gjuB4RLTn84yakIimBu4QixuV0e3at912W7V7KmoB/vjHP8Luu++u9msIBW74t91226ndWbGcJZdcUoWPHz9e7VQ7aNAgGDJkiCrv3XffraZ7+umnYbPNNlPOYFjuBhtsoFYoNPHmm2/C+uuvrxzUcOGgu+++u0v5L7/8Mmy88cZq92PcCXi//faDadOmVeNxk0Kq3cH66o0KMf69995TO+yiqYd60kdEREQ0MyIJiWhq7LDDDvD555/D/fffXw374osvlIoxr91j0XHrjTfeUCTh9ttvh9mzZ6uljvv37w8PP/wwPProo2q+/ve+973qtLupU6fC2LFj4ZFHHoEnnngCxowZA9///vdVOAJJ0/bbb6+0Kk8++aRaufCoo46qKRdttVjO4MGDFam5/vrr4Z577gkaxdx4442w0EILqV110TSFR0RERER3QTTHRDQ1sIPecsst4ZprroFNNtlEhf3zn/9UGoiNNtoolzL69esHf/nLX6pmmL/97W+KRGCY1ixcfvnlSivywAMPwOabb660F1Rjg/EPPvggbL311opM4AJB//73v5WGBXHKKaeoe9HAe5oxYwZcddVVqg6IP//5z7DNNtvA6aef7mXHRS0NTstDwtTM0/AiIiIiOERNSETTAzUeN9xwg/L/QFx99dWw8847K0fUPLD88svX+IG8+OKL8NZbb6mOHTUgeGBnj4Th7bffrs69xz0aUAOC5hjcahvNKO+//76KR890XOlQExAEnSaHMrjBlCYgiHXXXVcRINTMRERERLQ6oiYkoumBmgFcOfCOO+6A1VdfXZlI8nBC1TBJAALJBM63R7JDgU6wCDTFoJkI/VFGjx6tVjFEkpHHKokmkGjhvZtAc1FEREREKyCSkIimBzp2on8FkgLUUKDz6CqrrFJYeZg3bok9bNgwpeHggH4i559/vvID0Y6suHeDxtJLL63C0Edj5MiRKgx9R0ygzBVXXKF8QzQRwnyReGgHWSQ9pp8H7g3xyiuv1JiiUIuD4RERERHdDdEcE9FtTDKoCcEtqalDKs6FxwM1GJ9++qk6f/XVVzOVhT4nOCMGtS64DwT6ghx88MHwwQcfKBk0w/z1r39VJhV0PMU0OMNFA3euxLVLUGOC5h3M5ze/+U2XcpBgoQwSC3S+Peigg+D//u//qv4g6HuC940H+pjg4kOTJk2qyQdnCD300EPw4Ycf1hChiIiIiKZHEhHRDdDZ2ZmMHDkS7RLJ22+/XROHYfQYPXq0V75jx45Ntt122y7hEyZMSHbfffdkvvnmS3r37p185zvfSfbdd99k8uTJKv65555LVltttaRPnz7JmDFjkuuvv16VefbZZ1fzeOONN5L11lsv6dWrV7LEEkskd911l6rbTTfdVJV56aWXko022kjlM2TIEFXG1KlTq/GzZs1K9t9/fxU3bNiw5NRTT1X1xXprPP7448kKK6yg6hk/6YiIiO6EEv7XaCIUERERERER0X6I5piIiIiIiIiIhiCSkIiWhp5iyx3opxERERER0ThEc0xESwNn00hYcMEFa5xJIyIiIiLqi0hCIiIiIiIiIhqCaI6JiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAh6NKbY9kJnZyfMnj270dWIiIgg6NmzJ3R0dDS6GhERbYtIQgpEkiTw8ccfw6RJkxpdlYiICAGDBg2CESNGQKlUanRVIiLaDpGEFAhNQIYNGwbzzDNPbOQiIppskPDVV1/BJ598oq5HjhzZ6CpFRLQdIgkp0ASjCcjQoUMbXZ2IiAgGffv2VX+RiOC3Gk0zERH1RXRMLQjaBwQ1IBEREc0L/Y1Gv62IiPojkpCCEU0wERHNjfiNRkQ0DpGERERERERERDQEkYRE1A2LLLIInHPOOZny+O1vfwsrrbQSNAP22GMP2G677RqSX95lR0RERDQCpQRdxCNyx4wZM2DcuHGw6KKLQp8+fTI7uc78ahb06dcbyuXm541XXHEFHHrooV2mJn/66afQr1+/TH4y06ZNg5kzZzaFsy8SAbzHm2++OZf8Jk+erGZs4JTRPGUj6vetRkREhCHOjmlifPjWBLj2tJvhvmsehlkzZkO/gfPAlntvAjseuS0MHjYQuhvmn3/+zHnMO++86igKs2bNgl69ekEjMHDgwEJk6wkkRkiae/SITUtERIQbzT+sblO89fw42H/VI+Huqx5QBAQxffJXcOMf74ADVj8KPvvw80LKRS3DwQcfrKYr4qhwvfXWg6effroa/8ADDyhHvjvuuANWWGEFJbPWWmvBK6+8Uo3fc8891Ugd5fBAEwpnjsG4iy66CLbeemulHVl66aXh8ccfh7feegs23HBDpTVZZ5114O233xbNMboM88ByNLBeW265pSIuw4cPh//7v/+Dzz77rBqP5Rx44IFKczPffPPBFltswT4X7FgPP/xwpXlALcyRRx6pOlwTlUoFTj31VDWixqmfK664Ivzzn/+skfnvf/+r7nfAgAHQv39/+O53v1u9P2piwbTLL7+8ygvL3HTTTWH69OmsrO/vdu+998Jqq62mnjc+2zfeeEN8F959912V5tprr1WymO9yyy0HDz74YJd877zzTlh11VWhd+/e8Mgjjzjr43oWiL/85S/qncD0Sy21FJx//vk1ZBF/N1zbA+NHjx6tnj0Cfxd8TxZeeGFVnwUWWEDVJSIiovkQSUgTAhvRU3b9ozLBdM6p1MRVOivw+YQv4c8HXVZI2di53nDDDXDllVfCc889B4svvrjqmL/44osauSOOOALOPPNM1bGghmObbbZRUxyxs0KigR3LhAkT1PHLX/5SLO+kk06C3XffHV544QXV0fzkJz+Bn/70p3D00UfDM888o54FdjYSdBl4IHnB+q6//voqDk0lG2+8May88soqr7vuugsmTpwIO+64Y00eeK+o/Xj00UfhwgsvZMvBe0Uz02WXXaY6WXweN910U40MdoJXXXWVygM72MMOOwx22223aqf94Ycfqrphx3jffffBs88+C3vttRfMmTOHva9ddtlFxb/22muqs99+++27EJ/Q3+03v/mNuhd8HqitwPxdwN/6F7/4BTz//POw9tprq9/6889rSfCvfvUrOO2001RdkZy66uN6FldffTUcd9xx8Lvf/U7lecopp8Cxxx6r8kOce+65cOutt8I//vEPRaRQXpNPLPfss89WBPfNN99U5jIkcxEREU0I9AmJyB9ff/118uqrr6q/oXj54VeTTUs/th6bdeyQfPrh57nWedq0aUnPnj2Tq6++uho2a9asZIEFFkjOOOMMdX3//fdjL5hce+21VZnPP/886du3b3Ldddep68svvzwZOHBgl/xHjx6dnH322dVrzOeYY46pXj/++OMq7NJLL62G/f3vf0/69OlTvT7++OOTFVdcsUvelUol+eEPf5isuuqqyVdffaXCTjrppGTzzTevkRs/frwq44033lDXG2ywQbLyyis7n83IkSOrzwAxe/bsZKGFFkq23XZbdT1jxoxknnnmSR577LGadHvvvXeyyy67qPOjjz46WXTRRdUz5TB27Nhqfs8++6yq57vvvuuUDfnd7rnnnqrMHXfcocKkd3TcuHEq/rTTTuty36effnpNvjfffHNVxqc+rmex2GKLJddcc01NGP6ea6+9tjo/6KCDko033lj97hRnnnlmssQSS4h55/mtRkREZEPUhDQh3n7xPXAtXZBUEnj/1Q/yLfftt5U2Y911163Z4GuNNdZQo1ETOCLWGDJkCCy55JJdZHyAo2YNNJcgzFErhqHj4JQpU6z5/PrXv1amnFtuuaW6CuaLL74I999/f9WPBA/Utuh71UAzgg1oWkLNxJprrlkNQy0CmjU0UAuDS4BvttlmNeWhZkSXhdoeNDngM3UBTTmbbLKJehY77LADXHLJJfDll19m/t3M562XKdfLlkswf2t93zRf81n41Mf2LNDkhHnsvffeNc/y5JNPrjFdYR743qGp5T//+U81PT6vr7/+Gr7zne/AvvvuqzRWnLYpIiKi8YjeY02I3n17gc+cpV593J1Zs8PshPSiUVwY+ltI+Nvf/qbU72iyWHDBBWtm0qDp4PTTT++SxtwnBH1PsgLLQqCvjFkHBJocEJoc+QCXD7/77rvhscceUx3sn/70J2VKefLJJ5XPSVqEPltfhD5D27PQzxKJl0n8EHpZ9VVWWUXNaEFflHvuuUeZ2NBnBv1oRo0apUw0GI7P8Oc//zn8/ve/V2YxHwIYERFRP0RNSBNi9S1XhnKH/acZMLQ/LLnG4rmWu9hii1V9IzRwRIt+H8sss0yN7BNPPFE9xxH6//73P+VEiMA80JGzHkDtxz777KPs/+ggawI7KvTNQF8B9Ekwj5BOE2eiIGlBAqCBI2v0Y9DA54Nk4/333+9SFnaKWgvx8MMPey8PjiQBtQknnHCC8sfA50r9UEJ/tzQwf2t93/q35uBTH9uzQO0XOpO+8847XZ6lScDQ72innXZSZOW6665TviDa5wRJDhJQ9B1Bcorvycsvv5z5WUREROSLqAlpQgwdORi22GNDuOvy+5XZhcPOR20HPXvlO6rDjnn//fdXjohoYsHZBWeccYYyM6Bq3MSJJ56oZmxgh4EjdJxZomdrYKePo1mciYFmBZyJUcQeOrhL8Q9/+EPYeeedldMjXuvRMjrLHnDAAaqDQgdPdJTEe0KzCc72wJkXIZuVHXLIIcrxcsyYMcqkc9ZZZ9Wsg4KzO9ABF51RUbOAs0HQjIMdMXaWY8eOVQ62qNHA+qLjLZIb7ODRTIFmBRNIePD5bb755mqGCV7jOitc5x/yu6XBeeedp+4by0aNE5JOm0OrT31czwKJF5pZMPx73/uemm2DzrRYNs5SwuePxBCdjnHtnOuvvx5GjBihZi+hAzGSYNSi4HuHmjIkJTiDJiIiorkQSUiT4sA/7Q1Tv5wOj9z4JHT06FCzIlB7jrNlfnTY1vDjX2xTSLnY0WInilNZp06dqmz9//73v2Hw4MFd5LBjxtkHOGX2tttuq66vgTNkfvazn6lRKs6iOP7446vTdPPE66+/rma74IwJPWsCgZ0NTi/F0TSSgKOOOkp15tiRYRx2aqGLvuHsEPQLQTKBabETRgKERMOc6YPkB2fJ4CgeO0TUxqC/CgJJG84Ewc55gw02UCQIn53pO6GBxOWhhx5SM43QHwbrjbNacLpxlt8tDTBvPNAHA7UROCsFSacrja0+rmeB2i0kEGhGQRkkNugfg1OpNelDYoPvH6ZdffXV4V//+pf6bfC5Y/lIVpCMYDp8P5thgbuIiIhaxBVTm3wVxjeefgvuvfphmPzZFBg2aj7YYs+NYKElFoBGAVXbG220kRqRxtU6WxtI5PD9RVNQsyyVXwTiiqkREY1D1IQ0OZZcfXF1REREREREtBqiY2pEREREREREQxA1IRFBwGXOowWvPYAOxvG3joiIKBJRExIRERERERHREEQSUjDiSDIiorkRv9GIiMYhkpCCoFdmxLURIiIimhf6G42rqUZE1B/RJ6Qg4NoFOIVV78uBax7oZbIjIiKaQwOCBAS/UfxWQxavi4iIyAdxnZACgY8WV/E0V9aMiIhoLiABwdVW4yAhIqL+iCSkDsBVG333C4mIiKgf0AQTNSAREY1DJCERERERERERDUF0TI2IiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIhoCCIJiYiIiIiIiGgIIgmJiIiIiIiIaAgiCYmIiIiIiIiARuD/AWzf3pdgAczqAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -373,24 +367,21 @@ { "data": { "text/plain": [ - "{'runinfo': ,\n", - " 'devices': ,\n", - " 'expt_thread': ,\n", + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", - " 13., 14., 15., 16., 17., 18., 19.]),\n", - " 'v1_readout': array([ 2. , 5. , 1.96059972, 6.02984352, 7.88953371,\n", - " 4.68047345, 5.57001958, 4.88363546, 4.1713554 , 1.03430034,\n", - " 4.35561887, 4.44963701, 10. , 4.38981679, 4.1986244 ,\n", - " 4.38918013, 4.01954864, 4.14031682, 4.11574609, 4.1986244 ]),\n", - " 'v2_readout': array([ 1. , 5. , 1.31985381, 7.41511128, 3.71287973,\n", - " 9.61230922, 4.25090064, 5.99224504, 5.78857839, 7.27397149,\n", - " 6.16952617, 5.82753513, 10. , 6.41769711, 6.01508286,\n", - " 5.9981827 , 5.87267689, 6.13714737, 5.9590417 , 6.01508286]),\n", - " 'vf': array([2.90000000e+01, 2.00000000e+00, 2.60629218e+01, 6.12280465e+00,\n", - " 2.03593917e+01, 1.35118220e+01, 5.52431006e+00, 7.80871769e-01,\n", - " 7.40617728e-02, 1.04183778e+01, 1.55203904e-01, 2.31917574e-01,\n", - " 5.20000000e+01, 3.26428000e-01, 3.96791447e-02, 1.51464475e-01,\n", - " 1.65933246e-02, 3.84982099e-02, 1.50747404e-02, 3.96791447e-02])}" + " 13.]),\n", + " 'v1_readout': array([2. , 5. , 8.85967731, 3.46776747, 0.55136872,\n", + " 3.92680254, 3.72589636, 7.84564066, 3.60104746, 4.27653235,\n", + " 3.9866888 , 4.35705467, 4.03577299, 3.92680254]),\n", + " 'v2_readout': array([1. , 5. , 7.54799008, 2.58194367, 7.14622595,\n", + " 5.97017046, 8.75988291, 0. , 5.47891713, 5.72508714,\n", + " 5.50697224, 6.08103647, 5.74719098, 5.97017046]),\n", + " 'vf': array([2.90000000e+01, 2.00000000e+00, 2.60127369e+01, 1.19663805e+01,\n", + " 1.32068916e+01, 6.24767021e-03, 7.69208650e+00, 5.07889521e+01,\n", + " 4.30690485e-01, 1.52047217e-01, 2.43253557e-01, 1.34054945e-01,\n", + " 6.51921094e-02, 6.24767021e-03])}" ] }, "execution_count": 10, @@ -410,7 +401,7 @@ "outputs": [ { "data": { - "image/png": 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", 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3e7J2sL7ffl+3/56wrMNjR3+OEfbbRj9hyM/Pd3h7T9vMGopa+dkzYGDp1/oYwn3Y/vihH+/sj7X2x++eCA8PV8Hc6tWr1X7AEw2WCFk+4ne4N7huhEGT/fqxRG2/bkY4btsjGhU7pk+frr6wjJZ5IOYlf8S83e3DYIhn+qw18gd1wIABSu/BA70eNLmD/uPDgz3P7B3Bs7W+4Exlr2U13cPZ2SfPXj0Bf1itf7D4Qz1t2jT12bKeq28rrgezF47em64r4Drx7JaapTvuuEPtJ3x+ntUwePGmN4snthOzFuzI4BkUz5yZnaPmggcwHrCcfa48MPPsje/3r3/9qzrY00+IZ7yswevvm+tIjRZ1BtQsMDikhuOJJ55QtznTZzCgZpDDAIU1cP5QMZBkxo/b2Zvb1dn28+Q+7i2Mso78sefxih09PcH7eaLAz7knPGG25mzb9GebUcfD34NXX31Vacms4T46ceJE9f1whH2AZJ1BdIeMjAz1O8GFPlHUJzK41LUsjtC/P9SpMEtsjy87nPqK8dfQDzAoobCSXywGCYz4KTzT4U5B8ZU9eoq6p53G2ZeQZRoenHlwp8hRh4GKNXxu7nh79+61OROheMwaRss8c+GBuD9nlv2B68mUqh6NEwrLiC7e0s8C7c3JHJ3ZeeIAxuCMwdvzzz+vUqg88+IPIw9UPMuxXld7KI7j+lM4bd3Cbl9i0D9//UzGGvv9ho9lOpVnm9Znmvb7kqe2E8+WGHRw4UGVRloUTjJ4cbafMOhgVuSjjz6yOVN1lDImzApyoUCZ3x9+nygMZybHEYsXL1YlC5bgGKjrcB/3FNx+9tuOqWyWXPqCLubctGlTt2xmX/ZZ/XN2dlxhhqo3szV3X0cvS+jwtp6OXT1BkfaLL76oxKTWJXHrEzGejVOYag+/J9YZBh7LeOywFnj62ymW68/jBRsQHJ20cn9Yv369+l75al1nzJihAhXuw/zcnL2uvq9S+OvKb4Erx21fI6UfB+g7IrsOWDe23zFPO+001e1BLYsO07Iss/CD7Kn2qB9s7A+ajPS5o1mf4fGLba8Wp76EMOtiDbsD7J+PaXgGQDyY2uOr/nvWVnUYDPBvZop0vQ+/YFxXnulbY//+etp27vK73/1OaSj0sx92ynAdWLKwP7Pi37oTsX42Zv0YXueZljU8u+QZFwMa67IFAxp7/RL3JX7m1tuJMFPB/YEpXsKzUP5Y9Wc7MRNkj35m2FN5xtH75vuyD6KZPrfffn19fgYRjt5bX+HB2n7b8fva18wdu5sYWLJrpLm52eY+6/fBz8KV0pX1PmP9ufG7y2wX9xNP/bjxB4vdL9afCbOJLHM66h50BXapMUvAQMTeuZv7HfU07Fjh4xxpixwdy/R9X9+O/nJaZiBA/RoDMGcdaLyfmVUGa/awe8u+bOcqJSUlDjWP/H4sXLhQnXjogbKz7z1/M3j84EmJI+2Yo9+C3o7bvkYyKg5gdE+BJGuBxD5QoYCOKUB+kSiCpF6BBxieATIwcNbmppeWCP8fdyBdwMsDBH842RbGtjrWDfkF5k5onVLl/2cAwnZJHhD09mQ94rWOqh999FF11kvBFGurDKB40GBKnWfxjn64PAkzRCwvsPTEdeDBkCUHll10Qyimjdl2x4MT150/KNTqONLPONt27sLtwAM/2zmZOeNr/ulPf1ItpgwOzznnHPUjxM+TtWgKK3k2xdIHH8vrPCjxy8/P21F9mz9g/Ex5cGP5g9ua75GtrPX19ZbHUex8wgknqKwGX3vy5Mnqh4n7Hs/erNswmZHgZ8pL/uDwh1f/3B1tJz4ntw8PMHwdllX4f7heDBC5jRkMsGXa0Vmw9Y8ySz18Dv4Qcf15QOYPnnVGgt8BPh+1JlxvZon4OG6nnn5o+V1jxoP7CT9b7gdMU3uyhMFtxh9LfndYvuPZL7OXfW1f5ntiMMnnZbaV31m+Bz4vBcDcFvpnwfIa2675OJa/uB0dwR9BHlMoAmWrut6ezO+Ip8ZucF9geyp1aiy3UWCptyfzJOuWW27p0/Myu8v3zGMlSyBcfx5HuU//+9//VtoKHjMdtRXze8ZSBo99PPljaYXbk98FHW5HHrN4jKSmi8+tC2G9DfdJ/pjzBIeZQfsMLRdaRVDvxX2Mx1yWmBkEMxvG27mv9cWMkBrJWbNmqewXgwSWbvi95bbkvsZjhL4PM9DlMZGfL4NjZub5//g9pdaR68iyN48JPP5Sb8fjMdfVOjBx5bjtc/zSaxQA0KaYm2fWrFkO79cN39j2RUMhPq43wzfCdja2ftE4i+2n1h8Bjdhoi0wjIrbV8v85apWjqRNbdWmOROMemlFt375dPe7RRx+1eSzN6/hYGpRFRUUpe+u5c+eaXnjhhX4Zvtlj3/7pyDgoJydHPUZv39Zhy9tPfvIT9Ri24LEtlUZE7mw7dwzfyOLFi7utM42gaIjE9ebCz4DbjttWh+ZbbF3ldqcZGFv72EbpqHWYz0djNH6eNHZyZvjG9kG2vw4cOFB9RtwH7A3f9BZetpyzpZCtsRdccIEyIXPUevvggw+aBg0apNog9fZNmomxhZSvw1ZDXl588cWmHTt2mHrjo48+Mk2aNMli4vbYY48pEzjr1lAaZ/H5Bg8erN4z22BplLhq1apen5/tm0cccYRqH+V6/e53v7O0lPZmCe5KGy33uTvuuMNi4MbWarZ+O2tPtn8uZ2303C5HHnmkWm+arvE48MYbb9iY+V1yySXqOOGK4dvXX3+tDPn056OZozPDN/tWUUetus546623TFOnTlWfE48j9oZvrm5XezZs2KD2Abbm68cb/s1Wf3v098H3x2Mp92l+/3/zm990a/mmtQCN9bhdXDV8s0c3WrPG0THN/pjryPzOkeEbW7/5vdBNHvleaDhHs7Sampoe18MZbOV++umn1f5KAzluU24nWmi8+OKL3Y4RvI2WAWylt99feZ3Pw+MHv8c0pqOthfX3053jti8J4z/+CZEET8IS1dSpU9XZiBFs/ikupbDSOnsgCIKgwywRy63MVvQ1syWExnFbNCoBCFPC9rAUxJKTtRhREARBEAId0agEILQ1Zk89tQ1sLWMNkQu1FPZtcIIgCIIQyEigEoBQfMgOkgcffFCl6NgyyjQqxZOCIAiCEEyIRkUQBEEQBMMiGhVBEARBEAyLBCqCIAiCIBiWgNao0Oq3uLhYmXP522JZEARBEATXoOqEppA08OvJJDXgAxUGKdLlIgiCIAiBSWFhoXLHDtpARR/ixjfa20ROQRAEQRCMQW1trUo0WA9jDcpARS/3MEiRQEUQBEEQAgtXZBsiphUEQRAEwbBIoCIIgiAIgmGRQEUQBEEQBMMS0BoVQRAEQTAqHR0daGtrQygSFRWFiIgIjzyXBCqCIAiC4GGPkJKSElRXVyOUSU1NRW5ubr99ziRQEQRBEAQPogcp2dnZiI+PDzlDUpPJhMbGRpSVlam/BwwY0K/nk0BFEARBEDxY7tGDlIyMDIQqcXFx6pLBCrdFf8pAIqYVBEEQBA+ha1KYSQl14s3boL86HQlUBEEQBMHDhFq5x5vbQAIVQRAEQRAMiwQqgiAIgiAYFglUBEEQBEHokUOHDuGSSy7BqFGjEB4ejptvvhm+QgIVwWU6Ok2q7UwQBEEILVpaWpCVlYW7774bkydP9ulrS6AiuAQDlAufX4Zj/7wITa0d/l4dQRAEwYO88MILGDhwIDo7O21uP/vss3H11VdjyJAhePrpp3H55ZcjJSUFvkR8VASX2F/ZiFX7D6vrWw7VYHpBur9XSRAEIWBO9JrafH+CFxcV4XLnzfnnn48bbrgBixYtwty5c9VtVVVV+OKLL/DZZ5/Bn0igIrjEin1Vlus7SuslUBEEQXARBinj7v3S56+75YGTER/t2s98WloaTj31VLz++uuWQOV///sfMjMzccIJJ8CfSOlHcImVe60DlTq/rosQAJRuARoq/L0WgiC4waWXXop3331X6VHIa6+9hosuukiJZ/2JZFQEl9DLPkQCFaFHDq0HXjgBKDgSuPITf6+NIPgdlmCY3fDH67rDmWeeqcpUn376KWbOnIklS5bgySefhL+RQEXolbK6ZuytaLAp/QiCUza8DZg6tIBFEASlE3G1BONPYmNjcd5556lMyq5duzB69GhMmzbN36slgYrQO6v2admUgox4Jaotr2vB4YZWpCVE+3vVBKPB9vUtH2nXW2qBlnogJtHfayUIghvlnzPOOAObN2/GZZddZnPfunXr1GV9fT3Ky8vV39HR0Rg3bhy8iQQqQq+sNAtpjxuVhYVby3CwukmVf2YPC93JoIITitcCNQe6/q4rAWJG+HONBEFwgxNPPBHp6enYvn27MnizZurUqZbrq1evVsLbgoIC7Nu3D95EAhXB5UBl5pB0FFY1aoFKWb0EKkJ3tnxo+3ddMZApgYogBArh4eEoLi52eJ+/DD+l60fokbrmNmwprrUEKqNyk9T1HSUiqBUclX3MgUp4lHZZe8ivqyQIQuAjgYrQI2sPVKPTBOSnxyE3JRajss2BinT+CPaUbAQO7wUi44BRJ3dlVARBEPqBBCqCy2UfMiqnK1CRuT+CDXo2ZeQ8IGNEl0ZFEAShH0igIvTIir22gcqI7ETQkflwYxsq6lv9vHaCsco+H2jXx54NJA/UrtdKRkUQhP4hgYrglNb2TqwrrLYJVOKiIzA4PV5dl/KPYKFsK1C5C4iI1so+SQO02+tEoyIIQv+QQEVwysaDNWhp70R6QjSGZyVYbrcu/wiCTdln+FwgNrkrUBExrSAI/UQCFaFXfcqMgjSbCZyjcjQDL3GoFboFKuPO1i6TzYFKfQlgNzZeEATBHSRQEZyyyhyozBpqOylZMiqCDeU7gPKtWkvy6FO02xJzaBwOdLYDjTKcUBCEviOBiuCQzk4TVpqt82eY9Sk60vkj2LDVnE0ZdjwQl6Zdj4gCErO16yKoFQShH0igIjhkZ1k9apra1PTN8QOTbe4blpWAiPAw1DW3o6S22W/rKBi07KOTlKtdSouyIAj9QAIVoUd9yrSCVERF2O4mMZERGJKhd/6ITiWkqdytGb2FRQBjTre9L8ncoiymb4IQ8Lz33ns46aSTkJWVheTkZMyZMwdffvmlT15bAhWhFyGtbdmnW/lHrPRDm63mSclDjwXi7fYVXVArnT+CEPB89913KlD57LPP1EDCE044AWeeeSbWrl3r9deWoYSCQ1budSyktQ5UPt9UIoLaUMdZ2YdYvFQkoyIIRueFF17AH//4RxQVFanBhDpnn302MjIy8J///Mfm8Q8//DA+/PBDfPzxxzZTlb2BBCpCNzgdubimWelQpg5O7TmjUialn5Dl8H6geC0QFg6MOaOHQEU0KkKIw6aDtkbfv25UPJSVuAucf/75uOGGG7Bo0SLMnTtX3VZVVYUvvvhCZVHs6ezsRF1dHdLTHZ/MehIJVASn2ZQJA5MRH+14Fxmdq3mp7CytUx1C4eGufRmEICz7FBwFJGZ1v19KP4KgwSDlYbNmy5fcVQxEd5l19kRaWhpOPfVUvP7665ZA5X//+x8yMzNVmceev/zlL6ivr8cFF1wAbyMaFaHXQYSOKMhIQFREGBpbO1QGRghBeir7EBHTCkJAcemll+Ldd99FS0uL+vu1117DRRddZFMKIgxm7r//frz99tvIzjbbEHgRyagIzgMVJ/oUwk6gYZmJ2F5ap3Qq+eb5P0KIUFMEFK3UTN3Gnun4MXp7ctNhoK0JiIrz6SoKgmFgCYbZDX+8rhtQHEtvrE8//RQzZ87EkiVL8OSTT9o85s0338Q111yDd955B/PmzYMvkEBFsOFwQ6ul5ZjW+T0xKjfJHKjUY+5YOpEKIcPWj7XLwXO6AhJ7aP4WGQu0N2s6lfShPl1FQTAM1Im4WILxJ7GxsTjvvPNUJmXXrl0YPXo0pk2bZrn/jTfewNVXX62CldNPt7Mj8CISqAg2rN6vudFyCGFGYkyPjx2V3aVTEUK17HNWzwdnCmoP79WmKEugIggBUf4544wzsHnzZlx22WU25Z4rrrgCTz/9NGbPno2SEk0kHxcXh5SUFK+uk2hUBIdlH2dtyfYZFcKsihBCUBx7YLl23VnZRyfZrFMRG31BCAhOPPFE1cmzfft2XHLJJTbty+3t7bj++usxYMAAy3LTTTd5fZ38Gqh0dHTgnnvuwdChQ1VUNnz4cDz44IMyP8aPrOjF6M1Ri/Kusnp0dMpnFjJs+4T9lkDeTCAlr+fHio2+IAQU4eHhKC4uVr/Dw4YNs9y+ePFidZv98vLLLwd36eexxx7Ds88+i//+978YP348Vq1ahauuukqlkW688UZ/rlpI0tTagU0Ha1zOqAxOj0dMZDha2jtxoKoRQzONX4MVfNDt49BLRVqUBUEIwEDlhx9+UK53uihnyJAhSqyzYsUKf65WyLKusBptHSbkJsciL633Dg0awo3ITsTm4lrV+SOBSghQXw7s/167PrYHfYqOlH4EQQjk0s+RRx6JhQsXYseOHerv9evXY+nSpcp0RvDjfJ8haQhz0c1QZv6EYNnH1AkMnAqkFfT+eMmoCIIQyBmV3//+96itrcWYMWMQERGhNCsPPfSQUh07giY0uhEN4f8V/COk1REr/RDDnbIPkUBFEIRAzqjQ1Y792mx7WrNmjdKq0JaXl4545JFHlH5FX/Lz832+zsFKe0cn1phbk3typLVnVI60KIcMjVXA3u9cL/vY2+iLSF4IIaQpBB7bBn4NVG6//XaVVaFF78SJE/Gzn/0Mt9xyiwpIHHHnnXeipqbGshQWFvp8nYOVrYfq0NDagaTYSEuWxBX0x+4ur0dbR6cX11DwO9s+BUwdQO5EIGO4exmVjhbNoVYQgpyoqCh12djohyGEBkPfBvo2CcjSD9+E/QwBloA4ldERMTExahG8qE8pSFMiWVcZlBqH+OgINfNnf2UDRmS7HuQIQV72IZExQFw60FSlCWrjvT9pVRD8CX/DUlNTUVZWpv6Oj493WfMXTJmUxsZGtQ24LbhNAjZQ4VwBalIGDx6s2pPXrl2Lv/71r8qiVzDefB9HcGryyOxErC+qwfaSeglUghVmQ/Ys1q6PO8e9/8vOHwYq9FLJneCV1RMEI5Gbq/kH6cFKqJKammrZFgEbqDzzzDPK8O26665TH+jAgQPxy1/+Evfee68/VyvkYPTrysTknso/DFTYonw6zKl+IbjY/gXQ2QZkjwMyR7r3f1n+Kd3klynKJTXNeHHJHvzy2GHITo71+esLoQkzKHRt5WThtrY2hCJRUVH9zqQYIlBJSkrCU089pRbBf+yrbERFfSuiI8MxKc/9mQ2Wzh8R1AYvfSn7OBLU+pi/fbMTr/94AK3tnXjwHMnmCL6FP9Se+rEOZWTWj4CVe7VsypS8VMREuv+l0mf+SKASpDTXArsX9j1Q8WOL8up9moB3zQER8gpCoCKBitA132dIWp/+v96izMxMS3uHR9dNMAA7vgQ6WoGMkUDWmIAJVOqa27CjTAuet5XUqRERgiAEHhKoCFjVRyGtDi332dbMwYR7yhs8vHaC39nyQVc2pS/dC36y0V9fWGOxbuG+ualYm2MlCEJgIYFKiFNW16wyIfz9mV6Q1mfhmOhUgpSWemDX130v+/gxo2Jf7ll3oNqnry8IgmeQQCXEWblXO5iPyU1GcmzfTXn08o8EKkHGrgVAezOQNlQzeutPoNJQDnS0+TxQodePPnRTEITAQwKVEMcy36eP+hSdroyKzPwJ2m6fvppWxWcA4eYgmF4qPqCz04S15gzKFUdqwxPXiqBWEAISCVRCnL4avTkLVGTmTxDR2gjs+Kp/ZR9C92kfl3/2VDSgpqkNsVHhuGBGvoqximuaUVbb7JPXFwTBc0igEsKwK2Lrodo+G705ClT2VzVKd0WwwJbktgYgZTAwcGr/nisp16eCWj17MmlQKlLjozHK7Ji8Vso/ghBwSKASwqw5UI1OEzA4PR45/XTtzEyMRlp8lOqy4IBCIZjKPmf1vexjb/rmo9IP920ydXCqupySr12KTkUQAg8JVEIY3ejN5WxK1R6gdHOvnT/bS6T8E/C0NWu2+X2Z7eOIJHOLcp1vMypTB2vaqynmgEU6fwQh8JBAJYTRjd5muiKkbWsC/nUS8K95QENFz4Jas8mWEMDsWQS01gHJg4BB0/v/fD600WdJc7tZKzWtINUms7KhqFp5qgiCEDhIoBKi0EF2vTkN7pKQdvvnQGMF0NYIFK/ruUVZMirBU/YZe5Ymhu0vPhTT6kZveWlxyE7SSpojs5OQEB2BhtYO7JRAWhACCglUQpRNB2vQ0t6JjIRoDMtM6P0/bHi763rpRocPkRblIKG9Fdj2Wf+7ffwUqOj+KdPMZR8SER6GieaBm1L+EYTAQgKVEGWF2eiN832oL+mRhkrN+EunZFOPgcrB6ibUt7R7cG0Fn7L3W6ClBkjMBfJne+Y5LTb6h2DxtfeyPmWaudyjMyVfC1xEUCsIgYUEKqE+38cVIe3m94DOdiAiRvu71HGgkpYQjawk7THipxIEs33GnumZso91ezLbnVu0lnhvYDKZLC3IupBWRzp/BCEwkUAlBKFr56r9h10PVPSyz+xfaJcVOzRxbQ86lZ1S/glMaHG/7dOutmRPEZ0AxKR4vUWZRm/VjW2IiQzH2AHJNvfpglqOeWiQjJ8gBAwSqIQg7Mqha2d8dATGD7Q9mDtsSS5aAYSFA3NuAOLSAVMnULbV4cMpWiR614UQYOxbCjQdBuIzgcFHeva5LZ0/3mtRXmMOwCflpSA60vbwRq+ggSmxyjtoQ5FMUhaEQEEClRBk5b4usWFkRC+7wIZ3tMthJwBJOUDuhB7LP6NzZYpycHT7nAFERHr2uX0gqNWN3qyFtNZY/FSk/CMIAYMEKiFs9EYhbY9Q9LjhLe36pAu1y5yJvQhqZYpywNLZAWz92LPdPo4CFS9mVOyN3uzRdSoyoFAQAgcJVEIMig27Jib3ok85uAao2g1ExQNjTtdu6yWjMtLc+VNa26LKS0IAsf8HzSsnLg0Ycoznn9/LNvrsNLMYvdl1/Djq/OF3QRAE4yOBSojB1uFDNc2IDA+zpMGdstEsomWQEqNlSpBrlVFxcKBPjo3CgBTNZEs6fwK07MPPOyLK88/v5dIPDQy5Sw5KjUO2k9lVEwelKE+VsroW9T0QBMH4SKASYujZlPGDUhAfHdlz98fG/9mWfUjmaCA8SvPZqCl0+F8tM38kUAkcOjuBrR95brZPj14qxV4V0k4rcF7SjIuOwGjz/ik6FUEIDCRQCVGjt1m96VP2LNbKAOz+oJBWJzIayBqtXS9x5lArLcoBR+GPQH2p1kI89DjvvIbupeKl0k+XI23PmUK9TVkCFUEIDCRQCTFcNnrTRbQTf9q9+yNnQo+CWl2nIlOUA7Hsc5oWjHoDfYIyAyIKd71k9Oas46eb8ZtY6QtCQCCBSghxuKEVO8u0LMeMngKVljpg6yfa9UkXdL/fIqh1nFHRU+shM/ytpT6Iyj5e6PbRScwGwiIAUwdQX+Yzozd7LJOUD1ajraPTo+shCILnkUAlhNDdaEdkJyI9oYezZjqTtjcBGSOAgdO6399LRoXPTyrqW1FZ34KgZvlzwCN5wI8vIGA5uBqoPQhEJ9mW+TxNeASQmKNdr/OsTmWtOTviyOjNnmGZiUiKjURzW6dk/QQhAJBAJQSFtC6XfSiidTSwUO/8ObxXy77YkRATifz0uNCYpLyNmScT8MXvgX3fI6Bn+4w+BYhy3C1jdJ3Kml78U6wJDw/D5DzRqQhCoCCBSgixwmz0NrMnIS1/QCikJRPPd/yYhMyuVtPSLQ4fMio7BMo/LJkcWq9dZznjf1d5dY6NV2A/7xYflH283Plj6fjpreXejAwoFITAQQKVEKGptQObDtb0nlHZ9K42yydvFpA+1PnjcnrWqYwyW+kHdWqdc5A4CZhTpbPHaSLRd67UWrsDheK1QM0BICoBGDHP+6/nBS8VGr3pTsi9CWl1pPNHEAIHCVRChLWFh9HeaVJmbHlpWlmmx0nJjkS0jgS1odyifGhdVynswleBmGTgwDJgwX0IuG6fkScBUT3sF54u/dQe8qjRW2cvRm/OMiq7yurFQVkQDI4EKiHCSrN/Crt9whzpTkj5du3HNzwSGH9ez0/YW4uy1RTloLUqZzaCDJwCZAwHznlW+3v5P4BN78Hw8HPxRbePo9KPBzMq+tyenoze7MlIjLHoqDYUSVZFEIyMBCohwqr9+nyftN6zKSNOAhIyen5CXVBbtsWhJwY7f8LDoM5Wy+uCtPNH16cMmNI1cfiom7XrH/5GC/yMDOc1sXwVGQuMnO+b1/RC6adrYrJr+pRuc3/ET0UQDI0EKiFAe0enRWw4c2i6c2HoRhfLPiR9uPYD19YIVO3tdndsVAQKMhKCt/OH26vYXPoZOLXr9hPv0Qb6tTUAb13msCvKcGUfalP0WU4+E9Me8pzRmxsdP9aIoFYQAgMJVEKALYdq0dDageTYSEs3jkML9eoDmpfG6FN7f1K61VJA2pOg1qxTCcqZP8xEtNZpwVrWGNvt8tOXNBfWih1aZsWIpS+u0+YPvDvbpyeNCmdFtTb0++n2VjTgsNnobVwvRm89BSpBW54UhCBAApUQYOW+Ln0KPSR69E6hVsFVUWVuzzoVfThhUE5R1oW01OrYjxhIzAIu+K82vJEeJcv/CcNRvg2o3AlERAOjTvbd61JwzA4j4oFWbr3sw6nIvRm92TN+YDKiIsJQ2dCKosNN/V4XQRC8gwQqIcBKi3+Kk7JPewuw+X3Xyz46ORN76fwJ4inK1kJaR+TPAk5+WLv+1T3GM4PTyz7D5wKx7mUi+gWF3MkDPOalsqYPQlrr8qSehdHnBAmCYDwkUAlymNLucqR1cjDfuQBortaEjkOOdv3JLTN/esuo1Adfat2RPsWeWddqpnlGNIPTAxVfdft4SVC7to9CWh0ZUCgIxkcClSCHNXymtpkWn5iX0vukZM5jcZWc8dol58Q0asGQNUMzExAZHqYMuYprmhGUjrR6x4+z7MGZTxvPDK58h9atxdIUbfMDNFDhfrW9pLZPQlqdKeYAhz5DgiAYEwlUghw9m8Izx5hIB0FIUzWw44uu2T7uEJsCpA52mlVhcMRghejOoUFB1W7HQlpHRCcYzwxuqzmbMux4IK5vP/D9wlL66V+gssHK6C3HRaM3Zy3Km4tr0douk5QFwYhIoBLkrDAbvTkt+9Dwq6NVO+vXTdzcwaJTCSFBrV72oZeMvZDWEUYzg/Nn2YewI8oDE5S7BhH2rexDhmTEIzU+SgUpWw9p2RlBEIyFBCohYvTmVEhrbZnvzLHWFeO3XnQq20vqg6/jp6eyjz1GMYOr3K2Jn8MigDGn+2cdPGSj32X01vesEF2axU9FEIyNBCpBTFltM/ZXNiqH2OmOuiKqC4F9S3qelNwbrs78CaYpyhYhrRuBilHM4HTL/KHHAvE9DKf0iY1+iUeM3vrS8WONBCqCYGwkUAliVpj1KWNyk5EUG9X9AZv+p13yxzMlr28vopeL6MvhQCiqT1Fm508nBQXBJKTtqePHEUYwg/N32cdeTMvt2Qf2VTYqo7foPhi92SOBiiAYGwlUgphVZqO3WY5s8/kDuf4t971T7Ekt0NxsqXPhj68dBenxiI4IR1NbR3CYalmEtHFA5mj3/78/zeDoPEz/l7BwYMwZ8Bt66aezDWis7NNT6CMh+mL05ixQUS63Da39ei5BEDyPBCpBzIqejN6oKSnfqjmTjj2r7y8SHt7VpuxAUBsZEY5hWUHU+WMR0jpwpHUVezO4/T/AJ2wxl30KjtICJn8REQUkZPWrRdli9NYPIa1Oany0pTttnUxSFgTDIYFKkFLb3IatZo8Jhx0/unfKqFOAuH4e7C3Gb451KqNzg8ihVnekdUdI25sZHP1VfGEGZ4Syj4e8VDwhpLVGjN8EwbhIoBKkMDXO6k5BRjyy7T0mOjuAjf/rm3dKT50/odCirHf8uKtP8bcZXM1BoGgFX9i/ZZ9uU5SL+2X01l8hrY7oVATBuEigEuRGbzMKHJR92OnDM9nYVGDkSf1/sRwXW5RL64NASLuhbx0/zszgLnjFN2ZwWz/WLgcf0WW4FqAZFU8Yvdmje7GsL5JJyoJgNCRQCVJWmo3eZg1Nc+6dMv5cIDKm/y+WPVYTaDaUA3WlTluUd5fXo72jM3SFtI7IHAGc80/vm8EZqezTz0BFHyDYH6M3e9gZR1FudWOb6igSBME4SKAShLS0d1hEgd2EtG1NXaJKT5R9SHQ8kD7cqZ9Kflo8YqPClfvn/qrGwNenuOpI6ypjzwSOusl7ZnDUvzBjo7+WEeiHjb7e8dPX+T6OYJAyYaB5krJZqCsIgjGQQCUI2VhUo4KCzMSubgYL2z/XsgKc0ZM/23Mv2oOgNjw8DCOzg0Cn0lejN1c48V7vmcGpso8JyJvZd78cr9noH3Lf6M2cUfFEx4+juT+iUxEEYyGBShAbvVGfQotwh2WfiRdorcWeQjd+cyKoHWku/+wIZJ1KX6zz3TKD+49WEvG0GZzRyj42NvruiWlZlqkyTwMfP9DJNPA+ok9SlkBFEIyFBCpBbPQ2097oraES2LWg/yZvfZj5M9oiqK0LAkdaLwQqJDEbuOD/PGsGV18O7P9eu94fvxxvdf00VQHtLX4xerNnqrnzh8MJm9s6PPrcgiD0HQlUggza1K8yZ1S6+adsfg/obAcGTAayPCQGtQ9UKnYCbc3B16JcuQtorfeskNYXZnDbPgFMnVo7dVoBDENcGhAR43b5x5NGb/bkpcWpcmlbhwmbi2WSsiAYBQlUggxmLGqb25EQHdF9BoplUrKHRLTWsGQRl64ZmNHx1snMnz3lDUo/E7BlH08Lab1tBmfEsg9hSbIPgtq1HjZ6s10lmaQsCEERqDzwwANobOzeudHU1KTuE/yLnk2hERbt6y1U7dEMv9hGPOEn3vnhsUxS7l7+GZgSi8SYSLR3mrCvsgEB2/HjrbJPj2ZwV/XNDK6xCtj7nfHKPn1sUW5oacc2s9GbJzt+rJFARRCCIFC5//77UV/fXRDJ4IX3Cf5lhVmf0s3obcM72uWw47uEjJ5GN35z0KLMs9UR2ZqgdntJXQB3/PTTkbZPZnA/9M0MbtunWlaGWaAMc/t4AAcqNGOj0RuD3twUzxi9Oev8kRZlQQjgQIXtgd06SXgQWb8e6ekOXFAFn8HPZqU+iNDa6I3dI/psH2+Ufbq1KPcsqA04nQqFtCUbvNfx4y0zuK0fGbPs00cbfb3sM9VDtvmOmJSfohJanPRdUe+6yFcQBAMEKmlpaSoQYZAyatQodV1fUlJScNJJJ+GCCzzcSSK4BQ+uJbXNiAwPw1TzmaHi4BrNVTUq3rtzXqxblB201gZsi7KNkHaUb1+7r2ZwTdXA7kXm5zBooOJmRkXv+PGGPkUnOTYKw7O0/VQGFAqCMXBZFfjUU0+pM/arr75alXgYnOhER0djyJAhmDNnjrfWU3Bjvs+EQSmIi47oumOjWUQ75nQgRjsIewV2EoVHAi01QE2hZirnYIryjkDLqFgmJk/yvpDWmRkcg03OaKIZ3LXfADHatnTKji+AzjYgayyQ5ePgylX0EqQLYmFvGr05alPeVVavdCrzxuV49bUEQegdl4+6V1xxhbocOnQojjzySERFRbn6XwUfByqzrP1TKML05KTknuDcoKwxWumHWRW7QEVvUaaYlj4VsVFWwVSoGr25Ywb3/LFdZnDnv6yJbgOt26ePpZ/9XjR6c2T89s7qIhHUCkKgalQYqBw6dAgHDhxwuAj+Y6Vu9GY932fPYqCxAojPBIad4P2VyHGuU8lOikFKXJQSRHJAYcDgTet8d8zgzv+vlrHqzQyuuRbYtdD4gYp16acXF17dP4XzeDxt9Oas82c9pzRzZxUEwa+4ncdmiceRmFano0McHf0BzzaZriYzrMWGuoiWLcm+KFtQULvBeecPJykzoNpZWu/1M2OP0NnR5Ujrr4yKzuDZmhnc57/TzODYgVRwZPfH7fwK6GgBMkZqk62Nil76aW8Gmg4D8ekuGL15T59iLfqOi4pAXUu7CqhHmjOBgiD4B7dPTdauXYs1a9ZYlh9//BHPPfecEti+8465BVbwW9lnZHYi0hKitRs52G7rJ74p+3QT1HYPVNT65QSYToVCWg4KpBDZ10JaR8z6BTDhpz2bwTHjomdTeioP+ZuoOM2h1gWdypr9Zn2KFzt+dOg/RIt+outiBEHwH26fYk+ePLnbbTNmzMDAgQPx5z//Geedd56n1k1wA4ttvrU+hT4a7U1A+nBg0DTfrIhupX94rxYo2Yk+RwdaoFLsQ0daV2DgcdbfgNLNmgMwzeCu+AiIMGvGWuqBnQuMX/axnqLMbEpdMZAzrlejN19kVHSdCod7UqdywYx8n7ymIAiO8Vixd/To0Vi5cqXb/+/gwYO47LLLkJGRgbi4OEycOBGrVq3y1GqFnNGbzXwfa+8UX51ZJ2QCieaUfumWwG9RtnT8+LnsY28Gd+GrQHSSZgb39R+77uPQSZZS0oZ2BY1GxgUbfV8YvTkbUCgtyiECmw5++Dvw/q+05oPW7u7rgv9w+xSxtra2W9sgxbV//OMfMXLkSLee6/DhwzjqqKNwwgkn4PPPP0dWVhZ27typPFsE12lsbcfmgzW2Qlqm0imkJZPO9+0K8QdyVwlQulHTVTjIqByoalTrHR9tgCyFKx0/vnKkddcM7u2fAcv+DgyaDkw4z7bbx8hlHzdalH1h9OYoo6LPzmpq7bBt9xeCi8IVwMc3AWXmE6v1b2gnAfwOTb4QKDgaCJexeP7E7V+J1NTUbmJaBiv5+fl488033Xquxx57TP2/l156yaarSHAPnvVxhg7POPPS4rUbN72rTc3NmwWkD/PtClFQyzN7BzN/MhJjkJEQjUqz+HdSnnc9MfovpN3g/44fZ4w7SzOD+/5prWWZn/OOrwKn7KOXfghLP07Q7ez1LIcvGJASh5zkGJTWtmDjwRrbln8hOKAp4sL7gVX8/TEB8Rma/oseRNX7gXWvaktKvjYkdPJFnp86L3gnUFm0yOx2aSY8PFxlQkaMGIHISPee7qOPPsLJJ5+M888/H99++y0GDRqE6667Dtdee63Dx7e0tKjFWXYnVGEtncywbku2lH384BbcQ4uy7qeybE+lmvlj6EDFaELa3szgXj5DW9+UwcbLAPWx9MOToDX6xGQfZlT0NuUvN5eqQEkClSCCrfAUnH9+hzb0k0y5DJj/oNZ5dupjwIHlWmZl8weaeeXSv2oLv1eTL9a6KFnmFowZqBx33HEee/E9e/bg2Wefxa233oq77rpLaVxuvPFG5XSrG8xZ88gjj8jgQwes0vUp+sGUNutsqaXnxng/iJt1bQQ1KsxKhNumzdmizEBlp7md2vD6lNxJ3d6DYbA2g9Ot6JlpCYSyjwsZFYvRWwSN3pJ9umocUMhARYzfgojqA8CnvwV2fqn9nTECOOMpYOgxXY/hd6dgjrac+riWYVn/ppYl5jGBy5d3ASPmaVmWUacCUb7RTvkUitwZsO3/Hhg4TSst+4k+CQR2796tLPW3bt2q/h43bhxuuukmDB/u3oTWzs5O1TH08MMPq7+nTp2KTZs2qXZnR4HKnXfeqYIa64wKS0ehTHtHp8VjYpaeUdlgtsznFykhw/crxS6jyFjt7L5qr6anCMQWZSMYvbljBvfyaUBnOzD+XAQMvWhULEZvg5IRE+nbYFE3fpNAJQjoaAd+fBZY9DDQ1ghERANH3wocfUvPQQbvG3+OtjRUaCV1Bi3Fa7QAhktMinY/g5bBcwLnJMGe+nJNnL/ve2D/D+aMuNnwkDPiAilQ+fLLL3HWWWdhypQpSghLvv/+e4wfPx4ff/yxGk7oKgMGDFBBjjVjx47Fu+++6/DxMTExahG62Fxci8bWDuX4Sg8VNelXn+3jj7KPfpZPozGeeVBQaxeoWGb+lBg8UPG3db47ULR82XuaHX3eDAQMuo1+fZnWeaG3WfvB6M2eSXkpCA8DDtU0o7S2GTnJQXjWHAocXK2JZXVvp4KjtCyKuzOwWOqZ/UttKd8BbHgTWP8WUFsErPmvtqQWaF2WDFoy3Dtx9zm1xeagxLxwPIc9NI2kqeRI13/XDRGo/P73v8ctt9yCRx99tNvtd9xxh1uBCgOd7dttp8Hu2LEDBQUF7q4WQt3ojW604Tyq7l+upTepWmdK0l9Qp8JAhYJauzP8UdlaoFJc04y65jYkxUYZ25HW6BkVnWGeK8v6DI52CI/SBihSL5CS57Djx9f6FJIQE6n0VNtK6tR6nDLBnP0RAgP6OH3zJ2DFC1pjQWwqMP9PwJRL+9/FwyBn7r3ACXdrP/LMsrDjjiLc7x7XlryZWtBCPUsPrss+0+Uc3qdlStSyVPvbnuzxwJCjtOBk8JFAkjGGcrodqLDc8/bb5jN2KzhVmeUgd2DAwwGHLP1ccMEFWLFiBV544QW1CO4FKhZ9ii6ipU4h2twB5A+o63AiqE2Jj7J0VNBPZboffoR6pWKnliI2spA2GOAPBss/FCxSUGsVqLB9nUECmerlicnO4OtyHVj+kUAlgKAj92e3d2mfJl6gjZ9IzPL8/kt9C5fT/gxs/0wLWnZ/AxSt1JYv7gRGnaxlWUbO14a3+iIwqdjZlS1hcFJ70PYxYeHacXrI0ebAZI7/AypPBSrs8Fm3bl03zxTelp2d7dZzzZw5E++//77SnjzwwAOqNZnBzqWXXuruaoUk7IhYZW301t4CbH7fv2Uf6xZl4qBFmfBMlYHKztI6YwYqetnHyELaYEEPVHQxsJn1hTXo6DRhQEqsahf2B9SpvLGiEOsKte+ZYHBqDmqzsLaZR4fQ+PCMvwLDT/T+a/PEcOJPtaWuFNj0Py1oKdmgrQ8XZnWYYWHQwoyLp/QsnZ2aD4x1YNJQbvsYZi7pUM6ghN4w+bOAWN8K1H0WqLB1+Be/+IXq2GE2RNeo0BPFWujqKmeccYZaBPfZU9Gg/EhiIjmbJBXY+RnQXK1NpR1ipWL3BznjtUvWbxurukXqDFSW7KxQhlqG7vgJlLJPIGM9Rdkg+hTrzh+yoUgLmiJYXhWMWapd8SLwzYNAa73W8XjkjcBxv9NmSvkalkzmXK8t7H6knoVNDtzHV/1bW+h7NOki7aQyfaj74uCS9ValnB+0Y781bGhgMERNDoMTXvdnlt2Xgco999yDpKQkPPHEEyoTQjjnh860bC0WfMfKvVWWs77oyPCusg8jen9nAWJTgNTBml6G5Z+hx3ZrUSacomzsjp8A8SMJZHRBLcV9joze/FT2ISOyE5EQHYGG1g7VpTZ2QGCcgYYUNGWkWJadOIQml2c+1XWy5G84w+qkB4C59wF7v9OyLFs/Bqr2AIsf1haWXahnYfeQPqjTmvYW7eSJ2RIKYAt/1AIya6ISNFG9CkyO0rInvigzGTFQoSsttSVc6uq0s2EGLoL/jN6UbT5dFtkqp9djjUDORC1QKekeqBi6RZlnZ0zXBkrHT6DjoEXZn0Zv1jCDMjk/FT/srlQ6FQlUDERrA7D4EWDZP7Vp4mwTnncfMP0qY1re8+Rx+Ana0vKEVgpi0MJRJweWaQtN6EafomVaYhK7unKKVmozvOxPBil4ZbaEAtjcycYYnOoF+vWuJEAxkNHb1o+AjlYga6xxhtFRp7L9U4eCWtVKDaCsrgXVja1IjY+G8YS0CUCme/OrBM+YvnEWlL+M3uyZogcqB6px8azBCHioZ2ArKodbpgaoDxVHRXx6G1BzQPubnYWnPNoV9BodBiHUqXBhJnHjO1rQQp0Ju4f0mV32HXIFR3aJX7PH+T9zbqRAhUZs9vN9nLFmjTn9JngV+jrwYM6S+TSmxt+08k4xiuGQHjDp/gVWsCV5UGocDlY3qc4fQ1mUWyYmi5DWXzb6uj5lvB+M3oLS+I0i0z2LgN2LgL3fdgktk/M0B1aWHvjjlznamNkIHWbdmHWgBT7huIjTnwBGzUdAlz45s4uaGh4rWcLf9J52n54tKThK6z40yrHdiIHKOeecY7ne3NyMf/7zn8qobc6cOeq25cuXY/PmzWpOj+AbVpj1KUxFJzWXaLNeCIdnGQV95k/5NodmXtSpMFChoNZQgUogGb0FVUbFKlDZX+13Ia39JOUdZXWob2lHYkxkYHiI7FuqBSYMUOzNvCLjNO8ait15Ns+FUB8x2CpwGcByQpQxskCrXwK+vh9oqQHCIoA51wHH36llhoIBBiE8OeJy8kP+XhtD4dI37r777rNcv+aaa5Ro9sEHH+z2mMLCQs+voeCQVdb6FLbBEbacGSmVS5dGGs+11mnlFIrK7Dp/Fm0vVy3KhiJQrPODBT1dT3Egf2BjkgzR8aOTnRRryf5tKKzGkSMMOIyOXSB0YNWzJgdXaeMUrD0zKAwfZtZIUHDKQIXah/3UR/wAFK3S5rvQC4QLoY8QnY6VFmKOuXPEx4EBu2Yoli1aof3NuTNnPq39oAshgdunBu+88w5WrVrV7fbLLrtMze35z3/+46l1E3pgha5PodBwqR8nJfcEU8hU3hcu13QqdoGKIQW1IqT1T70+JhloqVXln8aUOIvR27QCY0zXZvmHgcpaowQqNPSq3N0VmDCjyu1nDT1Ehh2vBSYUs3frJonW7udCmPWkGzNbXXVxJwMXdqpwIWz75fdClYtoEnaE90zC2pqAbx8HfvibFnRFJ2pusDOvkZJsiOF2oBIXF6d8U+wN33hbbKzMwvAFNU1t2FaiHZTmJB4CyrdqQ7bGnQ3DQUEtAxX++NsFUqMtgYqBWpSZIhchrX+8VPhDW1eM9bUZfjd6cxSofLrxkH91Kg2VwN7F5nLOYs0kzxqaiXGMgp41SRvi3vOzxMPsCZejbjSLbrd3BS7MvLBUxGwNlx+e0f4fBfx64MJLuzEIfYLOrp/c0mXzzqF4nGScMqj/zy0Ef6By880349e//rUSzc6aNUvd9uOPP6pMCj1WBO/DtDhPqIZkxCN9t9mJdtQpQJwxzj4d6lQcONTSo4JlWXZ3VNS3IDMxxjhlHxHS+l5Qyx/F2kNYW51nmLKPju7lwkCFrdOuNhf0i7ZmLUDQsyZ6ps/aaZQZDT1rwkyHJ/dZZkQ5XJTLzJ9rt9FuQDcY47oxsOeJEpdV/+kSuNoIdN0QgXKC75d3dQ1WpX6J1vRjxRQ0lOnTUMJhw4bh6aefxquvvmqZePzSSy+peT2C74zeZhakABv/Z8yyj33nj4MW5bjoCAxOj8f+ykY1STlzhAECFRHS+t2dVhfS+tPozZ4Jg1IQGR6G8roWNUyTmhWPwwwGvyd6YMJAwN47g0Pj9MCEQYCv9SI0ceTCtlrSUNGVbaHOheZrbBnewMVcko7PsBLoznHs98Ezr7WvAF/dY3ZYDdOmFJ94t9IsCaFNn+TrDEgkKPH/IMLTk3ZrnRI0/uGwKyPCXn8K+dgOyfkXdtM4R2YnaYFKaZ0xav8W63xxpPVHoGKqLbZypDVORiU2KgJjBiRh08Fa5afisUDFum2Y5ZzGCtv7E3O1oITlHAYoBplmayEhExh7prYQiqEtAt1l2vXGyq5ZN4Rl1fyZXaUilqy++L1mbKaf3FAsO2i6/96XYCgCoM9OsKa5rUMNayPTa77qMjsyqlUyZ0ukDwcqdwKlG7sdaEfnJuLrraXYbgSdihLSmj1fpOPHLzb6TZVFan4Vjd4mDDKWCyx1KgxUGEidPsmcAXKX5lqtbVgPTvi9sIY/4vTN0HUmWWMCyzuD2Q8OANSHALa3allKa4Fuc40WlHGxhh1GJ9wFzP510DqsCn3D7b2ho6MDTz75JN5++20cOHAAra2tNvdXVWln+4J32HiwBq0dnRiUYELins+1GzkjwshQUMsDMnUqI+Z1a1EmhmhRthbSZozw99qEZIty8+GDhjF6czSg8NXlB/ouqF34IPD9U723DUcayKW5v/C9cEovF9zcNeVXlYvMwQuzwiNPBk7/i1ZWEoT+Bir3338//vWvf+G2227D3XffjT/84Q/Yt28fPvjgA9x7773uPp3QR6O3KzO3I4w/7hSu5R/h79XqXVC7+X0nVvpdLco+Eyk6Qxxp/W76FlFfYjghrb1DLU8W2jo6ERXhhoMrNRgrXtCCFHbjMOPA4GToMY6H0AUrFOjyxIXLrGu17cI25ACd6isYNFB57bXX8OKLL+L0009XE5MvvvhiDB8+HJMmTVIOtTJB2TdGbyd3fKvdMOl8Y1te92KlPywrQQ1+q21uR2ltC3JT/NjiLhOT/W6jn9hWgXB0GjJQGZaZgOTYSLWvbi+pUwJbl2HWgO3XdFS9foVxS7W+hicmEqQIveD2L1xJSQkmTtR+eBITE1FTo+klzjjjDHz66afuPp3gBvSWWLX/MNJQi/zK7401KdmVFmU17K+5m0ixICPeGMZv0vHjPxKyYQoLRwQ6kYEaQ3X86ISbJykTGr+5RdlW7TJjuAQpguDtQCUvLw+HDmkzOZhJ+eorTdC5cuVKxMTIF9Cb8Cyurrkd50WvQJipXZvDkT0GASGUZHqbo9jpt2BHl/FbnX8tyNlaSURI63siItEWq3V9jUtsxEBvtP96gKn6gMIDbgYqnHdFskZ7Ya0EIbhxO1A599xzsXDhQnX9hhtuUCZvdKm9/PLLcfXVV3tjHQUzq/ZrZZ+LYpcHhojWOr1rKf840KkYIVChkLadtfJEEdL6iepILVA5IsvOO8RA6AMK1xVqLdRuZ1To4ioIgnc1Ko8++qjl+oUXXojBgwdj2bJlKlg580xzL73gNSHt4LBSjGzdonULTPgJAoacidq8EAeCWkNY6etln1wR0vqLgx2pyGb8ndwIozI5TwtUdpc3oKaxDSnxLk4WLt+uXQZCBlQQDEa/m9XnzJmjFsG7sCOGRm8Xhpu1KUOP65o6GwhQ5e8kozIqJ9HSouy3zh+ZmOxX+LnvbEoCZczDYgzQqu6EjMQY5aZ8oKoR64uqceyorN7/EztbLKUfCVQEwV361C7yyiuv4KijjsLAgQOxf/9+ddtTTz2FDz/8sC9PJ7hA0eEmlNY249zIpYFV9rEX1NL0jQduK4ZkJiAqIgwNrR1qQq1fEEdav1JY1YT9rVoXTXaYsb2YrOf+uERtcVfHj5QVBcH7gcqzzz6LW2+9Faeddhqqq6uVARxJTU1VwYrgvbLP5LDdGBpWAkTGBd6QLooIOSKerpR2U1/pRzEsM9F/OhUKafXWaen48dugzVKk2XipGBXdT8XlQEUXkEvHjyD4JlB55plnlI8Kjd4iIrpq+TNmzMDGjd19MgTPwLLPORHmss+Y0wNvUBcP0JmjexDUJvpPpyJCWkMEKiWmdO2PWq2rMBACFZasXNanSNlHEHwTqOzduxdTp3ZPj7M1uaGhoW9rIfTKmr1lODNiWWCWfVyYpGwR1JbU+a/so4S0BjfPC+aMiimtyxzNwIwbmKxmEVU1tKqSlesdPxKoCEJfcPuoPHToUKxbZxYeWvHFF19g7FhpvfMGlfUtGFj1IzLDatEZn6nNBAlELILajc5blMvq/NfxI/oUv9DY2o6th+q6ApXmas1W3aBwBtHYgdrAxLWutCnrQlrp+BEE33T9UJ9y/fXXo7m5WaU9V6xYgTfeeAOPPPKImgEkeJ6V+w7jnAhNRBvOluQIF1siDSuodZBRydUClV1l9cqBl7b6PkM6fvzKhqIa9ZnHJ7H0E68NhqQAlZoOg0Ljt/WF1Vh7oBpnTxnUS8ePXvqREzlB8Emgcs011yAuLk4NJGxsbMQll1yiun+efvppXHTRRX1aCaFnNuwuxA3hq7Q/JgWAZX5vpZ+qvUBLPRCj6VIIWz5jIsPR3NaJwqpG1QnkE0RI63f4Y0+mDUkDKgcAVbu18o+RA5XBqXj5BxcEtdLxIwi+Lf20t7fj//7v/zBv3jzs3LkT9fX1avZPUVERfv7zn/d/bQSHRO38HHFhrahPGAwMmo6AJSETSKT3i0kb9W4FMyjDs/zQ+VOxXYS0BtCnkKn5aUCSNpwQdYHR+bOluBYt7VrnY+8dP9E+WjtBCOFAJTIyEr/61a9U2YfEx8cjO5tekoK3aGhpx/TaBep6JwcQ+sMMzSs6FfNcHQflH58GKnrZh3OTREjrc1g+XmsOVKYVpFqmKKtMhIFhBjA9IRqtHZ1KX+OUMjF6E4T+4vaRedasWVi71twlIXidzdt34KgwrTSRPPMSBDy6TsUoLcoyMdmvsGumor5VGf6NH5hilVExducP3ZMn52kGdevMgVbPQlrRpwiCzzQq1113HW677TZV7pk+fToSEmy1BJMmTerzygjdaVzzNiLCTNgbOw5DDVyz92iLsk8zKuJIa4SyD4OU2KgIbdJ2AGRUyJT8NCzaXo61hdW40tmDxDpfEHwfqOiC2RtvvNHm7EKf0aI71QqeIb14kbqsHHoGhgJBFKhsATo7bcoto8yByp7yBrR3dCIyItwHQlpzwCQdP34NVKYNNrcm6/OrDK5RsZ2kXO1Cx48EKoLgs0CFhm+Cb6isbcDwlq1AGFAw/RQEBekUFcYCbQ3A4b02nR2DUuMQFxWBprYO7KtsxIjsrq4g7wppk7T1EvzW8aPPz0GSOaNSFwAZFfMk5f2Vjcr8jZoVG2oPah0/HB0hQm1B8F2gUlBQ0PdXE9xi9crvMT+sBQ1h8cgaFiRn/BGRWr2eJRe2BVsFKuHhYWqS8vqiGlX+8Xqgopd9BogjrT9oau3A1kO16vq0AnNGRRfTMqPCjISBxeMp8VEYlpWgMoD0VDlhTLbjso8KzqXjRxD6ihydDUzllu/UZUUKf0i75ioFj6C2B4daX+hULEZvok/xBxuKqtHeaUJOcgwGpsRqN6r2dZblWoFGY09Rtm5Tpk7FecePecaVIAh9QgIVg9Lc1oGk8jXqeuzwIxFUGEVQKx0/fmWNbvQ2OE3p2xTMPHBMRICUf+hQ61SnonuoSMePIPQLCVQMyg+7KzAlTBPiZY87FkGFEVqUrR1pRUhrDCGtjsVLxdgtynrnD2Hpp7PTbpKyeKgIgkeQQMWg/LhuE/LCKtCJcITlzUBQoZu+1RZ1S+/rpm/7Khp6dvzsL9QPtDeLkNYoRm/WBJCgdsyAJDX6oaapDXsrGxx3/EhGRRB8G6gMGzYMlZWV3W6vrq5W9wn9h2dmdTu1IYQNaWOAGO3HO2iITQFSB2vXSzfb3JWbHIukmEilXdhbYXXg91rZRxxp/UHRYTujN2sCqEU5KiIcEwfpxm/Vth0/rXVax48EwoLQL9w+Qu/bt8+hV0pLSwsOHjzYv7URFBsP1mBEizYLJz7Y9Ck6OY51KtQq+KT8IxOTDVH2GacbvVkTQKZv1oJaG52KXvaRjh9B8F178kcffWS5/uWXXyIlpessiIHLwoULMWTIkP6vkYCvt5ZiXvgOdT2iYA6CEpZ/tn/qUKfC8g+FljtK6oDJXnp9caT1K2v26/oUu7IPCRAb/R6N3yzW+aJPEQSfBSrnnHOO5Yz3iiuusLkvKipKBSlPPPFEv1dIAL7bvB83he3T/sifhaAkx/lwwpHZXu78oZBWz+RIx4/fO366YcmoHAqojAo9YditpzJEesdPluhTBMFngUon7c4BDB06FCtXrkRmprmFUPAohVWNiCtfj8joTnQmDkB4Sj6CEl1QyzPPjjYgIsp3U5RthLSiqzKE0ZtDjUpgBCp0VM5MjEFFfQs2F9dgekG6eKgIgj81KrTQlyDFeyzcWorpYVrZJ3zwbEM7c/aL1CFaoEBjr4qdNnfpGpX9VY3qDNV7jrQipDWM0Zujrp/GCqC9BUaHWWaL8RszRdLxIwj+tdB/4IEHerz/3nvv7c/6hDxfby3D1WZ9CgYfgaCFAULOeKBwuVaGyRlnuSsrMQZp8VE43NiGXWX1mGDuqvB4x48Iaf2C7uI6Nd/K6M2a+HQgIloLYtn5k2b8sR2cVURtmXpv0vEjCP4NVN5//32bv9va2lSWJTIyEsOHD5dApR/UNrfhxz3l+EfUjuDWp1iXfxio0Hht0gV2nT9JWLG3SpV/PB6oiHW+MYS09v4pOgxeWP6pPhA4gYre+cOMSpnZG4iDCKXjRxB8H6isXWtOm1tRW1uLK6+8Eueee27/1yiE+XZ7OQpMB5ES1ghExgG5kxDU6IJaB1b6HE6oBSoeblGmHkZ3pBUhrV+M3noU0lqXf1SgEhgtyhPzUlR8dbC6CfVFO6CKl6JPEQSP4JECfXJyMu6//37cc889nni6kIWp4xl62WfQdBuBaVCiz/wp8eHMHyXebQFikkVI6zejtxZl9NZjpiyAbPRJUmwURpqnfdfsNwfC0vEjCB7BY0rCmpoatQh9o62jE4u2lVmEtKCQNthRQsMwoKEMqCv1zRRlvewjQlrjGb0FqI2+ji6oDasQDxVB8Gvp529/+1u3VO6hQ4fwyiuv4NRTT/XkuoUUK/dVoba5HbNizR0w+SEQqEQnABnDgcpdQOlGICnHctcoc6DCM/CGlnYkxLi9q/ZunS8Yy+gtQG30rQcUvr2qEGkNe7UbZBihIHgEt4/+Tz75pM3f4eHhyMrKUiZwd955p2fWKgT5eksZ0lGLAphT3XkzERKw/MNAheWfEfMsN6cnRFu8KXaW1VvOVvuNONIao+OnJ31KAJq+Ee6jA1GJOFMjTOGRCJOOH0HwT6DCDh/BszArtWBrCabr+hSeibFFMxSgoHbz+w4FtaNzE1Gxq0WVfzwSqCghrfl1JFDxOfTE2VJc62JGZUDAlX4oAJ8Yra1va8owxEjHjyB4hH4V6QsLC9Ui9A9mDAqrmjAzcmdotCW7KKi1WOlz5o+nhbRpQz3znILLbCiqUUZv2Ukxys21R6zFtDRQCwAiI8JxdIo2Wb4sVvYvQfBboNLe3q66eziUkPN9uPD63XffrTxVBPdZsEUTkp4Qt0e7IT+Ijd6ctShX7ADamm3u0nUqO8o81KIsjrSGENKyLdmh0ZujjEp7E9AcOCL9SbFaqWp7h7l0JQhCv3H7aH3DDTfghRdewOOPP648Vbjw+r///W/ceOON/V+jEG1LjkYbhrWFkJDWWosQlwaYOromzlqVfjyaUbEYvYl/iiGN3qyJigNiUwNq5g8paD+gLn9s6BKGC4HB3ooGLNlZ7p2xHYJvNSqvv/463nzzTZsOn0mTJiE/Px8XX3wxnn322f6tUYhRVtesxsNPDduLiM5WID5D64QJFXhmzazKviWaEZtVEDHCXPopqW1GTVMbUuKiPNTxI4GKYY3e7IPYZlrSFwfGzByTCcn1u9XVbw+n45bWdsRHe6hbTfAKre2d+GpLCV7/8QB+2K2V7RJjIjF/fA7OnjIIRw3PUCU9wb+4/S2KiYlR5R57OFU5OlrEY+7yzdYyVYI/I70QaDRnU4J1EKEz6MDLQMVOUMvAZEBKLA7VNGNXWZ02lbaviJDWEEZvkeG9GL3ZtyiXbQmcFuWaIoS3NaAdEdjTmas0OUcMy/D3WglOptS/seKAaievqG9Vt4WHARmJMSiva8F7aw6qJTMxGqdPHICzpgxSAvBeS5aCMQKV3/zmN3jwwQfx0ksvqaCFtLS04KGHHlL3Ce6Xfchx1KfogUqowZk/zgS1OUkqUNleUt+/QKVsq1lImyJCWj/qU8YPTO7Z6C2QTd/Mpcuy6Dy0N0eqTKlRAxV2X0VHhmOE2U03FGjv6MQ328rw2o8H8N3OcotGm+Lui2bm48JZgzEgOVbtqx+uK8anGw+pIOa/y/arJS8tDmdPGagyLbp+TjDwrJ+FCxciLy8Pkydrplnr169Ha2sr5s6di/POO8/y2Pfee8+zaxtkNLV2YMnOCuaMUdBott0OxUDFMvNno9bhYXXWMjonEd/tKO+/Q62l7DNJhLR+YO0BF/1TAthGXwXD/F6njAJqzQMKDVjqeOyLbfj3Us1mYlhWAk4en6uWyWpeUfBlDA7VNOHNFYV4a2WhKiPrHDMyE5fOLsDcsdmIsirvzBiSrpZ7zxyHpbsq8NG6Yny5uURlBf+xaLdaxuQmqYDlzMkDkJcW76d3Fjq4HaikpqbiJz/5ic1t1KcI7sMvQUt7J2Yl1yCyqQIIjwrNsgSHt4VHat0dNUVAar7nrfRFSGuMjp8CNwIVi5dKgAQq5dvVRczAcUAhVEbFSOyvbMANb6xVJSnCeUt7yhvw7OLdamGZdf64HBW0zBqaHtDajI5Ok8qavLb8AL7ZVopOc/YkIyEaP52Rh0tmDUZBRkKPz8Hg5YTR2WrhSSWz38y0fLujDNtK6rDti20q6Js5JA1nTR6I0yYOUKUjwQCBCks+gmf42tyWfPGAQ8B+849oVCxCjsgYIHM0ULZZ06lYBSqWFuX+TlG2tCZLoGJoo7eADlS0jErWsCmIWBmmzt5LapqRm+L/7/TH64tx53sbUd/SrrRffzl/MmYPS1fzxb7aXIpF28tUiVUvc6TGR2HuGAYtOTh2VJbr5ToDNCe8s6pI6U+YAdE5Ylg6LpldoN5PTKT77yUuOgJnTh6olurGVnyxqUQFLcv3VmLlvsNq+ePHW1SWhuWhk8blKlGu4BlkS/qJzk4TFm7TApUjonaFbtnHWqfCQIU6ldFdHWX6RFoKMasaWpW1fp+EtKWbteuhmLEKJKO3QC39sGSpZ1QGjMOonHJsPVSLdYWHcUqK+X34AWYCHvhkM95YoRlzzihIw98unoqB5s+B5QsuDCa/31WhfoCZOTjc2IZ31xSpJS4qAsePzlKZlhPGZPe/+84Lx9Jleyrx2o/7VdDFfY1wPX8yLQ+XzB7sUS1Oanw0Lpo1WC0MRD/ZUKyClo0Ha7B4e7laYqM2Yt5YrXPouFFZSg8k+DBQKS0txW9/+1ulUykrY8eKrWtkR4f0oLvCuqJqJdRKiolETo25LBHKgYrSqbwFlGywuZnDCCli49kRyz99EidaC2nTh3lunQWXWGsu+0x1t2tCF9NyunZHOxBh4POqmkKgtV4r32YMx5T8NhWoUJtzygT/BCo7S+tw/etrVDaSm/3640fg5nkjHZZ0mDGZOzZHLRSdMkNAXcZXm0tQXNOMzzeVqIVdW3OGZ6ighWWi7GT/ZYt44vK/1YUqCKMHig6zdtSenD5pgNczQcyWXXPMMLXsLq9XepaP1her9flkwyG1MGA6bWIuzpo8CLOHpiOc7UWCW7j9zb/yyitx4MAB5U47YMCAoBRf+bLsc8qIOITvNhudDQ4hR1pnVvqOZv7kJKlAZWdfAxVL2WdS6LV+G8yR1i0SsoCwCM0MsL4USBkEw2LOpiBjBBARpYIylh/0IYy+hCePLH/c+9EmNLd1quGeT104BUePzHTp/zOQYTDC5b4zx2HTwVoVtHDhuA82AHC558NNmJqfahHjDslM8Ml7YxD1+o/78dnGErR2dKrbWWY5d+oglT0ZOyAZ/mB4ViJuOWmUCgaZXWGWhSW3sroWFUxxyU2OVQJcZlrYASe/n14KVJYuXYolS5ZgyhSp9XuiLfm87GJgt0lrmU3MBkI9UKnaC7TUAzGJNoLahdvKsL2vglq940fKPv41enNHSEvYnUUvldqDmpeKkQMVc8ePEoYze2QeormRZa+OTp8JU+ua23D3B5vUjyShZuKvF0xBVlLfRJ78IZ2Yl6KW3548WmUNtKClFOsLq9Vny+WRz7epTpj5KmjJwbgBnv0RpuHje2uKlDEbgyWdCYOSVfaEYlZmX40A3/ekvFS13HXaWPy4p1JlWT7beEjpll5cslct7Lg6e/IgnDVlIIb6IMgLZNz+ZNnhY1/u8QSPPvoo7rzzTtx000146qmnEMxQfc90LNOoU2GemBzKZR+SkAkk5gL1JZrJl9VgRk6l7ZegVjp+/AYzYTTQ4r4+0VWjN3tBrQpU+MM7HYZFH/9gdtDl2TXLunUt7Wq/HTfQ+2f5mw7W4Devr8G+ykZEhIfhtvmj8Ktjh3u01MD3dd3xI9TCtl/OKWPgsnxPldYJU1KHvy3cifz0OMwfp2VaphekqfVxF/7OsHOKwcnHG4pVdohQM8PA5NIjBqtgwMjwfR85IlMt9589Ht9uL8eH64tVRp0dV09+vUMtbA3Xxbo5fiynBU2gwiDi97//PZ5//nmHDrV9YeXKler5aMUfCny9tUxdsgUwtmSlduPgEA9UdEHtrhLNSt8mUOlqUebBy60ztfbWLiGtdPwEhtGbvaD2YAAIavVAJWuMumBwMCk/Bd/vqlQ/tt4MVPidePmHfXjks22qFDIwJVYJZukF4k0GpMTh8jlD1MJOmIVby/DF5hLle8Rp8PRq4UJ315PG5ahsy5HDM3rtumFn0ofrDqrW4i2HtG4xvQTM4OScqYOQHGssQa8r8H1zG3Bh5otBHjNftKlYX1Sjloc+24o5wzJU59DRI7OQkxQT0G3ifgtULrzwQjQ2NmL48OGIj49HVJTtDlNVVeXW89XX1+PSSy/Fiy++iD/96U8IJX3KSaMzgCWrtRtDPaOiC2p3fd1Np0LFPk/IqhvbUF7fguykWPdaRkVIG1hGb4HWomzV8WM9k2hKfqo5UDmstBPegAHC7f/bYJnAzoDgzz+dpDpTfAlf7yfT89TS2NqughWWhxZuLVVNA7pGg1oSdg6xPHT86GybFl5mhF5fcQAfrj2IhlatKYPdMmdMHKACFJembgcISbFROG9anlrY0ciyEIOW1fsPq5lD+twhZmRyk2NVt9ygtDgMTOX1eHXJJgN2b4XCPKk+ZVQ8yfXXX4/TTz8d8+bN6zVQoVU/F53a2q5oO1CoaWzDin1aMHdKViXQ1gDEJANZATB0zVc6FTsrfZ6J05yJSvodJfXuBSqWss9kEdL6ueMnaAMV644fq2B4Sr4WnHnL+G3Vvirc+MZa1ZUTHRGOu04bgyuOHOL3H3P+cLLTiUtbRyeW76k0dxCVKmEpBaZcGIQcPSJTlYa+2qJpXnSGZSao4I7txWl9sSQIICh21jNTnEFEPQu7hdg8wFbrg9VNasE+x/8/LT5KBSwMZnipBzD638xo+Xuf8HmgcsUVV3jsxTmFec2aNar04wqPPPII7r//fgQyi3eUKddEpjEH1JpbcfNmiq27jZX+Zpoj2GwT+qmoQKW0zuXuBYVMTPYb9ObYbDF662NGhROUCScoG5WybTYdP9YZFULxJ1P9PIv2lG/Is9/uxl8X7FDHkiEZ8fj7JdNcH/boQ+jueszILLU8cNYE1QXFlmcGLtTScPYOF+2xYUrTQnEsDdoC/ce1L+Snx+P6E0aohZ8t9V0HzYFKMS8Pmy/NS11zu/K84aJ/1+xhQDjIErh0ZWSYoeFtLOEZ3efFpUCFmYvk5GSXshj643qjsLBQCWcXLFiA2FjXzpAptr311ltt1ivQ7Pv1FO28cdlA4cvajaHclmwND/SRsVqW6fBe5UehMzo3SZ117Syr61trcogIad3W8HgRtmjyjJAdJzzLC9qMikVIq+lTdPT3TUExTe+OGuFGgN2D8+qtb61XugZyzpSB+NO5EwPCBZW6HWZPuPz+1DFKZMyAhRmnGUPScP70/D53JwUjquyTEqsWbjNH1Da32QQwRSqgacbBw43qsrSuWc134kmetdeMNTxcZCXGmEtLcchLtc3I8Pbk2Ei/Hldc2rvT0tJw6NAhZGdnq1k/jlZYP0C6avi2evVqZRg3bdo0y238v9999x3+/ve/qxJPRISt6IrTmvWJzYEIdxiqvgldC/G/H7U7rISjIQ0NvVjjZ3BBQa1VoKLP/NleUtc3IW0ItCZf/9oa1fbOM2uaXlEXwpILz5j8wZr9un+Km0ZvDgOVEhhfSNu9fMusCgMV/hj3N1BZsrMct7y1Xmka2PnCLpLzp+cZJjB1B64zTz64CH0nOTYKyblRGJOb7PQ3p7S2WcvA2GVj9CwNu6lYkuOia8rsobnfC5fPgKEDlW+++Qbp6ZqCfNGiRR55YU5a3rjRPDHYzFVXXYUxY8bgjjvu6BakBAMr9lapdkXWJCcn1QO1RUBYODDIfzuAIcs/DFQoqB1/TrcW5Z2l9a5nDZSQthWITdF8aoKYstpmNZaeUJDHBdAm5FKMN60gFVPztcCFgYwvZrf02ejNkY1+S203fx2jeqjYByrUGzj7AXAF+rCwzMNyD3W7LBv/49KpGJEtP/JCz7Ckw3ISF0fwWEqHX5WFqW7EQZWN6QpoeFnZ0Or3YYsuBSrHHXecw+v9ISkpCRMmmDUJZhISEpCRkdHt9mAzeZs3NhvhB1d0/TAb8eBrMEHtsMxE5cXBQI/D0/RZJa450ga/kFYvBfBH7BfHDsPawsNYs78a20pqlckUXTy56FoAGnLpGRcGMPS98OSZeb+M3qyJSQKik4DWOq38EzMShoJaKgcdPzq6iJgZlb6U5fhjQcGsFnhCCUzvPWNcwAwJFIxNWFiYCkK40NTP2bwoZmb8ifELm0ECD1IWfQrLPvtf0+4QfYoTQe2mbmcGtOjeVVavBLWuBSqh40i7dKcWqJw4NtvSJkoaWtqVVoRn9OzAYfDA0oHu2/DyD9r/Z2cAu1RU4DI4FZPzUvvl9Mkf2H4ZvdlnVSrqNEFtpsECFWZFqamy6/jRGT8wRW0DbnNuk7w0x2e2jqDolK3HdGWledwjP5mIMyaZxcWC4CM4OZqLPzFUoLJ48WIEK3Rs5IEqNipcq1UvWa7dIf4ptuSM72r5bKwC4rtMq5gtYKDC8g89GHolRDp+GAQvMWdUaJluDYMNzkfSZyTxsdRMsPtCD1y2FNcorwtm/PSsH31rRucmmzMumt6FLaOuupzq2RQanfX77J82+hU7jKlT0Tt+GEBZdfzo8L1zG1BMy2DRlUClpb1DmbfRxI1MykvB3y+ehsEZrgc5ghBMGCpQCWb0bMrRI7IQh2ZNLEokULElLhVIHQxUH9CEsEOPsdw1kjqVjXBt5o+NkDa4AxVuD2YvKLB01h1gnerVa9a0IbduI2bgomde6M3B6b9caGFOOAWWmgst65KmrvO2noW0/Sj72E9RVjb6BoM6KCf6FB1uJwYqLP/QIr0n2Jlxwxtr1CBAcs3RQ/G7U8YYvn1UELyJBCo+Qj9TPYltyQdXaxNhkwcBqYHVXu0TciaaA5VNNoEKMyqERki9wnlBISKk1cs+HMnQmz25I3jWr7eN6pTUNCtH1TXmwIU/tCxBfLujXC3WrsHMuFCHwgBmZHaSaqvst9GbI0GtEW309YxKD4aNDFT+b9n+Xo3faBt/13sblSsrTbyeuGAyThyT4+k1FoTQCFTa29tVmWb37t245JJLlDC2uLhYeagkJoow1B4e9Hmgp45OHXjWvqXdIW3Jzmf+bP+0m6BWb1Gm/wJNr3osQ1iXfYJcSPvdTsdln/5A74ZTUjR3UUKH0W2H6lQnj8q8FFZjf2WjKsVxeWd1kXpcQnQEJuen9t/ozWFG5VDAeKhYoxu/0SKe25EmaNbQcv6PH23G26uKLAHn0xdN8VtbuSAEfKCyf/9+nHLKKThw4IDyOjnppJNUoPLYY4+pv5977jnvrGkAs3BbqeWApQyNDuj+KSKk7VlQa9u+TgdOWoU3tXUovY+zlrtQmpjMss2KvdpcELp/egv+uLIrgAtt2kllvea7wA4jXtICndkAfU5Jdn+M3uw1KkYMVKw7fszDCB0xNDNBlciYkWKwZ91dQV+g619fo4I9xtM3nDgSN544QgbRCUJ/AhW6yc6YMQPr169XrcQ65557Lq699lp3ny6khhCqbh8e3IrMrcmSUXGeUdHT6h3tmhEcd9aIcAzLSlDCZB7gew5U9Nbk4A5UqAWhYRODAt1rxlewpXHeuBy1EFp+0zmYbdFbDtVg7tgcz7Q8W2z0DRaoUPDdQ8ePDrcBs0wc1MdyGgMViprfXFmoMikt7drn99RFU3DkcM9lxQQhZAOVJUuW4IcffkB0tO2gqCFDhuDgQc5jF6xhe+j35jNMTjZFxXaguQaIiu/yDBFsSR0CRCdqg94qd9r4U4zKSVKByo6yOssPpEMhLTUqIdCarJd9OP/I3w6l1KbQIdOZS2af0d1p60u6zYDyK3o2xUnHjzVTzIEKM09nT21TWhQawZHjRmUpPQqNIAVB6I7b3/jOzk6HNvlFRUWqBCTYsmRnhTLLGZwerwbrodBc9hk0vdeDW8jCHyK9TVnvjjKjW26zRbl3IW0qkKaVKYKVpbvKPa5PMRyJbEUPAzrbgUYtMDNWx4/zso+OLiqmMd8Zf1uqghT6q9x56hi8dOVMCVIEwZOByvz58/HUU09Z/uZZXH19Pe677z6cdtpp7j5d0NPlRmtOg1v0KdKW7JpDrW2gooK93mb+hIgjLTUiumjVEwPvDAsDehWsGGyKsqXjp/dAZUqeFqhwnsqBqkal3Xn7V3Pwy+OGu+xNIwihituByhNPPIHvv/8e48aNQ3Nzs+r60cs+FNQKXbBmr48wV9OSiZ5RkUClTw61ekZlV3m92r49dvwEedmHJUXOfhmTm4TsJNcmkAcsRpyirGdUeuj40UlLiFafEzl1Qi4+vfEYz3RECUII4LZGJS8vTwlp33zzTWzYsEFlU37+85/j0ksvRVyctNNZwzZODnziiOyZQ9KB+nKgard2Z/5Mf69eQM78yU+LV+6+FJDur2zAsKzEkO34WbozBMo+1oJaBqBGyaiojp8dvXqoWPPi5TOwr7IBR4/wv55IEILeRyUyMhKXXXaZ59cmyFhgLvucMCZb807QsylMFcfJ2VSPKAFtGNBQBtSXWVL/TJPTZIzOnfRT6RaotLd0OdIGccePss23+Kd4ry3ZMFhalEsCquPHmp6m2AqC4MFA5aOPPnJ4O88QYmNjMWLECAwdGtxOoK6ityWrbh8iZR/XiU4AMoYDlbs0ncqIuTadP1qgUodTJph/wKyFtJ1tQS+k3V3eoKZI01qdBmFBj9Fs9HWjN9XxIwbfguBN3P6GnXPOOSoo4RmdNfptvDz66KPxwQcfIC0tdLMGe8rr1Y9JVEQYjh1lPuOVQMV9nQoDFepU7AIVwkClx7JPEKfX9bLPzCFp/R/6FwgYzUa/zPWOH0EQfCymXbBgAWbOnKkua2pq1MLrs2fPxieffILvvvsOlZWV+O1vf4tQZuFWTUTLqbXJsVFaSULvRhksjrRuGb/Zdf7ookR6UtgHzKEyMTmkyj42YtoSY3moWHn8CIJgIGfaF154AUceeaTltrlz56qyzy9+8Qts3rxZtS9fffXVCGV0fYpyo9XP9OntEZ/pck075Mmd5FBQO3tohhLU0kZ/y6FajB/YZUluCQaDWEjLeTHL92gmghRmhlagYpTSj2RUBMGwGRUOIuTwQXt42549e9T1kSNHoqLCQMZMPuZwQytW7atS1+eOddCWHMQlCa+0KFfsANqaLTfHRUfgWHMm4avNWkDYJaQNfkdaZpI4UycjIRrjBnjYBdbopZ+mw0BbU0DM+BEEwU+ByvTp03H77bejvLxr1Duv/+53v1MlIbJz507k5+cjVFm0vQy0+Bg7IBl5afG2gcpg0ae41ZLK7ihTR5d40czJ4zUR7VdmwXI3IW1qAYKVJWZ9Ck3eQsYsjJ9pZJwxvFRUx08jEBEt2VFBMGKg8u9//xt79+5Vfirs8OHC6/v27cO//vUv9Rh6q9x9990IdTfak/RsCnUUIqR1H2aenBi/nTgmW82W2XqoFoVVjd3LPkGctVpiNd8nZODnaZQWZT1ozpCOH0HwBW5/y0aPHo0tW7bgq6++wo4dOyy3nXTSSQg3DwtjZ1Co0tLegW+3a2e8lqF5VXuAhnLtDCzIRZ5eMX7bt6SbToVOn7OGpGPZnkp8ubkE1xwzzKrjJ3jLPjWNbdhQVB06Rm/2GbbDe/1v+mbp+Bnt3/UQhBChT6cDDEhOOeUUtQi2LN9TpfQDOckxmKCLPAtXaJcMUqKC3Orc0zjJqJD543NUoMLyjwpUQqDj54fdFaqsSNO7ASkh5gRtFBt9PaMiHT+CYNxApaGhAd9++y0OHDiA1tZWm/tuvPFGhDK6ydvcsTld+oHC5dql6FP6YaW/QSuhWZV05o/Pxf0fb1HC5crqWmRYhLTBG6gs2VURWt0+RvRS0QMVEdIKgjEDlbVr16opyY2NjSpgSU9PVx0+8fHxyM7ODulAhZ4eXfoUc9nHOqMi+hT3YXo9PBJorgFqioDULpH2oNQ4TBiUrFxq16z8HieFkJD22FEhGKgYIaNi3fEjGRVBMKaY9pZbbsGZZ56Jw4cPqyGEy5cvx/79+1U30F/+8heEMpuLa5WteVxUBOYMz9BubKruqmlLoOI+kTFA5mjn5Z9xmsDy0LblXfqUIBXScghjYVWTcjuml0zIYYRApeZAV8dPmowKEQRDBirr1q3DbbfdpnQqERERaGlpUa3Ijz/+OO666y6EMgvMZR+e7VpszYtWMdeiHdTMg/WEvjrUdg9U9DblmPINwV/2MXf7TB2choSYEOw2oZiW+FNMWyYdP4Jg+EAlKirK0t3DUg91KiQlJQWFhYUIZb62d6O10aeIbX7/BbW2VvpkVE4iCjLiMR57gl5Iayn7hFq3jyMbffvRCT4X0oo+RRB8hdunBFOnTsXKlSuV++xxxx2He++9V2lUXnnlFUyYYP5BCUGKq5tU6YdVB3p8WDhgDlTyZ/lt3YI5o8IhmKeOScOoVYVB3Zrc3tGJH3abbfNDZb6PPbqPSkeL5lAbn+5HIa3oUwTBsBmVhx9+GAMGaGc2Dz30kJqQ/Otf/1q50z7//PMIVRaasynTB6chIzFGu7GjHTi4WrueLxmVPpMzscuPpqW+291nDqhGdFgHqpGItqQ8BCMbDtagrrkdKXFRmDjIarZRqOmV4jP8W/4RDxVBMH5GZcaMGZbrLP188cUXnl6ngGSBeVqyxeRNL1VQeBeTIq2M/SExC0jMBepLNJt8u+zUWJNW9tnQMRThew8HpWPrkh2aPuWoERnKkTdkSRoINFZqglo90+bLjh/OnSLS8SMIxs2onHjiiaiu1pwxramtrVX3hSJ1zW1YtrvCgT5Fb0ueSZc8P61dsJV/uutUwg9p1vkbTUPx1RY/26t7iaW7NH3K0SNCtOyjY7HR90Pnj3T8CIJfcPvXc/Hixd1M3khzczOWLFmCUITdGG0dJgzNTMDwrAQH+hQp+3jToVa3zt/YOUxNU6afTbAFwmsOhKhtvpFM3/SOn8xR0vEjCD7E5W/bhg3m9k9AzfopKek6c+3o6FAloEGDBiGU3Wjnjc1W4s7uGRUR0nrOodYuUGlrtugGdkcOR0ltMzYerMGkvFQE01iGjk4ThmTEIz/dPI07lEs/pM4PGpVy0acIgqEDlSlTpqgfYS6OSjw0f3vmmWcQarAb45vtZd3LPnRRrS0CwiKAQdP9t4JBl1HZrGkF9FJaGf9uA+LSMGrQeOzcVKKGFAZToLLU3JYcjNqbgMqo6I600vEjCMYMVPbu3atS6sOGDcOKFSuQldVVK4+OjlbCWhrAhRqr9x9GdWMb0uKjML0greuOwh+7tBUxiX5bv6AhYwQQEQO0NWgTdDOGa7dbTUyePyEXn24qUeWf208eE3RGb8eEaluyUdxp9Y4f8VARBGMGKgUF2vyUTp7NCt1M3k4Yk43ICCvJzwFzoCL6FM9ATUDOOKB4raZT0QMVq4nJx4/ORmR4GHaW1WNPeT2GZQV+gHiwugl7KhpUp49lLEMo469AxbrjRzr4BMF4gcpHH33k8hOeddZZCBWYYdJt822GEFpnVESf4tnyDwMVdv6MO1u7jX+TgVOUxwh/zJmB+GpLKX51XGLQlH0m56UgOTbK36tjHBv9hnKgvRWIjPbN61bvl44fQTByoHLOOee49GTUr1BYGyrsLm/AvspGREeE45hRVml5mpLpbbRine89Qa2VkFZ3pJ0/PlcLVDaX4FfHmbMuAcx3UvaxhYZv4VGaLqm+1Gaatk/0KdLxIwjGbE9muceVJZSCFOuyD8/iE62HxBWvAUwdQPIgICU4nVIN0aKshLTtQFw6kJJvk9laW1iNstpmBDKdnSb8sEsPVERIq2BXnT/KP5aOHyn7CIKvERcyT7QlW7vR2uhTZvthrYKYnPHaZU2hNuvFIqSdov2AMemSEovJ+alqZt3XZrfgQIWzow43tqkgmO9JsO/8Kfa9h4oEKoIQGIHKt99+izPPPBMjRoxQC3UpoWb2VlnfgtUHDlv8UxzrUyRQ8ShxqUDK4K42ZYs+xXYQ4cnjtcCRbcqBzHdmfQozdlHWQu1Qx58ZFen4EQSf4/bR79VXX8W8efMQHx+PG2+8US30UJk7dy5ef/11hArfbCtTZ+0TBiVjQEqcbXdAkdnobbAEKl6dpGzV8WPN/HGazfoPuyuUq2ugstSiT5Gyj18DFX6ny/WOH/FQEQTDByqcmPz444/jrbfesgQqvP7oo4/iwQcfRKjpU2xM3vQx8M01QFR8l6ZC8LygtmillZDWNlAZkZ2IYVkJaqzB4u1aViLQaGxtx6r9Veq6CGn9bPrGjp/2Js3HJ22Ib15TEIS+Byp79uxRZR97WP6hKVwo0NzWge/M02y7BSp62YdutBHSTupx9OBv+2fdhLTWnDw+N6DLPz/urVKB1qDUOGWdLziy0fdRoMKTD5I5Ujp+BCEQApX8/HwsXLiw2+1ff/21ui8UYEmhqa0DA1JiMX5gsuNARdqSvVv6oaeFrk+xnq9kZr5Z4MyMSkt7R0CXfWzmRwm+F9PqgYoIaQXBL7h9enDbbbepcs+6detw5JFHqtu+//57vPzyy3j66acRCizY0jXbp9uPiAhpvUvqECA6EWitd1j20Zmcl4rspBiU1bVg2e5K5VobSCwxC2ml7NOTRqWErosOA1WvdPyIkFYQAiNQ+fWvf43c3Fw88cQTePvtt9VtY8eOVTqVs882u4UGMfS2WLjVSVtyfRlQtUe7njfTD2sXAnAYIduU9YDQTkjb9bAwnDQuB6/9eEC51AZSoFJa24wdpfXq9/dIsc13Hqhw7lNLLRCb4t3XEw8VQfArfep5PPfcc7F06VJUVlaqhddDIUghGw/WqLP0hOgIHDEs3fbOwhVdnQFspRW8g7VI2a412ZFOhWMOGGAGWtln4qAUpCX4yCI+kIiO7wpOvC2olY4fQQi8QOWaa67B4sWLEaro3T7Hjc5CTKTdtOjC5dqltCX7RqdCO/UenH+PGJaBpJhIlNe1KKfawCv7SFuy3wW11h0/6TLjRxACIlApLy/HKaecooSzt99+u9KqhBL6EMJu3T7WGRXRp3iXUacAyXnA1J/1qE+IjgxXU63JV1sCo/uHmZ+luyrV9aNHiD7FKUm5vglULB0/o4BwuxMTQRCMGah8+OGHOHToEO655x6sXLkS06dPx/jx4/Hwww9j3759CGYKqxqxraQO4WHACfaaBw7I051SJVDx/gTdWzcDJ93f60Pnm11qv9pcqqZdGx3uXxX1LYiLisC0Aikf9jpF2dudP7pXT9Zo776OIAie1aikpaXhF7/4hSoB7d+/H1deeSVeeeUVZacfzOgi2hlD0rtrBw6tBzpagfhMIH2Yf1ZQ6AZFtJxuvbeiAbvKzJ1CBmbpLq3sQ/1Tt9Ki4Ht3Wj2jIh0/guA3+jVApK2tDatWrcKPP/6osik5OQ7KIUGEPuROn9DrWJ9yhPfbJQWX4UC/o0ZonTPs/jE6S8xC2qOlLdnF0k+JjzxUREgrCAEVqCxatAjXXnutCkyYTUlOTsYnn3yCoqIiBCu1zW1YvqfScVuyjT5llo/XTOiN+ebun68M7lJLx+MVezXb/GNFSOv/0o91x0+2BCqCEDA+KoMGDUJVVZUS1L7wwgvKTj8mJgbBzrfby9HeacLwrAQMzUywvZPahwPmjEq+ONIaDQqf7wrbiPVFNThU02Q7RNJArNp3GC3tnchJjlHzigQ/l36q98mMH0EIxIzKH//4RyWmff/99/HTn/40JIIUmyGEjrIpNHlrrAAiooEBk32/ckKPZCXFYPrgNJuuLSOyxKxPYbeP2Oa7mFGpLwU62r3rSCsdP4IQWIEKSz6pqaHVjdDW0YlF28psZsjYoLuk0nwsKtbHaye4gnX3j1FZYh50eewoKfv0SkIWEBYBmDqBBi9NyBYhrSAEvpg2VFi5rwq1ze3ISIjGlHztzNwGS9lH2pKNyvxxmk6FOqOaxjYYDbYkbzlUq64fNUIClV5hhiPRfNJQ5yWdigwjFARDIIGKC3xtHkJ44phsRNBExR4xejM8QzITMDonSemMvtluvKzK97u0bMrYAcnITAyNcqrnpigf8rKHigQqguBPJFDpBZqELdha4lyf0nS4a2iZBCqGxsjlH70tWbp9DCKo7ewAKqTjRxCMgAQqvbCzrB6FVU3Kjt3h7JWiVdolTd4SxfsiEMo/3+4oV63ARgqG9UGER0ugYoxARc34aZaOH0EwABKo9ILeJXL0iEzERzvo5pa25IBhwqBkDEyJRWNrhyUwMAJ0zC2pbVbB8MwhdhO5Bf+UfqTjRxAMgwQqrrYlO3Kjte74EaM3w8OWX4v5m4GGFOpln9lD0xEbJT+K7k9Q9oKYVi/nSsePIPgdCVR6oKyuGesKq9X1uWPthhCSjjbg4Oou63zB8Ojt5RyH0NFpjCGFS81CWmbtBIPY6Jdv1y5FSCsIfkcClR6gdwpNZyfnpSAn2YE/SukmoK0RiE0BMmW6aiAwc2g6UuKiUNXQilX7NLt6f9La3mkZzXCMzPfpo42+N0o/ekZFhLSC4G8kUHFBn+K07HPAXPbJmwWEy6YMBKIiwi3ZMSMMKVxz4LDSzGQmRmNMbpK/VycwxbQtNUBrg3c6fiSjIgh+R35dndDU2mHRDjhsS7bRp0hbciB2/1Cnwo4bf6KLemnyFu7Io0dwTmwyEJ3o+azKYc74aQYiY6XjRxBCPVB55JFHMHPmTCQlJSE7OxvnnHMOtm8314YNoBvggLhBqXHOz3T1QGWwBCqBBC3qYyLDVdv5tpI6v67Lkp2a/buUffqrUznkeX1K5kjp+BGEUA9Uvv32W1x//fVYvnw5FixYgLa2NsyfPx8NDR5M4/aRr81lgZPG5TgeEFdTBNQe1OaNDJru+xUU+gzbzPXA4MvN/uv+qW5sxYaDNeq6CGkN5KWid/xkiT5FEIyAA2MQ3/HFF1/Y/P3yyy+rzMrq1atx7LHH+m29OjtNWLitN32K2T8ldyIQneDDtRM8wcnjc1TrOV1qb543yi/r8MPuSiXWHpmdiNwUGWbZP0Ftsec9VLJEIC8ICPVAxZ6aGu3sMj3dselVS0uLWnRqa7Uhbp5mXVE1KupbkRQTiVlDnRhw6fN9pC05IJk7NgeUhHAQYGFVI/LT432+DlL28WRGpcQLU5MloyIIRsAwYtrOzk7cfPPNOOqoozBhwgSnmpaUlBTLkp+f75V1WW/2TjludJZyC3VIoe5IK0ZvgUh6QrTFBVbv7vIlFPF+t0MT0joczSC4Gah4KKMiHT+CYDgME6hQq7Jp0ya8+eabTh9z5513qqyLvhQWFnplXa46aiiW3XkibpvvJPXbUg+UbNKui3V+wHKy2aXWHzqVfZWNOFjdhKiIMMweJrb5hrHRl44fQTAchghUfvOb3+CTTz7BokWLkJeX5/RxMTExSE5Otlm8xYCUOAzNdKI9oRutqQNIzgNSBnltHQTvQqE0WbmvShnA+ZKl5rLP9II0xzOkBDdt9A95tuwjHT+CYBj8Gqgw/c0g5f3338c333yDoUOHIiCQtuSggLqUcQOSQSf9heaZTr5C9+gRfYoHbfQ7Oz0XqEjHjyAYhnB/l3teffVVvP7668pLpaSkRC1NTU0wNGL0FjTMH69lVb7c7LtApb2jE8t267b5ok/pf6ASBnS2AY3aNvVIx48MIxQEw+DXQOXZZ59VWpPjjz8eAwYMsCxvvfUWDAvP2gpXatclUAkanQo7cBpb233ymuuLqlHX0o7U+CiMH5jik9cMWiKigIQszwlqLR4qEqgIglHwa3Hc3/blfU4Nc7ZIVAKQ47g7SQgc6Dqcnx6nXGrZhXPKBHMpwQdln6OGZyJCbPM9I6htKNMEtQMm97PjZ6d2XQIVQTAMhhDTBhR6W3LedCBCRJCBDl2HrWf/+FafImUfQ7nTSsePIBgSCVTcRTd6k7JP0DDf3P2zcGsZ2jo8IMjsgdrmNqwz+/QcLYGKsQIVS8fPKOn4EQQDIYGKu+jW+eKfEjTMGJKuDOBqmtqwcm+VV1+LItqOTpNqfc9L870bblDiKRv9MtGnCIIRkUDFHerLgMN7tS6DvBn+XhvBQ1AnMm9strr+lZddapdK2ce4NvoW63wJVATBSEig0pe2ZM4AiUv199oIHsSiU9lc4lWR99JdWqAi05INXPoRDxVBMBQSqLiD+KcELdSLxEdHoLimGZsOemfYJYcf7q1oUBmcI4ZneOU1QttGv9gzHT+SUREEQyGBijsckEAlWImNisBxo7K82v2jZ1Om5qciOTbKK68R0hmVpiqgrbn/HT+pBR5dPUEQ+ocEKq7CA+Chddp1sc4Papfar7zkUqvrU6Tbx8PEpWkBBqnvY5ApHT+CYFgkUHEVBikdrZoLZlqAzCQS3OLE0TmIDA/D9tI67Kto8Ohzs9NHz6jIfB8PExbWNfOnr1OU9Y4f6s8EQTAUEqi43ZY8WzswCkFHSnwUjhiW4ZXyz6aDNar9OSk2EpPzxDbfe1OUi/sppBV9iiAYDQlUXEWM3kICb5V/9GzKnGEZiIyQr533BLV9zahIoCIIRkWOmK7AdlW942ewGL0FMyeZXWpXHziM8roWjz3vdzvK1eUxZsGuYKAWZdXxs0O7Lh0/gmA4JFBxhao9QGMFEBHTv6FnguEZkBKnSjOMTb/e6pmsSkNLO9YcOKyuHyP+KcYLVNjx09ECRMZJx48gGBAJVNzRpwycCkTG+HttBC8zf3yX+Zsn+HFvJdo6TMhLi0NBhtjmG670owtpM0dKx48gGBAJVNwyepvl7zURfDik8PtdlahvaffgtOQsNa1Z8KaYtg+BSrl0/AiCkZFAxRVEnxJSjMhOVEMDWzs6sXh7Wb+fT+b7+AC9PZmBirsjEMq3a5cipBUEQyKBSm80He5qXcyTjEoowKyHp7p/DtU0YWdZvepoP1Js872vUaG7LL+zfen4kYyKIBgSCVR6o3Cldpk+HEiUjo1QG1K4aFsZWts7+51NmZSXitT4aI+tn2BHVCwQl+5++ce64ydrtHfWTRCEfiGBSm9I2Sck4TyezMQY1LW0Y9meyj4/j8WNVrp9vE9yH3QqNh0/Q7y2aoIg9B0JVHpDhLQhSXh4mMVTpa/dP520zRd9iu/oi42+3vGTxRk/cjgUBCMi38ye6GgDDq7WrudLRiXUONmsU1mwpVQFHe6ytaQWlQ2tiI+OwNTBaV5YQ6HfXip6x0+W6FMEwahIoNITJRuBtkYgNkWbqiqEFHOGZyAxJhJldS1YX1Tt9v/XsymcHxQdKV81n5V+aov7YJ0v+hRBMCpy9HR1vo+khUOOmMgIHD9aE1B/2Yfuny7/FCn7+LZFucT91mTp+BEEwyK/vj1RqE9MFn1KqHKy7lLr5jTl5rYOrNhXpa5LoGLQCco2HT/ioSIIRkUCFWfQNOqALqQVfUqowoxKVEQY9pQ3YFdZvcv/b8XeKtXWnJsci+FZiV5dR6GPNvpVe2XGjyAEABKoOKOmSDszC4sABk3z99oIfiIpNgpHDtcyIl+60f1jaUsemSm2+b7OqDSUa0J4l4W00vEjCEZGvp29tSUPmAREJ/h7bQQ/YnGp3VLqtj7laCn7+I74DCA8iulQoN6Fz0p3nJaOH0EwNBKo9OqfMtvfayL4GfqpMCmyvrAaJTXNvT6+vK4FWw/VqutHidGb72BWxB0vFYt1vuhTBMHISKDijAO6kFYClVAnOylWOdWSBVt7P1P/3lz2GT8wWbnbCv7wUil2I6MigYogGBkJVBzRUg+UbtKuS6AiqPKPufvHBZ2KlH0MIKjtrUW5o106fgQhQJBAxREHVwGmTiAlH0gZ5O+1EQzAfLOd/rLdlahpci7UNJlMWLKzXF0/dqQMsfRbRqU30zc146cViIqXjh9BMDgSqDhrW2S3j2RTBDPDshIxMjsR7Z0mLN5e5vRxO8vqlZNtTGQ4pheIbb5hbfT1jh86TkvHjyAYGvmGOmLGVcCdhcD8P/l7TQQDdv/01Kb83Q4tmzJraDpioyJ8tm6Cmzb6Fut8KfsIgtGRQMUZbEnW692CoMo/mk5l8fZy5Tzbk3+KlH0MbqOvC2ml40cQDI8EKoLgIpPyUpTTbGNrB37YrQUk1rS0d+DHPZptvghp/W2j31vpRzxUBCFQkEBFEFyEDrMW8zcHQwpX7z+MprYO1ZI8JjfJD2soWLKgrfVAs+Zl02PHj2RUBMHwSKAiCH0o/yzYUoqOTpPNfUutpiWLbb4fS7YxKT2Xfw7v7er4SRns09UTBMF9JFARBDeYPSwdybGRqGxoxZoDhx3qU44WN1qD6FSKey77SMePIAQE8i0VBDeIigjH3LF6+afrjP1wQys2HqxR10WfYvApyhbrfNGnCEIgIIGKIPTR/O3LzaXK4I18v7sCvDo6Jwk5ybF+XsMQxyKoLe5larLoUwQhEJBARRDc5NhRWYiODMeBqkZsL62z0adINiUAbPTFQ0UQAgoJVATBTRJiInGsOSBh949mm98lpBUMbKPPjp/Kndp16fgRhIBAAhVB6Ef3z1dbSrC3ogEHq5sQHRGO2UMz/L1qQk82+tLxIwgBhwQqgtAH5o7NRngYsOlgLd5aWahu42yfuGixzTe0mLZMZvwIQqAh31RB6AMZiTGYUZCurv/n+73q8phRUvYxVEalvhTotBt1UL5du5SOH0EIGCRQEYQ+orvUtnVonT/HjJD5PoYgIRsICwdMHUCDNiTSgnT8CELAIYGKIPRTp0LS4qMwfmCyX9dHMBMRCSTmOBbUioeKIAQcEqgIQh8ZnBFvmelz1IhMhFO0IhhMUFviuOMna7R/1ksQBLeRQEUQ+sE1xwxDfHQELpklHSTGDFSsMirS8SMIAUmkv1dAEAKZn07PU4sQAJ0/escPsynS8SMIAYN8WwVBCA0vFX0YYZboUwQhkJBARRCE4CNZn/fjJKMiCELAIIGKIAjBR1Ju99KPeKgIQkAigYogCME/Qdmm40c8VAQhkBAxrSAIwSumba4BWhuBmiJzx08CkJLv77UTBMENJKMiCELwEZOstSHrOhWLI63M+BGEQEO+sYIgBB9hYbadP7o+RTp+BCHgkEBFEITg7vyhoFbv+MkWfYogBBoSqAiCEJzYZFR0DxUJVAQh0JBARRCE4G5RrikEKqTjRxACFQlUBEEI7tLP/h+Azjbp+BGEAEUCFUEQgrv0U7pJu5QZP4IQkMi3VhCE4M6o6EjZRxACEglUBEEIbo2KjnT8CEJAIoGKIAjBSaJdoCIeKoIQkBgiUPnHP/6BIUOGIDY2FrNnz8aKFSv8vUqCIAQ6kdFAQlbX35JREYSAxO+ByltvvYVbb70V9913H9asWYPJkyfj5JNPRllZmb9XTRCEYCn/sOMnOc/fayMIQiAGKn/9619x7bXX4qqrrsK4cePw3HPPIT4+Hv/5z3/8vWqCIATLFGXp+BGEgMWv39zW1lasXr0a8+bN61qh8HD197Jly7o9vqWlBbW1tTaLIAhCr1OUs0WfIgiBil8DlYqKCnR0dCAnJ8fmdv5dUlLS7fGPPPIIUlJSLEt+vpg3CYLQA2PPAlIHAxN/6u81EQShjwRULvTOO+9ETU2NZSksLPT3KgmCYGRGzAVu3ggMP9HfayIIQh+JhB/JzMxEREQESktLbW7n37m5dq2FAGJiYtQiCIIgCEJo4NeMSnR0NKZPn46FCxdabuvs7FR/z5kzx5+rJgiCIAhCqGdUCFuTr7jiCsyYMQOzZs3CU089hYaGBtUFJAiCIAhCaOP3QOXCCy9EeXk57r33XiWgnTJlCr744otuAltBEARBEEKPMJPJZEKAwvZkdv9QWJucnOzv1REEQRAEwcO/3wHV9SMIgiAIQmghgYogCIIgCIZFAhVBEARBEAyLBCqCIAiCIBgWCVQEQRAEQTAsEqgIgiAIgmBYJFARBEEQBMGwSKAiCIIgCIJhkUBFEARBEATD4ncL/f6gm+rS4U4QBEEQhMBA/912xRw/oAOVuro6dZmfn+/vVREEQRAEoQ+/47TSD9pZP52dnSguLkZSUhLCwsI8Hu0xACosLJQ5QmZkm3RHtoljZLt0R7aJY2S7hOY2MZlMKkgZOHAgwsPDgzejwjeXl5fn1dfgThKsO0pfkW3SHdkmjpHt0h3ZJo6R7RJ62ySll0yKjohpBUEQBEEwLBKoCIIgCIJgWCRQcUJMTAzuu+8+dSloyDbpjmwTx8h26Y5sE8fIdumObJMgEtMKgiAIghDcSEZFEARBEATDIoGKIAiCIAiGRQIVQRAEQRAMiwQqgiAIgiAYFglUHPCPf/wDQ4YMQWxsLGbPno0VK1YglHnkkUcwc+ZM5QCcnZ2Nc845B9u3b/f3ahmKRx99VLkj33zzzQhlDh48iMsuuwwZGRmIi4vDxIkTsWrVKoQyHR0duOeeezB06FC1TYYPH44HH3zQpRknwcJ3332HM888U7mQ8nvywQcf2NzPbXHvvfdiwIABahvNmzcPO3fuRChvl7a2Ntxxxx3qO5SQkKAec/nllys39lBDAhU73nrrLdx6662qNWzNmjWYPHkyTj75ZJSVlSFU+fbbb3H99ddj+fLlWLBggfoCzZ8/Hw0NDf5eNUOwcuVKPP/885g0aRJCmcOHD+Ooo45CVFQUPv/8c2zZsgVPPPEE0tLSEMo89thjePbZZ/H3v/8dW7duVX8//vjjeOaZZxAq8FjBYylPAh3B7fG3v/0Nzz33HH788Uf1w8zjbnNzM0J1uzQ2NqrfoHvuuUddvvfee+oE8ayzzkLIwfZkoYtZs2aZrr/+esvfHR0dpoEDB5oeeeQRv66XkSgrK+OpoOnbb781hTp1dXWmkSNHmhYsWGA67rjjTDfddJMpVLnjjjtMRx99tL9Xw3CcfvrppquvvtrmtvPOO8906aWXmkIRHjvef/99y9+dnZ2m3Nxc05///GfLbdXV1aaYmBjTG2+8YQrV7eKIFStWqMft37/fFEpIRsWK1tZWrF69WqUdrecJ8e9ly5b5dd2MRE1NjbpMT09HqMNM0+mnn26zz4QqH330EWbMmIHzzz9flQinTp2KF198EaHOkUceiYULF2LHjh3q7/Xr12Pp0qU49dRT/b1qhmDv3r0oKSmx+Q5xBgzL7nLctYXHXpaIUlNTEUoE9FBCT1NRUaHqyTk5OTa38+9t27b5bb2MNrGaOgym+CdMmIBQ5s0331QpWZZ+BGDPnj2qxMHS6V133aW2y4033ojo6GhcccUVCFV+//vfq2m4Y8aMQUREhDrGPPTQQ7j00kv9vWqGgEEKcXTc1e8ToMpg1KxcfPHFQT2o0BESqAhuZxA2bdqkzghDGY5fv+mmm5Rmh6JrQQtimVF5+OGH1d/MqHBfoe4glAOVt99+G6+99hpef/11jB8/HuvWrVPBPsWRobxdBNdpa2vDBRdcoETHPBkINaT0Y0VmZqY64yktLbW5nX/n5uYi1PnNb36DTz75BIsWLUJeXh5CGZYIKbCeNm0aIiMj1ULRMQWBvM6z5lCDHRvjxo2zuW3s2LE4cOAAQpnbb79dZVUuuugi1cHxs5/9DLfccovqphNgObbKcbfnIGX//v3qxCjUsilEAhUrmKKePn26qidbnyXy7zlz5iBUYRTPIOX999/HN998o9osQ525c+di48aN6uxYX5hNYDqf1xnwhhosB9q3rVOXUVBQgFCG3RvUulnD/YPHFgHqeMKAxPq4y1IZu39C+bhrHaTs3LkTX3/9tWr7D0Wk9GMH6+tMx/JHZ9asWXjqqadUC9lVV12FUC73MG394YcfKi8VvW5MwRs9D0IRbgd7jQ5bKnkgCVXtDrMEFI6y9MODK/2HXnjhBbWEMvTJoCZl8ODBqvSzdu1a/PWvf8XVV1+NUKG+vh67du2yEdAyoKcgn9uFpbA//elPGDlypApc2JLL0hg9m0J1uzBD+dOf/lTp4JjJZpZWP/byfp5Yhwz+bjsyIs8884xp8ODBpujoaNWuvHz5clMow93E0fLSSy/5e9UMRai3J5OPP/7YNGHCBNVaOmbMGNMLL7xgCnVqa2vVfsFjSmxsrGnYsGGmP/zhD6aWlhZTqLBo0SKHx5ArrrjC0qJ8zz33mHJyctS+M3fuXNP27dtNobxd9u7d6/TYu2jRIlMoEcZ//B0sCYIgCIIgOEI0KoIgCIIgGBYJVARBEARBMCwSqAiCIAiCYFgkUBEEQRAEwbBIoCIIgiAIgmGRQEUQBEEQBMMigYogCIIgCIZFAhVBENxmyJAhyrW5P/zxj3/ElClTPLZOgiAEJ2L4JgiCU15++WVlb15dXW1ze3l5uRoZEB8f3y/78JaWFkPNL2Hw9MEHHygbc0EQjIHM+hEEwW2ysrL6/RyJiYlq8Ratra2hNQ9FEIIUKf0IQpDCbMWNN96I7OxsxMbG4uijj8bKlSst9y9evBhhYWH49NNPMWnSJPWYI444Aps2bbLcz2GcNTU16nFcmHFwVPrhfc8//zzOOOMMlWUZO3Ysli1bpgauHX/88Sr7woGFu3fvdlr60V/DeuHr6HC9Tj31VBXc5OTk4Gc/+xkqKios9/N1OOWbGaDMzEycfPLJDrcL3xcHjnKdUlNT1dTn/fv3q+zR/fffj/Xr11ten7cRZpSuueYaFaAlJyfjxBNPVI+zfy/cBvn5+WobcDAjt50gCP1DAhVBCFJ+97vf4d1338V///tfNYF1xIgR6se7qqrK5nG33347nnjiCRXE8IeY0345Xp6BBYMR/jAfOnRILb/97W+dvt6DDz6Iyy+/XJVNxowZg0suuQS//OUvceedd2LVqlUcgKoCCWfor8GFAQ7X99hjj7UECgwOpk6dqp7riy++QGlpqQoGrOF7ZRbl+++/x3PPPdftNdrb29VE3uOOOw4bNmxQwdQvfvELFZRceOGFuO2229SEY309eBs5//zzUVZWhs8//xyrV6/GtGnTMHfuXJttyXV+++238fHHH6v145Tk6667zo1PTBAEh/h7KqIgCJ6nvr7eFBUVZXrttdcst7W2tpoGDhxoevzxx20mt7755puWx1RWVpri4uJMb731lvqbE7JTUlK6PX9BQYHpySeftPzN57n77rstfy9btkzd9u9//9ty2xtvvKGmB+vcd999psmTJ3d7bk7SPffcc03Tp083NTY2qtsefPBB0/z5820eV1hYqF5Dn7LL6dVTp07tcbvw/fH/LF682OH9jtZpyZIlpuTkZFNzc7PN7cOHDzc9//zzlv8XERFhKioqstz/+eefm8LDw02HDh3qcZ0EQegZ0agIQhDCEguzIixr6ERFRamSx9atW20eO2fOHMv19PR0jB49uttjXIHlIx2WZsjEiRNtbmtubkZtba3K0jjjrrvuUpkOZk7i4uLUbSyzLFq0yKGmhe911KhR6vr06dN7XEe+vyuvvFJllk466STMmzdPZWUGDBjg9P/wtSn8tRf9NjU12ZSyBg8ejEGDBtls187OTmzfvh25ubk9rpcgCM6RQEUQBI/AQEiHpRRnt/HH2xmvvvoqnnzySaUjsf7RZ6DAktRjjz3W7f9YBxnUnfTGSy+9pLQ7LM+89dZbuPvuu7FgwQKlz3EEX5uvwXWyhxoXQRC8iwQqghCEDB8+3KLVKCgoULcxw0IdCsWm1ixfvlxlA8jhw4exY8cOJYYlfI6Ojg6frDOzKBSsUpBqHzRQE0K9DcW1kZH9P2xR68KF+hlmPl5//XX1mo7eL1+7pKREva61uNeeAwcOoLi4GAMHDrRs1/DwcJWhEgSh74iYVhCCEGYWfv3rXyuhLDMHW7ZswbXXXovGxkb8/Oc/t3nsAw88gIULF6quGpZF2DFDwSnhDzMzCryfHTb8/96AgcC5556Liy66SJVl+DcX+rWQ66+/XglXL774YhVsseTy5Zdfqq4kdwKpvXv3quCEQRE7fb766ivs3LnTEpjx/fIxFATz/bJziuUhBjPcJnz8vn378MMPP+APf/iDKk/psGvqiiuuUKWiJUuWqKwNy0pS9hGE/iGBiiAEKY8++ih+8pOfqDZeZgXYlcIf97S0tG6Pu+mmm5S+g8EBu1Z0/xF2/vzqV79S3S/sCHr88ce9sq7btm1TXTzs2mGZRV9mzpyp7meWgtkhBiXz589X2hdmhlh6YdbCVdg2zNfidqGuhR0/DILYnUR4+ymnnIITTjhBvd833nhDlaw+++wz1YHEwIj/jwEVAx1di0PYpXTeeefhtNNOU+tIzc4///lPL2wtQQgtxJlWEEIUai74g8xyj2gt+oc42gqC95CMiiAIgiAIhkUCFUEQBEEQDIuUfgRBEARBMCySUREEQRAEwbBIoCIIgiAIgmGRQEUQBEEQBMMigYogCIIgCIZFAhVBEARBEAyLBCqCIAiCIBgWCVQEQRAEQTAsEqgIgiAIgmBYJFARBEEQBAFG5f8BmC6Zp38WwO0AAAAASUVORK5CYII=", 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", + "image/png": 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", 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", + "image/png": 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", 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" ] @@ -528,7 +519,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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" ] @@ -570,7 +561,7 @@ "outputs": [ { "data": { - "image/png": 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", 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F14N0Oql5zjf3FZ9r5U1wTbnfyC6Q1sdhIJVMjRmgtxkCwP0Tn/iEijXd9a531VQ/0fZtt92mPAuOq9VBatdwer/85S8ruBLR84K0x3GQvmf/2RfIdRwD/21JjJQL+O6dO3eqQ8Q+cP+18ilWesbW415jvwFwrhH3OYRKMiuveMUrmhwPHGfWDI6VqJ7rzz5CIPzNb37T0TkNLLDjat7txH77299qryttPvSAI1vLz1dfffWSLTy///3vtSULEQ56lV/xilccI8Jx7bXXan8sbW7tCt20Gp97+ctf3vSeFXBB1KV1v9zWsJWEbmjtede73qXfTbvQXe5yF231Yj95zzXa9xDzoEe8HaEb+rMREuF80hu9nPhIq7HvvFYy2sBe85rXqJ4B30OLkit000mbnGv0uHNsH//4xxf9/X/913/pObOCKO0I3Sx3X9CiiFDMtm3bVP/gT//0T/WznKfWtjpa5Oil57vpP3/3u9/d6NVv7fOn3Y1t0a6GMM7pp5/uPfe5z/Uuu+yyjvrgrT3wgQ9UgSRaTq0YEPcq19s+R7SU0ftujfZDjp0efvadfXnDG97gzczMdPSMdfteo+3ynve8p7YXcn3QF3jnO9+prZGu3XTTTdpzzzHyvbRQPupRj/K++tWvLntOAwtso1iI/zu+LsXGN2pxkIGIjmE5BxbYRjEyF6SOyb50Wwr5eFrwjAUW2Prblq/BBxbYZjVa6lprx6T3SR1vZnAPLLDAjo9t+Rp8YIFtVqONjlox7HHqv3BGEGOiPzuwwAILbCULAD6wwDaowSCH/AXBDFIdJDpAnpauwAILLLCVLKjBBxZYYIEFFtgWtKAGH1hggQUWWGBb0IIUfWCBBRZYYJvGUH5EHbEbFo/Hm5QVt5oFAB9YYIEFFtimAffTTsnK8Giz8mOntmvXLhVb2qogHwB8YIEFFlhgm8KI3AH3Wy8/VXp71lZhnp2ryyl3O6DbDAA+sMACCyywwDaAZXtC+lqL1eXEDgo7HhYAfGCBBRZYYJvKal5dat7at7HVLWDRBxZYYIEFFtgWtCCCDyywwAILbFNZXTx9rXUbW90CgA8ssMACC2xTWV3/t/ZtbHULUvSBBRZYYIEFtgUtiOADCyywwALbVFbzPH2tdRtb3QKADyywwAILbFNZUINvz4IUfWCBBRZYYIFtQQsi+MACCyywwDaVEX3Xggh+RQsAPrDAAgsssE1lQYq+PQsAPrDAAgsssE1lAcmuPQtq8IEFFlhggQW2BS2I4AMLLLDAAttUhkTN2oVutr4FAB9YYIEFFtimsloXSHa120ENPkjRBxZYYIEFFtgWtCCCDyywwAILbFMZo2LXPi5WtrwFAB9YYIEFFtimsqAG354FKfrAAgsssMAC24IWRPCBBRZYYIFtKqtLSGoSWvM2troFAB9YYIEFFtimsrpnXmvdxla3IEUfWGCBBRZYYFvQggg+sMACCyywTWW1LqToa7eDFH0QwQcWWGCBBbYpAX6tr9XYT3/6U3n0ox8te/bskVAoJN/4xjcav6tUKvLGN75RzjvvPMlkMvqZZz/72XLkyBE5kRYAfGCBBRZYYJvK6l6oK6/VWC6Xk/PPP18+9rGPHfO7fD4vV1xxhbz5zW/Wf7/2ta/JddddJ495zGPkRFqQog8ssMACCyywFezhD3+4vhazvr4++eEPf9j03kc/+lG55z3vKbfddpucfPLJciIsAPjAjrvVajVNaUUiEX2Fw0EiKbDAAjsxNfjZ2dmm9xOJhL7WajMzM5rK7+/vlxNlwcoa2HEzz/MU2Elnke6am5vTh2t+fl4KhYL+rl6/PehLBRZYYGuxmoS78sJOOukkjcDt693vfres1YrFotbkn/a0p0lvb6+cKAsi+MCOK7gTvVuLRqON98vlsr5HNM/7vIIIP7DAAltvO3jwYBMIrzV6Zz178pOfrGvbJz7xCTmRFgB8YMctJU90DljzInVlXxbAeSD4DJ/lhfF7F/D5l/cCCyyw2695HZDkFtsGBrh3K8q24H7rrbfKhRdeeEKjdywA+MDWzQDsarWqL8wCu/0dLxes+W9A3P17AJ901+WXXy53vetdJRaLNQDfgn4A+IEFdvuyjdgHX/HB/YYbbpCf/OQnMjQ0JCfaAoAPbF3MRuK2pm6j9dWYC/iAvI30bUrfRv98BuC3Kf0A8AMLLLBuG1yhG2+8sfHzLbfcIldddZUMDg7K7t275UlPepK2yH3729/WrOXw8LB+jt/H4/ETss8BwAfWVbNRNze/TX11E3AXi/BbAb+1hh8AfmCBbS2reWF9rW0bsiq77LLL5EEPelDj59e+9rX673Oe8xx561vfKt/61rf05wsuuKDp74jmH/jAB8qJsADgA1sXIt3hw4cVXGGlrtWWAmg3wue7MQAfsC+VSgHgBxbYFjUmwdXX2ARWl9UhPCBt15nFbLnfnSgLAD6wrpiNpAF3W2vv1g3v1u1X+kwA+IEFFlhgxgKAD6wrRDqA3bLkbb39RHq0ywE+YL9cW14A+IEFtrFtI5LsNqIFAB9Y13rbXZb8cgC/WsJdOxF8u9uwIG5Z/LwAfDfCt4Q9QN89psACC2wr1eA92eoWAHxgXeltbwXB9Yjgu7k918loBXwY+/YzFvBthB8AfmCBbZQa/Nqew3oQwQcW2NK97fz3UoDXbYBfb1BtF/BxbAD8VCoVAH5ggQW2oS0A+MDaNqJ1W2/HlgO35QCe9+kp7enp0ci4XTueNf2lAP+mm27S9/bv399g8bs1/ADwAwts/a3uaMl3vg1PtroFAB/Yiub2m1v1uZVAbCmAp9b929/+ViYnJ/Vn2ugGBgb0Rc/8UrrzJxo0XWldK5/rKu1hVoY3APzAAltfC2rw7VkA8IGtikjXLkFusc9MTEwouDM+8d73vreC4/T0tExNTcmhQ4f0O/idBfxsNtsE+Bupz3SpCJ9j4LVUW14A+IEFFtjxsgDgA1tVb3u7xmetTC3/kto+cOCA3OEOd1BZRwAQ0MtkMrJ3714FR0bIAva8GNbAexbsNxLAL8U5aB2cYwGfsob9fWtKvxMJ38ACu70bKfrjLXSzGS0A+MCOMReYlmLJr2T286Svf/Ob32jfOVE7dXd3ZKz7eSJ2XsxntnV6wJ50PvuBzrMFfF7pdHrDguNSgM85xWkKAD+wwDq3mhfS11q3sdUtAPjA2u5tX43xNwD0xRdfLDt27JC73e1uqyLU8fc4A7xOPvlkueiii+TMM8/UyH9sbEyHPrA9F/Bhtm9U6xTwl+IkBBZYYIGtZAHAB9YwK+vaadTubmdmZkZT7uedd57s2bNn0c+1jout5GYklllcu95G+KT3Tz31VHVAZmdnNcI/evSoXHfddZJIJJoAn583K+Bjtn5vQT8A/MACM1brAou+FqToA7s9WLu97e1YPp/XlDyRNrX1xcB9sW3Xq2U5ePF/yckPeKZEE+kV/wawc+vz7DtOBYB/8OBB+f3vf68pfPsZyHsnamTjWgDfTsrDAsAPLDBjdS+sr7Vtw5OtbgHA387NRtt2pvpawJ1I+ne/+52COi1vq0nJz4/cLOXcjIxe/RPZc/dHrlo4h+8aGhrSFwYwWoY+o2vJJpABcAF/Nfu3EQC/dTSu/ZdzbSV4A8APLLDArG3cFS6wdTUXMK6++mqNtvft29fRtkiXX3vttQrwpOR37twpf/jDH1bFep87fJ3+O3vw99K77w6S3XW6rMVwVrZv364vDDC0gE/9vlAoHAP47qz5jWbuaFyMczs8PKwZEzoT7Gfc+j3/BoS9wLaiBSn69iwA+Nt5Sh5bS9QHke6qq65SQLnPfe7TILqtRqqW9Hxu+ObGzyNX/VBSD94rkXiya9K3pOch+/HCKCHYljzq9/xMJGwBHwGexc7LRmrVc/vsF4vw+Z3NzAST8gLbSlbvAgu+LlvfAoC/Hfe2WxBwe9bbNQDl8OHDGqnDcofh7gLiarY5f/RGqdeMs4FVCnMy9rufyq67PEzWyyDg7dq1S18YEb0F/CNHjqjz46rswebfaOlvl6S4WIQfAH5gW9W60wcflq1uAcDfTmy53nb+ezWRKduAxDY+Pi4XXHBBIw3u2moi7rmjRt/dtdzwjZIbOVMyO09b9fY6MTIPvOAP8D2kvi3gQ9rjnJHGBzAh77V2AJwIW24fXMC3520xwHdT+gHgBxbY1rIA4G8HtlJv+2qibVrTSMknk0n54z/+Y/13MWsXkGvlouRGbpZQOCpe3UTxoXBYqsW8jFz5fTnlwc9tpOqPV3qcfUdhjxe8BFd0B0ndubk5dW42gujOamSDFwN8wH4pWd0A8APb2lr0YdnqFgD8Frd2etvbAWN+f9ttt8n1118vp512mpx++unLLv7tArym56tliSYzUi0agKdNrlqYN6n6qy+UXXd7xAkFGld0h1Q+wEctH4U9V3TH1dEnG7De+9ypw7Mc4AP2rW15AeAHttEsmAffngUAv0VtNb3tK6Xoif6vueYaZaGjSDc4OLji97cL8LOHrjXfUZiXWCor1WJOPCebMHPb7yS756zGMW0Es61pvBDdARit6M7IyIg6QZD63Ah/qUzHWqxbZQIX8N3BObxaAd/W7wH9YHBOYIFtbAsAfgvaauVml0vRA+qk5IleYcm3KxazHMDbfamW8pIfu7XxXq1cknA0LrVyvunzw1d+X7zsObJRjfNL9M6L7Abn3YruQESkhRCAdwG/W6I76wGwS03K42VH49qUPoAfTMoL7HhbkKJvzwKA32IGuADuq5GbXSyC52emv5F+PuOMMzRSXe00uZUi7vnD14vnLTgW1OAjyT6p5U3E6PxCKgevkPo558lmMMCOLIfNdJBFsT34TMlDDIj6vtuDD1Cu1o4X0a9dwCfat2TFAPAD2/h98GHZ6hYA/BbubW93cW2N4EnJMrcd9bd73OMeCkCrtbYAfuRY9rxXq0gkmZFaMdd4LxyNSW3qRskfvV5k2zbZbEaEu23bNn1hOGCWoc8YXRj7ZEjcHvx2VPZs6eV421KAT8skXQh0VSw1OCcA/MACO34WAPwWMNv+ZEF6tSNHXTCemJhQcAdoYMl3Elm2brPVYKRffcUlkv/dZZLp6ZVE1JC5QuGI1Ep5CUfMf3t1Sgye1Col/bvpP1wku08/V2LpXtnMxjldSnSH+j1RcSvgL6aytxFa9dz7jf2xgG778G2ED7i3kvYCwA+sU6t7IX2tdRtb3QKA38TmipmsZQIcf0fkf8MNN2ha/uyzz9aZ7GtZfJcCeERkSFH3lIYlHA7JzMysFHOzWpPO9G+TRLgmyWRK4pleqRXmJRJPSb1SNFmGallGrvhf2XufJ28pYFhMdMem9ImKub6uyh7/bcsqG+k8uGTOxSJ8yke8AP0A8ANbq0jNWlPs9SBFH9hWn9uOsQ3Y30SW9773vTV6XKu1AjzfAVjxPXe+851l/JIbJDEwIOFQWMKJk2V+akxK1apMTk9LtTqqgJ/tG5K0F5GoLyqpAjTjt8n0zZfLwOl3lxNhx4PJb+vYjMbl+1yVPfrwOZdWdMfu00YARpzMpdowF5uUZwHf9uG7U/Ksjv5GOK7AAtusFgD8JpebXWvUQx83oAHL+4/+6I+6NmHNBXirV8+2Sft7xRk5PDfe2O96uSC9A9ulWsrJYF9WswnFYkEKxZzMzEyJ56fo4QSw+E/eeKmkt50siT6T4t7KxjlCRIcXA4E4p5wHwB5dAhwmrqHbgw+B70QAY7uOxlKAz3Xnvra/b63hB4AfWHfHxYZlq1sA8JvI7CIIsK8lJY/x99R7kWGFFGXTpd0yC/A2Je/q1R+57hfNHwYYojEJlc2xsB/ZbI/0DRqxmMLclIyOjuqxj4yOiQwPy8johOy73zNkcNv2EwZoJ8I4Tqbg8aL3HuBnRC6AD3/i5ptv1nPsMvSPl8qevSdXa50C/kabDRDY8bOahPS11m1sdQsAfpMYCx6LODKpkLPWAu6wtn/zm9/ogkzUTgRI33a395fInbT8+eef3yCUIWKTGz1wTLRXr5QklupR9TprkO2qhTnJ9A1JZGJCyWZ9QzslPzuhaesjV/1Qbu4/Sxd8t8fcTrS7PZgrunPKKafoNeUeQWWP6B5exfE6P90U3mkH8N10fgD4ty8LIvj2LAD4TdTbzqJNRGzJWJ0YM8RRpaOdCTIdCyO66t2sLZNCpn+e/b7vfe/bBCjzo7dKcWZUwbxWMq1w4VhCauWCgjxCN5DpMN7D0KUPRQwzm775RDyhL5EZ2XXWXqmmtqnzwzx6Rr+ul6iMtY2SLVgMUAE5dYT6+hqiO1Zlz54fSH3u+eHnbu3PeoDsUoBvB+dgNgMVAH5ggS1YAPCbSG7Wth91Yiz0KKqxyJ977rlNTkIn42KXMrZPSh7gsMInriE9K6TXykUdMIOITSQWF69Knd3T9jgsmkhJrWQAXsVwQhEa4rWNzoW0sd/8QE56wLNlYP/+JUVlSGe7KetuliJOpLUTMQN09tjt+bEqe5RnmApICt8F/E5bI5ci2R1vwHcjfFdHPwD8rWNQi9eeot/6tjVWui1oLJa23o7ZtqJOgJhUOSl5/h6SGwu6a6sdF7uYsZ9Eh2QYzjvvPN0e9eCmz1TLMnP4Ov1vetyjqj0/r2Df+Ey5oNE9YO+aVy1LJLFNQi3vSygko1d+V/b80Z/rFLpWURkWfMtAJ11Ni5bbckaku1kX/k5S4pwfava8MEDROkS33HKLZnc6dYhOtPCOC/g8Jzh4ODN3vOMdjwF8y9IPbHNakKJvzwKA38C97XYBtwtRJwCPFjpRmktya7W1RvDU9GHJsx3rQECKa3UaZg9dJ/Wqae3CAPd4dlBq+emmz1WKOYlEj02r1ysVCSez2hfv7Ly2zk3deIkMnnXvY/6G9PzOnTv1hbktZzgjOFEuA50Wwc208K91X4nWIVnyWsohakd0ZyO161lCnvvf9pmyET7PwWIs/cAC20oWAPwG7m1vbQtaDcADXAA7BLoLLrigsYAvZmuJ4G1NnxYuavquA9G6TRu9N5lXc1TrpJGe9/QccOxmG9TgGULjeWkFdZj3/Fv36/iT114sqaF9+mqnxxwOgvbV5/PKbbApfWy5Oe8bZaLdeu1Lq0MEwFvAhzAJQC6WAbFp8o0Ekm6nieuUuE50K+DbaXkB4G9sC4bNtGcBwG+i3vZ2AR4WNRE15CkmwK00qrSTCJ7PU9O3KXkLCO42XQAq52ZkfuSAhFA28x0YAJzxsAA6898XjjkktUpRYukeqebnGkQ8q2YXhaBXmJNoIiPV0nyjTj982bfl5Ac+WyKJ5hLEcsdNix0vlPs4JsoZ7px3FnwX8DeSHQ9A5d5BcMeK7riAbzMggLydV7CRQHGptr12Ab+1hr+Rju32bl4X5sF7QZtcYOttVtGLhXKl3vaVBrjwO4hT1MJhUJ9++ultC4+sJhq0bXb8zWI1/cW2OX3rNVKvVSWWzEq1BpiLRJMZqZfyUi3ktO5Oyl5C4Qa7vpKfWyDb4RTEzO1ayc8uWqevFudk/JoLZcddH9mxZK87532xsa98huO1depOCWndsOMdMfNdi2VAOD84RdivfvWrppIH5+lEAaN1llcyF/DtPcuzCNhblb0A8APbjBYA/CaSm10ugmc7pMohTN31rndtkKjasdWk6Omtvvrqq3WBv8Md7rDkAuoCvPbw33qN2c/ivMRSWanMTpk0u2/VUkFZ9ZF40gC9bzgF4XhC6tWieF6msW3Dwm8+VyEJydzhayXeu0MGzrynrMfYV46dfy0hza1PA2xL1ae3orkZEDI4P/vZz7QcZJ0izhGfWa7ksZ7Gs7La6+Fq6GMB4G9MC1L07VkA8CfI7IKx2rntiwE8oE5EzUJLSn61fd/tpOj5PZkBItnWNrultmkXx/z4QSnNTzV+BziHY3GVpkWLHqMGz5jY1v2AlBfL9B1zfnAEqN/XagukPVLzRP+T1/5MkoN7VqzHr9ZYzElZU/rYv3+/Xj9bv+fcsPgT/eMQuENh1ss2Us3bXmscHlL2kDqt6A7nx5Y8rOiOjfLJBqzXMfD9a82wLAb49sX1dvvwbf2eYwwG56yvBdPk2rMA4E9wb/tqFoJWgOfvmf7GwnnGGWdoWrnT1PRyETzMc2r6VvkOR2IlcwF+8sDVTb8jKo/EM1L1BW2sMRYW4G82T+qlgoTjfKe7j56m7qnHk5r3v9T8pl6Xkcv+R/Y94NlaBlgvw5FqnQJnAR99f87XeqarNxLAu6OKFxPd4d7kMza6h5yJVDLn0I3wV+KLrHafuu1gLTUpz/IT7Gcs4AeT8tbHal2YJlcLpskFtt697at56F22Mil50sWQwu5xj3s0SE6d2HIRPO1ufA8gRkq+3ZSnBXhAG/W6Y6Rpy0WJJDLi+Wp1mJLtijkJR2ONdjodF1suaoo+pCBPmT6s0T9bqxRm/Vp+oVG7x0jzj17xHdl97yfp54+HEY3STeAOhbGAT7ra1YjvRvS6kQC+taVzMXOPH1uM49BNFcL1APhWCwA/sI1sAcCf4N721ZhdrJCWpf4LqENy60YasjWCd4fRkJKHRd3JNqcPXivl3KzE0r2qK49FYgkp5uYkHDEpTcuqV1D36hIKI51qAJ7P1KUoIdTswij54QhklEWv3wObtlKWiDLrZ5v2oTw3IZPX/lyGzrn/ms7PYse2mqEwbrraasTb6NWm8zuVjN0oINGJit1iHIdWFUKyRS7HYTX3+vEA+NUCPg4NmZ59+/YdMzhno1zLzWBBir49CwD+OKbksbWMvLR/d+WVV2o0TWtXNxaF1hQ9CxA1fSIsHIh2UvKL7auS6w78Vn/WyDwSl3qtrHrzRLf8vndwu4hXkWg8pSp2hkBH6h2HYLahR4/VKwWJDQ419cxjXq3aSM+32vQNv5bkwG7J7D5TTqQtphHPYg/gu5KxFvDbAbON1pO/VjBdTIXQAv5NN92kjP1W0Z3lVPY6IdmtN+Bz33PdIam6Ef5ik/ICwF/a6hLW11q3sdUtAPjj1NvuSml2YiwGgC52t7vdbVUs+dWk6CFD/fa3v1VWNBKfnS6QCtT5GckVDzfq4qF4TAF7+JabpFjI6WIGwMVTPZLOpCURrmvamu8E3DXqz9uoHIfBH0DTsk8hWuvyM6YebyN7p91u9Mr/lb3ZQYn3dO+crdVao1crGcv5cMHMAv5iCnIbMUXfTSPDwRRCO4kQUpvtwXdJjdYhaj1HJyKCX8nYJ5d5b6N73ud4eM6tLHUA+IGt1QKAP8G97e0YoEsdnMiGxa2TiLod8h6L5m233SZ3utOdNMJYi3G8pbEbRWhX9y03MymjU3MS86q6fbv4lsoVKZYrGtlwrCzsAH3Wi0ocOQrn3EUSKZWq9fhb3ymJJNNac9e++WRGgV0Z9X67HVPqhi/9huy73zNVMGcjWqtkLIu9rd+jIIcD4DL0AX9soyz6x2PQDCWMVlJjq+iOq7LXbh/88bTWrEJrRs8CPvvOy7blvfvd75ZHPvKRcv/7d7fctFmt5oX0tdZtbHULAL7LZueg8y+L9lrAncUAPXBA95xzzlHyFtPaujX5zZpt1wNcYclTN16rkUavzY6K9ABYnszOzsn4+Jhs271PBnoyUi6a1Dvnp6d/UHpJ4/eaNjkWbiKZkcMHpB6KaWRfp40uEpZapSxetaItdTVf/a6Rqg7BxC9KKBJrHUkjlblJGbv6R7LjLo9YM7HteBhg5irIuQx97ge7H1wziGk4fScS7E/EoJlW0R0X8OliwCmiy4RsyEaZMwBoL5cVW2xwDq8f//jHSqYNzFhQg2/PAoBfh5Q8BDgWFGqtnZpVi7OtaRZ0O50ot5TZlDzG93SrZjk/fJMOkQnHT5bhQwckl8vL7j37JJ1MaA1eZKG2DlGOCNwS8TjW/m27tP2N81mph2Vy9IjM54syf+N1jYW9Z2C7hLxKE3sexyIcT6pCnmuA/vzB30k80y8DZ99HNpOx4FOf5wU5yzqRtC7y72WXXdYYC2sj/NYxvettx2tUbDvnyHYx/OIXv9CInsyQnTPgti2eCKcIgF/NuGIL+KwH3XC8A+vcfvrTn8r73/9+ufzyyzXQ+vrXvy6Pe9zjGr/nnnvLW94in/zkJ7XchibJJz7xCR3ydaIsAPh16G2306s6NasWR/TW2prWLYBnG/TPs/BxA1oZ1m7Z9IGrlfd24OabJByqKyEw3TsglcKcVEt5BXMkZ6mVWz35SmFewZ/RsJ7G4CGJxeISj0Qkn85KIt0jyYiJ8G0LGuz5dKQuSR/0VVEswuCQTKMeb9vtasWKTF33C1W6O9Gku7UYCz7RKECBHDGgNTs7q+eDhYdSCxkAF/DX0m62kUfFLmUWuEnnU5tn/6zozsTEhPIcrFPUrbbFbkTwSxn3e7dLc5vZvC6Mi/VW+fdcg/PPP1+e//znyxOe8IRjfv++971PPvzhD8vnP/95De7e/OY3y5/+6Z8qgbab+g6rsQDg10FutlOAd2eqL6UW1w2At4Q99puonVICAN8t1nGJdPitf9D/TiVisvuk0zQaJ71ujYidqDpK/dwCMUStcESEyXFFJyqHpBgxBL1Ef6+CF6CmugLhuOSmx2TW1u9jMcn0DUoiIpLt3yZe2UTyXn1B8W7siu9K9H5Pl0Tv0hP2NoNZYhv3BOfDaiHgaFqGvttu5jL0VxNFrmZfNpK5JDv2zc4ZOOWUU/R3OEUAvtu22Kqytx771CnABxH8gtUYSLXGYTG1Vf79wx/+cH0tdf9/8IMflP/3//6fPPaxj9X3vvCFLyhZ+Rvf+IY89alPlRNhAcCvwQBkQLKVSNcJCPMAk3Llb5ca4NLJYJhWo4eelDyEPdj4LPQcQ7fqyxz3lf/3LRkfn9Cft20b0qg9nulTZrw1zXREo1JrVbMrFSSW7ZdqrnlGfMiPwl2LxOISrlUls+skqRTnDBO5XJFCbk4mCkUZHR2TZCYrqWRCksWiJJP+RLpaWUF+9x89ScV2tppxTemysJ0Wtt0MwG+d8Q7oA3prdexOdIp+MVuORe86RW7boiXsuVmQtegUdCuCpxQTAPz62Oxss34G13m11xohK9QZH/KQhzTeI3N0r3vdS375y18GAL+Ze9tbiXT8bCP6dowFhSiLNPZZZ521bKqz0wiefSYlD+mI9jdqudbsvncjM3DlFZfL1MHrZe/ePUp0wmfgcIya3MJ8d7NPdYlEE6p213gPaVpU7vy++IZFIsqKD/fv1t/rW3yGlL8OsOnVLEHvYL9kUiYdVq3Czq9KsVKX2dFRPQepVFKSyZT0hBMycuk3ZdcfPVnCkc35GLQbNbe2m9mRrwA+950d+WoBvxMy2kZL0a+2TW4x0R0L+K5OgQv4nQhMdcLsZ19g0wcp+gWre2snydX9pYh11zXq6G9961tXtS3AHWsdm83P9ncnwjbnyrYBiHSu9vYxg1Do4/bBfznjM7RAIQdLbccuwMtZJwDPgk7UziJx73vfu9Fi5W4TW2tmgLR/1puVXQNZicStB0zaPSqV3IyZIufUxam3A84o29HKhqngTaWocrU4Bdo/r5q0RRWzUdU7BtR4dfGcQTOAeySWFEH0xrdoNCbZaEwG0n1S7ctoJEv9XkecztwokdCNMjw5L7vv8Whd2Nv12jdKpNppWrx1xrs78hWGPkZka1P67UyA22gRPPuzFqejNQtidQqs7DBEWjsyeDVlj04ieLJ7WBDBL1i9CzX4uv/3OHBksax1I1OzUSwA+A7kZlfqbW8HhCH8kJInuoJt2S4JY7UAD6EI4CUlzxjZxRYhexydADx/A2GJRY/MQOG6n0jOH+Pq+eI09KbTo15mjnsyoyS7kD8i1q+QNqJ7pGkBeGRro6mstsJpGt0bV2A372dUnpZ0fuMaeCY3UG9J+eNEVPLTEkszkW5WEom4DO7Yrcz7UrEohakDcuul35c/ZE9uyKICbOtRp14PWyuouiNfLUPfSuq2ToCzgL/YvbrRavD2GelWVqFVpwBn0bbktZY9lhImWivABxH8gtWRqF5jDb7u/73lZqzFLF8KPocr683PjFA+UbbxV7AtNredbZG6htTGhC1Y0KtZhNoF+FbgpXVoqX3uNEXPIkdmgAiQWlOsXpTrxg/p70i7h2Ip4xg1yHUhqVerRpoToC/Ma/4eQEeFrgYRzyfFYfw+lsziJjR9b7WQk7jW6SvN5yYaQ7y+qW0OYRuvVlZFPPsd4XBEvFCo0W4nMiaDp99dSqkdTQv28Rz9ulF68l0yGvcn97xl6LcOhLGOEE7qRkvRdxvgW41jJv1qU7K27GGFiXg2bNnDquzZZ7cTgLcdIoFtTDvttNMU5NErsIDOc/PrX/9aXvrSl56w/QoAfhVys+2K1vAgLlaDZzvUPFkEiKY7kZttB+BJxQO8pKMXS8kvtd3VAAbpSjIQLFyWiX/bpRc3fq/xeLmg7XAuaEOqi6d7pFpeqLtj1fycgjbR9jEjZPWcm2yAOypW+939ery+W62oyp0rWUvLnd0hUw5Iqqa9azD0p675odbjd5x9tr5nRVMANnf0Kws3Ee1GiFiPxz64rWTuQBjOC86jZXdzTuy0xI2Q+VhvgF+p7NEqusN6wLPCGmB72tvdt6BFbmMo2c3Pz2tGyxr3P2sgji4DpV796lfL3//932vbsW2TQ4TJ7ZU/3nbin8QNTqTjwVyt3OxiIAxhh5uBBxWWfKd1nuVGu9qUPODOTXeXu9yl7cV2pe2654U6LSxjbmQ7g75aLsr82G3uBn3K3LHnjM9CcGlyKEIsymj242gs7EcknvRr7aYvXt9LpKVeLhjBHF+yljnydlgN/fWk96nHq7Jd47rB+IswkL5pf0yP/KyMXvp12X2fp0ssO3iMShoPt1WRI5KFN2Gj2NXU77tpJ8LJWGwgjCWicY5+9rOfNeRiLUP/RET23ZCI7qboDiDt6ujzckV3APyl9jVokVvfGny7hqDUgx70oMbPr33ta/Xf5zznOfK5z31O/uqv/kqv1Ytf/GJ1gu973/vK9773vRPWA48FAN+FlPxyAM+26EUm7Us6Hs9uLYvOUpE279188836QhyHemons+aXMxweyEUsUshm2qgOmzpwjfa/R+Npjdj1m8MRjcjTvUMKutYg0pXyc6bn3bdQJKpRtyXiNXgBtYrUYNUne6TuC+KE0Rnw6+3U90nlayrej9bVWSkVJEJ6v9qcKQjjQDB2FpD3HQmdRqcz6gsycsnXZPd9niZeLCXjhbyU6lXJROMylM1qJoT6NAs3i7NNW5OSdSfB8TpeUeyJziLYVDURKw7R/v37G5kPzg3PkAUyzs9yQNZN20iDZuzoYM4P6wBZNbeGTyTIZ1yGvktsxHEKIvgTbw984AOXXSO5Xm9/+9v1tVEsAPg2e9tXYzZFz0OMIh2gcPe7370JEDu1xbIDbkqeWngnhJGV+ustKZBItTUDwd+N3Xi5/9/sm4neQ4Cu5ym5LhpPKlBj1XJB6rWKROJE4nlTk7ctb4WFlrcILHufSKfp9UTapNodGVrG0EbTveI5qXpMtes9GPcRENwepdRKefG8mkSTWXUoTOSfa1znam5Kbr3kG3LTSXeX4WJJ6uJJPByR03r65a47DHnGXYwXmwTHdWidBLceYLPRxsVyXlozHzZy5dzQoumeO87PeqnHbSSAt2afW5w/nh/uEVK7vG9V9lxiI8/xRRdd1MgIdMvIulnpXtde9rKXycc+9jHlE7zuda+T//zP/9S1BTW2j3/848e0gK3VOGaUF9kuz8hqpm4qyW6tbXKycUih62UBwC8hN7uW9B5/y6KPFjY3Liz5Tnpm2wF4Fk5Y8iyYq0nJryZFb/v0WRjOOOOMY87L3PAtGr1jpMStDK22rCkGmYEZKj2rk98MCa5SnJdkpl8qhVnxnEi7Wspp+j1MvdyNytl2akeTBC0Gsz5CL7vTNhdNmO+BgV+HdBcy71kCHg5DNN1n/t75uzoZl+FbZGZ8RHbe5VESj8UlVynL76fGJB2LSaQNhrXbZ04Ua+v3FtS6pYG+EXgAywGqjVx50WtsgYzzQomDaNaqx9lz061Sx0YEeDcj6Bo/s07wcomNAD0gy7PHPYZEKiniBz/4wZr679QuvfTSJo4QWbmHPvSh8ud//uf682te8xr5zne+I1/5yld0n17xileoNOvFFy9wbNZq3/3ud+V//ud/1IH5y7/8S3nJS14iV1xxhQL+Ax7wAP3e5YzS31oB2gsA/vZhlhzUaUq+ddFF2IAoDvY6Hno3F2EL8G5K/uyzz9YFtNupf84HrGmOB2aoBbBWG73hsqafaYlLZPolVL/Z15Q3wB9P9zZGvLpgHlN2u0m/q/GZKOz65oExmlanB75137W1rqBpfptu57/1e0u5Bnue+n7Td5NZYJ8cK9RqMp+fkcFITsI3/ULk7AdIJhaX/kRNbpmdllPb4Cm0Eq6sbr5Nx7rENUBtLTW6jQLw7TgbLpC1qsdBRLOlDpeh36ljvFEBvp21xd4flMEA1Q996EMKuOhkfOQjH5HnPve5CsqsL51Y63P8nve8R8uHACvX49Of/rT8+7//uzoS2Gc/+1n9rl/96ldaXljrPXLhhRdqvZrjw5GhlQzjOeFYyVzYdPhGub83q92uAd7tbbc301puKCI3UvLcqCxMaF5322x2gIlGfM8973nPFb3dTiJ4mL6k5HmflPxSutzFuUkpTI22vOtpJNwiXGf61n3gLZfKUiwVdUEH4BcodPY4IxIKx6RaNdG6IdJT00cwZ4Elr9uFpc8UuUTKCOEwT9tRwUMi14D8QvucfgclAH6npD3fmSBrQCtTNCwycoN4iOfsv5cOvCmS4TlmEO3K59VGsTYda9vOrCQq57YTUNtoKfrVAqqrHgfAuGIylDq4B11J3aV6yzcTwHfS6kbwAbcBIMY4R2vt27ZGGfGLX/yiEsa4V1lXuA6u5CqcHu5dJFfXAvC2RRDN9j/5kz9RMH/Uox7VyNrQjcOx8cKWA/hgXGx7drsF+FYi3VrB3Wq80/pGGpt003oYDyTfBYsZ4O1m6t8CBulTjoU6Kg/3cgvl2PWXSRmt+VRW0966rWhMgTgcTzcieIwaOsA7PTMrE+NjEovHZGpqWqLDI5IdGNK576lkqvF9yoZPZhf62qMJdRjc9yHZWeDGgQDIIc+5vfDaYlf3OQFOixxtdl6hrKn/UBSSXkkSkajW3Eu1qiSiUQkdulpBf2bwdNmZzki8mF/zebYa6CzaLN6WbOXW711QW+z822u1USKcbgwqai11UP+1pY7W3nIrqbvUvbmVAL61Tc4OFeqGMQgFQCUrgJGto2zS+h3dlFwlW2MHsuDk2jZegJ5rbQF/uXv7RLDoN6PdLgGehx8Q42HrRHe7dVvUEmmfsoIyPJDdnNluF3TSu+w3Dx8p824u7jaCJ6LkWO50pzspwC9nEOAmbrlaI2/TjhYxBLZ4Ssr0pNPKFmMbhnjHONjho0ekVA/Jrt27dEGHUDc/NSqFQk6mq54eXzKZlmQyLmmyBuHIglZ8Q4Y2pI6CCtu0GPX8eHZApJk8r5n9eqWqPe9W4tay7pHDlXBdQpG4xGolGUymZDg/L1W08hNZqVz3c0mdXpWzL3iozM466nldMDgTraBm0/lWJ96VjbUs9I0G8OuRTmWhRzyE12K95ctxGzrRfF9v24iT5EjHMyFtpWe9G2avDSVF0v0veMEL9Lpa8h6pe5wLVwkusLXZ7QrguZl48Fk0AUurUNapseBAcGN7pJfsQ9itme3WLBufdhlufp153uXFlHODo8K/7rEsZxM3/6ZBgkOhLoaATWFeKn5ErUBEb3skLLVQTA4fMDO49+7cqRF/KTcrIa/akEolZV4uFqTihWR+elyGmfLkeTpHHnJ+uE70jbfPdusaWcOKd406e6WFtY+mfU0jb0+Je6Tz7fjZRjseRL1Uj9TLNdmRykgsHJGpUkE4ut54QgbHrpXBmTtK89yp7hug1lq/t1Es9yz3llVHs+d4I9h6R8yL9ZZbbQLLbbDnhhfPzEYD+E6dDu6BpfgvazGY9D/60Y/ka1/7WuM9nCk7fdCN4qmTLza+ejVmjx0S3ytf+UpN1dNZAZkQwh3MfRj7ZEBXjuCDFH07Fr29puQ7ndnu3vAQXfA+idxdz5z/tvX9tS4yLF44ETgipOR5KHEsummAB4sI6U/a+dph4tdrNY3eXSvn5yTZMyDl+akmJbqCJGX4yAHppVd8aEgfXN4nvU56vLHNalkSmV5J1MqSju9QcC/5A2JylZBU83k5ePBQoxWrJ5HWXnfa66yZlP281GtVjfz5FyY9JDuzP0X9GdBv7ZHXOjJlgHpdhpIpjeQp/oc8epJFJq76X6n23lEke64cD1uMhW5nmNt0KeIblIXWMuGsG3a8CVF8F9k3t9XMPTeQxXj2SO13c9zriUjRW+W7bhvkOYh7j3zkIxvvMUKaewjJ1Sc+8Yn6ns3q4fh3w+ANMTedfnG+/93vfrcGSXwf/93OsXZTi34r2+0C4Hn48Urd3val5GTb2RY3PO1PpLEXSydZUF8LwLNgWu8WxTgIe7ZHtFvZAZv2p/YLYCKO026b3fSha6XsMt8dKVoEbJTx7iv45Ytjsnv3HkknFratwBtLqWxsEzB4qNIlTetaKNSYzRyamZFqfEiyyagC/vT0lIxNTks8IpLt3yaJSF2SiaQ6BboZAD6ekhD70aJcR82e+fRNZzEcMe104mlavlaalygtdmXTYufvnFQPXi7VbI/IOhAoV1O/B/B/+tOfKjmNc2wnnLX23x8v/fITrUXfOt+d84HjqhLKt92m417tMKHjLUbUjRR9t4Vu2BcAHhU29zxwz5A6h3RnlQiJtgH3tRDsWu3Rj360vljfICezvrUjqd3Y/yCCb8uit9fe9k4AngeNaBojml5KfMIF+E6MTAMpeSISWkncVFm3AN79Djzq66+/vu2/5VyOXHuJpsBpfbMqdbbHPZ7qkeL8tJ5fHt5T958lsbCnoK+pdf84qvkZSWT7mhjxqmjn98Hb9D8DZwRmbb0maZWRTatATbmQ0+0X8rMyW6lJvTouqUSsEeHHPE/b4GiHC/kT7jBEdSABKrPe/26Vv7VRfmlelfNcgqC/dyKVnBSu/ZEU9u2T1I79cqLM1uCJ3m0N0yWlAWh2zrtlqq+nitxGGxeLcQ/YdC/3u03nW1BpZ/rbRojgKUV0O4InNY/jQ299q33gAx/Q55OI2hW66ZZZwSxq8Vwf9uPb3/62EnoZm73RSiub2aK3V7lZHjR+365ZsReiXG7M5W5C+7tOMgR2iAuLD04EpJPWba8V4K0uPouG/Y52teixudFbJT813EjLN+rdfp/5zOSojE3O6ja3b98hEalKrVqTeKq3MQ+e6LhanVbiXSSakHq1pPXzKnK0CNXTpub32Vkw8+pVCUVj+i9DY2LVskZoSpQMR6UqYclPjzXIWJyrdN+QZDMZiXsLiyvbkEpBHYuoH61b2VprpPmjqd4miA+jpKcaBHWZuPybMnS3x0lqx2lyIs29p1tJae6cd7JBbo3aqshtlQh+pWiZ+4R0MK/W6W+uM+Qy9LvtsKylBt9tgH/Ywx62ZJslugwo2vFaD6MG/+xnP1tLm8zOuN/97mcyffm8fPWrX5XHPOYxK24jiOBvpwDfbm87Dz8PeTsPJXU8au54l3aBWM46SaW7mvV4tXaIy2Lb7hTg3VG1tGjxst+xklStayN/+LW7VVWEonYNWM/OzOhDO7R9h8zWzex2m67XefC00xXmpWbr39ovb6bFmRGyfhRdRrWuR2v0tLzZU6GtcMjMtpDrAP1kqleivpAK54joo1Spy+TIYSl7YYnThpdKSTpTkWQ86g/JodUu66fnF4x9qRWI8nt1EI05RwuLMyUAA/KPOSGR/ErXqnXOu6six71MxgaHwEb3a63fb7QIfqXyWKsYkXWG7EAhzB0G0w31wbXU4LeKFj1rLr32//Zv/6bn4z/+4z+0DEDZ88Mf/rBOYwsAvnsW3aop+ZV629tJ0bMgkpJn4VtO7GUxWw3A44xQP8WLXUmzvtMInmMlA0EP/WKjatsdF5ufHpXC7HjzthkLm+mXo0duk0K+oC03yVRS5nIFqZWKIik/CxHyP5vuldL8wlhYwJx0OUz21pa3RHZAKrnp5nGxnieRWEJqJds2JxrRLwjaMPM9LJnefkmVizLQm5EagF+pS6FYlPHRYT0fLPJc0+xAXOJkBuxoWbuz/j6wzTrEPerx7jmLJWTy8m/I4F0fK6mdp8vxtNW2ybWqyPGMcL/Z6N7W7zsRlbH7s9EAfjWTFF1niGOx2vA8L3BU2JZbv+8k+9FpDX49UvQnymwLMYES5wLJWnrweRbJKlgxn412P21W2zIAb6P2dudALweUbqRLJA2RqROVrnZS9Iuly1fa79UqmPFQXXnllQ1HZTFp1HYzA8O//6VJywOwFROFV6o1ue3aqyUWT8i+kxaIeprJYKSrYzoSFhJeS31bh8840+X8vdI2uNZ+d+rptL25dXqTdi8qIFvpW37v+fsYAfDTcentH5Baf1bvFVL5vGYO3iohj+g+aWr46YyE/IieJUan3KX7pV4wTom77JCdmLzimzJ4l0dJatdZcrxsrX3wXCOcPOvoQUK1/fdkrDg/q0lZb8QUfaf7w3ESVfKC/MW2rKSuVR/kGXIBf6XnFmM96CRLspXGxXKfnHXWWfLe975X19Vf//rXqmiH4Whaot1KAB9E8LcTgHdT8quZALcUANuRqCx2i0W67dpKkbadq06qdDVjZFcbwdMyBJkO1jUP1lKLXjuOA1H31MFr/bR6WCE6n8vJ2NScZFMp2bF7bwNQMQ6HyXHhZG9joAu68aXctMTSfVJy2uki2pcOaEe1p77R8lbKaXQeshPqIhGpFgzb3bNfwj1QMq2DfE4nz8VSTXK1No1vZ86ryE4sJn0DQxq5l8olKVbqMjs/K2MzOUlItUHWU4cIKVzIfuLL8obCjYgekJ+44n9k8PxHSHpvZ/rgq7VuC90AUK2iMhbwbcragr2NYN3v3mwp+tWYy12w6oNWUpeyGpkxANh+htT+YtmDtSjZbRWA5/xQg3/LW96iJSIG3NAlBNmX1H27TH3u/rUPm9n6Fr29zm1fDODx0knJs3gxAW4tfbPLAbFNybNIrHaMbLsA77bz3fnOd15x1GM7Efzwtb9usOArpYLM5koyMToiO3ftkWw6KfVKSeIZw6onhY6SnVdPaiSt7XOhkOq+83vIdgA3E+CI6BkPq8cXS+FlmX3yv5fe9XAyI16xYKbE5c1n6xUzD161792aPE8u94IXanqItR8eeVv+BZzh8sVTUq1XFMTB8aGhbVKre1KYGdd0/sTkpC7oCvSJhNTCCd2msu79+fTmO+sy84cLVe42c8oFcjxsvQDVFZWx9XvSxK31exfwt1IEv5IB3khF88Lc2e6cG7gfRP8uQ5996YRkx7Z5bZUaPOvus571LA2euEbnnXeevo+zfe6558rjH/94/Xkj3Uub2TYtwNuovd0JTcsBvEtwW000vdL2FwNM60SweOJEtJPaWy3AE32R9udz9K+2szisRLIjLT990LTScd6GR0aUGb//rDtJqLoQKZdzsOpTEonFGlkBlO3i6T4FdVrg1DzDjuc0R2mvs+Q6SHTpHo3IG5/1We2hOH3zbp3czIOPZ/uk3ipNS80eUpwf4dt39W9Uw75HW+XqtebtQf6LxpKSzpqaLFaPJCQ3Pe6n9PNSjCal4h2VZMS0YsViUaOMV8rL9DU/1I6AntPvJetpx3PQDNfRpqztONPWCJbPMOqT+4gI9nj13y9lx1OLnmcYB9o60a6kLil9Kzdsh+espr5M9I5tlQjeGtlEZKmZhmm5MI973OPa5k0EKfotCvDdmttuPWq8Y6JpUkSrjabb2b673wcPHtSoupXB3k2AhxSEA7GYwt5K210ONEauu1Rq9apOgBs+OiyJZFJ27dsl8XhMKg7Aa1gMO71lchvgHvN70q1Rw08gOOOk9bFqbk5i2X6p5heIeGxTJ8W1nDNS9uXctBGl8aN4UvAmQvcaUTvT6bQdzn5HcU4162HKuxaNp5WkhwPAZ0J+dNHb26OvkZFRicTiEmNO/NykTE5M6KKU6tsmqUhNkqmUzF77U3VU+u74gHWLsk8kCYl7qrV+Ty2V+537mwjW9t9bOejjva8nctiMLe1ANnXlhlljKHfA73Hr9zj7S50fC/BLaW5sNmPd/t73vief+9znNNix9xMZIRwgRtS+6U1vWvH6BQC/BQF+LSn5VuOm4mb7xS9+0ZCBXW003S4Q27o+DzlSkCx8ndpSkTbvwfZFwQtgJ7W62u0uWVIo5WX0hitkanJCpubyDcUw9ORpfXPFbjAkYkNMYnP21fxrh8I6+w9QQZBrYrCTfi9pbzt1c90/XwSHHnRkZm2pIOIDskrQxuIa4WuLW0O0xsyDV7Kc/17jq2E1Jw3r3nlT/+Gz/B0tfS57ntstns5KXyomkaEzlblP60+xWtPrWx0b0/soNf8zHaKz+16Pl8giQ3G6YRul5s3x8jwR3QPsNoIlpe/W793++/Xe940ybMaVGyaax7HnfHF+iGAR3cGBdAHfJcECeoD7RjiWtZgFbBzB17/+9eocMjLWimHhJHI+VqNmF9gWAnhuhNUS6ZYywIZ0Ituj5xwt624vODaCx2snXc6ihhOxVj3sxSJ4Hg6idhbWe93rXh0N0GnNOLh29Pe/kqNHDks+n1MSVk/fgFTLxYV6vNbTDave9JbnxatWzWAX37T2nps1UbyrXBdamBNPb7l+ln54rZWnTCtcaIHUVq/0mN8X5k323ToGCNCwBir4L7TP6f7hhGT6mg/KE/Hosa9V/NGz8+pQuGNmVQgnMyC13GTT/RHCWWFwkYrh9EkmlpA0XIJexHuqeh2Ktboc+u3P5NabrpPseQ+XwW07FdyWi9ZWYxtpFrxLsltsKIztvx8bG2sAmo3u+bebjrW7PxsNFHm+yPbYdkVb7rAMffgydDBw7jg3dPFQJup2ep7veeMb3yj/+7//qw4EayCytWQwMa4ZJLhPfvKTWoqhlPiJT3xCyXBrvV+ZKU9wcPHFFy/7+ZWuXRDBbxGAb+1tXyu4kz5k1rlNfdEGsx7GfiL4staU/EoAb5XvWDCot3cqVrJUBD8zNS6X/+TbNKsrE58FCmGbmA/CjYfXF4FByEbV6gBfpGlDZvHWFLkvdhNPZaSWmzNz44s5xW96yi3AW3Yd42jNhDoU59IiOZNiJ/0fy/SqE4GWvTVa5qK+kI6jTKvORyU3Y0R2/H2OJNONlL46E+jWA/AtUT7HHU33qayuZiToHijnRVJ9jUg/lhmQet50BHB+sj090segm760Ol+l234mY+V7aIbFgpsFuE7BbaP1CS9FsnNbzlxAA/ApWVmNeHtOuI+7oRG/UQG+tWTGz/bYMYIOnmmcIUCWjBz3zF/91V9pxIvq21rS9TgSAPaDHvQgBXim1ME9ckuT73vf+1R05vOf/7zykd785jerXC3XarEW23bM3qtE7kjSsp6v5ToHAL8FAL61t3054Zp2jPo04M5Nds4558jPfvazdVkIuHmJ3Nn3tbTaLQfwLjHQHUbTzdQ/i8wvv/Ml7Qsf7N22MGu7XJBoDzPXnWi3XFAiHQQzazrwJZbQlH25YOrZmiovl7R3Pl8qSTxsBGfEB/N6udhUv9fRr8mseAUA1GuJygeaAN4/Et2OO2FOnYdqWdXvGEADux/m/sKOepp9iCSa7wM+Y8bRegsgH2WBW8h0cDzsQzjVK/WCKVPAsMcJ4HQlEnFtuRuq3CQ95z9McvV4EzmtU3GZjQjw7banuoBmR5MC+G793u2/7+T53IgA347QDWAO6PLCcf/CF76g4i+sXS9+8Ys18/jDH/5QHvCAB3S0D/Sf46gTsVsDxN3ryBhXpr099rGP1ffYBzg93/jGN+SpT31qR99r7w1Y84yGff/73y/PeMYz9BqR1cTRVS5LKtXWdfPokFkjQHsBwJ/Y3nYe/rUQ6ayxLVKDLKrUp0kd2nR0txcC0pGIyrDfPEjdBHeXDMfD30mb3UrbxfiX83XzjddJT31a0r1pE/360+MY1lKcnZJ4MqmpemsagbupbJ9sFx3a7qvRGZthEtzUrKRjUZkrkyavSSKZkFRyWvq27ZKwTmEPuRBKI1zT/oZCprXOFbsB/3EQYMbHVGJ2rvGef2Cqloesbr2FBBgOx6ReLpnf+U4KQG0jeqOS1ycyOSvi3C4qpsMxqBof5YcZX8jH2ddITCqzozJ96Zel/4JHyZA/AMWKy7jDYUhfWgBcSR51IwF8p33wLOyuRrzbfw8Zje269ft2SxwbDeB5pjrhBVh1vc985jO6DVjna5nL/q1vfUujcfrPL7roIl0LX/ayl8mLXvQi/T0ZA7QzHvKQhzT+BoeL0h/p9U4B3jqAcJGYgoiTgsPAseDUAOysna94xSv0uzeaA7tZLbpRiXTcyDzkd7nLXdZ0oVkwiNrZJiIKlsThDoTpRkrQVb/DIyYSWY8blJoZxvF0o6bfmqIHdDhffM9p/RGZnjLbV9W6UAQU13S77T7TdrQGnDExrt7cmqYDZMx0OLZBJDI3Py/7Tt4vySRyszmpVqqSL+SlUCjKzIGbJBISSSbiC1PhQnwfDsjC+TR1+Dkd86rlAQ/CHEx6Uv44FnMK0Py3qzOvWQUibOr0DgqH6NsvzmoKXgfaIJvbOmYWboE6Qk4EH0uK57faVYuzEk6ShWjOKtDbz3hctjl1+Tek56z7SWb/PY4Rl7FsawCO+9/Ko1rAd6/1RqvBd6sPnusN6Nj6ve2/t5KxlpBmSxxL3f8bDeBtFnK17YOuyA3PKG28azHuK+rpjIP9m7/5G7n00kvlVa96ld6LjI4F3LFW3Qx+tr/rxOy1oLOA8bNcR64r6wwvO+3PbV1eVskumAe/+QDe7W23feRrAUlYmai4LdYyZrMCnUx8azUiLyIwV+cdoO/W3HaXHMP3YDg+axkO0mqcD8AdLx0n6G4XnCd/+P5CGq9erUicFHqtYtLtSqYrSiLTa4bIMIKVenoo1BC74fnRme+AZSQuhw8fkbpX14gkmYjpduLJjISkKH2xPhnauVfr95V6SHKzkzI7OyNj4+OSiA9LlPshEm8s3FYZr+aL3ZApaJ4r72vcJ47VAAhxzZHQrZSUlc9iAuFOj7NW1igeUNb0vFvLp05fOSKRvm0LC1AL+78xz96fLe+fPOf3nuRuvUJq8+PSe+7DlFzYyrYm82PlUVkEcRwhX7m16rWWq7ppev7WIeJie9yLvChBuYQ0t35vAd9VkOtU9329zK4zq92nbuvQc17I+r3rXe9qrCNE1f/8z/+sAL/eht48r5UsINltIYC3RDoeAruA86B2Cr6uitud7nQnnRi1mHUyE77VSCvZ+cauzjvHsJpxtO1OtEOVzpYAumkWTBCgIANx8MqfGDU6p0e9lJ+TZLbfjIa178GMJ1KOLJRRyrynwB3S9rVCoSbDwwckO7BNtvVltL0OIOcQkI6F+a4seJWRDUk8IpLZc4pG6NTM56bGZG52VsqFGTmIqlwiKsloWNO1ODlaBtC6u6Ms5xvKci5D3wjS5Izz4SvaaQ89xDnfSNHHUv1Sr5cbk/D8X5h/SvMS7d+nx8a0O9cJUDIh2QNq/aj30Z1APd75EDmPwpHfSzU3Kf13eYxEUr3LyqMStdkIx61Vc67Q716v8abtmr0X1ztiduv37jnhBReFdiurINdt53qt5rb2rsaIbrsJ8KyF8I9cI/j57//+b/1vm/5nrXHXTX6+4ILuKDQSCF1yySXquHJNYfGzThMYbRSndatYdKP2tgPwljm/2gcCwMVWUnFbK8DbyAp2MDdp67z5dsbRtns8bNt1ILq1gFnngWwHiyNsfyLykRsu17QykTkEOoy57xqlU2N2gS8UlrLPhm9st1rWVHghNy+T4wUZGoJElpVY0q2hQm6jXp5VAIYEZ39nyXXiVXWBC/lOyLZt/VLxopKbGpGpqWmJRML+RDjas1LQ9Bv7oJK01OnjRktehW/iKakV/ejfV7RblANSpXUvZmJwHA9KDE7qXWvymUGpVyeb/tY6CnyWTECI7/bJd+ZchRqfqcwMy8Qvvih9FzxSEkPLd3O488zZP9KlgBpkTrgl1iGwANgp23kj6OK3a60z3t3+e4z0s+U0dGvka6dmMwqr/X5S9N2UqYVBj4PoGvK6tpsI5x6Q//GPf9wAdO4x+tdf+tKXrvn7IQlC4IPBb50duo1Y2z7+8Y/L2Wef3dZ2ApLdJgD45XrbOwFfbh6YydTvuFHamSjXCcC7KXlSXFaTunXbawVhQJd6OHUrWkvs8axlJrxrLIhkA2xtjwcNO3zNxQruWN1bEKdBsKVcKEo81WNa4VzxF6RfHSCDKV8olqWSz8vevXuaxmvS/uYa5D1tNXMY+KpcR9q3UcsP6YtMSSoal770ySorixOVzxdkYmxEhot5SWZ6JBULSyqdknTM1Gch2ZlZ8/Ma0bd+t46qdVLMOAGk7FXSnkhcyhKJJtVpaUpLl+dNzb1kzgUZAbfez/FwzkIxtmeOOZzIiOco6hHdz1z+dcmc8UeSPu2ebQFAyD8PABwZHXfWO88ACzjn261Vd4NnspS5XS4n0ixnA8Dn2Tn//PMVnLiv3ZGvi3Ea1ts6Fd7pdoqeQS+AKSn6Jz/5yRpJ/+u//qu+7DV89atfrXPZ6c6xbXKsQUjJdmp2jX/HO94hl112mXz0ox+VP/uzP9P3cDDoEPjLv/xLnRNPB8GK2wtS9BsX4NuRm10NwLemsK1H36le/EoPHBH1cqNX1wrw/B3RGSpgDGBoLTF0w3mwkrZ466ToAAa2WZidlLGbrm58jjQ0NXWvUpZSflavE7r0qLlVCkxtS+i/WCxlauFc19GJaU2xD+zY3QTutMyx/6XcAljqsBkG1MSTTen/cCQsXtUAu5rnaVTPdvlsuE70npae/iGNmPneYqmsQ2LmxqekfvSopvF14a9UVE62lp9udiRRvWPELG1wts1NCYF+TZ6WOodI1/g7hs0A2tWyD+zU65sXcGX4I6ATCuskOmbKu5REux2vlJf5634mlanD0nven0k4vnKfs+uQLDbr3UaydEPY1LUFtk5bz5bbF7sfG8Hss8ExE8EjZOVyGlxBGesArbcTtJZJckuVGDuxe9zjHvL1r39d5WDf/va36/1CWxwta9boued7AV06de573/uqvGw3skK0yH3kIx9pOAtcF9bsr3zlK7pvXJ92AD6wDQzwXNSVhGuslGy7gMvDCeC6YLKSrTZLYElupLNIyS+3oHWaHWAxBnjJbFBiWMx7XwvA21YbXtTiyHbYbape/m8ukmgq0yQ9ywCZRCoroZAPvsotK6owjJGHNVEx6fZisSxHjx6W3oFtEgvVtYUsHO3369ER4wx4dVW0q8354jCJjGYE6jUzyhXiG46AtuV5RjxH5vwJcpZcVy4aUZ38XKOnXUVmolHp7etXcC3MTmiWgsWKKC4+OSvpTEZSkbouVnrv+eDE8Vqt/FYWvLk7Q4axb68BtXw/Klete8iELT35xjGomBYpSgU6p765lKHH6/93afRmmbrky9Jzzp9IfPCkFa/jUhEz58H2UremriGnYW473lqlYzdKBL/c/ricBldQhnNCdM85wvGxgG8nwJ1ogKdE1+1Jco961KP0tZRx3gB/Xt0y1xm1GvT2Z3vP8py2u34HKfoNDPD2Yi/HBLYku6UWMt63nng7gLsWgOczADtpP+pS7XiYnWQHACHAHbIJmvVLRRSdAjyLGil/nKJWSVvOcWlmVCbHr1UwiyYWommi5SoA7cSfpPAT6V4p54zCGzY5PiZT8wXZvnO39KQSMj5e9LXjaa/zW9t8x8FE/9TGKw2ghG1vGPHzmia3krb62VSPSK640NPuv68CNH6K3BrOBCp5iURS07CAGeerVCpLPjcvE7WwVEdGJYmkqt+OF08kGuI5NV+VrnG+Y3GN8mHHq5Kd9ta3gHmEe48FnKE4PrnS/ms+ISGPFH3a1OBJ8Ts1e2uUBmYu+bKkT7+3pE//IyXpLWXtAmrr8BObzud+JlPEOXLV9VbbnWGf0Y0E8CtpZ7iCMtaxtv33rCtsg/vGpvTXWr/vlNW/VWbB23P33Oc+V9797nfr2oPojb3XqMsTyberGwI4rzXF7gUAf+LMPgyLPRhE9tTaAcSlauDdAng3QwBBpd001WpAmAUSgQkiCbgDtEmtJHCyWha91cRnoSLT0bqIs83pm6+Qnb3UJf26u/+PdgQUC42WOHe/Sd/DmgcsiIJ279qlYjUqbMN+NiRne31VuMYfq3wNtXsroNMY/5ru09q0a0S+Ej4WePgGHTjj1L5VW15r6yadz7Hx/ZHwvKRT5vp50d1SyBckNzNuIopQSFLJpGQHPMlk0hLynQ4Dwr4Dooz5iN9H39whYToGYOzHjHIex6fbaGbPa7QfTZh2OvrtnXOi43gqBXWicjf9UsoTB6Tn3EdINHuskFGnXRSLScfaSJZ7kJYpG8ladb2VHOeNJkrSSQ88zzUOkDsBzgI+54W1whXcWW26eqPU4E+0UWenhZg+fO4/+u/hjLCmf/WrX90yc+83im14gG9Nbdl56kQkAO5aiDIrgTDTn3AkqOFBOFnNA9ouwNuomqjqnve8py6o3dp2a2lhOU38ueFbNIKXXpMaBpS19l6rSlkHu4RMSxyz20t5JY8RQfNgMhueRDOOSTyZVieAqDfUAkTU66sNvfmQSe0n08cABK1z1MEbn9U6PRrwMNO3mb56NdjuZZWh1d5zv27emAinEX6vytaG/PcaVi1Jb1+vZBOmNFEqm9r9zPiwjB6Gd9AnqahIpm9QEl5Zwlbcnlo8wjsw7P0IHVU962DwXt0LSyTZJ/VCpSkVbwl4kO+0Lh/JiCcLAG8lbq1Vpo/K9K+/KJmz7ifJfec3naNugWrr6Ffa76y6Hvc+z5+bzl9MSW6tehXdtrWK3LiaBLZ+j4PMOWFNaCUxcn5WynqsJUW/lQCe8/Vf//Vf8v3vf181Sji+pz/96fK0pz1tVXMZ1BleY6ewJ1vfTmiKfjmzKTYAhAvPggbpDMZlt4a3LBXBu6Q9mLjtkvba2bZrOCtE1TzAqxlX2y7A8xmOg5aq5UoL1L6P/u7nWjN2jdo7ZLpW8AWcSa/PzYzoOeof2i6DvSaFqTX5akn7wd3JsLzHPHcXGLX2ruNmYeA7PexeTWoozkWjUvd5GCpY440rkc1mMBhAwyQ6/RPtpzcEPlf0xtTWDYHOvVu0XQ5HxdemTyYSkunfJnVGz9bqUmQiXD0kY2PjSpQj3U8bXq1u2POSGWzI5LqStvZ8hisFifiZBL1mpOYd9jyli1pxVksP6oC01OPN32TEK+dk/vc/kvLIDZK908Mk4g+5wdYDVHGYIXXxciNZy0R3leTsJLhuqdht1FGxbMuOSGbdsSRGXm793p0p0Pr9ayHZbcWolvUOwR3uH22DXeW9jAqdqy3RidUDJbsTZwoWPkgS5eLt4UV3S3t9KRDmgQJ0+d1qSXvtgrCS2Q4e7HjSXDsAT03RCuJA1ltuAtXw9Zdr1A0wRhInN0ATVrxtl7NWK5c0sh85dED70HEaenuzOhOeiBzSm5LwSgBcz8IUN6tjT43dRr5hk8InQ0CPPTX/CCNi/ZQ44GsGu9Q1OuezpMEb5Dqkc30jqocrgKhNyGln00WA/ndkbB39eUh81P5pfWsI+vi9/fTWZ7IZyUhYIju2S2luWhdxXkyvrU5OSrlYlFSmR9JIH7dkB5hM51WLUq0YfXqjid/8GdtSB7gr+KOq10rS80scWHniVpm9/KuSPPmukjzpguMiVdsaybqT4HC2yQrxOwDIaq1vBPW49ZapbSUx2qwHgE/Ww50pwFrFOeq0Br/VUvQ4iujqo0WPcibnkhbgl7/85drN064FJLtNAPArpRl5IKgP4iXjIa8myu0E4GkVowZJqhlFt7UsEkuB8GKytt3aditZj8xDq0RvqwGuh67+eSPYthG61shrEOBKhkzn19753sOHDkkxX1YGPnryuh1a5zK9Tb3syhjXMbC1lhp7rzoAJchzum9o2BsGPZG/PTKAPpbq0fR6sTje2AbRvpkr36xchxMQifRY6oCaHhPOQa2qtXoltSFRbGv29Zp68kTLvOfejnQTAMDJXiLVOenr65XRyRmJejG9b2emJmR0dEySmYykYyF1BomAEcUB4HXWPfr0CfTpm4fbuLV5Wuz4fqUwuop6xxDwSpL7w4+lfPQPUtvWnLI/HrbYJDhAjQwR9zXTGYle7Wc6icy6Ycdbh36xrIftWqB+z76Q+eBzOImrCRq2CsnOHgs99f/+7/8uT3nKU9RpZH3/wQ9+IP/5n/+pg3BY4wPbAgC/ElHMTpQjxQzYrnUc6lILFt43IA/xg4Wq05R8O9mBdnvoOwV4l6wHsKP5vpId/O3PDdPdvx60ukGmg/Fd9vvCkaiNJVKSn5uRkbEJYVbaSfv2SVgdAV+BkHR6uSQebOqGshmxN+2CzT3kql2f6pVQcQHAiKQ1Mtde8QWjfS6e6bcHuHCsduCMQ9DTnvbinArX2HGxUWfue71aNONro7FG6ly3hQRtOGMmwzn7atX6IOrhaCjxr0J7XmqhAyGeltzUmBRrImOjo3pdUtkeScVjmtKPInTDAUXj6qjYNr96pRm8OZfsE7K1lAlset4a2YqGAt70ESkdul6iqZPFq56nDsWJMJxt5jxwP7N48+zY+j0SutynFuyPp7DMiRw0s9hMATKPdCtQb/7Vr36lz73bf79U/d46C1slRY/iIkI23/72t5vG3TI69pnPfKb89V//tU6aa+f6waAPBUI3m7MGD+hCPCMqANxhW66H2QEryDCyTyulstcCwjY70Alhr9UWU7KjjMH2SaG2S9abnzgqIzdepcQ5zwHQcn5eAX3BPJmdnZPhI4dkaPtu6cumFKxijqIdaWlTT+91FO3MqFf9nc9m13fDUZ0wR82c3y8cV/gYlTzIduXclJ+ub+yOtpNxfyBD646DxWjFMxE+tW2HmFavSz2EZG3zgsqfkR7XOrjPETCa9WjIm6Ngn1DbEznS9Lc4O1nS+Z5IZOcuKRdykp+d0sV8ampSHb10z4BR18tklDdgCHct2QedHx9ScGfm/DH1eLIPTjtgKBKX6NjvZPriz0j6rAdIfNcdTqgWPfczQMTLBbbFhGVaB8N02zbSJDlbv+e80O3DuVmqa8H239uMG2sT9/hmj+Btppa1ibLG/e9//2Ou08Mf/vBG33075Sd9ZtdKsvNky9uGi+BJLwPu9mZfT68f73hsbExBtx1p29WYFY4hiocYyCJHn2frGMa1bLt1Bj0LaLtlDBW8ufQH+i+gBNHNbpNhMKrkpiG4p4sRi9LeU8+QZLjWgEwi+wQT5rT2bqP9Wf177WVPJKU0O61lgES6rwH8RN7l3LQy7QFqSzCrFnKaTWBQjToAWodnPnvZMOd9oRmrmKfHAchHYoTAC+S6UEhr9BGOg0jdwT0FfHr6nQE0gC4Aq6l9ouFIzJDwXBa8Rt0FkTj1ZhPZU36gjOB/pYJzMjOgAj/9/X1Sr8POr0ohNyfTuYKMjY1KPJ6Q9OBOSYXKStxjf4nWxYnWSe8z6EZlcHF2tH7SnA3CAcFwFOav/o7Ej/xOUqf/sUT798jxtsVIdq3ENHdYDs8DTrybzu/msJwTNklOlQ2LIqmBJfcJpwagt629nAd7XijdAeicF0psdq3oFsC/9a1vlbe97W1N77Hukb20vJ3Xve51mi5nv5gbjz78Wtcse13JwgLkjKt9wQte0Fjb4SNxvEjXup8PbAuR7HgASC2T2oN0QXr58ssv72jgTDvfZVPyPDyrIXe0a3bBIzuAAbzrkR2wrXyLDbxZzkZvvlrmxheiURW1CUd8vXlIYZ4SwQ4duEEXZ65HNkMU7UnVT61rZFvMSxwynk9s4z2G0wCgYZ3j7k+YU3lZNNlLCv6GnX1QUj0Dkox40ju4o5GCRiUP0CZFbtn1/HddIn7r3cJx1OtVZfRrT7k7upX+faraCcOSt2YEdGbNABpVrKk1lPD0e9gG391oxfPPeTShmQLS5uH+7YbFH02oHr77pcyUDyfRmy9IOFyXbP+QpJPG4eJeLpSKUpyblJlKXUK1MUklE5Lp2ybJSL2Rqg0nsqpXD7ijha98CKcerzr4NTNNrnH95sdk7pJ/l/iusyV5xn0lku4OEbUda6dNrnUwjMlwTDUIe5jLzu+U3HpCInjugSNXSujwZeJdsCD56tpSBERADrloXlxXe16Qhr3wwgv1M8973vPkIQ95iL6Qll2LMbXtRz/6UeNnN4uCTv13vvMdlY3FyXjFK14hT3jCE+Tiiy/uSgTPtWaIDQDPWGrWea4Vg2eI7knV8z77xPkg27H0NgOS3YaP4BeTZ733ve+t3ny3xrkuN22O9D9tXuthPKQYDgQPVTcjCiuDS9qTzMBqeQOA8i2XX6iRcKXgR8I4DOGY3/pVUQ/+6IEDksr2ykk7d0ki06OROG1w7jQ52Oi0sjUR22o1rYNXS2PNoFQnOs/KyJFb9fywiFAXnymJjE9eJ/FoRBd2atepTJ9Ek8mGmp3eLrWSMvNJwcPAt0YGgf1oMrC7WtT9VHCmTc8n7unfwNjH4QhVpdaSLo8Q3debW/pUvKZWakTN4d49DQW+Zmb8vHhFpGvNBLuGqp2/mPZnd0k9O28yJzVPB/LMTY3KRLEo0VhMjz/TF5JE2J97j7OUhB/QoxkC/R72e95R7yMb5jsA5eHrpDRyvfbNJ0+7l2YB1ts6aZPD2eUFUdMdloPTTYRv69Tt9pmfEIAH2Id/K6FDl6owkpfZtmj03m7rHmuiLXMQRZPJfOhDH6rzKL74xS8q05yhMKjBdWoWPFsNgP30pz+tBLgHP/jB+t5nP/tZDX7gDbAur9W4vjhxj33sY3XtIviBdMhxgwGPf/zjzZyKUklJeP/xH/+x5LYCgN8kETwKaLTAWca361GuZSb8YgaY8112Ohvf3W0HgsWOAR9kIqwT0e10oW2zs2S91WYGDlz5E42yidbD1IMbJLt6Q8qUc8PCun3HTpMe9qM0wN+tk5Nm579h2rv69SBsLN3TNDKXyHx4dFzyM9N6Dez4TO2DL+UlPzerk+FGRmbF84a1Lz0ZrjeOzw62i2VMfd2aVaxTp4J+d8YNJ+mRN6DnhQDrqERJqTutcoB9NIMgDdtaSAvwWcA7HIlrrbteKx+jM6/0QZwhHUPr8wic9QLmfiiOxnvrxVvQSU9EQ5IcHJLItu1SyU/ruSoWSzI+fFBq1Yqm8BXw+yMSE/gGqab0/ML0u+YJdTgX5UNXSfnINZLYe2dJnHqPdQX6tQrdLDYsZymdeF4QHJcDy3UHeJypI1dI6OhV6hQ3VA+3nbXkn3TSQkgNnnMC85wXJN21GmQ/nj0cKDhHyMZSoiRbSoBFlsAaayS/I6peC8Dbe4PaO9tazAB17n+Omexet7Kdt3c7YQBv0+REoES43HSt1q0Inu+i55zvwhu2HmwnevHLGTcnmQgWJB6IX/ziF13dPmY1xHkA+I7VLhozw7fKyE2/1f9WEEn3aIubPoPMGT9yUObm5vUcEUnA+k729Et5frqxDWrvWrOvVRpAb5j2BlQh1ZGSp6ausqw+CXB0YkZC9ZKcfva5GjXb8gvRciyW0EU8mwWIPKmFYjI/NSb5SlgmDx3UqJrRtfOTY8oxwKGoAmqarq4ssN19cp2LrPTya72/hfKhWQWifxW7MfrwCOk0WPc1avUxnRlvCW52G7Tz6QAZRsHyOY3sm1vhIhD1inOaddDom2PQqXMLnyERwWcgLNKP3zuY1CxApVoxvffFsszcepOy7LUNL5mUnqFd4jX1GjQfmPILOCX1qpQOXiGViZslNnCyxE+9x7qk7rstVdtap7Y68ZawxzPVms5vFmNaJ4DPT5qIHWC37aRuh8gyAN8JL6C1RW6ttXjmT3zuc5/TujukX+rx97vf/ZToR+aE5wqn3jXq7/yuGwbpkrULoh2OC6AO0ZBzQ4nREoPbHRcbsOg3OMCzgBGBLtUG0g2AJyUP6LIItUa73SwBkHIm9c8DwvewSHVz++w/WQGyAzwIRDGrXTAA9Jsu+2FjYhuG/CxqdVKpav05N+/JqfvPkJBduJSwNq+pdVrY/LdUrham/UIGmr55Fr2whPzIXCP+WlUKxZIMHz0ifSzKOtrVKMhVq3NGjc5PmysrX52NkCRiUYn2GzAK79ohU2MjMpMrKVENpTmNbHthJ9u/X1CuYwANw2GaT2DdLMrU2/3yQpT6vC9va0e+QgB0VemUUU8kHk0q+c0/KQuys0T60biEo0mtv7vXy27bgDyLc0i8uptaJwVvtqOMffbNLzXEojGJ9cSkfwdEu1ldDHle5gtlmbr+dxImZR1NSb5QlDQpch/glCjpDOTR9ypFKR/+rZSPXC2xHWdK/OS7SqRvb9dAeb2V7Fp14olkAXsIsjwPZLLcYTldBXjO59QtBtQnbxEv0dO4fySWlpB//bz0kAivLkbwrF3djGQhuFmD8AvgQ3z78pe/vCbOw0pmrwe1dubPU2pgDSMF/5a3vEWdjTe+8Y3yd3/3d22XYgIW/QYHeLxFBsUs9yACkixs3UjJ47W2PmDdAGAWHPo7SX3R/ub263djbjtGpMtxUCdjZjIedSfbPXj1xdqzrfV0FOewUEgnrB05dEh/5FyFahUVrQFsNcLPzUpFiW/RhrKdStLWTUrfHi+Es0SmT0rzU43rWioVZHi0Kjv2nCzZpD3/aBwYcpsLMtqKlu7VyNOq6emnqxUF87n5I0q8KZdNdDs/NyMTUzMSrZdM3T6VkmQypVCv8rHOIBc7nQ6lPI9+fX/YSwOES6j4ZUzK3TH6z5lWF4KyFzOLoA6bcZTpdBQuIG+FdHyHwVWmM8NverU1UPvu7Ux5px9fMxf5aXUGNNLnO2pVPUeAHK+hZI9+hm6TUjEvY9Ocn0lJ04bH1LjeAb1+jdMaXehUYEWrjN0ilZHrJdq3S2L7LpDYzrMbKf9O7Xhq0fM9ZHp48ay5w3J4DiGcAhKcC97D4e4I7AHukd+JjP5BQnm4JEb8KeTzMPydWdBF33Z21+Vz11vFjnNDCREniVo/GUjOpRvFs4YuVrPvBOAh9/EddFVADv7Upz6l9XhKBe973/tU+Is6/EZqczwRRpaDjDMGbq1Fl+WE1+CXs04BmBsEos6hQ4c0/Y/CVDe3vxjwLiah2w2A5yGnBY7F3bbAdcIdmJ8YlkO///VC1K6iMjnTqzybk23bd8jo4YNak8donYv5qXaMlrIwbWdVfjbd4UTxDGVxa+8AJCCPUzA7NyvVSlX27t0pfQODUikszIFWDfd4WkE9rKNWHWGbdHO9GHIetXDPAxhDeg54DRDthiJSyM1IXln5U1KpjkoqNS6pVEJ6evslGqqbwTZ+lgDHAV17gN2dQGe+p2LY+46IvnEU5oBeQ6qCPNfi+gPuALW2vAHOxXkJc285RHyi/FphxnQXWEeg5d6gXU618NkWxxbDAVjQD9DovFLU8kAsZpj5O/edJKX5aSnWQpKfn5OJI0clVi/5I2LTkhlIS1gW0siUI7xSRWqzw1L7/fekfOulEhs8RaJ7zpVIT2cLyYnUol9sWA4pZzvi2ZWNXXHsK47X5C0i49eJjN+gWg8asdtyCJ0XSBpbK+fEi2d15LFsO3PZ/ewkgl9vFTvWFjgOz3rWs3Q8NY4RLPcnPvGJ+ntAhg4HALgbhnrnOeeco/+NVC3X7IUvfKFmEyAPAvrtmong10qykw1lcJ9e9rKXKcHSru/cMxAOP/axj7WlbbLhpGqXs04AmMiOVDnAyo25nAqUBeBOaoi295yFdKne87U6EETqOBBEKmQHOs0MkDq/+fIL9V+zjZBUy6S7xyVfLMmOwX5t5Rpj3rm9JnjR8YRpefO3Q8saKnde3Wuk64nyqbnzORwCfq7V6zIyOqbHThtQ7+B2o16XMJ+zxsBYBsEAoI1zFo1JtQjBLdZQfcNCEP3C8aYBNkTjROXZPuqwAK++KfPTY5IvFGRm5jYjwNLTJ8momYvONaHHPpbpl1phgVeg5zWaNANgVEWuYKJ0dSr8/WXBJ4PRcqtEtF2ubHQPAHdU79zRuD4LH0U/+AaaLUj1Sa040zwww8keqLRuTCSUQua2oL9TcLYT8xz2vDo8ItKTHJRwqleKs5NSyM3KzMy0jE5OSypq6vdJQD9mMhwNqxSkfPAKfUWy2yW6+xyJ7jxbwklfqa8N20jT5LjfeBHhQxBzx77efPPNmhW0qXxV14vHRGYOiYxdq6BOpwbWUGN0r0mYCYklw/tI9iufJFSZFy81uGx63qpyrhbgux3Bv/71r5dHP/rRup4ApqTH2ScmuQEe9KYzxtUSGV/5ylfqGrpWBr29N8gEkGHhOsDWZ007/fTT9XcEGqtR7DveLPparaY6AnQzsC6T6aSbgTn23br3cXbAFJT+rFMFKZERuy95yUsU+DcVwK90YnQxXkUfvGXkcyPBAF3pgeL3SrRaJcDb8asr9Z53GsG7GYjFxHFWu93bfvtzmR6+1aTb7YjXQ4eUbX3SvpMkQpTr15upC9v6dHFuSpJ+qt6ajeybFi9NVxu1FwhRPAC9/YOS6MlodsP0yHtSq1ZVxY4UNYSyUj4nNWXRZxvRNECoGvMMjqlX1MtmiEx5fkajbghvFb9NzqbxlQ/A+4VZiUXD0tPbqy9tRavWpFiuyuzshNZsE4m4gl22HpJU2gx8UUOoxk+vKwDH0/789kIzKY5onSl0/fvUGdD7p6kX3oADdXvA195fTZ8xjEaN5AnzAXPS5K3a80SUWkIIM4PeLPRNYr3R5vpsGPXB0qwkEzFJ956iGgF0CHBNcHxHxyYkNDJsgJ5Xpkdiqr9vDrBemJHyDRdJ+caLJNK3R6I7zpbI9tMlnGomXm2WefCLjX3VYTljwzJ+3a9lbPwG6a9PSCqdlWzM0yxZKNmzUFcPRyVkJYU1PV/WiJ37MiQ1CVlOBuS6ZY7fPqud1OC7CfCsJ4A55R2IbPe97321Bc6S2j7wgQ/oeSOCd4Vu1mr2uJ///OfLm970Jo1IuQ6I6gDq1OXJHljF0nbuJS2LrHG/vFV89r3vfa/273/+85/XrPBll12m+gQ4Rq961aukGwawM0aX62KNa/DJT36yIQK06frgl1sc2m2T4wGiBk46aSlG/koz59tJMbpjZJcbv7oWgOfBIgMB63ypDMRqtjs7dlhuu8a0ppQZ8FKuyNEjhzR9u+/UUxXEGqpwzGEnDakEO3NdkK21k94wyHZuZG0nzCWyfTJ+5DZdPEi9KUuWoDtvBtZg/J2S2EpVlaAVMcNdANFIJCF1qTUGyPB92v6WJ4UfXRj/auv0gK9Tv67ARM/2Sy033Vhs+Zt0Ki3pTEikNyPVSlkKhbwUy3U5euiAPuHpviEV2ukZ2CZe3RmUU86bKJ9z4Udxmt1gcQ/FtB2PmjrH1NpCxznFcVDJWYCcATqtbXYAu4J3WNP6Rqa20uxIqEoenkfN6NTzOfrxmTynhP/mJSocjvrCv3z/nEbhkeyARBMlyWbLCl6l2QkdhZvP5WV8piAJKTei+8xARkJ1k86vzRwRrzgn5Rt+IuHMkESGTtNXGHJei+bARhsX21rD1euWG5Pw9G0yMH2rDMCGj8xKfZsn+WJa74mJ2bw6vrHsgGRjIql0SmIMy2E0MMqRsayEqgUJl+cNMJCWt9tvo/6OrfYcdVuHfqUIEAeHVDCv9TD4Q+985zu1/512PJuuZ91+zGMe0/h5IzmL1uiIgi/wyEc+Un/GGYEkiHPSLbPrZqvxXqcTVDf8NLmVAJ7IBJY8DyeAuBqP1z5wfMdK7E0rkMP+tjtG1grSrJaJT4qMmthSWt3tAjyDY2667McmpSiezJCqnMvJQH+/DG3f6bexUccOK6GLY6PdrW/bTq3rYvqXiiaGFV8t55Vo506Y4/eHb7tV8sVio8fWpvT5e9dwJkjLVwBiN/UdItWdklptAbQBe53l7rDTMb6XOv+xB1zTYS0uC14zArDY40mJeHVtwxvQfvk+KZUNMz1XFpm45RaJR+rqEBiyHun6OQmFYz77vWpm0tdGcXP8/ZtVffoakZxN6dpWOF9yFo4AkbpLuFPhHdW+B7yZC08Pf5+EABL/uoZoL3RasMgo2F537WkPz/kR5ML93pS+1/NRbrwXShgnIh5nqllc+vr71AEpzE1JIZ+X6akpbWNM+VPxOP6UlcPNTUg9PyXVg5crMTLcu1vCAydLuG+3hHt2bagUfYPfURgT79BRkdnDIrNHuFgLRVfq5irSFJHswA7pySCRPCiVak0KxYIUOR8z01KLzUk6mZRMXCTVl5C4dWyZ/Oey5xG4WQeAJ0Xf2ra22Q3mPuBINoG0PKUAMgarvX+6maKfnZ1dtMzjGms+PAEyqxATwZyf//zn8k//9E/SLSPdT4mEgTyW2Eg29A1veIPqINzuSHakXFF7IoW90ljUxcym8VYCYcvGR3VrNZr17fbZu0x8bh7Sicvd8IsNm1nMbrz0RxrBkw4/evg2jdq4cfqGtpuoUMqNXng7DIYWN5TuNBr02d5Vf2Qsu1R2NOfRjC/Oz8jY5Iy2qu3bs0f7tHEsMMhytWk05/156w2ra3RemVsAeQR0VG62xenDQSDqJ6NhDREb9heJWsuCB3hIrauErGYJTOq5ZtvQyAjQ714tm3JAaOFBJlqG3U6HAQs8ZKB6JK6RvW3Hi8diTZK25jqElThH7Z7yhpYe+A63zc6r6c/0wuuEOyR0VS1w4XxQKlECHsJDCRyLnCH0ud8VCZveds5VcU68aEK80MLjq8x+J8WvpETLnvdHzSqJkE4AiISct2rRJ+Ol9POUOopFM/d+ar4g0dGRRjo/3b9donWUAatSmz4oXmFGqrcYCdNEriq1zE6pJqcllNkmofSghJLGYVlPU8cT/kZ+QrzClITmR0Vyo7Ljpt9KeminSNz//nimUVNXa5rkt5DtiWX6JBaPSu82ZGNFyjPjUigWJTebl/GJaUlEDI8j0ReSdASnJrxi9O4S7FYLYgQVy8m1bjbDYXnHO96hdWZGC3/3u9+VBz3oQVrX5tz8+Z//efuzR7qYoz+p5RzDTaDe7hqT7nAEbOmXa0o24hnPWFyauBOjBEBHA+s/L5vd4JyAdf/yL//S+OwVV1yx8VP0K93wRLCL1eA7TcmvFoTd70EgZyk2/lLWTqTN8cH6JXpfjInf6XZHD/xBhm808r+Hj46oGAs3sskKhKVGROMbYJ1g7joKcAxZqZRVX55hK/YaVZm1rtHsguXmZuTIkcOSzfTIrr17tRfbU714/iWLSXrb1OftGFlAvJon7RnS/1bmslWjc6bANQC0OK91ek1N+4u0Ud+j797UrgFX+unt30Gi42fOkztOVomARNz5ZnIdjgLROAt7BnAmEx+OSW5mQhdZoltAOJNN6/Vq1FSThvWu0Tiqd5AUW8oX0QQtbzkFd0BYB+e0RNo64AZAr1XV4Qqn+8VziId6Lh1yolq9KuFKXkLRPr/NrflZYl/cDACcAClVTFaBWfUJrjefqei2ccKi9bJkYz2S7emRnYkeKc6Om3bE+XkZm85JMlxtOAQpjtduuzQn8fKcVG+e8L8rrcejIJ/sNYBPRiKewTvTTgQVQMIJwcnWqYK2ZFdX9rrK/LINUuFIDpMB4byVZhXUveKshMpzuv9qiZ7GOVPeBsfJfpgbaeHExDIilVwz2JPhwvGh5h6K0GYiksiqc8NLtu9S0iXOH1mqyeGDctSL6kjgyvak9M/MKKlvKce/0+E3W2lUrK3xf/Ob35S/+qu/0pS3PSccI21y9Okfr5HCrqEK2hj/7EfwrYZWwJe+9CUlB4I5ZFpf/epXK/Y85znPkW7Y4x73OOm2bYoI3o3qXN361abkl/uOVuvG96wExDzAeLOwoEkBtXtzt06TazXSrgeu+pmCkx2os+/0c8yEtXhCysU5iRPl+qIyLK7a5x5PagsdCzhkOibA2ZnwkUhcJ8zZyB5vdnxsXHaddKqkY6GG0AqRPCNj+bGQH/b134sazRP96+jY6qwy8Q2hzy+T+ANs+AxSuACzznv3B9/ohkgPR+Pa3mcGrFUlhDZ+qKXG7YEvBf37Y5XrCn7rW7NkLaZyt3AMSPHWyvrQ91qynheRwuykVLywTE1O6rnN9BY1pc2EOMA0FE5qSn4pI3VPKxyDYC2Pwba+WdNWOy1ZhA1Rz+/P59/GZ3C0OF4cKp20V9ZjohRgj0sJYU1f3ux40B3AQJwG+KNJEGbAD8RGTmCxkeHoHxjU0kGxkFfAH5uaFW9kxKTx02mpSFQS4myfzEK9IF5+Suq5SQmTIrdAHE1IqFpaGBJMucE6M9wS1Pd9p08jb2fKnrYoWmIbzoLrTDnOTBW2uwvqLqD7JNLGNojC+VuG98Cgt6UWR+cARyQcLkkGPsfgbv0uykfzkpaD1Zjc+pvf6MfsfHdKbK5ATSc98MejTe54G4Q9ovU/+ZM/UWEbe44Yb03kuqrxwV1I0Yv/9/Y5X85IkxPFP/WpT9WfzzvvPM26IvXbLYAnc3C7A3jXA7YpeRr/IWR0Q+N9MYCHKAa4I5W5XC28k223pv2Jqlc7H345x4FWuN//9Jty5LabZWp6pkHcQNgGspwufDoilpY3QHdhWpsy3B3HQSfAxRJ6HPy3RviJtIweOiK5+Zzs2btX0smYpurdXnjddorF03yXvoe8baa/6XM1J/VvCXM6oY4IXIl9C6CtgEg9G8lZZ2ocWQKifldFTs89c+J9lTk76c5VzbNpfCJsd9gMjoVG+YyKtYs9Q0CSCUlF+qVcKklqcK9EpCaF+RmZKRSNEA3M/IFtOiQmAdmPiXU4Qy5AKb6EpMbQHp8rADC79Xk7mx7nRbUHqPv7TlBjG1zHpmM16Xn1gQAtvpcWPEs2JMvhj7U1N5D/s91evS51P6tBKx7ZCK1Z24/r9uclnYGwmJbtyV4pzxmynuEweFKqF6VWrel5SHshifobV+ehoQBoSge2/KCOu/M7jbgXSZ/rZyO+5rs9Jvec6DaLC593OQE4CRbgeWZot6S3XR2CkGYfdPucN3utyCjYcgcXpFZa6Hcnw1AtSiwWlb5T7il9J53bmN9gZaTJ+uEY2d77tUTwWwngOR6bekbwxvKYOD9kiSx3ZyMq2eXzlC2bn8NuS51jCA199atfVX0CnAruH9LxlKEpEW86Fv1yZoGVm4E0Ch4TwN7JgbYDwjoj/eab9WVH1q51iEbrDWDT/hyPq4u/1u1au+5X35cbrrlS04knnbLfCL34Bmgqec4/pAr95lEzDY4Iu146IPEULXk+F9uf7sLvlWBXrcqhQ9crCOw7aZ9k+4Y04lbnAdlaPyKk7Y0oG6Z88zPkKfC6wE0/PWI5LSfJtI25ffA+0U2jcHdynbaglRUI3UEymp4v1+CwG8U6Ut+w2R2yHyBvZ7s7X6Ra8JGYkbElZYyTw7GZW8GAUt/uU6QnnWx0PtB3Pz0+KmXG58aHJd23TbKZuMQZdGPvIfwd1aIP+Tr2SSNN6wSikZZaer2S1+wIxDol/Zk3m86BkvPs+ajkJZLsFS+R1hKHiu7oZDuHoY9+fsk5t7EENQD/7xlzG9Vzqml+sgVwD4h2Qv63VMtKSuXV09cvodERCYeyEolGZCZfkonxcc1KaSq/f7skQ4bVroDulg20jLDANWga2wuEO5E3hMCmLIQblTuERI45XOVa9S5E7IC3dQhI6zc22nx/Nb47lpQQTh/RPQ5Crahseq9Ve367qb9zfW0UCIHMDsuh7IbWOsDG8bNos2DjcLfj0G+lFD3XHoIdE+r+/u//Xo+fc8GzA6mMtfBEpOfbNfQDqLnjoJCiJ/MKwY7Wv24ZwSvdBdwfyJK/6EUv0nP0ta99TcvEX/jCF7ZWBG8XRuodPDTuKNlumQVLnAgiajxJUkadqAYttm03gudmJjPAd3EsnXrnSwH8gd9dJldc/GON/LTeHvJUmMYCcHF+2v95tqE6F1cgiEg5Zwhg5UJe4r09CoiYjodlsZmf1XQ/XvbO7YOSRK2u0R/PwJd6Y4HWEbQqTAM739/nWEIquVmjoe7qwSezUs3NSDTVDNCAq0bftaKfuzXMcsOs7zWENZ9wpw5DhTq+GSWLY0EdXrdTq0g4RH08YYbTOKY686oms0C4MTXzeanxd9RlSb37aeUFC4lX9KPwwpyeE2a6m7+rmSExhVk5Ojer1yIdj2jbFdPxbBta4xippSsBz0zBc8Faz3/cjKBVcI8y3Y6JeDMm/PBBwnUIjMNTVIBWJ0BBmm1aZsSx6XqXN2DT8/rflA5C/v6G4UGkxSP6B5Rt54XWuT2JxeP6zAwmOCfTJrrP52Xs6CGtpavUbrZPsomKjsVVQIV7YAGeXXMyGbpdN/vh7nOsJdK3+8++o44YTpgonTSCC+hxZ+2ILUT2yg9xHQbOFByFMuqElDsqzt/4Ga/sLpFkf1vDcghM0Fun7AffhmfXVdcjVb1YILGVIniOD5Y4USlrLH3w1LMBMurbq+23P95CNx/5yEeUyY7SHFkaau+Iz6Cf3y2DQY94DnwEF+ce8YhHyNOf/vSOtnnCAX65VjlS5RjRAD2UnabKV4rgSa8hy8jDRC18NbOnV9q2ZX/j0eP1UaNDc3ktx7IYwB+44fdy4Vc/JdlsRnbtPa0B0NTSGZNq57erTG0yKZWSWcQB9FS2X0qVks/OrxkVuWpFVeUA8bnZWZmYnpX+vj5dmPR66Tz2BWREh57aOUZbGgZznnSynotYXKrUXqumF54IGofH84w4DXV6O7c9BuFOmeQVfwDNrAEEH2T5mTo/NXMiNmt2mpwOwyHF7hspekbMcmyqRGfPo4rq4PxYoZ1maq6m+JWp38xoV0W5WkXT+KpfrzV0X9qW1qtsVnoHhvTvuP6Fqihhb3ImpxG9ZaYD+ETcGs1TZ6/XjhW7caVtyFRAhktmxYvkJOxVVACH9HlTur6p596Ten7G6P7zO74Dcp7/W5wGZds3UuotLX1+ep7d8Mo57a23v1fnAf4Dgjt0SoSiEobjEI5IJpOVTN+QOgtVzgFkvVJFZsZHJBIJSwrA7ymr80O7mpDKdwE+tEx6XnkO9FXGRSBqaqBuiH3aoVEtSKSSk1C8vylD0BT16/3rG84EHRh++1yIco8tL7klBP9awI/wtt9R2jXuCUCcyM8OyyG6p1uDqJ71xp2OZ1Ux11uL/ngbAi5/+7d/q2BJgEMETLmVn608btsGOHepBt+OAbgf/OAH9bVedumllzYx5a2Rse50ot8JZ9EvRhZzZ6oDhMyIXg9wV/JUuawpeergfE83+3ltBE96BQeidRhNp+aeN/697vfXyC+/8SkZGhowbN5oTJnwFrAjiV5VpWsolinBzSxgyXSvlHIzWts2MR4ytHltnQMMRoePKqFu9969kkmnlGwVS6alODdtVO6cuey001EGcPZUqqSsM/1Szk83Sd5OzRVkdnZO6qURvbYMi8n09EsybkoG1qywTQ1gdmapq0SuRvIsxgvfyLaZQ998wmgty2sLoDKm4RuQJvf71Yns6XFX0IbA52xP69cAIG1pvoPhXj9txyOt7jgO+hmN+su+br4ng0NnSy0/0yCqTU5MyOjkrKSinhLVUqmyjuXVrIXvIMGJcEfQGkJeScfYKnAhJ9t6Kykj3f0RZn9ZMyqwzFWpLWT4EQ0xHjdt3vL3x5jzWU3jw3QH+KN1iUT7DCCSMmc7kNOicYklPYmm69KLcmRlSIrFvOQLJZmenJBRRJIScUn2DEk2HpI4w4K0JFDzswMGyENIBqsqIE5a0ZDgIMaRBbAkPZw9Xz1Qr1E77Hm+A1IgpEbS8ET+jfp9emHWO9uuFsQjC8AxLjMa9phT5pDs3GE5pHv5narrTU7qOoFC5ne+8x1dl3i/W8GGa+95z3tUUQ4JVAtYZBdQlkMMx1Wxa1XR7NSQxiU1zzYRjMF54Tp1OyO7mS2RSBzTk4/Re9/OCN0NGcG3mk1j8y9eHlFvt4kMGCl/dJEhT1BrZ8LRehgPLpkIyHp4590wG8FzDFddeYVcf/G35OSTT2qkf8vFnCSzvZp2B4QVjLN9Gr1j6NDzPvrpCNtoxZNFVTHfOA7MIz96+JCCPfX2eCwu0XhayXZW017b67SH3kSQZAoAZG21c0hdsO5NTbugCxreaLVWk30n7Rep5k0NO1+QsZEj4kWSSlSz0+FY4LTn3W95Wli8jWIc8qxuC5lG//kZjfxtixwRr5L4dD/8jAKEO6dfXVvrMgPaqmY5CGbnARTIVWEjLRuOmJS4DiHxrwfz16sl0wZXypvgoimKNq4T/INMPCnpDNmSsFQqJU1jA/jaipeYlgxCM72DKrASSTCC1hHtYRKeZdxrdFnQmn6YFjGfmOdGnIvJ6DYU9HS3fNBh+I3v7DSR3ohUnTS5Ojku41+Jaf79o+UFn6RZJTNT1GyDOhfqKCUkxEhcEUnHkdIdFCkxvKhqzkEpJ6OTc/r38Z5BoybnX/9QjJY5X++A9LwSLv2by62JxzPiUb7QD4Za2PP+59k/H8S9kN8y6AoVWQa/nnCzPNLK5yV6tS5Pa57Xd7K20bVryw2a4X0buWMAOyngb33rW41x2ve///3lYQ97mAIjQUI3okQksF17zWteo47FV77yFS21vOIVr5AnPOEJcvHFRuugU7PPK8880+P+8R//0UhF+5kJ6/ysXuhm642LfcxjHiNvf/vbtWSBcU5w+ug4WHWGY6No0bsRvGWvw/y2aex25WpXY3iP1PVZPPCM1oPcgeMAkQ4gvs997rMqhmi7mQF6Saduuky29UAyqkgskdR2N6yUn5dEOqv/6s85GPG0upkFEXAmpV4T83nTVpbVLGSlWpWjB2+UZCop+046qdECBzs+2TOo42CNhZRUFtXacES3abMGpl0spBGWYfAnpFKpyeHDh/R8799/lhSpvcfTkvZTmKiJ1SUqpUpF5qfGNI2pKe/+bRIPzesgGWs4JAC4tpX5Qjqqi6+AFjKRvKb6AfaF+0db/Ui7t/Srm7o6HIGEiZApVTBEpmxAicwFToun+u/1lta7oj9EJq91eRT1SL27n2G/NOL1CXOsLjGG7fT1SS98j1BYtfnzhbxMjx2V0UpVgS4TRV0vaQR5rECNnyzW8bVe3TgBAGy63/Rw2/ukhcFOZO2K3yijvTRrtkUaHIU21cY350bLBk4/vpvFMGesbooaPhnTdWqOYc8z/a7msufNf0eiUckO7ZQe/nZoQAEuXw1Jfm5CJicnNMOQTcUWBHmcNsRQK3ue6N4CNQBc8/dH3/OBne/FObTseT5nuRnafphf2F61YiJ6ShpwMfzBQ972O8hqbDWT5Mj40IoFmBM9/+QnP1FQZvoax78WgGfdQ5gFbXOiaWtkCj796U9rTfzBD36wvgcZDvEwtOrXMmzGAjeZSzIEMMSZXmet406o4y1GfxwM5+dJT3qSli1w7h7wgAeoY0SbNgS/TRvB81BSi4Jx2spe78bMdtcgu0B0IT3Gw4K2fLcdCDxwGJGWqNdNcLdZAZ2CN31IeqMVqdd4SHxRWJ9erc6TD0zWkXJZyrDmqzgDPlnK9qKXoz0yMTwmvdm0DA4MKCnPDpuBcQ9Bj1569Of169iPWNgMkLW98LSupbLiFfyoMBSS2ekpGZuclr6eHnXgFChsutwn3dmoOx0PS/9pZ+jIWW70crUqU7PT+l0jYxM6+a5ncLsS1AiXDW8gaia2OUQ97aW3aXzHNNpU+V2GDdUaGvtE9LWaqbtrI1asGdD0XBLxZQcbkQliNy7Jje+KpfulXl1wXnUGvQVmnTg358+GN33n5jMZSXn1RutQTcKSn5s2uvnjszr0JJPtkVTSsNN1+ImbaeBnsg2Q9ojoa2XjEDggi8PiHg/pc9LdamjsA5BE7NqDb7IVVkjIRuYLJ9HPZFj8xNlwol8lL1qyngL6cux5fxlCSjeRlASnP7NbhxgValEpzRpnb3R0TJUS07QsqqJcz0J5gXvIT8+bbUZEIj2NB0JFceya7hD23H53w56HrZkQj9JFCTGdolEM9B02Dwdj6AxZjfGsrrbECMEOu8td7qILfDcGmrz85S9XLXWY2i7AX3755coV4X1rrMOskUwzWwvA2+eE68coWnTuyZyy9sI7YI3kWkJas8NmNiLJ7ngY5wJHjqwJgS4OGYGue102XQRv5zezkNNG0So4sNqJcss9ZNdee63Wgs4//3z1kuz2u1UC4GamBQ7WLG0fbJfJc90yd/tzR2+SqMxoitxGzhDnSL2rjCyz3PPzTal52uIS2R4F0+K8+Rt64QFwtk1avjyXk51DvY32HP7WpuGprxPFhz0z/KUBYDp8hHSv0/7mR/v1w4f04ebFOR/cucf0ulsmP5kHGPS02DmRNt+Dk6Byt8Wc9Pdk9LiJ9GFoT99yo/KkVDte6/d90jJ7xaTx6EFWYZsFEKZdDvA3g3WMBgDA2MRuJ8p3QAlT4ZzaiGmj691jWtCQyHU+A1hVVb42Lrg9RO6It1iZ2SZpWn9KHCp6COu4hpIgLY69lisSTkhhdkrm5maUnAWA1qqTkggPGAcyzOjYXGPQjPov1Kdhvts0+zHpe+dnZePbiLfug7fJg9rtaF3cnp8kyniW3Oc1DaBp7W9XQHedg8jS7HklvPn7i2JhJhWXTMyMYq2E4lKendC1glplfWxSMomoAfv+HZJIIHhUkapOgbOkyQXtefPfjo48DoxLagS8qbvze1Xqs3+fakT8MnCacWZWYQQQi42TXs5sa123sovU1umnJhvQakSJ7F+r7j0ZhE7JXYsFPWQ1cRa+/vWv6/FR97ccBDIWvM9avx58q81gtMExaY+MLy9rZLW4fs9+9rNXvc0TeiZ5UEkB4cnhqS52YbuRorcz4ll4qGm5KlMAPE7GWo2LgNfFTWuV73g4upUdYPtkBXhITt3RJxdedIX0798vJdq0FNTNAlTMzRlWfM7UInnfTc0D8tqm5EfbADgCMIcO3KTku8H+tAxs26W1djUmypVQp1twJCDT8TOOgRlAY9jx8UxWKn5JwHwXC2VCH2CYoCxW/D6Wbu7tVSJetl8q8wtEQIBFpWWTzSNRM+mkbNu5Ryr5GZ0Cprrpk1MyNjGtJYVMnHRuUoeqhFHfo24qIdWIV15AJNZol4O5T4877XDmcwuGLjyAZ1j0zTVr/VsdYJPRlL9rprY/a0oF9GRrmrtlNjxdCvwdAjMI6yBN66b0fRBt7AtT8ZSIlpHw9p3qrBwdmxSvklPxJ3r1cabSTt1a2e8+KCmRDhldp2UMvoALrCqQ49bbEdjh7+ETkA2ArGe3BzBKpMFDqErMKOdFzX11THreSvFa8LdZA6yVPe+cJ92ew56PR2MS7xuQ7OAOzX4oYTE3J3Pz0zI6NS/JcE3vMVX6w1m0veZNLXCO4bTQUsj5IfNRnGrIKi/WhufhLO1onz3fSYq+tUWuG6RfSoUQ6ogOu51NXMns/gPslBQ180gWq1bTrAGAzppmyXarU7OTLWXPe97zdCysDT6t0eXF7zYdwHOzUefBU1zqRl5rit6q3y01I74bJQAADDIgKRbA3d6knc6DbzWiFbbPQ3DWSTvkt//3dZM+9rubywjWMMVMp7xlpUIk5qfqbWre59wrEU5r5H6LW7lckdsOXi+JeEKyfQCv1yDPEUWbP/PZ687yS12dz+j3+9F4JZ9XEputc9920/VKyNt/+v5GNKR1cZTc4smmATJ1lbPt05nu1nRwC90ApHA9R4q0lFfWe9qP4AV+UjQhc1NjUqx6MnX0iETCYW1DswNjBDCPp/Q8uS10qOnF4kmTznblY1GSY7CKV9fvosbvMtr1fOj0t1DDCdBauwv4Xl2j+EYbln8OjmmF0zG0dR0bazTrYXy7kWXYSNX6IjzozUSjMUkmeqWvl+ttWvHys5MyOTGp91+qb0jS/ozzsJRMDZx7gZoz17NlcE7rPHPU7bwlon0lqKEJ3xA5CEvYYy4Awj1E+2agjUb7fCcf4xxYCV6yJf6kOq17R+2QWwDZ30c97JiEopRhaiK1uj8RDp36qoSI3NHG70mJ9KHbUFLn2rKzyfZw7PHebZKN1k0EDeBX8kqak6i511XngOuuzkro2B55joe7N5bW/faI4I8DwHezRY4UPBE06V53n37605/KRz/6UZ1BTgBBK68bxaO22YkQ12LGWriSHOxqbCum6L0lWsaZvNepLssJBXguOiS3tY6MXczcVrvl1O/WAsJ8Byef1P8ZZ5yhNST3WLoB8JQUqFnRwtefDMlvLvxvQ6xStrdte6vqsBj+LQHKtL/5LHqsUipIMmMWMMAboz1ucuyIjIyM6s2z95TT5NYbrxNJmfoz7HkEY2Dax1NZA+iOSA5WLZcl7PQTE0mqg8DM+Vtvk1QyIZXynHEq6IlHF0Cdhrqmzklv8zeWDEdETbrezqfXme/VsrLyG0Np6AGvFKSqqX0yBiZDQW1Z1cQ477t2SX5mSoqlokzPzcvY2KhGdql0Rnr6hyTm6MDpFDoyE8ycZzsVo+ve0Lb36upQ6Gz4vCUX+qBH1ForS62OhG+W5HhTPd58sCZ1VPBI2etglUiTrrymxgEdj7Gx80ar3lHc0/uINjxHpCccT0i4MiKhaFr70uPRkiQAqYwZ3VosGrCbnM1phATQpbPzmgWI2Rp1NKlkP4/hOfSuu/sNG15r8fb7WqP9heyAORe6RXVSPDgMXCvA0KbnfeKn/i1teraebWvgfmmGcsVC2t9X2LOpfdWerzfJxzYslpJIvSqZdEa1G4ojw7Jn3z4jo1soyNz8pJ73WM826Ukn1PGJUE7Seyp07Pb8FlKVr8XJKJlsmLfz3AXHZBXWiVQtUW23AB7td0S8XCMiJOCBoY0oFlkfauSWrU1bLwxuApbA1tfIXtu2ca6Vm8UA++CmEdlvyhr8SimoTmrwpNyJ2nnAV1K/69SB4G/oWSVDgGcMcWyt8+BbFwUeMmr4F1xwgZKErrnoWw0vD4CPOkCE0Ew0lpKqZ36mxk5PcdUXtNH9sLKsnidHDt4ic/mipoNgcSOIo8Q4v1isi1I8IrFwUtP8ISuSk8qY1LtOhouagS9EmH6UPzk+pj3uA329ukDNz82pg4FzoLV3v+0L4GYBJ5ptKKmplk1BSXxE7XZwCql6FZTxZWndfnpIdBDmUJ5rnLtyQXqGdkqalqmBfqlWjdBKsRqSw7ferNmPVCysrXg9gzs1NW1a4SIKSET5LsleU4rU3RF58Y7qeyaqX9ArNxr2g1ITp9YfsSx8MxQGQItA0KP/3P+MDpJxUuN6PX2mPdG6Rt1Evs69oaNgqbFzPlC4Q3VNgTQvYalKdmC7ZBCnGRrQLEmxKlKcnZQZWOno5tOGFs+p4A6iM4yy1cewZkRwFNA1Qve/D8B3vt+KJtmLplKu9Nb7zHs3+6BkO4dgGHZLD62KdO6AF8v4b6wPoaVr+i5/IpqSCKNfkdJNpKVXW/V2SWl+UnIVT+Ymjsp4qSyRdL9kYya7w+yAiFNCMBF7ytTikci1u7cKcZtupOjdUuJajPUPTpBrcGxYs+z7L3jBC1RJjXY9HOVXvvKVCu5rIditq20hFv3j/ClylJHRH3AdOzJPBI6bsk2uHcObWU2NHDIXJ2q5uv5aAR7vmu8AwKnpL1XX6pTA50ra8pDlxg/JVf/3DfFqtQaJjoWvmJuVbG+fRtLcrGUiQD9Vj+l3AxaQyioliegkOE9GRoZ1aMrek06WeCxqJrwV5k2rnFMfN6S8fmUSW6PejlZ5lJY8P4VPhA/40+aYKxRl5/ZtMrBtp061w3SiHBPPWkQ7INYlsgNSQQTHX8hxFOq1ukRbpLoBUCWkEeU726EejaNzTMa7zPsmM0A6O5uNSj+z1geyen6LlbpMTU3K+MSUJGKGqAXgJ9NZqdeanU5G2QK2ZA3MCNKQEc1xO+3IBBSmTHRLe5XOXvdb7ho3RNRMVyMjQSsd6eGWdUYdGStNG4mZzgBkbB3tctOOtvBXtG95Rd4LGSEb57ecq0Q2K32pmIJXsVSSQiUk0zPjUraZjV7S+SKJOO2OhkBpW8pUxc8lwQHYRPtW+Q5Ad4e7uHryOCdNffPUvJ1tuZP34De4YA/JrRFVt/S0OwNrdH9saxuOpoSkhqiNiu0QfRtuRTKdkRSOSc9efd7zFU/bPXHQy+Ozko2HJdE7IOlMVhIIAhHEA/KN6XU9In2dzWbvZJrc8VaxY5Qr+wiQuEI3x0u1dPVmlTTXuo0Tb3aKHEBOi2Q327ZPOMAvN/Z0NQBs626wzM866yxt8WjnZlotwNuaPrPhSXEt9+B2kqK39XxqYWQGmOt+/eUXNQa+FJTVnmmw2GukupGB9YlcCcDWIb8RORNlA94MRBmfmtX6Kv3tRG/JbL8UZkxkZ/u97bb5W4bTxJPpxvZxHrSlzG+Tw5iqxnbLhYKcuv8MJVwpuc8CL5FbJCaVfE5Jc3ZbXHnS8a21d23f0vPGubVpWSNqgqqdCziAO38b86ezYWQiSHerLK7/3/oekTMRLGNOkyHZsWuPlPyZ5wjtcO6JQFGX6+nfJomIn1p171G+O7vtmJnumk1hNjxiLrTsIbrSJHbjcwr4DBwJWuxSzgCZRaJjzSqQUdCJcgbYG5PjbJUB5buGqJCn2QGte/M3ODrsg59+N1Pv0qKBYe9eqVZrUsDZyc3KiN/SiAOZSUxrZwLOMQ6DERUiS4PADONc3fSG/T/DsrDpd/2+ltS+q5Knn606pD7S4Y2xsRDxHKdeCYCWD+LIx+qMeVMbZwCOpvqLMxKj/x0HIOY4EPAC/PQ/16EnUpKexDbxdialXPOkODsuxZlxmWRQjlT8Nrxtko3UJRxBmvYOx/AUjgfJbr3s//7v/5p+5pmghY3XepgL7gQCZBCON+FvoxsaBOALbeLYJZdcotoElJhf/OIX335T9KQhabVjgUazvrXdYzlrN43u9uqjKU3fZre2bY16Pn351PMRhrjl6l/JjZebB9EOjdFMarnSiOiIzjVC97dBDZ5BMLbWblTGwrpgQJohXbfnlDMNUS2elPzsVKPX3TLkAfB6vdJor1PZW2RG/WPRWnKCNryKevtoCyQSSdl/9jlmfrteU9LpFa3n0geOGp1xOsqN2r4l3Hk5ADpjBsSY5n3DoPd/b3hq9HZXlAOQ7h3w3w8b0FZhG7bRo9/vtrzpcBpKD01pZaMaQBtcItOvQMZ5ARir1boO1pkYPSIVLypJUvmJKU2XWs+aTAj7iTpfDQU5v3TQ2DZli6hh51dr5podoypnWwzRtad2TTsdjo1Gx6GmWfHah44SHkJEjajXECwh+Fm1OL02OBa0yfnlDWr0oZBnWuBgijfU58iORaQ3s1N6M3N62snq5GthmZ8Z10WY6D/ZO6SpbPrP9XnVCXhJCTGFkD2gfE2kHIn4tfr8MoDugn8za79RPsJ0yE/ROcpQY3a7Hj+/U1CnU4G6jhNle342yOld1+9zHSfS7kgJk0EJRSRZy0uyt1e8/kHZUeOeLqozPIPgULUmCWYnDKSlb3pa09erjcY7rcFvpUlyXBP6u2mFQ3qVvn76uwnIWL/pi1+VLO8WStFbY6AMQI4QEB1YnB9KKF/60pf0504G25zwCH6l1M1KbXIwzEmX43GTLl9tv2k7EbzboraaiXZsWxf2FVJTLAAAOxeRqH2gv19+/4vvyfihmxufgfSm7VXopWu6O+n3pZtFkvnrSNRiJR3VSg0ypdEZmu8s2Du2bzdABpEM1rhPimMbENVsbhcngf54adTvqxJPpaVSNRG4cR48KddEDh86pA6VchBgjbNdH2Ah/akgipPC1ZGvELzCscbAm0btnZY12th8iVlKANqel5tpAmj6+5lBryNh/XY+QEDBPNOnpLmm88tcdfq0nRmrOraWaFdCOoWOSDqW7JFIaV4SDP4YGFA53UooIbkJyIjDDcnZQm5GkhHGo+K89Bh99BZyne4PQ2Q0HV/V+QCtU980Be47Bqpupzi3ANa04dn2ObankTrZEAh9IZNyd6VjzcG2aOIryY/7IuTPiueexLH2yXbsu39aeHaSaANkYlKrQdYrSqGYl7GZnHZDcE9o33k6LbFozOxzeV7C8CJwUkIRdWwUhOnL1xS+/6zwHiBuR86GUM4zrHlA3CrN6TQEdQzowa8aQSKnvU+3Z4+Z73La6BAbaDxrTu86E/BQzmOYDMerjoadHeBKztJlUarqWpLs2SaD4ZDU89MyH8rKbZKS266+Wp9VOxiGe94KE60Hi34r6LTb64FgDq16cH6+973vyUMf+lAFsJ///Oc6LvbDH/6wglnbafwtCPDXXHONTjLFkKs977zz1Cn6wQ9+IH/xF3+xOQF+pQu6HADbiBeG+emnn95RfWelOrnbokY9fDVepvX0l/PgWURxUPgMDgoL0KXf+3eZGj6o918imVKSGq1tiRTgStuYv92FKddSrcBo51gQbalpKjs3My7jY2P6HaeefqaE/dQqpDO0wAtzk3463ox6tZGmFbZx++eZOpfI9Imnk9U85TpMz8zKrt0MoUlKnAyDTqrLSKVUbSjbhSJhXw3NyLRisOUTSN5Ojvhrs9kHMwSnGaCUvZ8dkqrW6Rfe1wgf8Gy1eq0xra5xHWiNoxbvp+vNtYE4Zjao0X+67xhwpHYfD3vSc/J+BclSsShjU7NSmJ+VuelJiVO/TqWkZ9tuMc1UxnSWvW1r0/Q5M+mprZsSQWPuu5O+pj2OTAdRsG2j49w1CeRAyNMywLxRwEu1DKDQyXBOShyBnUaUbDIIpNBDjH7FeVCuwgLhz62RU77JDuyQrJL1BtXJLdQikp8Zk8nJKY3+ie4zMduKGTajVC1L38kUmH3PNtLsOp7VKc8paPvpcyub2ygD6O+sE+cPiVmsTq/cAJNN0XNM1oOIHyIfDkNpRofJUPJogDufc7MIECGRIvYnJfJ5nLje0+4td9q7MAkOZ5m2M6JP0sxWSx7gb+X8aOukdoysLurfKrPg7dr3rne9S8nC6NGjrW8JhI9//ONVonWxISu3N6tUKo0s4Y9+9CPVpscoBZMl3bIp+laA52eAnZQzRDo7d7kTa8eBYBANr9U6ECsBvCUEEgmQ9p8ZOyJX/eQbjdYz20dsQ2sVtcn2mZGf1ZLW2GPJpNFBr1b83vU5nfE+Oz0m45MzmlZXPfm6/b1Rt4MA5wrk4ETo1LZKWTXiVYY1FmlMmGvsjw6OGFGnYc/u3ZLt7VdgtLPhySIk0kyZgwgY1giVtHqmb7ChXgfglqnta2nA6Xsni6A69gvyuaa3vKDgbH42n7UgTiROD73+Pb31BaNPD8udCF0zAj54EOEzd54MBqx4a5blroDoOJx8h8rX+qp3yUhUYrmiZHtSkk6lNI1bKJbl6C3Xa790BhnZZFyBUVvFGl8QknphRlPsRuCmdkwrXCRJ61le1d0jROj04bf03TdR+/kcW2C/Sd1rWYB2QUcSlno9o0+dn5UdT+QP+Uzr6wbszfAVVa1xdttrJuulEyLpXeLVPSmUK1LMzcvknAHc4ck56UmE9LwwG75p3KvW5lvr7Qvnv6mm3yJ805S6d9P62trm6uzDrC9ruaAKyU5ZcnUTxQPqdvoi0bw/f8GLZSTMBDnrSNBfX2VYUGRBwtYZDetOgoMQRemQ3nGkoynfweUghW+jez5n15ZOIvhOJ4htRKPVlygUozPI8gto0aXuvOqpecd5XOzxMDDgn//5n1VOGFGid7zjHY1W6cW6tDZFBL+S4RG7NXg8W0CRB4aIt50UWTsA7y7s3XIgLMCzPfcG5rvoMaUWBSEQUsWBq38tN1zxUz9tHpJYPKEATpsbPe3Uw02EXm+MgmXOdrx/sAHS/Jvq6Zep8REZPnJEsj09svvU/Y155gyGsYx38/nmKF1b6ojk/fOg/fNpK32blPnpCRkZHZNIOCQnnbRPJWorpbxOP6v5jHmz3RlJpHo1UpSmOfSmzm5Y+3Ma8VM3J4rkmGuVikaZjSExVjOfHnn66KP2Wpt0tfaOM7fe6bO3+66968m0GUrjCNtUCzmJk8Yv+FPH7BaRfvU14quAQp0+d0cQh3n11Lv1eCJ63/RkszKwnbn0s8pFKBRLMpsrycTEdZKIRcyAlHRaMn3bdKa6RvXhqEbi5pib9sD/f3+MayKr5MlGqxztXgp8TtsYzgI1fCJ6OAGkzXFs/CE8TZPWMH/aYJM+PC14/L2vsEd/PNEwOvAmW3Os8h3XNdu3TTLJhA4IuvXAAclm0lLKTcvM9LQKyhChMRGPc0ArY5NKntv2ByPeOa6mcbWUVfx7w/yyeYa7Evr8/TU9iOjfz0gEELdjXl0mfCsJEIzQbgFmMpA88h0Lon6rXT9wqt85sfjaxNpg1wcdAzw5qS/U4zDLByI6Ww2IbZUavH0eISVT5gS8MKvW9utf/1rPiwWwdoOorThN7r3vfa9mNN7//vfLc57zHJVUx5gsaFP3Ww7g3QgbwEWwAdGas88+e9Vpr6W2j1mA5yElJc9/r9WBsGMQ3RIAx4I3S5rv7ne/u8RCdbnku1+SqZFDksr2as1cVytq1/7SRkrYtG9VNAKn3m73GanOFFPj/JT62PBRGR8blaFtQxpNaAreH64S1mNduKvNMXMOTbTDxLdinla7Pq25YkTz1F5zc3Nab2fR2XPSKSr7ipEVKMxOqpAOtXFjIe1LDzV0Scx3aosbojkQ7vRjCOrMa289+1a12QR/pjvR/cKcdTORDZCNp2HO+wsw2Qx/6AsR+sICgdQt8+mbW07UMUJmNuZrCHAO6Hv3HQr9nc9abwVhyIEaMccHmiRl+cpkMqGvIdLodU9y06NSyBdkFC3v8UlJxc3EPO6nOENNtL5uyGLaZ94SrYe9mtSKBV+AJ2XyKO7gmyjv1ZvFcIqGLIczQO3fFcfRSXBls6/68zHiNWZeuqb+q2jN+xEtxwwIqzY7ZW6chJoTdXuaCu9NxSSS3Wla8epmQAykV6KzaKZPepDRTafVyQs7XASt2VtHhC9wzzkOnb3+vrpgg2xHOx7p+Voz0U5nD7j9i87Qm0YGQNP2DKexBMimU9/IGpCu93bcSdo1ri1rEy+eeSRGWbMskHH9bTof4F8uql9vFv3xMrtGv/71r9caMplQ7glEyFhL6LdHxGXVinlbsAb/wAc+UOdMUK6g3GMN4l2nmgibBuBRiyNlDhGjW/KJrVE2njf952wfCd1uOBBuq5x1HnjvXve8pxy58TdyyzWXSLVoFiDA2kbuRMaaQtfIF6a1p3V2rEQUqqI0ADQkQDTV4zJ8dFgZ4CeferoKnmCMj2U7lYKp/xK1m4yATc2b37Od6elblZAWidK/7S/CoZDMzMzJyOHbZGDQTH+CEKfM+2JO/9vI1eacKXOeyTaQNnb6os0Y2bD+rlwqytHhYV2Q0z2I4vRIgpH0NnugtXfS+guZAUBOSYYto16t6I+ZjrbwO94DuEnXK0Pf72mHmFct5zXtDtNf9eOdNj1S+xp1QoyjE8A/D7XGMJd5ifTtNUNqWpwABYxqXnoGtktPH9yGsJIEichY8CdIR6YnJR2PSiqblUzPoIkkW8DYiOiETKq+Zsh6RPWNzykIxZplc+0PROYAJ6RH/savkS86wa3xc2O0in8S/NGobMuWL7h+oCGa7DiNCdQTa1KNpAy7Xin1FUmnEpKOUJMWqXnmvmZA0OjIiFQiKemJG4GZdJJWPLcdjm4HWvHIxMCYD5tBMbyHg+Go5ylA2zQ6crd+2r0WSUjYj8RNacB3YhAHIkPBC+VAXy/AfK8rTaukAiNNS6ZhcL90YjzjPCusX9RPCRYoybHGIGAFp4Hf23Q+YOdGr1sF4K0RmZIV/dCHPqTH/cEPflCBnnX2Pe95T9dEfTa7RSKRJnDHVjNlb8PV4Fcym57Hs4Hk1u20lfWib775Zk2bc8PZPsRumG2VI2KntIDzMNQTl6su/JpMjZg0HtGvAq4fUdvInZR7sqdPSvNMB6s3UvU2Gg5lTHaBfubR8REd2sK+h6XW1CrHAJo02YF5k5YuzsMYR+XOV8Ej2nZas0jlaw98bkamZ+dlemJM9p18qiSiCxkAIvt0dkDTsvbvlC0fCUssToRtgEjrwn6IpNF7flaqXlgOHTqo0qKQlCpeREaIdOtVSSbiGukhOhMBaJML6Xq9XtoWVm10FOg5jsakmp/Vf+14Uz0uf3xoRbdjavK2Xm9+jz59Uv91jX1W+VpS3r7OPKI5TGnzP6Fp+Wi6zzC+/Xo7f9cg1ym7OyyxZL/EKwUlz/DgeuG45OcmNbofGx6W0SOHJaXp7pik4lFN+2pq3gFj7YNHbc8Hf74nVGFKYcrRqm8eVqPROfwF6xDEUo40bV4iTvROBN40EKeRNvc3r9+/4PDp5Dha8dTPqEnEqxiym3JqIPYZLQD2KxJNSk8iJQqnRPeVqt6Ps/mcjEzlJRmdkEwKXYK4JNnHhoBNwk+TL0gKN8w/H42DrTYfS9iuK7GseBAKuR8geRZnDCtfL77jJCrnw5emxQFAAZFt7b7AEPTWYJZBTxqatDQvzbw56XzktPkMYE8qn5R/N6VqP/GJT+iL77G1XqLphz/84fozfBpmtTOxzBW5YUZIN+1v/uZvVMgFtjjgThb2vve9b2cb24I1+PWwDRHBL8WkBxSJqDHax1bj5U2NDWv0un3PKcs6EtaBwMtebFxtNwAeUgmvvTsGJXfod3LLwRsNiS3KyM+KpuARr6kU8jo4xqTqzTCXSqmk9VCbqodJT8ucZvFDUSlXqnL0yLCkUnE5/ew7NtLkOAdowBuxmx4pFfJOLzuRsJGYRcSD2reStqILkRD98eNTM+oEqFZ1NCxx0vC+g0FavchseMDIzyywHa2fO7VbauNRoiWvrNEg6afxsXHZte8USYRNWx1kroGelNQkIrmZCSUYTc3lJeqNKND3Dgzp6FQlq1WKUkdeFZAjtV2vSjSW1M4AhG0AR8CFOr9todOZIsWcRDMDTXry5vrgKBT9GrfZbx2YozrzFY1QNWXvEsEaTsCMiQhjzHsvNP5u4UMh/T6NogEu9jUel2wmqy8obBWJqtDQ3MycjNXCEg/VJZNJq44/zk9DgMjfJNshU1Hne339e2XkO06Qsu2dzIL92fL+wok+CYVxyKpmYp6OaHX+vqW3XkVu7PdT6mECm/1lJCaRWslh4iMoM9fIACgwO1F0MlSWVDYpA9mk1ONpKU6PKdiNjc/J/HW3SmW+KpFwRPp275U9+9ISjcdMtqGpDbG5Ft9g1jOdD9W4WI/OdiejgJKd7neiR8K2bQ4nifKI+hyq4qMOkB0Ta2016fnVtMjpdEB1YtPqkJPho5wB2H/mM59RpjkOwVe/+lUFWaL/taib8R1EyfSac/0+//nP63hWsomA/Wte8xr5zne+I1/5ylc0un7FK14hT3jCE7RFq1tG9oLjRN+DNL01HAraM1dLYCZZZDsuO7XQBkvRb1mAbzVuQiJqXrQIULNerfVv2ykXfeuLUq/9n5x+7t1k3/47asuLa6RMbb39zne+c9fBHecBj/zG310p2XBRbjpwqSRZ2K3ISSymaXet01cXNN0RHAHcTT1eJJUxtXllseOQMJErFJL5+TkplsrS398jfb2oweUbpDn9jlDYZAf8SD6eok5uZG75DGBMqrfm96NripsIvlxW5ibM930n7WtEPWQAcBbIFACmSgjUVKo/sMNPFSuJzk9ta1k1Pyt923fJkQM3yNzsnBJuUomIhGNEKOi8m6iXyepDu/ZJXzGvm8zNz+lI2CMHbzMRIRPjZmekt9f0B0Ouw2mhbm4NZwOQRyvANVrwIObhbDQ+T5sY/dG0VHmRxvS6RtSr9yLte3V1fhrz0q0TQFsVf1uvqk69reNbi8YzvrpdzrQhJkyb3gJNLmQU00L9WpPFmaAVrVhwxsCmM5JJzjbGwCq5iLo/31uel1C8z0SZts/cB5Cmtatl8QyH6g2HQAGYfSM9ruei3Nxbzz3pgr86Cy3RvgrL+N/hOkJ+779dvN16u5L6qiVJZzIKdLMTUzJ94KiUSwzvqcmhG8fl0LaE7L/LKZLdvksV5bTMwMstiyBoY+e9kzGYmJBICB5Bonn8r9vVQLqecoNOuBMJ+br7RPANEl5mu0h27RFsOyI3BAFkd3j9wz/8g2rCE9ni6D7jGc9Q8Oc9y6perT360Y9u+vmd73ynRvSM6gb8P/3pT6tiGkpq2Gc/+1nNZPL7bmjR48DR8gWws7YA6GRiOV5bnoDMzGvVbPrANnaK3sqiWuMGgEjHzW0jampWq9WLZ7t3f+Aj5Ydf+ZRcc8n/yW9/8SM57Zy7yN7T7qDgD4AxLIYeelLz3dNINjY1MSYXff9/5OjN10hvKi6pXUb5jtYi255GVG3r4QB9kvGrIWrsealVSRsahNTafCKpLHc+B/jXvJAU52Zl965d0tvXL1UiW4hyOijFLKIKSs4+QW6z3+dZEqBW64uNtL8XSSjXYduuvdKbjqtYDhkD29dOLZ82OJjy9m+Qx6VNDta6TptTmVtIcqjNQfKLyIHr/yA1L6wLSixuHmKyF8q0dwzSXTI7KOX5CclmM/pSQbdaXY6ODEs+n5OZmWldJFKptPRt2yUxV9LWJ8PRnuem8a1ULalzZG0BedWYt6BMqyEjazP9Um2N8uGB0KdOiltGFGgaf4eRgaKrHgcBQhe1+RblOgCF1DHpbq1rUxaBp+BG3uGI9KbS0kMQOTQolWpNJXRzs+MyOTEh0VhMOxYyMfPMaGzvi7HgHNL2RmamibBHbb7p58ixP9NR4PtoOCH6LOgkt4rfX+7wA3zypzlsv7fePjs6IMZwMsyFSJr0eIO17+rSG1IflpvOy+FrD0kyGZPeoR6penEJ1QsyMzojU0dmpBIKy0Qpp7oDib7tkkVVkIFEdAUoUc5vgdPefk/C2v9O373vyPl1d9XOUe0E/qOmwE6tfWGnLBCHpb7zvI6ladeqQ49KJn8DoEPEJcABJLth7A+ROjV+Sp6MkiUIQXTGGkEVUt+I03QD4FVbI5FQQRuOh2eX9Z1OAyJ7sgb8DMkMxnhbxOYtRrKrVCpKNqRNjkzLlozgrQ47oE5aynpznUyUw7J9g3LevR4kV138Q4knknLDby6Ra6/8peSLFX2w73XfByuBAbDvxtz2/PyMjB68WW7+w2/l6kt/rn2wRA6hcFLKpYJOXyMCV1U6X5SmBDlNU+P+cBgfDGhRa2LVK9ib1rijBw5oRNrb0yMpHe8qC/Pdi3mN+En/ohHP4ttI6+NgoAIXT2j0a4bWEHGTyi8qeObm5+Xk/WdJUsXEULkzZD87JhYFOfbNnSAHg5+e9kYPdiik6njRhHlQxyYmJeLVZe/e3QpSqt6mjQJhLQFwbZghr38KAS8/rcIz1Ln9zUmmp1/Cw0dlx+7dCuc6Ha5ckUO3XK/p8kwiJinasqjdV8sG4BnRihIiJYjGpDIja6tg3WDoG+OckconGq8WzLnTdLgPwhqhh00rmj32hdGxFRNZMyAGNTglzjUr15nouKQOglGuM/3o0iKQo4DJdEDPk8HBAZH+XnVOOOZCzfBRUBecnp6SWjghqYhpw4RFH9bJcikD3OVcQ7rWWhhAc37Wtjg/quZrAUf38wC62zqn5xHQr1U0tU+ZYmFbC0NgFGhdUl+rLr2TZZieLCgAJ/tNBq0uYYlClkv2ytx0VM754/0qbIR2Q66Ql5Gxw/r38R4jo0sGgOukXQB+uQ/BqMa5h42vxwlPIGIEb5RQF5eQHZzD+5Dv4j0qYSvbzpZuWCcqdm6bHMfSOgmuEyNoAtCpt1PbRzIWjXN4QQBuq7w3pQGUNbt1DsgOPOhBD9LxtFYM6NJLL21kLPgMI2zf9ra3aTnh9laDj8Vi2kbYbTvhAG/byIiiidQXm6u+klztcnb6uXeXw7dcJ9MTI6oxPTE1oyB42ulnyu9+8T259XeXyMEjRyVUmJCTTztDnYJs74Ay15eK6tlf6uH5uWmZm56QqdHDMjVyWCrlkgwfOaQKbzt37pBsOiPDo6RaGWda03RrsQILHBJcVuvsLPIw4gtz0xrRop6maUj9DkRrUlIpF5RPgDzp8NiIRMOeJBOxRsmB32ka3wdhwJ+0caMnvFJp1KsBbdLLiOa4KWjmwgMgaMr3ZNBYLzem0uFk0JpHLzoLrcqW0k/v68vrdfSV0/iM2a4n83OzuohGpSa79+y240gUNCD5FeanDRGMKMePtskCwKDHodAeeL6DSW0AoUbGiNjEJQspKYXinulBL1Y9mZmdlvHpeR0SY6bDpbW9EEa8HUTj33XKkFZyHqDsv4tULZ+rF8raD89/K8nO1ZknjQ3zPtvfSMlD4LNpa4BeZ9WnB8QLmaixMRbWzkGv19V5QQMAERabEscx8IqVYybL6TVLIhOblSyEst60Rj+xWFw5C5M4U9GoOjiZvpokonQqmOlqABegrup4WuNZ2H5rVK15CLdf3YKm34amXAJXoAZCYzQpdVj1yMDyBVZuVolrtQZJTeve2mxuhZPsZ9Gyn5dSPS5VcjGeJ/GQuSbxMNP2qI3Pa79ArH9IenGShnr1mufKdZmFKzI+LuF0n2Y+qmQw1AEpiUc2ooY0bWEhk5BwpKxtyYCsRKJXWfqMZfaGzlqy9/14ADzPY7dZ9BDaAHOCKGr79FlfdNFFsp5mnS30PmDNo/6Hce24X5kbwvQ6BHAI7JCypTxwe7VnPvOZWi5py8HZLADPA4B3Sarmbne7mzJJuzWzHeMGu+sDHiH/+x//IiNjExILi5xx5tkK8qSf52empDg/LTddfYlMHzkgZYRbUHwrF6V3YJsBXWU1V/W/ibznZyY1KibdzkoEiAD4jB4tFHKyd89u6R/cpgBOnTaeNCIOxXxOUpkejaL5HTVuIl0IbcmsYdJDFtPP+OCvkiChkMzNzsrEzJxsp2aVSmiNNkxK1H+I8torb/TZi0qwg4QWVjBRlTu//5zJcPyefSaCJzOiYJHMyODgkBRKVY3aAVoL8NaJsODbOtQGTXzS8XyfHSQzOzMj49RDY0h5DiyICOkwm0xTjRxgJ6Ngleis0fPPZyPhsPleuAOq3JaUiI6rNe8xCAUKEvtPJiA/N6POio1Aega2SVpZ2qZFz94XOA/0zzMBTge+OMxqfqe95S0Me32vWvSlb3vNKFe/86HxGSXgTeuoV9Vkp+OhRXZ2AbxFwir2k2+q8Te1vuEEE40DWFo3hnTpSc/gDklFcNCGpFAsSr5ck/GRI8aBJJuR7ZM0ZQclHsZM/3fdzKUP2d53ZwCMysm2RPfuOWma164XaF6j8mitKGF+5zs8Wv5BQMZ3FvRnHRBj/l4V9CzhTbMUqAB6UsvnxEv3KReDkcGVUkVOOdMBOYhz9Yo//rVHUomyOjscb65S11JWvhqR3NS8FOdnzfjf3iGJ+yfe0953f59UxKBqFOx4D0fH81sDd609Yl4LwHPvcl66CfBE6QRPGOss0TMta095ylO0LIoinxvF07/frXZk0s+cB1vTdwmDgL/NznLPkqpvy7ZYih7jPECyRKaWa9TaMfZP//RPsukAnpvL6rAvxRTtNEWP8aCMTUxLNd4vgwMl6R8c0Fq2EnYs2U3T5cQVhpgGuLOYwcQHPIjSaTMDxAFOlkcF6yxAPC/53LwcPnRYorGonHn2HTUdDuAC1KQ8Fcx37FBGe7lolOn4b7Zngc9VldO/VfGanM5kn82XZHp6RnYMDZphMUTnPgAmd+zwU+2mnlqygi1+Tb+hcleYl1SmX1vGODa+mwXv4MFb9EbaPjQg9XBC5g4y4GZIj8HOnscAWtMTvsDpJrKHTa+RNf+jzhyJyvj4hJLhTtl/phy+9SYzI52ap432IXVRx84vRIsAfzzbrynsxnNHdM91b1kg+Ww43i+hMGRCR+yFiWahhPT09up54tpXvZDMT0/K1Pis1vETsZCkewYkXTbsXU3JJ8jWRJrIdbo9P+uhIjG2nu58H1E4srIQ9Zr+jqgfBr7/Pil/yHbN2w4b1gAtdZpaz2rUTa1fT1PL/qgjR/TqO0b0e2tLoJR0W5l0WnoGe6Re7NEFFXJivlSVmYkRfX7gK2QGtksybK6RSeObSLdBznMU5o4ZZNPCZDetcyYlbq6p4+Sw/63StC4xznEcQ7G09PTmZc/pO+XwDUelOD8liWhVn8fMju2y6xTf4feH8zRMVQUrfvtfXHqrRelNIlh0WNKQMGsVmZ83rXipsBkgE+/bLplwDXUm8SJJCZcoLyABmDT98ux3olek/xTplnWiQ096HlvPPnj2i0gaICE9/OMf/1ijaYxMKhlVUvprMfu841g87GEPk+c///nyhje8QTkGrDm/+MUvFNBe8pKX6OeY1Am57/YK8Ndcc412i1nHx7VOOWInHOBJoyLJt5yX22mKHqeA7ABpqUc84Wly9cXfk4nhQ7pwx1NMWptXsZHqkcPS1z+goi/pbI/k5+caUbTVggcQIbrxGYCd9HmJOeKFohw9elh27t4r2VRCI3Iz2S2vnwV0qF0i6xrLxPU9U2NHVSyk7XElasR1Q7Ji6eP9cpn2OETQZqSQn5NTT92v0QsRLMx4W8MEuIkYqWNTc7egzO/Zf8Oin9M6f7lS1P0gMp+bI+MwIdt3MC40rUA9NTlm5EF906lpjGlFa97PKEDws9vH2GcrPAOn4LZbb5F6OCqn7D9DIzGteRfnJbNtlyrTsa9kEoiYY36KnWsbT2alNDel22/ue2e6nBGlMSPPTYmhkptWIRuiaeuo0ZJHOp3av0rXSl3SqYzE/fWV7ylWzZS0oxMTuvDaVH7P4E5Tb2/wCMz8da2tw1Mg0kfSGNBLLaR51VGp0qpGn7wZYduqSqdXSqf12Wg+eowzAbjWIDPqRD1Y8aGmdLjOgXc12gHJ0qyEuBdIk2sGgPo90VpMYvE+6UecZjArhWJBCoWi3vs4kBrdp2GvpyQWJYWfkjpODMxyv69fe++blO5SWuNf2F+TaFeAB9zLywC6q56IVgGlCrtgaQdASE4+Z69kh/plenhMapW69AxlZei0kyUR8kEdqVyuNY4JZDjNBoQUmFWLQME/JNVIUuIRnLh+6R8c1GtWxNlBaGdsXLeRjoUl2Tckmain2Q2G9KiuPce041xT2uiSdTpJjjVvtZMxl7I3velN2vMOcY7OIRjzzIP//ve/rwS3F7zgBVoHJ3sK/wl1OcC9GwQ7jL5+CIP03vMvx8V+cO+g0kZdnowk5DKmzN1e7Sc/+UnXt3nCAb4dz6STFL1tgWPxtmNk7/aAR8gPv/xJjcJJzacyWalVqY1npVQqSDa7TcFdwTJHFG3S6QroMM9NvlQ/w5S3o4cPSa5QUvEK0uYJP+pW4RhfGQzAikRsxN+rKXhNw/u97pDs7H8v9MDPamZjZAxyWkVO2rtXoztauYiEtTavfejz6omnshkpzE75SnVzCyI3qNwVclqKIPKEIwDQjI9PyuzsjKbg+gaIkBCDMXVP015nKNU68rRSUqfALtJs386mZ7sI76BghzN15Mhh5RDs2TEkaRXKMRPg2CaiOdTUjdhZSa9ntUqvv9kWWQlAn1Y8HXoDyx3+gTLxwRzD6DZiL1EJVVGWK2hLXq1aNFPs/PS+jp6NJzW1b5wFf4JbJCLZZFpTkbX+rAI90dL0bE7GRq9W0Mv09EmSKL93cAGEOXc4bj2cq4X7VYfpAGSouZGyT/cq8LWCtzoKyn8w6Xg9z24qPBI32wHUGSKEsE4SLXocFV//HQ0DtxWf+rGvNMdL0/ec7HpVwd6OcuU+5BnIDOzQnnAT3RckVxGZPnxIs1cQE9P92yVFdE+0STofAprOva8bISDaOe13k9nwa/oa6Ue4v7zFAR3tfTfyj0B2W2ihbET6oZAMnbJbhnbRuklUDfAC/oDcwj2pTgc961Zrnl85jojOqLeiTdG0hCNVSSd7Jd1Xk22VvD57uWJJirOTMlMsqIOaTGUk1Tsg6VRSQrvW3vvuWuscinas2/V3at/PfvazVesDQKclGHC3YPqBD3xArzsRvCt0000jisexIEpnP8jWsh/23DBYh31s27ZgBG8NGV+GFzF1jwCk7RG6GxHg27HVpuhhxdNaAlmPG8ueHNLsd7nfn8qvf/RNrVcjl4oRuZTLqLmFtRYeJj0qdSmTCo5EGoAOE55t4BwcvO02dQp27dwlfdSu582CzXaVeRwSrQUD1vwNBogztIV6No6AFbqh75lIFba3An1d5OCtB3Qm+e69p2r6nsiL1jPAUDlPLLiRqGYLTA1/QeWOz6vIDYQ3mOCRmAI+zsCRWw8ooOzbt9ekqKsVdRZUGU8HvpT1Z1XWozcd2VSd677Q6872AVTLQp+bmZKxiRnJpFL6oCbSfVKYZ1pdT/NwFOR24TI4E7YA6ezAdinOTeoiwzdQW0deluWanuiFVkomrTVrzkP6I8VuWwObVOoA3PDCfHosGo1rixytcqmQ6UMHTEvz0wr2ECcnqyLR8UlJJ2KmjptM6bWq5qZUktWqqmn93o9q9ZrkZ7Qu3ySaAzHNtpkx/wWte+aOa0+8ISmG4wmpF5058BDydFa9mf1upr/ljknXu6Zz3f0aPhG9grMeuw+mVk0wFtNXHy19payOwKV7YnJ0WK9FkhG42ptekHiM5YGpgik/ek6Y7QL+OGQ8JWX600smEmcfaNdzAB0npVFvR+mQ7fh9+0q80xnxpiVUwVrHuZY1BQ/hrXHimpranWXLabcjkxAG7KP9KmwT4t7RMkPRSNNWzfH3ZQelvwen0pO8F5fi3JTMjh2R2yKDkk/c0DQNbq3ts5YPcSIBHuLWcsb+fexjH9PXeptV81OukO9gk65vHbN7e2PRW2G3Jz/5yRrJc98xjhjtADIsaAYwVnfTAXynI2MXMwCM+hGqcaT97cQi104+81w5cssNcvS2G3XBgSxXrZYlne2TUjGvYMwiT6o+Nzer0XsYEZpIVJnqSIwOT0xJMh6XU047Q1O4lXJZFcpsXZ7oX3vB09RVx9WRiPRmnWMwnQPa2w4wUaeLm9Ts2MiIlhSIrqmrsk9hWst88E/ZlDtp3pCnYKtDclC50xa2XEOABmDn3MGuh5B38KbrFdR3bh/UFCY1fJjkJrXfI8UCCmWeIeGpPj0ZAeM06KhZxHZ8oGdfK5WSzMzOKIt5+7btsn33Pq07m2Ey/C1tWhABDQJyLDoMJIZmvGH5a1ucAnqqIRkLgDGP3DhKBtzR4scBUsCP+bXxRpmA2e4+yvpAZoh/M0re4/fU8pU174ONzoBP9er+ql49c797e82AnlhSHb75qVGZmJiUWrUqqb5BSUd9+dtMSnve3dGsep8qYc/IqyKoY5j7zfctzgQRfs0S7QDF1pS+X37RMbaMvCXqDxMli7bRhZMZCUE2s5wGpunp3PnG3SVeYXphZCwpYkdd0AyeIXoNafSe6hvStDlOdCGfl/lKSGYOH1aVQ52I17dd0tG6CtPUPeYeoOHvbw91PuYW+AQ1re3bbARvaDbL8F0Ya7swzc3nVvjOgP5d05hYd4QsKX/rJDFFz+3L98N49imakhpdA5wbpGlty56msvJOLb9ilO2qZcmEI5KNZEX6szK0/09lXAabpsFZsOffTtTk2hG62aqz4F2DYPelL31JswkqtFWr6Tnl/JA5oAd8NZHqVlSye81rXqMOqJVMtwYRkhLKpgR4zBW6WcxYfEktLmd4g7SBcOOQkl9O1pYofv47k6oYl5+b0rQ4ADk0OOjX2lOqopZMG6Y8oEqKvlLz5OCtN8v2HbuktyejbV6k91QONpWRimeIc5raL8wreCu46DCUpFRz8wr2OA9sD0EbvpvaNaWC4ZERBVuU3voGhhTQFRDRS6fVTWvueY2QvZlZKefzktyzRyN3bTeCYU7/s26vqvV9OgRYMEaGb5btO3dLb9b0ppNBwAFR0FbCHsNi4o20FQ+eO61MU//ZPv18PJ3V8zYzm5OZqQnZs3uPAgH7QfreDJwxi6lXrWnURxRoa/ehEKxukzmJJfzJcDgNVqCGKBCFvXJJktl+KaEvMDaq4BiBhyBRkx5Hk540PP3mKikL6JZMpOiPvWV72pseiyvYL4yOpR9+ToVtyGK4+Tqci0S4Jum9J6t2faVSlmKxoGRKnLmJsVEpVuqqqBdTfkW4pbfbk2qRXvte8ZxecP/ENv4TZwGQ13Y0HAecF6Lulmid+rLlBsDiD6PE5mxSf3YIaCqda9vCNF3PfpTNVDrS70TM2h5nHSSTOeE5g6Co0X2Z6L6ktevp0cMy7tfuE9l+ySaMGplJ8SzIjJred/9csliTSXDFbdzato6CdRTxXM13yg9kI+xi77L3UZvzx9vqtDnuFRXlMYI79N7r95Dit+eEc8zcd3TyE0yzy4mQvUMAh3tVe/KyEt91R9kTjigJzE6DI6oiYGBQClG1BXxS3e2Q5zoRutkqAG8B+7LLLlOte+4ZwIu1mra9H/zgB1oSsHr0nThDW8l+8IMfaOmkdRYK3IRbb721o21uCIBfyTQK9SeuLWZ43IA7ZA60lVe6SYjaEcD56bf/QzK9AzJfGF4gi2mtWyt5CrosFqTQJ6emZHpqUk4+5TSJEdn4oE/PM58BMJmKRqoeFr4OmdH0d1ozAkSzysSnlYeUfyqt9U++o1jMy6HbbtUH4LT9Z2i9WdveaG0r5hriNRDqtB8dNjXgyfCOnN8rXyqYdjhU7lRnO6Sp+3yxLKPDI5rN6O0lo8B3lvX7a+Vyo5WOlxLExPM17E19UkmCjdGxaObTXjcvw0ePSrVWk/1n3rHBttbafMHU5u0gGx3nqlH6vFFy0/NS1lJFKAbhDgcjZHrh9fuiSp6DkKd8h9lpGZucVqLaSXt2Gv10oneASslnC5rzdZyUBOl0U3tvAA9EubBfanDMDKmZNgQ2dQxqur1aySj3wbCn1S2VzEo8NiO9PVkt/yQTEP48GT10QGqhqKQSUclkspKqNs/81ul31bL2sJPK1ylxfnTbAG/Oj86JD5vWMqCr1NwLb/vn7bGgxw9YAdwiSNa6gjr+oBnX6APn30pBa/rKolcN/aQSOXVinRWI0b58I2SUJHrv367Rc9XW7stVmZucUCcMp06dk6XEbNxRrYBupXUUrC1vhFp+FzfDa/QEoKTHOUOdDgGhiFGfo72P47BcBpwCuA46OS+0sB+a949qnz7bgcxosw1G/AYRJE88lOucgTZ2Ghwv0qQEGKwzAD7lP4CbtKkd/7pUQNEpyW4rTJKzgP2FL3xBjwfwAuh5733ve59q7kOCpuaPreo8bcEafC6XW/Q+4r7rdBZB9+iiJyBFz8MMaQO5RWrt5513Xts3yc6T9suZd76npqMBOi/MFLSEpuqVKZ9haAqp94QcOniblMoV2bfvJJ35zQKiZDwmslUAVeNtE+3HtK5d1X5znWRWXFB0I4VPPzpRu4IzjsPEqNx28KBke7Kaltc+bR0wYghumt7Uh6Wq4jCALK1zpNRtXVrHsDqfUy34UknFa8ZHR+WkU07V7fM5AFuHz+CcaG+7kffEqGNr9Mei7/fPk9q3DwL7VCyW5OAhoySmgzKqJUlk+zRDQQSvoj76d0b5jHM1OT4qc/mCycL436UdBjCqneIqOvA6xMVXgEOY6PDhQxINeXLyGecYeVGiNCR2PaL/pP6rP/sCKqqTj6NChI/jYlshddJbUdPojfsKxTk/klY99ihlkkhTubdG9Ez3gT8jXvXjs70y2JeRfSedJHt2btMa/Xy5pq2Shw8dksmJSSkWyyZFD6kQBwRVPWRSnXtdh8TYVjTON58nik8yRMa3luhPB8OQdK5XlNUeYi58PO1fN2r2cCMWHATtdXd/pqaPo4OjVDJOl4rYAJZ8lm0BhhAaAUs/ekaBsKe3T3Zv65WTTz5FuRahJFmsGY3Cjh45IlOISJVou/P33gVt7d/3Fm9543tdJUnOCeCLwxPLGOa81idqEipOa5o/VG/mISCoZDcdihvuB2l4rb3zN6T4ifbdfSoXxItlxMPB27k8uQ7HDXU31N/uc5/7aHsZ4A/7m1nvyLpSHqRc5fKFOgH4rTIq1j57RO2Wkc9/27X8hS98oQL8t7/9bf25G2qim9nud7/7qTPUKgKHM4QK4KaN4G00uhTQkzpsJdnxM32DCDSgiNQqtdiOEcWPHrpFcrmC5CbGNGrJwa5XADbs5htvvF5nlQ/09SrDmgg87UfvOiAmbOrfph0N1rJ5mAvagtcrc/M5qdYY9dqnkTjZgYKKOXgyXyjrjGwWDtLnROOqSkd//TwiOVUlz5GitAQ9KxGrJD1Sk7bnHUKbZ1Ltheq8tgSx0O/du0fSmWxDqpa6vGsAPQBt6+tE0jg6JT8lzN8Z1rwZ83rbjddJ/9B2Geo3A18wJtjFcXL8Gjoyqppur3uy9+T9Mjs5qhmJKS5hpaDpR+YBeLPTel4qLW13tFLl5mZkdGRURXL6B4a0Tq5z2x35Vx2OA+McISIAy/MkGk8riY5rpzrtZFhoEWTyG9CNw5XMGia/nTanpeSyaQVrEXNpqNsxFS+NBPARLTnYOzUei2nXRT/87Z07JT/z/9l7DzDL1qrMf52cz6nYVdX5Zi4CkkGygKIEFQUURkfQMeMYBpm/YRRzYpQHwTGBooPCoIgCkgQkSEYkXS439u1YOZycz//5vd/+Tu0uOlRXV3dX963vPud2hVP77LPP3nut9a53ve+iSGsLKxVVvgR/sdQZZ0PelXE6AhijaCJzrq8YgR34GUt0qlgq/ta6OY072OvscUnRGz38ELkOm9WYM8E5k8+715Fz2xioX600kSQRY5geY5yBII2Shr4zogn4EuprD3qWhn2eSFvVug5S5pytr9qpujOXSRWRkWUMNqPPNGz2MqBVQBVNEOfzhmtBMBfhLubMX/pU4Q5GH6rvhc1qSER8lQ4Hr1MXgx5velXiOAS26bUX1wl6VP4Q90hg00XXp0epD8/3dMk2u3h/BGAeuKNxL+I+RHUPMQq0kfsRlT2/28oc/LUA0Q/JzdnsUMBm37598rqg7UHLh693veDdIpA/7WlPU0uDKaqXv/zlQouo4Lfq7LcjAvz51sYKnpOFEThOED8Ct6XtxuP26Kd/u73tL19tCUHpZd2sCcRrga2pXJ5EsAEejFimUFIlnC2UHCSeyImkx8mM/Kwu/pEx9eXp17I0ztbrKhDrb9I5u+/eO/UhXn/TLbr51Qm0KMUhklNBlS4vkhMBGzRAymud1tA73hFVIJo5TXtRqxiha9Tt1Oysqq2J8Wnd0OXvnmU6gHE9CIDA6Xk3ghYEeWB14Oh+56iSF6ETQeBgdK3Vj9rJI1+1SUH9hcDb3e1Hgrl/5FITKSepixRrp6bEoNusDclrqu4jCausLtvcyaPWaXekpV8a32PJaF/oCYkEN8tyreHGD3M5p6DH7DzJR7Bf9J0FzROkEkmLRphIgPPgzpfBwHnGA+PyLz1xNA2IXV1c8Yrj1qs55r5fVO/sL/P5+MuzhtUwhW6jrNEr9cMleOQWjP9es6xZcJLAHKS1XtvazaJu1uj7L5Ublo7wfrNyUIPY1gMyDp+QYX17aek7MRsX6CsOrg/bwGr+fZ1cx98PGstOOY6qFPJhCN4HRVB/34+gIzEbhtTTKNmFCGzIJge+71qBLW5wsCQBS3Am8BYm91qJ9gEkTfXuW7ZSLdvsMtdUxgrZpMbQUol4YP9KMkirBf4BSUxkvZr3byhsBWsbWg++Z0/Cy4gg1wCCQYOOxTrIG0e/llxHEgi7ns+PhCNoHwymv94uZlGA0B7kweIz917vBHtMrejbe7Le+cbmrhWI3l9bz3rWsxTISQRhif/ET/yEvexlLxP6QZvHa+1fyMSCtKAulmRnO2txHBC4ec1rXqMJDs4DbHs5XvCyrsoAf6EQPfKjwDpkzpAPLnaMZWR8yh7wyCfaZz/yXsHrBIHZ2VPWandtz+SEje+ZDmRj3dgbvWvm1aUDH8DskOoIiozI0YOXEQZ9aNTSUmnrr7oePBV9eWXJjt531DLZrB2YmjK8uaS1LmKcYxynJarSVS+fipreux97E4kvV7BqrTYcaaN6BboHLaCKGB0ZsdLIiNOL1zy80wAfQmAqjhqnWcsCYbcrq0PYXzA72vLdjq2Uq7a6smSHrrvB4rF15T0x7cUDcBV4V5B4QNDjBtvruuq/5oxbBK8POjZz4JC1q6uC7LkZri3NWxPV0MSy4GQ+a9oVhZFxbUMkvMAMBmifFoSCcaO9bhGL2E9Ic16QPVVyIm3RyCAI+gT4gSYicKuLp/LWDWBq0JAec/Rq3+I0VxTJUP3x0JLGO20B2PDBjL2fVde+0HNPAcdnLTnoK/nkswB5Ef+iXhdq02esMJ0Q4TIdG1gqUwiCd+h8DubnRZBT3zxpg0gjSAQgsSVcYDtNjMaRMUWuyxQdX0HkumA0DTJa8Br8zLej3QE+Hb2QiIz/Rj1ugmXwtwRf+t8c435H5DrnJIcOUNKysb5ZfkJJaK0btVZ50eZWFhWQSeoYqeTmHkul1qF2gnYYQg9f25DrOD6gfVT+vBIVueD6rkbz5KsQSazfE/Q3VRtAXEzmLErygpZ/2GQmVTIbPWzbucJe7+i908OHvwBRioqMZNeT9TS1seEedq1A9P59YXkLd4WAT0EGIxzNea5J+vDMw4eff38dk2PR9vnFX/xF2651xQP8ZhYnAsHg9ttvVybICQGsvV3r8AMeard97lPWGwzs1MlTTB/b9J5JK46OqZp2Ri6VoTStRunEls8JiqdqJeB4MRungOeIepDfqEBZS/NztrC4ZIVc1qZn9im4OhOavGa7SQa4qTUqLiDKnAa9e4l2kQ0TJCEANzTPTcXNbD6QOr2/crli+w8eslQCijojdAjJlCzCOF2trH30WvFU/QR4NqgRuaobKWP5Pjrfz87PW7fTldiOQ0r6Q9IdCEWCiiwYZSNpUPCVXayD9YHCUzkHw7NICpg7hqxnVhsSmSLJtJ08fkK8ABZiGPgTjE7OGDYkyAD7fXOQ8unBiPfErDpVb1g6NhZLqFIWLM+IGRV+mln6igRhHInNzWZDThT7ASXB+pqlsiNODnYId7uxrkE6rs8rzvhaIDXrl1pN/a4mAEAOBLUHqnSgETzYf6BbUJvK0rwt9GgF1KyQ6CswQKiR211YMCcStV4dMaOo4GyQEAXcgMGvYxJKNBSYvRgMgRr+KPtDcOMYkS4FZE0lX2LyrycY9OMHoWCrdshpTnFO016fh2xiQ8E/BKWTCJeSMbP0Hsc7GSSsuTav8cr5hQVLpRctl06qjZEqTq7PvjPrHgR0JRd8DlTq6s8nhh7uLli7/VaiOgjGB9mvwCtevycR8tmMxHbYv4j1Z75+W5XrNi6SXVBAoGkWfAVP1uNexvJEPR6gkiSB23l/u1LLn1v/9E//ZE9+8pOV0HE8vu/7vk8PFsdhq45719q6/vrrdZywjA2T6ri3P/rRj7Z77kFG/Coj2V2IbjJvFAnF7T75gdgOPPDRqqzRnie4l8YmFNggcjG/jUIbI2oI0hDceV4jCOgi1eEExg1MIjNJVe8esqdfTnUNMkBlOjE+oRlyYHIgZ6pdN6pXsUYwe8/yCQOLRIHtaVEZSqinLnW6e+++05otSID7LRmPCo4fqp8NMO4IpGRx1hJHwN2IZUlbGLVGeXX4PX1uFu0DthtL5mSeA6w4JN0FQZBitt0AzUjqIlVi0GlaqjCi8Ty/SC6A9FGggwSn7QPppx35sNcf2NG771R1f8PNDxQ6I73q0pgtz52wY7MLmkvmxuh9sb3AjV9ynkMcBiIhbGsRsNPqx6tl0KoraHpLVipxzdr3WmLti6wX3OhJzhBoaddWXA818Ax3RLtAe91D9moRZE6fcw8CIcddbQRg7JAEML12RGRGRkZtZu9eO7R/r41mE9aJJG12YVnn4eypk1atVIbIleB6fWx96zfLSkjUc4dIZhFHnguR6ZS4fA25DklkWPegFozKtRS48YA3HsDjwPoioJyOf4aZ+oL/Q8HeTTScjjysfzDOq0DHTNV93EZHx2zv3n128MZbrVTIKnmfOzVrR+68Xe+/3OxZF5Y9x10COgOLNFY1HgdiEAnb/Abno45MPOs4B6miWPPRIbkuMrSIdRCNs4XVKN2e7VWuCy9P8gwHL27cwK3AsZCq0Osg6aPCxXGN7z/wgQ8oweWed7Hrt3/7t8VRAvKl5fUd3/EdIgOGF20EYGAQBZAD5tIxm9muxbYZMxx6MPT7w7FnfOi95sAFrcE2PXbQOnLkiHrtnBdhq17uAVsdk7viAf58sAxVHJA8CybmdpNPZEazsGC9gdmTn/3dVirkBMM3UI9jPhpXyyxa7cFNHlhTB90xxJl3h2lPMKay1w2fC3qAPzwz9dzA2raytqoAnEknLVsalZQrwZkTHtid4A4TndWs1wNTG9e/R7SFJdQgXxL7XBV3MjO8OA5QuQdZnyP9lbSvBFJgac/GJoj7BCCdRZVvydKFgKAYQTe+LiU9qguSnPFSVq/pF7+nLQD7niQGCLbNjD5GL3KTS2hUjvn18PLqd44v4I47TP9mt2snTs1ZLpdV4sb+ofsO52G0mFflc2Bmj01M71fSMb+8Znd/9Ss2NztnK0uLbgZabmsuqMj1r9PR6Js+h9Dn7KD3/NcQ6Vy7pS+JXG7GenC8qLx7XdniQgzzrQJ/Z0DMRqI1sOyRht0guLaudremJEOucWKDn04YTWQLVsjnbM9I3g7um7HpQzdZMha1crksxURu/svzJ3TD14QD5xjkum5DvXlV4FTnIgkORx42nuinHQtY+PoaaB0PelAIgjgBlO1wftOv5pEpuSAe9L3VQw8dibDvuwvoITOZsMYFrQLm1DWil7V4Im2F8b2258D1dvCWB9vM9KSl4hGrLp6y++68zU4eudNWlhas0XUk3OCgh0bvOCHrmpggYIOZxZi0oLrXNEqwj+yT5G6xhS25zwlbWMh122QLe6blW2Jnq0753ECvrrvuOnvkIx8pVjliJwTct771raro6V+fT4nuXIsWAQEWoZn3ve99CqwYv9AG8IvXfPvb325vectb9HzON3q/F7t8ckphFr5vc5+gYEDQi5bFlkbArsEAH4lE7N3vfrfihHf8u2Yhei5oRiogHXABoM+73TAOJyAnGAGebT/sMU+wWL9td3/p04JqpU5XQ+UsabUq6nYlBeV8aVSBJBV1QS4aZ1acQNAIiGZtyxZHBMEuzs0qEF9/w42WSCasUV6T1G0aBT3639z4Q7Pmghq5MXCD4mYe/EfAB1Knj0vFz00AS8w9M/uslM8KovYqd4ztQazTPLCqXdACyHmuV47SHvP/9fLy0JQGUl2/4ea/jx251w4cut5SwdnBayLVS/B1u4gyWV/HT/32fl9EQCpX6dI3a+rLA/1DxGM5k5qqE+0JYPjy2qotl2u2Z3zE8llfBQ8CtKJondra8AbJJ184fKOCKfsrDfmVZZufn7N8adwy8YHgbcxDBgS/dVG74aJa7VRXh17v/mfSq8d5rllVkFfQQ+c+7qpZfUaRqHUtZh1cB5nyQiMh0QlgSGIOJLjC6faqgRmNdoPjRYIBikAVHpoaCbu28TOSwJTlbHzPlHXbbWu02tZYW7DZ1RWdlyRk0b5zYdQ1EU1YH/heyHZSQWsj/O6NaPSeNxjX4Ax3mllMLCDXYcDiR/PUvqBtiblOwwXpSMx6CZCDthux07haXMIy7uRl4qPnIPtBcE53ZUbgfh8i0IEipFNJPUb37BW/AbRGnIUTR8Q1oHefKk1aPo4aYlojbhF6DyQmsOaV7DhynYPtPbmu71zi4AzItjawhZ15qF3KNURfNsmih6T34he/2P7xH/9RfevHPOYxmh33UP5WFgEjvP7qr/5KlTyjxWidE2RJINCJf+pTn6rn0B9HSc3bu251oXXP+cn7x2gG5AKEADSBf7/whS+IR0WSs7tsaBFMcodBEHD9n/3Zn12UAc+OCfDhMTlgUT8eQGbLmybAc8FcsGbxWRY3DsRxOPke9rCH6YRnPejRT7bVxVmNdtFfzxVGrFZdk30rlTHkOQXodMbqDUd4o/r2LnRUg9x452dP2tLKiiVx66Kn20CwxpwNbL0m0wuJ4ZAooP1erw6d6hiRo5/N1+prE7QC+J8bY61Wl4Qqf8/4nirYbkeBOD8ybrW1Jd2ME/Qag34kTHlG0gi8cAoQ35FAjoLtQPP8S8vLOgYHD99oaaI7IiyquAfWEas7oQod9ICfg04MEIWBYMd4X3HUWhWXNIgr4Kt25HzluU67wEnoLi7MWaVS1UXPGB/Qs9e2dygAyAXytaFABGNfErEdHX/5vw/cSGKz07OV4ycCa9SMlABxFUth8BNU3lKy67UDrfusRt/0s5DkLFyBZH5U8++ChlUdw66v2skTx7WvhdFJp5MfGtnjeQy9kYAwTicLWEhxzXXWenCir/f+aQXIuCXca4+5iprPFIJfH8W8EYnskJSAYtSDHIKZe5AOjGKQkoUjoVE82PQQ3oDfpZ3vpH09iU7fn371nZ1cx3sQ2z9Ergv2d2BIwnYs2m26BIGgH7aJZfRtmBRGThuVQ+gmEgjdKPBvOAYyBsrnLTc2JXi91WpbtdmztbWyLUBsJY8ojFo+GZHwkBj+g2Dckjn+VlmjdBZNBv16R87zynqD/LRZca9dysX9yus2XOi9ifcOjO8Z5tu1COgs0AEW9z2qeqByvx7wgAfIeY7Z/osJ8FShqAHScgCN4rVhhvP+KFBIyGkhbGVM7lqUqo2E0GyOC6JtP/RDP2QvfOELr+4Av24m4hikjMAB4XiPeA91bVeABzL6/Oc/r+DCyQz06XvIVNMPf/K32gfe+gbLlUatjTRsEAijCt7ML0dkmsJ8rxj1vi9PoGYOvd11/faZvRoLQsgGmFsucRJ4gdDVUU/dSdYC7zNjXw7IewVV5HLiTKT0HK9tf+zIPRqFO3jdDXbsyN0uQaB6ljFM0mrlFc3LE3DZZz9Wx6LyxQu9UVkJeVVDYGxrLhWZVMhuyKti2SmGPgFK7PCuoOQeinmqTEgKWqrcnWBO1prlFUeoawQEKEb01BJgJM/9DNRicXlFvIZDN9wkBjXvFeTDogMnPxuL63ndQUvtCSp+RuGcW9zAkmLmu5s5CVYiagZTIb53r1VWFqzVNZs7dVz7mUmnrTg+pd5vRP1wt2f05Blvg4EfXpqjr63ouCvIdlrW7kdt9ti9mm2W3gLudflR6/Y7SnScehqqeO49YmWrv5dn+fr2Cbiaa1dLgYRnYFFaGVTMQeUv8ZuQ0xz9+n5AKINbkM6OWLJRtsoSM8X7FfgatVUr111SwHRGLt+yTCphUVTuGKWUMBB67YzOwctwqoUEfFXXYXLdxlG8RGj2PDQ373YuadHu4lCCFk6AtUMIRhglUNBdf19is/vlGfluIwr2uh3ApcCzPpm3VKRhyWLWxls4KBas1urJIGh+tSE0hMQ5LhVKxAFiQ8e5AQQ/v8dsC+OZeNoGMw+zS722Kr16qcbk2J+f/umfllCPTxzo9ZIYbtQRoV0W7gNvZb3yla/Uv3BqfuEXfsG2dV2DSnaDDZDj937v99oNN9xgz33uc6/eAB/OWiB20G+nB3HzzTcPM1+vVLYVT/iNBxAiA2gAEJTX/PUXob8g88VRe/gTn2GfeO8/Crp27HMH1+LN7lj07l/1u5M5BWzgewRmmHu+nuAlshYiLIFQTeAn7z3gnR+9Y90T3CHcqccv6NvJ0Oq1Y3Gn6nbXHQrIKOoBBTuVOTdmR+IDZK/3IZKUu4E7T3g84pHHzQsFoIIWAYzgFkvY8WPHLZnCPOc6u+OOO4cFJ6iDd6nTWBq63ezfoKHjJCnWfl9BWIFSOjJA88VhkOc1IdbJB75Z102Dz/O6G24Z9s1ZJAtsJ5nKDitukeMCNj/H31fasqrNFkUY43V8dYnvfGF8ygqdlo0Vs2qVaAxvcdYWLG6JQcty8kHPWkqKhFHrd7rqkyNLq/NRbQ0Cu9M2qDR6tjR/1PZMTFi+4LgLtFw6QRIQlxe6U8jrNVyw1zhet2udzorG6aSTPiA5TVo/pL4WIzFruIoKe1cdjw0ys+v69vTL24Km+XwRdIHFnyzErYg4zmDcmq2WNToRW11etAUSyFTK0qUJyycGlkgkJQYjeVuN/jlZWoJ+pJ9y5Dtg+GBKYbjCVq9S3gsFbdjzwanmPsQN5LrTYPLTzWNOg9BBSyTQE/T5OUZsC3i/STIa2BcHSRDXQGFkxIoZ2jEDa1nS6tWqlatV6/TNTt71ZbHyOQ8zA5I6mu6B2x2vzXucvNku9doqO/xSjcnRi0cc7KMf/ahd6kVbgXsShRrBnUpeKBf3jdBoNM/ZUuv1Ggzw/TMo+UEqpxhlguyqDPAsboj02iGMITcL03wzanYXssLKd4wchPs+/gQLX5D7b7jVrv+6++y+O74oxns6DfGuZvniuKp4hG4YZ/MBGjnae++6QwS9Awf2OwOSgWPQIyJD1eTaEFGnS8/fV8sKmplcSb1KKtmWhGIGQU+7o958PxLRscFdbt+Bg6667dD/hU2Pgpir8OVr36gFDP71nruSCr4PEgBtu+dm0Am4kzP7FMBIMuSxnnFBaZ2wh+taW5A710Q2P2qdoIcNETFBRR1Uwg6aB82AzNZTYqFqv+1GEKmo90xNi4XNMesSQLzBTYCKhF3hSHYUWDb0thnBS+dHZQbjlxP4jQiFoPKmMuExPrVXsHy7F7Fqedlm52ZVzeVS85bNZS2byVq6MKrXYJTOVbMDtYjK9bbtO3idpWPrsrfeyEZe7Exx0bdvVYYJqZjTKODBspewDLBx1tqNNQctBje4YX+e964eft7T8zmwbjQsJEwjfoaOV99iEOyA+mMFixC0u02DipkrZm1QTA2d4RqNmp1cWHW+78yfFzqWTrq+KPsvyVt/YwGOx4mNihrmPw8CM4GR/WFEL/whQHBzHe/TbVvPQK5T3ztQrlMgh5Qo/4PIOjzPOccInDfK8VrxOmlDOvf6m5oNggo/1e9aupCyZKRjK9GYjeQTzvVxcdVi7aolCmO6Tgsx2l0JGxx47OnmNpdobcVoJgzRb+d66UtfKknYD3/4w6eZmXCvpe3DfTFcxVNsnek+vJmFYxzwMpMwBHhQWO63fkzU9+EZCQRFZd9219kXaMpWJ8d2RICnNwPRjWzlbCf2Zi1jz7Q87M/N/kzKd/4i3Lj9r3/c08VehlEPdE5QBgKnqgf+BsKWUUs0bvfec48VS8yyjqi3LWMWRHHabQVcjcNZROQ7gisVOsQzWcuCTgQB282klwODmYLNz57Qsdm7/5BlkjGhBPTQSTK6nSMKilr0+akkgzl3WcvmS0oSeF+dZnPoNAc8ThthjuA+OSmrV83tK+hg81qxQnFEjHk3E0/vfJ0wRAAn6MOW5z00awgAYYyzLqtKUoRwkOMM1HTRT+DCl8u449dw6n6Mz3UbNQUK5vlBDYD71XtXeUg17dTxIOj5gE5i066tSkVPQVmVZFRfy6UuEL0hWSIeqDcfM8vP7HM6+/2B4Hx/7iWTp6w0MW3ZGNVu3BYWFq3RbNj+/QctEempwlR4iwyGPu7uuPO/QSCNSzXvjFoIRigR6rcSEqK947zke8D08ZR1SMCiIaGnftfJ2KqizwcBdm39GsBbPqQsh1CPAl1QjBDolXhAQhsM1JookQiMYYXctFpnYCuLc9ZBAjmdtkxpwnKq7t2Ym+B4EdGCuX8CqCcAktSIqMcxiDmp2F7b+tGUU/UTLO508rXfVOFA4syeh5TrnHmMG11zH2RoKobqOkgSQNrXrWX5PvAIoNfOyCD7Qu8/HnGStRGMeaMW7zctlxuxXK5gY8m8EjtaUvXVBVsLHBMb4wUbW15W0LmU89dbreCB6LdrWohz7yd/8idF3Pu3f/s3EZY39sn5/N///vdrPI7FGB0EZ+7HW1ncw3/rt35LvX0SB64x/uXBfeDuu+8WgZIZeJINArxrF0bvdz34hz/84Tr2aCXABTvXVNl//Md/XJ0BHsIHJ9O5+utbDfCcULA1N8L+4eWJMBu3z035Md/0XPvoO96kYAmZK5FKqe+tEap+z+YW5mx1rWKjIyUFd34mqddU2pqNuqRLnXGLq4K8MxxVN9WERHxarUBEpxIEZgf9H6Xf3urYzPSMpZNxJQxA5UIFkm60hNn8XJH+fkVBOJ5mJj0Q+ggEywn4LE/mW1xYkBLe4RtuFiqAYQj7wdiSPMj79NedzSpa6xrJi8cdFB/c/Nn/bGjeXU53WcRtXECip86MfKVal73qnklkZzMan0PZzi8CfTLjXNQI7vpZsx4E+boCue/f9zpozWech3sA73eYp4cw13XGOX6UzRHpcpp3R8feL4R3QChi/Z6NjiFDDKGuZ83ewGqrS7bcxojFjaFN7j1gMd0FXC9ehSq99zDrHZgfeB+EhmkHKeBBkPM8hKDi7zbcaFuvIx962OYDrGuB8+lty8UuCKD6+7omG1VN832zqur6tPM2dCrzV+ABzo/ezc0jZesMVhqCrHOI15Tc3DnVPVMea7WyS37o3eeaYrHrGpF4Dcp0gUfAUMcddnxXQjdi1nebFkHsqLk2DNoi1wWtCJfshNTpOMf8+5BlbO3Md1z17KtKEhTQdViiToEuMNsJ3uj6OByk0lhTJjX04qPtsqViZsk9+22kTe9+3Mrp/Va2hOayOQ7cWL2E7HZrom8lwPM321nBA8vDkEdshqrZ99VJbkRGLZXsB3/wB6UuxzFAWY+EgPvxVgl2HEde90LWBSMd14iS3bd/+7cPxwTRKNjutSMC/GY+YC6UC4HoCW5kirjNQSg5n5Yv2z9TD6RQGrOHfMNT7dMffKdl8s5hTpVnKqMA3BtEbGpywkYn9gzlaumtO7lWN4JGDxmyWaE0OiTVSQwHkxjY+fTgNePu4H6MVhaXljQPv0+z8xnnJy9o3qnQoWYHGU28AGD0AJ6H9Adhj+foteNOi12QfLVsy6sVkQoPHDhgWarfQEdf+0sVjzhOwKoX/B/IzLpef9QifWd2AzselEISrwQ/zbq7+XsuG/4OMmOj2bZ9+w9aMuFU9NDC52874Wq/1Ri67/kMVvP2BPeQIYx68oz85Ysad/MLwhz68cMxvvDP07nT1OicRWtfxD162FTjVNqlXFbMbARGIomYpfNjqnYXWk1LZ9K6acHNiFboqzuHNrZJVd0P+AayGG4wCpiS9Sv69LwfKm0f8PX++m2L9poWzZYEk2uOPuqMZ6RZgJZiMmd9NNp7LujHSBw0l9+h32R9Ah/mMMMTGDZ+2Ee+b4Mmx8hB6LJLBaFJ5iwRaUrWt0QFPDFizUbTal2zpcWFITExzThaoi+BJ6U4wcic1mnBP1Ca88Fd+u9hF7lciEB3ek8/bBmrah/0hW0x6idPd8iHcDvSQ1tYIQdBrx/CoAh5fJPIWb+6YjFQAo67Fx8KLHmleJdMWfHWb7RiYVrnAcgSVSQIDiYxoBpeMx64+mKr+wutSlkEd9Z2Bfj/83/+j/59ylOectrPGYVjJI/1h3/4h9pPKnjuDdi3/vEf//FFva4nLfueOz15XPf4OccW90/QhIuVGr+c68SJE/Y//+f/tHe96136nHgPHEcmvba6fuVXfuWMX19zAX4jg/BiKngyc6p2oC6yUDLX861zbX/f9Q+wxdnjds9tn3OOZamM3XffEcmgjo8UrUjglkZ80ZHwgv46EHs9GCnjxieYP3hOPFCUg/TmfeQRy+H+Tr+dROHAoRuEakRiEcH2HCH5uIMgiAkd3GAtInY+42Uw6NlmKhOoxHUZw8tatV5T8IJMd/1ND7CYkg8q84QSBScQg9wrRLC+AmOjsupG9YLKWtr6GYJb1wXTgFcQnuOHXAbcP3tqVsdz78y03otIgTyv29YIXLgyB+1Q3z7Ejtc5QQBN+FE5d35AWmxX11The1U8nTuykiUoJEVG03YJ+g0Iggkx0IG/SQSAyHWeiKxXUL+4UVnW5ANmMJOTE4L4IzZtreqy1Wt1q9VrtlKuW8K6CvZAwLnA5S58i4pl0KivqLrVKBws+zD5LFCZQ40ORr3iY27EIlgDS3nQKenJ1W2Iwjj4Xm5vUl7KObnV0JJxTAg10Oz68PuBkAzsZdd3AtlaJzMMSTRLDldI63ypNVuau1+VJHLC0sUxN46WTgdjg8khR0MaSj3eXxCQ5LsevA77fpoITv50RTnO4SDxEKzf6gn2Z9beBXGHZvjRNvdnQdDVVEDebUMQfcSiXTeyKSJdAO8zKy8ohHMoP2VWmD6rIxyiWgR8CE3cQwhEPuBT7V5oMNpKBe8D/HZC9OdbfK6vfe1r9diuFX7fBEQY9fT1OSYca2RZYfR/67d+69Ze4DKT7FZWVjR9gG0r74fWJkkhCNClWMSujQUn6MpVGeA3c+EQ6DYT4Dkw9Cq4CdNvP59z02YTCKxll+dP2sLsSbvrzi/Z2MQeGynkNUrnK3pU7RKMtTEvj5StxtJKCj5U4DCzMaeB0UxFTwIgBn0VHfqMVcqrtrDEfPqIHb9n2T7/qSUb9Bo2sadoD37EzZZKIKZT18y9s6vtWAKN9XZD5LREOm2tKj1aZuaB8dPiCqAGtrRaUaIzCVlDffXukCQn0p20uiHDNS2R2z+E7RkThEnfDkbtqPhFGmw33WRDh+8ZrXN95kajKm9wEIWp0aIqA7YJIa4TwPeeCZ9UtT8YiuFACvRBXq8Z/Jx5+x4jT4GoDJA2+gCuf++SBYnVBI5wYpozJRAYxfA1hD9kd08j60m1tGIdi9ns7JyNFIuSjxX5rd1UIpVM58Uv4DLutxrqy0t8ZX7W+ksrlgP6xjQmnXSKeCEd/J6Xx6WIk2wpdqhsOwxLO0IapEOY9CRPcRAHlNbicCYGjmwXvD/p2IMS9Gtm0SlB+Jx//bAzHdDjabr0Htr2J/vpLnFI7QLjS40wmbWRUlqsfxI9rG9r9abNLa3aoLdk6XTK8rmqZVMptZj6Maxf+wF07+B7B5tDpgN67JmlksEbjbo+PQlYLD0M9toP2hheYTAYZ9vIuJdz3cA5wuk4E9CHyIwnsbqkYMDrCHmy9dfZ+4hz3l/ER5mc1Hb4jAn2oFBM3QCj+mDPTX0zgXsrAZ77Fxyhzd63durynwVaI7/6q78q+B+kgGPHcUVv/cd+7Mfsb/7mbyTNei678Evdgy+X1xNjFp/1RnW93/3d3xXqScXu10Y+w8Uu0Gb4CHAl0Anwyx+brbSod0SA38zaTAXvneYOHz4s+ORCTpizQfR+ETj23/po+9yn/8j27j+o+XYCKgGamwuVL5VwPJlQn969dkz9XXrX9NkLI7DPMYfBt9u5m2WLY4K4l5YWRHor5kfsti8uWgWRnBRVVsZOHl+2tdXP2VO++WEWi3aHs/JO575qI2N7rFZZsW6lrYqbBIOFfSy2t0Cv3Lim9x1yTPmuk8L1pDtnJ5uX+A3kuWP33GmlsUlLxQaqaEEP+DmQNzdNfR94yLPc6F/eapWynTx+VONkE+Nj4gmgGZ9kPK+6ouq/p6rbXVlKJpgVD13cBHn16UPJACI5srONOsEZFn+DDz0VOP13v0ASCIrwATr1dRjfKQYybklLwSUnLGRQ54/fZZNT0zYyNi5mOkmTH9VT+0Ek8RGNkXkmMD9khK9ardjaGokZDoJJVbokl1RFbgNt67VaOtaMqKFiFzaRkegM35O4aMZ7YIlc2pm94HQXiwZyty4B4xyttnoaz5NZEahLxokdUdG6oTr63uvVuloKoeqdgB6etXf+BK4q5j3CFTCEmKjL00mN2VlpSlVtrRux2tqiLS8syACoG4lbV4HczdCvJxZYwYZ67PTeg0rb7UToWk4WhiYzwO6RTkj0BuXAZMaNuUmhrqyJAVoOw8CNgE27LjShF887r3kSgGhS7RCtzJgZ0rSbWJwb/nNG8IX7jq/umfaBOEvv2gd8Pu8z3Wu2EuCvFSc5P3KMtjrH4Z//+Z9P41ghl/uiF73I3vCGNyjAb1UzYDvWgQMHTvseqPwVr3jFaT9j/2ldPP/5z5ecLxLaP/7jPy4hmu1azL1zX3v9618v1vx2tC92RIDfrGXs2Xrw4TG7rTrNnYlk5xcnH6QcEohnv+iH7c7PfURQNDd44FSx5oHaIcd5pbjqmqrYJprPVJz0wCtrYpDX1G93inXc8LhxVMprdv2NN9tdXz5q5ZUVKwL99AlcPUsli1ZZq9g9d56wWx90QH142PRA0OolIm6TSinQAvWrVVAr28kTJ6zd7cnYA45ArbwqkxzQA7YB6U7ENioWPOjzozZO4MymNGa01uvb3Nx8MF5Vs7GxiaHMLBU+jH885QkpMGVxBxsZHbURRhAHboZdwbLlbESB+pOI3jSc2AsB2/ftW77XHwRVoHRG4YY/62J7GhkmJcNzJxCAIdD555JstWqrrrIPArVjrzv7VS9Vu7K8YpVqVeNAkNCA/Bn585X/8NzDtKa24oRx8Cfod0TUQ7+dioQHiVx7EFGSw3nCnmRHYKlXFQAIlvTk5bZHT55EBU0W0JBQ8EWH3/XO3fsaKskF8/BLy0uyMoZT4o07DHdAAlrHadXLPAcZVyUBTYsFHInhEdvoqx5SkYsSpMOytTDrgyAJ8jSWTZhlZ4T4oKi3MnfcKpW2VcplSxbHrZBArTGj93laL15VfXCNQ5oDQvfjkMjN+kXvHMSFNgD3BeRn0aL32/Ar7CcQTdogxUz8qkWxM/YoCsev1dZ4Xn/fI0+3n72Axb3H+72L8xIwwHng8KVRzICox7ngA9lWgtalGJG7kov7AsjhRgI15zOQM4jFZlsJlwqiP3bs2Gnw95m08fmc4TNARmSuH534//7f/7s+++///u+37VjMu6MseMstt9h2rR0R4DfzAZ8Noieb5sAAadBv3+rFcTaEANIJMBO/A/KnF0cF8aVPfUh68uw2lW+2yFy8D+7lIYwO4W3QP2pJGYEw645SmzOYoSrFsY1q+sDBA+qzVusEPpVzFuHGpZurE7NZWapozIdtNbE71Qyz06qncvW9cEh6C4vLSgIOHjpsWbgAFRc0JJEbkO4g5aUZ1auuqYXQqK5aplC0OG0AqhKg6sGUVdbWrNls2513fEUSselUImAcU7WmbXVtzRbnTiqxGpuYVmDWZxogInL4Cu7HVN3M5Du+lVfYKw8tZZ3NbEXVvWPlu21xjDrNmox9vAkM2vyehJfMOElazWUHxCa1AbL8HBEhLGIDxKFeVsui0erZ3ukpVd5uR4NzQf361jCRIBGBRQGCwbZRl/PCOH6l8iVLYAk7NmLRvfutXl6yVsuNCS3Mzyuxyo9OWrbd1k1BSnfRuORoI2cTtkHbH0Kb3mDOZo8ftW4/Zvtmxoc3TIiCzMp7hTp5wnfqw/Fx5yLXdo5xtAd4nNarz5yuMBe6aw7kwhYK9qFZd4nNFPNWWZ6zUrEoXgrnO1MTi0uLFsuMWCHpECASyfXeuwvIFgnc6Hh9+P+Y2sCjIDj3Ou5fKnt/X0iFqnymA6RSF3BrWiSCLqDGRQbkHCER7LoePyffnlttOxafj/d7p/LjvsBnTLAHyuc+RO+eYM/Xul9coRG5K7l8ss0Y2Bvf+Eb7tV/7NfvRH/1RZ4Uci9l73/tejS6juR9+/qbXNkD0Fvw9wf18/W3OLch0jP+xGGlDV4VWw3YFeFz/SDauyQC/WU/48KJ3wknCh3O+MbutBHiyT7ZPVg4T32fjNz3k0erHzx+/19qtlmB2bib0spmZJ+g1aq4HXq+tKZBz85uYmlFg54a3trpkR+67zwqFko2NloZStbFIx/pG/w2CFVFRDVzrW9IySNsGCnrsK7Pz3FgHA4cmiEy3umKnZk+J2HbDzbeqQq+WV0TuY7RN1rYYy/S62j7iPZoprzuhFublGXFDWY4ATUBlfr3drFl/bEQKfPVaVW5uBFNQBKpHjfKJd7CmJEdQO4p9EAphlUe5SBwCQ2+XALERms9sgOadcY6DtcNEPyr0iCcHenW7RkWtAHIjJ2nrFgkCvf5uEMS4UCH7dPsDjU5iouPEbYgJcTdSB8ktmgisc9GcZ3sB8Y9pg0hUlTevrZ6+7AWDczOA2nOlcSvSNyvlhTzhH8Dnu1J1Y2li5Y/usWwqbpFkUhW9EguNygU7TzAmWHc7NnvsqI7VgetusjiwPgEOURoR1DwCFpVfwKDvjq1LmrHwZaQt8GdHNIj3IHQAhrxj1msGH8JcSHdeyUEYyg+XTILfq8PPMJUfsVQipuBGm6HeaAjVwgyoE81YIY0lcknJZpzCHRIggRwbIT/7nsoNe+qq1n2bIVDCY18leBPM2csRjsDvZQRiaYsOWuq/D6IJi2p0z6x/6PGXTNiGz9JD9T3TPb0AANXzSURBVL4C937vPDzy6P3ez3ePAqK/FgK8nx6AlPY93/M99n//7/8VXI/RDYkPOvfo3wPTs3a6H/zMzIw98IEPPO1nqKH+wz/8w7a9xl/8xV8oCYKtT7zZyMMAnb6mIfow8QBLQwxpYGPyuNh+xUaInoN82223qZdPTz+8fb5+5FOeZR/4xzeIhV4rL4swJ8W7HLPX9HoZN3MuZFTLVNeOfJexxflZW61UBWVPTE7p99KJzxdt7/5RO3FszWoN+oAJ8aWA1mG9H7re9WUcMuDGpgjaY5PTqoKXFxdsZbUsAuDoqJvJ1/4GbH0SDdjvjNJJQrbrRHhkRBM40BEANd4TcAQIMvTyvVZAJpWyYrFkrZGaCIEEVhKCk7PzmtVHGa7T7tjIxJQ1A817Cf3g3d6huoaY17IOGvo5+vgOmidodtoQ504fjWN/MZgJL4h+JCWeLX96rz4rAxefTGhhgRpLWq/fthMnj+tcOnzDTQqmJA7A8r26g8+9yxzBs91oW6Y45iR6h3rmUQVwBUlV84XAQKa6wY61Z13EbuLI78bUw1dAnBgTxEsLZOHUUUH+VHkkeIWxgsWj7SH8zAheu7pss0w/JJM2tf+wRek1u/TPKdgFiYk05xkv68Ak5/wLpGRJBITEDBQc4RhoMWcPJ6CzPr/OaJ/c2RjBC6Y8NNMeDNuR7AgJUB/ATSv0Ymkb8DM//85+R+NWSHesMDKhYy9hpVrFqsvzNrewZLlYz/EU8kVLJ9rrRjZhDgzEP4iA7BtOcI4tp3aEPk+OAKS94P0w9w75EltfqvtI1Fk9C+qf/nq7XMtX9ySPIIu+YgXi5X5F755A773XN963LpUO/ZVY3Ed4///rf/0v+dxjSUtyzfkOq/55z3ve1ouyy8yif/zjHy8BoPCiLcwExnYtxjUZ7X7JS17yNT4tVz3JzlccZwvUPhPmpOFAE+Af+tCHijy2HctX8OHtA8PQdzvTAjJ+3DO+y97/D38lpjxwt6DcTteasMYzOY1X0WsnAKLCBlENwttKuSoZRwKlxrtiOK6597bv0IyV1xp21x1L6sXr/pbJ2w03oc5lloaw1qjqhgl5z8/B1xtNW1xatqnpGd1EvGiMV8ZjwQpXlY66Haxu6dW7Yw6c71XwhAZk85KJpX/OgiDnq2jN6a9VLWldkZA0nhaJWrVStlq1YquVui5kHN3w96ayV6CmNxwZDLepKj/ov6dyOaEIBH9p5wcEPieYUxkS9AhsMqMJ1OtAMHp+HwOhG3Tvo9GkKmxB882aWjmzc/MSBZqaGJcL3jqTvuwc4MJMc6nl5deNYyR248R0sH0dzuU3KkpK6PMOArIfvANY7SwIgIPOQK0Cgla/01AAKI5Pa1RO7nD1ulVrVVteOCXUJzcybtlUzBK9siYSECMan5jQOQp/zO12RNiOI8sNNPeNRG+kQ9Xv9kNucuExNRIBJW4kcW6EbUgshQTYDGb1SV6opsNQvpzhQuRA2a72LIp1LP/5Sl/ja7i2Ba+LDWyybelkwFUYRHS+qo89t2TJfkM3fDnDeWlXEpNA3leWslwjvsqHXOf3ixG4bsuhAWABnVmLMVufnHTVPc8nuPuZ+Mu8OLagi1zr2KL63j0V/n333Xda9c+xoWLjXLgWKniNz0aj9rGPfUzv79u+7dv02L4XuLwB/md+5mfUogWif8ELXmCf+tSnZOXKY7vWD/zADyjm/N3f/d21RbLbzCLTA6KH3ECgB5LfTuUp3wL4zGc+o5vuZrafL43ZY7/pufaZf3unc0ODTIcOfNDXzhdK6sfH4jGrl1etvLamavzw9TcooDszmahEZajIGW3Dme6GW6Ztel/JKhUUPqs2Ppm30fExJRFUQ14kRxV6JGrLq2tWqzds78xeS8TdaJs3tvGStVT4eIszPw4Dm++ppkEe2szfq4cfV6+fca9eG/MXzERcAiDjmVzBludnbXmtbPlM2mb23zB0qqPqHBuftPHJPXouN6p6o27lDiNcLmunqs9m1i1sWbKvLYw5m9nAv149eQIihqQB3D6UsJULXGodsm8iGZxXi4SRN0GyiPdgwKM59K5urEo4SiUbKeY1h96pOVtbv6JY2QJRS2Cm5nYvCH5SsVNRue4jPzwvA7EcXhevdw/xhxcJALPxbFPucJDIAqKb18ufyBSsW1/TcWvU1+zUCsp4fUsls2r5ADnLic537MW+9/viBHAiDUh2gfsLgjBBv5rEw1f34ndYzGLoGYBE+Opec/TB6BzkP6qF4LOXTGy4hy6J3IAcBdrD+J/fLxIDnygJWg8hKcm8xdtV5wdeKBqpOWOf1XbPlst1m2d0NBHVFEUhWXGS0mLIOz1+V7FD6mRiIOdaKaA4vZbeJ0mL9oLjS38etbu9l941brNCN1wDVPY8+B29e4I941Ef+chH7A/+4A90bLjvbEUkZ+NCd/73f//3RdxCAwO52rBaGp87jPE///M/175QpUIkIxm52OUJhrzmv/7rv9pznvMc+c0jjbsZXZKdJlX7qEc9Su8Fn3b4BIzIvepVrxpyCLZjkfTB1gc13q511UD0wPOchDCeMTLYLl94v0gaCAJU7BBDNrv9qQPX2Y0PfqR9+dMfVg8cCB6/eOnWa5wtb83jJ6wBnGsDu/GWBzi1OXzkpXKXsEjEjb5Jux572kzOMtm+ZTIDy+QPK0gzz+4Dewy4nHnvZNJWyzWRv6gSMrmcdVvuJu/IfE7Apl5zPvY6jnWIdTCsW8GYnUsGuq2mM74pjKj3TfJAJS/N+YAMN3fyuFUabRsrFSyXY0KgetqMPFB+LMKIYHQ4ZsTXPVCGZtMWTh2XNS0St5kEfeiMjg9M+qTG7taZ9JDs2OeN6naQ2fyoHEtuYo2qZQol6QH4AMj+R2JRq5SbGj/kc+XGwuw8TnAEa4cC9MVcp8pXctDsCrKH3CUhmtPWQLC3wGqqZIKOH9HDFI12BSNpQka8CRqVsgtyIoK1qm42nifAQ2BkD9Jjs6obuodnq81VGysQpCO2Vqna/FrDILDnAoJjpgS5LjT6Bl/AJx+Q7QjMwe/ZRtdS8kxAUVAGM6ddd+xohyxXUyEWTWlET1W0xuyA9l1yoWeHtASA6KN9EqDThXe0qKy9yE9wHAYh17hIv23paMTS+ahNILTUc6hXrVmzU0tram8lSxNWSAykrhfJlIAXHCxPC8IHfo3M1dS66KVRLOhZBNOmqQeLnHel1rnG5PisfV/eq7qh//66171OwZjr+Vu+5VskBAOUvVVXOqBxKsPv/M7v/Jrf/97v/Z69+tWv1qgarw+UzigYrcnhmOcWl99fxspYkOre9773aX94T9xjN46n7fT17Gc/W49LtUiAaOtccwH+fAtmIT0sICyIBtstb8gFxYObK7D/hW7/5q9/jK0tz9vsfXdZo9W0XLEo4Rfg+bWVZet0GXWLitEOiY2KrB6SpqUyBrakh09Pn0pd8+xo09M7DwRrQAnSGHvgR9/tWXVtVT2uG2+5VRrzVOwekl8n0/UkSNLr9VU5ApFDmPNVPXCtoPt4TFatqNfhU89+qcdP4pEr2KljR6zR7tnk+IiVRifWGfCBgh8QPPdwR4xzo3Astp9K53TDKGadyxlVaqvbt+WTJy2VSqt3j41raXyPs38NbCVlYiO52nURG7528peO28Ci2m9V18SkB6J3wmgJmz95zFZXVmz/dTdaCsMYYPaAlCcoX9C7WH/rjm1MWUEMhPlNnzl4PpMH4eqdyl1z46EkwMngQn6siZ0u3oKEbcIJiXNNwzbWVfQ5t+067ZiIiKOLa3WbmRgbQrVjcar3htVARdo9W5pbsfjCkhXSCWnI86A3P3wNua257xvNjh2bLdva6n169VIhbXsPTFkxBeSAFkLC/Su+Rl9IBmgBqnJOnZDZ+IabRyfBQd8/GHFzjP8gk2ERvPlMNLcedYI1kNsCgR+qb6EKPVT7kKHthMh1FdkiFyamrdiu22B8xBqtttXaPVuotK23sGzp9LLl0kmhQAmJ4fg37Fj4g/4pizEx0COVjthg/6PsSq4LmYOHfAYMjHcGxxXZ2He/+90KvkDCW1kE0rMpxXGuUoH+0i/9kvTQWX/9138taPhtb3ubiHHbsXDu5MHoKIS0t771rUIruI8/61nP0vu80EmDa3U95znP0TmAlguuqhtJdltpcezoAA/MQzbJSY9RDBDGdgb38Pw8GTMX5Fa2z9884knPtA/98/8Vy53Aywz8wtysLa2s6AYMPIwPPDPo+hu5srngTTDFlIag78xigO+pSosag4vyHyYzVN+5vC3OnRI7mSCdzySDhMAF7NMgebTu80WrLC86sRb85g0CWk8jfbKUZdwO/fGgF85yPvVuGxCXjtx1pwLW9OSInNYUxNNZkfLYMCiAm/l3f8/78na1oA6a0Q7Gz1Ao8yMp+w8esrX5U5KBnV+Yl41rcXTSCnk4CS6Q81r0wrt1RuTSGpXr0vuNxaWDr7ZI0BMX4S+oxleXV6y6tmb79u21BD5jqawU4rqB/7qH3pmJj+IQJxe4wKM666xeSSLigehNNJmyfnO9cgVFgFcB3O9Z+ILig4CPtzvnl9T6Qv15YPxhZa3CuWV9oPNkRgTJVRy2sKeFah4sjhtVs8Z5Aqe5+sq8gv1iuWnt5aoV413L5kB+sL4dF/u93enZHXfP2WI1YqWUQ0LmF6u21ozZQ24sWSaN0U3LYgM3+qkVjVtUPXy4DsH4GkS9eFydB2BydPD9cwWRS6rPEe80ygY0Lte4sCa9axm4r0Oz9hBSw2Y00s13KEgmZZbtVGyylLV2dMaaqwvWaNRtsVy35GDOUtjAFkYs1y+LhNpj8kFoQtZs8gFmmUsjI3qppWq5F6Edv1E/fjsXbQGCLkx2v7hHPeYxjxHDfbsCPG1P0FCQVwxoeNBj/o3f+A1785vfrIqeYHahSnbXoh/8j/7oj+pfWgAb11VNsjvTBwskz4gai344fXGq+O1anHjAIfRnmZ/3Yy1bXfStv+EZ32UfeeebLTPo27H77tXs+KGDB20xMPGori4HSnNUuQQxboQRQfLsjyphzX/nJDzD8zSyhlIcM/c2sJMnjkk6dM+eKVV7ybTzcAaGz+AW16iJhIeEbmV1xdorSw5Gb1Q1LsV2Oo262PlA2wTiHkSvysrQsIZPA6EeWOXH7r5DN9GxUl5wOkx1VguDGPzcQR0SCY3HDYVzlCSATBQlz9sLybcy1833qrora1Ycx2WOnvfAWjD6qexXV6xVcegEVSyz48WxPcM5dpZIib2e9r/bWGfTgywsrlYVdFGbGoqOIEzUR67Wa9s78Rv67T3sZemvtyBK4g63jj6QPCSyJZHjwovAT1+9gzdBOlDT2+D2RpWPEQ33EXrvzigmLDrjhG7YzuKp44JU9113i4SF+kDbiPswERDu+zvFoICtbTYxYtZDi6FWs2qzY/MrC5ZKrlghFbNqY2Br5ZZNjmYtptFLZH/T0jVYXIrZgX2jzpb2tFl3oP7yOlFKfvBd169k/rzb0HnI79ZqLVX+1PGQ53CUE4QvvfqQlztGL3qNwLQoxFEYxLP6fpBAhhbYveKqfMEwQQ96MLAEtIJiwQojIzYRz0kZsVlZs+XFWVtqVoUQoYPVsYT1kandd2Wr960K3VwuJTvvKrdRFIzv/e8udnGOUIXyL6Q05sbhOFGocZ0xV+49568m05lLtc6lpLrVtSMC/MYF8QRxGWArZg09w32rfvBn06sneBDcOQnp71/s9iGsPeRxT7e3/MWrBLUfvm6v83jP5AS1836A4odmNIHyHb+nsofBDqRLBZ0rjOh39JKp3umdr1VqtgYPYWbGRsYmJJOKq1yxUFBiQGWOhCzBtryybFGCW6+riprEgn+pttlP4H8R7BqNdXIbz2NevlaWwA8X4vieGStkkgHTfn1GXnr2aLWz715LvlFfZ9vLoY6ACm/AScN67/pE2s3dy3gMLXmq7nZd1Sd1XimXsejefRJRYX4cO174EfniiOUySUsngZajquydfr1TrAP+R1OelgTHCFEeGPsyCEokVNn3IxFV2t36BvGbgH0f529Cs/i+h85EAYGc11Fi4Gfnyazpq1Pp4u3eRfc+EPiB7BXEZPXY5fEelO7dVhC8qzY/N6cEdmbvXkun1gM6qnLM+w8aq8Nqg9c5rfeezlu0VbVSIWclugZ791pzdd5qrY6dWCrbYh1nupac8pKJuA0SSYvHo1attb6GaCSTl3Cwh0wXrq6pyiHsRSK2Vq5aeWXJZmamLZkkqELac8lMH+3704I90D3jfwPB8dJ24Hgx7kYioyQhMKPxr5XKhxzk8oG+PP/2LNYqWy4Zs+zUXhvvNK3TKVqlF7Pa/Jwtzx63U424DUaWbXw8smnd+EuxuJ9cKFHuWpGqteCzR8MdJr2X+iWgP+1pTxP5b+Nc+QVt+xrxg7/UK77TMhjgclx6UPOBhDGETQMluwuGcjYsAgVOcxv16rfqN79RGOcrd95rX/fYp9rSkS+rp8gjYnie51zfXQ5zjnx3muIdCniQ7lL0JnvDihxzGhTbTpw8Ioj0xlseKH13yHhSdcODHCGZeFzSt/FeX/1/PxLH75xqXV0Vt2Rqu10lEPXAcjUeRYgGLX687MvWHURsdm7O9kzvtVwm5TgArYY+H6pdkheppmFG02zoe8RYxHpHax/deBnVVI2fniZFS0BETU8jeS7IwAmAIc8nAUte50K7YSMTM1YoNCyeTFplzbm6zWOm0+87//JMVf1YjdTF03b8+BErjE7aeNFti/cqr3lkc73yHJA+sD++7qF5exaQPEQ/nOSA6FnOfS7wqW+gJJjR59EPQf2K2j1Iih31lnF2U3f6NMnbiEbWnPFNUNFHIzZ37x06rsCy6OoPAnRBx6DTCvrdUcfulzPd6SYUwyo5+B7NvVw+bzk0alokbcuWjvas3erYWi1q0UTHWq2IFcaYX885jgE3Sz6asLXremfdbTuasEjQflhZXrbletcO7p2xpGQ9oxZHYIZACjmRgAyzPQJpj/fNbH3Soqgywi0MtOZFjvOyw4L0Q+YznaYzjAmEnoZjcgT5IV8irhn8eLxjo9GYVeaP29TeGavd8m220HBzyiROYVe47fZ8P9viM/V2qTsxwPvKmfth2Eqb7+EhbdeCQc/2n/nMZ6odcMMNNwx/d9GTAtdAgH71q19tP/zDPywEiq/PtZDGvWoDPB82QhBU70A3G234/IVCEN4Kg56LDSnJI0eOqOfjT/Dw9i8mwHvhHS+M89X/nLSvfPajLpjFYlatrEoTXv3ubM5pyUvxrqp+tifdOU95R3LDAhYG+pE779BMeamQHc6JQ5aLrqwp2DmNe+eexRidvNWbzDr3NGqECIpmnwcDS4MeVNaGbnb0uKnIXU+9YSsry5Ib3X/oOrr14gDQy/eVO+Q9Rqy4LOmHs5g594x9WeOiCBcKPCACBHkIcjKMaTeHPXTvJY84iip8OYa5z4HtZ4q40FWGAiJc1J1eX4/y0rxkYOEFkLSMTO61sQKWpv5DdwgBRL3waB7nAq0DKuhoNCG9dj+3yyszF08gF5Qcdp8TQawrRELwu+xeB2LmDwVyeh0lV4zoUYHLThbSIMHbz5lLba9mc6eOS1luH+dF4AYXvmfFvE69GP0VhwB0+haRuI7X/l1PIjbC7WN79lhxvmzdbl8TBKloxlprSxaxjkWbXTtyd8sKKSe9yhRCjOMeVNgSuuGzRGRGInmgQR3xYar1nh08cNBSJKNIyfNciHP6t2dx+uC4vvU7LthT2fMeokmLNMuS/XVs/JBQEfD/oCehGpdMVKRXLwi/G4jZMMHAmBwKfHEc8GpKEAZwFDTaOLDB+M02euBmuf8x7rXRFW67Pd/Ptvy9ZCsB/nLMwcOa5x74/ve/fxjQafnh2Y7L23YtiHVhGVgvSe6Fs+7v6w//8A81asd5yddnWxyvqzbAs/NcgPTD6befaUTjYgI8N3+q9kqlclZ/+HOZzWyWqBcW3rnloY/VuNyJe2+3VrPmgnhlVaQz9zruRCfI8v4z7NPANA9PMKaHXl5dtVOzrpIeHRu1eCwukRkqXiBqKnngfe8rn6S/Dhu/1QjaADzXBXK5wNUDNnpg2CLf+IAsB1LAyB2s6+mpSYtiogP8Dqwt8iEyqHGLRnDI61hMan3MUPeVAOAch0AKgjXMxmsOPZnSPD2LfUG+tVlZ1vceroc4B3+hibGMfEggpKFd37VEJmeN8oqew/y2jF4iJqieZGH0xltsee6ELS4uSeu9vLJgtTKM/LTsW2HnprNO4x5CHAEbFr306YOATLCRCA3TBCFGPH16+vJKFpB5HerUp6zX6jjiHdU673GDOQ1GNMDshGB5wvNphypz+BanFtcsm0jY5AQuddjKFk06u0jAcmz4jMIMfbdTCroEfVWHoB5U3Zy77abFQiY8/L6Qidr1hybsyLElWy23KZ0tk0raDddN2dT0uEiJjXpd7alTSxW5xqFESMBP5sfW3dqYgx/0bWF+zlrNph287mZL9Js2aDVdoEYtLgjWUrPzJEI0FRDECVQRVZG3QDAGgvQVlAnU8YRF0C7gPOvX3ChikOT54y5PmigiNs6hTs/x75fzMJGxTiRlgwOPOasr3Jk8372qHP9uJ5vb91O3Yhe7XRU82yKpCRPraH3yXjke+LFDdiMR8mNyIEnhWfmLXRs13ret136NkOzuvffeM369XWtHBHgW2STB8Vxzo5wcXKRncvs5V0ZMv52kgeRB4hlbsIs902JfIOrxGhuNbtjXhz/xGdZq1a1crdnq4oIlp6dVubPi8YR07AnUBGFgcCpkvudvuZnWGi0bKxWFZsCg17RxQKRLoGEOEx8Yeo9zioOUly+OSr5WrnaFEd0fIdNBgCOIicQXcpFjf6hkZ0+eELx86LrDclXj7G9LVMbNyBPUZRnbhivQUaULK59qnO2ANmSLo0MLWRIIcQip/FH2yxWttrYkdr6H66WHD9zNjd0f01ZTfyOvcY4H6DcWpvGkY5MjuqOe/8DmTxzTXL5MbiadyQ1+7Y1Gy5ZWq9ZfWrVMYs4R9bJduaFJjOY0xbqBq/Jxh0M8JhBm8X125sI18sbgFe0Fidq4vQVuJ3GQaxmQLP1pnhkK5rwWiYLmtuMJq5dXbHZ+wUq5rI2PTwxn5RGL6QdTCVT+vN8+o3P+/KQ6DwV8xusYhfP3qBgsdVTrgoAvqeRm2cbHclYspK3cTojAVsilLJmMWzSZtsygo/lyKcxFYtYor6riXVytWDJ6SqOLBPtUccIWj9+j830vxEVm0f1Kre+XE5kJkQip3rF39ap6GCilSwE/o+8g/V7T+tK1d++ln8oHbYnAWY6ERqI1XYu0Vh3KQUIRoCeSyeXfdt0aqXGLFKY27fnOdUuwB5YmSee9+uoeRvnFVJi+/36hAW07IXoIbWjB+4UTGgtzlL/6q7+yl7/85Xo9IGKSvCc84QkazbvYGfjLsa7FHvyv/dqv2cte9rKvaSNR+MJZ+OVf/uUL3mZkcME+fZdmQeo6X08GOAlFofM5/4S1fQnAKEcxZneubQNPoZIHAeRCEgeyfkY9Ns4s+kXge+tfvlrmMlKw6qKY1pc/fDoLNO8c56hwIcLx/fLKqiRfITAViiVr40rF7yrOqITkgMC8Vq0p8I+NjQreh0SnqqU4oqDpmOwIyThLV2c44264+MmTBNCjXF6rWiIWsfGxUVXKnmjHAkqnxUCFzvbo43tIm6VkoVl3rxP8Hgjbw+EESo3MBf1+lpOiXbNYLOEc62CxQ8YLRgjlUpdxKnQSlAkWRio46RHIQXzq9Zr6e6XxaYnXnLYUUNNWXjzl5u5bLSV3hdFA8AbN1+AK945zIBti2bdAQwJVumDxfpFTpffu3zsVvLTbPQGOJIFqMoDi/fsXhxF+Q6Nhs4srNr5n2kbSTi9ef4f3e4jMRnBmdI92RSTpTG2i9KH93DikQUxjAma/qvmN30vmtSG7VxmveGQA2HzQt5gSmeAzIhCHPNjpjUPU47ihkNgFNYuYIO3c2LQlBl7cx0nk+hE7kfJIgHitSALKvnsNzcHHBM+7wB1I0OqPnHQuCRLtnb6geoK/G4GMAcMzb58k8Hu5WodaaWqBtoC84Af20caN9tinPuus1+K5FslL2CSGAO2rex4XUlSwQAuZAnrSk550QX+Hr8Z73vMeCcHsrjPfp0m+bnr5b1ksdXGJSK/VtDt/7xfEndpsTLmUi3s7eiyQscOL85GfXbVjcqzNZLqb7ZNzgwPuQLgf1Ttgp+3aNovgQuLAGBZkwHPtO332Rz712+y9b3mdYh5wNpAlAZsKlmBMDx1IvbK2Yssra+qj33DjzQqU3U5XAZ3q3M/Kc4N2lX9dhLhq3bHXC6PjVi+vBT15JGFN0DsCNoy3ibinUbiqNVCri6VsfnFWRLqp6b2qzLG09eQ/ArqCL8z4IPjSu9eoXZPvB0owsqURa5ZXHSseRCGdVaXPGyYBIMEI99udPWzRBiABgb88CY/XjYcVD3GOgIvRDNtSUEumNCGA1StJD8c/mUwr4BPQsFf1BjtO9KZsEzMHFajpi7e6A6uuLtnqwqxEboDyC3kMVtbEgFeAgdWfK30N7C7mfW1VVTijfkD8sQ2z8bwXAjFKddK1h5BI4G1WrFqriS+Ao2ApHVOygqObG8k7HTmighdTnj52s+JMYHpN9d41VREZnIYS6Pk+YHpP96AK5phEscOFie/PddoBJANo08N4p5KOBqYyCNlFBpYdmbR0oWfVk3OWGrgZe86zuXuPyC4YJcMsZD5688DyVNoy4HG9e8N3oBUQEfmZJHT9HoSul2ROjHvm5GPxtMWYue80rE8CxtccnUhco3vqvSeyFiVxIWkAOYFzgL7Q5K3WOZXZctVNdc9NlAfnGvA2N1ZuuHhTgAL5YE8wON/rbGUG/lozm7mk6xqB6MPrbARyYg3J5lbWjgnwm1necOZci98zbwnkhIIS2d5mt+2Zr2cL2PyO0TFY/ox4EGA2s+ir3/Kop1r56JcCVjts9YqCLdA6sDrV6PziiqXTKTtw6FYFQ28hi6FKtO9gcCp1bvKDeMQm98zY6uqKNVttu+P226QKVxoZs1QiqgTAS9viGgfzmzl4kfAyBSuXV+3E0dvtwOHrLBVzI3Dq4TcRfBmI/Eclz+ie/OJh6gd+807YJifpWII5Ovtuht4plbWDn8fkex+w51VVup68rk051iWsO3ACM1Rx/F22MLbep+/D/m4G8HnUGpUVOavx9eEbb1EfnhYCZLx+qy42fzSREApB392N4SEHnLJEImVJ61suHdfniM4C1SnJAtV/JpsRJA07P4HKHEJvKcbonISsZ6+TlCDhG8+WpMgWXnxO/UZFZjTsI25tQMdr5bItk4VPTVlpfEJBXYp6VOZp3lvEIoOUBIHUJtggkSvoHfa9GPgDNz4nMlwkaAus36sc3L/hzhWevScg01tX1dxxPXwCrP81pLpWRQEKo5t0KmNTe8adhv34hNAJPAbqtVWbXVu2WK9lWbgOpQnLJ0I95/CxCUbo3EHKuKAc58lU6X3HoPcJColMNBKIGHVE8uxBKsSaF4IdqE6gLoiGRIRevg2su/dRZqe+tC3ELc5HUB4eEGbp1fvqHpUxjnG4uj9T228rM/Acc87L3QB//4LoR0dHh7LRIM3h+CP9lGp1KIJzVQf483ULzldlAykCi5GN4/xztn77mZa/MZztwvQsf6p32gTAlZtdbI/e84O+5Xn22Q+9y7m1iXTnZuJhUy+vlq2Qz9r01B5rwayX2M3acFZeUHi9Li137FCplHOFov6mUMjZ3r0ztrK4oFG75SY3/YEVSyOWSacslWIWOm2JNBVOzE4hllOrudGsGCSzvLXrVaeDL234YG6+gXpcat3yNe204QnOnbYjqw3V77x6Xd0JlcjxTUItzrFOI15BT55eOM9jpbNOXpbFeB1BHBEcqnKWdPXRQOh0ZOFLz5geqmPYj1u7vg7Ng0D0I30lH71IqA+OGE+uqMAnIxpIjZmMpHEhy/WjU1ZbW7ZqtWzLlbol52fl4CbP9hGCG7Pp5a8ZT2O7jk1fU7JCcB8+h2rWBra0vGRr1abt3bdfZEcvojM874DMSXpkdJOxaCLtIP7gWvia3nswmz68UnCo67Wd25tzd3ckt+AeESa96Xug+yDYKhkIlzGCu6v63AjuicK4TY/iAOgFapy+PwEIL/s9Hdf6qFertrqybEuNiqDsdGnSCklaIilX0ZNQAL2jgEc1TvVNkCbY+8AvA5sANeG5tBNSRYswkRD08fvykG/KIKeXDBT22m3rTT/EWhHHz7jYMdozLSB/eB482D7wO8Ge8/ErX/mKEoFwde9Vx7YyA8/aDfD3rwr+Va96lc4rPAN+9Vd/9bSilBhGkgl/7KoO8Ju5KP0s/JkWFxwMUXqyD3jAAy744gqz9DcGeG5iJA4E+bOx/M+1pI7W79vU/uvswY95in36A++waCompvzRI3dbrdG0iTE03secmUwyoWoW1TE3O593jPds3qrlVWOIQD3x+rpELQS98T1T+jt62zX8tytAw464lc2mFdTWVpc1r73/4EFLkDDh1w2Mn6Z6rytIQparl53bGr1+7yNPda9xPCnDdVSd45xHlcwC0mcfCTK+cg/D9bQk0KV3M/NuQQgkecG/nYCp6lpjdet9+nqtaieOH7XJ6X1WzCYVu+iVo2YGwx5I2OvSg0JIwx5CYCCmg01tJ0hESB5oAyDDiv2sPp9+20ojIzY2OWP9dkUBi2RRil4LS3LOK45NWira0/QA8+o+ULvXiFg843rl/q5BC2D++D3azr6ZGXEMYoyA0V8OGOexzOmytYK5BaU7op38zanqg2Ol4GW906p1jIeoauUE53vvCNao9x5zanD0vHttbS8W0sUXChCC9qnmO5UlBXcg+YnJ0fVRNvXpT29b6HgS0AujNtauW7c7arVG26qtti2v1HSsMvm8FWHnZ9IWFS8gSD6kTb+uTSDnPshzQQ9eSQEMfAh2/joCkud9tXHFw+6YEbmU9Q8+1uZPzutm6BE+rjn/2M7FOS3J4GJRzHM4LL5vf/z4cf2e6p571VYIdqxrwS52d21+QXpkcT5RmG6FQ3JVBPjzXRBnquDDsDmqdxDZtrL8jWDj9iFgENyBUR70oAdtqa/mAzzrwI0PVGD+4ic/qP5etzewgwcPWzqFEYuzOXUKYG5sD5gduJxKmuAO3K+eNuhE4AXvTGuc9jzVsQhCk9M2Oj6p1+Jmujg/a7Mnl7UdlMzKa6uC82MSI+kJGYB1z4w8QV3a9HWnpAfiALwOw51ROWB6KnIfoKlMPSlPFaRXa/NwvYh5zO8z3+803uXdHszRY5IDhwC+gV/q02cKVimv2eyJozY+MS7dfUnEisTH8RwoeQAtAB4XL4Fxu4Bpz89cb7g7PLdIRqi26Y33wrr0VIpJJztbiMZVRUnYx+JWXVu0hZNHGUG3TC5rpUxVyIi/ELWt+qqmEGD6t+ur6rdjLOTlct3rrTihF8nW9p2TXOg8Ad3ot5xgEKgAvXwpx4kp7jDFQXju/Wt67+tBmD421bv62/73aSrilrOaJQkgAeB8I/lCKrhetxOnFmxkdELJjrNhBSp3ZEGNufF3XnseOJ+EhZ+hAhhBhXDERoDSBzmrN53X/XK5avPdjiVyY1ZMu7n7RH7cSeJC0uM1JM0b6NoHTn2C8KnwNRmAAQ7nGNa2jhTIeF5k/6Pt+PyqriXGVLk+hTINBsNg72euL8XsNUkFRQUPzheqe1A+kkMKA5jsvrqn0j/XPQ4oluLhSinvXVXrGqrg/Xryk5+se/ff//3fCxli0QrGDGir7qk7JsBvpQfPwQA2J3u+UNh84/IOZuEAz02Dfj7qS2RXW4X+Nm73wM0Pts999tPyr6a/CexMFc08uGNyIw2LTzzVW0QENAVBVe2w7gnoDsbHS56AiwUrsLBeByU8XOEyBIa+5Gzb3YHl8zkbGRmVlOjywpyOG8z6fLFg6QT+3wSZhBIF2gLudcoKfgRREoBmNaiEM/nAbIZ+vXPEI1Cwf6wwXE87gf2T4lyg8c7fUs2DGpDEyJiGWfX+uqTtMn7ZiwuSnUWfncU2M4XR00hwPL9rEbU9wgtWfhJRIJIR37dV9Z9Sj17s+aBXnwj67fJCJ2FIF2TvG2/VLDU2buNj4+rFtvoR3YgXl5YsEYtqbrxY6lkqHhVs32o3bW65IugbYSN4CELbQ3PdCOTIja7Xt0gybYNWXeJAQgWGKm1Sw3EVP9atqs4zYtVj++oU6GgDWAhu73+Ncp5fVPNRBV6e03JQPcgL6Ds/GSRs7uhdNjEyYqUi7m7N4Ww7CEDEQ+n6nso/kOoVIz5ABcSIc0iKpjlGJi2XKZuNj1qrH7Xm2rLGGudW+MxXrZCOWy5dl5iR9tUN1a//KyU7jkPdBXlp4Af7QGU/6NldzZKdnDsucawwtK3kLFC+9F/7damqe7YHvMqDwO/Zz/yLFSz3Aap7rIspGDZWateSTO2lXtdSD94vYhmOcSSHkLdZSP3Sknz729+uAvOa7sGHIXpGjqisuai2ApufaXmxG/YDRICLMixeczHb9RU8iADjdTc/7HF200032qn77rbq2rJg+G67bR3rmnUjmo1nzhxhG3rf/E766+msAjbVsNeTh2HP7xB74XfyUe+0ZDrT7UfUK+TGMrP/gGB01g03P0DJUnnNkfQWZ0+JSMVYXi6XtVQiEXAEiqrWeX3B/4EsrWbr1buvDcl3yPL6HmjTK/KRkORKmv8G6pe6WXCMmwEDH2MZFvPykAFj8aQtr67Z6tK8RgWZHvAwvGRvq6suCAfGMTJzSSRd1U9PHxU0Cj0SiCE0X9IoXAQEQgz0gap9xs1cle9EdHzCwNQBKANkMIh1bht5S/VaVkyPWH+8ZO1+1Gq1qs2eOKbfcw62sOzN5G16clyJBFC9m9MOQeOMhgUse6p4qtYYQZQgj1QvejdU+SGTGVXz7eowhCNdKx334dx79PReu+bTQ5r1kqENBWk9yf1Tb7Rsfu4+mxgbswI9ZPr2uMKx1BYIXZcK6CFoPZzzoh8/fJ9ufE199ljcUha1VDxmpX7HevG8NdfmVN2fWu5YdH7Oshnm7Uctl0MamcS0Zwbi4cfqWjWJ2aiqb7rz5WjyJjs1v6TgvhHWDgdwT57l2uZr//DP8+jhdgZ8XosADs+FB6/HtU+wZ8KHmzkwP5U9AZ/953hcanj+ta99rWaqCSKM9/7RH/2RyMi768qv//bf/pumvkB9vJIrwkwvfvGLpVWApv9VHeA3C9GHzWiAMLbrwmT79NQIwGcSr7nYAM9FBQvXIwLcdAiaMpmJRhU8MeBoI2Obziq4e4c3qukGfXiU3qjK63VLpTKq5CHqQciD+JYAImaULZ2zuVMnxLI/eN2NEiepVcpSgfPBFTIaUDOPmekZW1maV+KEMhxVvGxuuz0r5PPDvrnXvcedTWS8Qsm6zaYSEhbMe0+gIwHJlWDFM0LnzWoI4FFtL5XLW31t5TTxG56ztOLkc4G3JUMbSNsmQ+Q7BeF+TwEdgvfQ8AZoHnW8WDSYoXfnFO0GAq7U9UKudN1WXdrzbAP5Wh+w6NvLiMab08DG5/wLAKRoJGLZZMwK6RGLzExbeeGUXAOpjEk0ZnttJ6+bx4UvJ3gcOVqNzklKOBx809YnmFF1M0NOINvouxCSddXPkXVVr9pJtJLsiNgXT9mA84iAT48dMSF+Hk4wQnPotWrNTi1XbIYWiD/XTxOrOb1Pv64DHGjX63fAHlSj0QC2pw8RdRC8ELeMG8vTn6Ju13AKc9mcTcQz1up0NEZYXqvY0qnjlkolLVUct0IyailaUdGkWQKNYoxp3AcwV27b0dKIgvv59OX9/cFD376i94HfB/vthPI3cnnYHjdtHshZw5b3vXtcMhGh4X5G0g3Mfya1zYtd2LPyOn/yJ38iW1jIXc94xjM0Brhx9nrHr2sQov/P//zP04I7i69/8zd/Uwj1VtaOEQP2N7JzVfFcJIy/ffazn9VFQraznVk3+0Bm7cl02wWXeVYtwZ2sGTELfxN51Dc+x0YnZ3RPRJWOKpfgrEpQfu01GcNAsgNO9xU6PVNuBhixeIc69cYHrpI+fvSINVodm5nZqwAOcY6/q5WdUAtVOQQ+yGwsqn369lT6kMKuv/kBIuUtzc/aV2/7ss0trejYI8TDTZpxLvavWS1rNM1fLAR1Z/Bi4gaocg908lkkDrQmVIkjnRuJqB0AlN7pdmxufklBd2pyQrD++jGMCs4n2Prl3wfHwqmbuwUhELvRKIEytEAGYOzLk92z1JNZwfTq3SezFo2nVdV7KVtnTlMWpC7Oeej8JJEAVaivLNjC8qoVJ2fs+gMzduDAQc2JkywdP7VoR++5y+aP3ytLV6pj9OzD74HWhs8s+B3JBr119ZhTBYtmShy49ffB/odMZ4bf83e9FpPtZsygk1DwfTLjGPIcD+B1yGypgpWbAzu5iKDSXsuP7XG/57X8cyG8MXtORQ0igDWxEoeiAr9IfArswCVYwpYdSkDQF3oQHCv+xn88wXifIPbMqNTt0tGu0IODM+N2+PAhK4zPSE3x2MKa3XViweaP3mHVlQXrJRA/6tnsat2OJ2+0Rz7qMVsyj+G6o7qGIAiUziNMsuW6ItHn33C1fyHrfHPwoD0ksA95yEPsiU98ov36r/+6EEoCPlU9glv/+3//bwm7bNf6gz/4A/uhH/ohe8lLXqLCiEDP8Xv9619vV90abNNjBy1G5FBV3LjwfyDebWXtqAr+XCMuXGSc/PQ/ydq3Ovh/tsW2uSEDxz/sYQ/btsSBC50MmXWmuXzg7cd+03Pto//yZgUTiHS+mofUli+NKYgR7KhkmY33gjUE/QhGL/G4/NtJAJC/nVtYVJ92/95puX3BaCcxQLyGCtnP4PP3jRBLn20URsZU3fdaDRsbn7RSsSQCHvBhtz8Q3I+M7MjYpKVJNhJxBWrB9Q3Xkwe+zxRL1iyv6V7uWfoIwVB1ksTwepDgvHpdZWXJFlfLlopFbWLPtIP5NXrnWO9KkrrdgNTnKnnN9rebquTZJr122P3pfFEGNfiWO9Z81bUWgHn7kMkqMohhrjyC1/mwSHbObSnIae316XKEYIDOCS5oy6PLrnZOs6JzhouSTBuolZlzFO8IICPMjXda1mBuvF6XLawtrlo+GbHsyLjl8kURHsOucwjgDKH1fscGbUYNXV/a686fq7rXE0PBXwEYuD0Y7XOOcatWXluz5eUV23/wRsvGug5OV18SDkf7dBEaFn8fqua1HQ/js0IcBwu3A4QWBK0EbjegA1Th/C2JBiiEhOaZDogI6YCIV8w4slyz0xfxc2m1bM2lqiUjbWsmJ+y6xz9t29py56rut0rUYxubVb/jXHnOc54jCJ9k48///M/tXe96lxTtfuRHfsS2Y5GwUBj9/M///PBnvA8c3j7+8Y9vy2vsrotbv/3bvy1DmVe84hVCj1mf+MQnJGFLLz6c7G1WeW9HBfizLeAs4AtOUm6k2xncwyx8slnYsNsV3Nlv4H5/Iz5bf42A+dhv/i77xPveat2+I6BRjaMYVy2vKBDUyivOUpZAzmhcwwU/NOWl297v2+rKknrXBLr9Bw8JBm9UW8NROmbkkaglSBLEpTLXqFmjXrN8YVTQPgY5VN6I4lAJwwMgUBaLVM4R27dvv60uL4rdvtruCHJGnCeXrdrI+KSCH+8XRT353Htde9j0QOcJjGVcYBBxMJ2zysqizS0u2kixZJPMGnfbev86hpD9iiPWYuwuqHP5GbP7MogJAgv7CkExlS8N++5U9UD3Tts+JWU7v3BzI/gj6kMQ9p9RMpPX36NWp1ZEq2YJqvxgLM7b2TKGV6m3bGFuVkkhM/XOx92Z4jimvqs4veEJaEGzumyNesPWFmdt/uQxJVcIHaGqFx90pUE/4LiGmfHeF71ds6iY9YyJAeWnncY7bHeIhIOe+32o145a3vDvA2h/ZXnFyuU1m9l3wNJxR67Uczf23r1jnXvDwyTABeTw7wpD73aR40gQNN7mSyTXSlDlHyAN+r0SD7OBd6yTrWxkXds+VbR0goRtxEYHA5EAmy2zzoEn2H9+/vMKhhx7bxazHezzjb37MFnvQoh6W7FC9U5yIHw/8RM/ocd2LZj97D+z/OHF9xjvXG3rWiTZPfvZz9a/L3jBC74G0SYB9N97RPiaGJMDFoZMx0UMWeVMEMZWFxfhbbfdJs16UAGcl7YCx51peTIdVR3je/gin80JT68ZidjDnvRM+/i73zJ8jofl6cW7yp3qFR95vnda8hLCqZat1x/YyVMnrZgv2MyhQ060JpO1dqNx2iidquLAZ57XzRXHtB3sbJ0znTlyXfB8R/bLak4dNTi2hXVtGvlT7sn9gXTzV1ZXVWVlszlLJ6JSN2saSUR2WKVTCcMTAConMHOywuZfKddscgLGNap0DU0RxGQr21I13qisOoKe1Ny6w5MeHgBjaWjjuxVRwpPMFtx8erDou1O1e815lgh4Q8/3vJIKifMErHq86hntS+VHrBfuQQfa9UunjtryyortO3yj3i8M9nVOO4Vz0nq1lUDRDgidiYi+qk4euAMydlZfnrN6edFW5hoaeyvkG5bPZSwV89V8SBgnYNazkBQm4DKnLoIghwSRHBIsAqYY5wOLhKp5pG6XTt4nFIxrKUkLZEjE21D5K9h7djxReP1uqOqdSjyGeA1BNeoCNpU5qnRKMJrDcbbggKy/lt8U7QqkiqXU1w72oe1+TVuA7fHZxvo2d/KYtXt92/fob7PrHvC0IReHwEWAIvn3DHUe2+EM5wM412O4X7+Z6n4rUrW7LPr7dw/+gx/84LZvc8cE+DMthCOYB8TO8NChQyKpnU+qdrPrTOI1F+sJv3G8znvD+3Wm5IGfcXPihpHN5e3Jz3mRffgdfydIXbaugXVst9UKoHTIcTDoq/oXcl23b3bsvntt7/4Dlk4mhwx8JGUZpYPp7qF47UOM/rkL4N6X3lvGerc66dEXitasQi5zoh38Xvr2JAlZNwYXiyLsMWHT+w5aecUZwND7p+WRiMclmMI8fiaT0nZZbI+KenFhztbWyhqDGxkdHxLtehyPWMyyxTGJ2Qwr9HhCsD7a/H7kjufj967eumb1a9aqdUSSo6rl5tymoo9ERLTj55rdDsm3Us0T3BNpnO/WFfAIzoLtex314NG0Zx8WTh6xSrlse2dmLBnpW4xAFhk4b3L112WBFzjF9QXliwXPc2I5G9ByoMLvNYeiKb1+zzo9s/rass2vLlgP6+DSuBWwb01GLRZ1KnZeGGfo/z6snEkIkqdV76r+JQAUsUEsbguzp6zR6tk+7F4RCAIU98kAiAABNeJh74gL8m5u0G0HuH0Q6AoIyu+ZxYvrmvNyefNGNBrGXz/R9bdOu0A9+aGCHdK4wfgkSYIEf/hj5uGrEsA5sbho3UHC9h08ZIkbnhCcQ7GvcYbz8+deO94H+4t1htsMlL+xut9KgL+UOvQcB/ZnY4HE9zh57q6dMQd/vwjwXDRk5QRKXJWo3s+nZHch62ziNRcb4LnQQQGA/CHThZmp4VE5v3gtZqvFgtYMPGNwGXvSs19oH3nn31nTBpJoBTpn9KpWLVuhOGK9fl+VPb35aqNly4vzdt0NN2n2Wqz7QKEtjZGKRSxTHBErnV5wBo/1ytrwtUgGwmp1TZICecQ31K8G3q8HTnD8nB4+N2rMahjRQ1ueypzgDVsc1rve7/SUCHn1RtOO3nefRvDyuawqf6qr+flVa7bbtm//foujWY96Hap4BL/BQNA9bQkkcz1DXn7waPkrAKwfc0bySAY6IdlaxtykZ06SFLI3YfskBNFownqBKA4LImC7tir7V0hqvU5DVb7sYdmeKvuYLa+UrV6pOJnfZFJQPHPqXYIXinbpghj2gzBMjphMpz4UByK4RzNBhRyQ5xLZkiVbVcsRsGhp9DFmW7Xy4klbIAnLjVo+37Z8NmPJaMBSD4neuMo51BOXDGzg5z7o2+zCsvXrq3ZgZsbiA9CEdXRAfu+iHPRC8rYhcpeEaFpfC+MzChdWt2OEzffvA+lcA+nhA0ChD/idRCKA93ldVehJSI+Beh3/8noo80WTdnxxxSLNiu1nv294inOv27D4DCWfm88PteNJML0pFOcI9xAP51+IhPXZ1tnG8HxlDzeDxb5stncPT+NSBXje8yMe8Qg5cnq/d/ab71/60pfa1bauRYjeI9ave93rhkI3EMmRsN2sp8qODfBDpbF2W/12LhIq6zBLdjsq7HOJ11zM9vm7L3zhCyJCMIKyccwl7Dfvs39/Q/DB3S8C7+Of+d32yfe9TWY03H3puasXX1kT7F2r12xpxbHaDx2+XvC14GwFyrxG6nhNqmWnTIcTWSOA+Z1TXKfVltMcvu+o6BHk6dsTtJKZmMh4LI3o1cpKHFLBTL4gYoRxgL+D54EM4P7WaTcUjEfHp6zYdSI98BEazZY099uzswq+2NzCA2CWnQUyANM/lohJbpawDPIA2gBpTmY4gY89jnMdWPgQ6dACqCyrKuUo9oCaFQNj2jcCOr1zgoi21aigNiBxG4KajpGCvXOEo3qWNewG/fmFlVXr1dds38HrXLLTKFsynVwX3QHClcoeZDxIfF2x2+V0F55RJymoOUMdCc4gQoPc7PDFTK2OTDzivNoJGL2oNVbn7eQCyE7UMiNT8iHIqq3iA/66nSxJhv96dm5OSrAkJUpmkcxtOWMg7QPHIQjokTNB9V5O92t+54xqBiAH8ZT7PdC6jHSaTvRG5Ly8C+6sOBoNteBnuMStmbXa7nVAVng+yckgaqeO3aNKXryY0YNm0w/aNGmNqpQH2+OapA1H4u3nz6loCfgE1IvVrg9X935aBoKdSJcb1DHP1bsHhfDFzKVYjMghi0o7EsIvY3K8Jqz6q25dgxD9Zz7zGY0tUgB5bQImHxiTe+9737slC+EdE+BZXIgEdxTpyDY39qsvJgCHxWs2VtcXu31PpuPvSUrOVCF42I7gTvLC19xYNgZ3v4DKv+Gbv9M+8s43mTXqgqWRjAVmr6ytKrhDhDt83fWCouXqFmLHOwGcsm666p1T5ebwmy9rdj7tg7yq97TzfQ9udPT4GUvzJDxnH+uDPGx8RvK6pyUAwP1YsjKyBgzO+4K9D6mO7UuXnpG+Rt2ypVFLx2N6H5DUiiNjqkpz+byCMVaw8URaqANhRaI5+aL1FbjdVUngdnB9TK5y7DlTBtrvrJNQhX2v59aB1uMa3/M9eF/lC/ZPet3wddY8cDwvlUjD2F+1uflFi1lPQZJ+e6dZtUSOMb51RrtL1pKad/d/j+ucs4Nd3z5/j1udzstO3eKakW8G42xxCcuEhXHimbwVOw0rErD6fWt2YZav2uKJeZ1H6ULJiumEWioS7sGnniQynrGTx4/ZIJq2/VMltVPCwV+vz3PDlX+4epdsbCOQtA3m80EhgPF5A1Tr/I6ATo/d99tDsLs3kcGTXj17z5oH8ldiNLBBPB1I6zpm8KC+7Npx0Yzt2zejhDNy41O3FIj5G68uF54/p7o/cuSIzlMP5XsN+a0uPgvuXxxj7l9hh8rNiOxc6h78d3/3dyvR+eVf/mUdX0S83v3ud38N8e6qWNdggP+Zn/kZKdkxReHPQ2IFAjg//dM/bR/+8Iev7gBP9X7gwIHhnPhW7GLPtPgbqmt6XOcSr/FB+EKWJwFSDZxLdIef+/la3WQD8s65FpX8E5/9Qo3QuWDKGF3ZFpZWLJ3J2NSBAyKiMQtPoJbwjfrjaL47SVuCM1wtBGaUAAQWtFSF9Pap2JHCJQAxh8/YnofrVbGHgjze9fwdKAJ9e69qN0wACOhogQ+Jg1TTCK0MbBCJ24kTRyW0MzpSFN+AwMsxAZpE5312YUl2sGKd5/Mi8xGk9f6a9UCePKMRPhaJTafNiBw+8utwNEmGWODsi/88SawQtUnn1af31SLa/fToQRSo5LstUIT1Ofh6ZdlOzS0IPdlTyuj4sKTN3q5ZB9ewhDsWkUCGdrgYbeu1lJigG0AA198FSmx6Siw1rO6lsIeKHQFNxiupwN8ePNLbwwFHlyyXipuNIwPcskZ3YJUyQWtBSRQjlYjwEMggNM5MjTjBC7bh+/IEa/Yv6sSVgrPUVd3e8IWqPBz8CdqePU+/3FfzUrALUAzc4pDEZVsw+IHh2R7vjTYCnAZlTnjRt9yMPWlot+UMcyIxO3Vq1vrxrO3bO2VR7GNnHmzRwvYEIT9/zoNzFKUwgj3JP7A6iAnXMgH/QmbsuW/QDmCbjNn6tt+FiOxAGtzKXP+FLOD4qxGSvz+sz3zmM6cFdxZfv/zlLxfqspW1YwI8J7i/sM6WqYfZrJvN5gkeVNdAZgT3c/XfvJLdZtfJkycF+XkS4Ln2iQvdB/ezVe1nWgTSJz7re+yT//o2O3XsPjtx8qQVC3kR0wjiwNYYl6AoRzDLBKIzVNnA6HmCeIAW+B46c+RU6QRxkgHZrPb7Q7jeBkD3GfX+5f2eL6ov7s1ueAGnSpcaBnmCfn50whrlFYnZgBx4PXqId9y0p/cesGyKDvdArQXEeQbM3hcKSjxIUkgWqpWyzc3Oqp0yOr7HsqmmpZKJAGHpDmfjCQww3UEy3M8qQguo6NlHR5yDLR/M3Ddr1qIFEcecJiu3M1/Rs51up2np/Jj1g+qZz4t9KI5O2kQp6+xcSQJbNWegEyQVfVzwMKtJJCxGNU6QZ94/Uxz24uVjjjFOpC8BHqc9XxPCMQCi9uegxtyY4Xfz7UjOokKn3jNkRxTyu069Tp9pcdzSnaqNFvbpc653o9ZYmbNTS3X9PpsftWa9roRQNr4Ed69UR+ClDTEUoeG1g4kH+cbXTifJ+d47lfhpM/AdV6HTO+fv6NcT/KnufSUvQqCzuR0wVse1AjeBf32Ck8iLWBuPJW0vlXu3YYN0yaKHH2eXYvFZeiMYtL89UY8q94477hBU6qt7Av/Zrlkf3ElWgVHPlbifrXePvgRSpNxLdtf5lx+Zvdht7KRF6wiEGTfU8Dp27NiWlQ13TIDfzAqrTW0GSvMWssCqXMDnC6qbhegvVKvee0MjSUlfEEjsQjJ1qu+Zmx9hX/7Sl2zvgQNWAH4PSG4ERJjywPEEGKxg+Ze+dzqXc0GZ51XW9HMg7HZgJCO4PvBxJ1lwErmOeCepWg/FV52uPBeEG7lzKAAQOgGe2XECWm11Sdtq16jEcLqrWM+iQXDfb+lkTMkChjXc2L3drJj5ASueyr6IuA72tL1+4EbWENEOxz2q+263Z/mRMeuqB++WZuPRjg9hd+w77y9XGrdufb1qZryuH8OeJm6RkNY8s+8u4A+sawk7ceKIjY1P2FjJbReuAGcHo3POGnZ94ReAWQxJAuz7WLrk7E5DCwIfvW+nhQ/Lnb4zTHbGyRquj75hLM6PuQFhWxt1voQqcJH7qLCBedlOD8GermUGLVtrt3VDyCITXF21xcWazsFkYdyKKfr7WYvHCK4hhTkR20KvTULhq3d+JwIcSELcJQbAQg4CcMEepKEXeL9r3yHQObKn66rE3FgcmgN9evRtR+7rNPU+epGEnbznq5aMx2zPwRvc+F+qaNGbvsmhGZdheb0CknWCNRU1wR7ODsfP68bz8CI2BGnQwc0E943L349IKr7ru77LvvM7v1M91911/4Tov/u7v9t+8Ad/0F75ylfKNpb17//+7/ZzP/dz9sIXvvDqD/C+j3m+AC+J1nNcSGyD4EsWfiEWspsJ8Lw2JBr4AufTqg+T6WDr+7ndu+++WzdZeAAkB2Ru51LwY+wHucLn/7eftts/9UFbXZobjq4Bm9fLq24cTr1r5wZHoG7Wam5uXtA8PfSKjhte8urJBz9zpjXA+jVByEC8/IygT0UsxziZxrhEwBHfGE0D8s5o5p7e89ATPpNTgEYHf61SswOHb7BYpLeeICBTS0CnJ8x/vf7QsEZoAr7xuaLFOy3d8EesYH2bUP+0urpiq+WqxU6dtEJpxAqFoiWiA+03s/rdlqvm23WXRKCw1yg7qDqeTssDHuiegAQKIZOejJuP1+ffdqp9jA9NTE7Z5MyMiHV+gQr0CISMQaWyQr1FzmvinOc+QxnvDDqaMEDshvepDnzrdMOZSL85dM6jjZHIj2hWXvP+7YaT1A2PxZFIedGafteiUUxYysP7VM+SdvLkCSuUxmxsco9FY0khOETYVrNl9Ubd1kBHlufEkyhmGxpjBLamVaDqW+ch8xjrdrBKNPQCQPsI5wTJknd+k8hOQPQLLp8Bs/LORs8lAQFhUX129hnDHdCKTsv6jYqdWFixVCJuE9P7Xc+/07XoyEGLjl1nV2JxnXB98uB+4m1gqbRhOHPdE+i5prlGz8QZ2sxim4iYAMG+4Q1v2LWKvR+vV77ylbpn/df/+l+HrWgIoz/2Yz9mv/M7v7OlbUYG57Nwu4yL2fTzKUAh3/iEJzzhrKpwXryGgEgvLCzcf74FPAgkezZhf3p0wP0cdCr3c8H9G8l0XLj+ffkxHvZRfdJgppebSRgK5HlUB0DFvB6QIdv9jw+/y+aO3etG1iwiGJ9etzzi+y6hQF42EU+qj07wbnjiHUE+FrdYnBl7bF+z+lseJAcEYG7o/LxVdxKxrg/vSGMQuRCT4WfsC71xiatAbtPsvYNh18pVqzcaNj5SlNId9rKQ2nwPV5U742CC06megeCdsQyIBdtme35ETisStVyxZLWVBX0WtXpd/xKsEIfJJGI6RpFoRNU8o3mSmA2prkHii4kMHqpWhSCX1IteXZzVTZfPAk/0bhNJXNeKgGlP8oC63fouxSyeSrkxSJjpIoGfHpg5NrwnCH0Ebyp4xuLCz1EiEILEsYVlCkAjdxKz6VlU7yN4L4zaqXcekA67ZnMnjohMhiWwZuDDBjMB9O/PzXqzI0thVPUg4xXTUctls7Iu1nNPk6T1/XUIAomQlK0bmdMtJCDIDZd/b1TfAZt+wNfo60ciSsYinYb1uj07NrdiqVTCpqZnXHDnb5N5iz3qxWcci7vSi+uRyp5EnXsW9wNf2VPlb7SBPdsiOUC9DA3yv/3bv70ogt/9ZVFYcY5/3Y/+lsVUfGx99VpN+/Kf/ILGpjcr/Xo5FgUG5xaLaa+L4WXsqDNqM331c83Cc7EByfN72OwXqmZ1rgoeMh3BfTMOdgp8+LQHycrGCzc8xuOJPgR7+vkeCuQkJuHgwyXh8Ntge4948jPty5/+kB2/+3YFYXrXItGVVxXMgecRfVG/vVCUSE4uP6Lvs0jVEoQ7A3m/I00L/N5u4QhXV+9ebHl670HFzmvwNYQ+bubJTE49d9fXzwgxIABphj6TUxXZajZtZnpa7nfA1iQIoAFOfCYhNj7Hmz4+UL+v3JElZSSOmXEZ1yCV2+s4be9MxmprK5YqjGjf8wVnGkMboI5H+8qK9ebmLJPNWKFQskIh795bIKDD4l94BjDq3WhcRLK3zMDzGZfrLdu7/6CQAecm5/rzTtWOESanW+DRJhCMQbOqwhW4n4AkC9jw553OWb9VceN7nGcYuuj5KY3VCWZHbjZ4vrzf2d2wPSy9eFXJMZckCc53VTE99pOLqzY5OqrzRgS3sCNcMFfuVzQzYoVo2QrZqZDe+6otLS9bsx+zQnJelT3nXiIeIrUS0HlNyH/RVGDliqpdx/Xce34sLrghKahDGExIZ17HTZ70SOhmrNvr29G5FREC94wVdRxksgM0f/PTd2RwZ3EtkgSS4DMSyw2Z72nBAeczBeQDPoXIme5rBJVv//Zv16juG9/4xt3gfqHrGoTo/eK6e/CDH2zbsa66s+psQZjMjgDMxcXB2QrUdbZtXwiZLhzc3Rx6bNNEH8gVvA9IFbQXWMCnoApU+N5cg9d/0KOfornvu774aVdZSfymsD7njgFMBu1zB5nXKitO7hZ4HZa9gnxbAdo/l967ZHAD+1k/WufY8D0lDeujcUEi0GwI8ifggFgcO3Zc+7NnErIkLY2OqmkEZkgiSDSQgSWY86BK5fedZk29fAKN7+PzuuwTpDjvA89q1api1lPdkthQ5ZcKORspFRQAVxcXrFKr2sL8KfVKS6MTlsumLCv/+vJw9I7KP4p1bas2NDJi5lqWvJGo6xEz76/CNW29xipDcfpaY4VRU3AffvadtpIXpGPpr+tvB+Y06oenTMT1lwPhmCia97jt8X0A18e8CI7/CwJmqzocrZO3u8hxEau1OnZyqWbT0zNWogoBTYkmFCgFjQfH2EPnjLOdZh2bLlkmUraM9NzHrT2IWL1WtXK9aadWly2dWNNEA+54GeR2SWwkThMjs/jasbh0oDdPv53jFzDvI7DlO44cOEhjnNSyUydOWDY/ZlOjOetrPBAWf98iY4ctOn6D7cTFdU2LjqAOLE+Q5xwDeeP+4OyWF4etOK+XT7Dn3kQgB+5HbIZz7U1vetOmK/7dtbuu+gB/vo7BmUblvM8643VnG7HbSoBnXwi0BFzgfi9ccbZ1JmW6C1kyaQn6vwR7gj5QoJffhDjl+/ZUBrc89LGq2L/4yQ9auwNUmLJMPu+gdDHlgZRzmnt3hDynae985nPWbjcUdP0oHNUyaABwfX5kXEiAY7sXncwsPX/EdqprQ0c7qnuY7QSqk6dOWCwy0D7S32dWnUocNMAR9hipW9X7VJJRrwaVelV9Y5IQ36eX/j29aFX8SatVHIOf3j3PYbQPwp5kWP2UOSNH/YFNHzgsCL7bHhODv7K2YktLA0smE5ZNRuRDTrIkkmAfi05c4ZqB/3zC1pYbduLOO6yy1hCkv/dgzg5ej5ynOzfRvu8PkpYggUsXVJ3zKzTqhyNvCupRpzEAm77TEBKB3W3YC56q1eqrbssRCHNUfOD8wWw4P5OE7PAvHOQdMatWKrawuGT7pqcsnwrY6EDgBPfgOhpkigGBLxFA7Gnm8dymFPjRlGfyoi/Ht2SzbEmSpRFHJGzUalavr9nJ1VWL9xqqLtIjeyw/wMkw6qr5bl0BXMp00pV3JkTwDDSOSL+dwC0yYN+61WU7dfKEpQtjNjk5Hsz+w1Eoy0I2esNTbKcGdyr0cHDfuEANGfXlEdbLp2+PUxiJANc3vKC///u/37Tj3O66eirwnbSuaoj+XNKwFxvgNzs77xfP57HV4M7fAfF5IR6fTIAY8PB9Px48jxuDC/b77BFPfpZ96RMftMrasvrxjGw1OrjIFZwwTWlUzPFccVQ3WohXEME0SkdQVG99RBA9ZDQgd9+75xNxuvSuqvcz7yADsO5xeltdXrITd98t9vveffudQ53IdlkFUfztlRCgpuferKpEtiNzmHRGrnkEffr07BP7wjy+EIZa5bTAD+s9kU4PFfQY/4N0hoENiQvMcSps+uqxWFRa+CjrYYrTbHdtfnlVwjLM2TvFPFTe9lm6MGLLp5btq5/6iubrk+mE1VdX7PalqrWbEbvx1onA1pQCNm79TiOA2GMWz+ZO82j30DwB36eMguYFszvdd+diH5IvxoaWrXs3NXrwGUYUewrceL1HNFNesfJa2ZaXl2z64A2WiwfSr+grhHvkkZhFQQaEJPQcnN4Kj8WhOudH5pIbpG5TGqmjes+PTdlkq6oWWLXesKWlRZttdy2TSVsul5X9bSLRdQHcHwMCPvP/qaLLNSDWtQfWhi1/8oRlSpM2MTbink91T1KQKlrs1meqdbETgzsoHqN0ZwvuG9dGvfzXvOY1YkkDz1M00Hp71rOepbn0zRKBd9e1LVV7zQf48wV5H4TDAfhM0rBbWV55KkymO9/svGfKsz/nUqY71+LvuXlw4XPRnymZYB+8QAfPB1Im2DN/yyrsu9nW1j4lqDwWce/Dmc6krba6rABdXVu2XGFEfXeq8vraqghieg+djhudq5X1vmPRpCrrVJbZeKB7xuOA/gnAA8uIaV+2uZPHbWl5RYxziG6NRk3ogcbe0DORdC1BhrG5ciBN21TlLvgeS9nAhIaKHrg/EnesbYhYtYpTzmvSLydOKPEoWj9EnONnVLokMM3KsiNxBSNyqNpFBz3rD1rBGBS7UpR62tyxu20QJGVzKOq1e3bPl49asxO3kbGUU3yLpq1bK9upe47b1L68lSbH1R9X1R4sJUm4z+GUl3G98mhkoOf4s1le5xK94Vg4El0M5Tr1pF1PHzc5EoIhX4CgS3XvNW4IfJ2GrVSatrTWsH2Hb7Fciuobkxu83t32/Iqgahdyi4sElb+Wgn3ILY4Kn9E/7/su3f+cqn719FN5S8VTlipN2nirYt1OxyrdqDVX522l0ZBjXiG1ZJniuKXQTSDJkMId8/QOUWhH0wpspWzexgl6rYr1ExmJ8NCyiB14lEWLe22nLT4frk+gddjuW9GyJzn6vd/7PSXreL2D9L3vfe+zd77zndtmoLW7dteOZtFzontzhrOtz372s2I8AnNRxVLtbod5BIvs/KMf/agCHLPqjNhdDJlusxe+D9LnY+afbR9IDCDpnTh2n93+qQ9YImpWKJYsm3PCLAQ/ydfiPgfkngeuZ7YdaL7uRu6iUUfCKzgIn/dCP1kQfjYX0jZ3AZWghpHM4sK8TYyPW6FYVHCm8kZmFkIcpD8JzkRRx8OxzgVyiHWpdNoaFUa8Bo5hTuslEFmRGUzg/uaXWPtA3LJ+dUGR0T/Ea0Aj+FqWsGiz99qq2IGImQxQZQ+LPxC1iSbTdvTuO7QPBw/fIMe6dhsG/ZLd8dnjkr9NI5ubzlgmynbM1paqduujrrO91++TKpssZiHGddsi7IUDPu+X15W3u0RfWhZHPjcEzbMPzIBrlBwiGuI3pAHdRlDdc5zS66gAMTiZtuW5kwo0MzPTQih8xewMY/isXeWOPjyVv/rauNpF4kp0gk1pqbnhiXsEZH7PyJuXn93YX4f0FtjVErh164jF9drVas0a5WVxQPqRhOWRzqVvXxzTceCcOXX0Hok0jU7tVzsCYSYR69o1i4zfYPEHfYeD/XdgcIcbQ+W+FUgd9I05Zsi0aIrvJMb21cqif9AP/ZZ0JS5m9dpN+9Kf7zwW/TVbwbPOl2+QBNx7773qcW1GvOZCFhUxr89oApn2udaFkunOtEAfkLml3wkzfyvb4P3T1+PBuM1DH/Zw+9h7/9GO3XunnZo9KUGTkdKIWNEsIHWqW2B61xsvWKfpmNyqjHs9K5TGraf+d1+/xx8e5zQCiGfsLy4vaM59//4D2jb9egXd4qjV11aULJBA8C/bhNQHQoBRDWNswOVyvqtTDbYt0o0oCEsAp+4qXzdrDzGrr+1LTCY4P2RfW6tofC1TLA4JeKABTkefSro3TBpAG+IIzVjEjtx1u+VzORufmNDroziXKyUsm0raqTtWrdOG0Y86X9MakZheQ1wAyFCCtAcyrOH9InpDT/w0PXq861tV9eoVqAXNY9PrRGr0uak37T5Dqm8530GkYw/jKRnUEHAJ2AMc+9J5Wzxxr/q/8nIvjp9uDSsink8gOs7bxQf/WMoiPbdtHbtw0JafezDL/jUBPR2yo1X64cbmIqjpRx1Zr9uyaKpohVTECvTT9x22RnXVqq2uzZdrNpi7TUlrsxexUr5ko3sPunFCXk+OczSuRyx+yzN2ZHBn5JYAQOW+leDOPQKDF+4t//qv/3rNBpLLvXYh+msMoudiA95jlIn+NNX1dq0wmY4FDH4pyXQsiDcQAw8ePHhRxMDwYhsorz3re/6bffnTH7Z7b/tPq9Rqtrw0Lxgd2JhWRj5ftFiMvmlS/vLynQfSb1Hl5wTlp2HVt4DS+459XysPK/Fj9x2xbq9n111/o0UGfVXk/Bx7Vyo1MeylkldzkDviMILCKfziEsYhaHuxHYhzEpABCUEvgOpu0FcAh7mfiCcUcFW5Ew8CqVr2md+r5ZAvygBGo1k2cIkAMTWZWXerazbt+LEjtmd6r40UgvGuSFR97yZKgOmcTR6csWNfOWK50oglYl3rtNu2tlKxWCppK42K9U9WBfVrhEzKdBXrsN/0rBMpi8aiNsAhzX8m9NG7DesHfXFkatHTpxL2SUHMQ/PD/xCGWRsGZObH50/QOjDbf90tFseSF6c6Vd5dx1APz93DZPcSuZKxFwjufkkPP9xrR4J2qFjn3g+tAUnPwriPOm0FvZYX1UnmLOKlahNZ14qIZzUSB8kunYhJL2A8n7J6PW3HF6qWjEesvLoke+Mc1f3IHku3akpE4l//fOdotwODO/ebrVbuFCP03OEIfeADH1Aiv7u2aV3DY3LXbID3a6PWPEEGFiqwPMQyPy62HYuLEIgceJ5ePtKA55LCvVgyHcuPwVG1Myqz3cuN0T3ZRsb32Jc++UHLZVKqEKvViq0sLdna2nFVyBCoCFQZ9Oz7XemrA7GqF18pC6Km+oZ9DwseItzx40ctmcrZgcN7BaPz/vk910ou+Dsp3TGS1myot5/O5UXeo4pmERiJvlTz0rAvjTnd+2DsiqQgFolI9IbA75j+6OjjY+5kaUER8LtvBvP4JAtU2olUQvvl+/osyH04182fOm7jY2OWSyf1GdKfj0X61g2ey+tNHYSHsN9W55YVmOE0jI4W7IGPfaClEi2rt9q2Wu/Y/OIxoQC5dFzWrsmgFQF5D6tY8QBaFR3T0xTsgKTrWMVGBM0De4NoQHJjbJGEI8b4XeB53+8PbH5xXrr1eLnHehgCZczYNwV//NV7bmacypqgTGbjhWcIzFTLzKIHcLyXfmUUkHZAJJEb2v8qI+iigY9OvUNF4CsYIkXB9iQ3q1n4wOudhAzonm1gGkO7AKvfftxOLqzZnlLWRkol66Wul15BbW3ZZo/fa31IgAcfY6Vmwsbb7W1rtV3s4jhxvwFSp3Lfyv2Ge8iP/uiP2u23324f/OAH5VS3u3aX3d8D/MbgTv8KGNuL1xAcL8QQZrNGNGzbB3Xv8LTdZDreG+NujL1RFVzqjH7/DbcqeH7uo++xysqiFfI5y+dz0qvv9vHJXrPFpSXrDxYsl8laKp200sioyHUoxjUbDUsmUyLqtTttW1xaVcAaGylIDY+qnoCwzrB3tq7MqdOLp4qj/w1BjzjgLWeB7QmGnixH5U8gB1ZHEEekPIuojUAw0PggBL1gdE4ktVjMqmsI+6xX7hrX61N5RrQ9LwO7tLBgi0uLtv/AYUtF+6cZfbSUPGAj6wxqimNjdutDY7a2lDVM9tKZhO2ZHrWYEVCTlkwlAxh+rxAKEpSVE/TtE1YqFS2bTlpayn4RjcSpz403PH1mAlrfvTedD118A1I2CLgJVM5RTFkGjMVFpHg3u1S2aKfmbGpj0dOqc1Y0qMB9MSLL2aBPTuWvEbuAkChovhmM5FnMQeIQ78KwPS2BkIuc8gwCdiJrA+nyOr15grxR1bYDpICkhmPK/Ht/YM21RTs1O2sTk9M2MjapZCLSWLNMbGD5A9frvbUyU7Y4+vChTzu9Ve/TfjaBmEu9+GwJyoy3bTW4c279xE/8hO4tH/rQh87rVbG7LnztQvTXAER/JvEa+Yw3AqLPRSyyc7ZNBc3MedjWcaPYzUYyXdgRarPLa9iz7yAFF6qyt9U1MjFlj/uW59lnPvgOq6ws66ymqqZKnJ6atno2o8CytDBrlUrXTp08qbGytdVVG5uYlOqbxDuWVi2VjNnM9F7dBJ1gDgI2AcMecR365X0IbwWN0DG7DtzuZ97Fos/m5P7m0QL+jiVTm7obnaOSphoHeodwh6a7IPpmXWNyBFP6vK5yLzvDm3RKIilI5xKyCF709BcX5mx1edmm9kzgw6ZKF190iJRO9Mb150EY2E9MacRrmHT7lchk1S+OJgsykyEJkFxtsyoFtuz4qEWmZ5zt7cqczc+tqAjGireUqVs2k9b2CHDOlIdzC9W3riPehaF1Kvr6inrz/V7fTs4vuc/p0E0iQvJzBWyEbMSaz50bmofB7kfmNqjZhRn2qtCRo6Uqx0yG/ZDELCI/cSdWo7/Jr7cfkjkbtFGdwycgZpF22UkCpwpi1qMtPz592EoZqnu4CBGJ4OAl2KstW2zkgBUf+lwrxRJ2Q+DT7p3c/BioD/bncnLbzuUTcPZjq8GdbeDd/fGPf1zB/ar0Wr8a1i5Ef/UF+M2I12zW8e1cCwlYIDhIevTAw2vj9jVuFti8bpVMR4BEQhcIkjG4y61cReX7Dc94nt3+Hx+1+776RRcQ0RPoIg3roPT9Bw8LXt+7b68tzc9aqzewO++4XR7znW7XCrms7T90nSp1LE6lklfHNhVVN8fgBnpH8Q7JWo4Tr0tQdr32kptnp5KLOrEinyioFcDYXCCFS2CiGmfRd2f7VNkgynwPOkC1jxALErecGxDj4BTQ70cHgNbCyRMnJXRz8NDhIYMcsl6UQN51Pu7MsbOo+GHTE+ghFBLAY8mUghPcAKRq2XaKWf7QKJq8AOAJ9FuWmZi0+L5D1mg2JX27srxk852OkrnC2JRFeouOqMcYHWp1Cpq5obRtZODG2DiGJ2dnlQRNT4xapFu3QTciNvpQglaStT3XUwc2J5gPzgDNM4eujUedoYyba7DBoOOqck+uQ5gGqJ+q3PvVx7MK3PobkgqU7MKCNrD9EeOBLUCfPpGxerVmc/PLNjmzT8513kZWbQp9BhGL5Cct8aDnuIQmWARTZsF5hAViqOw5VxB98opwlwLK98GdBIPgvpUEnG3g/PX+97/fPvzhDwt12V2760quHRfguUiQeDxy5Ig95CEP+ZoM+GICvL+IcYTC2pGbxsYV3v52kOlg4BLc4Q5sN+v/Qhav+8BHPsnG9uyzL3/6I1KNk5Z6MqWKGMgcSLzb69jeA4et1WhaOZez+fk5S6Fz32rZ3XfdaSOjo5YNno+THVW2AnDaSd3yOhKbkcIdhDv07DGgGVgim7UOVrRB8BZkXw3kbtMZy5XGRPDzSE4mC6S/JshXIHMPGdaYAjhiOiQLmfyI+u2Q2BDVYb8I/qeOHxOiMD01pUQmAVLQaysJaSFuEySMmN7g0U6g53iwDR7I2CYh94W82kEj+o2yAj5jciQNqs5V1YJtw66vWp7XolOwZ6+2VatUrL46ZyvNpoKTLHG9rDzsdLaXG3F/P4jZidn79N6nx1wvX68tsxhfnQ8cFB8kGmK3U6H7kTogdlXuIda876fTg7czQ/Nhi9jegPM97pjuAXERP3eSKtnbdh0BUw530sZvW71StfmTx2xy7355ASDZq3E6pgNAGzQWGLXU1z/PbWMTAjGga0ybEHhpz0F8g4nuq3s0Iy4Wyvck24sN7r/4i79o73jHO1S5M+Wzuy7h2q3gr84AjzId1TsCM2cSryHQbkUYwpPp6Luz7bO50YWFdC6WTAcpkAqEsTuQgivRU9y4UD4rjU3aZz/0L1Yrr7q+dSyu0TQU5SC+RaN9W1paEClv38yMFYsjVqPfHokL8l6cn3cQeDJhYxN71HuVnaxnzyONmy8osBKZkzjTEYQDlnw6k1PwFcyfyeuY088n+EuHvtlQRcjPsnnU9zqq/lmxOOgBgjtOhpceOCgCnIBuuyHxnLn7juozZMZdwjKC4Z1lLtwDVflB5UoAJkAB/UewLu21LUqv3GD5u8kBzdZ3GxaPRazfDZCARkVz6kwRCBonQehBKMQlzgViLGRjsYQ4C9GJcesNBlZbWbRmu2Onjh3ROQXJEaW4WGNN5xstktzIhIhpBG0ZtaBiR4VNkCQ54mdhQRyCsO/LD9tcwd1LPfr1xCAS9+I6poo7IqifqjwYg0tEXaWuEblgm+EkQBayiOEUlGANGqvabq0TsVNz8za1/3rLpeLWh3GPHn9Q/WuuHincB3yzRfOb70nzXrgP8ADJQzfCa71TBHgnNw/lXyjCxr7feeedulYvJrj/6q/+qr3lLW9RcMdAZndd2rXbg78KAzwXM5nv4cOHzzqWspUKPkymI7ifCyLnpgskT+V+MWQ6ZvW5AcEd2GkkGwLd4771BfaVz37Ujt7xBdd6oDfe66uiv+/eu9VX3bNn0kojYwqOheKogilwN77zjWbd2t2+xs6A1CVb2mja+OSUjhsz9hy7Vrupnj8ogch6QPb02gs4qg2sVccUBTKbg/xJDgjiBFwSD1oCSiawuq2WlTQ0ulXLFsdEyJNCGglB0IqYPXFcAWpqaloEOuR2Eb1JplLDJIHPkwq5L5i551Tv9LuI+usIBRGcWdLSrwdtBEbekjGZ0xC445G+iHIdmOODgbTVB0YAdmNsbE+QPJK2BNKAExHpNdHGtUa9LoGYpRP32kJA+uOzGS/l1I4AcVBQpjIHAmeHELBBGY7gSoWdzLpqPVCdkyIdffqkc3BTfZ+gWkaUBqZ+PRCpCfr56B2wXYLxsNfurGVlDMMIHtvASU4jDI7QhwGOYPdk1sqVpi2cPGLTk+OWyzk2v0VzNqivWR9THhz2WjVL3vpki42dW1/ifItr2Cs6kjCGtd65bkHlfMA/32ibl7qmoCC4b9WWE6/uv/7rv7Z/+7d/sxtvvHGL72x37a5rPMCzzkdsudAAzw0AFj79sPNB5NwwCE78DTAg+3Khwd370bMN+u3bIaF7KRbv6+se9SSb2n/YvvypDwlqx0N+bm5egeHQ4UOqinuDnqB4pEnzI6PWbrVVnUOW434/Pb1Xfe61lWUrV+s2e+o/NX5H1R+PR+TM5kl2VNdI5BIwCOTOI53KuzXUpndytWndrJMEMDzdqeZxxcvmJWvK58/IniD6nJujZ/9m549ZPGp28LqbrN2sBiN1VfXNe3JYRcK3F/Aq3MgdULyJhd93KHu/p5FJRvuo4nutuhQAmbv3Z108mbF0lqAVmidPJmyhfId1+i1LRlI2lttr2XRe/fP+UIo2xHjvdiydjFl+omSNbNxOzC1KgwCE4d77jonAh8471Xxy+MoRpxEQ0q+X2IzvoxOMGyvBtNvABWqqde00MrdOMla/E+QfcAlEnqtYJJGyPqp6HAhG52QD23ZCPkD79N5RySNgS4IvauW1ii2evM+m9x2ybGlM/ASNyVFIS6yH1+tb8tZvsfiem7f9HPa2rFzbfG7A7Lg/woTn2vPBnq/DCJpvBfLciwnur3zlK+1P/uRPNApHO2F3Xaa1C9FfnQH+fOtMbnJnW/TsuNC58M7XE/NkOp6H4cvHPvYxje3QO+exGeiOv6cNwLZgyl8NTlETMwftG77l+fbZD73L/vPTH7dEIqZjoFE22NzdrvXMoRmthvP7RkiV2XQY8Iy4QbgbGx93vev9+2xpYc5WlheldsZ8vW60e6ZlrwoKgPmMn29Xr13Od2uqzkWeG/Q1XtfotuX7TuugHQjyeMndLsp51hfMT0U6v7xkqbjZ+Ni4EAIIaoyVkRBsrNwJXEDxEPEYyVPbIF2weHTgRu4iTheflSuUrGd96wz6drwxb3OtVYumEzZdztj+zKQVc6PWGNTsaPU/rBkQ0lj56JLd2j1omRhQe1KqcD0CNcI6wdgaI3L11UWn7zA+biN79ikB6HbzQp0q7Ygt3XfUYomk5fMFyxeLhnI7hjPsu6RwGb/TSFzCydwGK5oOOdvxmqAKfswtYMgDoRufkYhyfNYdwZbeyjYSMOUHwPy0BbptfZ6q/DtNW6u3bG5pzfbtP2TZwqiIibK27XWsh1pdZkToReK6J1p85oGX9DzmPKIfzwOInGvRQ/mM4YEm+WDPTDoIG1wcgvvZ2nXnW3/0R39kr3rVqxTcH/SgB237e9pdZ1/4PfC42G1sdYHa/PzP/7z91E/9lM6Bnbp2VID35KpzydVupoInwEKmIzs/G5kuvMJkOkh9jM4xtkM1gMY7PTpuHD7Yn2lGl+oBpIBgxsW+Fbb9lVqNZsvaqTF70GOeYu3VWacnH0+KbQ+rXHr18bh1WlS2uLVRbRcUrAnyjNLxkfF1o1qxqem9Eohh1AtL09XVZbvz9tvUK6e6TzWalkFghwShsiYeAJA9ZLtekyA1CKr5WjDShza8s6yVBn61bIlUSj+vNxp2/Aga50Xbu/+ARuxg1nMO8KA1gEQtP+d7CH5KJJipJ5j3YYD3rdeH/d9wY3sdLHNbEu6BkNcb9O3zlSO2YDXLJuOWaZTt7sGyLbZX7aGRGZvr3WvlVs2ymXHtUyTSs3ZjwY52e3ZL7uvsRGXZ7m6tWqNZsUQkagdLU3br+CGrVss2u7Bs05OTVpyYGRLcCEalyb1Wgpw2yFujQbDv2vyRr+r3VJvZ0SnL4i4n33r05nGow9wlpmq9r8DPtYQXu1PKcxsHRWAWfuBm00kMglYAFfcAuB8CXAQdAc/Yj5s1+Jx6FsuNaZurtbL0BfbtGbN0fsTB+TwXCV68DSKOL5C8+amWmLn8wQ8yI6gdDz53xmIJ9twXuLZZtAK3ep3+6Z/+qW7yyM/ih7G77j/r05/+tD5/SOA7fe2oAL+Zxc3Pi5ScibRGoKaKZjTtXGQ6v87GlAee977O/N4HezJ/fueDPVA+Nw9ekxEfenA7gUy32cX7YhzREwEJ7l/8xAdtafaYYG83Auega9jxCuTA7IOB5YslkbOS0ZzgfBIBIHiqXx/wE7GITe3ZY8kDh2xpcU6fS71hNrewYCOj40qcqOQHDRjyUQV2gj6QPH14eucw61tNVO1iw148+vW1zsBmZ0/axMSk5bIZcQXY2XxhVFU7iYMTzYGxX7BYNCpJWkIRf+8IfwWLKSA7sRlel0iVHxmzLmYyg4EttFZtsbFsxcKopWDVJwqWTzSs0L/NGvYlyzMtEE9Zq92zVnKPJQc96ySLthRp2V2NFftSZdHivaalonFr9rv2ufK8VSpLNt2MiuWfH5kUDyBKRS1W/cCijKBReUf6litNWI6+/WhOx6HaMVuZPWrzXTeCl8GfPdHW+TtgJh35Wi9uo9n4YN6dmXbgdr6hIqcyl0Y+Y2cxG4BABN8PmugMmOvBB17ukA/7zVVbW12zhUrb9h08bOlMxgbo8gPbJzLiJ+g1+21L3/pNlpi6xa704pomyefBMQKhI/Bz3cKT4Rz01T3X8/mu39e//vX2ile8wt7znvdIsGp3Xd0Qfbm8jryxQF7Phr4y0fFf/st/sT//8z+33/iN37CdvnZcgN9MBc86k5wssCZuc9z0zkemuxBlOrbjqwH+xgtyQNxjsQ3MaQiSV1NwRw+A8aCv+7qvG44j4tr2yG98tp2496t2+3/8u+bGcYYjsHC0+R79d6pkIPMubmqpjHr4EMQIshq7i8WcZG0urx47QX8SkZweOvGw7utWKa/ZyeP3Wa8/sFJp1GJRAm9HPX/gdebypYiXLViHqrrTUQDm98tLi3bqxHHtNxUtgd/D9+W1ZQnDQJhr1gnYsnDR6xHoEc6hBUA/mwSAVkCW+XZV7m2LZ+N2bPGTVu3OWSwRs0YkY5aNWwopWQJGp25jdrvlcnWrdjLiEqT6bcvHTliin7TuIGexDudW0+6IrIlgl8qMKngnBgMrNFbtWLtl10/doBZAhMqbgE7nKeh1e+16ucJxTjGTHkUsZ8TGmSef3GPtwJ+9Ui7bXLNhqURKSVc+m7ZUuuAq9IDxLhEaKnoIe55NL717J1rjuAEDG8QzkvplfK7P85trw0A/6DVstdqxhbWGHdgzYqm45vyc8l1gWsP4G1+nH/wci49fHKFuuxfJOW07YHnPjSF591A+17Pv63sof+M95m/+5m8EzWL5yj1md139LPoDG9q3v/Irv6IE7kwLhcJnPetZ9vSnP303wG9lbcYP3gfV8MWHPzrz5gRheu7n2o6gWnrL2FVi9oHBySbJdDyXoEL1TnCkj8cN4dSpU/qaGwO/o1rYqTC9Zw97PYAzSebuu+4Wm9x7yL76H/9uJ+75qqBngragcRQFE0kFRwh0wPJu3r0q6FsjXZGIvOf7g55IcyQOjOXBKoepj/EN+uTTe/fZ2sqS1ZC37cbs1NyiReZmpe9O3x6BGQI3eu1U971+144euccq5Yodvv4mJQW+lw4Uzygagcxp6Jc1X48QTb2yqj4zCQLPKOCq1+0MLWxrFcbAIpbOZ+xo7cNWa81ZPJqwTmtg/dSyZVoDa6ZvtXg0asX+ohVyLatWMtZvQ8TsWroQtbEcVfSKtboj1sZIJVsyW61ZLhKzBII5sNfbDeu3u9ZKZ6wKCU+jb0DkfbULMK2Rf7pWxAVOyHHqpXOeogPggn8ykbHRTMxGMzgEFq3WjVhjdd5OztdVhecYwcs6a95YprQO06fy1m+W1/XkCejsB58bJETcBSWKE8D7MPM7NVtZmLOlescOHNjv7HsbbvKA1+q16xal2o/HLfPg51jsAkbhLseiUqcXT8UdJr6SvNOS48F9AXMZgj1tOdAmgvxnPvMZe8pTnqIW3P/4H//D3v72t9sTnvCEK/p+7vdrGyv4Y8eOnebyd7bq/U1vepOSQCD6q2XtuAB/vuVlYsN9eE+mw2EOmPxcK6xMt1UPd14bWNsb1NAGYHvel53Az7wugZ9gz7+XW73uXO+f2Xz2FZb/uVoY9Mwf/A1Ps73X3WK3f/ajVikvK+gBqRPggZUZ3kJBDoZ8NEFCM1CwBZ4nqMZTacdmp7rG/rXdFAmOr4H0qZhHx/dYaXRc1X+vB8kuYosLs3bH7bdpfK5UGtFNuVpes5W1NWt1ujazdybwTY9arjim5GEwcHA8SYjgaiVyHas2G9pf4H6U8DKZvFXxoscOV2z5gXVaDb3f2eXbbLk9b5n0qD4z3hJ/04osW7N+0rqRCSsVe3bfqVGbXR4166C8F7GxfMfiU7OWzq1ZubNi0WzGbkwdsLnEisbo6L3jP431ayadtn6/YxlIjA0n/UqAj2URh+kOxWWk9AakHs/o5wR/SHVqTwGjy3o2UJbPlizfKFuBpCgasVbHERpnl6vW7teskK2J/5DLFywqr/eIBIPUS+F6MHr3yaEBDp+tTGUSMeu3mra8VrXlWs8OTI1aAsc8+eCmHNQfEPKihT2C5XHH22nBncfG4L5xcT8goPPAepnrmxG6N77xjQrsHPcXvOAFCgDiI+zQBH53XdgqFovntfElxkCoe9/73retZmeXekUG5zNgv8yL4Et1fa6LBylIghO9MwI71fPDHvaw8zo2hYP7VsVrIOiAFPD3kGvOFLjZPr0agj1QPl8jwuH79leKXe/5CdycOF4XIvnJ39x3+3/aPbd9Ts5vqJwBknh/eAxq6NHXqmXB3Y1G1RIYqcC6b7WG8D2iNxw75FjpkVPRUz0DC/vnOIU9J4HLTRZWfrc3ULAmKJEwIbCDbWqn1dJ4n5udzwhNcMz8gvrsQPXA9EJ0BubG9DCZCexmWSQovAc06o+sfNiq3VlLx4qWzCSs1+xYMpO0am/Bao2ENRIzNl4+YafmsmLdZzIRafQ3OwkrxRv2gMNL1is8zPZHSjaWnLAvrZ6yr1QXLUn1PYhaMpuxWrdhI+mcPXNsn8UDaNsp1W3QlW+GlOsy66x49dkV/AOVPSRn0YUfmsrAfg/c9BI5a1dXNMpYbbSdNkAyYdkcRL1pSzIvr2qor1l1jTpQsQPX4yM/6NniqWO22ujZgf37xIvA2S6SdPLCQktQp9v7IMvc8Lgd5+lO1Y62PcF9q17sqNO9+MUvtp/8yZ8Ucfdf/uVfdO/4yEc+ctlH41772tfa7//+7yvx4P4Dk//Rj3603V8W/XKmmx7+wt+0mFwpt7567ab9x9/9ooqd850bb3vb2+y5z33uaXHJI8CcCxR0OzHhu+oqeBYHkkALI5YDixPc+eZYPZmOtdXgzslFcAd+By042zbC6lv05YH6CPZclOwzJ5MP9ludv73QxT4AMfJ6BPcLPRl5/vVf9wjbd/0D7Kuf+7jNH7vH2kjDwuAmAMWdHj2z3ATVTDonBj6982Qx7Zj4gQ57rbym0ToCFwEZZTs3615WkEYLnsBN1c8xhKgHXyAWMStM7LFypWqra3dbIh6zsck9loxHnQAOrYJcUbPzCOT4hUgNEwHwBgTFq1pzbnZUzijodTpuLK4/SJil4w6VqMNSx3qWpDBiMwUc3Q7YkVmCZ8ey6Z5lElGL9doWj7RspZa0bu8We0jxoU77vtOwm0vTtlCv2mq7bJFEwjqNthXzo/YN+QmLRBPWT6BWl7IBI3RA3OjBo/veKHs1XYsKXg+IQIOIRfGh73gHOvTy67KIpYc+HI+TUp1T2ksWxixZHLfSIGLdTlOVfa3WtKW7btO1kBmZkIVuGvMbEg769LDzu01bWFq1cmNg+6dcP5qkSLPyYu5HkCm0/M1PtsQO67ezINMR3GlDbTW4v/vd77aXvOQl9nd/93f27d/+7cN7CWYyXNuXc735zW+2n/3Zn9XcPcgh41nPeMYzdE/hXnK/Wpd5Dv5pT3uaUNvw4rwgwfuf//N/7sjgviMreIIwj3MdMIwcuMi4aMlizwWzezIdj4up3AnQX/rSlySXCaFuq2Q6EhLPyEcMB4jcB/vt0NU+W2JCcIc7gCDIdrzGyuKc3fWfH7flxVMOMjYMX9qCq5G7RbVOZjTpwMcdrkM84aB6jbzVA4i8oEqepICAoQq+31cCwGfWqNdsbnZWY3RTU3sE91Oxw/oGxq/XajpfSmMTOn4EVt/n51+QBRAFpHHlF59IBix/bG6dFj48AgIhz2nHV+1k/dMW7cUslcpZPAmRsGaJaNemYw+xXHzK3vuf/27tSMwm8j1LxPqWGHQtOjBb6xbskXtTduuBYGwqErWlpWUJ3aQnilbv1C2dzNjeeNQSvnJHZEaVudecR3TGudap/47CHONqmmHHQx7DGadLINEZIH0txO2dap5MXTQ2h9RyYPCSICngd6ADWLp2rTeIWL3RtNrqknQIqNhzmZRUAnHBW5w9btW22f79+5ytLb1/kpFuhz6IxccPW+7GJyjh2GkLSBWeCcGdim8rC6TwhS98of3lX/6lPf/5z7crvQjqIJevec1rhvc2CGIgC//f//f/2f2qgv+ebarg37S5Cv5MC17GQx/60N05+IuxjN24INNRjQLTcvFeCJluq7KzHuZjvv1iM2Xgee+a5Rm8BHyIG0DmnqQH8W07AjHb/8IXvnDRicnGNToxZY96+nfY/Ikjds+XPmPl5XkdWwK8HOZgUufyCvyRVEbxiUCHoQ3HlH44FX29jDsd5jWw5tF3T1gymxMZjkC+vFqxwsiYjZaKgeQsjH5m5Xu2Z2pKbQCg+8WFebng9QxxG6DztI2MjFkm4BjwmiQaPEg+pJYXiNmsi9qMWs4IxAu22rvXas1liw9ilrCY5ZM3WCl3g/U6TRsfzdjiStuiHZAD9iSpSpYYncuPBq9n0u2P9js2Mz2t4z49uleGLVTdSLiiiU+vGwtbbQjhGtTl9BFBfMtqXI30SW6GwPR1bxqDrWvUKc0F8rLowrskwPXFncscCAEe9ri95dzMfAM0IKK2QD4ZtfzeAzawg7LghZW/gJtgF3aD2WgRH3i0JzCOSYhAGStOWfb6x1py7Nx8l6s5uFNEENz/7M/+bEcEd1qLTAjB4PeLawY2N2jC/W3tatFfpQGedTZQAcgNOAqYmWr0fMH9Ysl0bAONa+8PvVWY72wrzOD1FplU9vTJeW8+2MMt2ArqAKzN8WIMbnp62i7F2rPvsNj2s/fdafd++T+sWlkRg11ku1ZrHdYlSNGz7aNgV9f8eaNctmQybRFaLiLeAdX39fxYImWzc/OWSsRspJBz9rS1iuvjU50n4TEMVKHTP4eNz9ccR1CSTn9g9x27T0EKyVfczUqjY06Rr161Dkxx9A5yefd6sag1KgRIs5HIzVYaOWid2KoNEL+JjFp6MGK1alVEtRun9tti9ZgttXtWiPYsks6a1Vs2no/YSHrKat2oLS3MK5mbOXCIkQ9LpFOSg2VJOS6WHwZrVpS+eavuhGeo3BP42wPbO2lf9O3V85b6HNU7sb1p3XbPUsVxmcbIWAaBXfTlmZsn2UklrC9DGKduJxc5+v0Ws34HUx9GFht2cqlisXjK9o2NWKdZt67FZBFcbXVs/q67LJnKWnZsj43f8jgbvfERV8wVcTPnPAz4iwnuqFgS1KmUX/SiF9lOWNyDOLc3umvyPTyk+93aAVK1//Zv/2Y7fe3IAL9xcdP3ZDoCLdX0udTstoNM5wlpIABAY5eaORm2yPTjOgR7Egz2wTPyvVjHuZbX2aaS4UYHwe9SLoLmzOGbbfrQTXbqyB1231c/b+WVBe2netn9rsUYEUNcttu3LONzXdTrnFe5oPo8wadvrRba7VE7duyIlYpFm5pxSmRA6fTmgfwlY1vFRQ5N+Kw1qlXN2jMOlkgieFNWklHKZZVYaLphYcEWFhctnYzb6PikpdMpmebIx1wKdx3nNkfQ7HYsn9pjzRrJR0TkQXJJ5r57jbKNZfbYw/fV7aunTllzkLZUnx513h6y7yaLxjO2eOq4JRMxmxgpWLtelxa+pHYTyOfGLRYHWu852Ny7wwWkOJjxsn7FqCX4LKnc+0EywIw8anyrJ++x8tKcAj+TBsWxKbnSgQooc2HsLajc+4mseuZdMfYJ+gjctKwfT9snvnivfeXOI1YbJOXrznn48EMFe/iDbjX6DqMo2kXT1ihdZ2uDon3x+LLFZz86PFe3mnxeSl0HOCZnGv3czAJJ+67v+i5pzEOs212762peOx6iJ9BCbAuT6cTCPkuA3w4PdwRz6FnTH6fHspXq/2JWeFyHnjl9J2B8gjY8AH5OsOcGu5EJ781uUOmCXbtVne2tLD43RuoI9AvH77EjX/28rS3MWiKKxa9TUOPfRDQlJr768826RRHGiUSt0ahZpzewE8eP2MT4mE1Oz4gYp556MHev0bt4Qta0dZTrWgONugHzQ7JDiAdGvRCCRs3ikajt279fUHir1Zaa3snjRyVNOzo2qX3CBjYS7BvoQI7WAtoyCUfMY5v0pDG1YZ/Z/oHUrXbDvputXluwWDRh6QQBNW7Hjh21QrFke2ZmxEBPJeIahePYYFwTzZWsW1uv3OMZevA1Qe648kUYP4RoR29+EBjkwI5PoTNQsfLCUastn1JSQqB2WvtV8R1W5k8KkciNTlq6tEeStFDv4tkRl1CkSwr47AdJxG1HZu0zd5y0wSBpyUjbWoOk2iCfuGfVDu9bseLktBWue6RlDzxkeE162VfOR5JPrjWSTs5FktALmczYzoWmgw/uW01ouea/4zu+QwImP/IjP2I7aXFsSb7wLQgvvr9U6NxOX/cHiP2aC/As6VrDtq7VJCxAkEI1ygfas+nRc7O5WDKdl51FMOemm2664sp0vD5QIw9kcDkmVPZUK9xgqVQ8SY/j4sfgCO5XahyP4z518EY9CDpHv/p52YlCpsukM7KlRXGOil62sJGoghj2s0vLy+IK5AuOiAcsjS4+OvS8L4I5and8n0cFLoJ4TVlSs0oEMjlrNCqa1c9msToFym478xwgzT1TTjO/XrWVxQWbnz0pRbjCyKiViqjK1YdmK6x8ccRikYH1O062Vsp6mazFBh3rdgaWK+xz6ov9js0e+aoVCwUbLeas06pbMpGwZq0syB2mPMmDSG9Yrw66Iv31cXETsoGCXmY4F8+KpwvWra9afW3J1pbmlGAA20cT6Otnrd+qqpqP42U/ZMj3pF1vx++yVK5kyUzBEggMpfOWyI24Mbh0Sdv9/B2oCJolrKXPJGer4gysREbsk83r7Pue/KJzyr6SfPpxUNpnJJacp766v1zJJaNrtKJIxrca3OGpfNu3fZv90i/9kkhrO22RODHqB/GPJMQnW3z/0pe+1O53i+z3Yvnhg2s/Q9iRAd73nAhWsEQRnQgH2o2OcttBpvM3CoImN67zCeZcqcVNE7csHowKcnP14jq8d1oJeNDvFCe70T179YClfeyrX7S5Y3cp+FItE52B26kmTx0/avVWx/aMj+o9OsOYrmWyCOLUBG3LCEYwdk8COlK5Y/wOmDpg5lP9pjN5zdVTeSOlK7XWdEaJAv1p9dqxut27T7P27SZ2tWUFUY4pinnZXM7GSkVr11aH5x5jf1T3UetaHyv5fk8IBLPfJ++7y0ZGRm1kz4zYvYloX2x3p/MKShBVUPUrkQG2R/vdmbkQpDkmEfrokNq6bVs9cY9VV+aVWPTbTYulshLI6ffhN2AAhN1u2sHw/Y7c5WAG87rRRNqalVVrVcs6dt1G2eKpjFAG2iXMvSfXjtpeSH6RgTX6absvus++GPk6a8dLluqfvyrcOA7qDZp4QHJDMtoH++0ijW5ctO1o3xHcz6eDcbZFYvKc5zzHXvayl0nQZqcuRuS+//u/X21KEnjY2yT8jGvtrt11VQR4bgL0jiHKPPCBD7R9+/Z9zXMI4ED2PrhTufPvVsl04Z41N4rzuc/tlEUwxyCGqgWGLWNiJD/0Ef3N1RviXGkkAkj9lkc8wW586DfYybtusxP3ftnKy0sKOHNzp6zT69mhQwdV9RIU+SxjMd5PVPB5KpnSvDoBm7G2bptxyqarpuNOmIXnxkADmKlvODc1novnPBV4q74myFuSt92u+vQEXgxYxscnbHxiQkx+5G5h9x+5e1bSu/lS0fLptGUzMWvXVtwbCsx0QAZmTxy38ckZK2bTlqAqb6xayyvMJVJSfkOoJ5IE+o/qNan4xZ6HlQ4s33S8gWajavWVeUnOColK5TTChzY9H2EUEl4MO11+BhkxHrDsg359POHsaTGvicN6VydfSZTEcdgWDnOM7iXidqyXt3sGh+2u2M3Wk8CNWu92ePrCK+GwQRMJNxMvBHsSdZbXeN8Mj2SzwZ2EnFHZrQZ3EuNnP/vZ0hgPM9R34vru7/5uHc9f/uVflqYG9yrm9DcS7+4Pa5dFf5XOwROoCbYEq7NdtJDsKpWKKlUf3AlsWxEboOqnr832uGB43atp+TE4KnrsLwnk/uZKZc/vOS4exqeS2imkqLkT99nH3vcOW5y7z/bP7NX4GrP0BGGZ2qRSguPdDH3MWtjM5vKBm2B/qE7XqDuDGz9Ch4Idc/POTKYhAh5VLEx8tsffAnlqZC6V1s+A3hHEEfqjCbOo9qGytqrRMsYACc5A+ZwjI8WC1VZAT+YUuEojI5ZiPJBBPQIpwZ0kZdBR9c2OxpO4uXfV59bvkyjF9a2xtmi11QU53fU76MBDxItrn3sNIHzGzzOOJ9CqO9U9Rug6tDD6Fk/nHFmw17EYMrPdpgI4f0NiADseL/cIQXUQsVg6Z7n9D7EPnMjY6z7rrFP9AvlIp+L2t7/yIhstZLblc+YW4zXeCVCMuZKU+up+KwRWAhyVN8F9qwk595lv+ZZvUVX8m7/5m1c8Cd5dm5+Df+R3/YbFExdHfO52mvaZf/ilLc/BXw1rRwZ4qvNzzcMzl86Ngrn0i+m38zoQ+PhbbhRXiiB0McQi4EmQDkbtznY8/fgdx4zjFR6/u1IKTEw5+GPP/s/ee5vN33eHrS6eEtQsQRbNzjuWPc/rdlqWSGWs3UQqN6bKl4qXr+XvTn+afjgV6yCYb49ELJXNWb9HhS/fW1XvBHbm7J0GvVPPi/oJjCb+9n0J5ECUQxIXC1cU4JotkICKs5eNRGxkbMKmp2c0zkcQ7XWb2tdUOmc9PxY3MEvnS0RntQTYVqdZtcbKnNXXFgIYv6+EhL1X2wKrWCWtVLpwAJzsLu2AXrsRVPNJhwSAeKAjzzUgYXhc5Lpu3C6wVY4mU5aevN5KNz3Ostc9yr7wxS/qsz9aTdpfvOPTkrFlHZoesV/4vqfaAw5dOmU0YGUP5XNzJWHy5+RmxJ4glpGUc82SXG1lcQ/55m/+ZmnLw5jfDe5XV4B/1HO3J8B/+h93A/xlXewOvbxzBXgIPVg/0ivfapCiYifAUEkQYHZKVXuhLYULgSfDhjg8CLJUP5fbEMfL5tJrJ0kLf34w4+/9wids/vi9Vlubd37tSYh5XRe8IWAS3EgApAHdGIrdtBt1N9c+GNjc8pL1YnGbGRuzZDSqMTtEeFwi0NdzCfzoz8t4pY8nfF3JAdB7PMr5B9Ld0eicQwhSCrTVRt0WF5esmM+KD9CsrIjzkMlmbGxi2lLI14pYF1Wg5jUI9s21JauvLUoRTr192k1o7mO7265ZNJpQVS8luk7bEQzTOcnQAsmT0PiWhVpSBkzfcaN3Mdj2bkLOid7FJXSTmbrO8tc90sZufbKc9UC8IK7yWXPu8HeY99x9YsnSyYRdNzN6WYMd56Cv7EGd2C/PyD/TCJ4P7g95yEP0vK0sCKoEd/rur371q3eD+1W0dgP8NRzgvewsAQKYfqvwMzcTdIWBtIG2r6YLPDwGx0jQVlsKYUMcHlRV4fG7S0XS4zUJMLzG+Wx9q2urds/nPmrzAdkMqDldLA2FXqjSuz386LOC4ZFTXazV7F133m1LQOtU9rGYPXp6zL5+3wGx2BmPI/hycSNny4ao2Kmg1a93m1YVDUTPeF4yk5GNKoF4aWnBFhfn7frrrrcEXnqYtFjU2j0EY2oS20nEYpZORi2bjFqvtmzdVs06jarFYowDOp4JCQsTBFT9LIK0Xhfb1Vjc4syqMxHSa4lDAOwP1B9NpNQ+INHga2RjqfRJXui2x2Mpy05dZ8XrHmalBzxRLPpwMOXYA4kTIHdaUuvRJl/d02oKj+AB83PdXkxwp2+Pfjva4mi6X03X/u4KBfjv2KYA/7bdAH9FAjwrfAPaSKbzvyPQkdV7+NkH+zNl//zey1hStV9t86O8f/rt/Etw384gzOy/D/b+IvLHEsLediw+K1ATiIFI517IzbXVbNp9t33KTt7xBVuZO6pePXB9MpNTJY67Xb3dsr/5/G1uTMwNsqvCptJ/5i032QMmxuQiR6Dmbz0BjSSR/jVjdhDdaAHQjyeQ0st2sHrX5udOWaPZtpmJUQVJCHQE30inZe36qrVra9YsL2tKoNUoWwtxG4J9Nm+pZFIPVdcK6M5al348UDqVq1oLqP6BVsSQ3CXv6GkfICOqNx8FxA+ThCKWHpmwzOR1Vjj8UBu54dEWP0OryUudoiMBd2WnBfeNi2sVlM0He75m0YoiKd/KCB73iW/91m+VnsbrXve6HX8MdtfXLn9vevS3b0+A/9Q/7Qb4Kx7gw8p0ZyPTeSIPFzFBikrf9/WoAggmzMryO8h0W5WxvFKLYwKs7cfgLqX4DtwE37PfLkMcj5ow8rgdI4iLJ++zo1/5jM0duc1WTx3TSN3Rct2+uLQqMtkgErcemu/RiHX6ZhPFkv2Xhz7IqbUFwjpA7xLcgRwH+1ws9Jh1ZYcb1fO4Ovrdli3NzVl5Zdb2TIwLvh8MutZrVK3brFqPappRtwSOehAHeg5G19cmad52x3mv44CXSsY1/heNuyDOaJvY7+jEI00Duz+ZcsFfvXaseV2fnmQFgZvcnsOW33uzjdz0WMuOnpl/Ef48Ce6MsyFbfLUFNs/ER5uC64BzkkTFk/S4ls93TrKNZz7zmUqM3/CGN+xY96/dde61G+Cv8gDP4iL2GvJbUabjuZwIPthzg+NvuQkg3Xq1MeWpXgjuwJTA2pfzBu0NcTwjH9TAB/vN3Fg9GdBr4l+KkR4+76VT99of/f2b7Utf+ZxlWmVLQUQbAKtDPKN/H7Wn3nKzC5IaX0sGnvZ9Z8SGPar1rctcO1B3yo2awVpfo5/f79vYxKSqfFXWIgE6sQ3Accbw4AjEElT2jolPoKbyV1BmRr3bVqIKMZDXhNTJ8UTWFk1+2b3G4g52xyiGZCQas2Rp3LJj+y0/db3lDz3EClOHL+haIrjzWXH8rzZI2uthwNXw5054BI/fs8LSuRuTXxKCZz3rWeLs/O3f/u1lV6bcXZcgwH/br29PgP/n/3VNB/gdeaZLGWww0IXM40KZ8mH1N6pFbnC+p//JT35ySCzjhnC5iGVbXdzIgOXhC/gxuMu5Nhri+PE7oHb2xQd7yIpnaokcOXJEj4sRIjnfYj8m9l5v1z/hmfbO6IQlCKjdluUqc5ZZnbVEbdkmrOOq6l5XvWoZt1Atd/sBPI4wTU9e8oyudWpMsg9srVyRCt3oCIp7wsylHU86oKK617F+pythGdj2GMtoZI2EIQa7PSXUgGSA16GCz2bxaY9ao9mwVrtjlWrd4vGGZbI5K05O2MjkActOHrTczI02cuBWtQK2suCqcO5z3G+99darMrhz7m9MDLkX8D0Pj9wR7NHOIKHh/RIImMfna3zcaQm98Y1v3A3u18janYPf3NqRZ7sP7herTMeFTyCi1w40zDY2Smt6YhmPnTYm55X1zjUGdzlXmNAY1iT/8pe/rM/KG+LwL8eaqh0UBeUt4OFLvZ51y032uk9/zuqdjsXjKauMHrSV0n71rF/w5Mfb8x50q5UXT9nSyXusunzKqijXlZfd2Fu9bL12S8GZ6pn3U61WDM766NiogrRg/KAnLuCLfno0YYks7HqHMvEcfg5OMIynQcKKvWs8CWegZIlcyaYKY5YuTVpqZMYa0ZyVWwNVm22Y5OOTlh/Z48RptsipILh71OdqC+4+sSUxORdXhvdFcsmDa9yP4P3xH/+xvelNbxJCQqD/hV/4hd3gvrvud2tHQvS/+7u/q+BB5r1xjOpC2LIEcPTkIXVthlgW1nW/1O5x51p8JEwJkIRcjErX5Vq+JeKPJVWUquLBQD3Pywl/ffr4Sful937QluqMvJmq+e95yNfZf3/8YwShn2tBsKtJdGbR/uOT/26xXsv275+xXrNh/V5LPXFV/sgkU84Lnte8nlPRiyYsCjyfzKqvn8wVnRZ8pmjp4pilis4w5FzL2wZ7chmJlIefN6sAR5AjuFPhbpR5vhoW75/EnOC+1cSWY0DPnX+B5t/3vvfpOkJr/od/+Iftcq7f/u3ftre+9a3SrICw+rjHPU73OPZrd20Non/Ms7cHov/kO65tiH5HBvh//ud/tr/8y7+097znPZKqJdBjsADMe75KPhwcIaNtVggjrOtO5c8HTqDnJrldLPIL8aDnJncxY3BXatGzhy/ggzw3WKor3xK5HIkTsrefOXHKau22PXh6yqbym2dcw9dglGwnsM29bgGB3idOBCkf8M80RQFCRXCHkIY50dUa3EEdeA9bWSTuz3ve8/TZvfOd79T1y7HDv5vr6QlPeIJdzoVa3vd8z/fYox71KCGToAnM8lOAXE63x2spwD/2WdsT4D/xzt0Af0XJZf/yL/9i//AP/2Dvete7FKxxfCLYc7FsvPlS/XDREKAvJjhChPLBnhsO2yHQE6Qu5QXJxQ+hiCBJMnMlUYStLD9n7UVUqDbpA/sAxecCVO9Rkp12c/M9a5CcnSh+5J0EOZ7+Rhd2buN6Yf+BpC90DHEnLFA7kkMq2zN5UGxmEcjRbCdR456x084xFp8f5/+HPvQhe9KTnnSld+eqWrsB/hoK8BuzcowVCPZk5QQKlKgI9sy1ok39+7//+/bCF75QwXG7ZsQJtlyQ9JIJ9lQDPthvdWTsXGNw7DdCHldbv5DPh+Du2dpnCo4kAD7Y02OlSvbBns/zSgYkL8DDvhBgdnpwJID5Y8l5yXnD8QXSvhoJddsR3Hn/XP8kku9973svC+9jKwsdDlqHjI3SgtxdWwjwz/y17Qnw//LLuwF+py2CIT01+lr/9E//pGBC9QWsR/C/VB8WFTbMXoK9Hxnzwf5iHNv8GBw9Vm7OO61y3Mz+Exw9mXEzx8EfSz9+R9XvYXwg/csZoLhpsP9MXGB7erUFRwK8l/7lOuD8CfsN7PTziYDM8b8YjQQS8e/7vu8T94Z7AyjMTly04EAhec8f/ehHr/TuXLUB/hu+dXsC/MfftRvgd/QioAPJ0W9k3pq3g/3jc5/7XHvyk598yZjxfmTMB3sq7rBk7maDBDdnYPlDhw5ddbK54f2/mDE+bnp+rpmAz7pchjheXc+78V1ti0BBcCcxgUwanm7gWJJIeZvWy+k3cKH7z/VLa2Eri/f4Az/wA/JneP/737+jSak/9mM/ptYBwX07BJ/utwH+W7YpwL97N8Dv2PX2t79d5JU//dM/te/93u/Vhf6Rj3zE3vKWt9jb3vY2VTMIXEDSQ3v6UvW0fYDy/dHzzYdvHIOjat8qoehKLpIbRuQuBlbduPxcs+dAUJmFx++2s3Xh56y3S13vShHSzrb/Xu7Vn5dXgvB4rsWNlcr9YoI7iTaseOBuSHRbdZe7HOulL32pEMcPf/jDSih314Wv3QB/PwrwBAJGTx772Mee8cL/2Mc+Zn//93+vYM9zYbMS7HGSov97KZavoHyACtuzAsET7PkZbnhYVtJv36qf9ZVcaPojLALTfKvGH+db4QDFgz6/Nx+5WN0C70oGX+Bq8yRgkVCCnFxIckXC64M91wMcEh/st5NPciHB3SMPW73WfvzHf9w+/elPK7hfCpXE7TqPf/Inf9L+8R//UftJ/313XVyAf9wztifAf+w9uwH+ql/cCD71qU8p2HORcXP/pm/6JhH0CPqXioyzsRr17lhUpZC6kM3dqUSgzYwhMqlwOXudXsTkYg1xvHTupUxOLuXyyMPFzIl7m1ZPeIRP4hOnC2kxbWXx2cH2h+lPa2qr5+FP/dRPiYnOYycjYCQhSORSvYdn3zl/L+cI7jUV4L/pV7cnwL/vV3YD/LUW7On5Eewh6RGonv70p6uyRxhjs/rqF7o4zFT2QNowoCWvGkDP3FivBtY874GWAoHhSmv6Q7T0wZ7j6qtRP353ts8Q1IQEhUkL4OqrbfF+gaO3E3nwfBIvrsMKi+tsJwfCj/J5zsZWz8Of+7mf01QNwX2r8P7lWmc7F9H6ePGLX3zZ9+dqXrsB/sLW/S7AhxdvHZjWB/s77rjDvvEbv1GVPb17yDrbOQZHvxSSE7B8WFgH6JnXAmLcqfr4BAGOFVU0wf1K92/PNMroq1H2zQd7P93gkQdaCyAPV5ubYLitAPLAe7sUK6zt7o2avHcDCenFtEV8cPeE0q3uH0IxIHH0sq9GYuTu2oYA//RtCvD/uhvg7xeLwwBsy5w9D6okRCgI9szbE3i3GuyB40ENvOnHRtKdFzDhBs5zqSx9sN9Oz/eLCaD0e0E/qHx3mmZ/eIUNcQhSVJ8cRwIVF/IjHvGIq04dkMX4F+jJ5WwrcE2E2yIEaN8WYR8uhMfCef2Zz3zmooP7K17xCsHdVO6Q83bX/TPAP54AH7/IAN9t2r/vBvj73+KQMHJDoKeyhwyEmA7BnhlW+p4XOgYHkWgz6mKeCEWw9yezn7W/ElWzl27ltUEeriYfbT/dADIDSkIbJEx4vFreC9MWkEk5/leSJe7bIjw4r2mFeCj/XDoQPrj7a2Cr67d+67fsL/7iLxTcd3Xc759rN8Bf2NoN8OdZHB769AR7YMGPf/zj9uhHP3oomUv/72w3Nl91bVVX299QCfZhfXwel2oKILyo3gjuIAo7Ubp1MwEeJIb3ASxPsuLbInzt58N3aluEdfz4cSUol9Jud6uojkdKvA6ET57Co6FeG9+LCG11oVL5mte8Rix0+Ae7634e4J/2iu0J8O9/xW6A311ucaiopqjqeSBWgeY6gd57ThPsCSyf+MQnFES2awzuTPr4PthfCsiZk562AiNYV6NpCVC91/UnuIfbCh56JnEigfJtEX88d0JbJDyKyP7vZEIg53vYAc9bB3PTZBz0YhUCX/3qVyvAf+ADH9D1trvuv8sH+Cc8dXsC/Ec/sBvgd9cZFoeNYMuMPdU9lQX9dfr1n/zkJ6U3zRz+pSBzbSSVMWrjne+2Y57Zz1hzU97qGNNOcLSjiqTyPd+Egm+L8PAX++VESs7F9r/co4jbZR3MKCLJMN977YKtiOv8yZ/8if36r/+6/eu//qv4E7vr/r12A/yFrd0Avw2LQ0gF8+Y3v1kkIIIvwfEFL3iBqvtLCW9v1HSnUvXBfiv6+LQVcORjn7c6Y70THO28ac+F9tk3mrjQZw4jJZcDyaDqPXLkiKYVrka2P3wHeu6cP7SmfGXvb6RhB7xzHc/Xv/719ou/+IsyjnnMYx5zWd/D7trhAf4btynAf3A3wO+uTSzc7BitA0p93etepxEeKntuTkCU3tMeiPFSBfszMcjDkrnnC05wDUAerjSZa6sLzgL9XsSDcOm62ON8NkOcSykG40WEqFavNhGkcHBnRh/FtvAxCrsJkjxRzfu+/Ub9ib/5m7+xl73sZdJtv9z+7btr5wf4Jz7lV7YlwH/k3351N8DvrvMvfOv/3//7f/Znf/Znp/V7GS3CEIdgjzCH97THDOeRj3zkJQv2vi/qoWduntxMqew36uNzChDYgVWv1hlxTwj0jnzbHXxJnvzx9H4D2+nY5ic3+Ayu1lE+Wh0Ed47J+VwFw8koyRPPfc973jPUiHj5y19u73jHO+wpT3nKZX0PO3VxvDwaxblytXFitj3AP2mbAvyHdwP87trGIESQh6DnbW29pz16+pdqbItgH5bM5Wbhgz2VKCxtgheQMLDp1ba8XS1w8OUgBIaPJ8HeO7b58bsLVSXkEoRMR3uEpO9q/Ax8cOe8YoTtQj4D79/wS7/0S5Jz5YZL1Y6JjBecutLrd37nd+znf/7nJY/7qle96pK/XjiIg4rABeFf2jf35ymC3QB/YWs3wF/BG6L3tP/nf/5n9YwJ9lT2j3/84y+ZdC0fNye0n7Wn50xiQWAkQF4ts+Eb7UZRNLsSDl2eVOahZz5XApIXgzmfKJAXWOJvqdzvb8F9ozvkS17yEvvd3/1dBXyCPZr7CNs8//nPtyu1MLOBT0MQQOnycgR4v37kR37EnvjEJyrRob2HFfYf//Ef2/09wD/pib+8LQH+wx/5td0Av7su7aI3+cEPflCSudzUvKc9lf2l8rSHaU7VS/VEQAImBRoNW7Pu1NnwjWx/er07RY/cqxJ65TcQEt+338gg53NGwIZjT+V+NRqPcM4Q3EEu0HvYanAH2fq+7/s+BXP4Kn7BR6BdcaWqeG8KRVD9jd/4DU1lXO4A/4Y3vEHvn/YZyN/9eQ0D/BO2KcB/dDfA767LuIB7IejhaU+wpzoi2HPTe+pTn7otanbclAnuwH5In1K1h2fDCU587TXIN1OJXinTlZ3M9vd+A1T3VKSQ5vzxpFJnWoGfU7lfzcHdSzBvNbgzAveiF73I/uqv/sqe97zn2U5a3//936/394d/+IfiA1yuAE/i7XkdBDSux9e+9rVCOHbatXg5126Av7C18y3M7mcLaJ5AzgPlrn//939XZf+zP/uzOhH///bOBF7Kef/jP4ksIVkuKpFsWbOUskub5YVKi6VoubdFUUQpWkQpbZKtiErLrXCvK1tJhRTZIkRl6ZbrRi4uUrfn/3p//b/jOdOcc2bOPDPzzDPf9+s1rzpn5sw882yf33dv2rSpiD3jbstSo6198dXi0psIN2csJR6U+BHvQ+zppEY3vjA1gqG+WvuyZ2roShCwGKM9Kw//eFYy5dnfPMj2D9PgnlQrFjgv0hF32s4i7iSnhk3cZ8yYIQthXPS5SKhD5Pk/sX9yZLp16ybnERPoWCwWcrKdwy5N1zb1om/bmsCHGC5yBt7wwGqggQ5iTzJSp06dXKNGjWIz7ZPJuiZezUS7ZDqLsXggps1DG8FQCki8uKxz2IPs7oYlFUSHwGyB1UWOA+VjxJWxRLAamA7nL2fEpR/2lsDkbSDubCselLKKDItXYttYpoh8mOA8I6GOPJlsL8A0D2bAgAGy0O/Tp4/8TMjshhtuEOHv0KGDXPOMn+a6bNCggSskdvB+f6T7HlHHXPR5CBc4loUOw+FmxAWO2DPTPlGDG9zEuLTTjVf7+7n73c46hz1TcJrS/IVHvnV3i++Nj3cEtzyi7y9n5BjxPTM1iz1IceccI5u7rOK+bNky8UTRgpZs+bBBh0oSXv37H2ua78sCTJNTMwXnOeLOAqpz584SpgO6+g0ePNj17t1bPCdY9ZQUsugvJBf92fVvC8RFv/D1OyLtojeBj8hMe2L2iD3WLTcGbp7cFHChPvDAA+JW52dK44LC37iEhDft+sZnlNalLBW0Th/XPAlP+dgABnHAckcYEPdECYz+Cgce7F//LPZcJz2yPcTctZFQWY8vISKywklau+6661wYIUGSdsF+iH8T1rrlllvk+2cq5q6Qo4Gnjv3dpUuXWPLhqFGjpIUvC8RmzZqJ4BcKMYGv1z8YgV8yxATeyA80Kxs3PpPvsBax1mmeQjwfN2imYnZk5fu7vuHWVLHnBlXWz+U7EW9nAZGvdfo6+IYESrwPyQg135t8CRV7kqz85XfZzoNA3LHc2f/pdAlkkYO404KWvJJ8IhtJdiwq/PMfCInhjud66tGjhzTJUgufY0B+R3ELhCgL/Dl1gxH4V5aawBt5CKKC65Pueog8ln39+vXFCkh1pn1ZPlvFHgtfW7wi9vEtSUuCmxYxRi5qrN58TEZjX2Cxcpkh7mXtb4BbX8Veb3LaSS/TA3GCEneOJSEkhJ3EsXwj0wJPa16sdjwbLGYVvFfsN7w5N95443bJiIWUbBcT+Dr9ghH4ZXdGWuBDseSjLIwmLyQhcaIS/4o/gW+//XYRJZK6zj//fBEso3g6duwoE+5IquPGyv5C3HHj42YkC3/cuHFSZxz0Go/YJGJOljt1/Hwe1itCt3jxYvEyEHdGwEuzerFcTz311LwUd74zuRKQjrgDIk4znzp16kjjE64F9iETC5csWSJtbnErB30stV8Cn5+OuGOJco3jks9HcQeup0xa7yTNsp/uueeeIpn7NKEi5o5HjiZAeEH8FIq4G3lqwTNQgoxarDRiSriXSRhTOKmHDh0qDR/I6r7tttvkZGe1m483/mxADT3tb+Nj7v6Z9iTpsd+xSnSmPfs3UzcMbUmqc9jZFk3Q8/dzRxhZmPA825br2HM6I2tZ7PAdMpWQFR8awXWv+zQVb0lx743lzqKaxVpZxZ3FR+PGjaW868477zRBSuBSVyscY6d9+/ZyzmDRcw0DA6wIVZEkS/ObQiVmwZ8akAX/ZrQt+FAIvB9Ocr/As3lY9rimOOGBA4Jw0RijdevWOd7i/IV9i9jqTHtqksnaVbEvbWBIup9N2Z421tH++Ag9XgUSiGjNGbYs8lSsXr5DWUbWlhUd4KLjWdMZiKPizgKa71BWcSdWjLi3atVKMuZN3IsOjiFfhmuA/UxuAmWUlMO2bdtWrkWsejxYV155pXgx+beQYu7FCfy5p9waiMAveOsuE/hsEi/wNAWhZhtriFWtguuXn8eOHZvDrY3eTHsV+/nz54u1oGNuKcnJ1A1F+7njWSAhEHQYDtnjmerLn8l59OkKYyYGDPnbEJe06PAvUNIZb0z5JuJOzgfXqYn79mG0l19+Wc4V9axRDYOoc7+j9A1PJc/RA3/y5Mmu0MmVwA8dOlS8noQX8WiRz4RnmdkLYSb0d06aOEC8q5mf9Tkjfbj5ksRDxi4uQk56huBwUlOWQ7aujrkNWrj4bMQE6xMLhqRALFAWd+QP+FvmhtldrzXiNCAJYh59OvDZWO08uAlxY0ToSdiirLK4faq5EumKO2JFYhhNmEzct2fixIkyDpe4fpUqVeT4DBo0SK4vmusgIHgo+T0LNcKX8dZ/QZPlTnYLFy6UngN4U7hGbr31VlmIESYOc2VP6AXeyD7cjGkkg5uQBzcZhlwg9pzUCIOKPTeedIWMcjAsRt5Xp5GxSie5SEvFcNtzMWmpGI8w9eTW/v6UBNIAJkzuU92fPPDKxO9TbUPMvmVBhccknUUcC2/czXjZGNJS6OJOjhEtpuPL4ehQSQIqcN7Q0Y9jQ807wq8Nj/xeGRP3/wdt3hbAe7jfvQJ+yGOJL0NlGJIfFl9cMyzoOY5hJTx3oWLAogPiVH74WZ8zMgvuqzZt2oj7kP1OLBWBQOSJE9JJi2xurItUwVNA8xSsmESjRrGGa9SoIclGWDWIENYhyUj8HSKFuIZh6AoCmmvLPRn8+5TRxIgIoswxpGqB71HWfYrnhWx5sv0nTJgQ+n2RaV544QVZ7JAZ74+GEsrxZ8pz7eBJIRzGNUF76HgKfV9mimrVqsUWwDxwx5cGxwhyNeUwMhY8Wd0IOTFhjcGz4iIRhZWukV1wRzVv3lweOtOemD09xYkl6kx7xLi02Dkxf0rhEBt/c4/SSsV46KQ2HqtWrZJFiNbaZ7M/PvuAVXy6E9VyBfuKxRULN7w2XGtk45Mcx3PqLUmmWRHHk0Ufi5xJkyaZtemc5CDQZIq+9og65W4q5FiFAwcOlL4AGgPmWHCNYckbxbMDVQdpuuh3+P+/J1fEH4MvrYkUnhRmArA4DrqjYSQFnpOZ2KCydu1aKZPipknsl51J8wfci1omR2a9v5TOyD4IADd0Hty8WIQh9sz1Rgx0pj0urHh3uvbGx2rnppbOpDZi39oyl/MICxWhz3R/fJrPIO5YwIm8D/nUiAfrUMv5sGiIM2r5Hd4JREkz8nHpx39X4sQkZJIQO3Xq1LxKjMwUmunetWtXOV9JquOa4X52yimniPgzKpfFFf0BWLTSBpd9SAWLUQJoc9oxeCcg7qlk0ROLJ4/l1VdfdWEnFFn0xJvIEk00i5lYB5vIZCVGSnIjOeOMMyS2ZxdBOEEcSErRmfYIsH+m/ZQpU8QDw6ItyN74mgGO2HPTxKLkhqpij/AHJcK4shF3LF4Wnvkq7tpvgEY8xVnc/oE4PACxx3uB14L34diyj1nghSk3Ilf4u8tx3yKBlB4ALApJ0OLc51wdPny45Le88cYbYg1yruIVK+RSuGSy6M87sY8rv2N67Zq3/m+ze/ndYSmVybEQ455GiBBjM+yEQuCN6MLNn5UuN37KH7EKubFh1VDXm8k2q2qFIvbaBEbFPtHEvVQ8Tog7nofSxu6GXdwREdqiJutO1/4FCD3HkPfAOsXqxxpl3xp/8NBDD0n/Dv7lfKSjJDHenj17Si6LvxUwnhFNuuO15gUpQeBPuCUYgX/v7qQEnvO+e/fucg/DIGVRnw/Y8rCUmyDhAFZqWILczBnXaGui5EE4yKa+9957JQ7Jz3QrpESI/Yo7H/HPRMyRGyQWNuVe9BHH46PZ7iw6aAtKZ71UjiftYHFZV61aNa/FndwHxL0kyz0RfF+EiJAElgz/cnPkvRB5SuPmzp3rcgV9FK666iopA9QOfByvXIBwIwgshBj0REUK9w+60o0ePVrmvGPR4/GoV69eTNzZlybupbAtoEcKbnlCT9OmTZN8FJJSeSRKhgwTdhaVAI0MGLVKi1xKn7hRMDKSFSSTnYzkIaQybNgwcd1TWqcz7enkxU2P9pvMGCBmT0lROhZ2IhAxTRjjs3GZYoUidHyOPod4FecWxXpgm0kIzAf3XCL47jrZDsu9rELCQgnR4jjR7phcB/IfEDREKxewWCPxiXAfpWmEEbCYOaa52teIACWHwEKS37Go5TrAPc82s/j1J3aZWz67SXbJgA4AhoIfkklpwRxWzEVfAjo/nRW3QvY4lgGrOSN5NmzYIK5dYrbxcNMj4U7H3CIUOtOeEqNESV1B98fX+DKXgyaTYQXqzZZtJxkt2Yz/MIs7IZJ0xJ2cCsomWfBQBoZFEwawiFlsMNAoLDCrHRHAS+WfEMeili52WPmIvVnsqbnoGxx7cyAu+vkfDI90q1pbKpYApV5khlOGBdwcce3GN60wSofpZ4nEHRBR3Ojc9BB6rGRqtB988EERVKz6Rx99NDagJkj4bIScbSPbn+3gZktLSm68bA8d9dgmXPL5Lu4ISjqT7Vgc4GrGA4KVHBZxBzovkp1++eWXywKN70ktfjbQ85L9wz5WWKDSK4JQn9a98xoGx2D5sRjhWJQ0WdEooZNduo+IYxZ8CXDRkfGKKw0XL7FLMmHzddxlvsGpiTWP9UMXPSxoXLA60574eiaH4WAt0EgHN6t/cAv/5pPFxXnMiFHc6oRHytruF7c+ISoWPCx8w9bkQydLUleOyCOo5H2wUKQiJ9MZ83gzyJjHE0Q8nWQ6+v6Tk0CSHZnXLDqwGEn6JEER71QhzXMPzIKvdVMwFvzKeyJtwZvAl8CMGTOkMQXZrsTguSCpYaU3eyZvGMb2cJrS3lPFnjK7unXritjzIOkt6JskVipWryaSqRufGDPiRvgm7P3xNfxBMlA64s7itlOnTtLKdsGCBSJcYYNkNSx4OvIp5Mog9EuWLMnoZ1PqRk4CCX6clxgBeIMwCBB1GgexDVjsnDckbbEPrbd8apjAp4YJfAmQFUxcj4tRoX6V+DsuXCM3cMqSLa0z7bmhcxPVMbd0uktX7LURD657wgvxNfAIPeV3ZP9jhanYl9YFKxfizoIEcS9rfTrvQ9dIkkwpEQq6d0FQED5p2LChDHLxJ0dxzeqUwkyAlwmPEomieAwQISx4hINzkV4eWorot9ZN3NMQ+KNvDEbgPxoZaYG3GHwJcGOMz2jlgrR4WW7hBonFjnWG4NBqEtcxSUt0Y6MREl4XcifKsn5FvHFp47WJF3cgY5wseu3ljiVGf3ysM6zFMPTH5xyl21a64s7+Q7RoxIJbPqziDhwLSh/9cA5kOm+CBExaNbMIYtHHYpMQwbp162QBiJFAPgfHxL/wNHHPnzK5fCV/Aok5gL7quNhoh8rNnhgw7nnGqRrhgBsmsXhurp07dxa3OvXZWPZ33XWX1L77Z9qXZtlzg0YYqZ9OpmkLFRUICA9EXbvo+fvj88hkQ594EBJc6Xga0hV3mrTgkkegaA8dZmgeQ2Isxx3BXbZsmcTEeWQSOtCxj3ngmmekKNvAQpASOdz3nBssQMPk4TGij7noS2lqQvYrpVtYddzgKA+iA5u14ww32nHtmWeeEbF/8cUXRYR1zC0CHu+doZSP7Gae84/pLAtkUmvMnjavtMlVsef/mfzeLFA4d4lHpyPuiBWLJcQdV3M+QAMltpv6d7wsJNyROxAU6lbHrcu/7Ge/l4cQAbXS/fr1k5/5fPJ1OJ/CvkDKJxf9+Uf0CsRFP2/VqEi76E3gjYJAZ9oj9kzxwtWsYk98lFncuNmxWCmby0R/fMQeD4NOaWMbguyPz6WM5c53xXIvq7XI+zDljK5dZH5THmj8Ie4kXhK2wP3OccV7RIgIESdMwPFF2FkYUd5JHgTibr3lAxT4w3sGI/CfjjaBN4wogeuaGm7EnhImbrrcrPHW4ObNZGzUP6WNf7GwVezT6d7HZbxy5UrxWmC5p+MKxr1MohoCRQWB8QeEXsi9+POf/yxxdvojkFz317/+1bVo0UKy5WnSxDnFsWSRhMveSuGCwQQ+NUzg8wyygRkpiUCRQFWzZk3plMVN3UgdcioQdiwvssSppcayJ2afzEz7dC1CbZmLJehvp5tK9z6/uGO5az14WSA5kfnlJC+Sd2L8jgo01x5JnQg3cXXaK+PxoQujliDisdEZ41YKlyGBP+yGYAR+9ZhIC7wl2eURYeu1ne/QAEVbhlK7TNyciWj+mfYkWupM+6Dr3eP74+tIVjL4tbEOln1J/fERHvIGODdY5KUj7mPHjpW+6OwPE/ffUXFGzHG9c73pYpoBMbjep0+fLucG5XD83KhRI+nAqMfHxD0DBNGJzou+bWsWfB4Rxl7b+QzCqGVk8WCF4aLGMnv66aflZ51pzwIrk9nQiL2OZOWByKjY02BHBYNLl34MeAHSFXetF6cUzt8zvZBRq52yxw4dOojVPmXKFFkAkZDJMZk5c6ZYlDornGOHVyidY2EkYcHX6OHKl0vTgt+22c1bc2+kLXgT+DyCntaNGzeW+lrEh3nkjKIMMkvYKH6mvYo9mdPMI8Cyx0WLZZcpuDy5AWljHRYauH2x+rH4VdzT2QaGKfXv318qDfBkGH9Y7nQAvPLKK0XMx4wZI93ocNOz32m0RN8FoBSPUA/nB5a9kRlM4FPDBD6PyFWvbeMPsNBo+qJiT+ycRRdij2s20yVwLC4QehZ5JOwR/6VMC9EvSwhh8uTJ7uabb5aQD+Ef4w9IvCS/hXwEEg814ZDRxyyKyM9A4PECMegGFz1VGZZQlwWBP7R7MAK/dpwJvBEOctlr20gs9suXL4+NuUV0qYPGjX/BBRdk5KbB5UomNyKPR0eteyoDEHsdhpNM/TuxY2Yr0Csgfs614dzdd98tSYdAaMxfUYCgMw8Bzw7JmBx3sudN3LMk8NWvC0bgv7jPBN4o7F7bRvIT23QYzurVq12DBg0kI5/YfaVKldK+8XOpkuTFdDsWev7ueFiRiD5ij5VPYp4m8CXKF2A7qd/GC0GYwUgM19a4cePkODLbPb51sdW2ZxcT+NSwMzOPyFWvbaN0uMnjriUrn05y1EcTz2YBRkc1XLe4e8s6015H5yYSd+BnPofP1P74vFb743OesDhQ6xNxnzVrlol7CTF4IDeBOndKKBF69inoMTRxzxHetmAeEcfOzjyCJizEf4kHcrMnq5fkHv+0OyP3YKnjPqelMfML6C5H5j0xWvoWYNFz3BCLZMSe1+ARoNMeGf+l9bXX/vg0WDnzzDOlVz8uZv6W3vxt27Z1I0eOlETBMAgpyWksTthuuuaxSMq1Y9E/VArLHQueDoiUERKKMTd8SMrk0n1EHHPR5xmZ7rVtZA4uNTqdqRsfy9o/056qiETCwWKOEAyWOwNMygoWOx3YGI6Cl4GRps2bN5c8DkIIuYDFKmVljz/+uNTeYynT9pUhT2xXrvG74NkmFtXE2onPZ3OAkBHnoq/WJRgX/VcPRNpFbwJvGDmAyw5LEKHnQeIk9ec60x4LHLGnRz7JXbRHTSdDn0xwJqzhObjiiivkpkZvfobJEDrIlVjhzaC+n6x0hUUH1vzUqVNdGPCL/IABA9wJJ5zgmjVrluvNKmyBr9I5GIH/54Mm8IZhZA4uQdz1ZOIj9vQ4YKIdZZFY2i+99JL8XFZwzyNItKANWzklFjyLDmrwCR8wyIVyQ6x66s+DxJ/hTtUB3emSHSxkyXQhE/iD/hKMwK9/KNICb2esERjDhg2TGyilV0bysM/IzqZpEWJOlzTCL7irabRCCAYhpN98qutxSrmwiIm5h03ctTtj69atJVxAHX/t2rXl/MmkuJMZ36pVK3f00UdLiIu58aWBuNPK2DDyCRN4IxCIJz/00EPu+OOPz/Wm5DWIECNGseIRHsrebrzxRinBI2GOOPygQYPkZ00CKw4y+cneZ3FA7D2MMIXtiSeekNg220ss/p577pF/g0TFnaY+eAxImqNJ1AsvvCD9AKCkxRPJgNpbgCZTeFaMHMKhSjvJzkUeGzYTEIXc4IKOX1hcEyZMEOvIKDsIibrltQ0qljcP3JMkWZKkR409Vr/OtMfy9buQcXXzHJn89EgPK717945Z8UAo4osvvnBDhw4N3ONAkiF1/ywqyGkAPCV4SKhQOfjggxP+nX8aHJUHbB8JkUYOsWEzSWEWfJpgRVHbjLjHWwCJLAJeH7W0B8r0LrzwQqupDgCEhPaxCHY8xAlJkEPgaWqDCFI6x74nM54e6XQ0XLFihUzBw1rFBR1maNATH9v2l6gFBfF2Sg1J6sM1r+/PlEDKCOnxHw/XqV/c2c8bN250ixYtsgmOuYbjF8Qj4pgFnybESLGmcIHGW0pq0eNmZT50vJUVBWbMmCGuVVz0RvYgox5XMQ/OQVzNJOiRTIdH5aabbhLLOOywEKH8DOuZMjn6BpBg1759+8A+AzEnYRExp3+8Tn8D/T/7TGF/ksXP9aviTnUDuRH07KeJkGHkA9FSmxxAXTKuU53mpZbAu+++69asWSP/58ZLNyxcqldddZXUQkcBFi3EMYmh2njM3MG5hwBh+WPZk1BHwmM+QHe4Fi1aSIIhljULE64Vmt0EhS6qWTwwgQ/Ui8b1ymhe/T39BkjAIzlRYZgQbnl69lPSZ4QAa3STFCbwacKN4fDDD5dSC9CJXsSku3fvLjdcOopx0yXux00Gtyrku6ueQSt4J6jfxjLiQXIY3b74v7b7NLIHCy2y0PMlH2SPPfaQMawIKJYzbnTyOJIZlpMKlCHSNhj3uh/q/ytXriwDeriWaTzEPtSxuSxiOZdZpFvcPUSYwCeFCXyaEBflBvDll1/Kz8ToaL2JVcAYV1b8tAg9++yz3ebNm90ZZ5wRyzTPl5twcRCaIN6Lt0IfZHmzuOH/6t40jFxDnL1fv37iMSCcpNcei2xq4fG2MRWuTp06koQHLFCrVasmzYBIxjOMfMMEPg24OSDudCTTKVPMiqZpB3FFbg6IOpD8hLVLlnAmZ4Zn2/oiucv/IGTBDZP/G0YuiPeMqSeJBjrMBCCTXpPsqG3HSifEQcdALHX9G12gco0bIWObF8wj4pjApwFWAB2xatSoIdnANCIhs5le2sTxQG8S8+bNE2HHnQ3JZglzswo6o9gwooxa5yy2FyxYEMuLYeFZr149aYvLYltfy/V7zTXXiKUeL+5GOPG8bYE8oo61qk2TrVu3SqIZFjp1y7jqEfN4qJ/FTTh27Ngyt0XkxsMNKWqZ+IYRNJSudujQQfrtk9hKHoxWuTRp0kRCZzQUQsgZwYz1rtezWezhb1XbYO92rny59PI0tm77zc3f9Li1qjVKdtGvXbtWYs7cHHDNqxir5U0ZGcl2DKlI5kTSv2PYBl3IeH/gZuQXd7PsDSMxJM0x955wGWEjriOSXOm2yEKcsjhc86DizvVk4p4neAG4573o27Z2NgfgCqSkhxg8JT6U+qgYY0Vwo8GiJ1uXBLRkBlfoc8x+nz17tiQA0d2Mm8/MmTNj2bz6Ot6Pbcn3pD3DyEQiKMlzdPSj8Q+lbvPnz5fcGJreEE5TzDOWR4g4Wye70jCBDwCy5P3jLoHYPEl2zI5GoMmcp5FHaTcSbXlL2RAldZQLkbBGO83nn39exH3Tpk2S6YtlQpvSdGaERw1yIEiU+vjjj6U+nJs7s7vVSjMKD8reOBfoE4A7nuuI8bl+cTeMKGJL1gDAHe9PZeD/iC5dr+jQRQIeljiJd5qlWxz6PswHp9QOy4O6ZupymUXN35OoR19tmplQvlNcUxMs+0KrRacOn9a5eD/o506CFdnTLLiMwsTfRpqFHjkzjOYFwmpGHmKtapPCBD4AcMf73eP6f0pyqIUn8Y7Rn1WrVpVM+5Li52rd00mLRCC6aCm4Fonx42rE7Y/bniYhWPPaKpYbGS01SUbhvQotGxjrjIxovCXkPDz22GOy/2nKYxQu/rp3/78Wc89TrNFNUpjAZxBEXC0ErG6ydvv371+s5aA3HdzzmtmLm19hktinn34qCUOMEH3ttddk+AgiTha//i1T3Qgb8LjvvvvEg5CI+JtdFNEOg3QrMwwVestXyW88hnYF8Ig6JvAZBAtaLQR/Vj1oK051oyOyKrSLFy8W9zzzv/2tNletWiWJQePHj5fMeppzsADAOtVe+IQGmHpFBn7btm2lbSwinwhuciw0+Jf++MQqqQaICuxbwhunn366Nd4xDKPgMIHPotjzYOpXzZo1pQkHva/Vje63KMi+R+xpygGIMDX0iH716tVlzjexeKx56uppwanZ+2Ttk9FPzJ5YI+KOxY/b3g+LAqx9XYBMmzZNPqNSpUouKhCLJ4zBxDujbNC7nYlvBx10kJyjdIHzw3lKngjnHItMRgZzXhpGRjEXfVKYwGcJFXBa1bZu3dpNmTJFxBo3+ujRo8VC1/h7z549pX5X+1+rCNOsY+7cubEbKGLMeFDK9OhxT4yeph5Y8CwiGGGLpc8CQkMCuOvpFc+Y0Vq1asnnUzKExc+NXFvu5nsXPZqaENKgkxm5D0bZIDmRXAa8RokYPny4eInINSFvBA8SeSPMXzeMjGGtapPCOtnlkM8++0wsIlpkEk+nnAuXMoKeKEZIPJnFAW02W7ZsKXX1vAf/33vvvaUUD0uLDl5MtSMRjwlaDLp5/PHHZY51jx49JBGNmdvnnHOOmzhxopTxkR9AYxAWB4nIl/adnM5M8SNLmlIoJv0ZwcA5yX4lNKT7mvONfBB6QOg5SnIoyY2cq4aRiU5251Vo6crvkGYnO+839/Lmv0a6k52lkOYQrGxujDy0W52Om42HmyknNo1uEGP+nT59ujTywJLHA0C2OG55rHPgRkxIAK8BljnuVizaESNGxF5DTB+hxzugYsgADrwECCTdv7Dy48Vd6/XD6JYn3MCiiWE47Bdg32meghEMnLPsX9zyCvuZ8BBJnybwRsYQuzRN76IXfdvWBD4klDaOUmt5WWli5fPA3Y4Llef4/SWXXCLNPGiuw40XKwrrnCQzvALvv/++vJYYPuB+R/y5KZPlf8ghh8jvWXDgWSCeT3yfkjNafPoT1ZIR91wsAvBYAIsWP5MmTZLyOSM4dPGExe6Hn/U5w8gE3jbPeTukJ9BeAQi8xeDzCBVLzcin/S0iDPwf9zvZ+Yg2jXVwpyLuRxxxhLyGpDrc9LyW9yDmTz9uMugZwMHfEkslP4DmOVj8PMdnsXDQpjlk2ms9vx9e579ocmHhazVC/MPE3TCMQsMEPg+JHzqj4EqnexvZ+dTbI2rE6bWWHmGnzS3WlbrcsXhpf1unTh0ZiMPfI/bU15MwhfufcjsWDGTxA1n5JPDhHfDDNqmok3BFAx7rFBZdqLoAzhs//KzPGUZGYNRrEI8UIdkUTyclxYSili1b5sKMCXyEwMLmgSVO0h0ZziTTMQcbunbtKjF+kqLIuO/YsaMbOXKkZM/jVsXC54GLH8iuB9z/3377rbwP/7JAIGufOdpK79695b109ja9+fmZvADI12z8oMm3G0RpYSWEnHPJnwTF4k5LPA0jYy76AB6pQN5Tr169pGU4E0KpLqFihKTnsGICHyGwytUyT1TihqVOXTwWPkNZcN0jyCroJOLRQQ9r3l+eRzyeZDttwsOoTU5uBcHnpv7hhx/KAoKTHusdIYuffFfI5OMNgmNNSEYbIOloZBZueGvIBRkyZIhUYKxYsUK8PWTWa6a9YUSFUaNGydAvhhRRYkw4E68oSc9hxZLsIkpx42MpmeMB69evF3EmwY7XVqxY0e2///4yyAbxYbFAQ5w5c+ZInTxQeoe1X7t27dh7vvrqq7JQ0Pdt3ry5DMshC5/MdZL64hukFPoNArhBPPvss3KD6NOnjwsjzFBgpoLCAgXatWsnSZzMRSDRk5ANIRw8O5Rh4qEwjEyx1dtcJhe7n61uS8zr5KdChQry8ENlEffCvn37xn6H0UIFibYJDyMm8AWGJsoh3lhaiI6CW3/w4MHibl+3bp3E3+mY17RpU4nJY83RLpesek3cU6uekjS1/LHwcNEiYGT6M7o1n2rpM0G+3iCoRigp25iFIecMD8PINIQfCQu9+vXcQN6vYsWKReZ9AB62gQMHFvndxo0b5f6VqGJE729hxAS+wPALbCLBpcsdrnXK4nDHMr1OJ9rRQhfB9if50SQCQaeETtvlYrlTssfJT6KeltcVqrjn8w3CMMIEniHuSyyYg8BLUMobb73nMybwBUxxgktpHQ8/xPNJqiJOjxVPK1Jc/MT0ESi656m4//jjj9I4B3E3DMMIWuSzHQLad9995X6ZbxUjlvlkbIdOuPOjFnuXLl2kPO7ggw+WcjkGueCuJyMc6CDHz7jxC6WZRJRvEIZhOAkNUIbsrxjhPsnPYa4YMQve2I6SMt7JuGdCG1Y8MXlW0iSpMLsecJ8xe720znyFfIPQDHO9QTAYxzCMcNOrVy9JLqW3CPlGY8aMkQRTTZoNIybwRkpo3F6T7MjAxyWvgkVve+L2NMYhe54kFiN/bxCGYfxOq1atJA+J8chUH5144olSMRKfVxMmbJqcUWYQ9HhrH7Fn1v2gQYNkoA1T7Iw/IGeBYT96g2DUqoY3DMMwgsQE3sgYJOLhwg/r5DnDMIwoYwJvBAqnk7rxTdQNwzByhwm8YRiGYUQQK5MzDMMwjAhiAm8YhmEYEcQE3jAMwzAiiAm8YRiGYUQQE3jDMAzDiCAm8IZhGIYRQUzgDcMwDCOCmMAbhmEYRgQxgTcMwzCMCGICbxiGYRgRxMbF5gB6tW/ZsiXXm2EYRhw77bSTzFEwjChgAp9FaPvPmNDvv/8+15tiGEYxVKpUyR1wwAE2LMnIe0zgs4iK+/777+922203u4EYRsgW4D///LP75ptv5OcDDzww15tkGGlhAp9Ft7yK+z777JPrzTEMIwG77rqr/IvIc62au97IZyzJLktozB3L3TCM8KLXqOXJGPmOCXyWMbe8YYQbu0aNqGACbxiGYRgRxATeyIpF9PTTT+d6M4wkE0EbNmzodt99d8kmzyWPPfZYzrfBMPIZS7LLMZ/MvjOrn3dki34ul3z++efu0EMPde+884478cQTc7otxvaMHj3abdiwwb377rtur732ytrnHnLIIe6GG26Qh9KqVSt3wQUXZG0bDCNqmMAbRlypFBUP5csX5qWxevVqd/LJJ7vDDz88FBntmtVuGEbqmIveKJaHH37YHXTQQW7btm1Ffn/JJZe49u3bx35+4IEH3GGHHeZ23nlnd+SRR7opU6YU+55Y71C7dm1x3Z9zzjny85tvvimu4X333Vcsx7PPPtu9/fbbRf72448/dmeccYbbZZddXK1atdy8efO2c/9/9dVXrmXLluLarVy5smwrXoPieOWVV+Q9nnvuORG2ChUquFdffVW+89ChQ2V7EZkTTjjBzZ49O/Z3mzZtcldeeaXbb7/95HkEcdKkSfIcn8d7zpgxw9WvX1+299hjj3ULFy4s8tn8XKdOHflMaq779Onjtm7dGnuefdOjRw938803y3eh+crAgQOLLEb4+eCDD5b34FjxemXz5s3upptuclWqVBGXe926deX7lmRFz5kzx02ePFm2/5prrol9Fyx6hXJPfqfvpftw/vz57pRTTpEsdL73J598UuT9n3nmGXfqqafK/uA4X3bZZbHv+cUXX7iePXvK+2iSWyIXfWnnGn87ceJEeW+2g+Py97//vdjvbBhRxgTeKJbLL7/cffvtt27BggWx33333Xfu+eefF3GDp556yl1//fXuxhtvdB988IH7y1/+4q699toif+Nn2bJl8i/ijCv4ySeflJ9//PFH165dOxHXN954Q27MuGf5PWBVX3rppXLTXrp0qSw++vUrGm6grKlx48Zujz32cIsXL3avvfaaq1ixomvSpIn77bffSvyuiOuwYcPcRx995I4//ngRd4TuwQcfdB9++KGIz1VXXRUT6dtuu82tXLlSFgb8DcKDaPnp3bu37BfCEfXq1XMXX3yx7E/45z//Kd8PwXvvvffk7x955BE3ZMiQIu/x+OOPizjznYcPH+4GDx7sXnrpJXkOMcal/tBDD7lPP/1UFjrHHXdc7G+vu+46t2TJEllovP/++3I82Re8NhEssnieBRLHZuzYsS4VOB4jR450b731lnhA/IvAZ599VkSX78z+YDHA4gY4B6pWrSrfjc/lkYhkz7VBgwbJd+A783mcq5y3hlFoFKYf0kiKvffe2zVt2tRNmzbNNWjQQH6HFYuQnXvuufLzPffcI5Ze165d5edevXqJQPN7fY0fLF6g2Q8WqXLeeecVeR0CjvWGoF500UUiariPsRb17+68806x+pWZM2eK5Y0Fp1YgVjXvw981atSo2O+KuOh7YfneddddsghBmKFGjRqy+EBM8S58+eWX4oXAYlXrNx4Etnnz5vJ/BJyFESKORX7//fe7atWqufvuu0+29aijjnLr1693t9xyi7v99ttduXK/r71ZbAwYMED+z6KH1yOObCvbwL44//zzpYc6lryKJs/x3fkXyx6w5tkGfs/3S3Rs8ATgkdB9jKciWTge7BtdMF144YXu119/FYud51q3bi3iq+AVAbwTNJRhYeY/J+JJ9lzjNW3atJH/8z3vvfdeWViyeDGMQsIseKNEsH6wFBE9eOKJJ+RGrQKE9Xr66acX+Rt+5vep8K9//ct16tRJRAwX/Z577ul++uknESjA3Ysg+gVAxUzBEv7ss89EKLDceSAeiAyLg5JQoQbeg5aliKi+Dw8sen2fLl26iGVMoiCC/frrr2/3nro4ACxaPkP3C//yvL/mmv3Gd163bl3sdwi8H1z52koVi/yXX36RxQf7DgtXXfwrVqwQr8cRRxxR5DuwYCptX5QV/7Zqm1fdVlz8ukgsK8mea/7twPvBuaTbYRiFhFnwRongVibWi4sVdzKub9zCQYN7Hvc1buHq1auLJYkAluZa94M4EkdnEVKc56A4EAL/+wDfmfi1H7YL8GwQN547d654FxCvbt26iTUZJFjmflgQaE4ECx4WPnga2AYs2xEjRoiI8x2wipcvX75du1WEPll0Icc5oBTX4c2/rbpw0W3NZrJcSfvMMAoJs+CNEsG92qxZMxHN6dOnS2LTSSedFHv+6KOPlli3H34mCS4RJEcB1mX835AgRsz0mGOOESHduHFj7Hk+lwQ6LH1/zNgP20V8mR7iNWvWLPJIpeSLbefz8R7Evw+i6l80sDCZOnWqGzNmjIQV/OA+VrCsEVv2l+434uN+4WQf4H0gHp0sCCeLMNzQhCF4T6x3wgfsYyzX+O9Qkhu8uIWRPy7uT7hLFqxqQgvFwXkRf07Ek+q5ZhiFjlnwRlJueuLgJJuRaBafSEZCE4JCLJhMaZKmsCoTgfgiSsSCETIWEIgvrnkyonFj//DDD/K+fqsPdznZ0wgqyWYk3/Xv37+Itch2YsGSOU9MnffHymZ7cKMnK5yILPFqEuuw/Mjc/89//iNigruXbSBOjreAxQjhi3/84x8x8VbGjx8v34vf4/Ugnq2JZ1jbLAq6d+8usXoscWLtxJXVai4NsswRRbLjST5kocE+wwNCjgP7o23btpL4xvH597//LSKL2BIfTwbe77TTTpMERCoKWDDofk8FvhteDo4hIR4WPHg/yDnQHIZFixbJcyyu4hMWy3KuGUahYxa8USokwBHLRoSuuOKKIs+R2Y5bHdc0YkcSGklcWv4WD7ForE1eR/IXYgwknyGAWOFXX321WPMsBhTczGSJ43omVNCxY8dYFj2LBEDkEAmSzfA6IKwdOnSQGDzCnAp33HGHZMqTTc/7kKCFy17L/LA4+/btK2J51llnyfYRk/eDKPIgmYwEPcq1VLhw/SNwJH/xfOfOnWVbUxFPkgcnTJggcWi2A6FD9HRaIccBgSfrHA8IxwqvB/snFR599FERZBY0NKKJz/RPBs6HWbNmyT4gb4FzSisqgAUZJXksAIoLp6R6rhlGobOD5/cRGhkDkVm7dq0IhAqSkR5Y1FjXJMUhDGHBuvXlN3atGlHBXPRG3kCWOAliuL0RdWqisV7DJO6GYRhhwQTeyBuIuxOzJfkNVzdxWOLLhmEYxvaYiz5LmNvPMPIDu1aNqGBJdoZhGIYRQUzgDcMwDCOCmMAbhmEYRgQxgTcMwzCMCGICbxiGYRgRxATeMAzDMCKICbyRM+g/Tj/2dBg4cGBousUxh5x2qrl4v6A/2zCM/Mfq4LNEIdfWMhSFHubff/99kd8z/IQxrfSQLyv0pmfYi/ZfzyWILN+RnvlBwIAbLk96zgf5WqNkCvlaNaKFdbIzckZpM9qTgda1qcw3TxXm0euI22yTyojbVF6bTVh0MPGOIUOGYWQXc9HnEb/9+pub1H+6a/GnDq5R+ZauW50+bumzyzP6mVjHOtkNa4bhLv457MwgZ1wrk9aYaMZrGC/6wQcfxJ6/9tprxcLkdTxwqydy0fMcE8IYTYtVrzPT6TvPxDCs/fr167vVq1cX66LXz/A/+ByF7WratKksCv70pz/J5Dr/3Hk+h/GteBxoh9u4ceOE+wXRYrQrFjPeA8bRxjvDGDXLNDosQcauMjVu9uzZRV7DCF6+L9PuGFN75plnxr5fvNudvz3uuOPkvfhMWvX+97//TfjaZI8b42MZ0cv+Zt8yMbCkITr8DVPzeC3ve+yxx7qFCxdu977PPfecTJ9j9CuT9ErbntL2BUycOFHOCf7+qKOOcvfff3+RhRjH7cADD5TnGZnLvgeOC+cJU/TYHqYYsi2GEXlw0RuZ55dffvFWrlwp/5aFbdu2ebdeeJfXcMfLvfN3aCEP/f+iOW94maJHjx7eQQcd5M2dO9f78MMPvXbt2nl777239+2338rzCxYsQNW8o48+2nvxxRe9999/37vooou8Qw45xPvtt9+8zZs3e2PGjPH23HNPb8OGDfL48ccf5W+rV6/ujR49OvZZvE+VKlW8mTNnep988ol36aWXyvucd9553vPPPy/777TTTvOaNGkS+5sBAwZ4J5xwQuxn/Qwen332mVezZk3v6quvluc2bdrk7bfffl7fvn29jz76yHv77be9hg0beueee27s788++2yvYsWKXu/evb2PP/5YHom4++67ZT/MmTNHtqtDhw7eHnvs4V1yySWx1wwZMsQ76qijZNtXr17tTZo0yatQoYL3yiuvyPPr1q3zKleu7DVr1sx788035Ts/+uijsc9kX+v7rV+/3itfvrw3atQob+3atbKfx48fH9uX/temctzq1q0r28NrzjzzTK9+/frFngt8Ln9TtWpVb/bs2fK9O3bsKN9748aNRd73+OOPl/OBY8BnlrY9pe2LqVOnegceeKDs7zVr1si/vP6xxx6T50eMGOFVq1bNW7Rokff55597ixcv9qZNmybPzZo1S84/PvuLL77wli5d6j388MMZu1YNIyyYwGeJdG8aH7z2cUzYizzKtfDaHn6dLACC5qeffvJ22mkn74knnoj9DtHmRj18+PAiN/QZM2bEXsNNe9dddxWhBoRtr7322u79Ewl8//79Yz8vWbJEfvfII4/Efjd9+nRvl112KVbgFfbHZZdd5p188snezz//LL+74447vEaNGhV53VdffSWfgaCowNeuXbvUfYPY6D6ALVu2iPCpyP7666/ebrvt5r3++utF/o6FQJs2beT/LDQOPfRQ2aeJ8Iv28uXLZTsRr9Jem8pxmzdvXuw1zz77rPyuuHNUBX7YsGHbfW8WPP73ffrpp2OvSWZ7StsXhx12WEywFY5nvXr15P/du3eXhWCi62DkyJHeEUccUex7x2MCb0QFc9HnCSsWrXTldkxwuDzn1n/2tfv+m/8E/pm4R7ds2SIjWZWddtrJ1alTx3300UdFXluvXr3Y/ytXruyOPPLI7V6TDLj5FVzogFva/zuSoH744YcS3+fWW28V9/7f/vY3cWnDe++95xYsWBCL2/PA1avfVcG1XBKEGzZs2ODq1q0b+x0xZlzdCmGFn3/+2TVs2LDI502ePDn2We+++664odmnpYF7v0GDBrIvLr/8cjdhwgS3adOmtI+bf3/j3oZvvvmmxG3xH2v93vHv698XyWxPSfuCMATv0aFDhyL7csiQIUXCGbwH5x3u9xdffDH29+yvX375xdWoUcN16tRJxg5v3bq1xO9oGFHAMl/yhN323M152xIXPJQrt4OrsFsFFwX8N3hiucX9jvh2cUydOtWNHj1a4sFVqlQpknF/8cUXu7vvvnu7v1FxA2L96cJnAbkJ/m0A4sCgC49k2HHHHd1LL73kXn/9dRGvcePGuX79+rmlS5dKjL+spLpvkyXVfVjSvtB9yaLGv6jS/QInnXSSZL4T+583b55r2bKl5CiQt1CtWjXJLeD37MOuXbu6ESNGSO5AMosrw8hXzILPE85scZrbsfz2hwurvt4lp7rd9kheLJLlsMMOkwzy1157LfY7LDGSo2rVqlXktW+88Ubs/1iWq1atkoQo4D1ISssGWO0dO3aUZD2S/fwgAiRykXRXs2bNIo9UBImMdRYEiKuCRbh8+R8Jj+wfhJzZ9fGfheCo9bx48WLZp8mAAGMFDxo0yL3zzjuyX7FG0zluZcF/rPV767FORDLbU9K+wGtDYtyaNWu225f+xQ3Jea1atZKFwMyZM92cOXPcd999F1tAsLi79957ZeHHebJixYq094VhhBmz4POEvfffy/We1M3d3e4++XmHcju4/235n/tT9f3cdfe2z8hnInpdunRxvXv3Frc7WcjDhw8X1zPuUj+DBw+WzG5uxliWZKBrVjeCihVGxjauZjK206l9L46vv/7aXXbZZa5169aS/c7PauVRktetWze5+bdp00ay3vlOuNLJCidDW63BZLj++uvdsGHD3OGHHy5u/lGjRhWp8ycL/KabbnI9e/YUi5iscVz7iBxC1K5dO8n6xhJne/v27SsLB8QT1zWuZj8sJth/jRo1kkx0fqaPQCJhTeW4lYXx48fL9+az8ZSwoGvfvvhzMJntKW1fsKjB9c7vmzRpIln5b731lnw21QzsfxZdtWvXduXKlXOzZs1yBxxwgFQ50IeBBSbWP+cdHh4En0x7w4g0uU4CKBSCStxZv+Zrb/LAv3pju07wnp/0svfrz796mYTtJYFp3333lQzw008/3Vu2bFnseU2qeuaZZ7xjjjnG23nnnb06dep47733XpH36dy5s7fPPvvIa0mMKy7J7qmnntouqeudd97Z7vPIiI9PstPn4h98jrJq1SpJvqtUqZIkApLlfsMNN8SSs0iyu/7660vdLySX8Tqys3mvXr16eW3bti2Syc57UkFw5JFHSpIZGfyNGzf2Fi5cGHsN+4nEPxLyyEYnk52M+/jEOc4d/pb34DiQNDZu3LjY+8Rn0Sd73HQ/AvuZ37HfE6HHg2Q3jjHHulatWt7LL79c4vsmsz2l7QsgSe/EE0+UzyUD/6yzzvKefPJJeY6seJ7bfffd5Zg0aNBAqiSAc4pqAX7P81Ri+JML47EkOyMqWCe7LBHV7li4O88991yxpKyLWrShDp7zl/BAWNoDZ4KoXqtG4WExeMMwDMOIICbwhmEYhhFBLMnOSAtau1qUpzAgWdKOtWHkD2bBG4ZhGEYEMYHPMmYBGUa4sWvUiAom8FlCO2ZR+2sYRnjRa9S63Bn5jsXgswRNVCgj0z7fNNzQ1qCGYYTDckfcuUa5VlNpfGQYYcTq4LMIu5ruav6OZ4ZhhAvEnS54tgA38h0T+BxA28xk+48bhpE9cMub5W5EBRN4wzAMw4gglmRnGIZhGBHEBN4wDMMwIogJvGEYhmFEEBN4wzAMw4ggJvCGYRiGEUFM4A3DMAwjgpjAG4ZhGIaLHv8HALzps/9JQqsAAAAASUVORK5CYII=", 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" ] From f6d9a420eaa4bec4aba451f83732ad98885b24c7 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Mon, 1 Dec 2025 12:47:41 -0500 Subject: [PATCH 14/16] optim demo cleanup --- .../07-example_GradientDescentOptimizeScan.ipynb | 8 ++++---- .../a02-example_Bayesian_optimization_interface.ipynb | 10 +++++----- 2 files changed, 9 insertions(+), 9 deletions(-) diff --git a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb index 381d3dc2..11c87ad2 100644 --- a/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb +++ b/demo_notebooks/07-example_GradientDescentOptimizeScan.ipynb @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "81e0c3d4", "metadata": {}, "outputs": [ @@ -281,9 +281,9 @@ { "data": { "text/plain": [ - "{'runinfo': ,\n", - " 'devices': ,\n", - " 'expt_thread': ,\n", + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", diff --git a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb index 78f01a6b..6a81af36 100644 --- a/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb +++ b/demo_notebooks/advanced/a02-example_Bayesian_optimization_interface/a02-example_Bayesian_optimization_interface.ipynb @@ -190,7 +190,7 @@ " init_scans=None, extremum='min', ei_threshold=1e-1):\n", " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", " dt=dt, n_max=n_max)\n", - " self.last_optim_idx = n_max - 2\n", + " self.last_optim_idx = n_max - 2 # stop optimizing on second-to-last index so that last index is best discovered value\n", " self.domain = domain_info_list\n", " self.X_train = np.empty((1, len(initialization_dict)))\n", " self.X_train[0] = np.array(list(initialization_dict.values()))\n", @@ -280,7 +280,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "81e0c3d4", "metadata": {}, "outputs": [ @@ -352,9 +352,9 @@ { "data": { "text/plain": [ - "{'runinfo': ,\n", - " 'devices': ,\n", - " 'expt_thread': ,\n", + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", " 13., 14.]),\n", " 'v1_readout': array([1. , 9. , 9. , 1. , 1. ,\n", From bc3ba60acb8d031bd8fbe300b6e6922117811618 Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 2 Dec 2025 14:36:59 -0500 Subject: [PATCH 15/16] optimizer library gradient descent --- pyscan/optimizers/__init__.py | 2 + .../optimizers/gradient_descent_optimizer.py | 52 +++++++++++++++++++ 2 files changed, 54 insertions(+) create mode 100644 pyscan/optimizers/__init__.py create mode 100644 pyscan/optimizers/gradient_descent_optimizer.py diff --git a/pyscan/optimizers/__init__.py b/pyscan/optimizers/__init__.py new file mode 100644 index 00000000..e7911dc0 --- /dev/null +++ b/pyscan/optimizers/__init__.py @@ -0,0 +1,2 @@ +# AbstractOptimizeScan implementations +from .gradient_descent_optimizer import GradientDescentOptimizeScan diff --git a/pyscan/optimizers/gradient_descent_optimizer.py b/pyscan/optimizers/gradient_descent_optimizer.py new file mode 100644 index 00000000..d69bf87a --- /dev/null +++ b/pyscan/optimizers/gradient_descent_optimizer.py @@ -0,0 +1,52 @@ +import numpy as np +from pyscan.measurement.scans import AbstractOptimizeScan + + +class GradientDescentOptimizeScan(AbstractOptimizeScan): + """ + Minimizes objective function using gradient descent. + Gradients are approximated using forward finite differences. + Gradient descent is performed over one dimension at a time. + """ + + def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output, + input_epsilon, learning_rate, update_epsilon, + dt=0, n_max=100): + super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output, + dt=dt, n_max=n_max) + self.dim = 0 + self.fd_step = True + self.input_epsilon = input_epsilon + self.learning_rate = learning_rate + self.update_epsilon = update_epsilon + self.dim_ct = len(optimizer_inputs) + self.keep_running = np.full(self.dim_ct, True) + + def step_optimizer(self, index, experiment): + + def gd_f(f_in_prev, f_out, f_out_prev, input_epsilon, learning_rate): + grad = (f_out - f_out_prev) / input_epsilon + grad_update = learning_rate * grad + f_in_dim_next = f_in_prev - grad_update + return grad, f_in_dim_next + + if self.fd_step: + f_in = [experiment.__dict__[measurement][index - 1] for measurement in self.opt_in] + f_in[self.dim] += self.input_epsilon[self.dim] + self.fd_step = False + return f_in + else: + f_in_prev = [experiment.__dict__[measurement][index - 2] for measurement in self.opt_in] + f_out = experiment.__dict__[self.sample_f_out][index - 1] + f_out_prev = experiment.__dict__[self.sample_f_out][index - 2] + grad_dim, f_in_next_dim = gd_f(f_in_prev[self.dim], f_out, f_out_prev, + self.input_epsilon[self.dim], self.learning_rate[self.dim]) + f_in_next = f_in_prev.copy() + f_in_next[self.dim] = f_in_next_dim + self.keep_running[self.dim] = abs(grad_dim) > self.update_epsilon[self.dim] + if not self.keep_running.any(): + self.running = False + self.fd_step = True + self.dim += 1 + self.dim %= self.dim_ct + return f_in_next From 8d9e6bdf688eb0dfa35d052accfaf01835e5307a Mon Sep 17 00:00:00 2001 From: Dante Basile Date: Tue, 9 Dec 2025 11:00:55 -0500 Subject: [PATCH 16/16] ax Townsend global optimization --- .../advanced/a04-example_ax_Townsend.ipynb | 832 ++++++++++++++++++ 1 file changed, 832 insertions(+) create mode 100644 demo_notebooks/advanced/a04-example_ax_Townsend.ipynb diff --git a/demo_notebooks/advanced/a04-example_ax_Townsend.ipynb b/demo_notebooks/advanced/a04-example_ax_Townsend.ipynb new file mode 100644 index 00000000..c8fd16e2 --- /dev/null +++ b/demo_notebooks/advanced/a04-example_ax_Townsend.ipynb @@ -0,0 +1,832 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b9566b75", + "metadata": {}, + "source": [ + "# a04 Example - Bayesian Optimization using AX Client on Townsend Function" + ] + }, + { + "cell_type": "markdown", + "id": "d5405b4a", + "metadata": {}, + "source": [ + "# Install External Libraries for Optimizer Implementation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "331cf8fe", + "metadata": {}, + "outputs": [], + "source": [ + "!python -m pip install ax-platform" + ] + }, + { + "cell_type": "markdown", + "id": "e53b5469", + "metadata": {}, + "source": [ + "# Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "e56d150f", + "metadata": {}, + "outputs": [], + "source": [ + "import pyscan as ps\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from ax.api.client import Client\n", + "from ax.api.configs import RangeParameterConfig" + ] + }, + { + "cell_type": "markdown", + "id": "e8fb5c59", + "metadata": {}, + "source": [ + "## Setup devices" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "50416afe", + "metadata": {}, + "outputs": [], + "source": [ + "devices = ps.ItemAttribute()\n", + "\n", + "devices.v1 = ps.TestVoltage() # Device 1\n", + "devices.v2 = ps.TestVoltage() # Device 2" + ] + }, + { + "cell_type": "markdown", + "id": "23ba26a2", + "metadata": {}, + "source": [ + "## Define a measure function" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "37112f4e", + "metadata": {}, + "outputs": [], + "source": [ + "def voltage_response(v1, v2):\n", + " \"\"\"\n", + " Townsend function to optimize.\n", + " \"\"\"\n", + " return -np.cos((v1 - 0.1) * v2) ** 2 - v1 * np.sin(3 * v1 + v2)\n", + "\n", + "def get_voltage_data(expt):\n", + " \"\"\"\n", + " Reads the voltage from v1 and v2. Also adds a calculated voltage response to optimize.\n", + " \"\"\"\n", + "\n", + " runinfo = expt.runinfo\n", + " devices = expt.devices\n", + "\n", + " d = ps.ItemAttribute()\n", + "\n", + " d.v1_readout = devices.v1.voltage\n", + " d.v2_readout = devices.v2.voltage\n", + "\n", + " d.vf = voltage_response(d.v1_readout, d.v2_readout)\n", + "\n", + " return d" + ] + }, + { + "cell_type": "markdown", + "id": "79b2d418", + "metadata": {}, + "source": [ + "# Define live plot" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "b246e91f", + "metadata": {}, + "outputs": [], + "source": [ + "@ps.live_plot\n", + "def plot_optim_live(expt, x0, xf, y0, yf):\n", + " global fig, ax, cb0, cb1\n", + " x, y = np.mgrid[x0:xf:.01, y0:yf:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " opt_arg = np.unravel_index(np.argmax(z, axis=None), z.shape)\n", + " ax.set_xlim([x0, xf])\n", + " ax.set_ylim([y0, yf])\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.scatter(x[opt_arg], y[opt_arg], marker='o', facecolors='none', color='r')\n", + " ax.set_box_aspect(1)\n", + " if cb0 is None and cb1 is None:\n", + " cb0 = fig.colorbar(scatter, label=\"optimizer step\")\n", + " cb1 = fig.colorbar(pcm, label=\"voltage response\")\n", + " else:\n", + " cb0.update_normal(scatter)\n", + " ax.legend([\"optimizer decision process\", \"optimum\"], loc='lower left', bbox_to_anchor=(.1, -.35))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "markdown", + "id": "634ffafe", + "metadata": {}, + "source": [ + "# Define runinfo" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5cd4b96d", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo = ps.RunInfo()\n", + "runinfo.measure_function = get_voltage_data" + ] + }, + { + "cell_type": "markdown", + "id": "d467f42e", + "metadata": {}, + "source": [ + "# Implement `AbstractOptimizeScan` with `AXOptimizeScan`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "06f3a967", + "metadata": {}, + "outputs": [], + "source": [ + "class AXOptimizeScan(ps.AbstractOptimizeScan):\n", + " \"\"\"\n", + " AX API\n", + " \"\"\"\n", + "\n", + "\n", + " def __init__(self, initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " bounds_list,\n", + " dt=0., n_max=100, global_improvement_threshold=1e-1,\n", + " extremum='min'):\n", + " \n", + " super().__init__(initialization_dict, prop, optimizer_inputs, sample_function_output,\n", + " dt=dt, n_max=n_max)\n", + "\n", + " self.last_optim_idx = n_max - 1 # stop optimizing on second-to-last index so that last index is best discovered value\n", + " self.gi_thresh = global_improvement_threshold \n", + " self.proposed_trial_index = None\n", + " \n", + " parameters = [\n", + " RangeParameterConfig(name=self.opt_in[i], parameter_type=\"float\", bounds=bounds_list[i])\n", + " for i in range(len(self.opt_in))\n", + " ]\n", + " self.client = Client()\n", + " self.client.configure_experiment(parameters=parameters)\n", + " match extremum:\n", + " case 'max':\n", + " self.objective = f\"{self.sample_f_out}\"\n", + " case 'min':\n", + " self.objective = f\"-{self.sample_f_out}\"\n", + " case _:\n", + " raise ValueError('Extremum must be max or min')\n", + " self.client.configure_optimization(objective=self.objective)\n", + "\n", + "\n", + " def step_optimizer(self, index, experiment):\n", + "\n", + " if index == 1: # load initial point into AX measurement history\n", + " parameters = {\n", + " measurement: experiment.__dict__[measurement][0]\n", + " for measurement in self.opt_in\n", + " }\n", + " prev_trial_index = self.client.attach_trial(parameters=parameters)\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", + " else: # load last proposed trial results into AX measurement history\n", + " best_parameters, best_prediction, best_index, best_name = self.client.get_best_parameterization(use_model_predictions=False)\n", + " f_out = experiment.__dict__[self.sample_f_out][index - 1]\n", + " raw_data = {self.sample_f_out: f_out}\n", + " prev_trial_index = self.proposed_trial_index\n", + " self.client.complete_trial(trial_index=prev_trial_index, raw_data=raw_data)\n", + "\n", + " f_out_best = best_prediction[self.sample_f_out][0] # get mean from (mean, sem) of output\n", + " if not (index < self.last_optim_idx) or not (abs(f_out - f_out_best) > self.gi_thresh):\n", + " f_in_next = [\n", + " best_parameters[measurement]\n", + " for measurement in self.opt_in\n", + " ]\n", + " self.running = False\n", + " print(f\"best param: {best_parameters}\")\n", + " return f_in_next\n", + "\n", + " trials = self.client.get_next_trials(max_trials=1) # only 1 trial\n", + " for trial_index, parameters in trials.items(): # only 1 item\n", + " f_in_next = [\n", + " parameters[measurement]\n", + " for measurement in self.opt_in\n", + " ]\n", + " self.proposed_trial_index = trial_index\n", + "\n", + " return f_in_next\n" + ] + }, + { + "cell_type": "markdown", + "id": "26e0e2e4", + "metadata": {}, + "source": [ + "# Instantiate OptimizeScan" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f94525d2", + "metadata": {}, + "outputs": [], + "source": [ + "x0 = -2.5\n", + "xf = 2.5\n", + "y0 = -1.5\n", + "yf = 1.5" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "0748200c", + "metadata": {}, + "outputs": [], + "source": [ + "runinfo.scan0 = AXOptimizeScan({'v1': 0., 'v2': 0.}, 'voltage', ('v1_readout', 'v2_readout'), 'vf',\n", + " ((x0, xf), (y0, yf)),\n", + " dt=1., global_improvement_threshold=1e-4, n_max=100, extremum='max')" + ] + }, + { + "cell_type": "markdown", + "id": "d6ccc59b", + "metadata": {}, + "source": [ + "# Run Experiments" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "d92e7ed1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 12-06 18:16:09] ax.api.client: Trial 0 marked COMPLETED.\n", + "[INFO 12-06 18:16:09] ax.api.client: GenerationStrategy(name='Center+Sobol+MBM:fast', nodes=[CenterGenerationNode(next_node_name='Sobol'), GenerationNode(node_name='Sobol', generator_specs=[GeneratorSpec(generator_enum=Sobol, model_key_override=None)], transition_criteria=[MinTrials(transition_to='MBM'), MinTrials(transition_to='MBM')]), GenerationNode(node_name='MBM', generator_specs=[GeneratorSpec(generator_enum=BoTorch, model_key_override=None)], transition_criteria=[])]) chosen based on user input and problem structure.\n", + "[WARNING 12-06 18:16:09] ax.generation_strategy.generation_node: gen failed with error GenerationStrategy exceeded `MAX_GEN_ATTEMPTS` of 5 while trying to generate a unique parameterization. This indicates that the search space has likely been fully explored, or that the sweep has converged., switching to fallback model with generator_enum Generators.SOBOL\n", + "[INFO 12-06 18:16:09] ax.api.client: Generated new trial 1 with parameters {'v1_readout': -0.666265, 'v2_readout': 1.307467} using GenerationNode CenterOfSearchSpace.\n", + "[INFO 12-06 18:16:10] ax.api.client: Trial 1 marked COMPLETED.\n", + "[INFO 12-06 18:16:10] ax.api.client: Generated new trial 2 with parameters {'v1_readout': -2.322528, 'v2_readout': 0.448893} using GenerationNode Sobol.\n", + "[INFO 12-06 18:16:11] ax.api.client: Trial 2 marked COMPLETED.\n", + "[INFO 12-06 18:16:11] ax.api.client: Generated new trial 3 with parameters {'v1_readout': 2.374766, 'v2_readout': -0.963675} using GenerationNode Sobol.\n", + "[INFO 12-06 18:16:12] ax.api.client: Trial 3 marked COMPLETED.\n", + "[INFO 12-06 18:16:12] ax.api.client: Generated new trial 4 with parameters {'v1_readout': 0.983854, 'v2_readout': 0.968991} using GenerationNode Sobol.\n", + "[INFO 12-06 18:16:13] ax.api.client: Trial 4 marked COMPLETED.\n", + "[INFO 12-06 18:16:14] ax.api.client: Generated new trial 5 with parameters {'v1_readout': 1.35386, 'v2_readout': 0.845649} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:15] ax.api.client: Trial 5 marked COMPLETED.\n", + "[INFO 12-06 18:16:16] ax.api.client: Generated new trial 6 with parameters {'v1_readout': 1.643299, 'v2_readout': 0.9193} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:17] ax.api.client: Trial 6 marked COMPLETED.\n", + "[INFO 12-06 18:16:18] ax.api.client: Generated new trial 7 with parameters {'v1_readout': 1.380288, 'v2_readout': 0.177654} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:19] ax.api.client: Trial 7 marked COMPLETED.\n", + "[INFO 12-06 18:16:20] ax.api.client: Generated new trial 8 with parameters {'v1_readout': 1.376589, 'v2_readout': 1.212501} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:21] ax.api.client: Trial 8 marked COMPLETED.\n", + "[INFO 12-06 18:16:23] ax.api.client: Generated new trial 9 with parameters {'v1_readout': 1.373746, 'v2_readout': 1.036236} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:24] ax.api.client: Trial 9 marked COMPLETED.\n", + "[INFO 12-06 18:16:25] ax.api.client: Generated new trial 10 with parameters {'v1_readout': -1.296893, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:26] ax.api.client: Trial 10 marked COMPLETED.\n", + "[INFO 12-06 18:16:27] ax.api.client: Generated new trial 11 with parameters {'v1_readout': -1.679257, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:28] ax.api.client: Trial 11 marked COMPLETED.\n", + "[INFO 12-06 18:16:29] ax.api.client: Generated new trial 12 with parameters {'v1_readout': -1.059829, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:30] ax.api.client: Trial 12 marked COMPLETED.\n", + "[INFO 12-06 18:16:32] ax.api.client: Generated new trial 13 with parameters {'v1_readout': -1.131306, 'v2_readout': -0.852734} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:33] ax.api.client: Trial 13 marked COMPLETED.\n", + "[INFO 12-06 18:16:34] ax.api.client: Generated new trial 14 with parameters {'v1_readout': 2.464579, 'v2_readout': 0.915968} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:35] ax.api.client: Trial 14 marked COMPLETED.\n", + "[INFO 12-06 18:16:37] ax.api.client: Generated new trial 15 with parameters {'v1_readout': 1.944789, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:38] ax.api.client: Trial 15 marked COMPLETED.\n", + "[INFO 12-06 18:16:39] ax.api.client: Generated new trial 16 with parameters {'v1_readout': 1.638048, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:40] ax.api.client: Trial 16 marked COMPLETED.\n", + "[INFO 12-06 18:16:41] ax.api.client: Generated new trial 17 with parameters {'v1_readout': 1.96233, 'v2_readout': -0.8375} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:42] ax.api.client: Trial 17 marked COMPLETED.\n", + "[INFO 12-06 18:16:44] ax.api.client: Generated new trial 18 with parameters {'v1_readout': 1.924765, 'v2_readout': -0.509428} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:45] ax.api.client: Trial 18 marked COMPLETED.\n", + "[INFO 12-06 18:16:46] ax.api.client: Generated new trial 19 with parameters {'v1_readout': 1.915465, 'v2_readout': -0.940733} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:48] ax.api.client: Trial 19 marked COMPLETED.\n", + "[INFO 12-06 18:16:49] ax.api.client: Generated new trial 20 with parameters {'v1_readout': 1.976521, 'v2_readout': -0.954992} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:50] ax.api.client: Trial 20 marked COMPLETED.\n", + "[INFO 12-06 18:16:52] ax.api.client: Generated new trial 21 with parameters {'v1_readout': -1.413031, 'v2_readout': 0.535757} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:53] ax.api.client: Trial 21 marked COMPLETED.\n", + "[INFO 12-06 18:16:55] ax.api.client: Generated new trial 22 with parameters {'v1_readout': -1.679567, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:56] ax.api.client: Trial 22 marked COMPLETED.\n", + "[INFO 12-06 18:16:57] ax.api.client: Generated new trial 23 with parameters {'v1_readout': -0.423428, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:16:58] ax.api.client: Trial 23 marked COMPLETED.\n", + "[INFO 12-06 18:17:00] ax.api.client: Generated new trial 24 with parameters {'v1_readout': 0.579608, 'v2_readout': -1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:01] ax.api.client: Trial 24 marked COMPLETED.\n", + "[INFO 12-06 18:17:03] ax.api.client: Generated new trial 25 with parameters {'v1_readout': 0.244676, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:04] ax.api.client: Trial 25 marked COMPLETED.\n", + "[INFO 12-06 18:17:06] ax.api.client: Generated new trial 26 with parameters {'v1_readout': 1.870343, 'v2_readout': -0.895109} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:07] ax.api.client: Trial 26 marked COMPLETED.\n", + "[INFO 12-06 18:17:08] ax.api.client: Generated new trial 27 with parameters {'v1_readout': -0.855282, 'v2_readout': 0.081248} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:10] ax.api.client: Trial 27 marked COMPLETED.\n", + "[INFO 12-06 18:17:12] ax.api.client: Generated new trial 28 with parameters {'v1_readout': -1.705107, 'v2_readout': -0.104142} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:13] ax.api.client: Trial 28 marked COMPLETED.\n", + "[INFO 12-06 18:17:15] ax.api.client: Generated new trial 29 with parameters {'v1_readout': 1.938733, 'v2_readout': -0.938212} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:16] ax.api.client: Trial 29 marked COMPLETED.\n", + "[INFO 12-06 18:17:18] ax.api.client: Generated new trial 30 with parameters {'v1_readout': -2.5, 'v2_readout': -1.051254} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:19] ax.api.client: Trial 30 marked COMPLETED.\n", + "[INFO 12-06 18:17:21] ax.api.client: Generated new trial 31 with parameters {'v1_readout': -2.5, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:22] ax.api.client: Trial 31 marked COMPLETED.\n", + "[INFO 12-06 18:17:24] ax.api.client: Generated new trial 32 with parameters {'v1_readout': 0.657615, 'v2_readout': -0.271798} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:25] ax.api.client: Trial 32 marked COMPLETED.\n", + "[INFO 12-06 18:17:27] ax.api.client: Generated new trial 33 with parameters {'v1_readout': -1.843836, 'v2_readout': 0.716984} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:29] ax.api.client: Trial 33 marked COMPLETED.\n", + "[INFO 12-06 18:17:31] ax.api.client: Generated new trial 34 with parameters {'v1_readout': -1.996113, 'v2_readout': 1.033909} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:32] ax.api.client: Trial 34 marked COMPLETED.\n", + "[INFO 12-06 18:17:34] ax.api.client: Generated new trial 35 with parameters {'v1_readout': -1.830189, 'v2_readout': 0.845871} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:35] ax.api.client: Trial 35 marked COMPLETED.\n", + "[INFO 12-06 18:17:38] ax.api.client: Generated new trial 36 with parameters {'v1_readout': 1.911826, 'v2_readout': -0.903686} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:39] ax.api.client: Trial 36 marked COMPLETED.\n", + "[INFO 12-06 18:17:42] ax.api.client: Generated new trial 37 with parameters {'v1_readout': 1.929264, 'v2_readout': -0.974329} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:43] ax.api.client: Trial 37 marked COMPLETED.\n", + "[INFO 12-06 18:17:45] ax.api.client: Generated new trial 38 with parameters {'v1_readout': 0.108429, 'v2_readout': -1.132857} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:46] ax.api.client: Trial 38 marked COMPLETED.\n", + "[INFO 12-06 18:17:49] ax.api.client: Generated new trial 39 with parameters {'v1_readout': 1.928103, 'v2_readout': -0.945318} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:50] ax.api.client: Trial 39 marked COMPLETED.\n", + "[INFO 12-06 18:17:53] ax.api.client: Generated new trial 40 with parameters {'v1_readout': 1.92868, 'v2_readout': -0.908455} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:54] ax.api.client: Trial 40 marked COMPLETED.\n", + "[INFO 12-06 18:17:57] ax.api.client: Generated new trial 41 with parameters {'v1_readout': 1.78266, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:17:58] ax.api.client: Trial 41 marked COMPLETED.\n", + "[INFO 12-06 18:18:01] ax.api.client: Generated new trial 42 with parameters {'v1_readout': 1.017658, 'v2_readout': 1.5} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:02] ax.api.client: Trial 42 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "[INFO 12-06 18:18:05] ax.api.client: Generated new trial 43 with parameters {'v1_readout': 1.479049, 'v2_readout': -0.768927} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:06] ax.api.client: Trial 43 marked COMPLETED.\n", + "[INFO 12-06 18:18:09] ax.api.client: Generated new trial 44 with parameters {'v1_readout': 1.903592, 'v2_readout': -0.880868} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:10] ax.api.client: Trial 44 marked COMPLETED.\n", + "[INFO 12-06 18:18:13] ax.api.client: Generated new trial 45 with parameters {'v1_readout': 1.921329, 'v2_readout': -0.921104} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:14] ax.api.client: Trial 45 marked COMPLETED.\n", + "[INFO 12-06 18:18:18] ax.api.client: Generated new trial 46 with parameters {'v1_readout': 1.921221, 'v2_readout': -0.892285} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:19] ax.api.client: Trial 46 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 12-06 18:18:23] ax.api.client: Generated new trial 47 with parameters {'v1_readout': 1.927989, 'v2_readout': -0.928684} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:24] ax.api.client: Trial 47 marked COMPLETED.\n", + "[INFO 12-06 18:18:27] ax.api.client: Generated new trial 48 with parameters {'v1_readout': -0.539985, 'v2_readout': -0.752936} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:28] ax.api.client: Trial 48 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 12-06 18:18:33] ax.api.client: Generated new trial 49 with parameters {'v1_readout': 1.920773, 'v2_readout': -0.90668} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:34] ax.api.client: Trial 49 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "[INFO 12-06 18:18:39] ax.api.client: Generated new trial 50 with parameters {'v1_readout': 1.913571, 'v2_readout': -0.920861} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:40] ax.api.client: Trial 50 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "[INFO 12-06 18:18:45] ax.api.client: Generated new trial 51 with parameters {'v1_readout': 1.932962, 'v2_readout': -0.918909} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:46] ax.api.client: Trial 51 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:18:52] ax.api.client: Generated new trial 52 with parameters {'v1_readout': -0.222669, 'v2_readout': 0.884861} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:53] ax.api.client: Trial 52 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:18:58] ax.api.client: Generated new trial 53 with parameters {'v1_readout': 1.913467, 'v2_readout': -0.892858} using GenerationNode MBM.\n", + "[INFO 12-06 18:18:59] ax.api.client: Trial 53 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed on the second try, after generating a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:05] ax.api.client: Generated new trial 54 with parameters {'v1_readout': 1.928779, 'v2_readout': -0.894047} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:06] ax.api.client: Trial 54 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:09] ax.api.client: Generated new trial 55 with parameters {'v1_readout': -1.912054, 'v2_readout': 0.818538} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:10] ax.api.client: Trial 55 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\botorch\\optim\\optimize.py:789: RuntimeWarning:\n", + "\n", + "Optimization failed in `gen_candidates_scipy` with the following warning(s):\n", + "[NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal'), OptimizationWarning('Optimization failed within `scipy.optimize.minimize` with status 2 and message ABNORMAL: .'), NumericalWarning('A not p.d., added jitter of 1.0e-08 to the diagonal')]\n", + "Trying again with a new set of initial conditions.\n", + "\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:15] ax.api.client: Generated new trial 56 with parameters {'v1_readout': 1.915148, 'v2_readout': -0.877195} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:16] ax.api.client: Trial 56 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:20] ax.api.client: Generated new trial 57 with parameters {'v1_readout': 1.924673, 'v2_readout': -0.915354} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:21] ax.api.client: Trial 57 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:25] ax.api.client: Generated new trial 58 with parameters {'v1_readout': -1.458632, 'v2_readout': -0.828693} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:26] ax.api.client: Trial 58 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:30] ax.api.client: Generated new trial 59 with parameters {'v1_readout': 1.91677, 'v2_readout': -0.911615} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:31] ax.api.client: Trial 59 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:35] ax.api.client: Generated new trial 60 with parameters {'v1_readout': 1.920394, 'v2_readout': -0.929395} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:36] ax.api.client: Trial 60 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:40] ax.api.client: Generated new trial 61 with parameters {'v1_readout': -1.383117, 'v2_readout': -0.40606} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:41] ax.api.client: Trial 61 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:45] ax.api.client: Generated new trial 62 with parameters {'v1_readout': 1.891907, 'v2_readout': -0.952528} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:46] ax.api.client: Trial 62 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:49] ax.api.client: Generated new trial 63 with parameters {'v1_readout': 1.90694, 'v2_readout': -0.905761} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:50] ax.api.client: Trial 63 marked COMPLETED.\n", + "c:\\Users\\djbasil\\AppData\\Local\\miniconda3\\envs\\pstapc\\Lib\\site-packages\\linear_operator\\utils\\cholesky.py:40: NumericalWarning:\n", + "\n", + "A not p.d., added jitter of 1.0e-08 to the diagonal\n", + "\n", + "[INFO 12-06 18:19:54] ax.api.client: Generated new trial 64 with parameters {'v1_readout': 1.92232, 'v2_readout': -0.903043} using GenerationNode MBM.\n", + "[INFO 12-06 18:19:55] ax.api.client: Trial 64 marked COMPLETED.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "best param: {'v1_readout': 1.9207725286221555, 'v2_readout': -0.9066803603014353}\n", + "Stopping Experiment\n" + ] + } + ], + "source": [ + "expt = ps.Experiment(runinfo, devices)\n", + "expt.start_thread()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "31839c1b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "cb0 = cb1 = None\n", + "try:\n", + " plot_optim_live(expt, x0, xf, y0, yf)\n", + "except KeyboardInterrupt:\n", + " expt.stop()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "c78f8189", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'runinfo': ,\n", + " 'devices': ,\n", + " 'expt_thread': ,\n", + " 'iteration': array([ 0., 1., 2., 3., 4., 5., 6., 7., 8., 9., 10., 11., 12.,\n", + " 13., 14., 15., 16., 17., 18., 19., 20., 21., 22., 23., 24., 25.,\n", + " 26., 27., 28., 29., 30., 31., 32., 33., 34., 35., 36., 37., 38.,\n", + " 39., 40., 41., 42., 43., 44., 45., 46., 47., 48., 49., 50., 51.,\n", + " 52., 53., 54., 55., 56., 57., 58., 59., 60., 61., 62., 63., 64.,\n", + " 65.]),\n", + " 'v1_readout': array([ 0. , -0.66626474, -2.32252823, 2.37476592, 0.98385359,\n", + " 1.35386029, 1.64329872, 1.38028772, 1.37658862, 1.37374575,\n", + " -1.2968932 , -1.67925678, -1.05982855, -1.13130605, 2.46457918,\n", + " 1.94478885, 1.638048 , 1.96233012, 1.92476542, 1.91546456,\n", + " 1.97652145, -1.41303094, -1.67956712, -0.42342766, 0.57960789,\n", + " 0.24467639, 1.87034334, -0.85528168, -1.70510697, 1.93873309,\n", + " -2.5 , -2.5 , 0.6576154 , -1.84383602, -1.99611286,\n", + " -1.83018885, 1.91182555, 1.92926404, 0.10842901, 1.92810271,\n", + " 1.92868015, 1.78265952, 1.01765848, 1.47904899, 1.90359228,\n", + " 1.92132898, 1.92122066, 1.92798925, -0.53998515, 1.92077253,\n", + " 1.91357125, 1.93296172, -0.22266898, 1.91346655, 1.9287792 ,\n", + " -1.91205398, 1.91514823, 1.92467335, -1.45863193, 1.91677008,\n", + " 1.92039366, -1.38311676, 1.89190714, 1.90693971, 1.92231977,\n", + " 1.92077253]),\n", + " 'v2_readout': array([ 0. , 1.30746746, 0.44889253, -0.96367469, 0.96899079,\n", + " 0.84564903, 0.91930042, 0.17765365, 1.21250111, 1.03623597,\n", + " -1.5 , -1.5 , -1.5 , -0.85273422, 0.91596793,\n", + " -1.5 , -1.5 , -0.83749992, -0.50942817, -0.94073324,\n", + " -0.95499194, 0.53575716, 1.5 , -1.5 , -1.5 ,\n", + " 1.5 , -0.89510866, 0.0812477 , -0.10414243, -0.93821229,\n", + " -1.05125426, 1.5 , -0.27179778, 0.71698421, 1.03390874,\n", + " 0.84587107, -0.90368562, -0.97432857, -1.13285744, -0.9453182 ,\n", + " -0.90845458, 1.5 , 1.5 , -0.76892675, -0.88086765,\n", + " -0.92110358, -0.89228549, -0.92868416, -0.75293616, -0.90668036,\n", + " -0.92086107, -0.91890917, 0.88486068, -0.89285817, -0.89404701,\n", + " 0.81853779, -0.87719482, -0.91535377, -0.82869326, -0.9116152 ,\n", + " -0.92939454, -0.40606022, -0.95252757, -0.90576068, -0.90304256,\n", + " -0.90668036]),\n", + " 'vf': array([-1. , -0.71501476, -0.75791288, -0.04853942, 0.2620044 ,\n", + " 1.08952507, 0.66805684, 0.32544561, 1.11189466, 1.17826916,\n", + " 0.75900267, -1.21561374, 1.03098251, 0.76321482, -2.5272974 ,\n", + " 0.94123287, -0.0100112 , 1.85176185, 1.28060912, 1.88846751,\n", + " 1.86081142, 0.27787642, -0.14350178, -0.65389155, -0.70290691,\n", + " -1.14644583, 1.87013977, -1.51634316, 0.52547689, 1.8885832 ,\n", + " -2.75881947, 0.17156104, -1.62925018, 1.80319067, 1.62246377,\n", + " 1.82217107, 1.89379446, 1.87534522, -0.92155695, 1.88811869,\n", + " 1.8942594 , -1.61881574, 0.96747207, 0.50473532, 1.8901407 ,\n", + " 1.8936226 , 1.89404995, 1.89233968, -1.16062661, 1.89470272,\n", + " 1.89271407, 1.89304763, -0.87276218, 1.89367922, 1.8935329 ,\n", + " 1.86613887, 1.8914736 , 1.89426602, 1.20955411, 1.89422581,\n", + " 1.89213569, 0.68701595, 1.87340247, 1.8925669 , 1.89470312,\n", + " 1.89470272])}" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "expt.__dict__" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "6821149d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(zip(expt.v1_readout, expt.v2_readout)))\n", + "plt.legend(['v1', 'v2'])\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage input readout\")\n", + "plt.title(\"Voltage Input Readouts as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "d1ca3a00", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(expt.vf)\n", + "plt.xlabel(\"optimizer step\")\n", + "plt.ylabel(\"voltage response\")\n", + "plt.title(\"Voltage Response as a Function of Optimizer Step\");" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "95389611", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_optim_pcm(x0, xf, y0, yf):\n", + " fig, ax = plt.subplots()\n", + " x, y = np.mgrid[x0:xf:.01, y0:yf:.01]\n", + " z = np.array(voltage_response(np.ravel(x), np.ravel(y)))\n", + " z = z.reshape(x.shape)\n", + " opt_arg = np.unravel_index(np.argmax(z, axis=None), z.shape)\n", + " ax.set_xlim([x0, xf])\n", + " ax.set_ylim([y0, yf])\n", + " pcm = ax.pcolormesh(x, y, z, cmap='gist_heat')\n", + " scatter = ax.scatter(expt.v1_readout, expt.v2_readout, c=range(len(expt.v1_readout)),\n", + " cmap='viridis')\n", + " ax.scatter(x[opt_arg], y[opt_arg], marker='o', facecolors='none', color='r')\n", + " ax.set_box_aspect(1)\n", + " fig.colorbar(scatter, label=\"optimizer step\")\n", + " fig.colorbar(pcm, label=\"voltage response\")\n", + " ax.legend([\"optimizer decision process\", \"optimum\"], loc='lower left', bbox_to_anchor=(.1, -.35))\n", + " ax.set_xlabel(\"v1_readout\")\n", + " ax.set_ylabel(\"v2_readout\")\n", + " ax.set_title(\"Optimization of Voltage Response\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "056e6892", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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