diff --git a/docs/DRC/DRC 2021.ipynb b/docs/DRC/DRC 2021.ipynb new file mode 100644 index 000000000..0f227b837 --- /dev/null +++ b/docs/DRC/DRC 2021.ipynb @@ -0,0 +1,445 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "posted-importance", + "metadata": {}, + "source": [ + "## Create a custom simulation for the DRC" + ] + }, + { + "cell_type": "markdown", + "id": "nuclear-circus", + "metadata": {}, + "source": [ + "1. Import required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "miniature-insulin", + "metadata": {}, + "outputs": [], + "source": [ + "import covasim as cv\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "explicit-memphis", + "metadata": {}, + "source": [ + "2. Define parameters and country for base model - March 15th 2021 to June 15th 2021" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "coral-caution", + "metadata": {}, + "outputs": [], + "source": [ + "pars = dict(\n", + " pop_type = 'hybrid', # see documentation - this is a hybrid between random and a data derived model. Later, develop synthpop\n", + " # pop_size = 100000, # population of the DRC is 87 million. Note that when I despecify this, it goes down to 20,000 people which must be default for DRC\n", + " pop_infected = 100, # 3,615 infected as of 12th March https://www.worldometers.info/coronavirus/country/democratic-republic-of-the-congo/ \n", + " location = 'Democratic Republic of the Congo',\n", + " start_day = '2021-03-15',\n", + " end_day = '2021-06-15',\n", + " #verbose = 0 # means it won't print all the output \n", + ")\n", + "\n", + "\n", + "# other things you can re-define in pars include n_days (see full output xlsx for all params)" + ] + }, + { + "cell_type": "markdown", + "id": "geological-newfoundland", + "metadata": {}, + "source": [ + "3. Take a look at population characteristics from input data (of country (location) as defined above)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "complete-distance", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initializing sim with 20000 people for 92 days\n", + "Loading location-specific data for \"Democratic Republic of the Congo\"\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cv.options.set(dpi=100, show=False, close=True) #, verbose=0 # ) # put back in verbose once i've figured out what this does\n", + "sim = cv.Sim(pars)\n", + "sim.initialize()\n", + "fig = orig_sim.people.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "psychological-hunter", + "metadata": {}, + "source": [ + "3. Define comparative scenarios " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "intense-theater", + "metadata": {}, + "outputs": [], + "source": [ + "def protect_elderly(sim):\n", + " if sim.t == sim.day('2021-04-01'):\n", + " elderly = sim.people.age >65 # I'm resetting 65\n", + " sim.people.rel_sus[elderly] = 0.5 # this is saying that shielding won't affect the elderly population's underlying susceptibility to severe disease\n", + " # this would change in the case of vaccination for example. if 0 = perfect, if 1= no effect. So e.g. vaccionation could be 0.1 (90% reduction in susceptibility)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "upper-onion", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the vaccine subtargeting\n", + "def vaccinate_by_age(sim):\n", + " young = cv.true(sim.people.age < 50) # cv.true() returns indices of people matching this condition, i.e. people under 50\n", + " middle = cv.true((sim.people.age >= 50) * (sim.people.age < 75)) # Multiplication means \"and\" here\n", + " old = cv.true(sim.people.age > 75)\n", + " inds = sim.people.uid # Everyone in the population -- equivalent to np.arange(len(sim.people))\n", + " vals = np.ones(len(sim.people)) # Create the array\n", + " vals[young] = 0.1 # 10% probability for people <50\n", + " vals[middle] = 0.5 # 50% probability for people 50-75\n", + " vals[old] = 0.9 # 90% probbaility for people >75\n", + " output = dict(inds=inds, vals=vals)\n", + " return output\n", + "\n", + "# Define the vaccine\n", + "vaccine = cv.vaccine(days=20, rel_sus=0.1, rel_symp=0.06, subtarget=vaccinate_by_age)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "narrow-nelson", + "metadata": {}, + "outputs": [], + "source": [ + "def apply(sim): # this is for any vaccination\n", + " if sim.t == sim.day('2021-04-15'): # i'm setting a situation where vaccination is introduced for all this age group on 15th\n", + " elderly = sim.people.age >65\n", + " sim.people.rel_sus[elderly] = 0.1 # and it reduces their chances of severe disease by 90%" + ] + }, + { + "cell_type": "markdown", + "id": "disciplinary-investor", + "metadata": {}, + "source": [ + "3. Run simulation with scenarios included" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "romantic-youth", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initializing sim with 20000 people for 92 days\n", + "Loading location-specific data for \"Democratic Republic of the Congo\"\n", + "Initializing sim with 20000 people for 92 days\n", + "Loading location-specific data for \"Democratic Republic of the Congo\"Initializing sim with 20000 people for 92 days\n", + "\n", + "Loading location-specific data for \"Democratic Republic of the Congo\"Initializing sim with 20000 people for 92 days\n", + "\n", + "Loading location-specific data for \"Democratic Republic of the Congo\"\n", + " Running \"Protect the elderly\": 2021-03-15 ( 0/92) (1.73 s) ———————————————————— 1%\n", + " Running \"Unmitigated\": 2021-03-15 ( 0/92) (1.74 s) ———————————————————— 1%\n", + " Running \"Vaccinate by age\": 2021-03-15 ( 0/92) (1.74 s) ———————————————————— 1%\n", + " Running \"Vaccinate over 50s\": 2021-03-15 ( 0/92) (1.77 s) ———————————————————— 1%\n", + " Running \"Protect the elderly\": 2021-03-25 (10/92) (1.95 s) ••—————————————————— 12%\n", + " Running \"Unmitigated\": 2021-03-25 (10/92) (1.97 s) ••—————————————————— 12%\n", + " Running \"Vaccinate by age\": 2021-03-25 (10/92) (1.98 s) ••—————————————————— 12%\n", + " Running \"Vaccinate over 50s\": 2021-03-25 (10/92) (2.00 s) ••—————————————————— 12%\n", + " Running \"Protect the elderly\": 2021-04-04 (20/92) (2.18 s) ••••———————————————— 23%\n", + " Running \"Unmitigated\": 2021-04-04 (20/92) (2.19 s) ••••———————————————— 23%\n", + " Running \"Vaccinate by age\": 2021-04-04 (20/92) (2.21 s) ••••———————————————— 23%\n", + " Running \"Vaccinate over 50s\": 2021-04-04 (20/92) (2.23 s) ••••———————————————— 23%\n", + " Running \"Protect the elderly\": 2021-04-14 (30/92) (2.41 s) ••••••—————————————— 33%\n", + " Running \"Unmitigated\": 2021-04-14 (30/92) (2.43 s) ••••••—————————————— 33%\n", + " Running \"Vaccinate by age\": 2021-04-14 (30/92) (2.45 s) ••••••—————————————— 33%\n", + " Running \"Vaccinate over 50s\": 2021-04-14 (30/92) (2.47 s) ••••••—————————————— 33%\n", + " Running \"Protect the elderly\": 2021-04-24 (40/92) (2.65 s) ••••••••———————————— 44%\n", + " Running \"Unmitigated\": 2021-04-24 (40/92) (2.66 s) ••••••••———————————— 44%\n", + " Running \"Vaccinate by age\": 2021-04-24 (40/92) (2.69 s) ••••••••———————————— 44%\n", + " Running \"Vaccinate over 50s\": 2021-04-24 (40/92) (2.70 s) ••••••••———————————— 44%\n", + " Running \"Protect the elderly\": 2021-05-04 (50/92) (2.89 s) ••••••••••—————————— 55%\n", + " Running \"Unmitigated\": 2021-05-04 (50/92) (2.90 s) ••••••••••—————————— 55%\n", + " Running \"Vaccinate over 50s\": 2021-05-04 (50/92) (2.94 s) ••••••••••—————————— 55%\n", + " Running \"Vaccinate by age\": 2021-05-04 (50/92) (2.94 s) ••••••••••—————————— 55%\n", + " Running \"Protect the elderly\": 2021-05-14 (60/92) (3.16 s) •••••••••••••——————— 66%\n", + " Running \"Unmitigated\": 2021-05-14 (60/92) (3.17 s) •••••••••••••——————— 66%\n", + " Running \"Vaccinate over 50s\": 2021-05-14 (60/92) (3.21 s) •••••••••••••——————— 66%\n", + " Running \"Vaccinate by age\": 2021-05-14 (60/92) (3.21 s) •••••••••••••——————— 66%\n", + " Running \"Protect the elderly\": 2021-05-24 (70/92) (3.41 s) •••••••••••••••————— 76%\n", + " Running \"Unmitigated\": 2021-05-24 (70/92) (3.43 s) •••••••••••••••————— 76%\n", + " Running \"Vaccinate over 50s\": 2021-05-24 (70/92) (3.46 s) •••••••••••••••————— 76%\n", + " Running \"Vaccinate by age\": 2021-05-24 (70/92) (3.48 s) •••••••••••••••————— 76%\n", + " Running \"Protect the elderly\": 2021-06-03 (80/92) (3.64 s) •••••••••••••••••——— 87%\n", + " Running \"Unmitigated\": 2021-06-03 (80/92) (3.68 s) •••••••••••••••••——— 87%\n", + " Running \"Vaccinate over 50s\": 2021-06-03 (80/92) (3.72 s) •••••••••••••••••——— 87%\n", + " Running \"Vaccinate by age\": 2021-06-03 (80/92) (3.74 s) •••••••••••••••••——— 87%\n", + " Running \"Protect the elderly\": 2021-06-13 (90/92) (3.89 s) •••••••••••••••••••— 98%\n", + " Running \"Unmitigated\": 2021-06-13 (90/92) (3.93 s) •••••••••••••••••••— 98%\n", + " Running \"Vaccinate over 50s\": 2021-06-13 (90/92) (3.97 s) •••••••••••••••••••— 98%\n", + "Simulation \"Protect the elderly\" summary:\n", + " 12771 cumulative infections\n", + " 12661 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 12297 cumulative recoveries\n", + " 7682 cumulative symptomatic cases\n", + " 261 cumulative severe cases\n", + " 40 cumulative critical cases\n", + " 12 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n", + " Running \"Vaccinate by age\": 2021-06-13 (90/92) (3.98 s) •••••••••••••••••••— 98%\n", + "Simulation \"Unmitigated\" summary:\n", + " 12877 cumulative infections\n", + " 12788 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 12442 cumulative recoveries\n", + " 7714 cumulative symptomatic cases\n", + " 284 cumulative severe cases\n", + " 60 cumulative critical cases\n", + " 22 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n", + "Simulation \"Vaccinate over 50s\" summary:\n", + " 12668 cumulative infections\n", + " 12580 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 12231 cumulative recoveries\n", + " 7558 cumulative symptomatic cases\n", + " 225 cumulative severe cases\n", + " 25 cumulative critical cases\n", + " 9 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n", + "Simulation \"Vaccinate by age\" summary:\n", + " 12877 cumulative infections\n", + " 12788 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 12442 cumulative recoveries\n", + " 7714 cumulative symptomatic cases\n", + " 284 cumulative severe cases\n", + " 60 cumulative critical cases\n", + " 22 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n", + "Initializing sim with 20000 people for 92 days\n", + "Loading location-specific data for \"Democratic Republic of the Congo\"\n", + " Running \"Unmitigated\": 2021-03-15 ( 0/92) (1.20 s) ———————————————————— 1%\n", + " Running \"Unmitigated\": 2021-03-25 (10/92) (1.33 s) ••—————————————————— 12%\n", + " Running \"Unmitigated\": 2021-04-04 (20/92) (1.46 s) ••••———————————————— 23%\n", + " Running \"Unmitigated\": 2021-04-14 (30/92) (1.60 s) ••••••—————————————— 33%\n", + " Running \"Unmitigated\": 2021-04-24 (40/92) (1.75 s) ••••••••———————————— 44%\n", + " Running \"Unmitigated\": 2021-05-04 (50/92) (1.90 s) ••••••••••—————————— 55%\n", + " Running \"Unmitigated\": 2021-05-14 (60/92) (2.06 s) •••••••••••••——————— 66%\n", + " Running \"Unmitigated\": 2021-05-24 (70/92) (2.21 s) •••••••••••••••————— 76%\n", + " Running \"Unmitigated\": 2021-06-03 (80/92) (2.35 s) •••••••••••••••••——— 87%\n", + " Running \"Unmitigated\": 2021-06-13 (90/92) (2.49 s) •••••••••••••••••••— 98%\n", + "Simulation \"Unmitigated\" summary:\n", + " 12877 cumulative infections\n", + " 12788 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 12442 cumulative recoveries\n", + " 7714 cumulative symptomatic cases\n", + " 284 cumulative severe cases\n", + " 60 cumulative critical cases\n", + " 22 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n" + ] + } + ], + "source": [ + "orig_sim = cv.Sim(pars, label = 'Unmitigated')\n", + "sim2 = cv.Sim(pars, interventions=protect_elderly, label = 'Protect the elderly')\n", + "sim3 = cv.Sim(pars, interventions=apply, label = 'Vaccinate over 50s')\n", + "sim4 = cv.Sim(pars, interventions=vaccinate_by_age, label = 'Vaccinate by age')\n", + "msim = cv.MultiSim([orig_sim, sim2, sim3, sim4])\n", + "msim.run()\n", + "orig_sim.run() # this will just run the base scenario" + ] + }, + { + "cell_type": "markdown", + "id": "waiting-brunei", + "metadata": {}, + "source": [ + "4. Plot results " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "naval-istanbul", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scenariofig = orig_sim.plot() # this will only work if I run sim.run() not msim.run()\n", + "orig_sim.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "mechanical-reggae", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig2 = msim.plot(to_plot= ['cum_deaths', 'new_infections'])\n", + "# plots different scenarios against one another\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "inclusive-caution", + "metadata": {}, + "source": [ + "Save outputs " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "coordinated-metadata", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = 'drc-plots.png'\n", + "cv.savefig('filename')\n", + "cv.get_png_metadata(filename)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "blank-kansas", + "metadata": {}, + "outputs": [], + "source": [ + "sim.save('drc-sim.sim')\n", + "sim.to_excel('drc-sim.xlsx')" + ] + }, + { + "cell_type": "markdown", + "id": "exterior-convertible", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "checked-career", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/DRC/DRC_2020-Exploration only.ipynb b/docs/DRC/DRC_2020-Exploration only.ipynb new file mode 100644 index 000000000..2707ebb79 --- /dev/null +++ b/docs/DRC/DRC_2020-Exploration only.ipynb @@ -0,0 +1,213 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "posted-importance", + "metadata": {}, + "source": [ + "# Create a custom simulation for the DRC" + ] + }, + { + "cell_type": "markdown", + "id": "nuclear-circus", + "metadata": {}, + "source": [ + "## 1. Import required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "miniature-insulin", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n" + ] + } + ], + "source": [ + "import covasim as cv\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "explicit-memphis", + "metadata": {}, + "source": [ + "## 2. Define parameters and country for base model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "coral-caution", + "metadata": {}, + "outputs": [], + "source": [ + "pars = dict(\n", + " pop_type = 'hybrid', # see documentation - this is a hybrid between random and a data derived model. Later, develop synthpop\n", + " pop_size = 100e3, # population of the DRC is 87 million. Note that when I despecify this, it goes down to 20,000 people \n", + " pop_scale= 870, # one agent represents 200 people \n", + " location = 'Democratic Republic of the Congo',\n", + " start_day = '2020-03-01',\n", + " end_day = '2020-06-30',\n", + " contacts= dict(h=4, s=5, w=4, c=6),\n", + " verbose = 0 # means it won't print all the output \n", + ")\n", + "\n", + "\n", + "# other things you can re-define in pars include n_days, beta (As below)" + ] + }, + { + "cell_type": "markdown", + "id": "geological-newfoundland", + "metadata": {}, + "source": [ + "## 3. Take a look at population characteristics from input data (of country (location) as defined above)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "complete-distance", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cv.options.set(dpi=100, show=False, close=True) #, verbose=0 # ) # put back in verbose once i've figured out what this does\n", + "\n", + "# change the transmission rate (default beta value is 0.016?)\n", + "cb = cv.change_beta(days=['2020-03-01'], changes=[0.2]) \n", + "# date that lockdown was imposed -- but would need to see how it impacted case numbers and compare\n", + "#sim = cv.Sim(pars, interventions=cb, label='With beta changes') # interventions=cb, label='With changes in RO from 6th April'\n", + "sim = cv.Sim(pars)\n", + "\n", + "sim.initialize()\n", + "fig = sim.people.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "damaged-diagnosis", + "metadata": {}, + "source": [ + "## 4. Run base simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "objective-atmosphere", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# just take a look at how changing beta changes the trajectory \n", + "sim.run()\n", + "sim.plot_result('r_eff')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "capital-entertainment", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scenariofig = sim.plot() \n", + "sim.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "lesser-railway", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Object saved to /Users/sophieayling/Documents/GitHub/covasim/docs/DRC/outputs/drc_polymod_contacts.sim.xlsx.\n" + ] + } + ], + "source": [ + "\n", + "sim.save('outputs/drc_polymod_contacts.sim')\n", + "sim.to_excel('outputs/drc_polymod_contacts.sim.xlsx')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "reasonable-bridal", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/DRC/DRC_2020.ipynb b/docs/DRC/DRC_2020.ipynb new file mode 100644 index 000000000..715445e8d --- /dev/null +++ b/docs/DRC/DRC_2020.ipynb @@ -0,0 +1,410 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "posted-importance", + "metadata": {}, + "source": [ + "# Create a custom simulation for the DRC" + ] + }, + { + "cell_type": "markdown", + "id": "nuclear-circus", + "metadata": {}, + "source": [ + "## 1. Import required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "miniature-insulin", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n" + ] + } + ], + "source": [ + "import covasim as cv\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "explicit-memphis", + "metadata": {}, + "source": [ + "## 2. Define parameters and country for base model" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "coral-caution", + "metadata": {}, + "outputs": [], + "source": [ + "pars = dict(\n", + " pop_type = 'hybrid', # see documentation - this is a hybrid between random and a data derived model. Later, develop synthpop\n", + " pop_size = 100e3, # population of the DRC is 87 million. Note that when I despecify this, it goes down to 20,000 people \n", + " pop_scale= 870, # one agent represents 200 people \n", + " location = 'Democratic Republic of the Congo',\n", + " start_day = '2020-03-01',\n", + " end_day = '2020-06-30',\n", + " contacts= dict(h=6, s=4, w=6, c=2),\n", + " verbose = 0 # means it won't print all the output \n", + ")\n", + "\n", + "\n", + "# other things you can re-define in pars include n_days, beta (As below)" + ] + }, + { + "cell_type": "markdown", + "id": "geological-newfoundland", + "metadata": {}, + "source": [ + "## 3. Take a look at population characteristics from input data (of country (location) as defined above)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "complete-distance", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cv.options.set(dpi=100, show=False, close=True) #, verbose=0 # ) # put back in verbose once i've figured out what this does\n", + "\n", + "# change the transmission rate (default beta value is 0.016?)\n", + "cb = cv.change_beta(days=['2020-04-06'], changes=[0.2]) \n", + "# date that lockdown was imposed -- but would need to see how it impacted case numbers and compare\n", + "#sim = cv.Sim(pars, interventions=cb, label='With beta changes') # interventions=cb, label='With changes in RO from 6th April'\n", + "sim = cv.Sim(pars)\n", + "\n", + "sim.initialize()\n", + "fig = sim.people.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "damaged-diagnosis", + "metadata": {}, + "source": [ + "## 4. Run base simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "objective-atmosphere", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# just take a look at how changing beta changes the trajectory \n", + "sim.run()\n", + "sim.plot_result('r_eff')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "capital-entertainment", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scenariofig = sim.plot() \n", + "sim.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "lesser-railway", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "sim.save('outputs/drc-sim_base_r0.0001_zimcont.sim')\n", + "sim.to_excel('outputs/drc-sim_r0.0001_zimcont.xlsx')" + ] + }, + { + "cell_type": "markdown", + "id": "psychological-hunter", + "metadata": {}, + "source": [ + "## 4. Define comparative vaccination scenarios " + ] + }, + { + "cell_type": "markdown", + "id": "preceding-consortium", + "metadata": {}, + "source": [ + "## a. Vaccinate only the over 65s" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "narrow-nelson", + "metadata": {}, + "outputs": [], + "source": [ + "def vaccinate_over65s(sim): # this is for any vaccination\n", + " # if sim.t == sim.day('2020-04-15'): # i'm setting a situation where vaccination is introduced for all this age group on 15th\n", + " elderly = sim.people.age >65\n", + " sim.people.rel_sus[elderly] = 0.1 \n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "reasonable-justice", + "metadata": {}, + "source": [ + "## b. Vaccinate a proportion of the most mobile (15-65 yrs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "revised-prompt", + "metadata": {}, + "outputs": [], + "source": [ + "def vaccinate_15_65(sim): # this is for any vaccination\n", + " # if sim.t == sim.day('2020-04-15'): # i'm setting a situation where vaccination is introduced for all this age group on 15th\n", + " young = cv.true(sim.people.age < 14) # cv.true() returns indices of people matching this condition, i.e. people under 14\n", + " middle = cv.true((sim.people.age >= 15) * (sim.people.age < 65))\n", + " old = cv.true(sim.people.age >=65)\n", + " inds = sim.people.uid\n", + " vals=np.ones(len(sim.people))\n", + " vals[young] = 0.0\n", + " vals[middle] = 0.125\n", + " vals[old]=0.0\n", + " output = dict(inds=inds, vals=vals)\n", + " return output\n", + " # and it reduces their chances of severe disease by 90%\n", + " \n", + "#define this as vaccine strategy two \n", + "vaccine_s2 = cv.vaccine(days=20, rel_sus=0.1, rel_symp=0.06, subtarget=vaccinate_15_65)\n", + "### in reality, i don't think this can be called, because 'vaccine' is a specific name as below" + ] + }, + { + "cell_type": "markdown", + "id": "inappropriate-housing", + "metadata": {}, + "source": [ + "## c. Vaccinate all the oldest and some subsections of younger generation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "upper-onion", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the vaccine subtargeting\n", + "def vaccinate_by_age(sim):\n", + " young = cv.true(sim.people.age < 14) # cv.true() returns indices of people matching this condition, i.e. people under 14\n", + " middle = cv.true((sim.people.age >= 15) * (sim.people.age < 65))\n", + " old = cv.true(sim.people.age >=65)\n", + " inds = sim.people.uid\n", + " vals=np.ones(len(sim.people))\n", + " \n", + " vals[young] = 0.025 # 2.5 % of people <14\n", + " vals[middle] = 0.025 # 2.5 % probability for people 15-65\n", + " vals[old] = 1.0 # 90% probability for people >65\n", + " output = dict(inds=inds, vals=vals)\n", + " return output\n", + "\n", + "# Define the vaccine strategy one\n", + "vaccine = cv.vaccine(days=20, rel_sus=0.1, rel_symp=0.06, subtarget=vaccinate_by_age )\n" + ] + }, + { + "cell_type": "markdown", + "id": "disciplinary-investor", + "metadata": {}, + "source": [ + "## 5. Run simulation with scenarios included" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "romantic-youth", + "metadata": {}, + "outputs": [], + "source": [ + "sim = cv.Sim(pars, interventions=cb, label = 'With changes in RO from 6th April')\n", + "sim2 = cv.Sim(pars, interventions=vaccinate_over65s, label = 'Vaccinate over 65s')\n", + "sim3 = cv.Sim(pars, interventions=vaccinate_15_65, label = 'Vaccinate 15-65s')\n", + "sim4 = cv.Sim(pars, interventions=vaccine, label = 'Vaccinate subgroups')\n", + "msim = cv.MultiSim([sim, sim2, sim3, sim4])\n", + "msim.run()\n" + ] + }, + { + "cell_type": "markdown", + "id": "waiting-brunei", + "metadata": {}, + "source": [ + "## 6. Plot results " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "mechanical-reggae", + "metadata": {}, + "outputs": [], + "source": [ + "fig2 = msim.plot(to_plot= ['cum_deaths', 'new_infections'])\n", + "# plots different scenarios against one another\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "bacterial-message", + "metadata": {}, + "source": [ + "## 7. Save output" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "logical-triangle", + "metadata": {}, + "outputs": [], + "source": [ + "filename = 'retro_scenarios.png'\n", + "cv.savefig(filename) # Save including version information\n", + "cv.get_png_metadata(filename) # Retrieve and print information\n", + "\n", + "# for some reason this is still blank" + ] + }, + { + "cell_type": "markdown", + "id": "exterior-convertible", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "checked-career", + "metadata": {}, + "outputs": [], + "source": [ + "sim2.initialize()\n", + "sim2.run()\n", + "sim2.save('drc-sim_vaccinate65s.sim')\n", + "sim2.to_excel('drc-sim_vaccinate65s.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "boxed-combat", + "metadata": {}, + "outputs": [], + "source": [ + "sim3.run()\n", + "sim3.save('drc-sim_vaccinate_15-65s.sim')\n", + "sim3.to_excel('drc-sim_vaccinate_15-65s.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "anonymous-handling", + "metadata": {}, + "outputs": [], + "source": [ + "sim4.run()\n", + "sim4.save('drc-sim_vaccinate_subgroups.sim')\n", + "sim4.save('drc-sim_vaccinate_subgroups.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "unlimited-planet", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/DRC/DRC_retro_checkback.ipynb b/docs/DRC/DRC_retro_checkback.ipynb new file mode 100644 index 000000000..1f049639e --- /dev/null +++ b/docs/DRC/DRC_retro_checkback.ipynb @@ -0,0 +1,406 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "posted-importance", + "metadata": {}, + "source": [ + "# Create a custom simulation for the DRC" + ] + }, + { + "cell_type": "markdown", + "id": "nuclear-circus", + "metadata": {}, + "source": [ + "## 1. Import required packages" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "miniature-insulin", + "metadata": {}, + "outputs": [], + "source": [ + "import covasim as cv\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "explicit-memphis", + "metadata": {}, + "source": [ + "## 2. Define parameters and country for base model" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "coral-caution", + "metadata": {}, + "outputs": [], + "source": [ + "pars = dict(\n", + " pop_type = 'hybrid', # see documentation - this is a hybrid between random and a data derived model. Later, develop synthpop\n", + " pop_size = 100e3, # population of the DRC is 87 million. Note that when I despecify this, it goes down to 20,000 people \n", + " pop_scale= 870, # one agent represents 200 people \n", + " location = 'Democratic Republic of the Congo',\n", + " start_day = '2020-03-01',\n", + " end_day = '2020-06-30',\n", + " #contacts=dict(h=6, s=6, w=4, c=2),\n", + " #school_ages = [5, 21], \n", + " #work_ages = [20, 61],\n", + " verbose = 0 # means it won't print all the output \n", + ")\n", + "\n", + "\n", + "# other things you can re-define in pars include n_days, beta (As below)" + ] + }, + { + "cell_type": "markdown", + "id": "geological-newfoundland", + "metadata": {}, + "source": [ + "## 3. Take a look at population characteristics from input data (of country (location) as defined above)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "complete-distance", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "cv.options.set(dpi=100, show=False, close=True) #, verbose=0 # ) # put back in verbose once i've figured out what this does\n", + "\n", + "# change the transmission rate (default beta value is 0.016?)\n", + "#cb = cv.change_beta(days=['2020-03-01'], changes=[1.5]) # days=['2020-04-06'],\n", + "# date that lockdown was imposed -- but would need to see how it impacted case numbers and compare\n", + "#sim = cv.Sim(pars, interventions=cb, label='With changes in RO from 6th April')\n", + "sim = cv.Sim(pars)\n", + "#sim = cv.Sim(pars)\n", + "sim.initialize()\n", + "fig = sim.people.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "damaged-diagnosis", + "metadata": {}, + "source": [ + "## 4. Run base simulation" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "objective-atmosphere", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# just take a look at how changing beta changes the trajectory \n", + "sim.run()\n", + "scenariofig = sim.plot() # this will only work if I run sim.run() not msim.run()\n", + "sim.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "instant-necklace", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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MmIH8/Hzs3LkTHR0duPXWWzF69GgUFRXhuOOOw1tvvdXvcS+++CKmTJmCgoICLFiwALt27TK30aUfv/nNbzBx4kQUFBQAAHbu3IlzzjkHxcXFKC0txQUXXIC9e/f2GddDDz2E4cOHo6SkBFdddRXa29v73B+u3OPcc881fx8A0NHRgdtuuw1jx45Ffn4+Jk+ejCeeeALbt2/HaaedBgAoLy/v83sM3e/+/ftx+eWXo7y8HIMGDcJnPvMZbNq0qd9xeP311zF9+nQUFxfjzDPPRHV1dcRjrrPqb775Jo4++mgMGjQIJ5xwAjZs2GBus3DhQpx77rl9HnfTTTfh1FNP7XMMbrjhBtx0000oLy/H8OHD8fjjj6O1tRVXXnklSkpKMHnyZLz22mv9xvDee+9h5syZKCgowNy5c7Fu3bo+97/77rs4+eSTUVhYiLFjx+LGG29Ea2uref+ECRPwve99D5dffjlKS0vx1a9+NeLPmwgG20SUkQ4ePIjvf//7+M9//uP1UChNKaXQ3t6e9C+llKM/x7Jly3DmmWfiggsuQHV1NX7605+GvQ0Azj//fNTW1uK1117DihUrcOSRR+L0009HQ0MDAODVV1/Feeedh7POOgsffvgh3nzzTRx77LEAjNKFMWPG4L777kN1dXXYQG3q1Kk4+uij8fTTT/e5/emnn8bFF18MwAj4582bhzlz5mD58uX45z//ib179+KCCy6I+nO2tbXhf//3f/Gb3/wG69evx7Bhw3D99dfj/fffx5///GesWbMG559/Ps4888w+gWZbWxvuv/9+PPXUU3jvvffQ2NiIiy66qM++N2/ejBdeeAF//etfsWrVKvT09OCcc85BQ0MD3n77bSxatAhbt27FhRdeaD7mueeewz333IMHHngAy5cvx8iRI/HLX/4y1l+b6fLLL8ef/vQnPProo/j444/x61//GsXFxRg7dixeeOEFAMCGDRv6/B5DLVy4EMuXL8dLL72E999/H0opnHXWWejq6upzHB5++GH84Q9/wH//+1/s3LkTt95664Dju/POO/GjH/0Iy5cvh8/nw5e//GXbP+Pvf/97DBkyBEuXLsUNN9yAa665Bueffz5OOOEErFy5Ep/+9Kdx2WWXoa2trc/jvvWtb+FHP/oRli1bhqFDh+Lzn/+8+TNt2bIFZ555Jr7whS9gzZo1ePbZZ/Huu+/i+uuv77OPhx9+GLNmzcKHH36I7373u7bHHguWkRBRRlq9ejU++OAD1NbWmtkfIjs6Ojpw/vnnJ/15n3/+eTN7GqtXXnkFxcXFfW77zne+g+985zsYOnQo8vPzUVhYiBEjRpj3h9727rvvYunSpaitrTVLUB5++GG8+OKL+Mtf/oKvfvWruP/++3HRRRfh3nvvNfcza9YsAEbpQm5uLkpKSvo8T6hLLrkEP//5z82a4o0bN2LFihX44x//CAD4+c9/jjlz5uCBBx4wH/Pb3/4WY8eOxcaNGzF16tSw++3q6sIvf/lLczw7d+7Ek08+iZ07d2LUqFEAgFtvvRX//Oc/8eSTT5r77+rqws9//nMcd9xxAIzAb/r06Vi6dKl5ItHZ2YmnnnoKQ4cOBQAsWrQIa9euxbZt2zB27FgAwFNPPYXDDjsMy5YtwzHHHINHHnkEV111Fa666ioAwPe//3288cYb/bLb0WzcuBHPPfccFi1ahDPOOAMAMGnSJPN+XS4ybNiwiJNQN23ahJdeegnvvfceTjjhBADGyc3YsWPx4osvmq/xrq4u/N///Z95heH666/HfffdN+AY77//fpxyyikAgNtvvx2f/exn0d7ebus1PGvWLNx1110AgDvuuAMPPfQQhgwZgquvvhoA8D//8z/41a9+hTVr1mDu3Lnm4+6++27Mnz8fgPF7GzNmDP72t7/hggsuwIMPPohLLrnEzPBPmTIFjz76KE455RT86le/Msc3b9483HLLLTGPNR7MbBNRRtIThpqamrwdCFESnHbaaVi1alWfr69//eu29rF69Wq0tLSgsrISxcXF5te2bduwZcsWAMCqVatw+umnJzTWiy66CNu3b8eSJUsAGIHfkUceiWnTppnj+M9//tNnDPo+PY5w/H4/Zs6caX6/du1adHd3Y+rUqX329fbbb/fZj8/nwzHHHGN+P23aNAwePBgff/yxedv48ePNQBsAPv74Y4wdO9YMtAFgxowZfR738ccfmwG8dvzxx8d+oGAc79zcXDOYjcfHH38Mn8/XZyyVlZU49NBD+/yMgwYN6lPKM3LkSNTW1g64f+sxHzlyJADE9LhI+8jNzUVlZSWOOOII87bhw4eH3a/1eFZUVPT5mVavXo3f/e53fX73CxYsQE9PD7Zt22Y+7uijj7Y11ngws01EGUkH2U1NTVBKmfWjRLHKz8/H888/78nz2lVUVITJkycn9LwtLS0YOXJkn5pmTWdNnZjoOGLECMybNw/PPPMM5s6di2eeeQbXXHNNn3F8/vOfx//+7//2e6wO5sIpLCzs83fe0tKC3NxcrFixArm5uX22Db0KMJCioiJb28cqJyenX9mQtbQjmRNL8/Ly+nwvIjGVNFkfp49/T08PgIF/vmjPHW2/sWhpacHXvvY13Hjjjf3uGzdunPl/t363Vgy2iSgj6WC7u7sbra2ttj9ciUTEdjlHOjvyyCNRU1MDn8+HCRMmhN1m5syZePPNN3HllVeGvd/v96O7u3vA57rkkkvw7W9/G1/60pewdevWPjXSRx55JF544QVMmDABPl/8YcqcOXPQ3d2N2tpanHzyyRG3CwQCWL58uVkysmHDBjQ2NmL69OkRHzN9+nTs2rULu3btMrPbH330ERobGzFjxgxzmw8++ACXX365+TidzdeGDh3ap7a9u7sb69atM0vfjjjiCPT09ODtt982y0isdOeMaMd8+vTpCAQC+OCDD8wykvr6emzYsMEcq1uGDh3ab9LiqlWr+gXX8VqyZIkZOO/fvx8bN240f29HHnkkPvroo4RPQp3AMhIiykjWvrMsJaFM19HRgZqamj5f0bp3hHPGGWfg+OOPx7nnnot//etf2L59OxYvXow777wTy5cvB2DUyP7pT3/C3XffjY8//hhr167tk4GeMGEC/vvf/2LPnj1Rn////b//h+bmZlxzzTU47bTTzJpqALjuuuvQ0NCAL33pS1i2bBm2bNmC119/HVdeeWVMgbw2depUXHLJJbj88svx17/+Fdu2bcPSpUvx4IMP4tVXXzW3y8vLww033IAPPvgAK1aswMKFCzF37lwz+I50rI444ghccsklWLlyJZYuXYrLL78cp5xyilmW8I1vfAO//e1v8eSTT2Ljxo24++67sX79+j77mTdvHl599VW8+uqr+OSTT3DNNdf0ee+aMGECrrjiCnz5y1/Giy++iG3btuGtt97Cc889B8AobxERvPLKK9i3bx9aWlr6jXXKlCk455xzcPXVV+Pdd9/F6tWrcemll2L06NE455xzYj6e8Zg3bx6WL1+Op556Cps2bcLdd9/dL/hOxH333Yc333wT69atw8KFCzFkyBCz+8ltt92GxYsX4/rrr8eqVauwadMm/P3vf+83QTIZGGwTUUayBtgHDhzwcCRE7vvnP/+JkSNH9vk66aSTbO1DRPCPf/wDn/rUp3DllVdi6tSpuOiii7Bjxw6zZvbUU0/F888/j5deegmzZ8/GvHnzsHTpUnMf9913H7Zv345DDjmkT41zqJKSEnz+85/H6tWrcckll/S5b9SoUXjvvffQ3d2NT3/60zjiiCNw0003YfDgwbb7Zj/55JO4/PLLccstt+DQQw/Fueeei2XLlvUpIxg0aBBuu+02XHzxxTjxxBNRXFyMZ599dsBj9fe//x3l5eX41Kc+hTPOOAOTJk3q87gLL7wQ3/3ud/Htb38bRx11FHbs2NGnXAYAvvzlL+OKK64wA/VJkyb1m9D9q1/9Cl/84hdx7bXXYtq0abj66qvN9nWjR4/Gvffei9tvvx3Dhw+PGEg++eSTOOqoo/C5z30Oxx9/PJRS+Mc//uFYhjmSBQsWmMfgmGOOQXNzc59Mf6IeeughfOMb38BRRx2FmpoavPzyy2a2f+bMmXj77bexceNGnHzyyZgzZw7+53/+p8+JXbKI0y2G3CAipQCampqaUFpa6vVwiCgNXH/99dixYwcAozWVdQY7ERFg9Je+6aab0mbZb0otBw4cQFlZGQCUKaUiZnWY2SaijGTNbLOMhIiIvMJgm4gyjlKqT+kIg20iIvIKg20iyjgtLS19WkSxZpuIwlm4cCFLSMh1DLaJKOOEfngys01ERF5hsE1EGSc0uGawTUREXmGwTUQZh8E2ERGlCgbbRJRxdHA9ZMgQAKzZJiIi7zDYJqKMo4NtvXBFU1MT0mFNASIiyjwMtoko44QG211dXWhvb/dySERElKUYbBNRxtHB9rBhw8yle1m3TUREXmCwTUQZRwfWZWVleildBttEROQJBttElHF0n+3BgwebwTYnSRIRkRcYbBNRxtFZ7NLSUma2iYjIUwy2iSij9PT0oLm5GYCR2S4tLQXAYJuIiLzBYJuIMkpzc7PZ5q+kpISZbSIi8hSDbSLKKDqoLikpQW5uLmu2iYjIUwy2iSij6MmROshmZpuIiLzEYJuIMorOYA8ePBgAWLNNRESeYrBNRBlFZ7Z1kM3MNhEReYnBNhFlFB1U68w2a7aJiMhLDLaJKKNYe2xb/21vb0dnZ6dn4yIiouzEYJuIMkpoZnvQoEHw+Xx97iMiIkoWBttElFF0QK3LR0SEkySJiMgzDLaJKKOEBtvW/zPYJiKiZGOwTUQZJVqwzUmSRESUbAy2iShjBAIBNDc3A+gbbLOMhIiIvMJgm4gyhg60RQQlJSXm7SwjISIirzDYJqKMYW37l5PT+/bGYJuIiLzCYJuIMkZoj22NNdtEROQVBttElDFCe2xrrNkmIiKvMNgmoowRrhOJ9XsG20RElGwMtokoYzQ2NgKIHGyzjISIiJKNwTYRZQwdTEcKtltbWxEIBJI+LiIiyl4MtokoY0TKbBcXF5vdSZjdJiKiZGKwTUQZI1LNtrXvNuu2iYgomRhsE1HGiBRsW29jsE1ERMnEYJuIMkYswTbLSIiIKJkYbBNRRggEAmhtbQXQv882wMw2ERF5g8E2EWUEnbHOyclBcXFxv/u5sA0REXnBVrAtIneIyDIRaRaRWhF5UUQOjeFx54vIJyLSLiJrReSs+IdMRNSf7kRSWloKEel3PzPbRETkBbuZ7VMA/ALAXADzAeQB+JeIFEV6gIicAOBPAJ4AMAfAiwBeFJHD4xkwEVE4kZZq1/TtrNkmIqJk8tnZWCl1pvV7EVkIoBbAUQD+G+Fh3wDwT6XUD4Pff1dE5gO4HsDXbY2WiCgCHWzrcpFQLCMhIiIvJFqzraf8N0TZ5ngAb4Tc9nrwdiIiRwyU2dZlJLrchIiIKBlsZbatRCQHwCMA3lNKrYuy6QgAe0Nu2xu8PdK+8wHkW24qiXOYRJQlorX9s97OMhIiIkqmRDLbvwBwOICLHBqL1R0Amixfu114DiLKIJGWatf07c3Nzeju7k7WsIiIKMvFFWyLyM8BfA7AaUqpgQLhGgDDQ24bHrw9kgdhlKjorzHxjJOIsofOWEcKtktKSswuJc3NzUkbFxERZTe7rf8kGGifB2CeUmpbDA97H8DpIbfND94ellKqQyl1QH8B4CcjEUU1UGbb2n+bkySJiChZ7Ga2fwHgUgAXA2gWkRHBr0K9gYg8JSIPWh7zUwBnisgtIjJNRO4BcDSAnyc4diIi00CZbet9DLaJiChZ7Abb18Ao63gLQLXl60LLNuMAjNTfKKUWwwjOvwpgNYAvAjh3gEmVRES2DJTZtt7HSZJERJQsdvts91+Wrf82p4a57XkAz9t5LiKiWHV2duLgwYMAmNkmIqLUkmifbSIiz+lMdW5uLoqKIi5oy4VtiIgo6RhsE1Has/bY1h1HwmFmm4iIko3BNhGlvVjqta33s2abiIiShcE2EaW9WDqRWO9nZpuIiJKFwTYRpb2WlhYAMPtoR8KabSIiSjYG20SU9trb2wEA+fn5UbfTwTZXkCQiomRhsE1EaU8H24WFhVG3GzRoEACYbQKJiIjcxmCbiNJeR0cHAKCgoCDqdjoYb29vh1LK9XEREREx2CaitKcz1QMF29b7dYBORETkJgbbRJT2dBnJQMG23+83+3C3tbW5Pi4iIiIG20SU9nSWeqAJkiLSp5SEiIjIbQy2iSjt6TKSgSZIAr3ZbwbbRESUDAy2iSjtxTpBEugNyFlGQkREycBgm4jSXqx9tgGwjISIiJKKwTYRpT2WkRARUapisE1EaS/WCZJAb0DOhW2IiCgZGGwTUdqLtc82wGCbiIiSi8E2EaU1pRQ6OzsBsIyEiIhSD4NtojTR0NCAPXv2eD2MlGNdCZJlJERElGoYbBOlibvvvhs33ngj9u7d6/VQUoo1aGawTUREqYbBNlEaCAQC2L59Ozo7O/Hee+95PZyUYl2qXS/FHo0uI2GwTUREycBgmygNNDQ0mP9///33PRxJ6rHTiQRgn20iIkouBttEaaC+vt78/yeffNIn+M52dnpsW7djZpuIiJKBwTZRGrAG2wDwwQcfeDSS1GNnqXbrdgy2iYgoGRhsE6WBuro6ADBrkllK0svOUu0Ay0iIiCi5GGwTpQGd2T722GMBAGvWrEFra6uXQ0oZLCMhIqJUxmCbKA3oYPuII47A2LFj0d3djeXLl3s8qtQQ7wRJBttERJQMDLaJ0oAuI6msrMTxxx8PgKUkmrX1Xyy4giQRESUTg22iNKAz25WVlZg7dy4AYMWKFeYy5dlMB812y0g6OzvR3d3t2riIiIgABttEKU8pZbb6q6ysxOTJkzFkyBC0t7dj1apV3g4uBcQ7QdL6WCIiIrcw2CZKcQcOHEAgEICIoKKiAiLCUhILu2UkPp8PPp8PAOu2iYjIfQy2iVKcLiEpKyszg0RdSvLBBx9kfSmE3WDbui0z25khEAj060VPRJQqGGwTpThrvbZ22GGHoaSkBM3Nzfjoo4+8GlpKiCfYZkeSzPLMM89g4cKFWLFihddDISLqh8E2UYrTnUiGDBli3pabm2v23M72UpJEMtsMtjPDmjVrAABvvfWWtwMhIgqDwTZRiguX2QZg1m0vWbIESqmkjytVJJLZZhlJZqipqQEAfPjhh1n9t0BEqYnBNlGKixRsz5kzBwUFBdi3bx+2bdvmxdBSAstIstvBgwfR1NQEAGhqasKWLVs8HhERUV8MtolSnHVBGyu/34/JkycDAHbv3p30caUKlpFkt7179/b5fuXKlR6NhIgoPAbbRCkuUmYb6K3j1gF5NmIZSXarrq7u8z2DbSJKNQy2iVKcdUGbUDrY3rdvX1LHlEpYRpLddL321KlTAQCffPIJWltbvRwSEVEfDLaJUlh7e7sZOFi7kWhDhw4FwGAbYBlJttLB9uzZszFq1Ch0d3eb3UmIiFIBg22iFKZLSAoLC/ssM65lexlJIBAwF/VhZjs76ZrtESNG4KijjgLAUhIiSi0MtolSWLR6bYDBtrXmmjXb2UnXbA8fPhxz5swBYATbbAFIRKmCwTZRCgu3oI2VLiNpampCZ2dn0saVKnSw7PP5zKXsY8EykszQ09OD2tpaAEZm+4gjjoDP50NtbS2qqqo8Hh0RkYHBNlEKGyizXVxcDL/f32fbbKKD7fz8fFuPYxlJZqivr0cgEIDP58OQIUNQUFCAww47DABLSYgodTDYJkphAwXbIpLVkyTjmRwJOFtGopTCgQMHEt4P2acnRw4bNgw5OcbHma7bXrFihWfjIiKyYrBNlMIiLWhjpYPtbKzbjjfYdrKM5Je//CUuvfRSbN68OeF9kT062B4xYoR5m67bXrt2bVaWVhFR6mGwTZTCovXY1rJ5kmSimW0ngu3169dDKYX169cnvC+yJ1ywPX78eFRUVKCzsxMfffSRV0MjIjIx2CZKYbFktrN5YRuvy0iUUuZx37NnT0L7IvvCBdsigiOPPBIA67aJKDUw2CZKUYFAAI2NjQAidyMBWEYCxF9Gkmiw3dLSYu6D3S+SL1ywDcAMtlm3TUSpgME2UYpqbGyEUgo+nw9lZWURt2NmO/7MdiAQQFdXV9zPbz3mzGwnX6Rge/bs2RAR7Ny5MytPQokotTDYJkpROkgoLy+HiETcjpnt+DPb1n3Ewxps19XVoaOjI+59kT1tbW1mF5jQYLukpARTp04FAHz44YdJHxsRkRWDbaIUpdv+RSshsd7f2tqadX2j4w22c3Nzzf7kiRwzvaCKplczJPfprHZZWZl5pcJK99vetm1bUsdFRBSKwTZRihqox7ZWWFiIoqIiANmX3Y432Aac6UgSWrrDuu3kiVRCog0fPhxA/xMiIqJkY7BNlKJi6USiZWvddiLBthOTJL0Otvfs2YOVK1di69ataGhoQCAQSOrze2nv3r0AeoPqUNm82BMRpRaf1wMgovBizWwDRrC9Y8cOZrZtcDKzPWnSJGzdujWpkyRbWlpw00039TtZKCkpwRFHHIHbb789aq1/utMlO5Ey2wy2iShVMLNNlKJiWdBGy9bAwutgW5cozJ49G0ByO5J88sknaG9vh9/vR3l5ublceXNzMxYvXozdu3cnbSxe0GUkI0eODHv/sGHDABjHI9EWj0REiWCwTZSidJZ6oAmSQPZ2JPGyjKSrqwv79+8H0BtsJ7OMZOPGjQCAE088EU899RRefPFFPP3005g4cSIAZE2wHSmzPWjQIHMuQ7adhBJRamGwTZSClFK2y0gABtt2JJrZ1sfa7/fj0EMPBQA0NTWhtbU1rv3ZpYNt3eJORFBaWorx48cDyOy+3z09PeZVhUjBNpC9V3yIKLUw2CZKQS0tLeZiKxUVFQNun60TJHVfay+CbX2shw4dikGDBqG8vBxAcrLbSikz2NaBvjZ69GgAmZ3ZrqurQ3d3N3w+X9S/Dx1ssyMJEXmJwbYDAoEA/vSnP2HJkiVeD4UyhM6alpWVIS8vb8DtrWUkSilXx5ZKdKDsRRmJDuB0bbAOcpMRbFdXV6O5uRl5eXlm2Yg2ZswYAJkdbOsSkuHDh5u16uEws01EqYDBtgP+/Oc/45lnnsGPf/zjrGq9Re6xU0Ji3a6jowMtLS2ujSvVeFlGYs1sA8CoUaMAJKd8Y8OGDQCMLig+X9+mUjrY3rNnT8aeeA1Ur60x2CaiVMBgO0EfffQRnnvuOQDGh/b69es9HhFlArvBtt/vR1lZGYDsCix0GUl+fr7txyYabIdmtnWwnYzMdqQSEj0OEUFLS4u5nHmmiTXY1r+bbPqbIKLUw2A7AW1tbfjRj34EpZR5qX/ZsmUej4oygZ0FbbRsmySplDIz2+GW6x5IomUkoZntZJaR6Mx2uGDb7/ebY8rUUhK7mW3WbBORlxhsJ+Cxxx5DbW0thg0bhmuvvRYAg21yht3MNpB9wbbOagPelJFEymy7Xb7R1dWFbdu2AejtRBLKWkqSiQbqsa3pYLu+vh49PT2uj4uIKBwG23F699138eabb0JEcOutt+KEE06Az+dDVVVVxn7AUfLYWdBGy7b6VGuwnewyEqWUeVKjj/uIESMgImhra3O1fGPr1q0IBAIoLS2NuFR5pncksU6QjKaiogK5ubno7u42/6aIiJKNwXYc6urq8Itf/AIAcMEFF2D69OkYNGgQDjvsMADA8uXLvRweZQA7C9po2ZbZ1kFyfn5+XMuSJ1JG0tjYiK6uLoiIeUJkLd9w84Tb2l870s+dyR1JWltb0dzcDGDgMpKcnBzz95MtJ6FElHoYbNuklMIjjzyClpYWTJkyBRdddJF53zHHHAOApSSUuHjKSLJtFclEOpFYHxdPZlsHbhUVFX26gSSjI0m0em0tk8tI9u7dC8BoixnL756TJInIawy2bfrwww+xevVq5Ofn45ZbbunzQauD7fXr16Otrc2rIVKa6+zsNNv3xbKgjZZtC9voYDueEhLAWM4biC/YDq3X1pIxSTJ05chw9Dhqamoyrh1prJMjNU6SJCKvMdi26eOPPwYAnHTSSeYHmjZq1CiMGjUKgUAAq1at8mB0lAmswZ8OCGNhnQyWqf2VrRLpRAIkVkYS2olEczvYPnDgAKqrqwFED7YrKipQUFCAnp4ec/tMoX+egSZHatk2l4GIUg+DbZsGyiqxlIQSpSf++f3+qKvjhaqoqICIIBAIoLGx0aXRpY5Elmq3Pu7gwYO2T0504Baa2Xa71/amTZsAGEF9cXFxxO1EJGNLSeLNbDPYJiKvMNi2QSllftgNFGwvX748K7KL5Dyd2babsc3NzTXLTrKhbjuRpdqB3qsGSil0dnbaeqwuSQjNbFuDbTf+/nW9drSstpapHUnsBtus2SYirzHYtqGmpgbNzc3w+XyYMGFC2G0OO+wwFBYWorGxEZs3b07uACkjJFKLnE1124lOkLQeX7ulJJHKSIYNG4bc3Fx0dna6csITbeXIUJma2dZXbWKdz8DMNhF5jcG2DTqrfcghh/SZGGnl8/kwZ84cACwlofgkUoucTYFFIku1A0aphQ7U7U5ojhRs5+bmmhlXp0tJlFIxTY7UMrX9n/5dFRUVxbS9/h21traitbXVtXEREUXCYNuGWD/orKUkRHYlkrHNpl7b8ZbbWOnH2slst7e3m32eQ2u2gd7yDaczytXV1WhubkZeXh4mTpw44PZujcNrOmCONdguKChASUkJgOw4CSWi1MNg2wYdbE+ZMiXqdkcddRQAIxPOVcvIrkSCyGwKthOdIGl9rJ1gWwdsRUVFYbvFuDVJUtdrR7uyFm4czc3Nrq5omUxKKTOzbefvI5uu+BBR6mGwHaPu7m5s2bIFwMCZ7fLycjMgX7Fihetjo8ySSM12NgUVifbZBnoDNjtlJJEmR2putf+zU0ICGMdFZ94zJbvd3t5uTjyNNbMNZNffBRGlHgbbMdq5cyc6OzsxaNAgM2MUDUtJKF6J1GxnU2bbqzKSSPXamlurSNqZHKllWkcSXUKSm5sLv98f8+PYkYSIvMRgO0bWEhIRGXD7o48+GgCwcuVKtgAkW5yo2W5oaEB3d7ej40o1iU6QBBIrIwlXrw30Btt79+51bPXGrq4ubN26FUDsmW0g8yZJ6isQgwYNiul9WOMqkkTkJQbbMRqov3aoSZMmITc3F+3t7aivr3dzaJRhEukfXV5eDp/PB6VUxs8XSLT1H+BOGUllZSXy8/PR3d3tWHC3Y8cOBAIBlJSUYPjw4TE/LtMmSdqdHKkxs01EXmKwHaNYJ0dqubm55ht8pi2XTO5KJIgUEVRWVgLI/FKSRJdrtz7Wycy2iJhLiTsV5O7duxeAkam2k9HN5My2HazZJiIvMdiOQUdHB3bs2AHA3iVc/YGrVzwjikWiQWS2BBZOTJCMp4xkoMw20FtK4tSJdizPGY7ObNfU1DhW0uIluz22NX3c6uvrM+I4EFF6sR1si8inRORlEakSESUi5w6w/anB7UK/YltrNwVs3boVPT09qKioMLOGsdCLWzCzTXYkWh6RLZMknSwj0aU7A+nu7jbLwiJltgGY7xNNTU1xj81KZ7btlJDocRQUFKC7u9vcRzrTZSR2M9uDBw9GXl5eVpRXEVHqiSezXQRgNYDrbD7uUAAjLV9pM1PFbgmJpjPbDLbJDqeC7WzJbCcz2G5oaEBPTw98Ph/Ky8sjbldaWgoAjvW31pntaAF+OCKSUR1J4i0jERHz74KTJIko2WwH20qp15RSdyml/mbzobVKqRrLV4/d5/aK3f62ms5ss4yE7EhkgiSQfWUkyVzURh/TIUOGRK2d1sG2U5ltHSDazWwDmdX+L94JkkD2/F0QUepJZs32KhGpFpFFInJitA1FJF9ESvUXgJIkjTEsu51INJaRUDwSrdnOtjISJyZIxprZjrV22snMtlLKLAGxm9kGeidJZkJHkngz2wA7khCRd5IRbFcD+DqALwS/dgF4S0SOjPKYOwA0Wb48S8k0NzebwfLkyZNtPVYH262trWhubnZ8bJSZEs3Y6kAwk4PtQCBgTnRzYgXJWIPtgTqRaGVlZQCcyWy3tLSYrwm7EySBzOpIwsw2EaUj14NtpdQGpdSvlVIrlFKLlVJfBrAYwM1RHvYggDLL1xi3xxmJLiEZPXo0iouLbT22oKDArOtkKQnFyqma7aamJnR2djo2rlSiF7QBnCkjSeXMtn7O8vJyW6smaplURpJIZpvBNhF5xavWf0sBREwTK6U6lFIH9BcAz9LCuoTE7uRIjXXbZFeiNdvFxcVmtjdTs9v6GOXm5sLn88W9H7t9tmPNbOtgu7m5GT09iU1PSaSEBOhtQ9jc3Jz2V9gSyWzr48cJkkSUbF4F27NhlJekvHgnR2rsSEJ2KKXMrG28wba180KmBtvWY2RnkZdQ8ZaRDJTZLikxppkopdDS0hL3+IDEJkcCxjHS40337LZTmW2llKPjIiKKJp4+28UiMltEZgdvmhj8flzw/gdF5CnL9jeJyDkiMllEDheRRwDMA/ALB8bvKqVU3G3/NC5sQ3Z0dnaagUAiE/8y/ZK5EwvaAPbLSHSP5oH67ft8PjP7mmjddrxt/6zGjh0LANi1a1dCY/FavIvaAL3lVe3t7QmfABER2RFPZvtoAB8GvwDgx8H/3xf8fiSAcZbt/QB+BGAtgLcBzAJwhlLqzXgGnEx1dXVoampCbm4uJk2aFNc+2JGE7LCWMyQSSGb6JEkdHCdyQmJ9fEdHx4DlHl1dXWaQNnjw4AH3rSdJJlq3nWgZCdAbbO/cuTOhsXgt3kVtAMDv95u/t0w9CSWi1GS72FEp9RaAiNdtlVILQ77/AYAf2H2eVKCz2hMmTIhrYhLAzDbZo4PI/Pz8hMojsqWMJNHMtjVY7+joiBq879+/H4CRtY5lsnRpaSmqqqpSIrM9bpyR/0jnzLZSKqEyEsA4CW1sbMS+ffviTqAQEdnlVc12WtABcrwlJEBvZru+vj5jO0OQc5xYqAXInjKSRI9TXl6eeVIzUCmJDrbLy8tjOhFyIrOtlEq4ZhtILLO9ZcsW3HXXXdi+fXvcz++Ezs5OdHd3A4ivjATo/bvgJEkiSiYG21F84QtfwJ///GdcfPHFce+jtLQUhYWFfRamIIrEiYVagMxfst2p4yQiZpZ0oGC7sbERAKIu027lRPu/1tZWM5vrRBlJXV1dzPXp2h//+EesXr0aL730UtzP7wRdQiIicZ9kcWEbIvICg+0BFBUVxfzhGo6IsP0fxczpzHamlpE4NUESiH3Jdj05Mtb3Aycy2zoDW1ZWFncpG2C0g6yoqABgryNJS0sLPvzQmJ6zbdu2uJ/fCdYSknhLrJjZJiIvMNhOAtZtU6wS7bGt6cx2W1ubGaRkEqdOSqz7sFNGEgsnMttOlJBoeiVJO6UkS5YsMUs3duzYYa7a6YVEemxr+jgy2CaiZGKwnQTsSEKxciqILCgoMCfxZWJ228lgO9YykniD7UQmSDrRiUSLZ5Lku+++a/6/q6sLe/bsSXgc8dK/n3gnRwLMbBORNxhsJwEz2xQrp2qRgcyu23Yjsz1QGYkOtnU5xkBSLbNtd5Jkc3MzVq1aBaD3tbR169aExxEvJzPbTU1NZkcbIiK3MdhOAma2KVZOBpGZ3JEkHcpIdM12uma233//fXR3d2PSpEmYO3cuAG/rthNt+wcYgbp+PLPbRJQsDLaTQGe29+7dy2WCKSo3gm2WkUQX65LtOtiOZUEbwNnMthPBts5s7927N6Y2pO+88w4A4KSTTjJ7UqdCZjuRYBvoPZYMtokoWRhsJ8GQIUOQm5uLrq4u1NfXez0cSmFOTZAEMnthGzeC7WhlJEqpuMtIOjo64i5ZcLKMpKysDCUlJVBKDdiRpKmpCWvWrAFgBNsTJ04EYATbXiUMnCgjARhsE1HyMdhOgtzcXPMNnqUkFI2TQSRrtmMTSxlJS0uL2Ykj1sx2YWEhfD5jkd54stutra1mgKmvUiQq1lKS999/Hz09PZg8eTJGjhyJcePGITc3F83NzZ4lDJwoIwHYkSRV8aovZTIG20nCSZIUCycnSLKMJDaxlJHorHZxcTHy8vJi2q+IJNSRRAeDpaWljvycQOyTJK0lJADg9/vNx3pVSuJUZpsdSVJPXV0dLrvsMjzxxBNeD4XIFQy2k4STJCkWbmS26+rqMi5rlOwyEruTI7VEFrZxsoREiyWz3djYiLVr1wLoDbYB9Ckl8QIz25lr5cqVaGpqwuLFi70eCpErGGwnCTPbFAsna7YrKyshIujs7Exokl4qSnYZSbzBdiKTJJ3sRKLFktlevHgxlFKYOnVqn0BfT5L0qiOJDraZ2c48+jVVX1+Pnp4ej0dD5DwG20nCYJti4WQQmZeXZ9YXZ1opiVdlJPFmthMpI3Ey2NaZ7erq6oirQYaWkGhedyRxOrPd0NCArq6uhMdFidPBdnd3NxoaGjweDZHzGGwniX6DZxkJReNkzTaQuR1JvCojibUTiZZIZtuNMpLy8nIMGjQIPT09qKqq6nd/Q0MD1q9fD6B/sK3LSGpqasz66WRyqvVfSUkJ8vPzAWTm5OF0o5TC9u3bze/5O6FMxGA7SXTNdktLC1paWjweDaUqJ4NIIDMXtlFKma300iWznSplJCIStZREl5BMmzatXweUkpIS8+TNGhwli1MTJEWE7f9SyL59+/qcvGXSexWRxmA7SQoKCswPama3KRIna7aBzGz/19nZaU74TFbNtr60HWvbP82JzLaTwTYQeZKkUgqvv/46gP5Zbc3LUhKnykgA9tpOJaFzAPg7oUzEYDuJdHabddsUiZMZWyAz2/9Zyz10OUAi7GS24y0jsVuz3dbWZl4BczrYjpTZXr16NbZv346CggLMmzcv7GO9miTZ1dVl1lcnmtkG2JEklTDYpmzAYDuJ9CRJZrYpHKWUazXbmZTZ1sfI7/cjJyfxt7BYarYbGxsBJK8biQ44SkpKHHstaJEy23/7298AAPPnz0dJSUnYx+q67S1btjg6poHorDbgbA96Bnbe08H2mDFjAGTWexWRxmA7idiRhKKxLuntRMYWyOzMtlPZf12W0NXVFTbg7urqQnNzM4DkdSNxq4QE6M1s79mzB93d3QCAHTt2YOXKlRARnH322REfe8ghhwAwsuKRupm4Qdf0FhYWOnKCxcx26tDB9nHHHQeAvxPKTAy2k4gL21A0OtATEceCbZ3ZzqT+tU4H20VFRWYtdrjFXnRW2+fzobi42Na+dWa7ubnZ1vHXkyOd7ESiDR06FPn5+QgEAuaJ/4svvggAOP744833qXCGDRuGQYMGIRAIYPfu3Y6PLRKnJkdq+iRGH2fyxsGDB83Pw2OPPRaAEWxn2iJcRAy2k4iZbYpG1wzn5+dDRBzZZ3l5OXJzc9HT05Mx/WudDraB6Csr6nrtwYMH2/696HIMpZStLkRuZratHUl27dqF/fv346233gIAnHfeeQM+1otJkvpvw4nJkUDvca2vr09qhp760l1tKioqMHnyZADG37cXrSVTWXd3d9Q5JZT6GGwnkc4Y1dfXczEF6sfpem0AyMnJQWVlJYDYSkn27NmDr3/962ZXilTkRrBtDT5Dxdv2DzCy4Toba6du281gG+g7SfKVV15BIBDA9OnTMW3atAEf68Wy7U712NYGDx6MvLw8KKVQX1/vyD7JPl1CMnHiRPj9frPsiqUkfT322GO4+OKLPVtQihLHYDuJSktLUVhYCKUUL19SP24EkYC9hW1ef/117NmzB6+99pqjY3CS0x1bgN7Mdrje0/F2ItHimSTpxoI2Vvrn3bRpE/7xj38AAM4999yYHutFRxKnlmrX2Gs7NViDbaD35JKTJHsppfDOO+8gEAiYq7tS+mGwnUQiYn54MtimUG4H27F8gH344YcAjAlzqXp53ele5ED0zLYuv4knsw3EN0nSjQVtrPTPu2TJErS0tGDkyJGYO3duTI+1lpEkq7bW6cw2wI4kqUCXkehgm7+T/nbv3m1O0F69erXHo6F4MdhOMl1KwmCbQrkRRAKxdyRpaGgwP/wCgUDYwDMVuFmzXVNTg87Ozj73WWu242E3s93e3m5+uIau4ugUHWxrZ599dsxdPsaOHYvc3Fy0tLQkrcuN05ltgB1JvGZdpj002GZmu9dHH31k/n/z5s1cgTpNMdhOMv0Gz0mSFMrrzPbKlSv7fJ+q9YFuHKfS0lKUlJRAKdWvy0aiZSR2M9s6+CsuLnY0uLQaPnw48vLyzOc544wzYn5sXl6eGawn6zXiRmabHUm8VVNTg/b2duTl5WHUqFEAWEYSzscff2z+XymFtWvXejgaiheD7SRjZpsicWOCJBB7ZlsH2z6fD0DqBtv6CoCTx0lEInYkSWSCJGA/s+12CQkA5ObmYvTo0QCAs846y/aJS7Lrtp1u/QcwsPOafu2MHz8eubm5AFhGEo7ObOu/11WrVnk4GooXg+0kY2abInErsx3Lpdmenh7zTVxnOVM12NYlFnZ7Xg8k0jLmiQbbOrMda7Ct3xui9bt2wmWXXYZ58+YN2O4vHH3ZX5cBuE2XkTCznTlCJ0cCPAEKtX//flRXV0NEcP755wNg3Xa6YrCdZPoDtKamho37qQ+3arZ1GUljY2PElpObNm1Cc3MzioqK8JnPfAZAcifA2aFrFiMtKR6vcJltpVTSM9s62HarE4l27LHH4uabb47rpEVf9k/WAl1u1GzrwK6uri5jFnxKJzrYnjBhgnmbTgzs37+/39yJbKRLSMaPH4+5c+dCRLBnz56MWhE4WzDYTjL9AdrW1saJDtSHGy3tACMo9fv9ABCxp7DuQjJr1iyMGzcOeXl5aGtrS8krMPrvJhmZ7ZaWFrMrS6ITJGOt2U5WZjsRyU4auJHZrqioQG5uLrq7uzNmwad0Ei6zXVJSYq6ey4Cyt4RkxowZKCoqMhf+SYfsdmdnJ/72t7/h5z//ORfkAYPtpPP7/eZEK16+JCs3apEBox55oLptXa995JFHwufzYfz48QCS20s5Vm4F2zqzXV1dbV4B0Eu1FxUVmScsdsWb2dYrzqaiZCcN3JggmZOTwxphj7S2tprH3BpsW/ufs5Skb7ANALNnzwaQ2sG2UgqLFy/Gtddei9/+9rd4/fXX8corr3g9LM8x2PYA67YpHLdqtoHoHUlaWlrwySefADCCbaB3AtyWLVscH0ui3KrZLi8vR1FREXp6elBVVQUg8U4kgL1uJEqptMhs5+fnm8ckGaUkbpSRAKzb9oo+iR8yZEi/v2OeABna29vNeTPTp08HYFx5BIxgOxVL/LZt24Y777wTDz74IPbu3WtepXj99ddTcrzJxGDbA9ZLsESaWzXbQG9QES4jot+4x4wZY37QHXLIIQBSc5KkWzXbItJvcZtEF7QBejPbHR0dZqlQJI2Njejs7OxzNSJVJfN9zI3MNsAJeV4JV0KicWVPw8aNG9Hd3Y0hQ4aY7wXTp09HXl4eGhoasGfPHo9H2Nff//53fOMb38DatWvh9/tx4YUX4oknnkBRURH27t2b9V1UGGx7gKtIRtfe3o6amhp88sknWLJkCd58882sqKl0q2YbAObPnw8AePPNN/u96ekSkqOOOsq8TX8IplqwHQgEzJMSpzPbQP+67UQXtAGMsiDdTnGgUhIduA4dOtR8TKrSZS5uB9uBQMD828jEzHY2ZvyiBdtc2MagJ0dOnz4dIgLAKEPVWe5UCl6VUnj66aehlMKJJ56IX/3qV7j00ktRVlaG0047DQDwz3/+0+NReovBtgeY2Q5v06ZNuOyyy3D++efj6quvxre+9S3cf//9eOSRR/Doo496PTzXuVWzDRhv2J/73OcAAD/72c/MkhWllBlsz5kzx9x+4sSJEBE0NDTYWmbcbTrDCTgfeAH9O5I4UUYiIjHXbadDCYmWrPcx6+Qqp/82vM6iPvfcc7jggguwbNkyT57fK6ErR1ox2DaE1mtrqVi3vW/fPhw8eBA+nw+33nprnzUCFixYAAD44IMPzPfTbMRg2wPMbIe3dOlSc0Ka3+/HsGHDzHKGtWvXml0hMpUOgHWdm9OuuOIKDBs2DLW1tfj9738PANi9ezfq6uqQl5eHww8/3Ny2oKDAbO+WSnXbuoSkqKjIXAjDSTqzvWPHDgCJ99jWMjnYdrtmW59g5efnO57t9zLYVkrh5ZdfRnt7Ox5++OGUKwtwS3d3t/n3Fa2MJJuD7Z6eHnMeTWiwreu2165dmzItK/Xvc8yYMf3+RidMmIBp06ahu7sbb7zxhhfDSwkMtj2gP6T27duXMn8sqUC/uV5yySX4y1/+gieeeAI/+clPUFpais7OTmzatMnjEbrLrRUktYKCAtxwww0AgFdeeQXr1683s9qHH354vyBfT5JMpVISPTnSrWXMdWa7qqoKgUDAsWA71kmS6RRsJ6uMxK3JkUBv4mPfvn1JL+fYsGGDmVxoa2vD/fffnxUt0qqqqtDZ2Yn8/PywHXesme1sLLEBjOC1ra0NhYWFZmcobfLkySgqKkJrays2b97s0Qj70lcqQseqnXnmmQCye6Ikg20PVFRUwOfzIRAIROx7nI10dmnEiBFmjZqI4LDDDgMArF+/3rOxJYOb3Ui02bNn49Of/jQA4Kc//SmWLFkCoLcLiVUqBttuTY7UhgwZgoKCAnR3d6O6utqRCZJA7JltnSVOh2Bbj7G+vt7VBUh0sO3GSWhFRQVEBF1dXUm/xK3/9mbPno2Kigrs2rULP/3pTzM+GNGB2YQJE5CT0z8EqaysRE5OTp+T3Wyj67UPPfTQflfwcnJycMQRRwBInVIS6+80nJNOOinrJ0oy2PZATk6OeamMddu9dGbbWu8FwAy2161bl/QxJZOb3UisvvzlL6OyshLV1dXmMQ0XbKdiRxK32v5pItKnbltnHpOV2dalZekQbJeWlqKgoABKKVfLMHQZiRuZbZ/PF7UtpluUUnj//fcBGDWtd9xxB3w+H9577z288MILSRuHF3bv3g2gt2QrVG5uLiorKwFkbymJTizpz75Q1haAqUCXkUTKbOfn52PevHkAsneiJINtj7Buuy+llLngSmjLM11L/NFHH2Vs2U1PT4+ZHXQ72C4qKsJ1111nfl9ZWRn2g09ntquqqsysu9fczmwDvUHAli1bzOA+GZntjo4OM5OeDsG2iCRlkqQbq0daJdKR5ODBg1i0aBGWLl1q63G7d+9GVVUVfD4fjjzySEybNg1f+9rXAABPPfVURmf/dA/70aNHR9wm23ttWzuRhKOD7Y8++sjzZe0DgYB5AhUp2Ab6TpTMhu5ioRhse4QdSfrav38/AoEAcnJy+nV+mDhxIgoLC3Hw4MGUXNHQCdb+y27VbFsdc8wxZkumY4891izbsSorK0NFRQWUUilz3N1aPdJKZ7bXrl0LwMh+Jhrc68x2tGBbBxZFRUWu/nxO0jW3bk6SdDOzDcQ3SbKqqgqPPfYYFi5ciEcffRTf//73bR0DXUIya9Ys8yRiwYIFmD9/PpRS+MEPfpCxgaYOtvUE7HC87hLjpbq6Ouzbtw85OTk49NBDw24zZswYVFRUoKurywzMvbJnzx50d3ejsLAw6toA48ePx/Tp07N2oiSDbY8ws92XvlxYWVkZtkZNz8jO1LptXUIiIsjLy0vKc15//fW45ZZbcMUVV0TcJtVKSZIRbOvM9saNGwEYPbbDnYzYEUtmWwdrw4cPT/j5kiWTMtuxlCx89NFHuOeee/C1r30NL7/8Mtra2pCTkwOlFP7973/H/Jw62J47d655m4jg61//OiZPnozm5mYsWrTI5k+S+pRSZteVaMF2Nrf/0y3/Jk2aFPEqp4iYV3y9bhxgLSEZ6H1LZ7ezcaIkg22PMLPdl35TjXRmrN9Y7ATbSik89thjePDBB1MmWIzEOjkyWYGW3+/HqaeeGjVjqFtzpUr7P7drtoHezHZ3dzeAxEtIgN5gO1rNdjp1ItGS8T7mdmZbJz50b/VIqqurceedd2LFihUQERxzzDG47777cPPNNwMA/v3vf8cUQNTX12Pjxo0QERx33HF97vP7/TjppJMAZOZnQ3Nzs/n7DNeJRMvmzHak/tqhrF3NvDTQ5Eirk08+GUVFRaitrc3oUqlwUnuJsgzGzHZf+k01UrBtnSSplIopIN2wYQNefvllAMD777+P008/HZdddllCC5S4xe22f/FK1cy2mzXbw4YNg9/vN2shnQy2o2W20zHYTkYZiZut/4DeE/l169ahvr7enJwX6s0330QgEMDUqVNx6623mj97R0cHCgsLUVtbi/Xr1/fpVx/OBx98AMDoNBHutZXJnw26hGTIkCFR1xPI5sz2QPXaWqr0Ix9ocqSV3+/H8ccfjzfeeANr167ts5BapmNm2yP6DXX//v196nWzVaROJNqUKVPg9/tx4MABczLGQPSsZ113/MYbb+CrX/0q/vSnP6XMhD8tGW3/4qEnSe7YsSMlFhVKRhmJiPSZMOpEsG2t2Y6U/dTBdrSMX6rRJwZ79+517bKw22UkI0eOxIwZM6CUwn/+85+w2yil8OabbwIAzj333D6/o/z8fDMbrbeJJlwJiVUmZ3VjqdcGUieQTLbm5mZzfkykTiRaoicku3btcuRz0E5mGzA+y4HUSeAkC4NtjxQXF5uZmkx8U7VroDISn8+HadOmAYitlKS1tRXvvPMOAOD222/Hww8/jGnTpqGjowPPPPMMrrvuupRaQCJZbf/sGj58OAYNGtRnxrmXklFGAvSWkgDOBNs6E6+UMk8YQqVjZnvo0KHIyclBZ2enaz2RddmBW8E2AJxxxhkAjGA53EnDmjVrUFdXh6Kion6lHwBw+umnAwDefffdqAFMa2sr1qxZAyBysK0TMQ0NDejq6rL3g6S4WINt/TnQ2tpq/v6zgb5yO3bs2AHfdxIJtjdu3Ihrr70WDz30UFzj1A4ePGjGL7FktoHe0sRUmXSfLAy2PSIi5ptqJtbm2TVQGQlgr9/2W2+9hc7OTowbNw7Tpk3DoYceih/84Ae47bbbMGjQINTW1qbUH7u+upFqwbaImNntVKjbTkYZCQDHM9s+n888uQ5XSqKUMssG9PtCOvD5fObfrFulJG5ntgFj0Y38/Hzs3r3bnBhrpTPWn/rUp+D3+/vdP2PGDIwYMQLt7e1m/+xwVqxYge7ubowdOzZi67vS0lLk5+dDKZVxmd1YJkcCxvug/hvPtGMQje6ApBetiSaRExJdF75ixYqEMsw7d+4EYFw9jvU9eeLEiRARNDQ0mOsYZAMG2x7iJMleA5WRAP3rtiNRSpklJGeeeWaf1ShPOukksw45ld7EdWY71Wq2gd5SEq9PTqxZ4XTLbAPRJ0nu378fnZ2dEJGoJ5ypyO33MbcnSALG390JJ5wAAP3akrW1teG9994D0JvBDiUi5n3RSkl0IH788cdH3EZEMraUJNbMNpCdddv6qsfMmTMH3NZ6QqLXqIiV9SrlSy+9ZOuxVgMt0x5OQUGB+fvPplISBtseyuSJMHYcPHjQDKL0am7h6KVr6+vro34Ibdy4Edu3bze7bYTyYsW4gehLz9EmDXklVTLbHR0dZt14umW2geiTJHWgOnToUPh86TVvXdcvuxVsJyOzDfSWkrzzzjt9Fgp577330NnZidGjR2Pq1KkRH69XyNMlJ6G6urqwfPlyAJFLSLRM/GxQStkKtrOtbrupqcmcbBhLZhuI/4REX2EAgLfffjvuDLOdyZFWupSEwTYlBTPbBv1GUVRUFPUDtaCgAJMnTwYQvZTk9ddfBwCceOKJYYOyVMyYpHJmW79OvV71S5+Q5ebmun5SMmLECLOkJ9rVFjuiLdmejpMjNf36cKuMJBmZbcAIcIYNG4bW1lZzEiPQm6k+44wzonZBGjZsGA4//PCIPbfXrFmD9vZ2VFZWmu9jkWRisN3Y2Ij29vY+K49Gk22rSOoSkgkTJpgn5gOJ97NMt7ksLS1FIBDAa6+9Zuvxmt3JkVqqdblKBgbbHsrEN9R4xFJCog3Ub7u1tRX//e9/AQCf+cxnwm6j36DsXnpzU6rWbAO9WWQ9OdEr1hISt3uR5+Tk4M4778Qtt9ziWKvIaJltHaim0+RIzc2kQU9Pj3ki6nawLSJmdlqXklRXV2P9+vUQEXPF1Wh0KUloz+2uri7861//AgAcd9xxA75+M/GzQWdThw0bFtPCXZlaShOJnXptLZ7sf2trq3nCf/nllwMAXn31VduTcZVScZWRAMxsU5JZP6SybTUlq4E6kVgNNEny7bffRkdHB8aOHWt2LwnFzLY9uj66paXF09epDvbdLiHRZs+eHbYMKV66HCVcVxcdVKVjsO1mGYm1Y5DbZSRAb7C8atUq1NXVmRnqOXPmROy/bXXiiSciPz8fe/bswcaNG6GUwvvvv49rr70WixcvBmAs7DGQTAw09QllLCUkQPaVkdip19biyf7r95+KigqcfvrpqKysRFNTk9m9K1aNjY1obm6GiPSZ4xILXZpYVVWVcm143cJg20P6D6W9vT3qYheZLpZOJNqMGTMgIqiuru5X1hBpYmQoXbOdSpntVK7Z1sG2Usqsn/VCsiZHuuWoo44CACxevLjfB0w6tv3TdBa2qanJ8Xaa+vWWl5cXUzY0USNGjDBLQd58800z2I40MTKUdaLlc889h7vuugsPPPAAampqUFFRgVtuuWXARW+A3mOaScG2nXptILvKSBoaGrB79+4+y7DHIp7EkQ62x4wZA5/Ph8997nMAgL///e+2kim6XnvkyJFhO/REU15ejvLyciilzP1kOgbbHvL7/Wa2JJMuF9plp4ykqKjIvASl2xdpmzdvxrZt25CXlxf1kq8Otpubm1PmrDpVV5AEjNepfjON1CM6GZLV9s8tM2bMwMiRI9He3m52t9DSOdguKioyfydOZ7eT0WM7lJ4o+Ze//AW1tbUoKioacEKjlQ7Mly5dijVr1iAvLw8XXHABfv3rX8d8pcTaa9s6WTOd2Q22Bw8eDCD6QlCZQl+pnThxoq1kQjzBti7nGTNmDABgwYIF8Pv92Lp1a0xrWGjx1mtrqTLxPlkYbHuMvbbtlZEAvaUk7733HjZs2IBdu3ahrq4Or776KgCjZ260gMw6ETNVstupuoKkZi0l8UqyFrRxi4hg/vz5AIBFixaZt3d0dJgLwqRjsA24t2x7sjqRWJ144okoKCgw/yZPPvlkW5m7mTNnmt1sTj75ZPzf//0fLrvsMlt/28XFxeb2mVJGoYO8SP3FQ+n38EAgkDJJEbfEU0IC9H5m1tfXo7u7O6bHhP4eSkpKzLkKdtoAxtuJRMu2xW0YbHvMutxxtrJTRgL0TpJ89913ceutt+Laa6/FlVdeaXYNWLBgwYD7SLVSklRdQVJLhUmS6V5GAhjt4UQE69evNzN9+kS7qKgobX82t97HktWJxKqgoAAnnnii+X2sJSSaiOChhx7C448/jm9/+9txdbOxLnqWCZ8NSinbNdv5+flm6ZDXk7PdFm+wXV5eDp/Ph56enphXcNWdSHRmGwDOPvtsAMCSJUtifr0lGmzrzHa2TJJksO2xbM9sd3d3o76+HkDsLdaOPvponHjiiRg/fjyGDRuGkpISszfxzJkzMWPGjAH3kWqTJFO5GwnAzLZTKisrceSRRwLobSmXziUkmlvt/7zIbAO9J+wTJkzAoYceavvxpaWlCf8+M6luu76+Hp2dncjNzY35fV5EzJP8TJ7TVFdXh+rqauTk5JhXbWMlIrbWjejp6TH/Rq3B9tixYzFnzhwopfDKK6/EtB8dbCdaRrJ9+/aYs/LpLL1WT8hA2Z7Z3r9/P3p6euDz+WJePMTv9+P222/vd3sgEEBubm5MbeFSLdhO5W4kQGoE2+les63Nnz8fK1aswJtvvolLLrkko4Jtt2q2k5nZBoDp06fjRz/6EYYMGeJ6m8lIMimzra/ijBgxArm5uTE/rrS0FA0NDRmd2dYt/yZPnhzXSeXQoUNRU1OD2tpaTJ8+Peq2e/fuRSAQgN/v73cl+fOf/zw+/PBDvP322/jyl78c9XW/d+9edHZ2wu/3x702wMiRI81yraqqqj4LiWUiZrY9lu2ZbZ21ceJDzefzxbyPVAu2U7kbCcAyEicde+yxKCkpQX19PT788EMzmErHBW00t9r/eZXZBoCpU6c61mM9HjoDnEnBdqwlJJruTZ/JwXa8JSSanc8y3Ylk1KhR/T4rZ82ahdzcXOzfv9+82hyJnhw5duxY5OTEF0bm5OSYWfFsKCVhsO0xnRHat29fVlxKCWV3cqRTUrVmm5ntyDIl2M7LyzO7UrzxxhvmZV194p2O9PtYbW2to+9jXmW2U0EmlZHoSXl2g+1sKCPRwbadxWys7ATboZ1IrPx+vxn8bty4Mep+Eq3X1rKpIwmDbY9VVFQgLy8PPT09KRP4JZPdyZFOSbXMdqrXbKdCZjvZi9q4SXclWbJkiZnVSecyksrKSuTl5aG7u9vR9zEvM9tey8QyEgbbfe3duxe1tbXIzc2Naa5ROPFktsMF24BxNQcYONhOtO2fpoPtbOhIwmDbY9ZZ5/oNKZvY6bHtJOukEq97uHZ3d5u9dFM9s60zjV7IlMw2YLS9mjRpEgKBgLk4UzoH29b3MScnSWZzsK3fExsbG82T8XTFMpLwdFZ76tSpcSda7Ky0OVD7xViDbacz21u3bvX8c9htDLZTgD7LDLeMc6bzuoyks7PT8zdyaw/ZVK3Z1gGuV8eqp6fHDPQzIbMN9Ga3AaN+Ub8m05UbddvZXEZiXQ8g0VKSnTt3enbltKenx3xNMLPdl54cGW8JCRBfZnugYHvTpk3o6ekJu01ra6sZtCea2R4/fjxycnJw4MCBfitCZxp2I0kB2Rxse1VGkpeXh8GDB6OxsRF1dXVmBsULOmuVk5OTlCWp4+F1zbY1o54pgdcpp5yCJ554AoFAAMOGDTPbV6YrNzqSZHNmW18t2LZtG2pra+Pu1tDQ0ICbb74ZgwcPxuOPPx73hDarvXv34o033sCBAwfQ3NxsfvX09OCGG27AlClTzG1ra2sRCASQl5dn+30+FcrX3NLV1YVVq1YBiH9yJNCbOGptbUVra2vE98fW1lY0NjYCiFxGMmbMGLNDyO7duzFu3Lh+26xbtw5KKYwcOTLhCcR+vx9jxozBzp07sXXrVnNF7UzEzHYKyNZgWyllBtvJLiMBUqdu2zo50qs2YwPx+kNPB/kFBQVpH5RqJSUl5jLg6VxCornRazubM9uAMx1JNm7ciM7OTtTW1mLDhg2OjOvxxx/Hn//8Z/zjH//AO++8g1WrVmHLli3Ytm0bHn300T5ZUWvbP7vvb5lcRvL8889j//79KC8vH7BlXzQFBQXm+3O0zzIdX1RUVEQsV8zJyTFPlCKVkqxevRoAMHv27HiH3Ee2LG7DYDsF6GBbX5rJFm1tbWYJhReX0FMl2E71tn+A95ntTFjQJpwLLrgAo0aNMpdLTme6jMTJuSfZnNkGnJkkqSezAcaEXCfofS5YsABXX301vvnNb+Kuu+5CcXExtm/fjtdff93cVr8eYl2m3SpTy0h2796N559/HgDw1a9+FX6/P6H9xfJZFq0TidVAdds6G89g2x4G2ylAv/jr6+vNLGc20Fnt0tJSTwJN/QbldRcYHWyn6uRIoDfIbW9vRyAQSPrzZ8qCNqEmTpyIX//61zjttNO8HkrCdDBVVVXl2GSnTJoUGw8n2v9Zg+0PPvgg0SGhq6vLHM/FF1+Ms88+G6eddhqOO+44XHLJJQCAP/zhD+bvLt7JkUBmZraVUvjFL36BQCBgroacqFiC7YE6kWjRgu36+nrs2rULIpJQ6YsVg21KmqKiInP1xGwqJfGqE4lmZ5lbN+lgO1Xb/gHGa1RfAvYiu53tQVc6GD58OHw+Hzo7Ox35mwoEAmZmO9NOsmLldGZ7z549CV9BrampgVIKBQUF/Vb9/cxnPoNx48ahubkZzzzzDIDEgm39ez948KAnJ/lueOONN7Bu3Trk5+fjmmuucaR0MJaOJAN1ItF0sL19+3azS5amS0gmT57s2HvxxIkTARivKy+7XbmNwXaKyMa6ba86kWipUkair2akcrCdk5NjXsr3MtjO1qArHeTm5pp1206UxFk/eLP1JCvRmu2Ojg4z2NUZxERLSazBc2igmJubi69+9asAgFdffRU7d+5MqIykuLjYfI5MKCVpamrCb3/7WwDAJZdc4liiyU5me6DfQ2VlJcrLy9Hd3d0v2+x0CQlgXL3QiS/riWGmYbCdIrIx2PaqE4nGzLY9Xk6SzNSa7Uzj5PuY/p0XFRU50kEjHelg7MCBA31ahMZq586dUEqhrKwMCxYsAJB4KclAmepZs2Zh7ty56Onpwa9//WvzRCGezLaIeN521EmPP/44WlpaMGnSJJx99tmO7Vd/hkYqN+rp6TF/bwN1tRGRsKUkSinHJ0dq2VBKkp3vYClIn21mU7DtdRmJfoNqaGhwdIlpu9KhZhvoDbZZRkKRODnZWwdXXrbl9FpRUZH5mo+nbltnCidOnIhjjz0WAPDJJ5+YLeDiEUtZyFVXXQWfz4c1a9agp6cnbMlJrDKlbnvlypV4++23ISK4/vrrkZub69i+B8ps7927F4FAAH6/P6bkVrhge/fu3WhoaIDf78e0adMcGHUv3a97586dju43lTDYThHZmNn2uoykvLwcPp8PPT092L9/vydjANIns63br3kRbGfSUu2ZTCcNnAy2s/0EK5FSEh1sjx8/HkOGDMHkyZOhlMKyZcviHk8sZSEjRozAeeedZ34/cuTIuGuTM6EjSXd3N371q18BAD7/+c/36UPuBP0ZWl9fHzZxpOOKcKU/4YQLtnUJyYwZMxLunhJKn7hl8iraDLZThL60U1VV5WmWNZm8LiMREbOJvpelJOlQsw14W0bCzHZ6cPIKHTPbhkQmSVoz2wBw3HHHAUisbjvWCY8XXHCBuehJPPXamtc9/p2wY8cO1NTUYNCgQbj00ksd379OHCmlwq7EGGvbP23y5MkAjJ75+rh/+OGHAJwvIQH6djLKVAy2U8TQoUPh9/sRCAQSXpo3HQQCATOb7FUZCZAakyT1CpKpHmx72WubwXZ60B/mdXV1cdUYWzGzbYi3/Z9SCtu2bQPQe5leB9urVq0y33fs6OjoMFulDhRsFxQU4LrrrkNZWVlC7e2cLCPZs2cPfv/73+ORRx7Bvffei29+85u46qqrcNVVV2Hz5s0J7z8SnSGeOnWqK+WCIhL1syzWTiRacXGxue3GjRsRCATMpeXdCLb1a6muri6u12U6yIyl2DKAiGD06NHYtm0bdu/ebS4Qkanq6+uhlEJeXp6nmSs9SdLLXtvWFSRTmZc12wy80kNJSQlKSkrQ3NyMqqoqc+JTPFg6ZIi3jGT//v1obm6GiJhXTidMmIBhw4ahtrYWq1atMoPvWOnVQYuKimL6vRx77LH44x//aOs5QunPByfKSB577DGsXLky7H1vv/22mdF1mg62nS4fsRo6dCiqq6vDBtux9ti2mjp1Kvbs2YNNmzZh0KBBaG9vR0lJSUJ/05GUlJSguLgYLS0tqK6uNk8OMwkz2ykkm+q2rSUkXi5RngqZ7XRYQRJIjcx2tgde6cCp9zEG24Z4M9u6hGT06NFmja2IJFRKYq3XTtb7tpNlJPqYnHPOObjxxhvx3e9+FxdddBEAYMuWLQnvP5JNmzYB6K2FdkO0jiSxtv2zsi7bruu1Z82a5crvXUTM7HamrqTNYDuF6A+pXbt2eTwS93ndiURLhfZ/6ZLZ9rIFF4Pt9OHUJEkG24Z4M9s6sAzNEs6dOxcAsGzZMvT09NjaZyIL1MTLqQmSbW1tZj3zl770JcyfPx/HHnssTjjhBABG2zmnVj61am9vN7tsuJ3ZBvp/lrW2tprdZ+wE29ZJkm7Wa2uZXrfNYDuFZFNm2+tOJFoqZLbTpWbbq4lKnZ2d5kpmuiMKpS6nJkky2DbozHZzc7O5omYsIgXbM2bMQFFREZqamvDJJ5/YGosXwbZTNdv65K+8vLzP+8jYsWPh8/nQ2trqynyprVu3oqenBxUVFeaEfDdE+izTf4cVFRXmwmSxmDhxInw+X5/XiZvBNjPblDTZFGzv2LEDADyvTddvUKlQs53qwbZXZST6+ayrWFLqcqrXNoNtQ2FhoXkM7ASDkYJtn8+HY445BoD9UpJ0zmxHKqXw+XwYP348AHdKSXQJiZtZbSBysP3RRx8BsFevDQB+v9/sYqOUwogRI8wTPzdkevs/BtspRL8JNDc3p3VP0Vh8/PHHAIBDDz3U03HoN6gDBw54Ngs6Xfpsex1sFxUVeVrfT7GxBtuJXJZnsN3Lbvu/QCBgliPqgMlK123bXU3Sy2A70cx2tEmCbq5gaO1E4iZdbmQNtj/88EP8/ve/BwAcffTRtvdpPUFwM6sNsIykHxH5lIi8LCJVIqJE5NwYHnOqiKwUkQ4R2SwiC+MZbKbLz883/2AyObtdV1eHuro65OTkuP4GNJBBgwaZQa5X2e10WUHSGmy7UdsYCYOu9DJixAjk5OSgvb09bM/fWPH33svuJMmqqioEAgEUFhaGLdU78sgjISKoqqqKeTXJtrY2s12rV2UkibzvROs1fcghhwBI78y2nn/U1taG1tZWbNq0CQ888AC6u7vxqU99Cueee67tfVo/n2fNmuXUUMPSr6mmpia0tra6+lxeiCezXQRgNYDrYtlYRCYCeBXAfwDMBvAIgN+IyII4njvjObnccTK1tbXhrbfewve//33cfvvtaGpqiritrv+aOHGi59lca39Sr4Ntr4/FQHTQ093dnXAPZTvYYzu9+Hw+jBgxAkD872OBQMB8jTHYtj9J0lpCEu5q0KBBg8zfUaxLZOu2f2VlZUmdO6F//0qphIKwaL2mdbDtdGa7ubnZPG5utRXU8vPzzROTNWvW4N5770V7eztmz56Nm2++Oa6rgjrYFhHMnDnT0fGGKiwsRHl5OYDMzG7b7rOtlHoNwGsAYv3lfR3ANqXULcHvPxaRkwDcDOB1u8+f6caMGYOVK1emRUeSjo4OfPDBB3jnnXewYsUKdHV1mfe99dZbOOecc8I+TpeQTJ8+PSnjHMjQoUOxa9cuzyZJpkvNtt/vR15eHrq6utDc3Jy0TDw7kaSf0aNHo6qqCrt3747rQ1pntUWEk2LRm/WL9Ypn6GI24YwdOxbV1dUx/468KCEBgLy8PBQUFKC9vR3Nzc1xnXT39PREzWzrk5KGhgY0NjZi8ODBiQ4bAMyFckaOHJmU96+hQ4fiwIED+OEPf4iuri5MmjQJd9xxB3y++JZUGTt2LK644gqUlJQkZT2MUaNGYf/+/aiqqnL9SkCyJaNm+3gAb4Tc9nrw9rBEJF9ESvUXgKz5lE2nSZL33HMPfvjDH2LJkiXo6urC6NGjzUtNulVQODqznUrBNuBNZjsQCCAQCABI/WBbRDyp29aBF4Ou9JHoFTrr1QzW6QPjxo0DEHsWOtLkyET26VWwDSS+sM2+ffvQ1dWFvLy8sO1mCwoKzIy3k6UkyVjMxkp/lnV1dWH48OG45557Ep5U/sUvfhELFiSnECGTO5IkI9geASD02tdeAKUiEik1dgeAJstX6keeDkmXYLurq8uc5fzFL34RP/vZz/CrX/0KX/nKVwAAa9euNdu1WXV2dppvZtOmTUvegKPQtW5utH0aiHVSZqrXbAPeTJJkZjv9JNr+TwdV/J0bdGC8b98+80pYNLEE23pVyVivouoAyItgO9GOJPp1OHLkSOTkhA979CRJJ4PtZCxmY6Vr+0tLS3HvvfeaZRnpIpM7kqRqN5IHAZRZvuz1rEljOtiuqanpU5aRavbs2YOenh4MGjQIl19+uXkZbvz48aioqEBnZ6dZLmK1adMmdHd3o6KiwvMe25qXmW39wZmbmxv3pb5k8jKzzcArfSQabPMEq6/i4mJUVFQAGDgT3dLSYr6X6ZZ24ehgOx0y24l2JIlluXKn67aVUknrRKJ99rOfxfz58/G9733P1gI2qSKTO5IkI9iuARDanHE4gANKqbCn6EqpDqXUAf0FIPlL1nlk8ODBKCoqglLKnFiRivQb9Lhx4/pc5hURzJkzB0D4UhIdgE+bNi1lLg97ubBNukyO1LxY2IYTJNOPDmr27dsX9grXQJjZ7i/Wsg+d1R42bFjU0isdbDc2Nsb095wKZSTxvu9Eq9fWnA626+vrsX//fuTk5JhZc7eNHDkSN954Y9Kez2nWzHYyO14lQzKC7fcBnB5y2/zg7RRCRNKilEQvShMucxIt2E61em2gb2Y72X/gekW4dFmsRQc/XpSRMNhOH7pjhVIqriwVM9v9xRpsR3tvtiooKDDrlwcqJWlubjYD3XQuI4mW7dUBanV1tSOt53QJyfjx45Gfn5/w/rLByJEjISJobW3NuLVG4umzXSwis0VkdvCmicHvxwXvf1BEnrI85P8ATBKRH4jINBG5FsAFAH6S6OAzVToE29bMdijd/H7r1q19ergqpVIy2NZL6La3tyd9wRZdRpIO9dqAtzXbDLbThzVpEM9kJ2a2+7Ob2Q63mE2oWEtJ9AlTRUWFJ1fhEr2iFktmu6SkxEy86G4uiUj25MhM4Pf7zd9BppWSxJPZPhrAh8EvAPhx8P/3Bb8fCcCMwJRS2wB8FkY2ezWAWwB8RSnFtn8RpHuwXVZWZmYJVq1aZd5eU1ODpqYm+Hy+lLrM5ff7UVZWBiD5dds62E6XzLYOeJNZRsKa7fSks4jxBNvMbPcXa7AdS9u/0H0OlNn2soQESKyMpK2tzVxcaaA6ZicnSSZrMZtMk6kdSWwH20qpt5RSEuZrYfD+hUqpU8M8Zo5SKl8pdYhS6neOjD5DpXqw3dnZadaThwu2AWOFMqBvKYmu154yZQry8vJcHqU9uiNJsoNtXUbCzHZkzGynp0QmSfIEqz/9XltXVxexzEEpZZaRxBJs281sex1sx1NaoIM2PR8qGqfqtpVSZo9tr1dJTjeZ2pEkVbuRZDUdbO/atSslJwns3r0bSikUFxdHbC1krdvWP4N1cmSq0YsYJLtOLN3KSJI9QVIpxWA7TSVSRsJgu7+ioiKz5C1SJnrv3r1ob2+Hz+eLKTBOl8x2IjXbsXQi0ZwKtquqqtDa2gq/3x8xIUXhMbNNSTNixAjk5uaivb3dvPyVSiJ1IrGaPn06/H4/9u/fb2ZaUrFeW9OZk2jLzLsh3SZIJjuz3dbWZp6sMdhOL9YyErtJAx1s83fe10ClJLpOePz48cjNzR1wfzoAra+vjzopUAfbXrWTS+QkP5Z6bU2XkezcuTOuLjqa/j1MmjQpLVq6ppJMbf/HYDsF+Xw+jBgxAkDsCw4MRCmFRYsWOXK2GK1eW8vLy8MRRxwBwMhut7W1mUF3Kma2dc12soPtdMtsJzvY1s/j9/vh9/uT8pzkDGtnAbt/V8xsh6ffc/V7aai1a9cCAA4//PCY9ldUVGT2745U7mPtKON1GUk8wXYsnUi0yspKlJaWoqenJ+IxjkWyF7PJJJna/o/BdorSbZuc6vn5zjvv4NFHH8W3v/3thPt3xxJsA72lJCtXrsTGjRuhlMLw4cNTclUrr4LtdMtsJ7uMhEFX+vL7/WZrObt12/y9h6c/FyJltlevXg0AmDlzZsz7HKiU5MCBA2hra4OImEmgZNOvg87Ozj6r7sbCTmZbRByZJMlOJPEbNmwYcnNz0dnZifr6eq+H4xgG2ylKnxFv2LDBkf29++67AIw3znvvvTehYEm/0Q/Ux1VPkly/fr35IZCKJSRAb7DNmu3odGb74MGDCAQCrj8f67XTWzyTva0BFYPtvqKVkdTV1aG6uhoigsMOOyzmfQ40SVJntYcMGeLZ1aXCwkKzLMbOZ1dPT4/tEphE67YDgYDZEYbBtn0+n89cdj6TSkkYbKeoQw89FEDvGXIi2tvbsWLFCgDGh9eePXvwwAMPxBUsdXR0oKamBsDAme0xY8ZgyJAh6OrqwmuvvQYgdYNt1mzHxjqb34mFHwbCFnDpLZ72f/p3npOTkzZ/F8miA+OGhoZ+pVy6hGTy5MkDdt2wGiizrX93XpWQAEbGOZ6OJHoFU2sAN5BEg+3du3ejs7MTRUVFnh6zdJaJddsMtlPU5MmTISKoq6tLeJLkypUr0dnZieHDh+OBBx5AYWEh1q1bh5/97Ge2a6J0J5KSkhIzGxyJdel2HZilYr024F2wnW6Z7dzcXDMASkbdtn4OO8EDpY54OpJYS0giTcDOVoMGDTLblIZmotesWQPAXgkJEHtm26vJkVo8JWz6isqoUaOQkxNbuKPLSLZt24aenh6bo+xbtsLXb3wysSMJg+0UVVBQYJZpJJrdfv/99wEAJ5xwAiZMmIDbb78dOTk5+Pe//41nn33W1r6sJSSxvJHoYBvo+zOlGtZsxy6ZkyRZu5ve4slssxNJdJHqtnWwrSemx0pntmtra9He3t7vfq8nR2rxTJK0U6+tjRo1CgUFBejs7Iwr2NNzokaOHGn7sWTIxF7bDLZTmK7bTiTYDgQCWLp0KQDg+OOPB2DUUl9zzTUAgKeffhr//e9/Y95frJMjtVmzZplB+dSpU2NqR+UFHWy3t7cn1PLJrnTLbAO9gW8yM9sMvNKTDjhqa2tjzhLqYEoHV9RXuLrtvXv3ora2Frm5ubbqtQH0uUoZWluvlDInCnodbMfTa9tOj21NRMyl7vXCNHYw2E5cIqvPpioG2ynMiUmSq1evRltbG8rLy/uUcJx55pk477zzAABPPPFEzOUkuh1SrBnq0tJSTJ48GUDq1msDRmZZ90NN5iTJdM5sJ6Mjib7SwMx2eqqsrITP50MgEIi5HI6Z7ejCtf/TWe2pU6eioKAg7n2G1m1/+OGHqKmpQWFhYcztBN0ST7CtgzW7JTC6bltPdLSDwXbi9Ind3r170d3d7fFonMFgO4XpSZKbNm2Kq3YM6C0hOf744/uVfVx66aXIy8tDQ0NDzN0C7Ga2AeDiiy/GzJkzsWDBgpgfk2zxTsBJVDpntpMRbOuAwk5milJHTk4Ohg4dCgDmxOqBsHQounCZbT050m4JiRapbvull14CAMyfP9/z96h4ykjs9Ni20sfYbstKoDfY9vpKQDrTnW8CgQBqa2u9Ho4jGGynsHHjxqGgoAAHDx6M63JKT08PlixZAqC3hMTK7/eb2Wb9Zh1Ne3s79u7da44tVkcffTTuv/9+80M3VSV7kqRSyqyRTMfMttvdSAKBALZv3w6gN9NE6Ud3gdDvHQNhsB2dfu9tbGxEc3MzlFJx9dcOt09rZnvPnj1YsWIFRASf+9znEhx14uye5Le1tZlXU+yerOvg3G6w3dnZibq6OgDMbCdCRMzjlyl12wy2U1hOTo5ZghFPKclHH32EpqYmFBcXR7wEqDMhsQTb+o24rKwsI+spkz1Jsr293Szf8TprZEeyykh27tyJQCCAoqIic3EUSj96IRRmtp1RUFBg/j3s2LEDVVVVaGhogM/ni7tUL1xm++WXXwZgJEtSIXC0W0aiE1SDBw+23c1IB+d79+5FV1dXzI/TJ5SDBg3i6zdBmdb+j8F2iktkkqQuITnuuOPMeuRQOhOydu3aAeu2Y13MJl0lO9jWJSQiklZLkSdrgqSemHXIIYewhVYaY2bbedZSEp0omTZtWtzvIzrYrqmpQWdnJ1pbW/Hmm28CAM4++2wHRpw4u2Uk8XQi0crLy1FYWIienp6YTxKB3sBw5MiRfM9KkC7D2bRpk8cjcQaD7RQX7yRJpRQWL14MIHwJiTZlyhT4/X40NTVFXNRAi6deO50kexVJ6+TIdHpjTlZm2xpsU/piZtt51mA73v7aVoMHD0ZxcTGUUtizZw/eeOMNtLe3Y+zYsZg1a5YjY06U3WA7nk4kmojEtfopJ0c6Z/bs2QCA//znP/jggw+8HYwDGGynOD1Jcvv27eYSxrHYvHkz6urqUFBQ0KfXdai8vDzMmDEDQO+M9kgyPdhOds12Ok6OBJLXZ1sH27qUitKT3cw2Vw0dmLUjSbz9ta1ExMxu79ixwywhOfvss1MmERBvGUm8i/HE036OkyOdM2vWLPOqyk9+8hNbVxhSEYPtFFdZWYmKigr09PTYWj5Wl5AcddRRA15ajLVum8G2s9Kx7R+QnGDb+npnZju96WC7oaEhph72OphisB2Zfg/++OOP0dTUBL/fbyZmEt3n3/72N+zduxfFxcU47bTTEh6rU/TrobW1NaZ2cPF2ItHimSRpLSOhxF155ZWYNm0aWltb8eCDDyZ1DQynMdhOcSKCKVOmAIi9lMRaQnLCCScMuH0sddsHDx40W/BkarDtVc12umW2k9H6b8+ePejs7ERBQQGzRGmupKTEfI3H0saLme2B6Sy0DjpnzJiBvLw8R/apT3IXLFiA/Pz8hPbpJGvf9YFO9JVSZuAbb9tQ/Tg7mW2dfdWlU5QYn8+H2267DaWlpdi6dSsee+wxr4cUNwbbaUBnLGINtnfv3o09e/bA5/Ph6KOPHnD7yZMno6CgAM3NzX0WSrDSWe3y8vKM/RD0smY7nVgz27EuhmSXXrlt4sSJKXMZm+IjIjGXknR0dJjZq0x9n3FCQUGBeUyBxEpINGsSRURw1llnJbxPJ+Xm5ppdRQZ6j963bx86Ozvh8/n6HCc7rDXbsbzPBQIB8/XNBIFzhgwZgltvvRUigtdff92cuJtuGGynAbsdSfTy67Nnz44pkPP5fAPWbWd6CQmQ/GA73TPbgUDA1jwCO3R2jfXamUEHPAPVXeqrJbm5uXGthJhNrO/FiUyO1HRmGzAm1adiu81YJ0nqyf6jRo1CTk58Yc6oUaMgImhpaYnpM6G2thZKKfj9fpSXl8f1nBTenDlz8KUvfQkA8Mtf/tJcfyGdMNhOA5MnT4aIoLa2dsASB6UU/v3vfwOArXo7nRnJ5mDb+kaejCVi0zWznZ+fb7aSdKtum51IMou+rD5QZtvaiYRXNKLTLVgLCgocOSmtrKw0Ew6p0u4vVKwlbIm0/dP8fr+5EFsspSTWyZF87TrvoosuwpFHHonOzk489dRTXg/HNgbbaaCoqMh80xgou7127VrU1taiqKgIc+fOjfk5dGZk3bp1YZeGz4Zg2/oBn4ylyNM1sy0i5uVcN4JtpRSD7QwTaxkJ2/7FTi9gc9RRR0VcR8EOEcGdd96JO+64A4cddljC+3ODTogMlGlOpO2flZ2OJGz75y4Rwfnnnw/A/sqeqYDBdpqItd/2G2+8AQA4+eSTbS1wcMghh6CwsBCtra39LtEopcxa7kxd0AYwVuzUH/LJmCSpg+10y2wD7k6SrKmpQVtbG/Ly8hL+sKTUEGuvbQbbsTvmmGPw/e9/H9ddd51j+5w+fXpMk+q9YjezHW8nEs1Or20dbHNypHt0adO+fftcmy/kFgbbaSKWSZJtbW147733AABnnHGGrf3n5uaaS7qHlpI899xzqK+vh9/vz+hgG0huRxJdRpJumW3A3fZ/Oqs9YcIERzJ25L14ykgoOhHBrFmzsupYxVqznWjbPy2eYJuTI91TWVmJnJwcBAIB7N+/3+vh2MJgO03ozPamTZsintG999576OzsxJgxY8zt7QhXt718+XI8/fTTAIBrrrkmLbOwdsR6mdIJ6VpGAri7ZDtLSDKPzki1trZGfc2w7R9FE8uVx7a2NjQ0NABIbhkJe2y7Lzc3F5WVlQBiayOaShhsp4nx48fD7/ejtbXV/KMOtWjRIgDA6aefHtcEDR1sr1+/Hj09PaiursbDDz8MpRTOOuss29nydORFZjsdT2CSkdlmsJ058vPzMXjwYADRS0m4oA1FE0sZiQ6MBw8ebM4tiZcOtmtqahAIBCJu19PTY161YbDtLn3izmCbXOHz+czgY+nSpf3ur6qqwscffwwRwbx58+J6jkmTJqGoqAhtbW346KOPcP/996O1tRXTp0/H1VdfndD400UyV5FM58y2Dradrtnm5MjMFcskSX3yZl3AhEiLpYzEqcmRgFG2UFBQgO7u7qiv27q6OgQCAfh8PgwZMiTh56XIGGyT604++WQAwFNPPYV169b1uU83ej/yyCNRUVER1/5zcnLMuu0HHngAO3bsQHl5OW6//fasqZ1lZjs2bpWR1NfX48CBA8jJycn4+QHZJpa6bZ3Z1kEVkZV+34lW5udE2z9NRMwa7Gh127pee/jw4XH39abYMNgm133uc5/DSSedhEAggAceeMC8HNvT02P21k601EOXkjQ3NyM3Nxe333573MF7OkrmwjbMbPens9rjxo2z1U2HUl8sC9sws03RJDuzbd1PLME2J0e6j8E2uU5EcNNNN2HKlClobm7Gfffdh7a2NqxevRp1dXUoLi7Gsccem9BzWFciu/rqq82VJbNFMoPtdM5su1WzzRKSzMXMNiXKWrMdqVGAU23/NB1sR5skycmRyZOuwXZ21AZkkPz8fNx11124+eabsWvXLvzwhz80lzU+5ZRTEs4GTpgwARdddBEKCgpw1llnOTHktJKsmm2lFNrb2wGkZ2bbrTISBtuZizXblKjBgwfD7/ejs7MTu3fv7rPEPGBc5XWyjAToDdqjZbb11RoG2+6zBttKqbRZrZOZ7TRUUVGBu+66C36/H8uXL8e7774LwOhCkigRwSWXXIIvfOELafMidlKyarbb29vNzEw6Z7bdKiNxYvlpSi3WzHa4rKRSynw9MbNN4fh8PvNq6+rVq/vdv2/fPnR1dSEvL88MyhIVS2abq0cmj56A2tHRkZSVnp3CYDtNTZkyBTfffLP5/fjx4xmgOMDaZ9vNFap0vbaIpGVtsj4p2b9/v2PHqbGxEfX19RARTJw40ZF9UuqwLkhRX1/f7/6Ojg6zvRoz2xSJLnUMXXwN6M0+jxo1yrGJiroO+8CBA2GDO6UUy0iSyO/3m/PIBlokK5Uw2E5jJ510Eq644gqICM4777yszEQ7TQfbPT09rvSQ1qz12un4exs2bBjy8vLQ2dnpWO2czmqPGjXKLI2izJGbm2tmG8N9SOpAJi8vD/n5+UkdG6UPHWyvXbu234m+UytHWhUUFJjZ1HClJPv370dnZydycnIcy6ZTdEOHDgVgXMlIFwy209wXv/hF/OUvf3GkhISMD3pd1uHmJMl07kQCGIGT/kDbuXOn7cfv3LkTL730EhYtWoTFixdj1apVWL58OQDWa2eyaB1JrEu1p+MJKCXH5MmTUVhYiJaWFmzbtq3PfU53ItGilZLoEpJhw4ZlTYtcr6XjJEm+MjJAOpYhpLKysjK0tbWhqanJ0QyJVboH2wAwduxYbN++Hbt378YxxxwT8+MaGxtxxx13RDyZYTlU5oo2SVIH2ywhoWhyc3Nx+OGHY9myZVi9ejUmTZpk3uf05Eht9OjRWLVqVdRgmyUkyZOOwTYz20QhktGRJJ3b/mnjxo0DYC+zrZTCz372Mxw4cADDhg3D0UcfjenTp2P8+PEYMmQIxowZgxNPPNGtIZPHorX/4+RIitWsWbMA9K/bdrrtnxatIwmD7eRLx2CbmW2iEMnoSJIpmW0A2LVrV8yPWbRoEZYuXQqfz4fvfve7mDBhgkujo1QUSxkJM9s0EF23vW7dOnOZ9La2NjQ0NABwPtiOVkbCyZHJl47BNjPbRCGSsbBNJmS2dbC9c+fOmDqSVFdX4/HHHwcAXH755Qy0s1AsZSS6hztRJBMmTEBJSQna29uxefNmAL2BcHl5OYqKihx9Ph28V1dXo7u7u899zGwnH4NtogyQjGA7EzLbur3WwYMHw7Zys+rp6cFPfvITtLe34/DDD8c555yTpFFSKtFlJA0NDejs7OxzH4NtipWI9GsB6NbkSMDofuH3+xEIBPqcKCqlzKs0XKo9eXSw3draitbWVo9HExsG20QhWLMdG5/PZ37ARFtdDQD++te/4uOPP0ZhYSFuvvlmx3rgUnopLS1FQUEBlFL92nYx2CY7dLCtF7dxo+2fJiLmfq2lJM3NzWhtbYWImFdtyH0FBQXm+0S6tP/jJx5RiGQE25mQ2QZimyS5detWPP300wCAr33ta+xFm8WsQUlo3TaDbbJDB9sff/yxuXw74E5mG+gN4teuXYv33nsPTz/9NH70ox8BMBZsYlew5Eq3UhJOkCQKkYwJkpmQ2QZ6P9iiTZL82c9+hkAggOOPPx7z5s1L1tAoRY0YMQI7duzoV7fNYJvsGD16NCoqKtDQ0IBPPvnEtbZ/mt7v3/72t373TZs2zZXnpMiGDx+OLVu2pM0qkgy2iUKwZjt2A2W26+rqsHnzZuTk5OC6667jYiXEzDY5Qtdtv/XWW1i9erXZFcStYPvoo4/GX/7yF+Tm5mL8+PF9vg4//HBXnpMiS7dVJBlsE4WwZraVUq4EiJmS2ba2/wt3rNauXQvAWBVSH1fKbuE6kiilGGyTbTrY/ve//42uri7k5eWZQZjTDj30UDz33HPw+XxMGqQAlpEQpTlds93V1YX29nZXss+ZktkeM2YMRATNzc04cOBAv4BaB9tHHHGEF8OjFKQ7kmzduhV//OMfsWnTJmzatInBNtmmF7epq6sDYJSWuDn5Oi8vz7V9kz36pD1dgm1OkCQKUVBQYE52catuWwfb6Z7Z9vv95pteuFKSdevWAQAvs5LJWkby7LPPYuXKlWhubobP58NJJ52EiooKj0dI6WLYsGF9uoC40YmEUpO+gpEuwTYz20RhlJWVYd++fWhqajIzcU7SZSTpntkGjFKSmpoa7Nq1q08Gu6GhAdXV1RARzJgxw8MRUioZO3YsjjvuONTU1GDy5MmYOnUqpkyZggkTJjBzSLbNnDkTixYtAsBgO5voMpKmpiZ0dHQgPz/f4xFFx2CbKAwdbLs1STJTykgAY5LksmXL+nUk0VntSZMmOb6iG6WvnJwc3HXXXV4PgzLErFmzzGDbrcmRlHqKioowaNAgtLW1oba21pw/lKpYRkIUhpsdSZRSGVNGAvRdtt2K9dpE5Dbr+wuD7ewhImk1SZLBNlEYbi5s09HRAaUUgMzIbFs7kljpYJv12kTkloqKCixYsABz5szBxIkTvR4OJVE6tf9jGQlRGG4G27peW0RSvs4sFjrY3r9/P1paWlBcXIz9+/djz549EBEcdthhHo+QiDLZ9ddf7/UQyAPp1JGEmW2iMNxcRdJaQpIJ/VoLCwsxZMgQAL3Z7fXr1wMAJkyYgOLiYs/GRkREmUmXkaTDKpIMtonCcLNmO5M6kWihpSQsISEiIjelUxkJg22iMJKR2c6kYDt02XZOjiQiIjexjIQozSWjZjsTOpFo1sx2U1OTmeFmvTYREblBl5E0NDQgEAh4PJroGGwThcHMtj3WzLau1x4/frx50kJEROSk0tJS+P1+KKVSvpSEwTZRGDrYbm9vR2dnp6P7zsTMtu5vW1dXh6VLlwJgvTYREbnH2mubwTZRGho0aBByc3MBOD9JMhMz2yUlJRg8eDAA4J133gHAem0iInJXunQkYbBNFIaImCUQbgXbmZTZBnpLSfSVAGa2iYjITemyiiSDbaII3KrbzsTWf0DvJEn9f338iIiI3MAyEqI051ZHkkwsIwH6BtvMahMRkdtYRkKU5vSqiE7/EWfiBEmgb7DNem0iInJbupSR+LweAFGqCl0V0SmZmtkeP368+X/21yYiIreNHj0aF154IUaOHOn1UKJisE0UgVvBdqZmtsvKynDDDTdARFBRUeH1cIiIKMOVlpbi0ksv9XoYA2KwTRSB7h29e/duKKUgIo7sN1Mz2wDw6U9/2ushEBERpRTWbBNFMGLECPh8PnR2djpaD5apmW0iIiLqj8E2UQS5ubkYNWoUAGdLSTI5s01ERER9MdgmikIv1OJUsK2UythFbYiIiKg/BttEUei6baeC7Y6ODiilADCzTURElA0YbBNFoTuS7N6925H96XptEUF+fr4j+yQiIqLUxWCbKApr+z+dkU6EtYTEqe4mRERElLoYbBNFMXr0aIgIWlpaHFm2XWe2WUJCRESUHRhsE0Xh9/sxfPhwAMDOnTsT3h87kRAREWUXBttEA3CybpudSIiIiLILg22iATjZkYRlJERERNmFwTbRAKyTJBPFzDYREVF2YbBNNAAng21mtomIiLILg22iAehgu6GhAa2trQnti5ltIiKi7MJgm2gARUVFqKioAJD4JElmtomIiLJLXMG2iFwnIttFpF1EPhCRY6Nsu1BEVMhXe/xDJko+PUky0WCbrf+IiIiyi+1gW0QuBPBjAPcCOBLAagCvi8iwKA87AGCk5Wu8/aESeUeXkiTaa1tntllGQkRElB3iyWx/E8DjSqknlVIfAfg6gDYAX47yGKWUqrF87Y1nsERecWqSJDPbRERE2cVWsC0ifgBHAXhD36aU6gl+f3yUhxaLyA4R2SUifxeRw+IaLZFHnFrYhhMkiYiIsovdzPYQALkAQjPTewGMiPCYDTCy3ucAuDT4nItFZEykJxGRfBEp1V8ASmyOk8hRuma7pqYGnZ2dce+HEySJiIiyi+vdSJRS7yulnlJKrVJKvQ3g/wHYB+BrUR52B4Amy1fi62QTJaC8vBxFRUVQSqGqqiru/bCMhIiIKLvYDbbrAHQDGB5y+3AANbHsQCnVBeBDAJOjbPYggDLLV8QsOFEyiIgjy7ZzgiQREVF2sRVsK6U6AawAcLq+TURygt+/H8s+RCQXwBEAqqM8T4dS6oD+AtBsZ5xEbhg3bhyA+INtpRQz20RERFnGF8djfgzg9yKyHMBSADcBKALwJACIyFMA9iil7gh+/z8AlgDYDGAwgG/BaP33mwTHTpRUiXYk6ejogFIKADPbRERE2cJ2sK2UelZEhgK4D8akyFUAzrS08xsHoMfykHIAjwe33Q8jM35CsG0gUdpItIxEl5CICPLz8x0bFxEREaWueDLbUEr9HMDPI9x3asj3NwO4OZ7nIUolOrO9Z88edHd3Izc319bjrW3/RMTx8REREVHqcb0bCVGmGDZsGPx+PwKBAPbutb8uE9v+ERERZR8G20QxysnJwejRowHEV0py4MABAEBRUZGj4yIiIqLUxWCbyAZdSrJ161bbj9WPGT9+vKNjIiIiotTFYJvIhtmzZwMAFi1ahO7ubluP3bx5MwBg8uRoLeaJiIgokzDYJrLhlFNOQVlZGfbt24f334+ptbxJB9uHHHKIG0MjIiKiFMRgm8gGv9+Pz3zmMwCAF198MebHNTc3o7a2FgCDbSIiomzCYJvIps9+9rPw+XzYsGEDNmzYENNjtmzZAgAYOXIkJ0gSERFlEQbbRDYNHjwYp5xyCoDYs9ssISEiIspODLaJ4nDOOecAABYvXox9+/YNuL3ObDPYJiIiyi4MtoniMHHiRMycORM9PT14+eWXB9xeB9vsREJERJRdGGwTxencc88FAPzrX/9Ce3t7xO1aW1tRXV0NgJltIiKibMNgmyhORx99NEaPHo3W1lYsWrQo4nY6qz1s2DCUlJQka3hERESUAhhsE8VJRHD22WcDAF5++WX09PSE3Y4lJERERNmLwTZRAubNm4eioiJUV1dj2bJlYbfhypFERETZi8E2UQIKCgpw5plnAgBeeeWVsNuw7R8REVH2YrBNlCC9ouSqVatQU1PT5762tjZUVVUBYGabiIgoGzHYJkrQ8OHDMWfOHADoN1Fy69atAIChQ4eitLQ06WMjIiIibzHYJnLAggULABjBdiAQMG9nvTYREVF2Y7BN5IDjjjsOZWVl2L9/f5+Jklw5koiIKLsx2CZygM/nw/z58wEAr7/+unk7M9tERETZjcE2kUM+/elPAwBWrlyJ2tpaHDx4EHv27AHAzDYREVG2YrBN5JCRI0di5syZUEph0aJF2Lp1K5RSqKysxODBg70eHhEREXmAwTaRg3TP7UWLFmHjxo0AWEJCRESUzRhsEzlo7ty5KC0tRX19PV566SUADLaJiIiyGYNtIgfl5eXh9NNPBwDU1dUBYL02ERFRNmOwTeQw3XNbY7BNRESUvRhsEzls9OjROPzwwwEAFRUVqKio8HhERERE5BUG20Qu+PznPw8AmDVrlscjISIiIi+JUsrrMQxIREoBNDU1NaG0tNTr4RDFZMuWLRg5ciQGDRrk9VCIiIjIYQcOHEBZWRkAlCmlDkTazpe8IRFlF9ZqExEREctIiIiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFzCYJuIiIiIyCUMtomIiIiIXMJgm4iIiIjIJQy2iYiIiIhcwmCbiIiIiMglDLaJiIiIiFwSV7AtIteJyHYRaReRD0Tk2AG2P19EPgluv1ZEzopvuERERERE6cN2sC0iFwL4MYB7ARwJYDWA10VkWITtTwDwJwBPAJgD4EUAL4rI4XGOmYiIiIgoLYhSyt4DRD4AsEwpdX3w+xwAuwD8TCn1UJjtnwVQpJT6nOW2JQBWKaW+HuNzlgJoampqQmlpqa3xEhERERE57cCBAygrKwOAMqXUgUjb+ezsVET8AI4C8KC+TSnVIyJvADg+wsOOh5EJt3odwLlRnicfQL7lphLA+KGIiIiIiLwWa1xqK9gGMARALoC9IbfvBTAtwmNGRNh+RJTnuQPA3aE3jh07NrZREhERERElRwkAZzLbSfQg+mfDKwA0eDCWEgC7AYwB0OzB86cbHi/7eMzs4zGzh8fLPh4ze3i87OMxsy8Vj1kJgKpoG9gNtusAdAMYHnL7cAA1ER5TY3N7KKU6AHSE3OxJDYmI6P82R6vHIQOPl308ZvbxmNnD42Ufj5k9PF728ZjZl6LHbMBx2OpGopTqBLACwOn6tuAEydMBvB/hYe9btw+aH2V7IiIiIqKMEE8ZyY8B/F5ElgNYCuAmAEUAngQAEXkKwB6l1B3B7X8K4G0RuQXAqwAuAnA0gK8mNnQiIiIiotRmO9hWSj0rIkMB3AdjkuMqAGcqpfQkyHEAeizbLxaRiwF8H8ADADYBOFcptS7BsSdLB4ye4qFlLRQej5d9PGb28ZjZw+NlH4+ZPTxe9vGY2ZeWx8x2n20iIiIiIopNXMu1ExERERHRwBhsExERERG5hME2EREREZFLGGwTEREREbkkY4JtEfmdiCgR+b8w9/0ieN/vXHjemSLyjoi0i8guEfl2yP2HicgLIrI9OIabnB5DvLw4ZiJSEHzetSISEJEXI2yXLyL3i8gOEekIHr8vOzkWuzw6XoeKyH9EZG/wNbZVRL4vInmWbVL2NWYlIseLSLeIvOricwx4LETknuB91q9P3BpTvJJ0vP6fiCwXkUYRaRWRVSJyWcg2IiL3iUi1iBwUkTdEZIpbY7LDq/f9kOd5VERWBN+nVoW5f0KY15sSkblujivCWD09XiJSKSL/FJGq4PHaJSI/F5HSkO1OFZGVwW02i8hCt8ZkR/D4vejyc8T0GWnZ/sTgdqvcHFe8knTMThWRvwffo/T72CUh2+SJyP+IyJbgZ+lqETnTzXFZZUywHbQLwEUiUqhvEJECABcD2JnIjq3BjeW2UgD/ArADwFEAvgXgHhGx9hAfBGArgNsRZdVMDyX1mAHIBXAQwKMA3ojy8OdgLIZ0FYBDAXwJwIZExuOQZB+vLgBPAfg0jONwE4CrYbQ+0lL9NaZdBeBnAD4lIqMS2ZGI5IqxoFaoWI/FegAjLV8nJTIelyTjeDUAuB/A8QBmwlgv4UkRWWDZ5tsAbgTwdQDHAWgF8HrwdZ8KXPubtOG3AJ4dYJsz0Pc1t8LtQUXg5fHqAfB3AGcDmApgIYzjYgb/IjIRxpoc/wEwG8AjAH4T8prMZLF+RkJEBsP4fHjT/WGltBMArAHwBfS+jz0lIp+zbPN9AF8DcAOAGTBec38TkTlJGaFSKiO+APwOwIsA1gK4xHL7xQBWB+/7XfC2MwG8C6ARQD2AVwAcYnnMBAAKwIUA3gbQDmBhmOe8BsaHld9y20MAPokwxu0AbvL6WHl5zMI9f5jbzww+T4XXxyiVjpflsT8G8E46vMYs4yoG0AzjhOHPAL5jue/U4LH4LIw3zHYASwAcbtlmYfBYng3gIwABABMGeM6wxwLAPQBWeX1MUu14WR67EsD3gv8XANUAbrXcXxZ8zotS4Dg5+Tf5bwA/D9n/UACdAE6PYSxhX1eWv/XZPF5hx3QjgF2W7/8XwLqQbf4M4J+pcvyC/+/3/gJj3ZF7LN8rAF8B8DcAbTDWGTk7nueLcP+fAXwv0msvFb6Sfcws+3kVwG8t31cBuC5kmxcA/DEZxyHTMtuAkWG40vL9lxFc3dKiCEbAcjSM7GkPjDOc0OPxEIwVMKcDeD3Mcx0P4L/KWMZeex3AoSJSHvdPkHzJPGaxOBvAcgDfFpE9IrJRRB62ZmI85tnxEpHJMD4E345r5N65AMZJ6AYAfwTwZRGRkG1+COAWAMcA2Afg5ZBs/yAAt8F4Iz4MQG0C45kSvJS9VUSeFpFxCezLDUk/XsFykdNhBPj/Dd48EcbiZWaGTSnVBOADGO9/qcKJv8nfALhYRPItj7kUwB4YgWWiXhKRWhF5V0TOdmB/iUiJ4xW8YvP/0Pf97Hj0z+i+jtR6vdlxN4wrtTMB/APA0yJSkehOReRKAJPQ9ypnpnDimJXBSIZq+TCSBFYHkaSrmpkYbP8RwEkiMl5ExgM4MXibSSn1glLqr0qpzUqpVTDeaI6AcWnB6pHgdtuUUtVhnmsEgL0ht+213JcuknnMYjEJxh/A4QDOg1E68UUAv4xzf05L+vESkcUi0g7jLP8dAP/j4M+TDFeh9xj9E8Yb4Skh29yrlFqklFoL4AoAw2H8/rU8ANcqpRYrpTYopdriHMsHMDK/Z8K4OjURwDsiUhLn/tyQtOMlImUi0gIjI/kqgBuUUouCd+v3sXDvc6n0HufE3+Rfg/+eY3nYQhiZ3kRWf2uBcVJ0PoyrEe8CeNHjgNvT4yUifxKRNhiB+QEYJ4RapM/V0hRKuNjxO6XUn5RSmwF8B8ZVq2MT2aEYcyYeAnCpUirgwBhTTULHTEQugJGEsJ5Avg7gmyIyRURyRGQ+jBO9kQ6OO6KMC7aVUvtgfGAshHHm/qpSqs66TfBg/ymY1ToA49IGYCw1b7Xc8pj1ItIS/HrNtR/AAyl4zHJgXEq6RCm1VCn1DwDfBHBFKrzZenS8LgRwJIzLvZ8FcKtTP4/bRORQGG+UfwKA4IfDszACSqv39X+UUg0wavSnW+7vhFE2AREZZzlWLSLynVjHo5R6TSn1vFJqjVLqdQBnARgMI5vsOQ+OVzOM2thjANwJ4McicqqDP5LrnPibVEq1A/gDjKASInIkjBP+3wW/f81y/NbbGFudUurHSqkPlFLLlFK3wwhsvxX3D5ygFDheN8N4PzsHwCEwMuiZao3+j1KqFcbJxTAgvs9IEckF8AyAu5VSG90YcAqI+5iJyGkwguyrlVLW1903YCSrPoHx3vjz4HY9rv0UFr5kPIkHfgvjQALAdWHufxnGpMarYdTx5ABYB8Afsl2r5f9nwcgUAcalB8CYgDU85DHDLfelk2Qds1hUA9gTvFytfQyjfnQMjD8YryX1eCmldgX/+1HwzfYxEfmRUqo77p8gea6C8V5TZamEEAAdInK9jf0ctGTMqmAEiFpD/81jo5RqFJGNACbHuw+HJfV4KaV6AGwOfrtKRKYDuAPAW+h9HxsO4+8Slu9X2RhLMjjxN/kbGMdgDIwg9N9KqR3B+74CQJ/sdyU41g8AzE9wH4ny7HgppWpgvLY+EZEGGFeWvhe8uhfpc/WAUsrO54jbemD8XVpFmuRupdCb6IznM7IERmnPHBHRv78cGJVgAQCfVko5UfbkBlePmYicAuN1e7NS6qk+OzBOMM8VYzJwJYzX9EMwJtS7LlOD7X/CeENQCKmDFZFKGDWJVyul3gneNmDNjuUNxOp9APeLSJ5SSr845gPYoJTan8D4vZCsYxaL9wCcLyLFSqmW4G1TYfyh7o5zn07z8njlwHizyQGQ0sG2iPgAXA7jMvq/Qu5+EUaXGd12by6C3RDEmPMwFcZJVj/BbO/mcPfFMcZiGNm1PzixvwTHkgrHKwdGfSMAbIMR/JyOYHAtRhem4wD8Ksb9JUvCf5NKqbUishxGgHkxgOst9+1xcKyz0ffkxQupcrx0EKVfc+/DCKis5sNyJSdF7IOlBCH4dzHRzg7i/Iw8AKOcx+paAPNglFtui2OfyeLaMQtejXsFwG1KqceiPL4dwB4x5rd8AUZtuOsyMthWSnUHszMIk/nbD2Nm9VdFpBrGJbGH4nyqZ2AU8j8hIv8L4xLaN2BcIgMAiIgfvTVufgCjRWQ2gJZgPVJKSOIxg4jMgHEsKgCUBI8HgnWBgHFcvwujBdndAIbAmAz221TJbCTreInRK7QLRveADhgZjQcBPKtP8FL8NfY5AOUAngi5UgEReQFGFldfTv8fEamHUZ95P4A6GAFmzGI5FiLyMHqzdqNgTDDqRrBsw2PJPl53wChl2gIj2DkLwGUwatmhlFIi8giAu0RkE4wP8u/ByArZei63Ofg3+RsYGd9WGB0RohJj0nIxjFrjQv1+BuAjpVSniFwB47L1h8Hb/x+M0ouvhO4rmbw4XiJyFows9TIYteyHwXhvf08ptT242f8BuF5EfgAj+z4PRonXZ+38fEnwbwALReRlGB1b7oNDyY9on5HBK1HrQravBdCulFoXuq8U48oxC5aOvAKj2cALIqLnk3QGS+wgIscBGA0jaTAaRgeXHAA/SPT5Y6JSoDWME18YuEXOi+htaXQGjHZY7TDaHZ0C4+z+3OD9ExBjqyYYs2XfCe5rN4yzKuv9el+hX29l8THbHu6YhGwzDcAiGK1/dgH4EYDCbDteMGq1V8Coq22B0R/6DgAFafIaexlGPWi4+44NjvPG4L+fg/Eh0gHjMvtMy7YLATTG8HwDHgsY7bKqgs+zO/j9IYn8nGl8vL4PoyzrIIzSksUALgzZRmB8KNYEX89vAJjq9bEKjs2xv0nLY4phBI6/iHEMb0V4zU0I3n9F8HlbAehOLl/MxuMF4LTga6wx+JrbCCOIHxyy3akwTk46YJwILvT6tRYc11MA/hL8f2nwvaMJxhWmKxC+jV3o8Woc6OdBDJ+RIdvfg9Rt/ef6MQu+rgd63z/F8nquC45rVLKOgwQHQUTkieDlv/8AKFdKNXo6mDTA4+UuEZkAI8A7Rim10uPhpLxsOl4i8k8Am5VSduZOZDUeM0PGdSMhIiKyS4zlnEfAyPYvyfTAMVHZdLxEpFyM1QhPxQCrOpKBx6yvjKzZJiIisulEGFcMNsKYaEbRZdPx+i2M1pg/grHcPA2Mx8yCZSRERERERC5hGQkRERERkUsYbBMRERERuYTBNhERERGRSxhsExERERG5hME2EREREZFLGGwTEREREbmEwTYRERERkUsYbBMRERERuYTBNhERERGRS/4/tMmfbS0b1YsAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# take a look at the r value \n", + "sim.plot_result('r_eff')" + ] + }, + { + "cell_type": "markdown", + "id": "psychological-hunter", + "metadata": {}, + "source": [ + "## 4. Define comparative vaccination scenarios " + ] + }, + { + "cell_type": "markdown", + "id": "preceding-consortium", + "metadata": {}, + "source": [ + "## a. Vaccinate only the over 65s" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "narrow-nelson", + "metadata": {}, + "outputs": [], + "source": [ + "def vaccinate_over65s(sim): # this is for any vaccination\n", + " # if sim.t == sim.day('2020-04-15'): # i'm setting a situation where vaccination is introduced for all this age group on 15th\n", + " elderly = sim.people.age >65\n", + " sim.people.rel_sus[elderly] = 0.1 \n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "reasonable-justice", + "metadata": {}, + "source": [ + "## b. Vaccinate a proportion of the most mobile (15-65 yrs)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "revised-prompt", + "metadata": {}, + "outputs": [], + "source": [ + "def vaccinate_15_65(sim): # this is for any vaccination\n", + " # if sim.t == sim.day('2020-04-15'): # i'm setting a situation where vaccination is introduced for all this age group on 15th\n", + " young = cv.true(sim.people.age < 14) # cv.true() returns indices of people matching this condition, i.e. people under 14\n", + " middle = cv.true((sim.people.age >= 15) * (sim.people.age < 65))\n", + " old = cv.true(sim.people.age >=65)\n", + " inds = sim.people.uid\n", + " vals=np.ones(len(sim.people))\n", + " vals[young] = 0.0\n", + " vals[middle] = 0.125\n", + " vals[old]=0.0\n", + " output = dict(inds=inds, vals=vals)\n", + " return output\n", + " # and it reduces their chances of severe disease by 90%\n", + " \n", + "#define this as vaccine strategy two \n", + "vaccine_s2 = cv.vaccine(days=20, rel_sus=0.1, rel_symp=0.06, subtarget=vaccinate_15_65)\n", + "### in reality, i don't think this can be called, because 'vaccine' is a specific name as below" + ] + }, + { + "cell_type": "markdown", + "id": "inappropriate-housing", + "metadata": {}, + "source": [ + "## c. Vaccinate all the oldest and some subsections of younger generation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "upper-onion", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the vaccine subtargeting\n", + "def vaccinate_by_age(sim):\n", + " young = cv.true(sim.people.age < 14) # cv.true() returns indices of people matching this condition, i.e. people under 14\n", + " middle = cv.true((sim.people.age >= 15) * (sim.people.age < 65))\n", + " old = cv.true(sim.people.age >=65)\n", + " inds = sim.people.uid\n", + " vals=np.ones(len(sim.people))\n", + " \n", + " vals[young] = 0.025 # 2.5 % of people <14\n", + " vals[middle] = 0.025 # 2.5 % probability for people 15-65\n", + " vals[old] = 1.0 # 90% probability for people >65\n", + " output = dict(inds=inds, vals=vals)\n", + " return output\n", + "\n", + "# Define the vaccine strategy one\n", + "vaccine = cv.vaccine(days=20, rel_sus=0.1, rel_symp=0.06, subtarget=vaccinate_by_age )\n" + ] + }, + { + "cell_type": "markdown", + "id": "disciplinary-investor", + "metadata": {}, + "source": [ + "## 5. Run simulation with scenarios included" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "romantic-youth", + "metadata": {}, + "outputs": [], + "source": [ + "sim = cv.Sim(pars, interventions=cb, label = 'With changes in RO from 6th April')\n", + "sim2 = cv.Sim(pars, interventions=vaccinate_over65s, label = 'Vaccinate over 65s')\n", + "sim3 = cv.Sim(pars, interventions=vaccinate_15_65, label = 'Vaccinate 15-65s')\n", + "sim4 = cv.Sim(pars, interventions=vaccine, label = 'Vaccinate subgroups')\n", + "msim = cv.MultiSim([sim, sim2, sim3, sim4])\n", + "msim.run()\n" + ] + }, + { + "cell_type": "markdown", + "id": "waiting-brunei", + "metadata": {}, + "source": [ + "## 6. Plot results " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "mechanical-reggae", + "metadata": {}, + "outputs": [], + "source": [ + "fig2 = msim.plot(to_plot= ['cum_deaths', 'new_infections'])\n", + "# plots different scenarios against one another\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "bacterial-message", + "metadata": {}, + "source": [ + "## 7. Save output" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "logical-triangle", + "metadata": {}, + "outputs": [], + "source": [ + "filename = 'retro_scenarios.png'\n", + "cv.savefig(filename) # Save including version information\n", + "cv.get_png_metadata(filename) # Retrieve and print information\n", + "\n", + "# for some reason this is still blank" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "lesser-railway", + "metadata": {}, + "outputs": [], + "source": [ + "sim.initialize()\n", + "sim.run()\n", + "sim.save('drc-sim3_base.sim')\n", + "sim.to_excel('drc-sim3_base.xlsx')" + ] + }, + { + "cell_type": "markdown", + "id": "exterior-convertible", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "checked-career", + "metadata": {}, + "outputs": [], + "source": [ + "sim2.initialize()\n", + "sim2.run()\n", + "sim2.save('drc-sim_vaccinate65s.sim')\n", + "sim2.to_excel('drc-sim_vaccinate65s.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "boxed-combat", + "metadata": {}, + "outputs": [], + "source": [ + "sim3.run()\n", + "sim3.save('drc-sim_vaccinate_15-65s.sim')\n", + "sim3.to_excel('drc-sim_vaccinate_15-65s.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "anonymous-handling", + "metadata": {}, + "outputs": [], + "source": [ + "sim4.run()\n", + "sim4.save('drc-sim_vaccinate_subgroups.sim')\n", + "sim4.save('drc-sim_vaccinate_subgroups.xlsx')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "unlimited-planet", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/tutorials/t1.ipynb b/docs/tutorials/t1.ipynb new file mode 100644 index 000000000..a1603f864 --- /dev/null +++ b/docs/tutorials/t1.ipynb @@ -0,0 +1,848 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T1 - Getting started\n", + "\n", + "Installing and getting started with Covasim is quite simple. \n", + "\n", + "To install, just type `pip install covasim`. If it worked, you should be able to import Covasim with `import covasim as cv`.\n", + "\n", + "The basic design philosophy of Covasim is: **common tasks should be simple**. For example:\n", + "\n", + "- Defining parameters\n", + "- Running a simulation\n", + "- Plotting results\n", + "\n", + "This tutorial walks you through how to do these things.\n", + "\n", + "## Hello world\n", + "\n", + "To create, run, and plot a sim with default options is just:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n", + "Initializing sim with 20000 people for 60 days\n", + " Running 2020-03-01 ( 0/60) (0.51 s) ———————————————————— 2%\n", + " Running 2020-03-11 (10/60) (0.58 s) •••————————————————— 18%\n", + " Running 2020-03-21 (20/60) (0.64 s) ••••••—————————————— 34%\n", + " Running 2020-03-31 (30/60) (0.69 s) ••••••••••—————————— 51%\n", + " Running 2020-04-10 (40/60) (0.77 s) •••••••••••••——————— 67%\n", + " Running 2020-04-20 (50/60) (0.84 s) ••••••••••••••••———— 84%\n", + " Running 2020-04-30 (60/60) (0.93 s) •••••••••••••••••••• 100%\n", + "\n", + "Simulation summary:\n", + " 13576 cumulative infections\n", + " 11814 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 7139 cumulative recoveries\n", + " 7733 cumulative symptomatic cases\n", + " 515 cumulative severe cases\n", + " 134 cumulative critical cases\n", + " 24 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import covasim as cv\n", + "\n", + "sim = cv.Sim()\n", + "sim.run()\n", + "fig = sim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining parameters and running simulations\n", + "\n", + "Parameters are defined as a dictionary. The most common parameters to modify are the population size, the initial number of people infected, and the start and end dates of the simulation. We can define those as:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "pars = dict(\n", + " pop_size = 50e3,\n", + " pop_infected = 100,\n", + " start_day = '2020-04-01',\n", + " end_day = '2020-06-01',\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running a simulation is pretty easy. In fact, running a sim with the parameters we defined above is just:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initializing sim with 50000 people for 61 days\n", + " Running 2020-04-01 ( 0/61) (1.11 s) ———————————————————— 2%\n", + " Running 2020-04-11 (10/61) (1.23 s) •••————————————————— 18%\n", + " Running 2020-04-21 (20/61) (1.35 s) ••••••—————————————— 34%\n", + " Running 2020-05-01 (30/61) (1.48 s) ••••••••••—————————— 50%\n", + " Running 2020-05-11 (40/61) (1.64 s) •••••••••••••——————— 66%\n", + " Running 2020-05-21 (50/61) (1.82 s) ••••••••••••••••———— 82%\n", + " Running 2020-05-31 (60/61) (2.00 s) •••••••••••••••••••— 98%\n", + "Simulation summary:\n", + " 36204 cumulative infections\n", + " 32296 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 21049 cumulative recoveries\n", + " 21266 cumulative symptomatic cases\n", + " 1455 cumulative severe cases\n", + " 391 cumulative critical cases\n", + " 103 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n" + ] + } + ], + "source": [ + "sim = cv.Sim(pars)\n", + "sim.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This will generate a results dictionary `sim.results`. For example, the number of new infections per day is `sim.results['new_infections']`.\n", + "\n", + "Rather than creating a parameter dictionary, any valid parameter can also be passed to the sim directly. For example, exactly equivalent to the above is:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initializing sim with 50000 people for 61 days\n", + " Running 2020-04-01 ( 0/61) (1.15 s) ———————————————————— 2%\n", + " Running 2020-04-11 (10/61) (1.38 s) •••————————————————— 18%\n", + " Running 2020-04-21 (20/61) (1.53 s) ••••••—————————————— 34%\n", + " Running 2020-05-01 (30/61) (1.71 s) ••••••••••—————————— 50%\n", + " Running 2020-05-11 (40/61) (1.92 s) •••••••••••••——————— 66%\n", + " Running 2020-05-21 (50/61) (2.10 s) ••••••••••••••••———— 82%\n", + " Running 2020-05-31 (60/61) (2.29 s) •••••••••••••••••••— 98%\n", + "Simulation summary:\n", + " 36204 cumulative infections\n", + " 32296 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 21049 cumulative recoveries\n", + " 21266 cumulative symptomatic cases\n", + " 1455 cumulative severe cases\n", + " 391 cumulative critical cases\n", + " 103 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n" + ] + } + ], + "source": [ + "sim = cv.Sim(pop_size=50e3, pop_infected=100, start_day='2020-04-01', end_day='2020-06-01')\n", + "sim.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can mix and match too – pass in a parameter dictionary with default options, and then include other parameters as keywords (including overrides; keyword arguments take precedence). For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initializing sim with 50000 people for 61 days\n", + " Running 2020-04-01 ( 0/61) (1.13 s) ———————————————————— 2%\n", + " Running 2020-04-11 (10/61) (1.24 s) •••————————————————— 18%\n", + " Running 2020-04-21 (20/61) (1.36 s) ••••••—————————————— 34%\n", + " Running 2020-05-01 (30/61) (1.47 s) ••••••••••—————————— 50%\n", + " Running 2020-05-11 (40/61) (1.59 s) •••••••••••••——————— 66%\n", + " Running 2020-05-21 (50/61) (1.71 s) ••••••••••••••••———— 82%\n", + " Running 2020-05-31 (60/61) (1.86 s) •••••••••••••••••••— 98%\n", + "Simulation summary:\n", + " 7494 cumulative infections\n", + " 4662 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 1640 cumulative recoveries\n", + " 2902 cumulative symptomatic cases\n", + " 130 cumulative severe cases\n", + " 26 cumulative critical cases\n", + " 6 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n" + ] + } + ], + "source": [ + "sim = cv.Sim(pars, pop_infected=10) # Use parameters defined above, except start with 10 infected people\n", + "sim.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting results\n", + "\n", + "As you saw above, plotting the results of a simulation is rather easy too:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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V5UW0zvi07vTMmtrket/97nfJzs7mxz/+cbPrXr16NevXryczM5MhQ4Zw3XXXsXz5cv7yl79w7733cvfddwOwdetWli9fzpYtW5gxYwabN2/mkUceIS0tjQ8//JCqqipOPvlkZs6cCcBHH33E2rVrGTz48Pc027RpE48//jh///vfufjii3nmmWf4xje+wY033khycjK33HIL69ev58knn2TZsmXExsbyne98h/nz53PmmWdy/fXXs2TJEgYPHsy+ffvIzMw8YFuAN998s25/V155Jffeey/Tpk3jF7/4Bb/61a/qjrEx8+bN4wc/+AFXXHEF1dXVdcmwiIhIR1JTUszuV14goWfvTnX7p8Z0mKQ0mlJTU7nyyiu55557SExMbNY2kyZNqnvu/NChQ+uSyqysrAOeVX/xxRfj8/kYNmwYQ4YMYcOGDbz++uusWbOmrhe2qKiITZs2ERcXx+TJk5tMSAEGDx5MTk4OABMmTGDr1q0HrfPmm2+ycuVKJk2aBEBFRQU9evTg/fff59RTT63bT2Zm5mH3VVRURGFhIdOmTQPgqquu4qKLLjrsNieeeCK/+93v2L59O+effz7Dhg1r8phERETaExcKsevl53CBAH3mXID5/dEOKaqalZSaWTrwD2AM4ID/cs69V295PPAIMAHYC1zinNvqLfsJcC0QBL7vnHvNKz8D+AvgB/7hnPvDsRxIc3o0W9LNN9/M+PHjueaaa+rKYmJiCIVCAIRCIaqrq+uWxcfH1037fL66eZ/Pd8D1oA0vdDYznHPce++9zJo164BlixcvpkuX5l2HUn//fr+fioqKg9ZxznHVVVfx+9///oDyf//7383aR3PUb6PKysq68ssvv5wpU6bw8ssvM3v2bP72t79x2mmnRWy/IiIi0bZv+buUb/uCXmfOIS6zW7TDibrmXlP6F+BV59xIYCywvsHya4EC59xxwF3AHwHMbBRwKTAaOAP4XzPzm5kfuA84ExgFXOat225lZmZy8cUX8+CDD9aVDRo0iJUrVwLw4osvUlNTc8T1Pv3004RCIbZs2cLnn3/OiBEjmDVrFvfff39dfRs3bqSsrCwyB1LP6aefzoIFC8jNzQVg3759bNu2jRNOOIElS5bwxRdf1JUDpKSkUFJSclA9aWlpZGRksHTpUgAeffTRul7T+m1U//rbzz//nCFDhvD973+fuXPnsmbNmogfn4iISLRU7NxO/tK3SBk5mrSscdEOp01oMik1szTgVOBBAOdctXOusMFqc4F/edMLgNMt3MU3F3jCOVflnPsC2AxM9l6bnXOfO+eqgSe8ddu1H/3oRweMwr/++ut5++23GTt2LO+9916zezHrGzBgAJMnT+bMM89k3rx5JCQkcN111zFq1CjGjx/PmDFj+Na3vtXoaPtjNWrUKH77298yc+ZMsrOz+frXv86uXbvo3r07DzzwAOeffz5jx47lkksuAeCcc87hueeeqxvoVN+//vUvbr31VrKzs1m1ahW/+MUvALjlllu4//77GTdu3AFt99RTTzFmzBhycnJYu3atRvGLiEiHEayqZNe/nyEmOYVes87plLd/aow55w6/glkO8ADwKeFe0pXAD5xzZfXWWQuc4Zzb7s1vAaYAdwDvO+ce88ofBF7xNjvDOXedV/5NYIpz7qZDxTFx4kRXO0pbREREpD1yoRA7nnuSsi0b6X/5NST1GxDtkI6Ima10zk1sibqbc/o+BhgP3O+cGweUAbe3RDANmdkNZrbCzFbk5UV2ZL2IiIhIa8tb8ialmz+jx+lntLuEtKU1JyndDmx3zn3gzS8gnKTWtwPoD2BmMUAa4QFPdeWefl7ZocoP4Jx7wDk30Tk3sXv37s0IVURERKRtKvpkFfs+WEZ6zsRO+RjRpjSZlDrndgNfmdkIr+h04FMzu8nMak+3vwhc5U1fCLzlwtcFvAhcambxZjYYGAYsBz4EhpnZYDOLIzwY6sWIHZWIiIhIG1Kx/Ut2v/ZvkgYOpufXztR1pI1o7n1KvwfM9xLIz4FrgN8Ay7zlDwKPmtlmYB/hJBPn3Doze4rw9agB4LvOuSCAl9C+RviWUA8559ZF5pBERERE2o6aokJ2PPcksalp9J17Uae/H+mhNDnQ6ZAbmr0EnO+Nnm9xGugkIiIi7U2ouoptjz1EoLiIAd+8jviu7ft+pNEe6NQo59zZrZWQioiIiLQ3zjl2/vtZqvfm0WfuRe0+IW1pR52UStju3bu59NJLGTp0KBMmTGD27Nls3LixRfc5ffp0muo1vvvuuykvL6+bnz17NoWFhRGN4+GHH+amm8KXFc+bN49HHnkkovWLiIi0Z/m1I+1Pm0WXwUOjHU6b19xrSqURzjnOO+88rrrqKp544gkAVq9ezZ49exg+fHhUY7v77rv5xje+QVJSEgALFy5s0f3deOONLVq/iIhIe1K0dhV733+H9JwJGmnfTOopPQaLFi0iNjb2gIRs7NixTJ06lcWLF3P22WfXld900008/PDDQPjRmj/5yU/Iyclh4sSJfPTRR8yaNYuhQ4cyb948gMNuX9+3v/1tJk6cyOjRo/nlL38JwD333MPOnTuZMWMGM2bMqNtnfn4+t99+O/fdd1/d9nfccQd33nknAH/605+YNGkS2dnZdXU19M9//pPhw4czefJkli1b1mg9f//735k0aRJjx47lggsuqOux3bJlCyeccAJZWVn8/Oc/Jzk5ue5Yp0+fzoUXXsjIkSO54oorqL3W+c0332TcuHFkZWXxX//1X1RVVQFw++23M2rUKLKzs7nlllsAyMvL44ILLmDSpElMmjSpLr63336bnJwccnJyGDduXKOPQhUREYmUiu1fsvvV2pH2szXSvpk6TE/pqlV5FBVG9hLXtPQ4cnIOfX/UtWvXMmHChKOqe8CAAaxatYof/vCHXH311SxbtozKykrGjBlzRL2Ov/vd78jMzCQYDHL66aezZs0avv/97/PnP/+ZRYsW0a3bgdevXHLJJdx8881897vfBcKP83zttdd4/fXX2bRpE8uXL8c5x5w5c1iyZAmnnnpq3ba7du3il7/8JStXriQtLY0ZM2YwbtzBz+s9//zzuf766wH4+c9/zoMPPsj3vvc9fvCDH/CDH/yAyy67rC75rvXxxx+zbt06+vTpw8knn8yyZcuYOHEiV199NW+++SbDhw/nyiuv5P777+eb3/wmzz33HBs2bMDM6i5L+MEPfsAPf/hDTjnlFL788ktmzZrF+vXrufPOO7nvvvs4+eSTKS0tJSEhodntKyIiciQ00v7oqac0SubMmQNAVlYWU6ZMISUlhe7duxMfH39E134+9dRTjB8/nnHjxrFu3To+/fTTw64/btw4cnNz2blzJ6tXryYjI4P+/fvz+uuv8/rrrzNu3DjGjx/Phg0b2LRp0wHbfvDBB0yfPp3u3bsTFxdX98z7htauXcvUqVPJyspi/vz5rFsXvtvXe++9x0UXXQTA5ZdffsA2kydPpl+/fvh8PnJycti6dSufffYZgwcPrrsU4qqrrmLJkiWkpaWRkJDAtddey7PPPlt3icIbb7zBTTfdRE5ODnPmzKG4uJjS0lJOPvlk/t//+3/cc889FBYWEhPTYf4WExGRNiRYUc5XTz+GCwbpe8Hl+BOToh1Su9Jhvp0P16PZUkaPHs2CBQsaXRYTE0MoFKqbr6ysPGB5fHw8AD6fr266dj4QCDS5PcAXX3zBnXfeyYcffkhGRgZXX311o+s1dNFFF7FgwQJ2795dl1g65/jJT37Ct771rSa3b8rVV1/N888/z9ixY3n44YdZvHhxk9vUbwO/308gEDjkujExMSxfvpw333yTBQsW8Ne//pW33nqLUCjE+++/f1BP6O23385ZZ53FwoULOfnkk3nttdcYOXLkUR+fiIhIQ6HqarYv+D9qCgvpf/E3NNL+KKin9BicdtppVFVV8cADD9SVrVmzhqVLlzJw4EA+/fRTqqqqKCws5M033zyiupuzfXFxMV26dCEtLY09e/bwyiuv1C1LSUk55LWTl1xyCU888QQLFiyo67mcNWsWDz30EKWlpQDs2LGD3NzcA7abMmUKb7/9Nnv37qWmpoann3660fpLSkro3bs3NTU1zJ8/v678hBNO4JlnngGoGxh2OCNGjGDr1q1s3rwZgEcffZRp06ZRWlpKUVERs2fP5q677mL16tUAzJw5k3vvvbdu+1WrVgHha1mzsrK47bbbmDRpEhs2bGhy3yIiIs3lgkF2vriAyl076HPO+SQNGBTtkNqlDtNTGg1mxnPPPcfNN9/MH//4RxISEhg0aBB33303/fv35+KLL2bMmDEMHjy40WsvD6c5248dO5Zx48YxcuRI+vfvz8knn1y37IYbbuCMM86gT58+LFq06IDtRo8eTUlJCX379qV3795AOKFbv349J554IgDJyck89thj9OjRo2673r17c8cdd3DiiSeSnp5OTk5Oo7H/5je/YcqUKXTv3p0pU6bUJce1dwT43e9+xxlnnEFaWtph2yAhIYF//vOfXHTRRQQCASZNmsSNN97Ivn37mDt3LpWVlTjn+POf/wyEB3h997vfJTs7m0AgwKmnnsq8efO4++67WbRoET6fj9GjR3PmmWc20foiIiLN45xj92v/pnTLRnrOPIuUEaOiHVK7ddRPdGpteqJT+1deXk5iYiJmxhNPPMHjjz/OCy+8EO2wREREjlre22+y9/2ldDtpGt2mzoh2OC2uJZ/opJ5SaTUrV67kpptuwjlHeno6Dz30ULRDEhEROWoFKz9g7/tLSc+ZQNdTpkc7nHZPSam0mqlTp9Zd/ykiItKeFW9YR+6br5J83Ah6fl33Io0EDXQSEREROQJlWz9n10vPktC3P33mXoj5dC/SSFBSKiIiItJMlXt2seO5J4jL7Eq/Cy7DFxMb7ZA6DCWlIiIiIs1QXbiP7U8/hj8+gX4XXoE/ITHaIXUoSkpFREREmlBTVMhXTzyCC4bod/E3iU09/G0N5cgpKRURERE5jJriIr564l+EKivpd/E3iO/W+k+R7AyUlIqIiIgcQk1JMV898S8CFeX0u/gbJPbuG+2QOiwlpSIiIiKNCJSWhBPS0lL6X/QNEvv0i3ZIHZqSUhEREZEGAmWlfPnEvwiUlIR7SPv2j3ZIHZ6SUhEREZF6AuVlfPX4vwgUF9HvwstJ6jcg2iF1CkpKRURERDyB8nK+euIRaooK6HvB5SQNGBTtkDoNJaUiIiIiQLCinO1PPUJNwV76XnAZXQYOjnZInYqSUhEREen0gpUVfPXko1Tl59H3vEvpMmhotEPqdGKiHYCIiIhINAVKS9i+YL6XkF5ClyHHRTukTklJqYiIiHRaVXl72P70fIKVlfQ9/1KShwyLdkidlpJSERER6ZTKtn3BjueewBcbx4DLryGhV+9oh9SpNfuaUjPzm9nHZvZSI8syzew/ZrbJe8/wys3M7jGzzWa2xszG19vmKm/9TWZ2VWQOR0RERKRpRWtXs/3px4hNSWXgN69TQtoGHMlApx8A6w+x7HbgTefcMOBNbx7gTGCY97oBuB/CSSzwS2AKMBn4ZW0iKyIiItJSnHPkL3ubXS8/R2K/AQy44lpiU9OiHZbQzKTUzPoBZwH/OMQqc4F/edP/As6tV/6IC3sfSDez3sAs4D/OuX3OuQLgP8AZR3cIIiIiIk1zwSC7X3mB/HcWkTZmLP0v+gb+hIRohyWe5l5TejfwYyDlEMt7Oud2edO7gZ7edF/gq3rrbffKDlV+ADO7gXAPKwMG6GkKIiIicnSCVZXsfP4pyrZ+TreTptH1lOmYWbTDknqa7Ck1s7OBXOfcyuZU6JxzgDvWwLy6HnDOTXTOTezevXskqhQREZFOpqa4iC/n/5PyL7fS68w5dJs6QwlpG9Sc0/cnA3PMbCvwBHCamT3WYJ093ml5vPdcr3wH0L/eev28skOVi4iIiERMxa4dbHv0H9QUFdDvoitIzx7f9EYSFU0mpc65nzjn+jnnBgGXAm85575hZr83s/O81V4EakfQXwW8UK/8Sm8U/glAkXea/zVgpplleAOcZnplIiIiIhFR/OknfDn/n5jfz4ArrtVTmtq4Y7lPaRbhpBPgD8BTZnYtsA242CtfCMwGNgPlwDUAzrl9ZvYb4ENvvV875/YdQywiIiIigDfCfsmb7H3/HZL6D6TPuRcTk9Ql2mFJEyx8CehRbGj2mnNuVoTjOaSJEye6FStWtNbuREREpB0KVlWy66VnKd28kfScCfT82mzM7492WB2Gma10zk1sibqPuqe0NRNSERERkaZUF+5jxzOPU71vLz2/Ppv0cZM0oKkd0WNGRUREpN0r2/YFO194Chz0u+gbdBk0JNohyRFSUioiIiLtWsHHH5L7xivEZXSl7wWXEZeRGe2Q5CgoKRUREZF2KRSoIffNVylctZLkocPpfc75+OP1hKb2SkmpiIiItDtVe/PZ9eICKnN30/WEU+g29TTM16ynp0sbpaRURERE2g3nHMVrV7PnPy9jMbH0u+Byko8bHu2wJAKUlIqIiEi7EKquYvdrL1P86RqSBgyi99nnE5uSGu2wJEKUlIqIiEibV7l7JztfXEBNYQHdps6g6wlTdbq+g1FSKiIiIm2Wc46CFe+T9/YbxCR1of9lV5PUf2C0w5IWoKRURERE2qRAeRm7F75A6ZaNJB83gt6z5+JPTIp2WNJClJSKiIhIm+Kco2T9WnIXvU6wolxPZzqMstyvSOrWB/O1/0epKikVERGRNqMydze5b7xC+VfbSOjVh34XXk5Cz97RDqvNCQVqyF33DoVb19FjzClkDs2JdkjHTEmpiIiIRF2wopy8pYsoWrUCX0Iivc6YQ1r2OPWONqKyMJedK1+npqyQzOPGkzE4K9ohRYSSUhEREYkaFwpRtOYj8pa8SaiykvTxk+l2ynT8CYnRDq3NcS7Evs0fk7/+ffzxSfQ78Vy6dO8X7bAiRkmpiIiIREXF9i/Z88YrVO7ZRVL/gfT42mwSevSMdlhtUk1FCbtW/ofyvTtJ6TOUXmNn4I/rWI9UVVIqIiIirSpQWkLe4v9QtG4NsSmp9JlzISkjR+tU/SEU79jEntWLcC5E73Gnk9p/ZIdsKyWlIiIi0ipCgQAFK95n77tLcKEgXU+cStcTpuKLi4t2aG1SsKaK3E+WUvTVBhIzetJ7wteJ65Ie7bBajJJSERERaVHOOUo3f0beotepLthH8nEj6HHaLOIyMqMdWpvknKN01+fkrltGoKKYbiMm0XX4xA5x26fDUVIqIiIiLaYqP4/ct16l7IstxHftTv9LvkmXQUOjHVabVZ6/nbxP36OiYA9xyen0P/l8krr2iXZYrUJJqYiIiERcsLKSvcsWU/DRcnyxcfQ4/Qwyxk3C/B27t+9oVRbmkrf+fcpyvyQ2MZleOaeR1n8k5vNFO7RWo6RUREREIiZ8i6ePyV/6FsGKctLGjqfb1NOISeoS7dDapOrSQvI3vE/xjs344xLoMfpk0gdn4fN3vhSt8x2xiIiItIiybV+Q99ZrVObuJrHfAPp97Rt6GtMhBCrLyP9sOUXbPsV8froOn0jmcePwx8ZHO7SoUVIqIiIix6R6Xz65i16ndPNGYtPSdYunw6guK6bg81UUbVuHc470QWPoOnwSMQlJ0Q4t6pSUioiIyFEJVpST/+4SCj9ajsXE0H3a18iYOAVfTGy0Q2tzKgtz2bf5Y0p2bgLzkdp3OF1HTCKuS1q0Q2szlJSKiIjIEXHBIAUfLWfvu0sIVVWGrxs9ZQYxXZKjHVqb4pyjPO8r9m3+iLK87fhiYskYOo6MIWOJTVRbNaSkVERERJpl//1G/0N1wV66DBpC9xmz9GjQBlwoSPGOzRRs+ZjKonxiErrQY/RJpA0c3amvGW1Kk0mpmfUHHgF6Ag54wDn3lwbrxHvrTAD2Apc457Z6y34CXAsEge87517zys8A/gL4gX845/4QoWMSERGRCAoFaihZv46Cle9TuWc3cV270e/Cy+kyZJiuG60nFAxQ9OV69m1aSU1FKfEpGfQedxopfYd3ytH0R6o5LRQAfuSc+8jMUoCVZvYf59yn9da5Fihwzh1nZpcCfwQuMbNRwKXAaKAP8IaZDfe2uQ/4OrAd+NDMXmxQp4iIiERRoLSEwo9XULhqBYHyMuK7dafXGXNIGzNW9xutx4WCFG77tC4ZTczsRc/s6XTpOVBJ+xFoMil1zu0CdnnTJWa2HugL1E8g5wJ3eNMLgL9a+KcwF3jCOVcFfGFmm4HJ3nqbnXOfA5jZE966SkpFRESirGLndgpWLqfks3UQCtFl6DAyJpxA0sDBSrLqcaEgRV+uZ+/GFXXJaK+c00nq3k/tdBSOqC/ZzAYB44APGizqC3wF4JwLmFkR0NUrf7/eetu9MmrXr1c+pZH93QDcADBgwIAjCVVERESOgAsGKfnsUwpWfkDFzu344uJIHzeJjPGT9Yz6BlwoSNFXG8LJaHkJiRk96ZVzGknd+ysZPQbNTkrNLBl4BrjZOVfcciHt55x7AHgAYOLEia419ikiItKZVBfuo2j1xxR98hGBsjLiMjLp+bUzSR0zFn98QrTDa1PCyehnXjJaTEJ6j/Bp+h4DlIxGQLOSUjOLJZyQznfOPdvIKjuA/sB2M4sB0ggPeKotr9XPK+Mw5SIiItKCXDBI6aYNFK5eSdnWzzEzugwdTnrOBA1eakSgsozCbeso3LqOQGUZCend6Zl1tq4ZjbDmjL434EFgvXPuz/XKbwJwzv0VeBG4CngPuBB4yznnzOxF4P/M7M+EBzoNA5YDBgwzs8GEk9FLgcsjeWAiIiJyoOqCfRSt+YiiTz4mUFZGbEoq3U6ZQVpWDrGpuol7fc45Kgt2U/D5Gkp2bcGFQnTp0Z9eY2coGW0hzekpPRn4JvCJma3yyn4KjASWefMPAo96A5n2EU4ycc6tM7OnCA9gCgDfdc4FoS6pfY3wLaEecs6ti8gRiYiISJ1gVSVlWzZR9MnHB/eKDj4O8/miHWKbEgrUULxjI4VffEJlUT7+2DjSB2WRMXgMcckZ0Q6vQzPnju5STTN7CTjfOVcd2ZAaN3HiRLdixYrW2JWIiEi7Fqwop3TzRko++5SyrVtwwSCxKamkjZ1AWvY4YlNSox1im1NdWkDh1nUUffkpwZpq4lO7kjE4i9R+I/TY1HrMbKVzbmJL1H3Ud3J1zp0dyUBERETk6AXKyyjduIGSjZ9Svu0LXChEbGoaGeMmkTJiFAl9NTK8oZryEkp2bqJ4+0Yqi/IxM1L6DCV9cDaJmb3VXq1MjxcQERFppwLlZZR89ikln31KxZdbcc4Rl5FJ5uSTSB5+PAm9+iixaiBQVU7Jzs0Ub99Ixb7dACRm9KTHmFNI7TuMmIQuUY6w81JSKiIi0o6Eqqso2biB4vWfUL71c1woRFzXbmSeOJWUEaOI795TiWgDwZoqSnd9TvGOjZTnbcc5R3xqJt2PP4GUvsOI66JBXm2BklIREZE2LhQIUPbFZoo//YSyzZ8RCgSITU0jc/JJpByfRXz3HkpEGwgFqind/QXFOzZTlrstfDlDUiqZw8aT2nc48aldox2iNKCkVEREpA1yoSDlX26jZP1aSj77lGBVJf7EJFKzxpE2KkvXiDYiFKihdM9WSnZspix3K6FgkJiELmQMziKlzzASMtSL3JYpKRUREWkjQoEayr7YQunGDZRu+YxgRQW+2DhSho8kZVQWXQYOwfz+aIfZpoSCAcr2bKNk52ZK93xBKBAgJj6RtAGjSOk7TAOW2hElpSIiIlFUex/Rkk0bKNuyiVBNNf74BLoMHU7K8JF0GTIMX6xuSVTLhYJUFuZRnr+d8vwdVOzbRSgYwB+XQGq/EaT0GUZStz6Y6f6r7Y2SUhERkVYWKC0J30d00/rw7ZuCQWK6dCF1dBYpw0eRNGCQekQ9zoWoLMyjYu8OyvK2U7FvJ6FAAID41EzSBo4iuecgkrr104MA2jklpSIiIi3MOUfVnl2UbtlI6eaNVO7eCUBcegYZE6aQMmwkCX2UVAG4UIjKojwq9u6kfO8OKvbuJFgTfk5PXHIGqf1GktStL0nd+hITnxTlaCWSlJSKiIi0gFBNDeXbPqd080ZKt2wkUFqCmZHQpx/dTz2dLkOHa9Q8tafjcynP30H53p3h0/GBGgDiuqSR0uc4krr1Cyehuodoh6akVEREJAJC1VVU7NpJ5c6vKN/+JRVfbiUUCOCLi6PL4ONIHjqcLkOHEZPUuROrQFU5lYV5VBbsoXzvDioLdhMKBgGIT8kktd+IcE9o1z5KQjsZJaUiIiJHyDlH9d58Kndup2LXdip2bKc6PxfnHABxXbuRNnYCyccNJ6l/570+NFhdGU5Ai3KpLMilsiiXmvISAMwgPrUbaQPHkNS1D4lde+t0fCenpFREROQwXChI9b59VOXupjJ3N1V7dlG5ayfBqkoA/PEJJPTpR8rw8HWhib374k/sfMlV7aj4ioLdVBbsprIwj+qyorrlcV3SSMzoRcbgbBLSexCf1g1/bHwUI5a2RkmpiIiIJ1hZSVXubqry9oQT0Nw9VOfn1o32Nr+f+G7dSTl+NIl9+pPQpx9xmV075XWhgcoyKvbtpqJgFxX7wkmoC4VPw8cmJpOQ3pO0gaNISO9BQlp3/HEJUY5Y2jolpSIi0umEamqo3ptHVV4uVfnhV3VeLjUlxXXr+BOTSOjRk/Rxk4jv0Sv86tqt052Kd84RrCqnqjifquK9VBbmUrFvNzUVpQCYz09CencyhmSRmNGbxMxeuhZUjoqSUhER6bBCgRqq9+2lOj8vnHzm5VK9N4+awoK66z/NH0N8124k9h9EevcexPfoSUKPXvi7JHe6HtBQMEB1yT6qivdSVZxPZVE4EQ1WV9atE5uYTEJGLzKG9iIxoxfxad3w+ZVOyLHTb5GIiLR74Z7P/HCP5948qvLzDk4+fT7iMroS37M3qaPHEt+tO/HdexCbnoH5OlfvJ0CwporKwjyqivLCCWhhHtWl+9vL5/cTl9KV5F6DSUjrRnxqN+JTu+o0vLQYJaUiItKmhaqrCZQWU1NSQqCkmECp915STE1pMYGSEoJlpfV6Pv3EZWSGk89RWcR160F8127EZnTFF9P5vvaccwQqS6kq2ktlUR5VRflUFuVRU77/UoWYhC4kpHUnufcQLwHtSmyXND2qU1pV5/vXKSIibU6ouprqwn1U79tLTcFeqvfto7pgL9X79hKsKD9ofX98AjEpKcSkpBHfvSexqenEd+tOXNfuxGVkdrrrPiF86r2mrIjq0gKqSgqoLi2guqSA6rKCuoFaEB4Fn5Deg/RBo8MJaFp33YpJ2gQlpSIi0iqClZXUFBZQXbiPmsICaooKqC4IJ6KBegOMAGKSU4jL7ErKiOOJTcsgJjmFmJRUYlNSiElOxRcXF6WjiB7nHMHqCmrKS6gpLyZQUUJ1WTE15cXUlBVRU16E11kMQGxSCnHJGaR17UN8SgZxKZnh0++6DZO0UUpKRUTkmDnnCJaXeafWS8Kn24sKqfaSz5qCAoKVFQds409MJC6jK10GDiY2I5O4zG7EZWQSl9G1UyWdoWCAYHUFwepKglWVBKvLw9PVlQSqKghUlIYTz4riA3o8AfxxCcQmphCf1p3UfsOJS84gLiWDuC7p+GJio3REIkdHSamIiDTKOUeouopgeXk44Swv2z9dWrL/VVJMoKwUFwodsL35fMSmpRObnkHCyD7EZWTWzcemZeBP6PgDZkLBAIGKEmrKS6mpKPGmi6mpKCVQUUKgqvygRLOWGfhiE4hNTCYuOY0uPfoTm5RKTGIKsUmpxCalqNdTOhQlpSIinYALhQhVVRKsqCBYWUGworxuOlRRQbDSm68oJ1hRTsBLPp33TPKG/PEJ3in1FJIGDglPJyfXnWavne8Io9qdc4QC1QSryglUlod7NWuqCQWqCQVqvFc1LlhTr7yaQEUpgaoDe4fNICYhmRjv5vIxCUn44xK9VwL++HrTcfEaaCSdipJSEZF2xIVCBCsr65LHYHl53XT9pDNU6SWflZWEKivrHonZGDPDl5CAPyERf0IiMcmpxPfohT+pCzFJXfAnJdWbDs+351PDzoUI1VTXnSIP1lQRrK4kVFN7yry8LgGtnQ4dIjmH8M3jfTGx3isOX0ws/rhE4lO7EZvk9WomphCblEJMQpcOkaiLtAQlpSIiLcQ5hwsECFVXEaquJlRTHX6vrsJVV9eVuUCAUKAm/F5Tg6upIRQI4Gp74aqq9ieelZV1tz5qyPx+/AkJ+BOS8CUkhJPLbj3wJSTiT0jw3hPxJybiT0yqm/bFJ2C+tt8j51wo3B71eiPr90zW9ljWTdccWBasqQ4nnjXVh91PTHwi/vhEYuK7kJScXjftj08iJj4p3JsZG1eXgCrJFIkMJaUi0qm5YLAuIaxLCmuTxJoab77Be03NAQlmw4SzLtmsrj5kAtkY84d73Cw2Fl9MDBYTE56Oiw/3XCYmEZOYFO65rH1PqH1PxGJjo/oEIudCuGAQFwq/QoEaQsGag05x180Ha3DBAKFgoMn3UKDqkNdeNuTzx9TrtQwnjjGJycSlxIVPi8fG449LwOe9+2PDp8p9sfH4Y9tHgi7SEUU1KTWzM4C/AH7gH865P0QzHhFpHS7kJS/BcCK4f95LaIJBCAbDp0zrlYWXh/av02C7uoSypvrQCWX95DMYOGhwTnP5YuPwxcXhi4vHFxdOHGOSumDpGeHyA5bH1SsLz1tsHP74eC8BjQ0noEeRDDnnwDlcKEiwqoJQsDrcy9og+QsFwscL7vCJsnMNksKaRpLEmv1tHgzUJaFH2pZmYP5YfP4YzB9T926+GHyxcfjjk+rK/LHx4QSzXg/l/t7KuP3L/LFKKkXaqaglpWbmB+4Dvg5sBz40sxedc59GKyaR9qAuoQiF6hKScFISCicFdQlcwHv3krhAYH/iEHL7163drq6O+sleYH8iGAwekAAekDQ2ljjW3z4QOKi+lmD+GHyxsXWJ3v7pGCwxEYvZnwD6vF5I/H6vVzKczFiMH2JiML8Pn98Pfj/m94Gv9t0Xzqbw2r22/V2owbsDF24jFwoSCAZwoSpC5YW4Uu9nUZfQOZzbn3DXJpkuFKorx4X2J+QNy5vfGdu8djSvLf2xBySLPn8svth4YhKSMF9tAunH5/d7835vPlxu/tj911rWm64tN5+/0z1bXkQOLZo9pZOBzc65zwHM7AlgLhD1pLT2izVCtXlfTvvna79Bwm9H8G3iDvwSbDgNDheqra92eb04QiGvvG7ndfEdFEu9pKH2S3b/fMP9e+sGQ4QIJzwQCsdS7wvbOdcgkar35d3wOA9uxXB4dduH6tULuKB37LV1e3HXq68uEfLqqK2nNkkLf7l79YVC1P+qrN+O4XLz2gVvuwOTw7r2pzYWt799DzhmF04Q67dTvQSE2jard2yHPx3s6v3fm7L904f/bWus3b1jNgOfD/MZmA98Fu6NsnCCZn5feB3z7V/X74OY2vViwOclfWb4vG3NZ16SB0b4PZwRhd/Nm3bY/uSldp1aDXKa2rZ2zhGobXcXwLma/T+rmhCuuvZnfthGibj9SZw/nNSZLzztC79jFl4nNg4zf107+/x+r818h97G60FsLAEMl8cc3GCNJIVKFkUkGqKZlPYFvqo3vx2YEqVYDrDo/14lb2d+BGts5W+9A/YanX1HW5NfqA2XmxH+sq4dsBBz8Hf3YetrZA075MyhK7F607Vh+W1/WA2WH1y9ef/VS+Dq6q1X5wHb20GxhpNBOyAxpH5ieNA2jcTl/Q1gwQbljR2D1UZcr94G+7IDjsPqrWr7162rp7HjtgPqtdqf+UHz9ad9+9uiYbs0ut8G9dW1XziRrJs/lNq/BSP1NzEhoMp7iUhHlZYeR05O92iHccza9EAnM7sBuMGbLTWzz1px992ASGamHZHaqGlqo6apjZqmNmqa2qhpaqOmqY2aNqKlKo5mUroD6F9vvp9XVsc59wDwQGsGVcvMVjjnJkZj3+2F2qhpaqOmqY2apjZqmtqoaWqjpqmNmmZmK1qq7mgOUfwQGGZmg80sDrgUeDGK8YiIiIhIlEStp9Q5FzCzm4DXCF8x95Bzbl204hERERGR6InqNaXOuYXAwmjGcBhRuWygnVEbNU1t1DS1UdPURk1TGzVNbdQ0tVHTWqyN7EieNiIiIiIi0hL02AsRERERiboOn5Sa2blm5sxs5DHWM9jMPjCzzWb2pDc4CzM71cw+MrOAmV0YmahbVyu00UAze9PM1pjZYjPrF5nIW08E2+gmr32cmXWrV36rma3yXmvNLGhmmcceeeuJYBvNN7PPvHZ4yMxivfLpZlZUr51+EZnIW5bXJo/Vm48xszwzeylC9U8ws0+836t7zLsRqpn9xvs3t8rMXjezPpHYX0tohTb6nZl9ZWalDcrbzed3FNuo3Xx+t2QbmVmSmb1sZhvMbJ2Z/aHesrvqfS5tNLPCY91fa2j4sz6Gehr97q+3/ALvZ9PkXQ06fFIKXAa84703m4Ufg1rfH4G7nHPHAQXAtV75l8DVwP8dW5hR1dJtdCfwiHMuG/g18PtjCzcqItVGy4CvAdvqFzrn/uScy3HO5QA/Ad52zu07+nCjIlJtNB8YCWQBicB19ZYtrW0n59yvjyXYVlQGjDGzRG/+6zS4/d0xuh+4Hhjmvc7wyv/knMv2fqdeAtpyEt/SbfRvwk8RbKg9fX5Hq43a0+d3S7fRnc65kcA44GQzOxPAOffDep/f9wLPRnCf7cGhvvsxsxTgB8AHzamoQyelZpYMnEK4gS71yqab2RLvL57PzGyemfm8ZaVm9v+Z2WrgxHr1GHAasMAr+hdwLoBzbqtzbg37n8XSrrRGGwGjgLe86UWEHyfbbkSqjQCccx8757Y2scvLgMcjfiAtKMJttNB5gOWE72Hc3i0EzvKmD/j5mtlkM3vPzD42s3fNbIRXvsTMcuqt946Zja1fqZn1BlKdc+977fUI+z+biuut2oW2/3i3FmkjAK99djVS3t4+v1u9jWh/n98t0kbOuXLn3CJvuhr4iMY/m9rV57f3Of1Svfm/mtnV3vRWM/uVhc8mfGKNnAVr4rsf4DeEk9bK5sTToZNSwv94XnXObQT2mtkEr3wy8D3C/9iGAud75V2AD5xzY51z79SrpytQ6JwLePPbCT8mtSNojTZaXW/784AUM+vaIkfTMiLVRk0ysyTCPV3PRCTy1hPxNrLwaftvAq/WKz7RzFab2StmNrolDqSFPAFcamYJQDYH9hpsAKY658YR7s38b6/8QcK9eJjZcCDBObe6Qb19Cf9bq3XAZ5N5p2SBK2jbPaXQcm3UkUSjjdrb53eLt5GZpQPnAG82KB8IDGZ/Et8R5DvnxhM+I3NLI8sP+d1vZuOB/s65l5u7s46elF5G+BcU7732tOJy59znzrkg4b9oTvHKg7S/ZOBYtUYb3QJMM7OPgWmET6dE7OneraA1f4/OAZa101P3kW6j/wWWOOeWevMfAQOdc2MJnyJ7PkKxtzivN24Q4XZpeBu8NOBpM1sL3AXUJttPA2d7yfl/AQ8fxX5/5pzrT/iSiJuOKvhWEq02ak+i1Ebt6vO7pdvIzGIIf5bd45z7vMHiS4EF3uddR1F7KcJKwu3aLN5ZsT8DPzqSnUX1PqUtycKDRE4DsszMEb5BvwNe5uDTWLXzlbW/TGb2GtATWEH4eq10M4vx/ho46JGo7VFrtZFzbifeX9read4LnHOFLXhoERPJNnLOXUfTLqUdnfqBlmkjM/sl0B34Vt2G9U5HO+cWmtn/mlk351x7eU71i4Svz5tOuHeh1m+ARc6588xsELAYwqcLzew/hHuhLwYmWPj625X16rufA08hHuqzaT7hL+hfRuhYWkrE28g519Z7iI9Uq7ZRO/38bsk2egDY5Jy7u5H9Xgp8N6JH0vICHNhBmdBgeZX3HsTLGZv53Z8CjAEWh8/w0wt40czmOOcO+ZjSDpuUAhcCjzrn6r7UzOxtYCow2cwGEx5scgmN3AjWOTer/ryZLfLqfAK4Cnih5UJvNa3SRhYeZb7PORciPIjnoRY5mpYR0TY6HDNLI9wT8Y1jDbqVRfr36DpgFnC69ztTW94L2OOcc2Y2mfAH6d4WOJ6W8hDh01yfmNn0euVp7E8kr26wzT8ID0BZ6pwr8Mpy6q9gZsVmdgLh05RXEu5FxsyGOec2eavNJXzqsq1rkTbqYFq1jdrp53dL/Vv7rVfHQR0M3vWWGcB7xxZ6q9sGjDKzeMIDS08nPGD1kJrz3e+cKwLq32FmMXDL4RJS6Nin7y8DnmtQ9oxX/iHwV2A98EUj6zXmNuD/mdlmwn95PQhgZpPMbDtwEfA3M2tPj0ptlTYi/NfqZ2a2kfBfV7875shbT0TbyMy+7/2+9APWmNk/6i0+D3jdOVcWicBbUaR/j+YR/j15zw689dOFwFoLD466B7jUG9zTLjjntjvn7mlk0f8Av/dOj8Y02GYlUAz88zBVf4fwF+pmYAvwilf+BwvfVmsNMJPwCNg2raXayMz+x/t3l2Rm283sDq+83X1+t3Yb0Q4/v1uijSx8K6yfEb4+/iPvs6l+cnop8ER7+UzyLkOocs59BTwFrPXePz6K6g713X/kcbWT9osY76+mW5xzZ0c5lDZLbdQ0tVHT1EbHzsL3Fl0MjKzfayz7qY2apjZqWmdrIwvfXeDvzrnGbgMWNR25p1REpN0ysysJn5L/WWf4kjwaaqOmqY2a1tnayMxuJDx24efRjqWhTtdTKiIiIiJtj3pKRURERCTqlJSKiIiISNQpKRURERGRqFNSKiIiIiJRp6RURERERKJOSamIiIiIRJ2SUhERERGJOiWlIiIiIhJ1SkpFRA7BzAaYWamZ+b35xQ2edy0iIhGipFREOiwz22pmFWZWYmaFZvaumd1oZs367HPOfemcS3bOBVs61kgzs6vN7J1oxyEi0lxKSkWkozvHOZcCDAT+ANwGPBjdkEREpCElpSLSKTjnipxzLwKXAFeZ2RgAMzvLzD42s2Iz+8rM7qjdxswGmZkzs5j6dZlZnJntM7OsemU9zKzczLo3tn8zu97M1nu9tp+a2Xiv/HjvsoBCM1tnZnPqbXPA5QINez+92G40s03e9vdZ2PHAPOBE7/KDQm/92d6+S8xsh5ndcixtKiISSUpKRaRTcc4tB7YDU72iMuBKIB04C/i2mZ3bRB3VwBPAN+oVXwa86ZzLa7i+mV0E3OHtJxWYA+w1s1jg38DrQA/ge8B8MxtxBId0NjAJyAYuBmY559YDNwLveZcfpHvrPgh8y+s5HgO8dQT7ERFpUUpKRaQz2glkAjjnFjvnPnHOhZxza4DHgWnNqONfwGVmZt78N4FHD7HudcD/OOc+dGGbnXPbgBOAZOAPzrlq59xbwEuEE9zm+oNzrtA59yWwCMg5zLo1wCgzS3XOFTjnPjqC/YiItCglpSLSGfUF9gGY2RQzW2RmeWZWRLiHsVtTFTjnPgDKgelmNhI4DnjxEKv3B7Y0Ut4H+Mo5F6pXts2Lr7l215suJ5zkHsoFwGxgm5m9bWYnHsF+RERalJJSEelUzGwS4aSv9trM/yOcTPZ3zqURvhbTDrF5Q/8ifAr/m8AC51zlIdb7ChjaSPlOoH+DuwEMAHZ402VAUr1lvZoZF4A7qCDcUzuX8KUCzwNPHUF9IiItSkmpiHQKZpZqZmcTvhb0MefcJ96iFGCfc67SzCYDlx9BtY8B5xFOTB85zHr/AG4xswneQKTjzGwgUNvb+mMzizWz6cA5XowAq4DzzSzJzI4Drj2C2PYA/cwsDuoGZ11hZmnOuRqgGAgdtgYRkVakpFREOrp/m1kJ4d7KnwF/Bq6pt/w7wK+9dX7BEfQeOue+Aj4i3Cu59DDrPQ38jnCvbAnhXspMb8DUOcCZQD7wv8CVzrkN3qZ3AdWEE8x/AfObGxvhQUzrgN1mlu+VfRPYambFhC9TuOII6hMRaVHm3EFneEREpJnM7CFgp3Pu59GORUSkPYtpehUREWmMmQ0CzgfGRTkUEZF2T6fvRUSOgpn9BlgL/Mk590W04xERae90+l5EREREok49pSIiIiISdUpKRURERCTq2s1Ap27durlBgwZFOwwRERGRTmvlypX5zrnuLVF3u0lKBw0axIoVK6IdhoiIiEinZWbbWqpunb4XERERkahTUioiIiIiUaekVERERESiTkmpiIiISDvkgkHy3n6DQFlptEOJiHYz0ElEREREwgLlZex8/inKv9pGbFoG6TkToh3SMVNSKiIiItKOVObuYcezjxMoLaXPOReQOior2iFFhJJSERERkXaiZNMGdv37WXzx8Qy44hoSe/eNdkgRo2tKj5GZ8aMf/ahu/s477+SOO+6ISN1XX301CxYsiEhdh/P0009z/PHHM2PGjBbfV30vvvgif/jDH5pc79Zbb2X06NHceuutR7yP//7v/z5g/qSTTjriOkRERKLNOcfe95aw49kniOvWjUFX3dChElJQUnrM4uPjefbZZ8nPz492KAcIBALNXvfBBx/k73//O4sWLWrBiA42Z84cbr/99ibXe+CBB1izZg1/+tOfjngfDZPSd99994jrEBERiaZQoIZd/36GvCVvkToqiwGXX0NMckq0w4o4JaXHKCYmhhtuuIG77rrroGUNezqTk5MBWLx4MdOmTWPu3LkMGTKE22+/nfnz5zN58mSysrLYsmVL3TZvvPEGEydOZPjw4bz00ksABINBbr31ViZNmkR2djZ/+9vf6uqdOnUqc+bMYdSoUQfF8/jjj5OVlcWYMWO47bbbAPj1r3/NO++8w7XXXntQT+TixYuZPn06F154ISNHjuSKK67AOQfAypUrmTZtGhMmTGDWrFns2rWL3NxcJkwIX2i9evVqzIwvv/wSgKFDh1JeXn5A/Q8//DA33XRTXVt9//vf56STTmLIkCF17TZnzhxKS0uZMGECTz75JHl5eVxwwQVMmjSJSZMmsWzZMgBKS0u55ppryMrKIjs7m2eeeYbbb7+diooKcnJyuOKKKw74GTjnuPXWWxkzZgxZWVk8+eSTTR7z7bffzqhRo8jOzuaWW25p/BdCREQkgmpKivny//5JyYZ1dJ/2NXqffT6+mNhoh9UiOsw1pXvefJWqPbsiWmd8z970PP2MJtf77ne/S3Z2Nj/+8Y+bXffq1atZv349mZmZDBkyhOuuu47ly5fzl7/8hXvvvZe7774bgK1bt7J8+XK2bNnCjBkz2Lx5M4888ghpaWl8+OGHVFVVcfLJJzNz5kwAPvroI9auXcvgwYMP2N/OnTu57bbbWLlyJRkZGcycOZPnn3+eX/ziF7z11lvceeedTJw48aA4P/74Y9atW0efPn04+eSTWbZsGVOmTOF73/seL7zwAt27d+fJJ5/kZz/7GQ899BCVlZUUFxezdOlSJk6cyNKlSznllFPo0aMHSUlJh22TXbt28c4777BhwwbmzJnDhRdeyIsvvkhycjKrVq0C4PLLL+eHP/whp5xyCl9++SWzZs1i/fr1/OY3vyEtLY1PPvkEgIKCAi644AL++te/1m1b37PPPsuqVatYvXo1+fn5TJo0iVNPPfWQx3z88cfz3HPPsWHDBsyMwsLCZv+sRUREjkbFzu3seO5JQlVV9D3/UpKPGxHtkFpUh0lKoyk1NZUrr7ySe+65h8TExGZtM2nSJHr37g2EexFrk8qsrKwDTqNffPHF+Hw+hg0bxpAhQ9iwYQOvv/46a9asqetNLCoqYtOmTcTFxTF58uSDElKADz/8kOnTp9O9e3cArrjiCpYsWcK555572DgnT55Mv379AMjJyWHr1q2kp6ezdu1avv71rwPhntvaYznppJNYtmwZS5Ys4ac//SmvvvoqzjmmTp3aZJuce+65+Hw+Ro0axZ49expd54033uDTTz+tmy8uLqa0tJQ33niDJ554oq48IyPjsPt65513uOyyy/D7/fTs2ZNp06bx4Ycfkpqa2ugxn3DCCSQkJHDttddy9tlnc/bZZzd5PCIiIkercs8uvvy/h4lJTmbgN68lvnvPaIfU4jpMUtqcHs2WdPPNNzN+/HiuueaaurKYmBhCoRAAoVCI6urqumXx8fF10z6fr27e5/MdcD2omR2wHzPDOce9997LrFmzDli2ePFiunTpErmDahCn3+8nEAjgnGP06NG89957B61/6qmnsnTpUrZt28bcuXP54x//iJlx1llnHdG+ak+ZNxQKhXj//fdJSEg4iqNpnsaOOSYmhuXLl/Pmm2+yYMEC/vrXv/LWW2+1WAwiItJ5OefIW/Q6vrhYBl55PTFJkf1ub6t0TWmEZGZmcvHFF/Pggw/WlQ0aNIiVK1cC4ZHmNTU1R1zv008/TSgUYsuWLXz++eeMGDGCWbNmcf/999fVt3HjRsrKyg5bz+TJk3n77bfJz88nGAzy+OOPM23atCOOB2DEiBHk5eXVJaU1NTWsW7cOgKlTp/LYY48xbNgwfD4fmZmZLFy4kFNOOeWo9tXQzJkzuffee+vma0/Nf/3rX+e+++6rKy8oKAAgNja20XafOnUqTz75JMFgkLy8PJYsWcLkyZMPud/S0lKKioqYPXs2d911F6tXr47I8YiIiDRU/sUWyrZ9QdeTpnWahBSUlEbUj370owNG4V9//fW8/fbbjB07lvfee++oejEHDBjA5MmTOfPMM5k3bx4JCQlcd911jBo1ivHjxzNmzBi+9a1vNTnavnfv3vzhD39gxowZjB07lgkTJjB37twjjgcgLi6OBQsWcNtttzF27FhycnLqRrUPGjQI51zd9ZmnnHIK6enpTZ5Ob6577rmHFStWkJ2dzahRo5g3bx4AP//5zykoKGDMmDGMHTu27hKIG264gezs7LqBTrXOO+88srOzGTt2LKeddhr/8z//Q69evQ6535KSEs4++2yys7M55ZRT+POf/xyR4xEREanPOUfe228Qm5ZOes7BYz06MjvUadK2ZuLEiW7FihXRDkNERESkxRStXc2ul59rs09qMrOVzrkWyZbVUyoiIiLSBoQCNeQvfYuEXn1IOX5MtMNpdUpKRURERNqAwo8+pKa4iO7TvnbQQOfOQEmpiIiISJQFKyvY+95Sugw+ji6DhkQ7nKhQUioiIiISZXvff4dQVSXdp38t2qFEjZJSERERkSiqKS6iYMUHpI7KIqHHoe8E09EpKRURERGJovyliwBHt6mnRTuUqFJSeozMjB/96Ed183feeSd33HFHROq++uqr6x4l2pKefvppjj/+eGbMmNHi+zqcQYMG1d3n9aSTTopqLCIiIq2hMncPxetWkzFhCrFp6dEOJ6qUlB6j+Ph4nn322QNumt8WNHUz/foefPBB/v73v9fdcL4tqL0Zv4iISEeW//Yb+OLi6XpCZJ582J4pKT1GMTEx3HDDDdx1110HLWvY05mcnAyEn1E/bdo05s6dy5AhQ7j99tuZP38+kydPJisriy1bttRt88YbbzBx4kSGDx/OSy+9BEAwGOTWW29l0qRJZGdn87e//a2u3qlTpzJnzhxGjRp1UDyPP/44WVlZjBkzhttuuw2AX//617zzzjtce+213HrrrQesv3jxYqZPn86FF17IyJEjueKKK+qeSb9y5UqmTZvGhAkTmDVrFrt27SI3N5cJEyYAsHr1asyML7/8EoChQ4dSXl5+QP179+5l5syZjB49muuuu+6A593XtlVpaSmnn34648ePJysrixdeeKFund/85jeMGDGCU045hcsuu4w777wTgOnTp3PbbbcxefJkhg8fztKlSwGorKzkmmuuISsri3HjxtUl4evWrWPy5Mnk5OSQnZ3Npk2bAHjsscfqyr/1rW8RDAYJBoNcffXVjBkzhqysrEZ/7iIiIs1Rtu0LSj/fROaJp+BPTIp2OFEXE+0AImXVqjyKCqsjWmdaehw5Od2bXO+73/0u2dnZ/PjHP2523atXr2b9+vVkZmYyZMgQrrvuOpYvX85f/vIX7r33Xu6++24Atm7dyvLly9myZQszZsxg8+bNPPLII6SlpfHhhx9SVVXFySefzMyZMwH46KOPWLt2LYMHDz5gfzt37uS2225j5cqVZGRkMHPmTJ5//nl+8Ytf8NZbb3HnnXcyceLBD2j4+OOPWbduHX369OHkk09m2bJlTJkyhe9973u88MILdO/enSeffJKf/exnPPTQQ1RWVlJcXMzSpUuZOHEiS5cu5ZRTTqFHjx4kJR34D+5Xv/oVp5xyCr/4xS94+eWXefDBBw/af0JCAs899xypqank5+dzwgknMGfOHFasWMEzzzzD6tWrqampYfz48XUJMYR7ipcvX87ChQv51a9+xRtvvMF9992HmfHJJ5+wYcMGZs6cycaNG5k3bx4/+MEPuOKKK6iuriYYDLJ+/XqefPJJli1bRmxsLN/5zneYP38+o0ePZseOHaxduxaAwsLCZv/MRUREaoUfJ/ofYlNSyZgwJdrhtAkdJimNptTUVK688kruueceEhMTm7XNpEmT6N27NxDuRaxNKrOysg44jX7xxRfj8/kYNmwYQ4YMYcOGDbz++uusWbOmrhe2qKiITZs2ERcXx+TJkw9KSAE+/PBDpk+fTvfu4ST7iiuuYMmSJZx77rmHjXPy5Mn069cPgJycHLZu3Up6ejpr167l61//OhDuua09lpNOOolly5axZMkSfvrTn/Lqq6/inGPq1KkH1b1kyRKeffZZAM466ywyMjIOWsc5x09/+lOWLFmCz+djx44d7Nmzh2XLljF37lwSEhJISEjgnHPOOWC7888/H4AJEyawdetWAN555x2+973vATBy5EgGDhzIxo0bOfHEE/nd737H9u3bOf/88xk2bBhvvvkmK1euZNKkSQBUVFTQo0cPzjnnHD7//HO+973vcdZZZ9X93ERERI5EyYZ1VO7aSe/Z5+KLiY12OG1Ch0lKm9Oj2ZJuvvlmxo8fzzXXXFNXFhMTQygUAiAUClFdvb8nNz4+vm7a5/PVzft8vgOuB234RAczwznHvffey6xZsw5YtnjxYrp06RK5g2oQp9/vJxAI4Jxj9OjRvPfeewetf+qpp7J06VK2bdvG3Llz+eMf/4iZcdZZZx3V/ufPn09eXh4rV64kNjaWQYMGUVlZ2ey4a2M+nMsvv5wpU6bw8ssvM3v2bP72t7/hnOOqq67i97///UHrr169mtdee4158+bx1FNP8dBDDx3VsYmISOfkgkHyl7xJfPeepI7OjnY4bUbErik1s3QzW2BmG8xsvZmdaGaZZvYfM9vkvWd465qZ3WNmm81sjZmNj1Qc0ZKZmcnFF198wCnoQYMGsXLlSgBefPFFampqjrjep59+mlAoxJYtW/j8888ZMWIEs2bN4v7776+rb+PGjZSVlR22nsmTJ/P222+Tn59PMBjk8ccfZ9q0aUccD8CIESPIy8urS0prampYt24dAFOnTuWxxx5j2LBh+Hw+MjMzWbhwIaeccvAF3Keeeir/93//B8Arr7xCQUHBQesUFRXRo0cPYmNjWbRoEdu2bQPg5JNP5t///jeVlZWUlpbWXW97OFOnTmX+/PlAuM2+/PJLRowYweeff86QIUP4/ve/z9y5c1mzZg2nn346CxYsIDc3F4B9+/axbds28vPzCYVCXHDBBfz2t7/lo48+OooWFBGRzsqFgux+9d9UFxbQfdrpmE/De2pFsqf0L8CrzrkLzSwOSAJ+CrzpnPuDmd0O3A7cBpwJDPNeU4D7vfd27Uc/+hF//etf6+avv/565s6dy9ixYznjjDOOqhdzwIABTJ48meLiYubNm0dCQgLXXXcdW7duZfz48Tjn6N69O88///xh6+nduzd/+MMfmDFjBs45zjrrLObOnXvE8QDExcWxYMECvv/971NUVEQgEODmm29m9OjRDBo0COccp556KgCnnHIK27dvb/TU/C9/+Usuu+wyRo8ezUknncSAAQMOWueKK67gnHPOISsri4kTJzJy5EggfPnDnDlzyM7OpmfPnmRlZZGWlnbYuL/zne/w7W9/m6ysLGJiYnj44YeJj4/nqaee4tFHHyU2NpZevXrx05/+lMzMTH77298yc+ZMQqEQsbGx3HfffSQmJnLNNdfU9YA31pMqIiLSmFCghp0vLKB082d0O2U6yUOHRzukNsXqj3g+6krM0oBVwBBXr0Iz+wyY7pzbZWa9gcXOuRFm9jdv+vGG6x1qHxMnTnQrVqw45lil4ygtLSU5OZny8nJOPfVUHnjgAcaPb/ed7iIi0gEFKyvZ8ezjVGz/kh5fO5OM8ZOjHdJRMbOVzrmDR0ZHQKR6SgcDecA/zWwssBL4AdCzXqK5G+jpTfcFvqq3/Xav7JBJqUhDN9xwA59++imVlZVcddVVSkhFRKRNCpSVsv3px6jKy6X32eeTOior2iG1SZFKSmOA8cD3nHMfmNlfCJ+qr+Occ2Z2RN2yZnYDcAPQ6Kld6dxqr0cVERFpq6oLC9j+1KMESkvoe8FlJA8ZFu2Q2qxIXV27HdjunPvAm19AOEnd4522x3vP9ZbvAPrX276fV3YA59wDzrmJzrmJtbcyEhEREWkPqvL28OX8hwhWVND/kiuVkDYhIkmpc2438JWZjfCKTgc+BV4ErvLKrgJqH8fzInClNwr/BKDocNeTioiIiLQnFdu/5Mv5/wRgwBXXkNi3fxNbSCRH338PmO+NvP8cuIZw0vuUmV0LbAMu9tZdCMwGNgPl3roiIiIi7V7p55vY+dyTxKSk0v+SK4lNS492SO1CxJJS59wqoLHRWKc3sq4DvhupfYuIiIi0BcWffsKul58jvnsP+l38TWKSIvtQm46swzzRSURERCSa9n34LrlvvU7SgEH0Pf9S/PEJ0Q6pXVFSKiIiInIMnHPkLf4P+5a/S8rI0fQ+6zx8MUqxjpRaTEREROQouWCQXQtfoPjTNWSMn0yP08/Qo0OPkpJSERERkaMQqq5mx/NPUvbFFrqfehqZJ0zFzKIdVrulpFRERETkCAXKy9i+YD5Ve3bT68w5pGfrqYLHSkmpiIiIyBGoLtzH9qceI1BSTN/zLiX5uOHRDqlDUFIqIiIi0kyVe3ax/enHcKEQ/S+9SjfFjyAlpSIiIiLNUP7VNrYvmI8/PoH+l15NfDc9Aj2SlJSKiIiINCFQXsbOF54iJjkl/JSm1LRoh9Th6J4FIiIiIofhnGP3Ky8SrKykz9yLlZC2ECWlIiIiIodRtHolpZs/o/u0r5HQo2e0w+mwlJSKiIiIHEL1vnxy33qNLoOGkDHxhGiH06EpKRURERFphAsG2fnSs5g/hl6zz9WN8VuYklIRERGRRuS/+zaVu3bSa9bZxKakRjucDk9JqYiIiEgDFdu/ZN97S0kbk0PKyNHRDqdTUFIqIiIiUk+wqpKdLz1LTGoaPb52RrTD6TSUlIqIiIjUk/vGqwSKi+hz9vn44xOiHU6noaRURERExFO8YR1Fa1fR9cRTSew3INrhdCpKSkVERESAmuIi9rz2Eom9+9L1pFOjHU6no6RUREREOj3nHLsXPo8LBuh99vmY3x/tkDodJaUiIiLSqYVqashb/B/Ktn1Bj9POIC6za7RD6pRioh2AiIiISDSEamooXPUh+z5YRqCsjLTR2aSNHR/tsDotJaUiIiLSqdQlo+8vI1BeRpeBg+kzdzpJ/QdGO7ROTUmpiIiIdAqh6moKV60I94zWJqMnKxltK5SUioiISId2UDI6aEg4GdUtn9oUJaUiIiLSYVXtzWf7049RU1RIl0FD6HvydN1/tI2KaFJqZn5gBbDDOXe2mQ0GngC6AiuBbzrnqs0sHngEmADsBS5xzm2NZCwiIiLSuZVv/5IdzzyO+XwMuOwqkgYMjnZIchiRviXUD4D19eb/CNzlnDsOKACu9cqvBQq88ru89UREREQiouSzT/nqiUfwJyYx4JvXKiFtByKWlJpZP+As4B/evAGnAQu8Vf4FnOtNz/Xm8Zaf7q0vIiIickz2rXifnS88TUKv3gz4xrXEpWdGOyRphkievr8b+DGQ4s13BQqdcwFvfjvQ15vuC3wF4JwLmFmRt35+BOMRERGRTsQ5R96i19n34XukDD+e3uecjy8mNtphSTNFpKfUzM4Gcp1zKyNRX716bzCzFWa2Ii8vL5JVi4iISAcSCtSw88UF7PvwPTImTKHP3IuUkLYzkeopPRmYY2azgQQgFfgLkG5mMV5vaT9gh7f+DqA/sN3MYoA0wgOeDuCcewB4AGDixIkuQrGKiIhIBxKsKGfHc09S/tU2esyYScakE9FVge1PRHpKnXM/cc71c84NAi4F3nLOXQEsAi70VrsKeMGbftGbx1v+lnNOSaeIiIgckZqiQrbNf4iKndvpc84FZE4+SQlpO9XS9ym9DXjCzH4LfAw86JU/CDxqZpuBfYQTWREREZFmC5SX8+X8hwhVV9P/4m+SNGBQtEOSYxDxpNQ5txhY7E1/DkxuZJ1K4KJI71tEREQ6B+cce177N4HyMgZ+41oSevWJdkhyjCJ9n1IRERGRFlf0yceUbFxP91NPV0LaQSgpFRERkXalumAfuW+8StLAwWRMOjHa4UiEKCkVERGRdsOFgux66VnM56P37HM1qKkDUVIqIiIi7cbe95ZSsXM7PWedTWxqWrTDkQhSUioiIiLtQsXO7ex9dwlpo7NJPX5MtMORCFNSKiIiIm1eqLqKXS89S0xKKj2+Njva4UgLUFIqIiIibd6eN1+lprCA3medhz8hIdrhSAtQUioiIiJtWsnG9RSt+ZjMKaeQ1H9gtMORFqKkVERERNqsQGkJu199kYRefeh2yvRohyMtSEmpiIiItEnOOXYtfB5XU0Pvs8/H/P5ohyQtSEmpiIiItDnOOQpWvE/ZF1voftos4rt2i3ZI0sJioh2AiIiIdB6h6mqq8nOp3ptPsLyMYGUFgfIyguXlBCvKCVZWECwvJ1RZgXOO5KHDSc+ZGO2wpRUoKRUREZGIc8EgVXvzqc7PpSo/l6q8PVTl5VJTVHjAeub3409MCr+Skojv3tObTySmSzKpo7L11KZOQkmpiIiIREzl7p3sfuVFqvJzcaEQAObzEZfZlcTefUnLHkd8t57Ed+tGTHIKFhunpFMAJaUiIiISIcGKcnY89yQ4R+aUk4nv1oP47j2Iy+ymQUrSJCWlIiIicsycc+x86VkCZaUMuOK/SOzdN9ohSTuj0fciIiJyzPa+t4SyzzfT4/QzlJDKUVFSKiIiIsekbOsW9r6zmNRR2RopL0dNSamIiIgctZqSYnb9+1niunaj16yzNWhJjpqSUhERETkqLhhk5wtPE6qpoc+5l+CLi4t2SNKOKSkVERGRo5L39htU7PiKXmecoycuyTFTUioiIiJHrOSzT9n34XtkjJ9M6qisaIcjHYCSUhERETki1fv2suuVF0js048ep82KdjjSQSgpFRERkWYL1dSw4/mnMJ+PPnMv0k3xJWKUlIqIiEiz7fnPy1Tn59L77POJTU2LdjjSgeiJTiIiInJYwcoKSjd/RsmGTyndspFuJ00jeciwaIclHUxEklIz6w88AvQEHPCAc+4vZpYJPAkMArYCFzvnCix8E7O/ALOBcuBq59xHkYhFREREjl2gvJzSTRso2fgp5Vs/x4VCxKak0vXEqXQ9eVq0w5MOKFI9pQHgR865j8wsBVhpZv8BrgbedM79wcxuB24HbgPOBIZ5rynA/d67iIiIREmgtISSTRso+exTKr7aFk5E09LJmHgCKSNGkdC7r26OLy0mIkmpc24XsMubLjGz9UBfYC4w3VvtX8BiwknpXOAR55wD3jezdDPr7dUjIiIirShUXc2eN1+h+JNVOOeIy+xK5pSTSRkxivgevZSISquI+DWlZjYIGAd8APSsl2juJnx6H8IJ61f1NtvulSkpFRERaUWVe3ax88UF1BTsI2PCFNLGjieua3clotLqIpqUmlky8Axws3OuuP4vtHPOmZk7wvpuAG4AGDBgQCRDFRER6dSccxSseJ+8t9/An9SF/pdeSdKAwdEOSzqxiCWlZhZLOCGd75x71iveU3ta3sx6A7le+Q6gf73N+3llB3DOPQA8ADBx4sQjSmhFRESkcYHyMnYvfIHSLRtJPm4EvWfPxZ+YFO2wpJOL1Oh7Ax4E1jvn/lxv0YvAVcAfvPcX6pXfZGZPEB7gVKTrSUVERI5MdcE+SjdtACCx/0ASevbCfIe/mX3Zti/Y9dKzBCsq6Pm1M0kfP1mn6qVNiFRP6cnAN4FPzGyVV/ZTwsnoU2Z2LbANuNhbtpDw7aA2E74l1DURikNERKRDq8rPo+SzTynduJ7K3N0HLPPFx5PUbyBJAwYdlKS6YJD8dxaz74N3iM3sSr+LriChR69oHIJIoyI1+v4d4FB/Zp3eyPoO+G4k9i0iItKROeeoyttD6WfrKfnsU6r25gGQ2Lc/PU6bRcrw4zG/n/Ivt1L+1VbKv9xK6ZaNAPji4kjqN5DE/gMp3bSBip3bSc8eT4/Tz8AXFxfNwxI5iJ7oJCIi0oa4UJDqfXup3L2Lqj27KN2ykeqCfZgZif0H0nPcRJKHH09sSuoB26WOyiJ1VBYQvt9o+Vfb6hLV0s834Y9PoM/ci0gdOToahyXSJCWlIiIiURIK1FCVl0vVnl1U7tlNVW74FQoEADB/DEn9B5A5+SSShx9PTFKXZtUbk5xC6vFjSD1+DACBslLMH4M/IaHFjkXkWCkpFRERaWVV+XnsfvVFKnftwIVCAPjjE4jv0ZP0nInE9+xFfI/exHfthvkPP3CpOWK6JB9zHSItTUmpiIhIKyr57FN2vfw8vthYMqecTELP3sT37EVsWoZGwUunpqRURESkFbhQkLwlb7Hvg2Uk9ulHn7kXEZuaFu2wRNoMJaUiIiItLFBexs4XF1C+7QvScyaGR7/H6CtYpD79ixAREWlBFbt2sPO5JwmUl9N79rmkZeVEOySRNklJqYiISAspXP0Re/7zMjHJKQz8xn+R0KtPtEMSabOUlIqIiERYKFBD7n9eoXDNR3QZNIQ+cy7Us+VFmqCkVEREJEJC1dWUbv6MfcvfpXLPLrqeOJVup8zAfL5ohybS5ikpFREROQahQICyzzdTsv4TSrdsJFRTQ2xKKn3Pu5SU4SOjHZ5Iu6GkVERE5Ai5UJDyrV9QvH4tpZs2EKyqxJ+YROqYHFJHjiax/0Ddc1TkCCkpFREROQwXDFJTXERNUQHVBfuoyt1N6cYNBMrL8MXHkzLseFKPH0PSoMGY79ifviTSWSkpFRGRTikUCBCqriJUVUWoqpJgVRXBinJqCgu81z6qCwsIlBTXPQoUwBcbS/LQ4aQcn0WXIUPxxcRG8ShEOg4lpSIi0qGFAjUUfPgeJZs2EKrcn4C6YOCQ28QkdSE2PYPEvv2JTc8gLi2D2PTwKyYlVafmRVqAklIREWmTQoEAgeJC/IlJR3U7JeccJZ99St7i/1BTVEhS/4HE9crEFx+PLz4Bv/fui4vHFx+PPz4BX0Iicenp+OLiW+CIRORwlJSKiEhUOOcIVVZQXbAvfLq8qIDqulPn3mlz5zC/n5Thx5OeM7HZA4gq9+wi981XKf9qG/HdezLgsqtIGjC4FY5KRI6WklIREWk1oUAN5Vu/oHTzZ5Ru2UigtOSA5TFdkolNzyCp/8Dw6fK0DCr37KJ47WqK168lrms30sdOIG3M2EZ7TwNlpeQveYuiTz7Gl5BIr1lnk5Y9XvcJFWkHzDkX7RiaZeLEiW7FihXRDkNERI5QoLycsi0bKd38GWVfbCZUU4MvNo4uQ4eR2KcvsemZxHkJqC8urtE6QjU1lGxYR+GqFVTs3I75Y0gdOYr0nIkk9O0PoRAFKz8gf9liXCBAxoQpdD1pGv6EhFY+WpGOzcxWOucmtkTd6ikVEZGIcs5RvTefss83Ubr5Myq2f4lzjpiUVFLH5JBy3AgSBwzCF9P8ryBfbCxpWTmkZeVQmbuHwlUrKF63mqJ1a4jv1h0XDFJdsI/kocPpcdpM4jK7teARikhLUE+piIgctVAgQHV+HpW5u6jas4vKPbupyt1DqKYagIQevUg+bgTJw0YQ37N3REeth6qrKd6wlqLVH+GCQbqdehrJQ4ZFrH4ROZh6SkVEJGqccwQrKggUF1FTUkRNUSFVubvDr/w8XDAIgC82jvievUjLHkdCj14kDRxMbFp6i8Xli4sjPXs86dnjW2wfItJ6lJSKiLRTzjnKt31B4eqVVO7agT8piZguycR0SSGmSzL+ZG86OTk8n5iECwYI1dTgAjXh95oaQvWnq6sJlBRTU1xEoKSImuJiAiVFhAIH3tMzJqkL8T17kTnpOOJ79CKhZy9iM7rq/p0ictSUlIqItDOB8jKKP1lF4eqVVBfsw5+YSJeBQwhWVREoLqZy5w6CFeUc7eVZZoY/OYXYlFTie/YiedgIYlJSiU1NC7+npeNPTFICKiIRpaRURCRCnHOEqqoIlJUSLCs5qHexMb64+HCyl5x82OemO+eo+GorhatWUrJxPS4YJLHfAHqfNI2UkaMOetSlCwUJlpcTKC0lUFpCoLyUUEUFFhODxcbii4kNv8fGYjEHzsd0Scb8eoa7iLQuJaUi0uEFK8qpysulunAfZr5DJGW1yVoMLhgkFKg9tR2oO8XtamrqTn0HyssIlpWGk76ycOIXLCttViLamLreydreyNQ0bzqNmqJ9FK5aSfW+vfjjE0jPmUh6zgTiu/U4dH0+PzHJKcQkpwC9j7LlRERaT1STUjM7A/gL4Af+4Zz7QzTjEenonHMROeXa3NPCLhg86NpFFwgcME8odGCSeIhksTlxh6qrqcrPpSo/l+q88HtVXi6BstJjPeRG+RMS667dTOw7YP+1m13C74e65+YBMVdWetdvhq/jrCkpomrPLko3fXbAs9kT+/an9+yppBw/+qBeURGRjiBqSamZ+YH7gK8D24EPzexF59yn0YpJJBSoIVhRgfn9Ub9mzjlHsKyUmuIiguXlWGxs+Nnc8fuf093YKdZgVWXdYxprCguoLty3f764CPPH4E9K8p4nnlj3XHF/YlK4PCERFwwQrCgnWF5BsLKcYHl5eL6inGBFRfh6xVCoVdvDzMDnx3y+8MvvB+/dfD5cKERNUWHd+r6YGOK69aDL4OOI796D+G49iM3sCuAlxtWN9IAGCAVqML+/0dPaFhN+98XG4ktIPKL7bB6p8Ij3cgLFRVhsHPFddd9NEenYotlTOhnY7Jz7HMDMngDmAh0yKXXOHbbXyOf3H/TFZzGx4eu/vMTIOYerqdmfHJSXE6goJ1RZUTeNc+FtG+t5qu1x8sfUfZGb78Av9rove8CFQrhQEEKhcOzeO6FQ3fT+U5z1vtjrjq2mWacyDcMXF4cvIQFf3P6Eyxcfjy8uHn9CAhYbR6iqiqB3rAcnSuFkyXy+BqdiD+51CwUCB21X256191YEMJ8Pf1KX8Gjm5BT8XbqET4d6vWAWE0OoqopQdRXBqsrwtPce9KZdKBQ+nrh4fA0SSp9XZj4fgVJvtHNx0f5es5LiulvtHIovJmZ/PTExBEqLCVZUHLCOPzGR2PQMEnr1IXnEKAgGDzjumoJ94emqyoN/Nj5fOHFNCCescZnd6pJZa0ZvnfkMi40L/xxiYg7+3YyNAzNcoJFR4IED/53U/g4SDO7/91Tv9xPzkZY1LpyAdu9JbFp6u360pJkRk9SFmKQu0Q5FRKRVRDMp7Qt8VW9+OzAlSrEc4N3nPyB38/aI1OWgLonjaEfC+nzg9+GCIThU75QZFuPHMFyo4pj2Fwm1MZv5oKneRudwwSpcsPCo9hNOclIhJjNcGArWtZULBXCh6nB71Gs7i4kJJ64xmd4fATFYpvceEwvOEaquJlRTTaiiBlfsTdfkgcs9RDAWTu5jYvD5U8Cfjpnhgl5CFazGBSoO3cNoXnIe3xNf3AD8PeLrknSLiYVQiFAwCHX1BQgFwu8uEMBVh/Alx+HvloAvPhF/QkI4EW7Ym+cHkr1X/R9DKLS/p9BL7s3vb7y32AE1zfkJAVWHW1hdb9rvvZp4LGRt53Bjn141wE5gZwVQ0cgKIiIdT1p6HDk53aMdxjFr0wOdzOwG4AZvttTMPmvF3XcD8ltxf+2R2qhpaqOmqY2apjZqmtqoaWqjpqmNmjaipSqOZlK6A+hfb76fV1bHOfcA8EBrBlXLzFa01GO0Ogq1UdPURk1TGzVNbdQ0tVHT1EZNUxs1zcxa7Jnv0bzg6kNgmJkNNrM44FLgxSjGIyIiIiJRErWeUudcwMxuAl4jfJXYQ865ddGKR0RERESiJ6rXlDrnFgILoxnDYUTlsoF2Rm3UNLVR09RGTVMbNU1t1DS1UdPURk1rsTayo302soiIiIhIpLTfm/iJiIiISIfR4ZNSMzvXzJyZjTzGegab2QdmttnMnvQGZ2Fmp5rZR2YWMLMLIxN162qFNhpoZm+a2RozW2xm/SITeeuJYBvd5LWPM7Nu9cpvNbNV3mutmQXNLPPYI289EWyj+Wb2mdcOD5lZrFc+3cyK6rXTLyITecvy2uSxevMxZpZnZi9FqP4JZvaJ93t1j3k3ljWz33j/5laZ2etm1icS+2sJrdBGvzOzr8ystEF5u/n8jmIbtZvP75ZsIzNLMrOXzWyDma0zsz/UW3ZXvc+ljWZWeKz7aw0Nf9bHUE+j3/31ll/g/WyavKtBh09KgcuAd7z3ZrPwY1Dr+yNwl3PuOKAAuNYr/xK4Gvi/Ywszqlq6je4EHnHOZQO/Bn5/bOFGRaTaaBnwNWBb/ULn3J+ccznOuRzgJ8Dbzrl9Rx9uVESqjeYDI4EsIBG4rt6ypbXt5Jz79bEE24rKgDFmlujNf50Gt787RvcD1wPDvNcZXvmfnHPZ3u/US0BbTuJbuo3+Tfgpgg21p8/vaLVRe/r8buk2utM5NxIYB5xsZmcCOOd+WO/z+17g2Qjusz041Hc/ZpYC/AD4oDkVdeik1MySgVMIN9ClXtl0M1vi/cXzmZnNMzOft6zUzP4/M1sNnFivHgNOAxZ4Rf8CzgVwzm11zq0BWvdB4BHSGm0EjALe8qYXEX6cbLsRqTYCcM597Jzb2sQuLwMej/iBtKAIt9FC5wGWE76HcXu3EDjLmz7g52tmk83sPTP72MzeNbMRXvkSM8upt947Zja2fqVm1htIdc6977XXI+z/bCqut2oXvAfMtWEt0kYAXvvsaqS8vX1+t3ob0f4+v1ukjZxz5c65Rd50NfARjX82tavPb+9z+qV68381s6u96a1m9isLn034xBo5C9bEdz/AbwgnrQc/x7oRHTopJfyP51Xn3EZgr5lN8MonA98j/I9tKHC+V94F+MA5N9Y59069eroChc652ge5byf8mNSOoDXaaHW97c8DUsysa4scTcuIVBs1ycySCPd0PRORyFtPxNvIwqftvwm8Wq/4RDNbbWavmNnoljiQFvIEcKmZJQDZHNhrsAGY6pwbR7g387+98gcJ9+JhZsOBBOfc6gb19iX8b63WAZ9N5p2SBa6gbfeUQsu1UUcSjTZqb5/fLd5GZpYOnAO82aB8IDCY/Ul8R5DvnBtP+IzMLY0sP+R3v5mNB/o7515u7s46elJ6GeFfULz32tOKy51znzvngoT/ojnFKw/S/pKBY9UabXQLMM3MPgamET6dEjymqFtXa/4enQMsa6en7iPdRv8LLHHOLfXmPwIGOufGEj5F9nyEYm9xXm/cIMLt0vA2eGnA02a2FrgLqE22nwbO9pLz/wIePor9/sw515/wJRE3HVXwrSRabdSeRKmN2tXnd0u3kZnFEP4su8c593mDxZcCC7zPu46i9lKElYTbtVm8s2J/Bn50JDuL6n1KW5KFB4mcBmSZmSN8g34HvMzBp7Fq5ytrf5nM7DWgJ7CC8PVa6WYW4/01cNAjUduj1moj59xOvL+0vdO8FzjnClvw0CImkm3knLuOpl1KOzr1Ay3TRmb2S6A78K26DeudjnbOLTSz/zWzbs659vKc6hcJX583nXDvQq3fAIucc+eZ2SBgMYRPF5rZfwj3Ql8MTLDw9bcr69V3PweeQjzUZ9N8wl/Qv4zQsbSUiLeRc66t9xAfqVZto3b6+d2SbfQAsMk5d3cj+70U+G5Ej6TlBTiwgzKhwfIq7z2IlzM287s/BRgDLA6f4acX8KKZzXHOHfIxpR02KQUuBB51ztV9qZnZ28BUYLKZDSY82OQSGrkRrHNuVv15M1vk1fkEcBXwQsuF3mpapY0sPMp8n3MuRHgQz0MtcjQtI6JtdDhmlka4J+Ibxxp0K4v079F1wCzgdO93pra8F7DHOefMbDLhD9K9LXA8LeUhwqe5PjGz6fXK09ifSF7dYJt/EB6AstQ5V+CV5dRfwcyKzewEwqcpryTci4yZDXPObfJWm0v41GVb1yJt1MG0ahu108/vlvq39luvjoM6GLzrLTOA944t9Fa3DRhlZvGEB5aeTnjA6iE157vfOVcE1L/DzGLglsMlpNCxT99fBjzXoOwZr/xD4K/AeuCLRtZrzG3A/zOzzYT/8noQwMwmmdl24CLgb2bWnh6V2iptRPiv1c/MbCPhv65+d8yRt56ItpGZfd/7fekHrDGzf9RbfB7wunOuLBKBt6JI/x7NI/x78p4deOunC4G1Fh4cdQ9wqTe4p11wzm13zt3TyKL/AX7vnR6NabDNSqAY+Odhqv4O4S/UzcAW4BWv/A8Wvq3WGmAm4RGwbVpLtZGZ/Y/37y7JzLab2R1eebv7/G7tNqIdfn63RBtZ+FZYPyN8ffxH3mdT/eT0UuCJ9vKZ5F2GUOWc+wp4CljrvX98FNUd6rv/yONqJ+0XMd5fTbc4586OcihtltqoaWqjpqmNjp2F7y26GBhZv9dY9lMbNU1t1LTO1kYWvrvA351zjd0GLGo6ck+piEi7ZWZXEj4l/7PO8CV5NNRGTVMbNa2ztZGZ3Uh47MLPox1LQ52up1RERERE2h71lIqIiIhI1CkpFREREZGoU1IqIiIiIlGnpFREREREok5JqYiIiIhEnZJSEREREYk6JaUiIiIiEnVKSkVEREQk6pSUikinZ2bOzI47zPKtZva11oxJRKSzUVIqIm1eY0mhmV1tZu+0wL4eNrPfRrreZu77DjN7LBr7FhGJNiWlIiIiIhJ1SkpFpEMwsz5m9oyZ5ZnZF2b2/XrLJpvZe2ZWaGa7zOyvZhbXSB03AFcAPzazUjP7d73FOWa2xsyKzOxJM0s4RBw+M/u5mW0zs1wze8TM0rxl081se4P1t5rZ18zsDOCnwCXevld7yzPN7J9mttPMCszs+XrbXm9mm81sn5m9aGZ96i1zZvYdM9tkZiVm9hszG2pm75pZsZk9Vb8NzOxsM1vltdG7ZpZdb9ltZrbDq+czMzu9uT8XEZHmUlIqIu2emfmAfwOrgb7A6cDNZjbLWyUI/BDoBpzoLf9Ow3qccw8A84H/cc4lO+fOqbf4YuAMYDCQDVx9iHCu9l4zgCFAMvDXpo7BOfcq8N/Ak96+x3qLHgWSgNFAD+Au75hPA37vxdUb2AY80aDaWcAE4ATgx8ADwDeA/sAY4DKvrnHAQ8C3gK7A34AXzSzezEYANwGTnHMpXp1bmzoeEZEjpaRURNqL571evEIzKwT+t96ySUB359yvnXPVzrnPgb8DlwI451Y65953zgWcc1sJJ13TjnD/9zjndjrn9hFOgHMOsd4VwJ+dc58750qBnwCXmlnMEe4PM+sNnAnc6JwrcM7VOOferrefh5xzHznnqrz9nGhmg+pV8T/OuWLn3DpgLfC6F1cR8AowzlvvBuBvzrkPnHNB59y/gCrCyWwQiAdGmVmsc26rc27LkR6LiEhTlJSKSHtxrnMuvfbFgT2dA4E+DZLWnwI9AcxsuJm9ZGa7zayYcI9ktyPc/+560+WEe0Ab04dwr2WtbUBMbSxHqD+wzzlX0NR+vAR4L+Ge4lp76k1XNDJfewwDgR81aL/+QB/n3GbgZuAOINfMnqh/mYCISKQoKRWRjuAr4Iv6SatzLsU5N9tbfj+wARjmnEslnLDaIepyxxjLTsJJXq0BQIBwQlhG+FQ8AGbmB7ofZt9fAZlmlt7UfsysC+FT7zuOIuavgN81aL8k59zjAM65/3POneLtzwF/PIp9iIgclpJSEekIlgMl3oCcRDPzm9kYM5vkLU8BioFSMxsJfPswde0hfC3o0Xoc+KGZDTazZPZfJxoANgIJZnaWmcUCPyd8arz+vgd518jinNtF+DT7/5pZhpnFmtmp9fZzjZnlmFm8t58PvMsTjtTfgRvNbIqFdfFiTDGzEWZ2mrePSsI9rKGj2IeIyGEpKRWRds85FwTOJnyd5xdAPvAPIM1b5RbgcqCEcAL25GGqe5Dw9ZOF9Ue6H4GHCA9OWuLFUgl8z4uziPBlB/8g3KNZBtQfjf+0977XzD7ypr8J1BDu6c0lfCod59wbwP8PeAbYBQzFu4b2SDnnVgDXEx6QVQBsZv9ArnjgD4TbdDfhwVY/OZr9iIgcjjl3rGeqRERERESOjXpKRURERCTqlJSKiIiISNQpKRURERGRqFNSKiIiIiJRp6RURERERKLuiB97Fy3dunVzgwYNinYYIiIiIp3WypUr851z3Zte88i1m6R00KBBrFixItphiIiIiHRaZrat6bWOjk7fi4iIiEjUKSkVERERkahTUioiIiIiUaekVERERKQdci7Erk/nU1W2O9qhRISSUhEREZF2qOCrt9m77Q0qilps7FGrUlIqIiIi0s4EqkvYs/EZunQ9nrTek6MdTkREJCk1s4fMLNfM1tYr+5OZbTCzNWb2nJmle+WDzKzCzFZ5r3mRiEFERESks9iz8RlCgQp6H38FZhbtcCIiUj2lDwNnNCj7DzDGOZcNbAR+Um/ZFudcjve6MUIxRMXu3bu59NJLGTp0KBMmTGD27Nls3LixRfc5ffr0Ju/Zevfdd1NeXl43P3v2bAoLC1s0LhEREWl5FUVfULB9CZkDv0ZCSt9ohxMxEUlKnXNLgH0Nyl53zgW82feBfpHYV1vinOO8885j+vTpbNmyhZUrV/L73/+ePXv2RDu0g5LShQsXkp6eHr2AjlAgEGh6JRERkU7GOcfOTx8jJi6VHsedG+1wIqq1rin9L+CVevODzexjM3vbzKYeaiMzu8HMVpjZiry8vJaP8ggtWrSI2NhYbrxxf2fv2LFjmTp1KosXL+bss8+uK7/pppt4+OGHgfDTqX7yk5+Qk5PDxIkT+eijj5g1axZDhw5l3rzw1QyH276+b3/720ycOJHRo0fzy1/+EoB77rmHnTt3MmPGDGbMmFG3z/z8fG6//Xbuu+++uu3vuOMO7rzzTgD+9Kc/MWnSJLKzs+vqqi8YDHL11VczZswYsrKyuOuuuwDYsmULZ5xxBhMmTGDq1Kls2LCBoqIiBg4cSCgUAqCsrIz+/ftTU1PT6PoAV199NTfeeCNTpkzhxz/+8SHXq6+0tJRrrrmGrKwssrOzeeaZZw7ZLgC33347o0aNIjs7m1tuuQWAvLw8LrjgAiZNmsSkSZNYtmwZAG+//TY5OTn///buPDzK6mz8+PdOZrKHZJKwBAgEEEQDJIGA0giyKLggfVERrFpp+xa1WrfWV7Fealv99W1LFbe3lLbWWm0RaemiKCgGoSoipIgIaNhEkpB9mySTZDLn98cMYxICYcnMk+X+XFeumXnWe04mz9w55znnkJGRQWZmJjU1NcedXymllAqmyvzN1FceYMC51xFqj7Q6nE4V8GlGReRHgBt42beoEBhijCkTkQnA30UkzRhT3XZfY8wKYAVAVlaWOdl5Cvf8GVf14U6NPaLPEJLP+8YJ1+/atYsJEyac0bGHDBnCjh07uOeee1i0aBHvvfceLpeLMWPGtEpyO/L444+TkJBAc3MzM2fOZOfOndx555088cQT5OTkkJSU1Gr7BQsWcPfdd3P77bcDsGrVKtatW8f69evJy8tj69atGGOYO3cumzZtYurUqf59d+zYQX5+Prt2eW8dPnY7wOLFi1m+fDkjR47kww8/5Hvf+x7vvPMOGRkZvPvuu0yfPp3XXnuN2bNnY7fbT7g9wJEjR3j//fcJDQ1l5syZJ9zumJ/+9KfExcXxySefAFBRUXHCchk0aBBr1qxh7969iIg//rvuuot77rmHiy66iMOHDzN79mz27NnD0qVLee6558jOzsbpdBIREXHKvxellFKqs7kbnRz9bDVRjpHEDZxsdTidLqBJqYgsAuYAM40xBsAY0wA0+J5vF5H9wCigV01sP3fuXADGjh2L0+kkNjaW2NhYwsPDT+vez1WrVrFixQrcbjeFhYXs3r2bcePGnXD7zMxMiouLKSgooKSkBIfDQUpKCk899RTr168nMzMT8NZA5uXltUpKhw8fzoEDB/j+97/PlVdeyaxZs3A6nbz//vvMnz/fv11DQwPgTYBfeeUVpk+fzsqVK/ne97530u0B5s+fT2hoaIfbHfP222+zcuVK/2uHw3HCcjn//POJiIjgO9/5DnPmzPHXRL/99tvs3r3bf4zq6mqcTifZ2dnce++93HDDDVx99dUMHtzj7kBRSinVjRTnraG5yUny+Tf2mM5NLQUsKRWRy4D/AS42xtS1WN4XKDfGNIvIcGAkcOBsz3eyGs1ASUtLY/Xq1e2us9ls/qZrAJfL1Wp9eHg4ACEhIf7nx1673e4O9wc4ePAgS5cu5aOPPsLhcLBo0aJ2t2tr/vz5rF69mqNHj7JgwQLAe4/KkiVLuOWWW064n8Ph4OOPP2bdunUsX76cVatWsWzZMuLj49mxY8dx28+dO5cHH3yQ8vJytm/fzowZM6itrT3h9gDR0dEAeDyek253MicqF5vNxtatW9mwYQOrV6/m2Wef5Z133sHj8bBly5bjakIfeOABrrzyStauXUt2djbr1q1j9OjRpx2PUkopdbbqq7+g/MscEofMJLLPEKvDCYjOGhLqL8AHwLkickREvgM8C8QCb7UZ+mkqsFNEdgCrgVuNMeXtHbermzFjBg0NDaxYscK/bOfOnWzevJmhQ4eye/duGhoaqKysZMOGDad17FPZv7q6mujoaOLi4igqKuKNN766bTc2NvaE90AuWLCAlStXsnr1an9N5OzZs3n++edxOp0A5OfnU1xc3Gq/0tJSPB4P11xzDY899hi5ubn06dOHYcOG8eqrrwLe5Pbjjz8GICYmhokTJ3LXXXcxZ84cQkNDT7p9S6e63aWXXtrqHtmKiooTlovT6aSqqoorrriCJ5980n+8WbNm8cwzz/iPcSwR3r9/P2PHjuX+++9n4sSJ7d7TqpRSSgWaMYbC3S9hs8fSb+Q8q8MJmE6pKTXGXN/O4t+fYNu/An/tjPNaTURYs2YNd999Nz//+c+JiIggNTWVZcuWkZKSwnXXXceYMWMYNmyYv1n8VJ3K/unp6WRmZjJ69GhSUlLIzs72r1u8eDGXXXYZAwcOJCcnp9V+aWlp1NTUMGjQIJKTkwFvYrZnzx4mT/beoxITE8NLL71Ev379/Pvl5+fzrW99y1+D+7Of/QyAl19+mdtuu43HHnuMpqYmFi5cSHp6OuBNgOfPn8/GjRv9xznZ9i2dynYPPfQQt99+O2PGjCE0NJRHHnmEq6++ut1yqamp4etf/zoulwtjDE888QTg7Rh2++23M27cONxuN1OnTmX58uUsW7aMnJwcQkJCSEtL4/LLLz+F35xSSinVuSrz36OuYh+Dxn6bUHuU1eEEjPhu9ezysrKyTEdjcyqllFJK9STNTXXkbVpCWFRfhl34I8vvJRWR7caYrEAcW6cZVUoppZTqoor3/R13U02P7dzUkialSimllFJdkKvmS8q/2EBCyjQi41KtDifgNClVSimllOpivJ2bXibEHkW/kVdbHU5QaFKqlFJKKdXF1JZ9Sm35Z/QfeQ22sBirwwkKTUqVUkoppbqYyoIPCLVHET8ou+ONewhNSpVSSimluhCP20V10XbiBkwiJNRudThBo0npWTp69CgLFy5kxIgRTJgwgSuuuILPP/88oOecNm0aHQ2PtWzZMurq/BNpccUVV5zW9KVnY9u2bdx5550AbNy4kffff9+/bvny5bz44otndNyYmN7RfKGUUqp3qy7egcfdQNzAC60OJagCNs1ob2CMYd68edx8883++dc//vhjioqKGDVqlKWxLVu2jBtvvJGoKO8gu2vXrg3Ked1uN1lZWWRleYcw27hxIzExMXzta18D4NZbbw1KHEoppVR3VVnwPvbIRKIc1uYSwaY1pWchJycHu93eKtFKT09nypQpbNy4kTlz5viX33HHHbzwwgsApKamsmTJEjIyMsjKyiI3N5fZs2czYsQIli/3zsZ6sv1buu2228jKyiItLY1HHnkE8M5QVFBQwPTp05k+fbr/nKWlpTzwwAOtpuV89NFHWbp0KQC//OUvmThxIuPGjfMfq60333yT8ePHk56ezsyZM/3HuOmmm8jOzuamm27yx37o0CGWL1/Ok08+SUZGBps3b251vn379nHJJZeQnp7O+PHj2b9/P06nk5kzZzJ+/HjGjh3LP/7xjw5/Dy+++CLjxo0jPT2dm266CYB//etfXHDBBWRmZnLJJZdQVFQEwLvvvktGRgYZGRlkZmb6p2Jt773X1tZy5ZVXkp6ezpgxY3jllVc6jEUppZQ6G+6GampLPyUu+YIePy5pWz2mpvTLd1+kvuSLTj1mZN+hpFz8zROu37VrFxMmTDijYw8ZMoQdO3Zwzz33sGjRIt577z1cLhdjxow5rdrExx9/nISEBJqbm5k5cyY7d+7kzjvv5IknniAnJ4ekpKRW2y9YsIC7776b22+/HYBVq1axbt061q9fT15eHlu3bsUYw9y5c9m0aRNTp07171tSUsJ3v/tdNm3axLBhwygvL/ev2717N//+97+JjIz0TymamprKrbfeSkxMDD/84Q8B2LBhg3+fG264gQceeIB58+bhcrnweDyEhYWxZs0a+vTpQ2lpKRdeeCFz58494R/mp59+ymOPPcb7779PUlKSP6aLLrqILVu2ICL87ne/4xe/+AW/+tWvWLp0Kc899xzZ2dk4nU4iIiJO+N5LSkoYOHAgr7/+OgBVVVWn/HtRSimlzkRV4YcY4yF+4NesDiXoekxS2t3MnTsXgLFjx+J0OomNjSU2Npbw8PDTuvdz1apVrFixArfbTWFhIbt372bcuHEn3D4zM5Pi4mIKCgooKSnB4XCQkpLCU089xfr168nMzATA6XSSl5fXKindsmULU6dOZdiwYQAkJCS0ej+RkZGnHHdNTQ35+fnMmzcPgIiICACampp48MEH2bRpEyEhIeTn51NUVMSAAQPaPc4777zD/Pnz/cn3sZiOHDnCggULKCwspLGx0R9zdnY29957LzfccANXX301gwcPZv369e2+9ylTpvCDH/yA+++/nzlz5jBlypRTfn9KKaXUmags3EJEnxQiYgdZHUrQ9Zik9GQ1moGSlpbG6tWr211ns9nweDz+1y6Xq9X68PBwAEJCQvzPj712u90d7g9w8OBBli5dykcffYTD4WDRokXtbtfW/PnzWb16NUePHmXBggWA9/7YJUuWcMstt3S4f3uio6PPaL+2Xn75ZUpKSti+fTt2u53U1NRTek9tff/73+fee+9l7ty5bNy4kUcffRSABx54gCuvvJK1a9eSnZ3NunXrTvrec3NzWbt2LQ899BAzZ87k4YcfPtu3qJRSSrWrofYo9ZUHGDB6gdWhWELvKT0LM2bMoKGhgRUrVviX7dy5k82bNzN06FB2795NQ0MDlZWVrZqtT8Wp7F9dXU10dDRxcXEUFRXxxhtv+NfFxsb675dsa8GCBaxcuZLVq1czf/58AGbPns3zzz+P0+kEID8/n+Li4lb7XXjhhWzatImDBw8CtGq+P5ETxREbG8vgwYP5+9//DkBDQwN1dXVUVVXRr18/7HY7OTk5fPHFyW/JmDFjBq+++iplZWWtYqqqqmLQIO9/mX/84x/92+/fv5+xY8dy//33M3HiRPbu3XvC915QUEBUVBQ33ngj9913H7m5uR2+X6WUUupMVRVsARHiki+wOhRL9JiaUiuICGvWrOHuu+/m5z//OREREaSmprJs2TJSUlK47rrrGDNmDMOGDfM3DZ+qU9k/PT2dzMxMRo8eTUpKCtnZXw2wu3jxYi677DIGDhxITk5Oq/3S0tKoqalh0KBBJCcnAzBr1iz27NnD5MmTAe/wSy+99BL9+vXz79e3b19WrFjB1VdfjcfjoV+/frz11lsnfR9XXXUV1157Lf/4xz945plnWq3705/+xC233MLDDz+M3W7n1Vdf5YYbbuCqq65i7NixZGVlMXr06JMePy0tjR/96EdcfPHFhIaGkpmZyQsvvMCjjz7K/PnzcTgczJgxw59IL1u2jJycHEJCQkhLS+Pyyy8nPDy83fe+b98+7rvvPkJCQrDb7fz6178+aSxKKaXUmTLGUFnwAdEJo7FHOKwOxxJijLE6hlOSlZVlOhqbUymllFKqO6qr3M+BDx5j0Nhv4xjcdfswiMh2Y0xWII7dac33IvK8iBSLyK4WyxJE5C0RyfM9OnzLRUSeFpF9IrJTRMZ3VhxKKaWUUt1NZcEHSIidPv3PbFSfnqAz7yl9AbiszbIHgA3GmJHABt9rgMuBkb6fxYC2iyqllFKqVzIeN9WFH9Gnfwah9iirw7FMpyWlxphNQNueL18HjvUy+SPwXy2Wv2i8tgDxIpLcWbEopZRSSnUXzrJPcTdWE5c82epQLBXo3vf9jTGFvudHgf6+54OAL1tsd8S3TCmllFKqV6ks2EJoWAyxfcdaHYqlgjYklPH2qDqtXlUislhEtonItpKSkgBFppRSSilljWa3i5qiXOL6ZyEhvXtQpEAnpUXHmuV9j8cGvswHUlpsN9i3rBVjzApjTJYxJqtv374BDlUppZRSKrhqinLxNDcSN6h3N91D4JPSfwI3+57fDPyjxfJv+nrhXwhUtWjm71aOHj3KwoULGTFiBBMmTOCKK67g888/D+g5p02bRkfDYy1btoy6ujr/6yuuuOK0pi89FS+88AJ33HHHGe27Y8cO1q5d63/96KOPsnTp0s4KTSmllOoWKgs+wB6ZRFT8SKtDsVxnDgn1F+AD4FwROSIi3wH+F7hURPKAS3yvAdYCB4B9wG+B73VWHMFkjGHevHlMmzaN/fv3s337dn72s59RVFRkdWjHJaVr164lPj7euoDaaJuUKqWUUr1NU0MlzrJPiR94ISJidTiW68ze99cbY5KNMXZjzGBjzO+NMWXGmJnGmJHGmEuMMeW+bY0x5nZjzAhjzFhjTLccFT8nJwe73c6tt97qX5aens6UKVPYuHEjc+bM8S+/4447eOGFFwBITU1lyZIlZGRkkJWVRW5uLrNnz2bEiBEsX74c4KT7t3TbbbeRlZVFWloajzzyCABPP/00BQUFTJ8+nenTp/vPWVpaygMPPMBzzz3n379lDeUvf/lLJk6cyLhx4/zHausPf/gDo0aNYtKkSbz33nv+5SUlJVxzzTVMnDiRiRMn+tdt3bqVyZMnk5mZyde+9jU+++wzGhsbefjhh3nllVfIyMjglVdeAWD37t1MmzaN4cOH8/TTTwNQW1vLlVdeSXp6OmPGjPFvq5RSSnV31YVbwRjiBmrTPfSgaUZ/+9vfcuDAgU495vDhw/nud797wvW7du1iwoQzG+R2yJAh7Nixg3vuuYdFixbx3nvv4XK5GDNmTKsktyOPP/44CQkJNDc3M3PmTHbu3Mmdd97JE088QU5ODklJSa22X7BgAXfffTe33347AKtWrWLdunWsX7+evLw8tm7dijGGuXPnsmnTJqZOnerft7CwkEceeYTt27cTFxfH9OnT/dOf3nXXXdxzzz1cdNFFHD58mNmzZ7Nnzx5Gjx7N5s2bsdlsvP322zz44IP89a9/5Sc/+Qnbtm3j2WefBbzJ8d69e8nJyaGmpoZzzz2X2267jTfffJOBAwfy+uuvA9457ZVSSqmeoLJgCxF9hhARM9DqULqEHpOUdjdz584FYOzYsTidTmJjY4mNjSU8PPy07v1ctWoVK1aswO12U1hYyO7duxk3btwJt8/MzKS4uJiCggJKSkpwOBykpKTw1FNPsX79en+S6XQ6ycvLa5WUfvjhh0ybNo1jnc4WLFjgv3/27bffZvfu3f5tq6urcTqdVFVVcfPNN5OXl4eI0NTUdMLYrrzySsLDwwkPD6dfv34UFRUxduxYfvCDH3D//fczZ84cpkzpulOvKaWUUqeqofYo9VUHGTB6odWhdBk9Jik9WY1moKSlpbF69ep219lsNjwej/+1y+VqtT48PByAkJAQ//Njr91ud4f7Axw8eJClS5fy0Ucf4XA4WLRoUbvbtTV//nxWr17N0aNHWbBgAeC9P3bJkiXccsstHe7fHo/Hw5YtW4iIiGi1/I477mD69OmsWbOGQ4cOMW3atBMeo2U5hIaG4na7GTVqFLm5uaxdu5aHHnqImTNn8vDDD59RjEoppVRXUVnwAYgQl3yB1aF0GUEbp7QnmjFjBg0NDaxYscK/bOfOnWzevJmhQ4eye/duGhoaqKysZMOGDad17FPZv7q6mujoaOLi4igqKuKNN97wr4uNjaWmpqbdYy9YsICVK1eyevVq5s+fD8Ds2bN5/vnncTqdAOTn51NcXNxqvwsuuIB3332XsrIympqaePXVV/3rZs2axTPPPON/vWPHDsDb3D5okHdehJb3xJ4svpYKCgqIiorixhtv5L777iM3N7fDfZRSSqmuzBhDVcEHxCSejz0i3upwugxNSs+CiLBmzRrefvttRowYQVpaGkuWLGHAgAGkpKRw3XXXMWbMGK677jp/s/ipOpX909PTyczMZPTo0XzjG98gOzvbv27x4sVcdtll/o5OLaWlpVFTU8OgQYNITvbO7jpr1iy+8Y1vMHnyZMaOHcu11157XNKYnJzMo48+yuTJk8nOzua8887zr3v66afZtm0b48aN4/zzz/d32Pqf//kflixZQmZmJm6327/99OnT2b17d6uOTu355JNPmDRpEhkZGfz4xz/moYceOsUSVEoppbqm2vK9NNaVEJd8odWhdCninWip68vKyjIdjc2plFJKKdWVuRuq2P/+TwA4Z8rjhNoiOtijaxGR7caYrEAcW2tKlVJKKaWCwHjcHP7PszQ3ORky/vvdLiENNE1KlVJKKaUCzBhDwe6XqKvYx8Ax3yYyLtXqkLocTUqVUkoppQKs4sscKr58l6ThVxA/UHvct0eTUqWUUkqpAKot/4zCPX8mtl86/UddY3U4XZYmpUoppZRSAdJYX8rh/zxHWGRfBo9bjIimXieiJaOUUkopFQAet4vDuc+AaWbIhLsItUdZHVKXpkmpUkoppVQnM8aQv+t5XDVfMjj9FsKjB1gdUpenSalSSimlVCcrPfAaVYUf0X/UtcT2HWd1ON2CJqVKKaWUUp2oungHRXlriEu+gKRhl1sdTrehSalSSimlVCdxOQs48vFviIwdwqCx30JErA6p29CkVCmllFKqEzTUHuXQ1l8QEhrGkPF3EhIabnVI3Yot0CcQkXOBV1osGg48DMQD3wVKfMsfNMasDXQ8SimllFKdraH2KAe3/hyMIfWC+7FHJlgdUrcT8KTUGPMZkAEgIqFAPrAG+BbwpDFmaaBjUEoppZQKFH9C6vGQOul/iIgZaHVI3VKwm+9nAvuNMV8E+bxKKaWUUp2udUJ6HxGxg6wOqdsKdlK6EPhLi9d3iMhOEXleRBxtNxaRxSKyTUS2lZSUtF2tlFJKKWWZhtoiDm39BcbT7EtIB1sdUrcWtKRURMKAucCrvkW/BkbgbdovBH7Vdh9jzApjTJYxJqtv377BClUppZRS6qSOJaQeTxPDNCHtFMGsKb0cyDXGFAEYY4qMMc3GGA/wW2BSEGNRSimllDojjXXFvoS0kdSJ9xERm2J1SD1CMJPS62nRdC8iyS3WzQN2BTEWpZRSSqnT1lhXzMEPf+5PSCP7DLE6pB4j4L3vAUQkGrgUuKXF4l+ISAZggENt1imllFJKdSmN9aUc3PoLPM0NpE7ShLSzBSUpNcbUAoltlt0UjHMrpZRSSp0tYwxHdvwGj7veV0M61OqQehyd0UkppZRSqgOV+e9RV7mPAaOvJzIu1epweiRNSpVSSimlTqK5qY6iz14lKv4c4gdlWx1Oj6VJqVJKKaXUSRTnrcHdVEPy+TcgIlaH02NpUqqUUkopdQKumi8pO7yBhJTp2mwfYJqUKqWUUkq1wxhD4e6XCLVH02/kPKvD6fE0KVVKKaWUakdV4RZqyz+n/6hrsYXFWB1Oj6dJqVJKKaVUG81N9Rzd+wqRccNwDJ5qdTi9gialSimllFJtlOz/J+7GapLPv1E7NwWJJqVKKaWUUi24nAWUffEWjsFTiIofbnU4vYYmpUoppZRSPsc6N4WERtB/1LVWh9OraFKqlFJKKeVTffQjasv20H/U1djCYq0Op1fRpFQppZRSCvC4XRzdu5KIPkNwpEyzOpxeR5NSpZRSSimgeP+/aHJVMPD8GxHRFCnYtMSVUkop1es11B6l7NB64gdlE+UYaXU4vZImpUoppZTq1RrrS/lyx/8REhrGgHPnWx1Or2WzOgCllFJKKavUlHzCkZ0rwHgYnH4LtvA4q0PqtYKSlIrIIaAGaAbcxpgsEUkAXgFSgUPAdcaYimDEo5RSSqnezRhDyf5/Ubzv70TEDCYl83bCo/tbHVavFszm++nGmAxjTJbv9QPABmPMSGCD77VSSimlVEA1N9VxOPdpivPWEJd8AcMvfFAT0i7Ayub7rwPTfM//CGwE7rcqGKWUUkr1fK6aLzmc+yxNrjKSz/sGCUMv0WlEu4hgJaUGWC8iBviNMWYF0N8YU+hbfxTQf1GUUkopFTCVBR9QsOsFQuxRDJt0v/ay72KClZReZIzJF5F+wFsisrflSmOM8SWsrYjIYmAxwJAhQ4ITqVJKKaV6FONxc3TvK5R98TbRCaMYnHEb9vB4q8NSbQQlKTXG5Psei0VkDTAJKBKRZGNMoYgkA8Xt7LcCWAGQlZV1XNKqlFJKKXUy7kYnX/7nGWrLPycxdRYDzp2PhOjgQ11RwDs6iUi0iMQeew7MAnYB/wRu9m12M/CPQMeilFJKqd6jsb6Mgx/+jLrKAwxOv4Xk867XhLQLC8Zvpj+wxncTsQ34szHmTRH5CFglIt8BvgCuC0IsSimllOoFXDVf8sW2J/G4XaRm/YDoxNFWh6Q6EPCk1BhzAEhvZ3kZMDPQ51dKKaVU71JbtpfDuU8jtnCGXbiEiNgUq0NSp0DrsJVSSinVY1QVbuXIzt8SFtWPoVn3EhaZaHVI6hRpUqqUUkqpHqHs0FsU7v0LUfEjGDL+LmxhMVaHpE6DJqVKKaWU6taMMRR9vprSA2vp038Cg9MXExIaZnVY6jRpUqqUUkqpbst43OTv+gOV+e+TMGQGyeffgEgwZ1FXnUWTUqWUUkp1O81uFzXFOyg/vIG6in30H3U1ScPn6JSh3ZgmpUoppZTqFryJ6MdUH91KTcknGE8T9ggHg8b9N45B2VaHp86SJqVKKaWU6rI8bhc1JR9TdfQjnCWf4GluxBYRT8KQacQNmEhk/DlaO9pDaFKqlFJKqS7D09yEq/oL6ir3U1fxOc7SXf5E1DF4Kn2SJxIVP1IT0R5Ik1KllFJKWabJVUld5T7qKvdRX7Gf+upDGI8bAHtkEvGDLyJuwCSiHCO1A1MPp0mpUkoppYKqvvowZQffpLbic5rqywCQEDuRcUNJHHoJkfEjiIo/B3tEvLWBqqDSpFQppZRSQdHkqqQ4729U5P+bUFskMUlpRKbOIip+BBGxQwgJtVsdorKQJqVKKaWUCiiP20XpoXWUHliLMR4SU2fRb8RVhNqjrQ5NdSGalCqllFIqIIzxUJn/HkV5f8PtqqTPgCz6j7qW8Oj+VoemuiBNSpVSSinV6Zxlezi6dyWu6sPeuegzvkeUY6TVYakuTJNSpZRSSp01YwxN9SXUVeyj6uhWaoo/xh6ZxOD0W4lLnqRDOKkOaVKqlFJKqdPmaW6kvuqgbzin/dRX7MfdWA1AqD2a/ufOJ3HoJYSEhlkcqeouNClVSiml1Cmpq9xPVcEW6ir346o5jPE0AxAW3Z+YvmOJij+HKMcIwmMG6Zii6rQFNCkVkRTgRaA/YIAVxpinRORR4LtAiW/TB40xawMZi1JKKaVOnzEeqotyKTu4jrrKfYSEhhEZN5ykYZcRFT+SyPjh2MJirQ5T9QCBril1Az8wxuSKSCywXUTe8q170hizNMDnV0oppdQZaHa7qDyymbIv3qKxroSwqL4kn/cNHIOnEGKLsDo8Bbjrayj9ZAOO0dmE9+lrdThnLaBJqTGmECj0Pa8RkT3AoECeUymllFJnrqm+nLLDG6j4ciPNTXVEOc6h/7nX0af/eG2S7yJcFYUU73iDst2bMO5GQiNj6Tt2ptVhnbWg3VMqIqlAJvAhkA3cISLfBLbhrU2taGefxcBigCFDhgQrVKWUUqrXqa86RNmh9VQd3YoxHuIGZJGYOpuo+BFWh6bwjm7gzN9Lce7rVB36DyKhJIy+iH7jryAycbDV4XUKMcYE/iQiMcC7wOPGmL+JSH+gFO99pj8Fko0x3z7ZMbKyssy2bdsCHqtSSinVWxhjcJbspPTgm9SW7yXEFo5j8MUkpl5KWGSS1eEpwNPspnLfhxTnrqWu+CChETH0HXcpfdNnYY+KC3o8IrLdGJMViGMHvKZUROzAX4GXjTF/AzDGFLVY/1vgtUDHoZRSSikvT3MDlfkfUHZoHQ21R7FHJDBg9AIcg6cSao+yOjwFuBtqKduVQ/GOdTQ5ywh3JJMy4zsknjeFEFvPHGYr0L3vBfg9sMcY80SL5cm++00B5gG7AhmHUkoppaCpoZLyL96h/MscmhudRMalege3HzABCdFRIruChqpiine8SdmnG/E0uYgdnMaQGd+iT2pmj5+AINCfwGzgJuATEdnhW/YgcL2IZOBtvj8E3BLgOJRSSqkep7mpnvqqA7gbnR1uW1v2KZUFH2BMM7H9MkhKnU2UY1SPT3S6i9rCPIpy11K5fysiIThGTaZf5uVE9RtmdWhBE+je9/8G2vu065ikSiml1GkwxtBYV0RdxT7qK/dTV7kPlzMfTrFvSEhoGI7BU0lMvZTw6AEBjladCuPxUHlgG8W5r1NbmEdoeBT9J1xF33GXEhabaHV4Qad19UoppVQX5HG7qKs6SL1vGs+6yv00+2pEQ+1RRMYNp9+ALKLiR2CLSEDarQP6ii08Tu8XtZjxeGiqq6KpppTao3kU71hHY3UJYXH9GHzxN0lMm0aovfeOAatJqVJKKWUxby1osa8GdD91lXm4ao74a0HDYwbSp18mkfHnEBU/gvCYgdrs3kU1N7moObyLxppSGmvKaHKW0VhTTpOznKbaCv/UrADRyaMYNOUG4odnISE6BqwmpUoppVSQeZobqK86RJ2vFrS+Yj/uxmoAQmwRRMWPoO+Iq4iKH0FU/AhC7dEWR6xORX15PgdfexJXRQEAYgsjLNpBWGwSMYPPIywmEXtMAmGxCYTHDSAiYaDFEXctmpQqpZRSAWSMoclVRl3FPuoqvfeDuqoPY4wHgPDoAcT0HUtU/DlEOUYQHjNIZ07qhiryPuSLt35DiC2MEXN/SPSAkYRGxGiN9mnQpFQppZTqRJ7mRlzVX/ia4fdRV7EPd0MVACG2cCLjhpM0/Aqi4s8hMn44trBYiyNWZ8N4mil47xWKcl8jOnkkw664i7CYBKvD6pY0KVVKKaXOQlN9ub8Zvq5yn7cW1OMGICyqHzFJaUTFjyAyfgQRMYORkFCLI1adpamumoNvPI3zyG76jruUQVNvIiRUU6szpSWnlFJKnQJjDM2N1TTWFVNXdZC6ijzqK/fT5KoAvEMuRcYNIzF1lrcpPn4EtvA+FketAqW2MI8Da5/C7XIydNZtJJ43xeqQuj1NSpVSSvV63oSzhiZXOU2uCt9jOe4Wz5tcFf4aUAB7ZBJRjlHezkiOc4iITdFZkXoBYwyln7zNkXf/hD02gXOv+zFRfYdaHVaPoH89SimlejRjDM1NTn9i6W6RZDbVt0w4m1rtJyE2bOHxhEUmEBk3nD4DErGHx2OPTCIybhj2iHhr3pCyhDEGd301+f/+M+V7NtNnWCaps27DFhFjdWg9hialSimlujVPcyMNtUePq9VscpXTVF+Gu6EST3Njq30kJBRbeDz2CAeRccPo03889ogEbBEOwiITsUU4sIXFac/pXqS5yUVDxVEaneW+sUXLaHKWf/XoLMc0N4EIyRdey4BJ8/Tz0ck0KVVKKdVtfDW80n7/TEeumsOtBiQXCfElnAlExg3FHjEeW4QDe0SC/8cW3keHXerFjDE0VhXhLMyj9mgetYX7qC/9otWUrRISij06AXuMg6j+w4kfMRF7bALRA84hesA5Fkbfc2lSqpRSqsvyuF24ar78anilyv24XZXAsY5Fw0kadhkRsUOwRyZ6E86wPtrDvYdobqjD09zU8YYdMQZXRaEvAfX+uOt9kxXYI4geMJIBE/+LyKQhhMUmYo9JxB4Vp7MsBZkmpUoppSzhaW5scW9nWZuORd7H5qZa//ZhUX2JSTiPSN8sR96ORZp89hTG48FVfsRbe1mYR23h5zRUHu3084THD6BPagbRySOJSR5JRMLgbpt8GmOoq6sjNDSUiIgIq8M5a5qUKqWU6nTehLOiRaJZ1qpXe5OrguZG53H72cL6YIuIxx6VRFTCSOwRCYRHJxMZPxx7eHzw34g6bcYYPO6GVk3h7fG4m6grPuCvuaw9uh9PUz0Atsg+RCePJPH8iwkNj+qUuMJiE4keMBJbpPWTFRhjaGhowHRQRm63m4qKCkpKSigtLW33x+Vycc899zBjxowgRR84mpQqpVQ3Z4xpNVRR4HlwN1R9VcPZ0LIX+7GEs+a4vULDYvz3dEbFj8QeEY89ItHfwcge4SAkNCyI70OdCXdDLU3OChprSlt3BKrxdRByluNpcp36AUWITBpKwnnZRA/w1l6GxfUPeiciYwxud+f8HTU2NvqTxpKSEsrKylo9lpaW0tDQcNrHFREcDgdJSUkMGTKE8ePHk5SUxMiRIzslbqtpUqqUUqepo9qNzuZx1/tqGcta1D62Hk/T4z79L7jOFBoWgz3cgT0ygaj4EdgjHNj8HYu8nYw04ez6mhvrvb3Pa7zJZWNNKU015TQ6v0o8j9Vm+olgj3YQFpNARGIKfVLTsUXFIXLyWyskxJuMRg0YQag9sE3Pxhiqq6tPWNt47KezktK2RITExEQSExMZNmwYWVlZOBwOQjq4bSAkJASHw0Hfvn1JTEwkISEBm63npm6WvjMRuQx4CggFfmeM+V8r41FKKWMM7sYqb5NzfZvhhY6Nc9lQ0aq3d9CJYAuPIywikfCYgcQkjcUWFgMEqWZJBFtYHPZIX9IZHk+Irfvfz9bTNTe5/AnmccMd1ZTR5CyjubGdhDMqHntMAhEJg4gdMpawmETCYhOwxyQSFpOALTre0qk1jTE4nc6TNnGXlpbS1NS6w5TNZiMhIYG+ffsyatQosrOziYqK6pQaWrvdTlJSkv/H4XAQGqr3P3fEsk+ReP+Feg64FDgCfCQi/zTG7LYqJqVUz3b8rD3t1TxWHNcULiF2X22fg+iEUdjC4wkJDQ9a3CGhYf7aRltEAvbwOJ05qBdpbqijsbaCpppSGo81m7etvXSfQnN5OzX8tqg4wmITiXAkE5uS5ut5nkBYTCL22ATs0Y6AJZwnqr1s2cxdXl5+SrWXbVsvQkNDSUxM9DdtT548uVWSmJSURHx8vI4z2sVYeVWbBOwzxhwAEJGVwNcBTUpVr3JsPu2Wg303NVT6eyN778+rDnqTcY9kmjHG02qRhNj8CV9U/DltxrP0Pg8Ni9Uvr17CO2tPzfH3SzrLvIlgTRlN9VUdduLpxICOv19YBHtkHPZYX+1lyhg8oXYqqpyUV1ZTXlVDeWWN79H7uqKyhvpGNyH2MEJCwwixhSG2MERcQFFw3ksbHo+H5ubWLQ4tay9Hjx5NQkICYWEd3/bRp0+f42om9W+2+7EyKR0EfNni9RHgAotiaeXZHy1k9Zo3rQ5D9Rrtf7mJhICE+B9V5xC+Kldv2QpBa/ZWXZ/xHPcPoIggtjBCbOGE2MIIsdkJ5mdGQkNbnPtYMlkClACfAeByHV9TGh0dTd++/Rh83nlk9u1LdHR0l0rUWnba0dpLBV28o5OILAYW+146ReSzIJ4+CSgN4vm6Iy2jjmkZdUzLqGNaRh3TMuqYllHHtIw6dm6gDmxlUpoPpLR4Pdi3zM8YswJYEcygjhGRbcaYLCvO3V1oGXVMy6hjWkYd0zLqmJZRx7SMOqZl1DER2RaoY1vZJvgRMFJEholIGLAQ+KeF8SillFJKKYtYVlNqjHGLyB3AOrxDQj1vjPnUqniUUkoppZR1LL2n1BizFlhrZQwnYcltA92MllHHtIw6pmXUMS2jjmkZdUzLqGNaRh0LWBmJDjOjlFJKKaWspuPMKKWUUkopy/X4pFRE/ktEjIiMPsvjDBORD0Vkn4i84uuchYhMFZFcEXGLyLWdE3VwBaGMhorIBhHZKSIbRWRw50QePJ1YRnf4yseISFKL5feJyA7fzy4RaRaRhLOPPHg6sYxeFpHPfOXwvIjYfcuniUhVi3J6uHMiDyxfmbzU4rVNREpE5LVOOv4EEfnE97l6WnyDPIrIT31/cztEZL2IDOyM8wVCEMrocRH5UkScbZZ3m+u3hWXUba7fgSwjEYkSkddFZK+IfCoi/9ti3ZMtrkufi0jl2Z4vGNr+rs/iOO1+97dYf43vd9PhqAY9PikFrgf+7Xs8ZeKdBrWlnwNPGmPOASqA7/iWHwYWAX8+uzAtFegyWgq8aIwZB/wE+NnZhWuJziqj94BLgC9aLjTG/NIYk2GMyQCWAO8aY8rPPFxLdFYZvQyMBsYCkcB/t1i3+Vg5GWN+cjbBBlEtMEZEIn2vL6XN8Hdn6dfAd4GRvp/LfMt/aYwZ5/tMvQZ05SQ+0GX0L7yzCLbVna7fVpVRd7p+B7qMlhpjRgOZQLaIXA5gjLmnxfX7GeBvnXjO7uBE3/2ISCxwF/DhqRyoRyelIhIDXIS3gBb6lk0TkU2+/3g+E5HlIt7pckTEKSK/EpGPgcktjiPADGC1b9Efgf8CMMYcMsbsBFrPXdhNBKOMgPOBd3zPc/BOJ9ttdFYZARhj/mOMOdTBKa8H/tLpbySAOrmM1hofYCveMYy7u7XAlb7nrX6/IjJJRD4Qkf+IyPsicq5v+SYRyWix3b9FJL3lQUUkGehjjNniK68X+eraVN1i02hONHVY1xGQMgLwlU9hO8u72/U76GVE97t+B6SMjDF1xpgc3/NGIJf2r03d6vrtu06/1uL1syKyyPf8kIj8WLytCZ9IO61gHXz3A/wUb9J6/JRj7ejRSSneP543jTGfA2UiMsG3fBLwfbx/bCOAq33Lo4EPjTHpxph/tzhOIlBpjDk2AfERvNOk9gTBKKOPW+w/D4gVkcSAvJvA6Kwy6pCIROGt6fprp0QePJ1eRuJttr8JaDnn72QR+VhE3hCRtEC8kQBZCSwUkQhgHK1rDfYCU4wxmXhrM/+fb/nv8dbiISKjgAhjzMdtjjsI79/aMa2uTeJrkgVuoGvXlELgyqgnsaKMutv1O+BlJCLxwFXAhjbLhwLD+CqJ7wlKjTHj8bbI/LCd9Sf87heR8UCKMeb1Uz1ZT09Kr8f7AcX3eKxZcasx5oAxphnvfzQX+ZY30/2SgbMVjDL6IXCxiPwHuBhvc0rzWUUdXMH8HF0FvNdNm+47u4z+D9hkjNnse50LDDXGpONtIvt7J8UecL7auFS85dJ2GLw44FUR2QU8CRxLtl8F5viS828DL5zBeX9kjEnBe0vEHWcUfJBYVUbdiUVl1K2u34EuIxGx4b2WPW2MOdBm9UJgte9611McuxVhO95yPSW+VrEngB+czsksHac0kMTbSWQGMFZEDN4B+g3wOsc3Yx177Tr2YRKRdUB/YBve+7XiRcTm+2/guClRu6NglZExpgDff9q+Zt5rjDGVAXxrnaYzy8gY8990bCHdqOkHAlNGIvII0Be4xb9ji+ZoY8xaEfk/EUkyxnSXear/iff+vGl4axeO+SmQY4yZJyKpwEbwNheKyFt4a6GvAyaI9/7b7S2O92taNyGe6Nr0Mt4v6Ec66b0ESqeXkTGmq9cQn66gllE3vX4HsoxWAHnGmGXtnHchcHunvpPAc9O6gjKizfoG32MzvpzxFL/7Y4ExwEZvCz8DgH+KyFxjzAmnKe2xSSlwLfAnY4z/S01E3gWmAJNEZBjeziYLaGcgWGPM7JavRSTHd8yVwM3APwIXetAEpYzE28u83BjjwduJ5/mAvJvA6NQyOhkRicNbE3Hj2QYdZJ39OfpvYDYw0/eZObZ8AFBkjDEiMgnvhbQsAO8nUJ7H28z1iYhMa7E8jq8SyUVt9vkd3g4om40xFb5lGS03EJFqEbkQbzPlN/HWIiMiI40xeb7Nvo636bKrC0gZ9TBBLaNuev0O1N/aY75jHFfB4Lvf0gF8cHahB90XwPkiEo63Y+lMvB1WT+hUvvuNMVVAyxFmNgI/PFlCCj27+f56YE2bZX/1Lf8IeBbYAxxsZ7v23A/cKyL78P7n9XsAEZkoIkeA+cBvRKQ7TZUalDLC+9/qZyLyOd7/rh4/68iDp1PLSETu9H1eBgM7ReR3LVbPA9YbY2o7I/Ag6uzP0XK8n5MPpPXQT9cCu8TbOeppYKGvc0+3YIw5Yox5up1VvwB+5msetbXZZztQDfzhJIf+Ht4v1H3AfuAN3/L/Fe+wWjuBWXh7wHZpgSojEfmF7+8uSkSOiMijvuXd7vod7DKiG16/A1FG4h0K60d474/P9V2bWianC4GV3eWa5LsNocEY8yWwCtjle/zPGRzuRN/9px9XNym/TuP7r+mHxpg5FofSZWkZdUzLqGNaRmdPvGOLbgRGt6w1Vl/RMuqYllHHelsZiXd0gd8aY9obBswyPbmmVCmlui0R+SbeJvkf9YYvyTOhZdQxLaOO9bYyEpFb8fZdeMjqWNrqdTWlSimllFKq69GaUqWUUkopZTlNSpVSSimllOU0KVVKKaWUUpbTpFQppZRSSllOk1KllFJKKWU5TUqVUkoppZTl/j8D4pl+4Hde8gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = sim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Full usage example\n", + "\n", + "Many of the details of this example will be explained in later tutorials, but to give you a taste, here's an example of how you would run two simulations to determine the impact of a custom intervention aimed at protecting the elderly." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import covasim as cv\n", + "\n", + "# Custom intervention -- see Tutorial 5\n", + "def protect_elderly(sim):\n", + " if sim.t == sim.day('2020-04-01'):\n", + " elderly = sim.people.age>70\n", + " sim.people.rel_sus[elderly] = 0.0\n", + "\n", + "pars = dict(\n", + " pop_type = 'hybrid', # Use a more realistic population model\n", + " location = 'japan', # Use population characteristics for Japan\n", + " pop_size = 50e3, # Have 50,000 people total in the population\n", + " pop_infected = 100, # Start with 100 infected people\n", + " n_days = 90, # Run the simulation for 90 days\n", + " verbose = 0, # Do not print any output\n", + ")\n", + "\n", + "# Running with multisims -- see Tutorial 3\n", + "s1 = cv.Sim(pars, label='Default')\n", + "s2 = cv.Sim(pars, interventions=protect_elderly, label='Protect the elderly')\n", + "msim = cv.MultiSim([s1, s2])\n", + "msim.run()\n", + "fig = msim.plot(to_plot=['cum_deaths', 'cum_infections'])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 280 age distributions and 176 household size distributions.\n", + "\n", + "List of available locations (case insensitive):\n", + "\n", + "{'age_distributions': ['Afghanistan',\n", + " 'Albania',\n", + " 'Algeria',\n", + " 'Angola',\n", + " 'Antigua and Barbuda',\n", + " 'Argentina',\n", + " 'Armenia',\n", + " 'Aruba',\n", + " 'Australia',\n", + " 'Austria',\n", + " 'Azerbaijan',\n", + " 'Bahamas',\n", + " 'Bahrain',\n", + " 'Bangladesh',\n", + " 'Barbados',\n", + " 'Belarus',\n", + " 'Belgium',\n", + " 'Belize',\n", + " 'Benin',\n", + " 'Bhutan',\n", + " 'Bolivia',\n", + " 'Bolivia (Plurinational State of)',\n", + " 'Bosnia and Herzegovina',\n", + " 'Botswana',\n", + " 'Brazil',\n", + " 'Brunei Darussalam',\n", + " 'Bulgaria',\n", + " 'Burkina',\n", + " 'Burkina Faso',\n", + " 'Burundi',\n", + " 'Cabo Verde',\n", + " 'Cambodia',\n", + " 'Cameroon',\n", + " 'Canada',\n", + " 'Cape Verde',\n", + " 'Central African Republic',\n", + " 'Chad',\n", + " 'Channel Islands',\n", + " 'Chile',\n", + " 'China',\n", + " 'China, Hong Kong Special Administrative Region',\n", + " 'China, Macao Special Administrative Region',\n", + " 'Colombia',\n", + " 'Comoros',\n", + " 'Congo',\n", + " 'Costa Rica',\n", + " \"Cote d'Ivore\",\n", + " 'Croatia',\n", + " 'Cuba',\n", + " 'Curaçao',\n", + " 'Cyprus',\n", + " 'Czechia',\n", + " 'Côte d’Ivoire',\n", + " 'DRC',\n", + " \"Democratic People's Republic of Korea\",\n", + " 'Democratic Republic of the Congo',\n", + " 'Denmark',\n", + " 'Djibouti',\n", + " 'Dominican Republic',\n", + " 'Ecuador',\n", + " 'Egypt',\n", + " 'El Salvador',\n", + " 'Equatorial Guinea',\n", + " 'Eritrea',\n", + " 'Estonia',\n", + " 'Eswatini',\n", + " 'Ethiopia',\n", + " 'Fiji',\n", + " 'Finland',\n", + " 'France',\n", + " 'French Guiana',\n", + " 'French Polynesia',\n", + " 'Gabon',\n", + " 'Gambia',\n", + " 'Georgia',\n", + " 'Germany',\n", + " 'Ghana',\n", + " 'Greece',\n", + " 'Grenada',\n", + " 'Guadeloupe',\n", + " 'Guam',\n", + " 'Guatemala',\n", + " 'Guinea',\n", + " 'Guinea-Bissau',\n", + " 'Guyana',\n", + " 'Haiti',\n", + " 'Honduras',\n", + " 'Hong Kong',\n", + " 'Hungary',\n", + " 'Iceland',\n", + " 'India',\n", + " 'Indonesia',\n", + " 'Iran',\n", + " 'Iran (Islamic Republic of)',\n", + " 'Iraq',\n", + " 'Ireland',\n", + " 'Israel',\n", + " 'Italy',\n", + " 'Ivory Coast',\n", + " 'Jamaica',\n", + " 'Japan',\n", + " 'Jordan',\n", + " 'Kazakhstan',\n", + " 'Kenya',\n", + " 'Kiribati',\n", + " 'Korea',\n", + " 'Kosovo',\n", + " 'Kuwait',\n", + " 'Kyrgyzstan',\n", + " \"Lao People's Democratic Republic\",\n", + " 'Laos',\n", + " 'Latvia',\n", + " 'Lebanon',\n", + " 'Lesotho',\n", + " 'Liberia',\n", + " 'Libya',\n", + " 'Lithuania',\n", + " 'Luxembourg',\n", + " 'Macao',\n", + " 'Macedonia',\n", + " 'Madagascar',\n", + " 'Malawi',\n", + " 'Malaysia',\n", + " 'Maldives',\n", + " 'Mali',\n", + " 'Malta',\n", + " 'Martinique',\n", + " 'Mauritania',\n", + " 'Mauritius',\n", + " 'Mayotte',\n", + " 'Mexico',\n", + " 'Micronesia',\n", + " 'Micronesia (Federated States of)',\n", + " 'Moldova',\n", + " 'Mongolia',\n", + " 'Montenegro',\n", + " 'Morocco',\n", + " 'Mozambique',\n", + " 'Myanmar',\n", + " 'Namibia',\n", + " 'Nepal',\n", + " 'Netherlands',\n", + " 'New Caledonia',\n", + " 'New Zealand',\n", + " 'Nicaragua',\n", + " 'Niger',\n", + " 'Nigeria',\n", + " 'Norway',\n", + " 'Oman',\n", + " 'Pakistan',\n", + " 'Palestine',\n", + " 'Panama',\n", + " 'Papua New Guinea',\n", + " 'Paraguay',\n", + " 'Peru',\n", + " 'Philippines',\n", + " 'Poland',\n", + " 'Portugal',\n", + " 'Puerto Rico',\n", + " 'Qatar',\n", + " 'Republic of Korea',\n", + " 'Republic of Moldova',\n", + " 'Romania',\n", + " 'Russia',\n", + " 'Russian Federation',\n", + " 'Rwanda',\n", + " 'Réunion',\n", + " 'Saint Lucia',\n", + " 'Saint Vincent and the Grenadines',\n", + " 'Samoa',\n", + " 'Sao Tome and Principe',\n", + " 'Saudi Arabia',\n", + " 'Senegal',\n", + " 'Serbia',\n", + " 'Seychelles',\n", + " 'Sierra Leone',\n", + " 'Singapore',\n", + " 'Slovakia',\n", + " 'Slovenia',\n", + " 'Solomon Islands',\n", + " 'Somalia',\n", + " 'South Africa',\n", + " 'South Korea',\n", + " 'South Sudan',\n", + " 'Spain',\n", + " 'Sri Lanka',\n", + " 'State of Palestine',\n", + " 'Sudan',\n", + " 'Suriname',\n", + " 'Sweden',\n", + " 'Switzerland',\n", + " 'Syria',\n", + " 'Syrian Arab Republic',\n", + " 'Taiwan',\n", + " 'Taiwan Province of China',\n", + " 'Tajikistan',\n", + " 'Tanzania',\n", + " 'Thailand',\n", + " 'The former Yugoslav Republic of Macedonia',\n", + " 'Timor-Leste',\n", + " 'Togo',\n", + " 'Tonga',\n", + " 'Trinidad and Tobago',\n", + " 'Tunisia',\n", + " 'Turkey',\n", + " 'Turkmenistan',\n", + " 'UK',\n", + " 'USA',\n", + " 'USA-Alabama',\n", + " 'USA-Alaska',\n", + " 'USA-Arizona',\n", + " 'USA-Arkansas',\n", + " 'USA-California',\n", + " 'USA-Colorado',\n", + " 'USA-Connecticut',\n", + " 'USA-Delaware',\n", + " 'USA-District of Columbia',\n", + " 'USA-Florida',\n", + " 'USA-Georgia',\n", + " 'USA-Hawaii',\n", + " 'USA-Idaho',\n", + " 'USA-Illinois',\n", + " 'USA-Indiana',\n", + " 'USA-Iowa',\n", + " 'USA-Kansas',\n", + " 'USA-Kentucky',\n", + " 'USA-Louisiana',\n", + " 'USA-Maine',\n", + " 'USA-Maryland',\n", + " 'USA-Massachusetts',\n", + " 'USA-Michigan',\n", + " 'USA-Minnesota',\n", + " 'USA-Mississippi',\n", + " 'USA-Missouri',\n", + " 'USA-Montana',\n", + " 'USA-Nebraska',\n", + " 'USA-Nevada',\n", + " 'USA-New Hampshire',\n", + " 'USA-New Jersey',\n", + " 'USA-New Mexico',\n", + " 'USA-New York',\n", + " 'USA-North Carolina',\n", + " 'USA-North Dakota',\n", + " 'USA-Ohio',\n", + " 'USA-Oklahoma',\n", + " 'USA-Oregon',\n", + " 'USA-Pennsylvania',\n", + " 'USA-Puerto Rico',\n", + " 'USA-Rhode Island',\n", + " 'USA-South Carolina',\n", + " 'USA-South Dakota',\n", + " 'USA-Tennessee',\n", + " 'USA-Texas',\n", + " 'USA-Utah',\n", + " 'USA-Vermont',\n", + " 'USA-Virginia',\n", + " 'USA-Washington',\n", + " 'USA-West Virginia',\n", + " 'USA-Wisconsin',\n", + " 'USA-Wyoming',\n", + " 'Uganda',\n", + " 'Ukraine',\n", + " 'United Arab Emirates',\n", + " 'United Kingdom',\n", + " 'United Kingdom of Great Britain and Northern Ireland',\n", + " 'United Republic of Tanzania',\n", + " 'United States',\n", + " 'United States Virgin Islands',\n", + " 'United States of America',\n", + " 'Uruguay',\n", + " 'Uzbekistan',\n", + " 'Vanuatu',\n", + " 'Venezuela',\n", + " 'Venezuela (Bolivarian Republic of)',\n", + " 'Viet Nam',\n", + " 'Vietnam',\n", + " 'Western Sahara',\n", + " 'Yemen',\n", + " 'Zambia',\n", + " 'Zimbabwe'],\n", + " 'household_size_distributions': ['Afghanistan',\n", + " 'Albania',\n", + " 'Angola',\n", + " 'Argentina',\n", + " 'Armenia',\n", + " 'Aruba',\n", + " 'Australia',\n", + " 'Austria',\n", + " 'Azerbaijan',\n", + " 'Bahamas',\n", + " 'Bangladesh',\n", + " 'Belarus',\n", + " 'Belgium',\n", + " 'Benin',\n", + " 'Bermuda',\n", + " 'Bolivia',\n", + " 'Bolivia (Plurinational State of)',\n", + " 'Botswana',\n", + " 'Brazil',\n", + " 'Bulgaria',\n", + " 'Burkina',\n", + " 'Burkina Faso',\n", + " 'Burundi',\n", + " 'Cambodia',\n", + " 'Cameroon',\n", + " 'Canada',\n", + " 'Central African Republic',\n", + " 'Chad',\n", + " 'Chile',\n", + " 'China',\n", + " 'China, Hong Kong SAR',\n", + " 'China, Macao SAR',\n", + " 'Colombia',\n", + " 'Comoros',\n", + " 'Congo',\n", + " 'Costa Rica',\n", + " 'Croatia',\n", + " 'Cuba',\n", + " 'Cyprus',\n", + " 'Czechia',\n", + " \"Côte d'Ivoire\",\n", + " \"Dem. People's Rep. of Korea\",\n", + " 'Dem. Republic of the Congo',\n", + " 'Dominican Republic',\n", + " 'Ecuador',\n", + " 'Egypt',\n", + " 'El Salvador',\n", + " 'Estonia',\n", + " 'Ethiopia',\n", + " 'Fiji',\n", + " 'Finland',\n", + " 'France',\n", + " 'French Guiana',\n", + " 'Gabon',\n", + " 'Gambia',\n", + " 'Georgia',\n", + " 'Germany',\n", + " 'Ghana',\n", + " 'Greece',\n", + " 'Guadeloupe',\n", + " 'Guatemala',\n", + " 'Guinea',\n", + " 'Guyana',\n", + " 'Haiti',\n", + " 'Honduras',\n", + " 'Hungary',\n", + " 'India',\n", + " 'Indonesia',\n", + " 'Iran',\n", + " 'Iran (Islamic Republic of)',\n", + " 'Iraq',\n", + " 'Ireland',\n", + " 'Isle of Man',\n", + " 'Israel',\n", + " 'Italy',\n", + " 'Jamaica',\n", + " 'Japan',\n", + " 'Jordan',\n", + " 'Kazakhstan',\n", + " 'Kenya',\n", + " 'Korea',\n", + " 'Kyrgyzstan',\n", + " \"Lao People's Dem. Republic\",\n", + " 'Latvia',\n", + " 'Lesotho',\n", + " 'Liberia',\n", + " 'Liechtenstein',\n", + " 'Lithuania',\n", + " 'Luxembourg',\n", + " 'Madagascar',\n", + " 'Malawi',\n", + " 'Malaysia',\n", + " 'Maldives',\n", + " 'Mali',\n", + " 'Malta',\n", + " 'Martinique',\n", + " 'Mauritius',\n", + " 'Mayotte',\n", + " 'Mexico',\n", + " 'Moldova',\n", + " 'Mongolia',\n", + " 'Montenegro',\n", + " 'Morocco',\n", + " 'Mozambique',\n", + " 'Myanmar',\n", + " 'Namibia',\n", + " 'Nepal',\n", + " 'Netherlands',\n", + " 'New Zealand',\n", + " 'Nicaragua',\n", + " 'Niger',\n", + " 'Nigeria',\n", + " 'Norway',\n", + " 'Oman',\n", + " 'Pakistan',\n", + " 'Palestine',\n", + " 'Panama',\n", + " 'Papua New Guinea',\n", + " 'Paraguay',\n", + " 'Peru',\n", + " 'Philippines',\n", + " 'Poland',\n", + " 'Portugal',\n", + " 'Puerto Rico',\n", + " 'Republic of Korea',\n", + " 'Republic of Moldova',\n", + " 'Romania',\n", + " 'Russia',\n", + " 'Russian Federation',\n", + " 'Rwanda',\n", + " 'Réunion',\n", + " 'Saint-Barthélemy',\n", + " 'Saint-Martin (French part)',\n", + " 'Samoa',\n", + " 'Sao Tome and Principe',\n", + " 'Senegal',\n", + " 'Serbia',\n", + " 'Seychelles',\n", + " 'Sierra Leone',\n", + " 'Singapore',\n", + " 'Sint Maarten (Dutch part)',\n", + " 'Slovakia',\n", + " 'Slovenia',\n", + " 'South Africa',\n", + " 'South Korea',\n", + " 'South Sudan',\n", + " 'Spain',\n", + " 'State of Palestine',\n", + " 'Sudan',\n", + " 'Suriname',\n", + " 'Swaziland',\n", + " 'Switzerland',\n", + " 'Tajikistan',\n", + " 'Tanzania',\n", + " 'Thailand',\n", + " 'Timor-Leste',\n", + " 'Togo',\n", + " 'Tokelau',\n", + " 'Trinidad and Tobago',\n", + " 'Turkey',\n", + " 'USA',\n", + " 'Uganda',\n", + " 'Ukraine',\n", + " 'United Kingdom',\n", + " 'United Republic of Tanzania',\n", + " 'United States',\n", + " 'United States of America',\n", + " 'Uruguay',\n", + " 'Uzbekistan',\n", + " 'Venezuela',\n", + " 'Venezuela (Bolivarian Republic of)',\n", + " 'Viet Nam',\n", + " 'Vietnam',\n", + " 'Yemen',\n", + " 'Zambia',\n", + " 'Zimbabwe']}\n" + ] + } + ], + "source": [ + "cv.data.show_locations()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t2.ipynb b/docs/tutorials/t2.ipynb new file mode 100644 index 000000000..09771f84b --- /dev/null +++ b/docs/tutorials/t2.ipynb @@ -0,0 +1,392 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T2 - Plotting, printing, and saving\n", + "\n", + "This tutorial provides a brief overview of options for plotting results, printing objects, and saving results." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Global plotting configuration\n", + "\n", + "Covasim allows the user to set various options that apply to all plots. You can change the font size, default DPI, whether plots should be shown by default, etc. (for the full list, see `help(cv.options.set)`). For example, we might want higher resolution, to turn off automatic figure display, close figures after they're rendered, and to turn off the messages that print when a simulation is running. We can do this (and then run a sim) with:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n" + ] + } + ], + "source": [ + "import covasim as cv\n", + "\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0)\n", + "\n", + "sim = cv.Sim()\n", + "sim.run()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Printing objects\n", + "\n", + "There are three levels of detail available for most objects (sims, multisims, scenarios, and people). The shortest is `brief()`:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sim(; 2020-03-01 to 2020-04-30; pop: 20000 random; epi: 13576⚙, 24☠)\n" + ] + } + ], + "source": [ + "sim.brief()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can get more detail with `summarize()`:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Simulation summary:\n", + " 13576 cumulative infections\n", + " 11814 cumulative infectious\n", + " 0 cumulative tests\n", + " 0 cumulative diagnoses\n", + " 7139 cumulative recoveries\n", + " 7733 cumulative symptomatic cases\n", + " 515 cumulative severe cases\n", + " 134 cumulative critical cases\n", + " 24 cumulative deaths\n", + " 0 cumulative quarantined people\n", + "\n" + ] + } + ], + "source": [ + "sim.summarize()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, to show the full object, including all methods and attributes, use `disp()` (which is also the default if you just type `print(sim)`:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "————————————————————————————————————————————————————————————\n", + "Methods:\n", + " _brief() export_results() plot() \n", + " _disp() finalize() plot_result() \n", + " _get_ia() get_analyzer() rescale() \n", + " brief() get_analyzers() reset_layer_pars() \n", + " compute_doubling() get_intervention() result_keys() \n", + " compute_fit() get_interventio... run() \n", + " compute_gen_time() init_analyzers() save() \n", + " compute_prev_in... init_interventi... set_metadata() \n", + " compute_r_eff() init_people() set_seed() \n", + " compute_results() init_results() shrink() \n", + " compute_summary() initialize() step() \n", + " compute_yield() layer_keys() summarize() \n", + " copy() load() to_excel() \n", + " date() load_data() to_json() \n", + " day() load_population() update_pars() \n", + " disp() make_age_histog... validate_layer_... \n", + " export_pars() make_transtree() validate_pars() \n", + "————————————————————————————————————————————————————————————\n", + "Properties:\n", + " datevec npts tvec \n", + " n scaled_pop_size \n", + "————————————————————————————————————————————————————————————\n", + " _default_ver: None\n", + " _orig_pars: {'interventions': [], 'analyzers': []}\n", + " complete: True\n", + " created: datetime.datetime(2021, 3, 10, 16, 40, 19, 381455)\n", + " data: None\n", + " datafile: None\n", + " git_info: {'covasim': {'version': '2.0.2', 'branch': 'master',\n", + " 'hash': '01046 [...]\n", + " initialized: True\n", + " label: None\n", + " load_pop: False\n", + " pars: {'pop_size': 20000, 'pop_infected': 20, 'pop_type':\n", + " 'random', 'loca [...]\n", + " people: People(n=20000; layers: a)\n", + " popdict: None\n", + " popfile: None\n", + " rescale_vec: array([1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", + " 1., 1., 1., [...]\n", + " results: #0: cum_infections.\n", + " \n", + " —————————— [...]\n", + "results_ready: True\n", + " save_pop: False\n", + " simfile: 'covasim_2021-Mar-10_16.40.19.sim'\n", + " summary: #0: cum_infections. 13576.0\n", + " #1: cum_infectious. 11814.0\n", + " #2: cum_t [...]\n", + " t: 60\n", + " version: '2.0.2'\n", + "————————————————————————————————————————————————————————————\n", + "\n" + ] + } + ], + "source": [ + "sim.disp()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plotting options\n", + "\n", + "While a sim can be plotted using default settings simply by `sim.plot()`, this is just a small fraction of what's available. First, note that results can be plotted directly using e.g. Matplotlib. You can see what quantities are available for plotting with `sim.results.keys()` (remember, it's just a dict). A simple example of plotting using Matplotlib is:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pylab as pl # Shortcut for import matplotlib.pyplot as plt\n", + "pl.plot(sim.results['date'], sim.results['new_infections'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, as you can see, this isn't ideal since the default formatting is...not great. (Also, note that each result is a `Result` object, not a simple Numpy array; like a pandas dataframe, you can get the array of values directly via e.g. `sim.results['new_infections'].values`.)\n", + "\n", + "An alternative, if you only want to plot a single result, such as new infections, is to use the `plot_result()` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sim.plot_result('new_infections')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also select one or more quantities to plot with the `to_plot` argument, e.g." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sim.plot(to_plot=['new_infections', 'cum_infections'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another useful option is to plot an overview of everything in a simulation. We can do this with the `to_plot='overview'` argument. It's quite a lot of information so we might also want to make a larger figure for it, which we can do by passing additional arguments via the `fig_args` argument (which is passed to `pl.figure()`)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sim.plot(to_plot='overview', fig_args=dict(figsize=(30,15)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Saving options\n", + "\n", + "Saving is pretty simple. The simplest way to save is simply" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sim.save('my-awesome-sim.sim')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Technically, this saves as a gzipped pickle file (via `sc.saveobj()` using the Sciris library). By default this does not save the people in the sim since they are very large (and since, if the random seed is saved, they can usually be regenerated). If you want to save the people as well, you can use the `keep_people` argument. For example, here's what it would look like to create a sim, run it halfway, save it, load it, change the overall transmissibility (beta), and finish running it:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "sim_orig = cv.Sim(start_day='2020-04-01', end_day='2020-06-01', label='Load & save example')\n", + "sim_orig.run(until='2020-05-01')\n", + "sim_orig.save('my-half-finished-sim.sim') # Note: Covasim always saves the people if the sim isn't finished running yet\n", + "\n", + "sim = cv.load('my-half-finished-sim.sim')\n", + "sim['beta'] *= 0.3\n", + "sim.run()\n", + "sim.plot(to_plot=['new_infections', 'n_infectious', 'cum_infections'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aside from saving the entire simulation, there are other export options available. You can export the results and parameters to a JSON file (using `sim.to_json()`), but probably the most useful is to export the results to an Excel workbook, where they can easily be stored and processed with e.g. Pandas:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "\n", + "sim.to_excel('my-sim.xlsx')\n", + "df = pd.read_excel('my-sim.xlsx')\n", + "print(df)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t3.ipynb b/docs/tutorials/t3.ipynb new file mode 100644 index 000000000..547db0ddc --- /dev/null +++ b/docs/tutorials/t3.ipynb @@ -0,0 +1,398 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T3 - Running scenarios\n", + "\n", + "While running individual sims can be interesting for simple explorations, at some point it will almost always be necessary to run a large number of simulations simultaneously -- to explore different scenarios, to perform calibration, or simply to get uncertainty bounds on a single projection. This tutorial explains how to do that." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running with MultiSims\n", + "\n", + "The most common way to run multiple simulations is with the *MultiSim* object. As the name suggests, this is a relatively simple container for a number of sims. However, it contains powerful methods for plotting, statistics, and running all the sims in parallel.\n", + "\n", + "### Running one sim with uncertainty\n", + "\n", + "Making and running a multisim based on a single sim is pretty easy:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import covasim as cv\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0) # Standard options for Jupyter notebook\n", + "\n", + "sim = cv.Sim()\n", + "msim = cv.MultiSim(sim)\n", + "msim.run(n_runs=5)\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you run a multisim with a single sim input as above, it will change the random seed for each sim, which is what leads to the variability you see.\n", + "\n", + "By default, the multisim simply plots each simulation. These simulations are stored in the `sims` attribute, which is just a simple list of sims:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sim(\"Sim 0\"; 2020-03-01 to 2020-04-30; pop: 20000 random; epi: 13576⚙, 24☠)\n", + "Sim(\"Sim 1\"; 2020-03-01 to 2020-04-30; pop: 20000 random; epi: 13123⚙, 25☠)\n", + "Sim(\"Sim 2\"; 2020-03-01 to 2020-04-30; pop: 20000 random; epi: 13888⚙, 36☠)\n", + "Sim(\"Sim 3\"; 2020-03-01 to 2020-04-30; pop: 20000 random; epi: 11123⚙, 19☠)\n", + "Sim(\"Sim 4\"; 2020-03-01 to 2020-04-30; pop: 20000 random; epi: 12750⚙, 14☠)\n" + ] + } + ], + "source": [ + "for sim in msim.sims:\n", + " sim.brief()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, often (especially when you run the same parameters with different random seeds), you don't care about the individual sims, you want to see the *statistics* for the sims. You can calculate either the mean or the median of the results across all the sims as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "msim.mean()\n", + "msim.plot_result('new_infections')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "msim.median()\n", + "msim.plot_result('new_infections')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see these are similar, but slightly different. You can also treat each of the individual sims as part of a larger single sim, and \"combine\" the results into one sim:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "msim.combine()\n", + "msim.plot_result('new_infections')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note how now there is no uncertainty and the total number of infections is 5x higher than in the previous plots, since we just added 5 different sims together.\n", + "\n", + "Each of these operations modifies the `msim.base_sim` object, and does not affect the actual list of stored sims, which is why you can go back and forth between them.\n", + "\n", + "### Running different sims\n", + "\n", + "Often you don't want to run the same sim with different seeds, but instead want to run a set of different sims. That's also pretty easy -- for example, here's how you would do a sweep across beta values:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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er5eJEycyduxY1qxZQ3BwME899VTVMJ2HH36YtLQ0CgsLefnllwGIj48HIDo6mnnz5tGlSxe2bNnCvffeS3R0NHPmzKk1w6BBg8jIyKh1/WWXXcayZctOuy41NZW4uDhGjRpV1TZhwgQ8Hg/r1q3jxhtv/M4269evx+v1MmHChKq2AQMG0KNHD1JTUxkzZkwdn5iIiIhI03c+89SvwinY6+rzV+CvdXTpCcyr1v/WszhuGc4Dr2p76BXW2gzgujPtqz5UVPr5rzfOeWRRvfifW4YRFhJ01v2XLFlCVFQUAMXFxXTu3JklS5bg8TijrxYuXIjf72fu3LlVvyy8/PLLxMXFsWrVKq699loiIiIoLy+nU6dTJxJ69NFHq5aTkpJ4+OGHWbBgQZ1F/QcffIDX6611fURERK3rsrOz6dChwyltwcHBxMfHk519+lsnsrOzCQ0NJS4u7pT2jh071rqNiIiISHPS0LPffIcxZhBQALzS2Mdura666iqef/55APLy8vjzn//M5MmT+eqrr0hMTGTTpk3s3r2b6OhTZ/QsKytjz549de574cKFPPvss+zZs4eioiIqKyuJiYmpc5vExMQLOyERERGRxuSrhBOHIa7Hmfu6pNGLemvtNmBoYx+3voUGe/ifW4a5duxzERkZSZ8+farez507l9jYWF588UWeeuopioqKSElJYf78+d/Ztn379rXuNzU1lVmzZvHEE08wceJEYmNjWbBgAb///e/rzHMhw286depETk7OKW2VlZXk5uZ+51uE6ttUVFSQn59/ytX6I0eO1LqNiIiItGI+LxzfCTnbIGcLHNvhtH1vAYSEu53utBq9qG8pjDHnNASmKTHG4PF4KC0tBWDkyJEsXLiQDh061HqVPTQ0FJ/Pd0rb2rVrSUxM5JFHHqlqq6tYP+lCht+MHTuW/Px81q9fT0pKCgCffvopfr+fiy+++LTbpKSkEBISwooVK5gxYwYA6enpZGZmMnbs2NNuIyIiIq2ItwyOp0POVud1LB38NWqV0CgoyoK2Pd3JeAYq6luB8vLyqrHjeXl5PPfccxQVFXHDDTcAzhSRTz/9NNOmTePJJ5+kW7duZGRksHjxYubMmUO3bt1ISkpi+fLlpKenk5CQQGxsLH379iUzM5MFCxYwevRoli5dyttvv33GPBcy/CY5OZlJkyZx77338pe//AWv18sDDzzArbfeSpcuXQA4dOgQ48eP55VXXuGiiy4iNjaW2bNn89BDDxEfH09MTAw//vGPGTt27Ck3ye7evZuioiKys7MpLS1l48aNAAwcOJDQ0NDzziwiIiJNjLcMjm77ZxF/fBfYUy9eEhYLHYdA+0HQYTDEJcJ5TlTSGFTUtwIffvghnTt3BpzZagYMGMCiRYu48sorAWjTpg2fffYZP//5z7nppps4ceIEXbt2Zfz48VVX7u+9915WrVrFqFGjKCoqYuXKlUydOpUHH3yQBx54gPLycq6//np++ctf8vjjjzfo+cyfP58HHniA8ePH4/F4mDFjBs8++2zVeq/XS3p6OiUlJVVtzzzzTFXf8vJyJk6cyJ///OdT9vuDH/yA1atXV70fMWIEAPv27SMpKalBz0lEREQakLcMjm53htIc2QK5u8DWmMWwTTuneD/5iu7SpIv4mox15mcXwBgTAxQUFBSc8WZPEREREWmivGVwLM0p4HO2nP5KfGRH50r8ySI+skOTLOILCwuJjY0FiLXOw1JPS1fqRURERKT5KzkOB9fBwVRnSI2/8tT1kR2gw5BAIT8Eojqcfj/NlIp6EREREWmeCg7AwS+d1/Gdp65r4UV8TSrqRURERKR5sNYp3g9+CQdS4cShaisNtBsA3cdC14shpotrMd2gol5EREREmi5rnXniMz6DA2uhNPef6zzB0HFYoJC/CCLaupfTZSrqRURERKRpsRbyMyBjtVPMF1d78GRwBHQdDd3GQOcUCG3jXs4mREW9iIiIiDQNJ7KdIn7/Kig88M/24HDoPg56XAadhkFQiGsRmyoV9SIiIiLintI8yFjjFPPH0//Z7glxrsgnXg5dRkOwHgRZFxX1IiIiItK4rHXmkN+11LnptepBUMa5Ep90pTO8JjTSzZTNiop6EREREWkcFcWw71PY9QEUHvxne0J/p5DvcSlExLmVrllTUS8iIiIiDStvn1PI71sJvnKnLTgcel4Nfa+DuER387UAHrcDSMO6++67McZUvRISEpg0aRKbN28+5/1Mnz69YUKeo9zcXGbNmkVMTAxxcXHMnj2boqKiOrcpKyvj/vvvJyEhgaioKGbMmMGRI0dO6fOTn/yElJQUwsLCGD58+Hf2sWrVKqZNm0bnzp2JjIxk+PDhzJ8//5Q+8+bNO+XzNsYQHh5+wecsIiLS7Pi8sH81fDQHlv0Edn/oFPSxPWDUv8H0v8Pof1NBX09U1LcCkyZNIisri6ysLFasWEFwcDBTpkxxO9Z5mzVrFtu2bePjjz9myZIlfPbZZ9x33311bvPggw/y/vvvs2jRIlavXs3hw4e56aabvtPv+9//PjNnzjztPtauXcvQoUN566232Lx5M/fccw933nknS5YsOaVfTExM1eedlZVFRkbG+Z+siIhIc1NZDtsXwzv3wNrfwbE0MEHO0Jrxv4HrnoN+12kqyvpmrdUr8AJiAFtQUGBbirvuustOmzbtlLY1a9ZYwObk5FS1ZWZm2ptvvtnGxsbatm3b2qlTp9p9+/ZZa6197LHHLHDKa+XKldZaa+fMmWP79u1rIyIibM+ePe2jjz5qKyoqGux8tm/fbgH79ddfV7UtW7bMGmPsoUOHTrtNfn6+DQkJsYsWLapqS0tLs4BNTU39Tv/HHnvMDhs27KzyXHfddfaee+6pev/yyy/b2NjYszsZERGRlqTSa236UmsX32nt/CnOa/Fd1m5+3dri426na7YKCgpO1l8xto46VmPqz5O1FsrL3Tl4WBjGmPPatKioiFdffZU+ffqQkJAAgNfrZeLEiYwdO5Y1a9YQHBzMU089VTVM5+GHHyYtLY3CwkJefvllAOLj4wGIjo5m3rx5dOnShS1btnDvvfcSHR3NnDlzas0waNCgOq9eX3bZZSxbtuy061JTU4mLi2PUqFFVbRMmTMDj8bBu3TpuvPHG72yzfv16vF4vEyZMqGobMGAAPXr0IDU1lTFjxtTxidWtoKCA5OTkU9qKiopITEzE7/czcuRI/ud//odBgwad9zFERESaNL/feUjUltegKNtpi+wAQ253bn71BLkar7VQUX++ysvJ/eG/uXLo+Beeh3MYp71kyRKioqIAKC4upnPnzixZsgSPxxl9tXDhQvx+P3Pnzq36ZeHll18mLi6OVatWce211xIREUF5eTmdOnU6Zd+PPvpo1XJSUhIPP/wwCxYsqLOo/+CDD/B6vbWuj4iIqHVddnY2HTp0OKUtODiY+Ph4srOza90mNDSUuLi4U9o7duxY6zZn44033uDrr7/mhRdeqGrr378/L730EkOHDqWgoIDf/e53jBs3jm3bttGtW7fzPpaIiEiTYy0c+go2/QMKAhfrwuNg0EzoM1EPiGpkKupbgauuuornn38egLy8PP785z8zefJkvvrqKxITE9m0aRO7d+8mOjr6lO3KysrYs2dPnfteuHAhzz77LHv27KGoqIjKykpiYmLq3CYxsfnfELNy5UruueceXnzxxVOuwo8dO5axY8dWvR83bhzJycm88MIL/PrXv3YjqoiISP3L3gybXvnnw6JCImHgDOh3A4Roggg3qKg/X2FhzhVzl459LiIjI+nTp0/V+7lz5xIbG8uLL77IU089RVFRESkpKd+ZyQWgffv2te43NTWVWbNm8cQTTzBx4kRiY2NZsGABv//97+vMcyHDbzp16kROTs4pbZWVleTm5n7nW4Tq21RUVJCfn3/K1fojR47Uuk1dVq9ezQ033MAzzzzDnXfeWWffkJAQRowYwe7du8/5OCIiIk3OsZ1OMX9kk/M+KAwGTIMBN0JYlLvZWjkV9efJGHNOQ2CaEmMMHo+H0tJSAEaOHMnChQvp0KFDrVfZQ0ND8fl8p7StXbuWxMREHnnkkaq2s5np5UKG34wdO5b8/HzWr19PSkoKAJ9++il+v5+LL774tNukpKQQEhLCihUrmDFjBgDp6elkZmaeclX9bKxatYopU6bw29/+9owz7gD4fD62bNnCddddd07HERERaVLy9sPmV+HQOue9Jxj6TIZBN0NEW1ejiUNFfStQXl5eNXY8Ly+P5557jqKiIm644QbAmSLy6aefZtq0aTz55JN069aNjIwMFi9ezJw5c+jWrRtJSUksX76c9PR0EhISiI2NpW/fvmRmZrJgwQJGjx7N0qVLefvtt8+Y50KG3yQnJzNp0iTuvfde/vKXv+D1ennggQe49dZb6dKlCwCHDh1i/PjxvPLKK1x00UXExsYye/ZsHnroIeLj44mJieHHP/4xY8eOPeUm2d27d1NUVER2djalpaVs3LgRgIEDBxIaGsrKlSuZMmUK//7v/86MGTOqPtPQ0NCqG4effPJJxowZQ58+fcjPz+fpp58mIyODH/zgB+d9ziIiIq45keXcALt/Nc4ELMZ5YNSQ2yGqw5m2lsZU19Q4re1FC53SkmpTUUZHR9vRo0fbN99885R+WVlZ9s4777Tt2rWzYWFhtlevXvbee++t+ixycnLsNddcY6Oiok6Z0vJnP/uZTUhIsFFRUXbmzJn2mWeeafApHY8fP25vu+02GxUVZWNiYuw999xjT5w4UbV+3759p2S01trS0lL7ox/9yLZt29a2adPG3njjjTYrK+uU/V5xxRXfmboTqJras+ZnefJ1xRVXVO3jpz/9qe3Ro4cNDQ21HTt2tNddd5399ttvG/LjEBERqX9FR61d95y1r0375/SUa/4/a/MPuJ2s1TnbKS2NdYpZAYwxMUBBQUHBGW/2FBEREWlxygpg+5uwcyn4A0Nlu4yCof8C8b3czdZKFRYWEhsbCxBrrS2srZ+G34iIiIi0dhXFsOMd51VZ5rS1HwTD7oQOA91MJmdJRb2IiIhIa2Ut7F8F386F8sBF4Pg+zpX5ziPgPB92KY1PRb2IiIhIa3QiC7760z+np4zp5hTz3ceqmG+GVNSLiIiItCa+SkhbDFsXOOPmg0Jh8G0wYDoEqTRsrvQnJyIiItJaHE2Dr56DgkznfafhMPpHEN3Z1Vhy4VTUi4iIiLR0FcWwcR7s/tB5HxYLI38ASVdoqE0LoaJeREREpKWyFjI/h/V/hbJ8p63XNTDiHgiLdjWa1C8V9SIiIiItUWkerHsWDn/jvI/uChc9AB0Hu5tLGoSKehEREZGW5vgu+Oy/ofQ4eIJh0C0w8HsQFOJ2MmkgKupFREREWpL9q50r9L4KZ5rKy/4LYru7nUoamMftANKw7r77bowxVa+EhAQmTZrE5s2bz3k/06dPb5iQ5yg3N5dZs2YRExNDXFwcs2fPpqioqM5tysrKuP/++0lISCAqKooZM2Zw5MiRU/r85Cc/ISUlhbCwMIYPH/6dfezfv/+Uz/Lk68svv6zP0xMRETk/fj9s/Dus/Z1T0HcZDdf+TgV9K6GivhWYNGkSWVlZZGVlsWLFCoKDg5kyZYrbsc7brFmz2LZtGx9//DFLlizhs88+47777qtzmwcffJD333+fRYsWsXr1ag4fPsxNN930nX7f//73mTlzZp37+uSTT6o+z6ysLFJSUi7ofERERC5YRTF89hRsf9N5P/B7cPmjEBrpbi5pPNZavQIvIAawBQUFtqW466677LRp005pW7NmjQVsTk5OVVtmZqa9+eabbWxsrG3btq2dOnWq3bdvn7XW2scee8wCp7xWrlxprbV2zpw5tm/fvjYiIsL27NnTPvroo7aioqLBzmf79u0WsF9//XVV27Jly6wxxh46dOi02+Tn59uQkBC7aNGiqra0tDQL2NTU1O/0f+yxx+ywYcO+075v3z4L2A0bNlzweYiIiNSbgkPWvv+v1s6fYu2Cm6zdt8rtRFKPCgoKTtZfMbaOOlZX6s+TtZYKX4UrL+v8AnJeioqKePXVV+nTpw8JCQkAeL1eJk6cSHR0NGvWrOGLL74gKiqKSZMmUVFRwcMPP8wtt9xyyhX/cePGARAdHc28efPYvn07f/zjH3nxxRd55pln6swwaNAgoqKian1Nnjy51m1TU1OJi4tj1KhRVW0TJkzA4/Gwbt26026zfv16vF4vEyZMqGobMGAAPXr0IDU19aw/u5OmTp1Khw4duPTSS3nvvffOeXsREZF6k7UBlj8EhQchIgEm/H/O3PPS6uhG2fPk9Xv57Ve/ceXYP7/oF4QGhZ51/yVLlhAVFQVAcXExnTt3ZsmSJXg8zu90CxcuxO/3M3fuXEzgARQvv/wycXFxrFq1imuvvZaIiAjKy8vp1KnTKft+9NFHq5aTkpJ4+OGHWbBgAXPmzKk1zwcffIDX6611fURERK3rsrOz6dChwyltwcHBxMfHk52dXes2oaGhxMXFndLesWPHWrc5naioKH7/+99zySWX4PF4eOutt5g+fTrvvPMOU6dOPev9iIiIXDBrIf09+PZvgIWE/s4NsW3i3U4mLlFR3wpcddVVPP/88wDk5eXx5z//mcmTJ/PVV1+RmJjIpk2b2L17N9HRpz6EoqysjD179tS574ULF/Lss8+yZ88eioqKqKysJCYmps5tEhMTL+yEXNKuXTseeuihqvejR4/m8OHDPP300yrqRUSk8fi88NWfYN8K533P8XDR/ZquspVTUX+eQjwh/PyiX7h27HMRGRlJnz59qt7PnTuX2NhYXnzxRZ566imKiopISUlh/vz539m2ffv2te43NTWVWbNm8cQTTzBx4kRiY2NZsGABv//97+vMM2jQIDIyMmpdf9lll7Fs2bLTruvUqRM5OTmntFVWVpKbm/udbxGqb1NRUUF+fv4pV+uPHDlS6zZn6+KLL+bjjz++oH2IiIictbICZ/75Y2mAgZGzof9UCHzTLq2XivrzZIw5pyEwTYkxBo/HQ2lpKQAjR45k4cKFdOjQodar7KGhofh8vlPa1q5dS2JiIo888khVW13F+kkXMvxm7Nix5Ofns379+qpZZz799FP8fj8XX3zxabdJSUkhJCSEFStWMGPGDADS09PJzMxk7NixZ8xbl40bN9K5c+cL2oeIiMhZKTgAq56A4iMQEgmX/hw6j3A7lTQRKupbgfLy8qqx43l5eTz33HMUFRVxww03AM4UkU8//TTTpk3jySefpFu3bmRkZLB48WLmzJlDt27dSEpKYvny5aSnp5OQkEBsbCx9+/YlMzOTBQsWMHr0aJYuXcrbb799xjwXMvwmOTmZSZMmce+99/KXv/wFr9fLAw88wK233kqXLl0AOHToEOPHj+eVV17hoosuIjY2ltmzZ/PQQw8RHx9PTEwMP/7xjxk7dixjxoyp2vfu3bspKioiOzub0tJSNm7cCMDAgQMJDQ3l73//O6GhoYwY4fwHdPHixbz00kvMnTv3vM9HRETkrGRthM9/A94SiOoEVzwGsd3cTiVNSV1T47S2Fy10SkuqTUUZHR1tR48ebd98881T+mVlZdk777zTtmvXzoaFhdlevXrZe++9t+qzyMnJsddcc42Nioo6ZUrLn/3sZzYhIcFGRUXZmTNn2meeecbGxsY26DkdP37c3nbbbTYqKsrGxMTYe+65x544caJq/cmpJ09mtNba0tJS+6Mf/ci2bdvWtmnTxt544402KyvrlP1eccUV35m6E6ia2nPevHk2OTnZtmnTxsbExNiLLrrolGkyRUREGsTOD6x9baozZeVHc6wtbTl1ipzZ2U5paewFTI/Y0hhjYoCCgoKCM97sKSIiItKg/H7Y8BKkv+u8T7oKLv6xbohtZQoLC4mNjQWItdYW1tZPw29EREREmhpvKXzxNBz+2nk/9A4YdItuiJVaqagXERERaUqKj8HqJyF/HwSFwpgHIfFSt1NJE3fOT5Q1xlxujHnfGHPYGGONMdNrrJ8XaK/++vAs9nu/MWa/MabMGLPOGHNRjfXhxpg/GWOOG2OKjDFvGWM61ujTwxiz1BhTYozJMcY8bYzRLy4iIiLSPBzfBR/9h1PQh8XC+P9RQS9n5ZyLeiAS2ATcX0efD4HO1V631bVDY8xM4A/AE8DIwP6XG2OqPzr0GeAG4GbgCqALsLjaPoKApUAoMA64C7gbePKsz0xERETELQdS4ZP/hNJciE2EiX+Adv3dTiXNxAXdKGuMscCN1tp3qrXNA+KstdPPYT/rgK+ttQ8E3nuAA8D/s9b+f8aYWOAocLu19s1AnwFAGjDWWvulMWYysAToYq09Eujzr8BvgfbW2oqzyKEbZUVERKTx7fwAvvkLYKFzClwyB0LbuJ1KmoCzvVH2fK7Un40rA8Nf0o0xzxtjEmrraIwJBVKAT062WWv9gfcnnwyUAoTU6LMDyKzWZyyw5WRBH7AcZ5rKQbUcO8wYE3PyBUSf43mKiIiInD9rYcsC+OZ5wEKfSXDFL1XQyzlriKL+Q+BOYDzwc5yhMssCw2NOpx0QBByp0X4E6BRY7gRUWGvzz9DndPugWp+afgEUVHsdrKWfiIiISP2yFtb/FbbMd94PvhVG/wg8tZVMIrWr95tIrbULqr3dYozZDOwBrgRW1PfxLtBvcMbynxSNCnsRERFpaL5K+PIZyPgMMJByH/Sf4nYqqUVleSWluSVEd266w7MbavhNFWvtXuAY0KeWLscAH9CxRntHIDuwnA2EGmPiztDndPugWp+a2cqttYUnX8CJOk5FRERE5MJ5y5wpKzM+AxME4x5WQd+EFR4u4Ou5a9n0+jeUnyhzO06tGryoN8Z0AxKArNOtD9zAuh5nuM7JbTyB96mBpvWAt0af/kCPan1SgSE1Zsy5BigEttfHuYiIiIhckPIT8OmjkL0BgsLgil9B0uVup5LTsNaSmbqPb+etozSvBE+wh4riM8674przmac+yhgz3BgzPNDUM/C+R2Dd08aYMcaYJGPMeOBdYDfOTau1+QNwrzHmLmNMMvA8ztSZLwNYawuAvwF/MMZcZYxJCaxLtdZ+GdjHRzjF+z+MMcOMMROBp4A/WWvLz/U8W4q7774bY0zVKyEhgUmTJrF58+Zz3s/06dMbJuQ5ys3NZdasWcTExBAXF8fs2bMpKiqqc5uysjLuv/9+EhISiIqKYsaMGRw5cuotGD/5yU9ISUkhLCyM4cOHf2cfjz/++Cmf5clXZGRkVZ958+Z9Z314eHi9nLeIiDRzxcfg45/D8XQIjYbx/w1dRrqdSk6joqiczQvWs3tFOn6/n/YDOjL63kuI7tSyht+MAjYEXuAU5Btw5oP3AUOB94CdOIX4euCy6oW1MWZVYOpLAKy1C4GHA/vYCAwHJtWYyeZBnCkr3wI+wxlSc1O1ffiAKYEMqcCrwCvAr87jHFuUSZMmkZWVRVZWFitWrCA4OJgpU5rv13yzZs1i27ZtfPzxxyxZsoTPPvuM++67r85tHnzwQd5//30WLVrE6tWrOXz4MDfddNN3+n3/+99n5syZp93Hww8/XPU5nnwNHDiQm2+++ZR+MTExp/TJyMg4/5MVEZGWoeAgfPwzKDwAbdrBNb/VHPRNVO7eY3z14hcc33OMoGAP/a8bxOAZwwmJCHE7Wt2stY3+AjKAu9049hlyxQC2oKDAthR33XWXnTZt2ilta9assYDNycmpasvMzLQ333yzjY2NtW3btrVTp061+/bts9Za+9hjj1nglNfKlSuttdbOmTPH9u3b10ZERNiePXvaRx991FZUVDTY+Wzfvt0C9uuvv65qW7ZsmTXG2EOHDp12m/z8fBsSEmIXLVpU1ZaWlmYBm5qa+p3+jz32mB02bNgZs2zcuNEC9rPPPqtqe/nll21sbOzZn5CIiLR8R9OtXXSbtfOnWPveD60tyjnzNtLofJU+u/uTHXbFr5fZFb9eZr98fo0tyjnhdixbUFBwsv6KsXXUsQ0+pr4mY8wgnOkjX2nsY9cnay2+ikpXXvYCHhhWVFTEq6++Sp8+fUhIcB4f4PV6mThxItHR0axZs4YvvviCqKgoJk2aREVFBQ8//DC33HLLKVf8x40bB0B0dDTz5s1j+/bt/PGPf+TFF1/kmWeeqTPDoEGDiIqKqvU1efLkWrdNTU0lLi6OUaNGVbVNmDABj8fDunXrTrvN+vXr8Xq9TJgwoaptwIAB9OjRg9TU1NNuczbmzp1Lv379uOyyy05pLyoqIjExke7duzNt2jS2bdt23scQEZFm7mgafPoIVJyA+L5wzf9CZHu3U0kNpXklfPv3dWSk7gOga0oPRs0eS2T7KJeTnb16n9LyTKy123CG6DRrfq+P1f/7yZk7NoAr5kwgKPTs/+iWLFlCVJTzl7K4uJjOnTuzZMkSPB7nd7qFCxfi9/uZO3cuxhgAXn75ZeLi4li1ahXXXnstERERlJeX06nTqVP+P/roo1XLSUlJPPzwwyxYsIA5c+bUmueDDz7A6/XWuj4iIqLWddnZ2XTo0OGUtuDgYOLj48nOPu0kR2RnZxMaGkpcXNwp7R07dqx1mzMpKytj/vz5/Od//ucp7f379+ell15i6NChFBQU8Lvf/Y5x48axbds2unXrdl7HEhGRZipvH6x6AirLoOMwuPwRCKn9/3HijiPbskhfuo3KikqCw4IZMGUwHZJre8RR09XoRb00vquuuornn38egLy8PP785z8zefJkvvrqKxITE9m0aRO7d+8mOvrUB+qWlZWxZ8+eOve9cOFCnn32Wfbs2UNRURGVlZXExNR9E0liYuKFnVAT8Pbbb3PixAnuuuuuU9rHjh3L2LFjq96PGzeO5ORkXnjhBX796183dkwREXHLiSxY+SvwFkP7gc5TYoPD3E4l1VSWV7LrozSyNh0CIK57WwZOH0p4bPP8xUtF/XnyhARxxZwJZ+7YQMc+F5GRkfTp88/HBMydO5fY2FhefPFFnnrqKYqKikhJSWH+/Pnf2bZ9+9q/IkxNTWXWrFk88cQTTJw4kdjYWBYsWMDvf//7OvMMGjSozptHL7vsMpYtW3badZ06dSInJ+eUtsrKSnJzc7/zLUL1bSoqKsjPzz/lav2RI0dq3eZM5s6dy5QpU+jYseajEU4VEhLCiBEj2L1793kdR0REmqGS4860lWX5ENfTmbZSBX2Tkrc/l7T3t1BWUIoBEi/tTdJlvfEENfrI9Hqjov48GWPOaQhMU2KMwePxUFpaCsDIkSNZuHAhHTp0qPUqe2hoKD6f75S2tWvXkpiYyCOPPFLVdjYzvVzI8JuxY8eSn5/P+vXrSUlJAeDTTz/F7/dz8cUXn3ablJQUQkJCWLFiBTNmzAAgPT2dzMzMU66qn619+/axcuVK3nvvvTP29fl8bNmyheuuu+6cjyMiIs1Q+QnnCn1xDkR1hquehNDIM28njcLn9bF35U4OfOXUK+GxESRPHULbxHiXk1245lmVyjkpLy+vGjuel5fHc889R1FRETfccAPgTBH59NNPM23aNJ588km6detGRkYGixcvZs6cOXTr1o2kpCSWL19Oeno6CQkJxMbG0rdvXzIzM1mwYAGjR49m6dKlvP3222fMcyHDb5KTk5k0aRL33nsvf/nLX/B6vTzwwAPceuutdOnSBYBDhw4xfvx4XnnlFS666CJiY2OZPXs2Dz30EPHx8cTExPDjH/+YsWPHMmbMmKp97969m6KiIrKzsyktLWXjxo0ADBw4kNDQ0Kp+L730Ep07dz7tDb1PPvkkY8aMoU+fPuTn5/P000+TkZHBD37wg/M+ZxERaSa8Zc4Y+oJMiIiHq5+CiDi3U0lAwcF80t7bQkluMQBdR3Sn94T+BIe1jHK4ZZyF1OnDDz+kc+fOgDNbzYABA1i0aBFXXnklAG3atOGzzz7j5z//OTfddBMnTpyga9eujB8/vurK/b333suqVasYNWoURUVFrFy5kqlTp/Lggw/ywAMPUF5ezvXXX88vf/lLHn/88QY9n/nz5/PAAw8wfvx4PB4PM2bM4Nlnn61a7/V6SU9Pp6SkpKrtmWeeqepbXl7OxIkT+fOf/3zKfn/wgx+wevXqqvcjRowAnCvzSUlJAPj9fubNm8fdd99NUNB3h0Hl5eVx7733kp2dTdu2bUlJSWHt2rUMHDiwPj8CERFpanxeWPPf/3yw1FW/hqgOZ95OGpy/0s++z3aTuXYvFgiLCmPAlMEk9GlZsxCZC5kesaUxxsQABQUFBWe82VNEREQEAL8fvvhfOPAFBIfD1f8N7fq5nUqAE9mFpL23haKcEwB0GtKFvtcmN/0HSVVTWFhIbGwsQKy1trC2frpSLyIiInK+rIWv/+QU9J5guOwRFfRNgN/nJ3PtPvat2Y31W0LbhNJv8sBmOVXl2VJRLyIiInK+Nv4d9nwEGBj3M+g83O1ErV5Jbgnb395EYVYBAO0HdKT/5EGERoaeYcvmTUW9iIiIyPnY/hakveUsX/xj6DHO3TzCiexCNr32DRUlFQSHBdNv0kA6Du5c9XDNlkxFvYiIiMi52rsCNs5zlkd8H3pf42ocgfzMXDYv+JbKikqiO8YwdOZIwmLC3Y7VaFTUi4iIiJyL47vgq+ec5YHfg+Qb3c0jHNuVw7a3NuKr9BPXvS1DZo4kJLz53AxbH1TUi4iIiJytsgJY8z/gr4SuF8OwO91O1OplbzlM2vtbsH5Luz7tGTRjOEEh3512uqVTUS8iIiJyNvw++Py3UHIMorvC2IegFYzVbsoOfp3BzuVpgDNd5YApg/EEeVxO5Q4V9SIiIiJnY+PfIWeLMxf95Y9AaBu3E7Va1lr2r9nDvs92A9BtdCJ9rx3QKm6IrY2KehEREZEzyVgDO952lsc8CLHd3c3Tillr2fXRDg5+nQFAz8v7kHRZ71Zd0IOKehEREZG65e2HL//oLA/8nqaudJHf52fHkq1kbzkMQL+JyXQbnehyqqahdQ46akXuvvtujDFVr4SEBCZNmsTmzZvPeT/Tp09vmJDnKDc3l1mzZhETE0NcXByzZ8+mqKiozm3Kysq4//77SUhIICoqihkzZnDkyJGq9Zs2beK2226je/fuREREkJyczB//+MeGPhUREWnqKoqdG2N95dBpOAz9F7cTtVo+r4+tizaQveUwxmMYNH2oCvpqVNS3ApMmTSIrK4usrCxWrFhBcHAwU6ZMcTvWeZs1axbbtm3j448/ZsmSJXz22Wfcd999dW7z4IMP8v7777No0SJWr17N4cOHuemmm6rWr1+/ng4dOvDqq6+ybds2HnnkEX7xi1/w3HPPNfTpiIhIU2UtrP09FGVBZAe4ZA54VDq5wef1sXnBeo7tPkpQsIchN4+g4+AubsdqWqy1egVeQAxgCwoKbEtx11132WnTpp3StmbNGgvYnJycqrbMzEx7880329jYWNu2bVs7depUu2/fPmuttY899pgFTnmtXLnSWmvtnDlzbN++fW1ERITt2bOnffTRR21FRUWDnc/27dstYL/++uuqtmXLllljjD106NBpt8nPz7chISF20aJFVW1paWkWsKmpqbUe60c/+pG96qqr6i+8iIg0L5vmWzt/irULbrL2+G6307RalRWVdsOrX9kVv15mV//2Y5uXcdztSI2qoKDgZP0VY+uoY/Xr5vmyFrxl7rycX0DOS1FREa+++ip9+vQhISEBAK/Xy8SJE4mOjmbNmjV88cUXREVFMWnSJCoqKnj44Ye55ZZbTrniP26cM54wOjqaefPmsX37dv74xz/y4osv8swzz9SZYdCgQURFRdX6mjx5cq3bpqamEhcXx6hRo6raJkyYgMfjYd26dafdZv369Xi9XiZMmFDVNmDAAHr06EFqamqtxyooKCA+Pr7OcxERkRbq0New9XVnefSPIL63u3laKb/Pz7a3NpK77zhBIUEMuy2FuB76f/Pp6EbZ81VZDotudufYNy+CkLN/7PGSJUuIiooCoLi4mM6dO7NkyRI8ga8QFy5ciN/vZ+7cuVV3jr/88svExcWxatUqrr32WiIiIigvL6dTp06n7PvRRx+tWk5KSuLhhx9mwYIFzJkzp9Y8H3zwAV6vt9b1ERERta7Lzs6mQ4cOp7QFBwcTHx9PdnZ2rduEhoYSFxd3SnvHjh1r3Wbt2rUsXLiQpUuX1ppFRERaqMLDzrAbgL7XQ6/x7uZppfw+P9ve3lQ15GbozBRiu7d1O1aTpaK+Fbjqqqt4/vnnAcjLy+PPf/4zkydP5quvviIxMZFNmzaxe/duoqOjT9murKyMPXv21LnvhQsX8uyzz7Jnzx6KioqorKwkJiamzm0SE5v2TS1bt25l2rRpPPbYY1x77bVuxxERkcbkLYM1/w3eYmiXDCN/4HaiVsn6LWnvbeHojiN4PB6G3DKStkm6Ql8XFfXnKzjMuWLu1rHPQWRkJH369Kl6P3fuXGJjY3nxxRd56qmnKCoqIiUlhfnz539n2/bt29e639TUVGbNmsUTTzzBxIkTiY2NZcGCBfz+97+vM8+gQYPIyMiodf1ll13GsmXLTruuU6dO5OTknNJWWVlJbm7ud75FqL5NRUUF+fn5p1ytP3LkyHe22b59O+PHj+e+++475VsIERFpBayFdc9CQSaEt4VL/xOCVCo1NmstO5Zu48i2LIzHMPh7w4nv1c7tWE2e/qaeL2POaQhMU2KMwePxUFpaCsDIkSNZuHAhHTp0qPUqe2hoKD6f75S2tWvXkpiYyCOPPFLVVlexftKFDL8ZO3Ys+fn5rF+/npSUFAA+/fRT/H4/F1988Wm3SUlJISQkhBUrVjBjxgwA0tPTyczMZOzYsVX9tm3bxtVXX81dd93Ff//3f5/xPEREpIXZuwIy14AJgst+AW10ZbixWWvZ+WEaWZsOYoBB04fRrl+HM24nKupbhfLy8qqx43l5eTz33HMUFRVxww03AM4UkU8//TTTpk3jySefpFu3bmRkZLB48WLmzJlDt27dSEpKYvny5aSnp5OQkEBsbCx9+/YlMzOTBQsWMHr0aJYuXcrbb799xjwXMvwmOTmZSZMmce+99/KXv/wFr9fLAw88wK233kqXLs7UVocOHWL8+PG88sorXHTRRcTGxjJ79mweeugh4uPjiYmJ4cc//jFjx45lzJgxgDPk5uqrr2bixIk89NBDVZ9XUFBQnd9WiIhIC3EiC9a/4CwPvQPaJ7ubpxWy1rJnRTqH1mdigOSpQ+kw8PTfwst3afabVuDDDz+kc+fOdO7cmYsvvpivv/6aRYsWceWVVwLQpk0bPvvsM3r06MFNN91EcnIys2fPpqysrOrK/b333kv//v0ZNWoU7du354svvmDq1Kk8+OCDPPDAAwwfPpy1a9fyy1/+ssHPZ/78+QwYMIDx48dz3XXXcemll/LXv/61ar3X6yU9PZ2SkpKqtmeeeYYpU6YwY8YMLr/8cjp16sTixYur1r/55pscPXqUV199teqz6ty5M6NHj27w8xEREZf5KuGLp6GyDDoMhuSbzryN1Lt9q3eT+eV+APpfP5hOQzUP/bkw9gKmR2xpjDExQEFBQcEZb/YUERGRFmLTP2DbGxASCdc9B5Eav93Y9n++h72rdgHQb2KynhRbTWFhIbGxsQCx1trC2vrpSr2IiIi0Xke2wrbAxBcXPaCC3gUH1u2vKuj7jO+vgv48qagXERGR1qmiGFL/AFjoOR4SL3U7UatzeMNBdn28A4Cel/ehx9ieLidqvlTUi4iISOtjLXz1Jyg5ClGdYdQP3U7U6uSkZZO+dCsAiWN7knSZntp7IVTUi4iISOuzf1Vg+koPjPsPCKl9OmWpf3n7j7P97c1YoMvwbvS6ul/VU+3l/KioFxERkdblRDZ87TxpnSG3Q7v+7uZpZQoPF7B54bf4/X7aD+hI/+sGqaCvByrqRUREpPXw+yD191BZCu0HwsCb3U7UqhQfK2LT6+vxeX20TUpg0PRhGI8K+vqgol5ERERaj60L4dgOZ/rKsf8BHpVCjaWssIxN87/BW1pBTOdYhtw8Ak+wPv/6ok9SREREWoejabB1gbM8+kcQ1cHdPK1IRUkFm+Z/TdmJMtrERzL0thSCw4LdjtWiqKgXERGRlq+iGNb+DrCQdBUkXe52olajsrySza+vp/h4MeHR4Qy/YzShbULdjtXiqKgXERGRlu+bF6A4ByI7wqh/dTtNq+Gv9LNl0QYKswoIiQhh2KxRhMeEux2rRVJRLyIiIi1bxuewf2Vg+sqHIbSN24laBeu3bHtnE3n7jxMUEsSw20YR2S7K7Vgtlop6ERERablK8+DrPzvLg26B9gPczdNKWGtJX7aNozuO4PF4GHLLSGK6xLodq0VTUS8iIiIt08mnxlacgLa9YNBMtxO1GvtW7eLwhoMYYOCNQ4nvmeB2pBZPRb2IiIi0TPs+hUPrwBMMYx6EIM220hgOfp3B/i/2AtD/ukF0SO7kcqLWQUW9iIiItDzFx2D9i87ykFnQNsnVOK1FTlo2u5anAdDrir50Gdnd5USth4p6ERERaVmshXXPgrcYEvpD8o1uJ2oV8vbnsv3tzViga0oPEi/t5XakVkVFvYiIiLQsu5dD9gYICoWxD4InyO1ELV7RkRNseeNb/H4/7Qd0pN/EZIwxbsdqVVTUi4iISMtxIhs2/M1ZHnYXxHR1N08rUJpfyqbXv6GyopK4HvEMnDYU41FB39hU1IuIiEjLYC2s+yNUlkGHwdD/BrcTtXgVJRVseu0byovKiWofxZBbRhAUom9G3KCiXkRERFqG9PcgZysEh8OYn4KGfzQoX0UlWxZ+S0luMeHR4Qy7bRQh4SFux2q1zrmoN8Zcbox53xhz2BhjjTHTq60LMcb81hizxRhTHOjzijGmyxn2+XhgX9VfO2r0CTfG/MkYc9wYU2SMecsY07FGnx7GmKXGmBJjTI4x5mljjOavEhERaekKDsKmV5zlEbMhqmPd/eWC+H1+ti3eRMGhfELCQxh2+yjCYsLdjtWqnc+V+khgE3D/ada1AUYCvw78vAnoD7x3FvvdBnSu9rq0xvpngBuAm4ErgC7A4pMrjTFBwFIgFBgH3AXcDTx5VmclIiIizZPfB18+A74K6DwS+kx0O1GLZq0l/YNtHNt9lKBgD0NnjiSyfZTbsVq9c76Kba1dBiwDvnNXs7W2ALimepsx5gHgK2NMD2ttZh27rrTWZp9uhTEmFpgN3G6t/TTQdg+QZowZY639ErgWGAhMsNYeATYaY34J/NYY87i1tuJcz1VERESagbTFcHwnhETCRT/WsJsGtm/VLrI2HcIAg24aTmz3tm5HEhpnTH0sYIH8M/TrGxius9cYM98Y06PauhQgBPjkZIO1dgeQCYwNNI0FtgQK+pOWAzHAoNMd0BgTZoyJOfkCos/hvERERMRtefthy2vO8qgfQmQ7V+O0dAe/yfzn02KvH0y7fh1cTiQnNWhRb4wJB34LvG6tLayj6zqcoTKTgH8DegJrjDEni+xOQIW1Nr/GdkcC6072OXKa9VTrU9MvgIJqr4N1ZBQREZGmxFfpDLvxV0LXiyHpSrcTtWhH03PY9eF2IPC02BHdXE4k1TVYUW+MCQHeAAxOoV4ra+0ya+0ia+1ma+1y4DogDrilofIF/Abnm4STL/3tFBERaS62L4K8vRAaDRc9oGE3DajwcAHb396IBbqM6KanxTZBDTIzTLWCPhG4+gxX6b/DWptvjNkJ9Ak0ZQOhxpi4GlfrOwbWnexzUY1dday27nTHKQfKq+U+l5giIiLiloIDsO0NZ3n0v0FEnKtxWrLS/FI2L1yPr9JPQq929Js0UDVTE1TvV+qrFfR9cW5aPX4e+4gCegNZgab1gBcYX61Pf6AHkBpoSgWGGGOqD+66BigEtp9rBhEREWmirIV1/88ZdtNlNPSoOWGe1BdvqZfNC9ZTUVxBVIdoBs0YjidIjzlqis75Sn2g4O5TramnMWY4kItThL+JM53lFCDIGHNyPHtubTPQGGN+B7wPZOBMVfkE4ANeB2dWHWPM34A/GGNycQr1/wekBma+AfgIp3j/hzFmDs44+qeAPwWuyIuIiEhLsPtDOJbmPGRq9I807KaB+H1+tr65geJjRYRFhzP01hSCw/T4n6bqfP5kRgErq73/Q+Dn34HHgamB9xtrbHcVsArAGLMK2G+tvTuwrhtOAZ8AHAU+B8ZYa49W2/5BwA+8BYThzGzzo5MrrbU+Y8wU4Hmcq/bFgUy/Oo9zFBERkaao5DhsnOcsD7tTs900EGstO5ZsJS8jl+DQYIbdmkK4Hi7VpJ3PPPWrcG5+rc3Z/LrcE5hXbZ+3nsVxy3AeeHW6h16d7JOBc5OtiIiItETfvADeEkjoD32vdztNi7Vv9W6ytxzGGMOgGcOJ6qhZv5u6Rh8UZYwZhDN95CuNfWwRERFpxg6kwsFUMEHObDceje1uCFmbDrH/8z0A9L9uEAm99W1Ic9DoA6OstduAoY19XBEREWnGKorhm784ywNnQNskV+O0VLl7j7Fj6VYAki7ppbnomxH9iisiIiJN36ZXoDQXorvAoJlup2mRinJOsPXNjVi/peOgzvS8sq/bkeQcqKgXERGRpu1oGuz6wFm+6AEIDnU3TwtUfqKMza+vp7KikrjubUm+YYjmom9mVNSLiIhI0+XzOnPSA/S6BjoOcTdPC+Tz+ti88FvKTpTRJj6SITePwBOsErG50Z+YiIiINF3b34TCAxAWCyPucTtNi2OtZcf7WzmRXUhom1CG3ZZCSBt9E9IcqagXERGRpqngAGx7w1ke9UMI07SK9S0zdR9HtmdhPIbB3xtORNs2bkeS86SiXkRERJoea+Gr58BfCV1GQ49L3U7U4hzffZS9n+4EoN+1ycT1iHc5kVwIFfUiIiLS9OxeDke3Q3A4jP430E2b9aokt4Rtb2/CAl2Gd6NLSne3I8kFUlEvIiIiTUtJLmx82Vke+i8Q2d7dPC1MZXklW974lsrySmK7xtFv0kDNdNMCqKgXERGRpsNa5yFT3hJI6Af9pridqEWx1pL23haKjxURFhXG4O8N10w3LYT+FEVERKTpyFgDB1PBBMFFPwaPSpX6tH/NHo6mH8Hj8TD4eyMIiw53O5LUE/1LERERkaahJBe+ed5ZHnwrtE1yNU5LczQ9h32f7Qag33UDie0W524gqVcq6kVERMR91sLXf4KKImjbCwZ+z+1ELUrxsSLS3t0MQLeUHnQZ3s3lRFLfVNSLiIiI+/avgkNfgScYxjwIQcFuJ2oxvGVetryxgcqKSuJ6xNPn2gFuR5IGoKJeRERE3FVyHL55wVkefJuG3dQjay1p72ymJLeY8OhwBs8YjidI5V9LpD9VERERcc/Jh0x5iyG+Lwyc4XaiFmXf6t0c232UoGAPg28ZQWhkqNuRpIGoqBcRERH37F0Bh79xht2MfRA8QW4najFy0rLZ//keAPpfN5iYzrEuJ5KGpKJeRERE3FF8DL590VkeegfE6qmm9eVEdiFp724BoPtFSXQa2sXlRNLQVNSLiIhI47MW1j0beMhUfxhwo9uJWoyK4gq2LNqAr9JHfM8Eeo/v53YkaQQq6kVERKTx7fkIsjdAUGhg2I1Kkvrg9/nZ+tZGygpKiWjbhkE36cbY1kJ/yiIiItK4inLg27nO8tB/gZiu7uZpQXYtTyM/M5fg0GCG3jKSkIgQtyNJI1FRLyIiIo3HWlj3R6gsg3bJ0H+q24lajEPfZHLo2wMYYOCNQ4lsH+V2JGlEKupFRESk8exaBkc2O8NuxvxUw27qSV5GLjs/SgOg11X9aNe3g8uJpLHpX5KIiIg0jhPZsPFlZ3n43RCjGVnqQ2l+KVvf3Ij1WzoO7EyPcT3djiQuUFEvIiIiDa/6sJsOg6HfFLcTtQi+ikq2vPEt3tIKojvFMOCGwRhj3I4lLlBRLyIiIg1v36eQsxWCwuDifwcVnhfMWsv297ZQlHOC0MhQhtwykqAQPbyrtVJRLyIiIg2rohg2BIbdDLkdoju5m6eF2L9mD0d3HMHj8TDkeyMIjwl3O5K4SEW9iIiINKwtr0F5AUR31Ww39SQnLZt9n+0GoN91A4nt3tblROI2FfUiIiLScPL2w84lzvKoH0JQsKtxWoKiIydIe28LAN1GJ9JleDeXE0lToKJeREREGoa1sP4FsH7oPg46j3A7UbPnq6hk61sb8Xl9xPdMoM+E/m5HkiZCRb2IiIg0jIw1gZtjQ2HEbLfTtAi7PtpBSW4xYdHhDLpxGJ4glXLi0N8EERERqX/eMtjwN2d50C0QpYchXaictGwObzzoPDF22hBC2oS6HUmaEBX1IiIiUv+2LYTSXIjqBANudDtNs1dWWEb60m0A9BjXi7ZJCS4nkqZGRb2IiIjUr8JDsOMdZznlPgjWFeULYf2WtHc34y3zEtM5lp5X9HE7kjRBKupFRESk/lgL37wA/kroMhq6jnY7UbOXmbqPvIxcgkKCGDh9qMbRy2npb4WIiIjUn4NfQvYG8ARDyr1up2n2Cg8XsHf1LgD6TUymTUKky4mkqVJRLyIiIvWjshy+nessJ98E0Z3dzdPM+Soq2fb2Jqzf0iG5E52GdXU7kjRhKupFRESkfmx/E4pzoE07GHiz22mavZ3L0yjNKyE8Opz+1w3CGON2JGnCVNSLiIjIhTuRDdvfcpZH/gBCwt3N08zlbM8ma9MhDJA8fSghESFuR5ImTkW9iIiIXLhv54LfCx2HOU+PlfNWVlDKjqVbAUi8pBdtE+NdTiTNgYp6ERERuTCHvoFD68AEwagfgoaJnDfrt2x/ZzOV5ZXEdo0j6XJNXylnR0W9iIiInD+fF9b/1VnuPxViu7ubp5nLWLuX/AN5BIUEkTxN01fK2dPfFBERETl/6e9BURZExMPgW91O06wVHMxn3+rdAPSbPJA28W1cTiTNiYp6EREROT/lJ2DbImd52J0QqiL0fFWWV7L93c1Ya+k4sDOdhnRxO5I0MyrqRURE5PxsWwTeYohLgqSr3E7TrO3+eIczfWVMOP2uG6jpK+WcqagXERGRc1eUAzvfd5aH3w0elRTn62h6Doc3HnSmr5w2lJBwTV8p507/AkVEROTcbX4V/JXQcSh0Hul2mmaroriC9MD0ld3H9NT0lXLeVNSLiIjIucnbB/tXOcvD79YUlufJWsuOpVupKKkgqkM0va7s63YkacbOuag3xlxujHnfGHPYGGONMdNrrDfGmCeNMVnGmFJjzCfGmDP+LTXG3G+M2W+MKTPGrDPGXFRjfbgx5k/GmOPGmCJjzFvGmI41+vQwxiw1xpQYY3KMMU8bY4LP9RxFRESkDhvnARZ6XAYJKkTPV9amQxzbmYPH42HgtKF4gnWtVc7f+fztiQQ2AffXsn4O8BPgX4GLgWJguTGm1udFG2NmAn8AngBGBva/3BjToVq3Z4AbgJuBK4AuwOJq+wgClgKhwDjgLuBu4MlzPUERERGpRfYmyPoWPMEw7F/cTtNsleSWsGt5GgC9rupLVMdolxNJc3fORb21dpm19lFr7ds11xnnVu2fAk9Za9+11m4G7sQpwKfXsduHgBettS9ba7fj/EJQAnw/sN9YYDbwkLX2U2vteuAeYJwxZkxgH9cCA4E7rLUbrbXLgF8C9xtjQs/1PEVERKQGa2HDy85yn8kQ3dndPM2U3+cn7d3N+Lw+4nrE0/3iJLcjyRlYa/Fbv9sx6lTf3/P0BDoBn5xssNYWAOuAsafbIFBwp9TYxh94f3KbFCCkRp8dQGa1PmOBLdbaI9V2vxyIAQZdyEmJiIgIkLEG8vZAcAQMnul2mmYrM3UfBYfyCQ4NJnnqEIxH9yQ0ZdZalmd8yNu73sLn97kdp1b1Pd68U+DnkRrtR6qtq6kdEFTLNgOq7bfCWptfx3471bKP6rlOYYwJA8KqNem7LxERkdPxeWHTK87ywBkQHutunmbqRFYh+z4LPDV20kAi4iJcTiR1sdby6YEVfJ31FQAjOoykV1xvl1OdXmu/I+MXQEG110F344iIiDRRu5ZB8RGIiIf+09xO0yz5vD7nqbF+S4cBneg4RMOXmro1hz5j7aEvALiu1/VNtqCH+i/qswM/O9Zo71htXU3HAN8ZtskGQo0xcWfoc7p9VM9V02+A2GqvbrX0ExERab0qimHrAmd58G0QUuvcF1KHPZ/upPhYEWFRYfTXU2ObvLWHv2D1gVUAXJN0LSkdR7ma50zqu6jfh1NAjz/ZYIyJwZkFJ/V0G1hrK4D1NbbxBN6f3GY94K3Rpz/Qo1qfVGBIjRlzrgEKge21HLvcWlt48gWcOOszFRERaS3SFkPFCYjpBr2vcTtNs5S79xgHv84AYMCUwYS00RweTdnX2V+xIsO5lfOqHlczpvNpbw1tUs55TL0xJgroU62ppzFmOJBrrc00xvwf8KgxZhdOkf9r4DDwTh27/QPwd2PMN8BXODPoRAIvg3OzrTHmb8AfjDG5OIX6/wNSrbVfBvbxEU7x/g9jzByccfRPAX+y1paf63mKiIgIUHIcdrzjLA+7CzxBrsZpjrwlFaS9twWArik9SOjT3uVEUpcNOd/y4b5lAFza7TIu7XqZy4nOzvncKDsKWFnt/R8CP/+OMy/8/+IU5H8F4oDPgUnW2rKTGxhjVgH7rbV3A1hrFxpj2uPMKd8J2BjYpvqNrw8CfuAtnJtblwM/OrnSWuszxkwBnse5al8cyPSr8zhHERERAdjyGvgqoF0ydLvY7TTN0s4P0ygvKqdNfCR9JvR3O47UYcvRzSzd+z4AF3cew5XdrnI50dkz1trGP6gxGcBj1tp5jX7wOgSGChUUFBQQExPjdhwRERF3FRyApfcDFq75X2if7HaiZid7y2G2v7sZYwwp94whpotmDWqq0o5v561db2KtJaXTKCYnXdck7nsoLCwkNjYWIDYwXPy0Gn32G2PMIJyZZl5p7GOLiIjIOdj4d8BCtzEq6M9DaX4JO5c5t/UlXdZbBX0TtitvJ4t3vYW1lmEdhjeZgv5c1Pc89Wdkrd0GDG3s44qIiMg5OJoGh9aB8Thj6eWc+H1+tr+zmcqKSmK7xZF4SS+3I0kt9ubvYdHON/BbP4PaDWZKrxuaXUEPmqdeREREarIWvv2bs9z7WojVjM/nKuOLvRQcdJ4aO3D6MDxBKrmaoozC/SxMX4DP76N//ACm9Z6OxzTPP6vmmVpEREQaTubncDwdgsOdeenlnBQczGf/mj0A9Jusp8Y2VYeLDvP6jteo9FfSO64PN/WdQVAznt1JRb2IiIj8U2UFbJznLCfPgDbxrsZpbirLK9n+9iastXQa3IVOQ7q4HUlOI68sl9d3zMfr85IUm8TN/W8h2NPoo9LrlYp6ERER+aedS6A4ByLiYcB0t9M0Ozs/3E5pQSnhsRH0naSbi5uiEm8Jr+2YT4m3hE6Rnbil30xCPCFux7pgKupFRETEUVYI295wlofdCSHh7uZpZo5syyJ7y2EMMGj6UELCm3+h2NJ4fV4WpL9GbmkusWGx3DrgdsKCW8bfcxX1IiIi4tj6OniLoW0v6Hm122maldL8UtI/2AZA4qW9ie3e1uVEUpPP+li8+y0OnThEeHA4tw2YRXRotNux6o2KehEREYHCQ7BrmbM8YjY0wyn93GL9lrR3N1NZXkls1ziSLuvtdiSpwVrLh/uWsTM3nWBPMLcOuI32bdq7HateqagXERER2PAyWB90GQ2d9DiZc5Gxdi/5B/IICgkiedpQTV/ZBH1x+HO+PbIeY+DGvjfRPbqH25Hqnf7WiYiItHZHtvzzQVMjvu92mmal8FA++z7bDTjTV7aJb+NyIqlp09GNrMz8FICJSZMZEN8yb2BWUS8iItKaVX/QVJ9JetDUOfBVVLLtnc1Yv6XjwE6avrIJ2p2/i/f3vAfAuK6XMLrTRS4najgq6kVERFqzfSshbw+EtIEht7udplnZuXwHpXklhMeE0++6QRjdh9CkHC46zJs7F2GtZUj7oVzdfbzbkRqUinoREZHWqrIcNr3iLA+8GcJj3c3TjOSkZZO16SAGSJ6m6SubmuoPl+oZ24sbek1t8b90qagXERFprXa8A6XHIbID9J/qdppmo7ywjPSlgekrL+lF20Q9dbcpqf5wqY6RHbm5380EeYLcjtXgVNSLiIi0RqV5sP1NZ3nYXRAc6m6eZsJaS9r7W/CWeYnpHEvS5X3cjiTVlPvKeX3HfHJLc4kJi+W2AbNazMOlzkRFvYiISGu0eT5UlkFCP0i8zO00zcbBrzLI3XecoOAgBk7X9JVNSaW/kkXpb3C46DARIRHc3sIeLnUm+psoIiLS2uRnwJ6PnOWRP9CDps5S0ZET7FmxE4A+1w6gTUKky4nkJL/1887uxewr2EtIUAi3DZjV4h4udSYq6kVERFqbDS8BFrqPg/Ytc87u+ubz+tj+7mb8fj/t+rSnywhN/dlUWGtZtu8D0o6nEeQJ4pZ+M+ka1dXtWI1ORb2IiEhrcvhbyPoWPMEw/G630zQbe1ftoijnBKFtQhlww5AWP5NKc7LqwMqqp8VO73MTveJ6ux3JFSrqRUREWgu/L3CVHuh7PUR3djdPM5G79xgH1u0HYMANgwmN1E3FTcWXh1P5/NAaACb3vJ6BCQNdTuQeFfUiIiKtxa5lUJABoVEweKbbaZoFb0kFae9tAaBrSg/a9e3gciI5adPRjXyc4dwbclWPq0npOMrlRO5SUS8iItIalBXA5led5aH/AmGtZ1aQ82WtJf2D7ZQXldMmPpI+E/q7HUkC0nN38P6e9wC4uPMYLulyqcuJ3KeiXkREpDXY9Ap4i6FtL+gzye00zUL25sPk7MjGeAwDbxxKUEjLf4BRc5BRuJ+3dr2JtZah7YdxTeK1uscBFfUiIiIt3/FdsOdjZznlh+DR//7PpDSvhJ0fbgeg1xV9iekc63IiAcguzmJh+gJ8fh/94vszpfcNKugD9K9aRESkJbMWvnkBsJB0FXRovTcSni2/z8/2dzfj8/qI696WHmN7uh1JgOOlx5mf9irlleX0iEnkpr4zCDL69uQkFfUiIiIt2d4VcDwdgsM1heVZykzdR8HBfIJDg0meNhTj0ZVgt+WV5fJq2j8o8ZbQKbITM/vfSognxO1YTUqw2wFERESkgVQUw8Z5zvLg26BNvKtxmoPCwwXs+2w3AP0mDSQiLsLlRJJblss/tv+dwvJCEiISuG3ALMKDw92O1eSoqBcREWmptrwO5QUQ3RX6T3U7TZPnq6hk+zubsX5Lx4Gd6DhE8/i77XjpMf6x/RVOVJygXZt23JF8J1GhUW7HapJU1IuIiLRE+Zmw831nedQPIUj/yz+T3St2UpJbTFh0OP0mD9INmC47FijoiypO0L5NexX0Z6B/4SIiIi2NtbD+BbB+6DYGOo9wO1GTd3zPMQ6tzwQg+YbBhERovLabjpYc5R/b/06xt5gObTpwx8A7iQyJdDtWk6aiXkREpKXJ/AKObIagUBj5A7fTNHnekgp2vO88Nbbb6ETie7VzOVHrdrQkh1e2/50SbwkdIztyR/KdtAlp43asJk9FvYiISEviLYMNf3OWk2dAVEd38zRx1lrSlzlPjY1MiKT31f3cjtSqHSk+wqtpr1TNcjMr+V9U0J8lFfUiIiItyfY3oeQYRHaAgd9zO02Tl7Mti5w056mxydP01Fg3ZRdn82raK5R6S+kc1ZnbB9yhgv4cqKgXERFpKU5kQdpbzvKI2RAc6m6eJq6ssIz0Zc5TY5Mu7U1MFz011i1ZxVnMT/sHpd5SukR1YVbyv2jaynOkol5ERKSl+HYu+Cuh03DoPtbtNE2atZa097ZQWV5JTJdYEi/p5XakVutw0SHmp71KWWUZXaO7cvuAO1TQnwcV9SIiIi3BoW/g0FdggiDlh6DpGOt08OtM8vYfJyjYw8BpQ/EEedyO1CplF2dXFfTdortz+4DbCVNBf15U1IuIiDR3Pi+s/6uz3H8qxHZzN08TV3y0iL2fpgPQZ8IA2iRoqkQ35Jbl8lr1gj55FmFBYW7Harb0a6mIiEhzl/4eFGVBeFsYfKvbaZo0v8/P9nc346v0k9CrHV1SursdqVU6UXGC19JepdhbTMfIjtw24HYV9BdIRb2IiEhzVpILWxc4y8PvglDNFlKX/Wv2cCK7kJCIEAbcMFhPjXVBWWUZr6W9Sl5ZHm3D23L7gFkaQ18PVNSLiIg0Z5tegcoySOgHPa92O02TVnAwn4wv9gLQf/IgwqJVSDY2r9/LwvTXySnJITIkktuT7yAqNNrtWC2CinoREZHm6thO2LfCWU65TzfH1sFXUUnae5ux1tJpcBc6DOzkdqRWx2d9vLXzTTILMwkPDuf25DuID493O1aLoaJeRESkObL2nzfH9rwa2vV3N08Tt3vFTkpySwiPDqfvpGS347Q61lqW7HmfXXk7CfYEM7P/rXSK1C9W9UlFvYiISHO0fxUcT4fgcBh2l9tpmrRju3I4tD4TgAFThxASHuJyotbnk8yP2Xx0E8YYZvT7Hj1iEt2O1OKoqBcREWluvGWwcZ6zPGgmtNEQhtqUnygj7b2tAHS/KIn4ngkuJ2p91h76gi8PpwJwQ++p9Gurb5Uagop6ERGR5mb7IijNhahOzrz0clrWb9n+zma8pRVEd4yh99X93I7U6mzI2cCKzE8AmJB4DcPaD3c3UAumol5ERKQ5OZENaW87yyN/AMGh7uZpwjLW7iUvI5egkCAG3TQMT7DKnsa0I3cHS/e+B8C4rpcwtss4lxO1bPrbLSIi0pxseAn8Xug0HLpe5HaaJqvgQB77Vu8GoN+kgXpqbCPLKNzP4l1vYi0M7zCCq7uPdztSi6eiXkREpLnI3gQHU8F4YOS9msKyFt4yL9ve+ef0lZ2GdnE7UquSXZzNwvQF+Pw++sf357pe1+shX41ARb2IiEhz4PfB+hed5b7XQ1wPd/M0UdZa0pdso6yglIi2beg3eaAKykaUV5bL6zvmU15ZTo+YRG7sO4MgE+R2rFah3ot6Y8x+Y4w9zetPtfS/+zR9y2r0McaYJ40xWcaYUmPMJ8aYvjX6xBtj5htjCo0x+caYvxljour7/ERERFyx+0MoyIDQaBhym9tpmqzDGw6SsyMb4zEMunEYwWHBbkdqNYq9xcxPe5WiiiI6tOnAzP63EuLR9KGNpSGu1I8GOld7XRNoX1THNoU1tqk5eekc4CfAvwIXA8XAcmNM9ec7zwcGBY43Bbgc+OuFnIiIiEiTUH4CNr/qLA+9A8Ki3c3TRBUfLWL3R2kA9L6qHzFdYl1O1HqU+8p5fcd88sryiA2L5fbkOwgPDj/zhlJv6v3XV2vt0ervjTH/CewBVte9mc0+3QrjfGf2U+Apa+27gbY7gSPAdGCBMSYZmASMttZ+E+jzY+ADY8zD1trDF3RSIiIibto8HyqKIC4J+kx0O02T5PP62LZ4I75KPwm92tF9TJLbkVqNSn8li9IXklWURZuQNsxK/heiQ/WLZ2Nr0DH1xphQ4A7gJWutraNrlDEmwxhzwBjzrjFmULV1PYFOwCcnG6y1BcA6YGygaSyQf7KgD/gE8ONc2a8tX5gxJubkC9DfQBERaVry9sOuD5zlkfeCR+OTT2f3J+kUHS0iNDKU5KlDNI6+kVhreXfPO+wr2EdIUAi3DbidhAg94MsNDX2j7HQgDphXR5904PvANJxfADzAWmNMt8D6ToGfR2psd6Tauk5ATvWV1tpKILdan9P5BVBQ7XWwjr4iIiKNy1r49kXAQvdx0Gmo24mapJy0bA6tzwRg4LShhEaFuZyodbDWsjzjQ7Yf20aQJ4hb+s2kS1RXt2O1Wg1d1M8GltU1/MVam2qtfcVau9Fauxq4CTgK/LCBswH8Boit9upWd3cREZFGdPBLOLIZPCEw4vtup2mSygpK2bFkKwCJY3sS36udy4lajy8Of87XWV8BMLX3dHrF9XY5UevWYLeEG2MSgQk4RfpZs9Z6jTEbgD6BppNj7TsCWdW6dgQ2VuvTocbxg4H4atuf7ljlQHm1bc4lqoiISMOprIBv/+YsJ98IUR3dzdME+X1+tr+zmcrySmI6x9Lzyr5n3kjqxYacb1mZ+SkAE5MmMbjdYJcTSUNeqb8HZ0jM0nPZyBgTBAzhnwX8PpzCfHy1PjE4Y+VTA02pQJwxJqXarq7GOb915xNeRETEVTvegeIjEJEAA292O02TtG/1bvIP5BEcGsygm4bhCdLjdxpDeu4Olu59H4BLul7KRZ1rvX1RGlGDXKk3xnhwivq/B8a219X3V8CXwG6c8fc/w5nSci440+IYY/4PeNQYswunyP81cBh4J9AnzRjzIfCiMeZfgRDgOWCBZr4REZFmp/gYbHvDWR5xD4RoasCajmzLImPtXgD6Xz+IiLZtXE7UOmQWZrB411tYC8M7jOCq7le7HUkCGmr4zQSgB/BSzRXGmHlAkrX2ykBTW+BFnBta84D1wDhr7fZqm/0vEIkz73wc8DkwyVpb/SFVs3AK+RU4s968hTO3vYiISPOycR74yqFdMiRe7naaJudEdiE73t8CQI8xPek4qLPLiVqHoyU5LExfQKW/kn7x/bmu1/UautyENEhRb639CKjtT7knsLJa3weBB8+wPwv8KvCqrU8ucPs5hxUREWlKjqZBxmrAwKgfgoqmU1QUV7DljW+d+eh7t6P31f3cjtQqFFYU8tqO+ZRVltEtujs39Z1BkNH0qk1Joz472RgTC/QGrm/M44qIiDQLfj9884Kz3PsaiNdsItX5fX62vrWRssIy2sS3YeD0YRiPfulpaGWVZbyeNp/C8kISIhKY2f9WQjwhbseSGhq1qA88NErTRoqIiJzO3k8gbw+ERMKwO91O0+Ts/mgH+Zm5BIcGM+TmkYREqLBsaD6/jzd3vkFOSQ6RIZHcNmAWbUJ0/0JTpNvERUREmoKKYtj0irM85DYIj3U3TxNz+NsDHFyfiQEGTh9KZPsotyO1eNZa3tvz7j+fFps8i7bhbd2OJbVQUS8iItIUbHkdygsgphv01SjV6goO5LHzwzQAel7Zl3b9OpxhC6kPnx5YwdZjW/AYDzf3u4XOkbohuSlTUS8iIuK2ggOwc4mznHIfBDXq6NgmraywjC1vbsDv99NhQCcSL+nldqRW4evsr1h76AsApvS+gd5xfc6whbhNRb2IiIibrIVv54L1QdeLofMItxM1GT6vj62LNlBRXEFUh2iSpw7WFIqNYEduGsv3LwPgyu5XMaz9cHcDyVlRUS8iIuKmQ19D1rfgCYaRs91O02RYa0n/YBuFWQWERIQw5JYRBIXqG4yGduBEJm/vWoy1MLJjCpd2vcztSHKWVNSLiIi4xed1rtIDDJgO0RqzfNKBdRlkbzmMMYbBM4YTEacZVxra8dJjVQ+X6tu2H5N6TtY3I82IinoRERG37HgXirIgIh4G3eJ2miYjd+8x9nyyA4A+1wygbVKCy4lavqKKE8xPe5VSbyldorrq4VLNkIp6ERERN5TkwraFzvLwuyEkwtU4TUX5iTK2vb0JC3Qe1o1uo3u4HanFK6ss4/Udr1FQXkDb8LbcOuA2QoNC3Y4l50hFvYiIiBs2zoPKMkjoD0lXup2mSbDWkvbeFrylXqI7xtB/8kAN/2hgFb4KXt/xGtnF2bQJacPtyXcQGRLpdiw5DyrqRUREGtuxdNi/0lke9UNQ4QrAgS/3k7vvOEHBHgbeOBRPsMqUhuT1e3kjfSEHTxwgPDicWcl3EB8e73YsOU/61yIiItKY/D745gVnudcESOjrbp4mojCrgL0rdwHQ99pkItvpibENyef3sXjXW+wr2Os8LXbA7XTSw6WaNRX1IiIijSntbcjdBSGRMOxOt9M0Cb6KSra/vQm/30/7AR3pPKKb25FaNL/18+6ed9iZm06QJ4iZ/W+jW3R3t2PJBVJRLyIi0ljyM2HLfGc55V6IaOtuniZi5/IdlOSWEBYdzoDrBmkcfQOy1vLB3iVsO7YVj/Fwc79b6Bnb0+1YUg9U1IuIiDQGXyV8+Qz4K6HLaOh5tduJmoSctGyyNh3EAAOnDSWkjWZdaSjWWj7O+IgNORswBm7sexN92/ZzO5bUExX1IiIijSFtMeTuhtAouOgB3RwLlBWWsWPJVgASL+lF2yTdpNmQVh9cxbqsLwG4ofc0BiYMcjmR1CcV9SIiIg0tbz9sfd1ZTvkhtFHxav2W7e9sprK8kpgusSRd3sftSC3a2sNfsObgZwBM6jmZYe2HuxtI6p2KehERkYZUfdhNtzGQdIXbiZqEjLV7yc/MJSgkiIHTh+EJUknSUL7J/poVGZ8AcHWP8YzudJHLiaQh6F+QiIhIQ9q+CPL2Qmg0jL5fw26AgoP57Fu9G4D+kwfRJr6Ny4lark1HN7Fs3wcAXNr1Mi7peqnLiaShqKgXERFpKLl7YetCZ3n0v0FEnKtxmoLKcmf6SmstHQd1puMQzY3eULYe28L7e94BYHTni7iy+1XuBpIGFex2ABERkRbp5LAb64Pul0APXSEF2PnhdkoLSgmPjaDf5IGavrKBfHtkPR/sW4K1MLzDCCYmTtJn3cKpqBcREWkIWxdA/n4Ii3Wu0qugInvzYbK3HMYYw6DpQwkJD3E7Uov0ZVYqH+//CICUTqOYnHSdCvpWQEW9iIhIfTu+yxlLDzD6RxAe626eJqDkeDE7P9wOQNJlvYntrgdv1TdrLZ8fWsOqAysBGNdlHFf3mKCCvpVQUS8iIlKffF5IfQasHxIvhx7j3E7kOl9FJVvf3EBlRSVx3duSeEkvtyO1ONZaPs38hLWH1wJwZferuLTrZSroWxEV9SIiIvVpy2tQeADC42DUv7qdxnXWWtKXbafoaBGhkaEMuknTV9Y3ay3L9n/A+uxvALgm6VrGdB7rcippbCrqRURE6suxdNj+lrN80QMQFu1unibg8PoD/xxHf9NwwqLD3Y7UovisjyV73mfz0U0YA5N7Xk9Kx1FuxxIXqKgXERGpD5UV8OX/ARaSroJuF7udyHWFh/LZ9dEOAHpf3Y+2iXqSbn3y+X28vfst0o6nYYxhWu/pDGk/1O1Y4hIV9SIiIvVhy2tQeBAi4iHlXrfTuK6ipIKtb27E7/fTfkBHuo9JcjtSi+L1e3lz5yJ25+0iyBPETX1nMCA+2e1Y4iIV9SIiIhfq+C5IW+wsj/5Rqx92Y/2W7W9vpuxEGW3i25B8wxDdsFmPyn3lvJG+gP0F+wn2BHNL/5n0juvjdixxmYp6ERGRC+GrhHXPAtaZ7UbDbtj32W5y9x0jKDiIwd8bQXCYyo36Uu4r57W0+Rw8cYDQoFBuHXAbiTFJbseSJkD/ykRERC7E9jcDD5mKgZT73E7jumO7ctj/+R4A+l8/iKgOrftbi/pU4avg9R1OQR8eHM7tyXfQNaqr27GkiVBRLyIicr7yM2DbQmc55Yet/iFTpfklpL27BYBuKT3oNKSLy4laDqegf40DhU5BPyv5DrqooJdqNFGsiIjI+fD74Ms/gr8Sul4MiZe5nchVPq+PrW9uxFvmJbZrHH2uGeB2pBbD6/OyMP11MgszCAsO47YBs1TQy3eoqBcRETkf6e9B7i4IiXRujm3lN4LuWp7GiexCQiJCGDRjOJ5glRj1wev3sjBwU2xIUAi3D5hFt+hubseSJkj/4kRERM5V4WHY/KqzPHI2tGnd868f3niQwxsPYoBBNw4jPEYPmKoPXr+XN9IXsK9gLyFBIcxKvoNu0d3djiVNlIp6ERGRc2GtM9uNrwI6DYdeE9xO5KoTWYXs+nA7AD2v7Et8r3YuJ2oZvH4vi9LfYG++U9DfNuB2ukf3cDuWNGEq6kVERM7FrmVwdBsEh8NFP27Vw27KT5SxeeF6fJV+2vVpT+IlvdyO1CJU+it5a+ci9uTvJtgTzK39b9e0lXJGKupFRETOVlEObHzZWR52F0R1cDePi3xeH5sXfkt5UTmR7aJInj5UD5iqBz6/jzd3LmJX3i6noB9wO0mxSW7HavUqDx2m/Iu1bseok6a0FBERORvWwlfPQWUZtB8I/a53O5FrrLVsf3dz4MbYUIbOHElIeIjbsZo9n9/HW7sWsStvJ8GeYGb2v5WesT3djtWqWWspW76ckjffAmsJ6tGd4O5N874GFfUiIiJnY9+nkL0BPCFw8U9a9bCbfat2cXTHETweD0NuHkFE2zZuR2r2fNbH4t1vkZ6bTpAniFv630qvuN5ux2rVfEePUjT3b1TuSAcgZMhgTGSUy6lqp6JeRETkTEpyYf2LzvKQ2yGm9c4Rnr35MPu/2AtA/ymDiOvR1uVEzZ/f+nlv97vsOJ4WKOhn0lsFvWustZSvWkXx6wuhvBzCwoi8bSZhV17ZpIeYqagXERGpi7XwzfPgLYb4PpB8o9uJXFNwII8dS7YCkDiuF52Htt5fbuqLtZYP9i1l67EteIyHGX2/R5+4vm7HarX8eXkUvfQy3s3Ok5GD+/cj6gezCerQ9O+fUVEvIiJSl4w1cPBLMEFw8b+DJ8jtRK4ozS9h8xsb8Pv9tB/QkV5XqfC8UNZaPspYzoYj32IMTO9zI/3j9SReN1hrqfjyS4r/8Sq2uARCgmnzvRmEX3stxtM85pVRUS8iIlKbE1nOzbEAg26BtkmuxnFLZXklmxd8i7e0guhOMQycOqRJD0NoLlYdWMlXWesAuKH3NAa1G+xyotbJX1hI8Sv/oOLrbwAISkok6r77CO7axeVk50ZFvYiIyOn4vPD5b6GyFNolw+CZbidyhd/nZ9vijRQfKyIsKoyht4wkKFTlw4X6/NAaPj+0BoDJPa9jWPvh7gZqpSq+3UDRyy9jC09AkIeIaVOJuP56THDz+zve/BKLiIg0hg0vQ94eCI2GS+a02mE3uz9J5/ieYwQFexgycyRhMeFuR2r21mV9ycrMTwEYnziBUZ1Gu5yo9bFlZRS/voDyVasBCOrahaj77iU4KcndYBdARb2IiEhNmWth5/vO8tiHILKdu3lccuibTA5+nQFA8rShxHSOdTlR87ch51s+2r8cgMu7XcG4Lpe4nKj1qdy/nxPPv4A/OxsMhE+eRJsbb8SEhrod7YKoqBcREanuRDase9ZZTp4BXUe5m8cluXuPsXN5GgC9ruxLh+ROLidq/rYc3czSvc4vi2O6jOXyble4nKh1sdZStuxDSt56Cyp9eNrGEXXffYQMTHY7Wr2o99t5jTGPG2NsjdeOM2xzszFmhzGmzBizxRhzXY31xhjzpDEmyxhTaoz5xBjTt0afeGPMfGNMoTEm3xjzN2NM031CgIiIND2+Svjif53pK9slw9A73E7kioKD+WxZtAFrLZ2GdCHxkl5uR2r2duSm8e6ed7AWUjqNYkKPa3SzcSPy5eZx4n+fpmThG1DpI3RUCrFP/brFFPTQcFfqtwETqr2vrK2jMWYc8DrwC2AJcDvwjjFmpLV2a6DbHOAnwF3APuDXwHJjzEBrbVmgz3ygM3ANEAK8DPw1sD8REZEz2zgPcndBaBRc8jMIan1faJ/ILmTT69/g8/qI75nAgOsHq/i8QLvzd7F411tYaxnafhiTk67TZ9qIKtZ/S9FLL2GLiiE0lMg7bifs8stb3J9BQ/3XqtJam32Wff8d+NBa+3Tg/S+NMdcADwD/apxP/KfAU9badwGMMXcCR4DpwAJjTDIwCRhtrf0m0OfHwAfGmIettYfr6bxERKSlOvAlpL/rLI95ECLbu5vHBcXHitj02jdUllcS2y2OITePwBPcPObobqr25O9mUfob+Pw+BiYM5IbeU1tcMdlU2bIyihcsoHxl4GbYxESi/+2HBHXu7HKyhtFQ/1L7GmMOG2P2BobE9Kij71jgkxptywPtAD2BTtX7WGsLgHXV+owF8k8W9AGfAH7g4vM/DRERaRWKcuDL/3OWB9wI3S5yNY4bSvNL2Tj/GypKnLnoh96aoqkrL1Da8e0sTF9Apb+Svm37Mb3PTXiMfklqDJUZGeQ/9oRT0BsIv24ysb96tMUW9NAwV+rXAXcD6TjDYR4D1hhjBltrT5ymfyecq+7VHQm0U+3nmfrkVF9pra00xuRW6/MdxpgwIKxaU3RtfUVEpIWqPo4+oT8Mu9PtRI2u/EQZG1/9mvITZUS2i2LY7aMICQ9xO1aztunoRt7f8y7WwsCEgUzvcxNBrXRa1MZk/X7KPlxedTOsiYsj+oct52bYutR7UW+tXVbt7WZjzDogA7gF+Ft9H+8C/QLnlw4REWmtNv0djqdDSKQzH30rG0dfUVLBxvnfUJpfQkRcG4bPGkVom+Y9tZ/bvspax/L9HwIwosMIrus1RVfoG4Hv+HGK/voilTvSAQgdOYLI2d/HE9U65k1p8P9yWWvzjTE7gT61dMkGOtZo6xhop9rPjkBWjT4bq/XpUH0HxphgIL7a9qfzG+AP1d5HAwfr6C8iIi3Jwa9gxzvO8tgHIapDnd1bGm+Zl02vfeM8LTY6nOF3jCYsWg+XOl/WWj4/tIZVB1YCcHHnMVyTeK3G0Dcway0VqV9S/I9/YEtKISyMyFm3tcibYevS4EV9YFrJ3sA/aumSCowH/q9a2zWBdnBmu8kO9NkY2GcMzlj556vtI84Yk2KtXR9ouxrnnoF1tWWz1pYD5dWynuVZiYhIs1d8FL58xlnuPw26ta5bsHwVlWxesJ4T2YWEtgll+KxRRMRFuB2r2bLW8knmx3x52ClfLu9+BZd3vUK1RQPzFxdT/PdXqFj3FQDBvXsR9cP7COpY83pxy1fvRb0x5nfA+zhDbroATwA+nGkrT+ePwGpjzH8AS4FbgVHAfQDWWmuM+T/gUWPMLv45peVh4J1AnzRjzIfAi8aYf8WZ0vI5YIFmvhERke/w++CLp6GiCOL7wvC73U7UqHxeH1sWbaDgYD7BYcEMu30Uke1axxCFhuC3fpbt+4BvjzjXFa9JupYxnceeYSu5UN7taRS9+CL+3DzwGCKmTyNiyhRMUOu8d6EhrtR3wyngE4CjwOfAGGvtUQBjzDwgyVp7JYC1dq0x5nbgKeB/gF3A9Gpz1AP8LxCJM+98XGCfk6rNUQ8wC6eQX4Ez681bOHPbi4iInGrrAjiWBiFt4NKft6px9H6fn21vbyJ333GCQoIYdtsoojvFuB2r2fL5fby75x22HduKMXB9r6mM6DDC7Vgtmq2ooOStxZR9uBwAT8eORP3wPkJ6t+6HpBlrbeMe0JjVwEpr7eONeuCzEBjWU1BQUEBMjP4DJyLSIh3ZCiv+C7DOjbGJl7mdqNFYa0l7dwvZWw/jCfIw7LYU2iYluB2r2fL6vby1cxG78nbhMR5u7HsTAxMGuR2rRas8cICiF/6K74BzC2TYVVcQeeutmPCWey9IYWEhsbGxALHW2sLa+jXqpQljTCzO+PrrG/O4IiIiAJSfgNTfAxZ6TWh1Bf2uj3aQvfUwxmMY/L3hKugvQLmvnDfSF7C/YD/BnmC+1+8W+rbt63asFsv6fJQt/+ifU1XGRBP1/XsIHaFvRU5q1KI+8NCobo15TBEREQCsha+eg5JjEN0FUn7odqJGlfHFXg5+nQHAwKlDaNe3dc30U5+KvcUs2PEah4sOExoUyq0DbiMxJsntWC1WZUYGRS+9jG+/8/c3ZPgwomZ/H49GVZyi9QwiFBGR1m33cjiwFjzBMO5nENJyv66v6fC3B9i7ahcAfa8ZQMfBXVxO1HzlleXx2o5XyS3NpU1IG24bcDtdorq6HatFshUVlLzzLmXLloHfYtpE0Oa2Wwm77DLNKnQaKupFRKTlKzgA377oLA+7ExJqe3RKy3N0xxHSP9gGQOK4XnS/OMndQM1YdnE2r++YT1FFEbFhscxKvoOEiHZux2qRvDt2UPTSPPxHjgAQetFoImfdjicuzt1gTZiKehERadkqK+CL/wVfBXQaDgOmu52o0eRl5LLt7U1YoPOwbvS6SmO+z1dG4X4Wpi+gvLKcDm06cHvyHUSHRrsdq8Xxl5RQ8sYblK9cDYCJiyPqrjsJHamx82eiol5ERFq2jfMgfz+ExcCYB6GVfG1/IruQLQu/xe/z075fB/pfN1BDFs5T2vHtvL17MT6/jx4xPZjZ/zbCg1vP8K3GUv7Neor/8So2Px9wZrZpc8steNq0cTdYM6GiXkREWq5DX8PO953lMT+FNvGuxmkspXklbHr9GyorKonrEc/AG4fhCfK4HatZWn/kG5btW4q10D++Pzf2nUGIJ8TtWC2KPy+P4lfnU/GN8/AuT6dORN1zFyEDBricrHlRUS8iIi1TSS58+Udnud8N0HW0u3kaSUVRORtf+4aK4gqiOkQz5JYRBIW0zidsXghrLWsOfcbqA6sAGNFxJJN7XkeQ0WdZn8rXraN43t+xJaUQ5CHiuuuImHoDJjTU7WjNjop6ERFpeayFL5+B8gKI6wnD73Y7UaPwlnnZ9Pp6SvNKiIiNYNhtKYSE66ryufJbPx/uX8b67G8AuKzb5VzR7UoNX6pH/pISiv/xKhVrUwEISkokavb3Ce7Rw+VkzZeKehERaXl2vAPZGyEoFC75GQS3/Kt+Pq+PrYs2cOJIIaFtQhl2+yjCojXu+1x5/V7e2f02O46nYQxMTJrM6E4XuR2rRfHu3EnRC3/Ff+w4GIiYOtW5Oh+ssvRC6NMTEZGW5fhu2PSKszzyXojt7m6eRmD9lu3vbiYvI5fg0GCG3TaKNgmRbsdqdkq8JSza+QaZhRkEeYKY3udGBiYMcjtWi2ErKyl9511KlywBC54O7Yn64X2E9Gk9U8w2JBX1IiLSclQUw9qnwV8J3cdBn4luJ2pw1m9Je38LR3ccwePxMOSWEUR31pM2z9Xx0mMsSH+d3NJcQoNCuaX/rfSM7el2rBbDl5XFiRf+im/ffgDCLruUyFm3YyIi3A3WgqioFxGRlqGyAj57Ck4chjbt4KIHWvz0ldZadizZSvaWwxhjGHjjUNomJbgdq9nZV7CPN3e+QVllGbFhsczsfxsdIzu6HatFsNZSvmoVxa8tgIoKTGQbIu+5m7DRrePG9cakol5ERJo/ayH1D5CzFYIj4IpfQVjLfjCQtZb0pdvI2nwIAwy6cRgdkju5HavZ2ZDzLR/sXYrf+uka3ZVb+t1KVGiU27FaBH9hIUV/ewnvxk0AhAwaSOQPfkBQfFuXk7VMKupFRKR5sxbWvwgHvgBPMFz+KLRt2cMmrLXs/GA7hzcexAADbxxGh4Eq6M+F3/pZkfkJXx52Zl8Z1G4wN/Seqjno60nFtxsoevllbOEJCA6izS03E37ttZpBqAGpqBcRkeYt7e1qD5h6EDoNdTdPA7PWsvPDNA5tOIABkqcOpeOgzm7HalYqfBUs3vUWu/J2Avz/7d13nFzXfd/9z7l36vYGYAvKgiiLRhCFvXdTItW79ESS6cgldmI77k7cYjtR4ieOHdt5/MS2LMmW1UKJVKfEXsAGkCBIEB1YtC3Y3qbcdvLHubM7u1j03Z2Z3d/7xXnduXfuzJw5XMx858zvnssdy+7ktpbbJXDOgGB42ExV+eprANhLW6j4+Z8jsmz+H7BeaBLqhRBClK5jz8DufzTXtz4MrbcXtDmzTWvNoR/v5/SuEyhg3XuupnFzc6GbVVKGs0N87cBX6R7rxrZs3rvq/Wxq2FToZpU8rTXOSy8z9pWvoEfHwFLmRFLve6+cSGqOSKgXQghRmjp3wyvhGWPb3gfrP1DQ5sw2rTWHf3KAU68dB6DtoU00XdNS4FaVltOjp/nGga8x6oxSHi3no20fZ2nl0kI3q+T5/f2MfenL47Xz9orlVDz800RaWwvbsAVGQr0QQojS038Unv9TM3Xl8ttg288UukWzSmvNkScPcvLVdgDa3r2R5i0SRi/FO317eezwo3iBx+KyxXxs3SeoidcUulklLTezTepr30BnMhCxSb7vfSTf/S45kVQBSI8LIYQoLaPd8MwfgpeBJZvhpl+d11NXaq05+vQhTrx8DIC2BzbQsk3qky+W1ppnTz3D86eeA2BN7Ro+sOZDxO14gVtW2vzubka/8I94+w8AEFm9ivKHHybSIuVghSKhXgghROnIDMPTfwCZAahphdt+F+z5PVvJsWcPc3zHUQDW3L+elmuXF7hFpSPrZfj24W+PHxB7Q9ON3LviPixlFbhlpUsHAZnHHyf1rW+D40IsRtlHPkTi3ntRlvRrIUmoF0IIURq8LDz7n2DkNJQtgjv/EGLlhW7VrGp//gjtLxwBYM1961h2/YoCt6h09KV7+cbBr9Ob6sW2bB686j1cs+iaQjerpHknTjD6hX8cPytsdMN6yh/+aexFiwrbMAFIqBdCCFEKAh9e/DPoOwCxCrjrj6Bsfp859eSrxzn67CEAVt/TxrIbWgvboBJyePAQ3z70LTJehspYJR9t+xjNFXJQ8eXSjkPq0cfI/PCHEGhUWZKyT3yc+G23yTSgRURCvRBCiOKmNez8Wzj9CtgxuP33oHp+15R37jnNoR/vA2DlbatZftP8PpnWTNFas6PjRZ4++SRaw9LKZXxk7UeoiM3vswvPJnfvO4x+6UsE3WcAiF13LeWf+iRWrZwVtthIqBdCCFHc9n4TDv8IUHDTr8HiDYVu0azqOXCG/d99G4Cl162g9fZVBW5RaXB9l+8cfYx3evcCsG3Jdh5ofRe2ZRe4ZaUpGB0l9dWvkX3hRQCs2hrKP/1pYtu2Frhl4lwk1AshhCheR5+CPf9krm//WVh+c2HbM8v6j/Wx95HdaK1p2tzCmvvXSXnDRRjMDvLNA1+na6wLS1k8sPJdbF9ybaGbVZK01jgvv8zYv3wVPTwCChL33EPywx/CSiYL3TxxHhLqhRBCFKfON+CV/2mur/8QtD1U2PbMsqFTg7z1jdcJgoBFbUtoe3CjBPqL0D7UziOHvknKTVEWLeMjaz/K8io5oPhy+L295iRSe94CwG5ppvzhnya6enWBWyYuhoR6IYQQxaf/KDz/n0H7sOJ22PKZQrdoVo2eGWHP13bhuz51K+vZ+IFrsGyZHvB8Ah3wUscOnj75FFprGsub+Fjbx6iKVxe6aSVH+z6Zn/yE1CPfBseBaITke98rJ5EqMfJ/SgghRHEZPTP55FI3/sq8PrlUqj/Fm1/ZiZtxqW6p4eqPbMWKSKA/n6HsEI8e/jYnho8DsKnhah5a9R6i1vw+Z8FscI8cZexLX8I/fgKAyLo2Kj77GeympgK3TFwqCfVCCCGKR3YEnlk4J5fKjmR48yuvkR3LUrG4ks0f344dk4/m83m7921+eOz7ZLwMUTvKT7W+iy2Ltkip0iUKUinSj3yLzJNPggZVXkbZxz8m01SWMHnnEEIIURw8B577Exg+BWUNcMcfzOuTS7kph91f2Ul6KE2ytoxrPnkt0eT8/QJzpTJehh8e+wFv95p675bKFt6/+oPUJeoK3LLSorXG2bmTsX/+F/TgIACxm2+i/BMfx6qqKmzjxBWRUC+EEKLwtIaX/hx63oFouTlbbHlDoVs1a7ysx5tf3cVY7yjxygRbPnUd8Yp4oZtVtI4Pt/Po4UcZzg6hlOK2pbdza8tt2Eqmq7wUfm8vY1/+J9w39wBgLVlCxWc+TXTj/J4mdqGQUC+EEKKwtIbX/x5OvghWxJTc1Mzf2UvcjMtb33iD4c4hoskoWz55LckamSpwOn7g88ypp3mp40W0htpELe9f/QGWVs7vk4/NNO15ZB7/MalHHwXHhYhN8sEHST70ICoWK3TzxAyRUC+EEKKw9j8GB75jrt/4q9C4ubDtmUWZ4Qx7vrqT0Z5RIrEI13zyWsoXVRS6WUWpN93Ltw99i66xTgC2LN7K/a0/RdyWXzQuhXv4MGNf/BL+yVNAeCDsZz6D3SwHws43EuqFEEIUTvtz8MY/mOtbH4bW2wvbnlk0emaEPV/dRWYkQ7wizuZPbKdyidQwT6W15vUzu/hx++N4gUcymuTBlQ+xvl5KRC6F39lJ6tHHcF5+BQBVUU7Zxz9O/NZb5EDYeUpCvRBCiMJofxZ2/Hdzfe17YN37C9qc2TRwvJ+3vvE6XtajvKGCzR/fLiU308j6Wb5/9Hvs7X0bgJXVV/He1e+jKiZffi6W39tL+rHvkH3hBQg0APFbb6Hs4x/DqqwscOvEbJJQL4QQYu4dfRJe/ktAw8p7YNu/nrdz0Xfv7WTfY28RBAE1y2q5+iNbiZZJHfNUXWNdPHLom/Sn+1FKcffye7ip6WYZVb5IweAg6e9+j8wzz4DnAxDdcg1lH/ogkeXLC9s4MSck1AshhJhbhx+HV/8G0LD6Abju38zbQH/i5XYOP7EfgEXrlrDhfZuxozJjSz6tNW+ceZ3H23+EF3hUxav44JoPsaxSgujFCEZHSf/gh2R+8hNzECwQWb+Osg9/mOjqVQVunZhLEuqFEELMnYPfh51/a66vfQi2/+y8DPRaaw7/5AAnX20HYOl1K1hz3zqUNf9e65VwfIfvH/3e+Nzzq2vX8L5V76csWlbglhW/IJ0m8+Mfk/nhj9DpDACRVVeZML9hfYFbJwpBQr0QQoi5sf8xM3UlmPr5rQ/Py0Dvuz77vvMWZ/Z1AbD6njaW3dgqZSRTdI9188ihb9KX7jPlNsvu4aZmKbe5EO04ZJ58kvT3vo8eHQPAXraUsg99kOgWObPuQiahXgghxOzb+3/gzS+Z6xs+Atf8q3kZ6N20y1vffIPBE/1YlsX6925iyabmQjerqGit2d2zmx8d+wFe4FEZq+SDaz7M8ioptzkf7Xlkn3mW1He/N34mWKuxkbIPvp/Y9ddLmBcS6oUQQsyyt74Gb33FXL/6k7Dp4/My0Kf6U7z1jdcZ6zVz0F/90a3UttYXullFxfEdfnDs+7zVY85ouqpmNe9b/X7Ko+UFblnx0r5P9sUdpB97jKC3DwCrvo7k+99H/JZbULYcoyEMCfVCCCFmh9aw5yuw9+tmffO/gk0fLWybZknPgW72PfYWnuMRr4hzzSeupWKJTB+Y79jQMX547Pvj5TZ3Lbubm5tlzvRz0VrjvPIKqW8/RtBlSrlUdTVl730P8TtuR0WjBW6hKDYS6oUQQsw8rWH3l2DfI2Z968Ow/gOFbdMsCPyAo08f5MTL7QBUL61h0we3EK9KFLZhRWTEGeEnx388Pvd8RaySD635EMurVhS4ZcVJa437xm5S3/rW+FlgVUU5yYceJHH33ai4nFFXTE9CvRBCiJmltTkg9sB3zPr2n4W29xS2TbMgO5Jh77feZPDkAADLbmhl1d1rsWyrwC0rDr72ea3rVZ49+QyO76AUbFtyLXctu5tkRE68NZXWGvftt0k98i38Y+0AqGSCxLseIHn//aik9Jk4Pwn1QgghZo6bgZf+O5x62axf94uw5oHCtmkWDLT3s/fbu3HGHCKxCOves4nF6xsL3ayicXLkBD84+n3OpM4A0FzRwrtWvpvmCjloeCqtNe6ePaQf+w7ekaNmYyxG8v77SLzrAayKisI2UJQMCfVCCCFmxlgvPPfHMHAUrCjc+MvQekehWzWjtNac2HGMo08fRAMViyvZ9KEtlNXLgZ4AY+4YTxz/CXt63gQgGU1y97J72Lp4m9TOTzFeZvPYY/jtx83GWJTEXXeRfPDdWNXVhW2gKDkS6oUQQly53oPw3J9AZgDi1XD7f4RF6wrdqhnlpl32ffcteg+a0eemzS2sfdcGOUMsEOiA17t38fTJp8h45kRIWxdv5e7l98qJpKbQWuPs3EX6u9/FP37CbIzFSNxzF8kHHsCqqSlo+0TpklAvhBDiyrQ/B6/8JfgO1LTC7b8HFYsL3aoZNdI1zNvffIP0UBrLtlj7U+tp2rpURp8xpTaPt/+IztFOABrLG3nXygdZWrm0wC0rLjoIcHbuJP3Yd/BPnTYb43ES995D8oGfwqqqKmwDRcmb8VCvlPod4IPAOiAN7AB+S2t94Dz3+Szwj1M2Z7XWibx9FPBHwOeAGuBF4Be01ofy9qkD/gp4DxAAjwC/rLUeveIXJoQQYjKt4a2vwttfNevN18EtvwHR+XNAn9aajjdOcejxfQR+QLI6yaYPb6WySQLYcHaIJ048MT6rTSKS4M5ld7F9ybVYSg4WztGeh/Pqa2ZkvsN88VHJBIn77ydx/31SMy9mzGyM1N8B/A3wWvj4/xn4sVJqg9Z67Dz3Gwba8tb1lNt/E/h3wGeAY8AfA4+Hj5sJ9/kK0ATcB0QxXxT+N/DJK3pFQgghJvMcePkv4MTzZn3dB2DLZ8GaP2HOzbgc+N5ezuw3c4Q3rFnM+vdeTTS5sOcHd32XHR0vsqPjRbzAQym4ZtFW7lp2NxUxCag5fv8A2WeeIfPMs+ihIQBUWZLET91P4r77sMrlOAwxs2Y81GutJ01zEI7CnwG2A8+d/666a7obwlH6XwH+RGv9WLjt00A38H7ga0qp9cADwHVa653hPv8W+IFS6te11h1X8LKEEELkpPrh+T+FvoOgbLj+F2HVfYVu1YwaOjXI3m+/SWYojbIUq+5ay7IbWxd0uY3Wmr19b/PkiScYzg4DsLxqOfe3PkBTeVOBW1cctNZ4+/eTefIpnF27IDDjk6qqisR995K49x6sMjnGQMyOuaipzx2+3X+B/SqUUscBC3gd+F2t9d7wtpVAI/BEbmet9ZBS6hXgJuBr4XIwF+hDT2DKcG4Avn2lL0QIIRa8/qNmhptUL8Qq4bbfhSWbCt2qGTM+u80zh9Bak6wpY+MHr6GqeWHPRNIxeprH23/EqRFzMqTqeDX3rriP9XUbFvQXnZwgncZ5cQeZJ58cL7EBiLStJXHP3cS2b0dF5DBGMbtm9S9MKWUBfwG8qLV++zy7HgAeBvZgvgT8OrBDKbVRa30KE+jBjMzn6867rRHzi8A4rbWnlOrP22dq++JA/qnZ5JzeQghxLu3Pwat/BV4GqpbCHb8PlfNnhDY7mmXfY3voP9YHwJINTbQ9uJFIfOGGsRFnhKdOPMGenj0ARO0ot7bcxg1NNxK1FnYZEoB3+jSZJ54k++IOyGbNxnic+M03krjnHiLLlhW2gWJBme13qr8BNgG3nm8nrfVLwEu5daXUDmAf8HPA781i+34H+INZfHwhhCh9ngOv/x0c/pFZb9wCt/42xOZPTXDfkV72PbYHJ+VgRyzWPLCBpmtaFuwotOu7vNz5Ei92vIDruwBsXrSZu5ffS2VsYY9/ac/Def11Mk8+hbd/Yg4Qq7GRxD13E7/1FimxEQUxa6FeKfXXwEPA7eFo+0XTWrtKqTeA1eGmXK39EqAzb9clwO68fSbNoaaUigB1efef6r8Af563XglcUluFEGJeG+mEFz5vTiiFgk0fg02fmDcHxAZ+wLFnDnH8pWOAOZnUxg9cQ/mihXnAZ6AD3urdw1MnnmLUGQFgaeVS7m99gJaKlgK3rrCCgQEyzz5L5uln0YODZqOC2LZtZlR+w/oF+yVQFIfZmNJSYaaV/ABwp9b62GU8hg1cDfwg3HQME8zvIQzxSqkqTK38/xfu8xJQo5TarrXeFW67G1Oj/8p0z6O1zgLZvOe91KYKIcT8deJFePkvwUtDvApu/nVo2lroVs2Y9ECKdx7dw9DpQQBati9n9b1tC/ZkUseGjvLE8Z/QNWbGwarj1dy9/F421m9csJ+PWmu8AwcmDnz1AwBUVSWJO+4gfvdd2HV1BW6lEMZsjNT/DWYKyfcBI0qpXD37kNY6Pd0dlFK/D7wMHMbMQf8bwArg78FMi6OU+gvgPyqlDjExpWUH8Gi4zz6l1I+Av1NK/TxmSsu/Br4mM98IIcQl8F144wtw8HtmfdEGuOU3oay+sO2aIYEfcPLldtqfP4zvBUTiEdY9tInF66c9/Gre60md4YkTT3B4wJz2JRFJcEvLrVzXeP2CrZvX6TTZHS+ZA19PT0SIyJrVJO69h9i118qBr6LozMZf5C+Ey2embP9p4IsASqkvAq1a6zvD22qBv8Mc0DoA7AJu1lq/k3f//waUY+adrwFeAB7Im6Me4FOYIP8kEyef+ndX/IqEEGKhGO2GF/4r9Ifn9dvwYdj8/4A1P0avB9r7OfijdxjrNeckrFlex/r3Xk2yZv6cMOtijTojPHvqWd44swutwVIW2xuv5faWOyiLLsyacO/0abJPPkX2xR3oTBgvYjHit9xE4u67iSxfXtgGCnEeSuup53iagydV6lngaa31H875k59HWNIzNDQ0RJWcrlkIsdCcfNmcUModM9NV3vTvoeXaQrdqRjijWQ4/eYCut8yoa6wsxqp722i8unnBlZZMdxBsW9067ll+L/XJ+fFrzKXQrouzaxeZp57GO3BwfLs58PUu4rfeKge+ioIaHh6muroaoFprPXyu/eb8tyOlVDWwCnhwrp9bCCHENHwPdn8RDjxm1hvWmXKb8kUFbdZM0IGm4/WTHHn6IF7WQwHN25Zx1V1rF9yZYd3AZVf3Tl7qeGn8INjmimbuW3E/y6tWFLh1c8/v6SHz9DNkn38ePWz6A0sR27aN+F13Ed0oc/CL0jLnoV5rPQQsnevnFUIIMY2RTnjxzybKbdZ9AK75NNilXy883DnEwR+8w3DnEACVjVW0vWsDVS01hW3YHHN9l11ndvJSxw5GHVN2tFAPgtVBgLtnD5mnnsbdswfCYgVVU0PirjuI334Hdl1tYRspxGUq/XdtIYQQl05rOPYU7PxbczKpaDnc9Kuw9IZCt+yKuRmXY08f4vSuE2ggEotw1V1raNm+HGUtnADr+E44Mr+DMXcMgKp4Nbe23MqWRVux58lxEhfD7+8n+8KLZJ99lqC3b3x7dOMG4nffTWzrFpS9cPpDzE8S6oUQYqFxxuC1/wXHnzPrizfBTb8G5Q2FbdcV8l2fjtdPcvzFozgpB4AlG5tYfW8b8cpEgVs3dxzfYWf3a7zUsYOUmwLMyPytLbdxzaItCybM60wGZ9frZF94AXffvolR+Ypy4rfdSuLOO7EbF+aMR2J+klAvhBALSc8+2PH/wtgZUBZc/Skzw00Jn0zKd3063jjFiRePkh0zpx4pqytn7bs2ULdy4Rz46fgOO7te46XOiTBfk6jh1pbb2dyweUGEea013r79ZF98kexrOyE7fioaIuvaSNx2G7Hrr0PFYgVspRCzQ0K9EEIsBIEPe78Jb38VdADlS+CW34CGtkK37LIFfkDn7lMcf+EomREz/WCiOknrbatovLoZyy7dLyqXwg1cdna9xo6OF8fDfG2illtbbuPqBRLm/a4usi/uILtjx6TyGmvJYuK33Ez85puxF5X+gd9CnI+EeiGEmO/GeszofE946o/Wu+Dan4dYaU7TF/gBXXs6aH/+MJlhE+bjlQlab72Kpi1LF0yY9wOf3T1v8Nyp58Zns6lN1HLb0tvZVH/1vA/zfm8vzq5dOK++hnf4yPh2lUwQu+EG4rfcTGTNmgV1ILBY2CTUCyHEfHb8BXj1r83c85EkXPcLsPKuQrfqsgR+QPfbnbQ/f4T0oBmRjpfHWX7LVTRvXYodnd8hNifQAXt73+bZU88wkBkAoCpexe1L72Tzos3Yan72g9Ya/+RJnNdfx3n9DfzjJyZuVBC9+mrit9xMbNs2Ka8RC5KEeiGEmI8yQ/DGF8wMNwD1bXDzr0FlU2HbdRl0oOne20n784dJ9ZswHyuLseKWq2jetmzBhHmtNQcGDvDMyafpSZ0BoCxaxm0tt7NtyXYi1vz7SNdBgHfwIM7rb+C8/jpBT+/EjQoibW3Etm0lfv31WLUyFaVY2ObfO4AQQixkvgcHv2dq590UoGDjR2DTJ0pu7nkdaM7s66L9ucOM9ZkpGaPJKMtvWsnSa5djx0rr9VwurTXHho7y9Mmn6Rg9DUAikuCm5pu5vvEGYvb8GpXWjoP7zjs4u17HeeMN9MjoxI2xKNGNG4lt305syzVYlZWFa6gQRWZhvCMKIcRC0LELdv0djJjgR91q2P5zsGhdYdt1ibTW9Ozr5thzhxnrNYEumoiy7MZWll63gkh8YXx0aa1pH27nhdPP0T7UDkDUjnJD443c2HwTyUiysA2cQUEqhfvmmybI73lr0qw1qryM6DXXmCC/aSMqsXCmJxXiUiyMd0YhhJjPRjrh9b+H06+a9Xg1bPkMXHUvlNBBglprevZ30/78EUbPmAM/I/EIy25oZdkNrQsmzLuBy9u9b/Nq58ucCctsbMtm+5JruaX5VipiFQVu4cwIBgdx3ngDZ9frZh55zx+/zaqrJbZtG7Ht24msXYOKLIz/90JcCflXIoQQpcrNwN6vw/5HIfBA2bD2Ibj6ExArL3TrLprWmt6DPRx79tBEmI+ZML/0hhVEE9ECt3BujDgj7Ox6jV1ndpJ204AZmd+86Bpuab6V6nh1gVt45fyeHpydO3F2vY53+PD4CaEA7KZGMxq/fTv2ylaZtUaISyShXgghSo3W0P4M7P4ipPvNtqZtsO1fQ/WyQrbskuhA03voDO3PH2GkaxgwYX7p9StYdkMr0eTCCPOnR0/zaufLvNP3DoEOAHMG2Osar2fL4q0lX2ajHQdn1y4yzz6Ht2//pNvsla3Ec0G+ufQO4haimEioF0KIUtJ7EF7/O+gNw1FFI2z7HLRcVzKlNr7r0/XmaU6+2j4+m40dtVl63QqW39hKtGx+Hfg5HT/w2d+/j1e7XuHUyKnx7curlnN94w2srWsr+akpvRMnyD77HNkdO9Ap88sDCiLr1oUj8tuw6+oK20gh5hEJ9UIIUQpSfbD7S9D+tFmPJGDjR6HtfRApjRDsjDmceu04p3edwE27gKmZb9m+nGU3tBIrL43Xcbm01pwcOcHevr2807d3/OyvtmWzsX4j1zfdSFN5aY9WB6kUzsuvkHn2Wfz24+Pbrfo64rfdSvy227AbGgrYQiHmLwn1QghRzDwH9n0L3vk/4Iczgqy8G675NJTVF7ZtFynVN8bJl9vp3HOawDflJYnqJMtuaKV5S8u8nppSa03HWAd7e9/mnb69jIRnfgUzx/z2Jddy7ZJrqYiV7tSMubnks889T/a118AxX9iI2MS2bSN++21EN25EWQvjTL9CFMr8fScVQohSpjUcfx52/yOkwhPuNKyH7Z+D+jWFbdtF0FozeGKAky+303vozPj2qqZqlt+0koa2xVj2/Ax5Wmu6U93s7TNBfjAzOH5bPBKnrXYdGxs2srLqKmyr9EpstNYEXV24e9/B3bsXd//+ifIawG5uIn7nHcRvugmrqqqALRViYZFQL4QQxabvkJlvvnefWS9rgC0/DStuK/q6eTfl0L23k87dpxnpHh7f3rB2MctvbKV6We28nNUkF+QP9O9nb99e+tITZz6N2lHW1raxsX4jV9WsImqV3gHAwcAA7jv7cN95B/eddwj6BybdrsqSxK69lvgdtxNZtWpe/j8WothJqBdCiGKR6oM3vwzHnjLrdhw2fBjWfwAi8cK27TwCP6DvcC9de07Td6iHIDAlNpZt0bS5hWU3tlJWXzpTbF6sQAecHDnBgf4DHBjYP2lE3rZsVtesYVPDJlbXrCm5s74GIyN4Bw/h7t+Pu3cv/umOyTtEbCJr1hDbuJHIhg1EVrZKeY0QBSahXgghCm34NBz6ARx+vKTq5ke6huna00H32x04KWd8e+WSKho3N7NkU/O8O/jVDVyODR3lQP8BDg4cGD/YFSBiRbiqZhXr69bTVttGPFI6Zz71+/rwDhzEPXgA78BB/I7OyTsosFesILpxI9ENG4iuWY2KF+8XTSEWIgn1QghRCIEPHTvh4Pega/fE9oZ1ZorKhrUFa9r5OGMO3W930Pnm6fETRQHEymMs2dRM0+YWKpaU7kGf03F8hwP9+9k/sJ8jg4dxfXf8tkQkwdratbTVreOq6lUlMSKvtcbv6MQ7eAD3wEG8gwcJ+vrP2s9ubiLS1kZ04wai69djVcyPM9kKMV9JqBdCiLmUGTIj8od/BKmecKOC5mth7YPmJFJFVo/sZT169ndz5p1O+o/2obU5DahlWTSsXUzjNc3UXdUwrw581VpzavQku8/sZm/f25OCfFW8ira6dbTVrmN55fKiP9hVa41/8iTu/gN4Bw7gHjiAHhmdvJOliLS2EmlbS3RtG5E1q7Eq59eXMyHmOwn1Qggx27SG3gNw6Ptw4gUIPLM9Vgmr7oc174KKJYVt4xS+69N3uIfuvZ2mTj6cihLMDDZN17SweEPjvDtR1Kgzwp6ePezueYO+dN/49tpELRvrN9FWt46m8qaiPhBUBwH+8eO4Bw6YIH/wIHosNXmnWJTIqlVE164lsnYt0dWrUInSKRcSYi6NpF06B9P0jmS5ee2iQjfnnCTUCyHEbPEcOP6sKbEZODqxvX4trHkQlt9aVCeOCvyAgaN9dL/TSc/+bnzXH7+tvL6cxRubWLKxad4d9OoHPocHD7G7ZzeHBg6O/xIRtaOsr9vA1sXbWFa5rGiDvPY8vPbj46Pw3sGD6HRm8k7xONG1a4i2tRFZ10Zk5UpURCKAEPmyrk/3UIbOoTSdA2k6BzN0DaUZzXjj+2xeXkNFojhnsJJ/0UIIMdNGz5gDX4/8GHInG7JjsOJ2WPPuoppnPvACBk/007OvmzP7u8bP9ArmBFFLNjaxeGMjFYsrizbUXg4zBWUXe3vf5s2eNxlzx8ZvW1q5lC2Lt7KhfiNxu/gOBtWeh3fsGO6+/SbIHzoM2eykfVQyYerh29qItLURaV2Bsou7TEiI2aa1JuX4DKUcBlPu+LJrME3XUIa+0Szhd/pJlIKGijiNNUmyXkCxHl0ioV4IIWaC1tD9lhmVP/UyEH4ylC82o/Kr7oN4cdQoOymHvsM99B3soe9Iz6QR+Vh5jMUbzIh8VUv1vAryGS/D0aGjHB48xJHBI4xOObvr5kXXsGXRVhaVFdfP69px8I4eNeU0+/bjHTkycdbWkCovM2U069cRbWvDXr5cppgUC04QaAZSDr0jWfpGsgyOh/dcgHdw/WlSe57KRISmmiSNNclwmaCxOkksUvz/niTUCyHElXAz0P6MCfNDxye2L7kG2t4DzddBgcOV1ppU3xi9B8/Qd6iHoZMD5H+sxcvj1K9dxOL1jdSsqJs3B7zmRuMPDx7myOBhTo6cHC+tAVNec1X1VWxetIU1NWuK5oBX7Th4h4+YOeIPHDAh3vUm7aMqK8ZH4aPr12EvXTqvvoAJcS5aa4ZSLj0jWXpHMvSOZOkZydIznKV/NIsXnD+0A1QkItSURakui1GdjLKoKkFTTZKmmkTRltZcDAn1QghxOUa6JkpscqUbkYSZX37tQ1C9rKDNC/yAoZMD9B7qoffgGdIDkw+UrFhcScPaxTSsXUxlU9W8CYQpN0X78DGODB7h8ODhSaPxAPXJBlbXrGZ1zWqWV60gYhX+Y1Bns2eHeM+ftI+qria6LiynWbcOu7m4D9YV4nL5gWYk7TIw5tA/ZkbXB0YdBlKO2TaaPe9oe8RS1FfGaaiMU1sWozoM7zVlUWrKYlQlo0RLYNT9chT+3UwIIUpFehBOPA/Hn4fefRPbK5rMdJRX3Quxwh1EmhnO0He4h/7DPfQf65tUVmNZFrWtddSvXUz96kUka5IFa+dMyngZTowcp32onWNDRzmTOjPp9qgdpbVqpQnytWuoidcUpqF5gpERvGPHxs/Y6h07dnaIr6khut6E+Oi6dViNjRLixbzg+QGDKZeBsSz9Yw79oyasD4w5DIYh/kKD7balqCuPsagqTkNlgkVhiG+ojFNTFsOyFua/FQn1QghxPtlROPUSHH8Out5kvFYeBU1bzah887UFmVvejMYPmiB/pIfRnslzj8fKYtStaqBh7WLqrmogEi/9t3zXdzk5coJjw8doH2qnc+z0WQe2LS5bzMrqq4piND5Ip/GPteO1t5sgf/QoQW/fWftZtTVE1q0zNfHr1mEtXiwhXpQkxwsYzB9lD0fX+8PgPpx2pz0YNV/EUlSXRaktj1NbHqWmPEZteYzashh1FXFqy2PYCzS4n0/pv8MLIcRMczNw+lUT5Dt3TcwrD1DfZmaxWX4rlNXNedMyQ2n6j/TSd6SXgWN9eM5E2xRQ1VJD3aoG6lcvmhdlNSk3xenRU5waOcWJkROcHj2FH0we1a5L1tFatZKV1StZUdVKebQwv5YEo6P4nZ14x0yA948dw+/qgmkCjNXYSOSqleMHtkqIF6UgN3tM/2g2HG2fGGHPlcuMZb0LPk7UVuPhvLY8Rl0utIeXykR0wY62XwkJ9UIIASbId+6Ckzvg1Cvg500RWL3CBPkVt0Nl45w2y3c8Bo8P0H+sl/4jvYz1jU26PTcaX796EXUr60v6ZFBaa/oyfZwcOcmpkZOcHDlJX7r3rP2q4lW0Vq2ktXolK6taqYpXz10bHQe/uxu/qxu/s5Oguxu/qwu/qws9Ojbtfaz6OiIrV45f7JWtWGVlc9ZmIS6W1pqxrDdeFjOYypXHZMfLZLJecMHHiUesSSE9F+DrymPUVcQoj0fkS+wskFAvhFi4MkNmRP7kS9C1G4K8aQIrGieCfM2KOWuS1prRMyP0H+ml/2gfQycGCIKJD1EFVC2toe6q0h6N11ozmB2kL9NL11gXp0ZOcmr0FGk3fda+9cl6llUuZ2nlUlZUtVIbr5311xyMjuJ3dOCfPo3f0Wmud3UR9PVNO/KeY9XVYi9fTmRlK5HWViJXXYVVVTWrbRXiYuQC+1DKZTDlMJSemOrRbDPbnYsI7VXJKLXl5uDT2vLYeHlMXXmMmrIYyZhdku9LpU5CvRBiYRnpMvPIn3oZet5hUkKraISlN5nSmvo1c1Inr7UmPZBm6EQ/A8f7GTjaR3Zs8omEElUJ6lY1UHdVA7Ur64mW0JRrXuDRn+mnN91Db7qX3nQvfeHSC87+mT5iRWiuaGFZ5TKWVS6jpWIpZdHZGdXWWqNHRiaC++nTeB0d+Kc70MPD57yfKktiNzZiNTZiNzZiN4XLJUtQ8eI7WZWY33IlMcNpl5G0y1C4HM67DKVdhlPuRU33CFCdjFJbMbksZrxcpiw2b2ePKXUS6oUQ81vgQ/8R6NhpDngdbJ98e+0qWHojLLsJqpfPepDXWjPWM8rQiQEGTwwweKKf7OjkEG9HbGpa68xo/KoGknVlJTHqlfbSdI520DHWQcdoB2dS3QxmB855UJxt2dQl6llUtoilFUtZVrmMJWWNMz5fvNaaYGAgDO8dEyPvHR3nLJkBUzZjt7RgNzdjNzdhNzVhNzaiKufX2XVFcfL8gJGMZwJ6xgT1kYw3Ht7zr19sWFcKKhNRqpNRqsrMsqbczNWem/axtjxGZJ6cq2KhkVAvhJhftIbB49D9JnTvgTNvg5s3R7uyYPEmE+RbboCKxbPanMAPGO0eGQ/wQycHcNOTzwZqWRaVzVXULK+jdmU9NctqsYp8JMzxHbrGOukYD/GnGcgMTLtvIpKgPllPfaKBRclFNJQ10JBcRE28BkvN3OvUmQx+Tw/BmR78ThPcvTDEk81OfycF1uLFJrC3tBBpbh4P8SqRmLG2CQHgegEjGRPIRzMuoxlv/Hr+ciTtknL8Cz9gnvK4TVUySmUiSlUY2nPr1eEc7ZWJiAT2eUxCvRCitGkNIx0mwOcu2SmlE9FyWLIZlt4ALddDvHKWmqLJDGUY6Rhi6PQgIx1DjHQO4U+pUbUjNlVLa6hZXkvN8jqqWqqxo8VxNtPpZL0M3aluusa66BzrpHOsk970mWlH4GsTtTRXtNBU3kRjeRMNyQYqohUzMrKdG3EPzpzB7+kNl2dMiO/pQQ+PnPvOtoW9ZEkY2JuxW5onRt6lZEZcBq01GddnLOszljWBPHd9LOsxlvEYzbqTbs+4F65XzxexFJXJKJWJCJXJKFWJKBXJCFWJqFkPb6tKRiWsCwn1QogS43sweAx690PvATMSn54y73ckAYs2miC/ZDPUXgXWzH/guRmXkY4hhk8PMdwxxPDpQZyUc9Z+kXiEmmW11Kyoo3pZLZVNVVhF+AGstWbUHaVrrIvuVBddY510jXWdcwS+MlZJc0VzGOKbaSpvuuL6d601QV8fQfcZM8vMGTPTTNDdjd/TA+75p8tTFeVYixZhNy7Bbm7Bbmoi0tKCtXgRKiIfeeLCHC+YNGI+XvqS9hjOja6H273znNn0XCKWoiIM6ZWJCBVxE9QrE+F6IkpVuC4HnIpLIe9wQojipTWkek147ztglv2HJ89SA2BFoGG9CfCN10DdGrBn7u0tNwI/2j3C2JkRRrtHGD0zTKo/dda+ylJULK6kqqWGquZqqlqqKasvL7oP5pSbmnTwam+6h86xTlLu2a8JzDSSjeVNLClbQlN5E80VLVTGLv0XDx0EBINDBP39ZtR9YICgrw+/+yKDu21hNTRgL1pkwvvixeHSrMtUkSKf5wdkXJ+U45MKR9BHw1F0M3oero+PrHsXNftLvnjEojweoTwRMcvwUjHNemUiQiIqQV3MDgn1QojikR6EgaPm0nfQBPl0/9n7xSqhfi00rINF602gj8zM/Oy+4zF6ZpTRMLznQnz+SZ7yJWvKxsN7VUsNFUsqi6aUJtCBmTZyPLiHs89keqedOhLMgXT1yQYay5poLG+ksbyRJWWNFzUCrz2PYHDQBPb+foL+gcnhvb+fYHDwvFNCAhCxsRrC0fYl5mItWWKCe309yi6O/hWzzw9MiUvG8cm4PmnXH1/Pv55ycktvPMCnHf+i5lSfTsRW4yUuFYlcuctECcx4SUwiKjPBiKIhoV4IMfcC39TBDxyFgWOmnGbgKGQGz95X2VC7ciLE17dBZdNlzVKjtcYZzZIZypAdzpAZSpMZzpANl5mhDG767PIZMAezljWUU7GkkorFlWa5pIpYeWFP9pQrmenP9NGX7qMv00d/pp++dB+D2YGzzr6aoxRUxappSC6iIdlAfbKexvImFicXE7UnT5mpPY9gZASdShGMjk0E9P4+gr4wwPf1XVxgB7AUVk0NVl0dVm0tVl3dRHBfstgE91kolxJzS2tN1gtIhyE7FYbuqYE865rR9PxL1g1Iu/4lj5qfSzJmk4za46PpFfkj6YncenT8tnjUktF0UXIk1AshZo/WZqR96CQMHTez0gy2m+v+dOFZQWXzRIivb4O6VRC5uAMZAz8IA3uazGCazFAY3IfS40E+/0RO5xKviI+H9/LFZlnWUD7ndfCO75DyUqTcFClvLFya9YHsAP1hiHd995yPEbEiZuaZZAMNiQbqE/XUuzFqMhb2SIqgZ4hgcAg9fIBg7HXSqRSpVAodXoKx1Llnjpn2CW0T1vMCu1Vbi51br61BVVdLaC8BWmscLz9wm4CeH77Tjk82XE6MkpvracfHv8ipFi8kFrFIRm3iUZtkzCYRtUhEbRLhejIWoSyWdz1uUxaLjId5y5KALuY/CfVCiCs3Ht5PTLmcBPcc84BHElDTag5irVlpgnz1CoieexpB3/XDsB6OrA+G4X3YhHZnJHPBgWIFxCsTxKsTJKqSJKoTxKuTJKomtkWTM3tyJ601GT9D2kuTclNkfLNMe+kpl9Sk4D7dyZnOpcYqp5Yyar0EdW6UmrSiZlRTMZRFDw0TDL1FMDCIHhkGDdNXzl9API5VXjYxyl5fj1Vfh1VXb0bb6+tMYJcRzqIQBPqsEpVsWMKSC+dpZ6KUxWzzwvBuljMRyiOWojweBuyYCdvxaBjMY2Ewj9rEo5YJ7WFYj+dtl5ldhLgwCfVCiIujNWSGYLQTRjrzll0wfOrc4V1ZUNFkTuxUvdyE99qrzNlbw/CntcbLerjDDm5qACflTBplzw5lSA+mz1kak8+OWMSrkiSqkyRqEmZZNXE9VhG/4hF313cZ88ZIuWN5I+kp0m463J4i7aUYC5dpL3XOEzCdkw7QroflBZQFNglXkXQgmQ1IpDwqx3xqBj1qBrJU9qexg+mD9LQ9pkBVVWPVVGNVV5uQXlWFKi9HlZehyspQyTKssjKzXl6OSialln2Waa3xA43rBzieubh+QNYLxktUst5EuUo2bwR9omzFzxtNn5nSFaUYD9qJmD3peiI6MWpeFs+NlpuylrKY2Ra1lXzRE2IOSKgXQhhaQ3bEzDaT7jPL0S5zyYV4L3Pu++fCe80KqFoG1cvR1ctwaCA94pIeNOHc6XJwx87gpE7hppzw4l5UWQxAJBYhUWNG1k1wDwN8tVmPlscuK0BkvAxD2SGGnSFG3fzAPjYezsfCbecrd5lMo4MAfB98n2hgkQhsEr5FwlMkHEg6EMv6JDM+8ZRLYjhLYjBFYswl6SqiASgu9HqU+a+yEquyElVVZcJ67npNGNyrTYhXVVVS/nKZcnXizvjFHIzpekG43c+7LcDxAxw3XI7frnE8/6zw7ngBM1StMknUVuOj47lylHjUoiwWMSE9F9SnLJNhaI9FpL5ciFIgoV6IhcBzIDNgSmTSAxOhPdVrtqV6IdV39lSRZ1FQvsiE98omdPkS/NgiMrqOlFtDZtgjPZgmcypFeiBNZugQgX/goptpR21iZTGi5THiudBenRfaa5JEE5deGuNrPwztgwxmhxjKDjLkDDGYGWQoO8iwM0xm/AuLBq3RngniOgzkk697WL4m6VkkXUXShUQWko4mmQlIZHwSaZ9kOiDpKRKuIuEpIvpSgpFl6tNrqlBhGLeqqkxwr86F9ipUVeX49oUW1INwVDs3mu2GIdr1ArzAjHp7vikh8QM9vi1/uxeYuvH8+44v867nArt7GfOSXw5LQSxiAnXUVuP14/GoRTwyMVKevx6PWtOGcildEWJhkFAvRKkKfFMOkx0yy8xAGNj7J67nlucqjZmGjlejE3UEsVq8SB2Oqiera8n4NaSzFWTTAc6JLNnRLM5olsBPA6fDy9mUUiSqkyRrk8SrksTKY8TKY0STJrznQnw0GcWO2mitcQOXrJ/F8bNk/Syj/hj9fj/ZkSzOoIPjO2T8DNnUCE42heOkcdwMrpfB8bLjF9d3cAIHP/AgCMyoed5lfN0PQAckHKhIa8qzkHQtkp4i6SrK8q4nXUXSs4j5FxpBt8ILYFuoynJT0pIrZwlLWqzc9fIyVFk5Vi6kV1ebkpcSHCHVWuP6YeCeEpY9PzcyPf3tuQA93fb8kW3zWHMTsKejFMRsUwNugrdFPGoRsy1iEYtYxCYesYhGcut5Fzvcbudvt4naavyxbEtKVoQQl0ZCvRDFwvcgOwzOiFnmLpkhM9VjNlzm1p0RNKD9AO1rU76iTaDSQTjaHEysaxXBt6rwrEpcVYVLFa6uwAmqyPgVOG45abcM39HnONh0JLycLVYWI1lbNl4OE62OoiotdIUiKPPJBlkyfoYhb4SslyXjpck4KTKpMXOgq5si46VxvAwZL0MQ+OD5aM8D3zNLzzOj5543vv2ipk/MU+5aVGUtqrKKyqxFZdaiOmtRmY1QlbWI5telK0xteXm5WZaFATxXZ55Mmks8nndJQDyOSiRQ8ZhZxmIQjc5pQNNa4/l6PER7vsYLTJD2fLP089a9cMQ7t5/vmxHs6e6b254fynP3dfyJ63MtF4ZzI9u5YGwuFhHbXI+Mb1NEwu3RKUE7mgvpkcnbYhGzLRfAJXQLIYqJhHohZprWpvY8OxIG9Lxldhic0YnA7oygM0PozDA6OwaBCec6wIwka03ga7QfEPjBpOtmCR5JPCrwKMdVlWZJJZ6qxKUCjwpcKgmIT5rb3YT9gCDwCHwfHXgEQb95XO0TBD4qGqBiGmI+Ouqjoy5+zMOPOPgxBy/i4EayOJZLJnDIpl0yaRe/I4BAg55Y6vz1i6ifV0DMV8R8RdRXxPz8dYuYHycaQExFiFkxYnaMqB0jZseJRhPEonHi0STRSIJ4LEksniQSD0N4LA6xGCoRhvFYzGyLx822sjITyK8wtOXCtev4k0o5nEnlHJNHnyfKQ3KlIsGU9byDKcPQ7vp6PFy74XqxiFgToTmSNxIdzQvRkfwAPSWcT5SgWOMj2fGIPSWAS8AWQoh5F+qVUr8I/AbQCLwJ/Fut9auFbZUoalqDlzXzpvsO+HnXvSzazxJkU+j0KDozSpAdQ2dT4IyinfC6OwZuCpwUuCPgu2aUPDBhVmvCUg9NoDXa1xO35Y6MC6dHcXXCBHWdwNUJ3CCJq5O4QRJHJ3D9BNkgYa4HMfPYVoC2fbTlEyifAJ/AcvFVD77qxLd8fOXhWR6e8vBsD89yzX1iPoEdoC0fbfsE448VcN7qEodzTK1iWBpinqklj3uKmEe4tIj7NjHXBPS4bxElSlzFiKkoMStO1IoTKauAsgp0RQVBTQW63FyC8nKCsgqCsnJ0eTmBbZs+0Np8f9AaF3C0ZlhDoDWES63Bzy3D/xeB1gSOJshCMKwJgjSBThMEGj+cjcTMSmIeI7c9COux3fxg7ZtR7mIK15aCaBioI/ZEaUc0XM+NVkcsNbGfNbG/banJ28b3mwjeETsM2HnBPf+5hBBCzL55FeqVUh8D/hz4eeAV4FeAx5VSbVrrM4VsmzgPHY7k+i7aMxd8h8BzTTj2PbP0XALXAc8l8BzwzD7ac8NtLrhZAjeLdlJoN4V2xsyouZtCeWnwM+CnUX4W5WchcEx5x9RSlTAI5gI5hCUpOleaEt6eV/+hw2256wE2bhDDDeI4OoYTJHGDGI6Ojy+zOoYTJHB03KxbNtoKCKyAwPLRdkBge/gRDz+aIYiM4tseQdTDt12CiEdge2hr+vA4bSGNnlK1oiESKCxsLG1heTa2F8cigqVtlLbHlwobpSMoHUGH1yGC1lGUjgFxAh1DqQRYMQI7gmNHSEcjBIkIvm3jR6IEdgTfjuLbEfTFTpOYDS/9AOnw0ntx9y0CtqXG66lj+bXWeXXV0bwgbNsTJSIT5SLhdpUL6GrSiLeEaiGEWLiUvuTJk4uXUuoV4DWt9S+F6xZwEvgrrfXnL+L+VcDQ0NAQVVVVs9vYPAMdpzjw1CNnlSRoHa5f5FR/U2l0eDCgZw6qDK8r7ZtRYx1A4KN0YGY9CVws30UFnrloB0v7KO1hBR6W9lAEKO0D2txPByiTflHo8HYdXjd/W4qJkWiznUm3metT/w7P/3d5rqrvKxVoC19HCLDxdf4lgqejuDqGh41DBJcIrrZxlI2jIrjYOMoio6JklIVrKRPKcwHd8vOum2WQNzIeKMywKqC0haUVKlAowuvahG6lLcBGYZmAjQUqgtI2qCiKCKgoEAMrCiqODpfmeowgksSPJNF2Ai+SAHv2v98rBbZSKAVWuFRKhS/ZLC2lcrMzYimFZZlDUdX4/cLrMM1tE+tmv/zr5rbcwYeWUtiW2Z5r08Rt5rEtZUK0UgrLMm23LDW+VLkR8LyR6/GQHYbryUuZgUQIIcSlGx4eprq6GqBaaz18rv3mzUi9UioGbAf+S26b1jpQSj0B3HSO+8SB/PPPV4LpvLl08NXnKNv5V3P6nFdCT1nOhkBbaCy0tgiwxtd9LALz1SG8mHVfTWzzsXCx8bFxsfFUuCSCryxcHcFTlrldWXhK4VkKX1kQBnGtQCuNtjAXZZlydBWOVmNjgnUEpSImVGODFTFB2jLbiETRKgqRCNhhyLbjaMvGjsSIRGJELJuIHcG2IkRVJDyoz8K2CMNnGPTDYEouEDMRXCEMvOF8LFNDc/4SNRFQc4+fC7I2CpVbD4NuLsjalrnNzq1PE3JzI8oq73YrLzDPb7kvp7kv4+Z7s+vCxc5qL4QQQkx1sbl03oR6oAGwge4p27uBdee4z+8AfzB147Jly2a2ZUIIIYQQQlyZSmD+j9Rfpv+CqcHPV0dYtTvHKoFTwFLONW+guBjSjzNH+nJmSD/OHOnLmSH9ODOkH2eO9OWFVQId59thPoX6XsAHlkzZvgTomu4OWuvcoXf55rb2JpRXmjByvnopcX7SjzNH+nJmSD/OHOnLmSH9ODOkH2eO9OVFuWC/zJsjt7TWDrALuCe3LTxQ9h7gpUK1SwghhBBCiNk2n0bqwZTSfEkptRN4FTOlZTnwj4VslBBCCCGEELNpXoV6rfXXlVKLgP+EOfnUbuABrfXUg2eLURb4I84uBxKXRvpx5khfzgzpx5kjfTkzpB9nhvTjzJG+nAHzap56IYQQQgghFqJ5U1MvhBBCCCHEQiWhXgghhBBCiBInoV4IIYQQQogSJ6FeCCGEEEKIEieh/hIppb6olNJKqb+d5ra/CW/74iw872al1PNKqYxS6qRS6jen3L5RKfWIUqo9bMOvzHQbZloR92VUKfX7Sqkj4T5vKqUemOl2zJRC9KNSKhE+71tKKU8p9eh52jX1sncm2zKTCtSXdyqlHlNKdSqlxpRSu5VSn5qyz2en6cfMTLZjtiilblJK+Uqp78/y83xEKbU//Df7llLq3Xm3RZVS/zXcPqaU6lBKfVkp1TybbZpJc9GPF/s5opT6xXCfjFLqFaXU9bPVptlQLH2plLKVUn+slDqmlEqHnzm/p/LOxFTM5qgfPxd+Xg+Elyem+3tTSq1XSn1HKTUU/ht/TSm1fLbaVawk1F+ek8DHlVLJ3AalVAL4JHDiSh5YKRWdZlsV8GPgOLAd+A3gD5VSP5u3WxlwFPhtznEG3SJVjH35J8DPAf8W2AD8LfBtpdTWK2nPLJvTfgRsIA38T+CJc9z1l4GmvMsyoB/45pW0Zw7MdV/eDOwBPgRsxpxX48tKqYem7DfM5P5ccSVtmUM/A/wVcPuVhugwBJ31uaWUuhn4KvAPwFbgUeBRpdSmcJcyYBvwx+Hyg0Ab8J0rac8cm/V+5CI+R5RSH8OcE+aPMH35JvC4UmrxlbRpjhVFXwK/BfwC8EvA+nD9NzGfPaVgLvrxTsy/7buAmzDvzz9WSrXk3XcV8AKwP9x/M+bfekkMfMworbVcLuECfBHzgfEW8Km87Z/EvLk9Cnwx3PYA5g9tEOgDvgesyrtPK6CBjwHPYv4APzvNc/4CJgzF8rZ9Hth/jja2A79S6L4q1b4EOoBfnHK/R4B/LnSfFUs/Tvf8F9HO9wMBsKLQfVasfZl33+8DX8hb/ywwWOj+uYz+rABGMAH6a8Dv5t12Z9g/D2K+1GSAl4FNU1838F7gHcADWqd5nq8D35uy7WXgb8/TtuvC519e6H4qln6c8pztTPM5ArwC/HXeugWcBn670P1Ugn35PeAfpmwr2s+aQvdjeD8bM8Dx6bxtXwP+qdB9UgwXGam/fF8Afjpv/WHOPnNtOWZE41rgHkyg+fY030Y/D/wl5pv649M8103Ac1prJ2/b40CbUqr2sl9B8Si2voxz9jf8NHDrRb2awpnLfrwcPwM8obU+PkOPN5sK3ZfVmC+f+SqUUseVKRl7TCm18SIfq5A+ivnCfAD4Z+DhaUoL/gz4NUzI7gG+O+UXjTLMCOa/BjYCZ6Z5nps4+xejx8Pt51KNCR6DF/VKCmuu+vG8lFIxzC+c432ttQ7C9fP1dTEpir4M7QDuUUqtBVBKXYP5nPnhZT7eXCpUP5YBUcL3x/D99kHgoFLqcaXUmbAk7P2X/cpKWaG/VZTahYmRvEWY4LcivKSBBvJG8qa5bwPmQ2RTuN4arv/yBZ7zx8D/P2XbhvC+66fZv53SGqkvqr4E/gXYC6zBjELdB6SAbKH7rFj6cbrnv8A+zZiRmI8Wur+KuS/D+30Uc1bFjXnbbgI+DWwB7gC+CwwBSwvdZxd4LS/mXj/mDOY9wJ3h+p1h/3wsb/+68N/aR8P1z4b7XHOB53GAT0zZ9m+A7nPsnwB2AV8pdB8VUz9Oec52pnyOhP+ONXDTlO3/DXil0P1USn0ZbrcwX/oDwA2Xv1PoPirWfgzv97+AI0AiXG8MH2cM+FXMe+Rvh315R6H7aa4vMlJ/mbTWPZifyD+LGdH7vta6N38fpdQapdRXlVJHlVLDmH/YAFMP3tiZd5+9SqnR8FIK39avWBH25S8DhzD1eQ7w15hR2uASHmPOFWE/5vsMZkT00cu8/5wqVF8qpe7C/K19Tms9fkCx1volrfWXtda7tdbPYmrCezDHfhQlpVQbcD2mHhattYcpk/mZKbu+lLuite4HDmB+1chxMD/ho5Rantd/o0qp372MdkWBbwAKU45X1Iq1H0tREfblR4FPYcr7tmHeJ39dKfWZS3phc6xQ/aiU+m3g48AHtNa5X9NzOfYxrfX/CN8jP48pbfr5K3ypJSdS6AaUuC9gAh/AL05z+3cxB2R+DlOnbQFvA7Ep+43lXX835qclMKODYA6yWTLlPkvybpsPiqYvw0D3/vDgyPrw+T6POeip2M1VP1608CfZhzE1j86F9i8ic9qXSqncCPyvaq2/fL6Gaa1dpdQbwOoLv4yC+RnMZ0xH3q/yCsgqpX7pEh4nrcMhOUw/b8m7LVeidK5/15PeH/MC/Qrgbq318CW0o1Dmsh8vpBfwuYi+LlLF1JdgylM+r7X+Wrj+llJqBfA7wJcu4XHm2pz3o1Lq1zEj8Pdqrffk3dSL+RX4nSmPvY/iL5mdcRLqr8yPMB/gmim1skqpeswBJJ/TWj8fbrvgH5ievt74JeBPlVJRrbUbbrsPOKC1HriC9heTouvLcCTgdBgEPoQJA8VurvrxUtyBCZ//cIWPM9fmrC+VUndiRpZ+S2v9vy/0OEopG7ga+MGF9i0EpVQEUy70a5iSt3yPAp/A/BIGcCPhrELhcS1rMR/IZwlHBA9Pc9NLmOMa/iJv233kjRTmBfo1wF1a675LeEkFUYB+PC+ttaOU2oXp60fD57LC9b8+z10Lrtj6MlTG2b8A+xTxzISF6Edlpp3+D8BPaa13Trmfo5R6DfN+nG8tZtBlQZFQfwW01r5San3u+pSbBzAzYvysUqoT85P85y/zqf4F+APgH5RS/xXYhCkR+dXcDuEBTBvC1RjQopTaAoxqrS/3DWfOFFlf3gC0ALvD5R9i3mT/22U+55yZw35EKbUB87dWB1SGf29orXdP2fVnMPW2b1/ucxXCXPVlWHLzPczBtI8opRrDm5zwJ2uUUr+PmT3iMFCDmYp1BfD3l/Occ+AhoBYzs8dQ/g1KqUcwfxO/EW76faVUH9AN/Clm5O3RS3y+vwSeVUr9GqZs6uOYA5h/NnzOKPB/MCUODwF2Xj/3F/EvSHPajxf5OfLnwJeUUjuBV4FfwRw0PvVA8mJTjH35XeA/KKVOYI7j2gr8e8yvhMVqrvvxt4D/hClRas/7dzuqtR4Nr/8Z8HWl1HPA05iZyd6Dqe1fWApd1F9qFy5wUCCTp7y7F/OTUAYzHd4dmFG/94e3t4brWy7ieTcDz4ePdQozopd/e+6xpl6eKXSflWBf3pH3XL3Al4HmQvdXEfZj+3R/c1P2qcYcHPW5QvdTsfZl+Jzn/bcL/A/MqFMWU+bwfWBrofvrPK/pu5jjEKa77frw9f27cPkQpmwpi5kucXPevp/lIqfyBD6CqdnNho/37rzbcv8vprvcWej+KpZ+PE8/PTNlv1/K+3t8Bbih0H1Vin0JVGJ+XTqOKcc7gjlPSuxKXus868f2c/TjH07Z72HMsXBpzIDc+wrdV4W4qLAzhBBCiDkTlhw9DdRqrQcL2pgSJv04c6QvZ4b0Y+EUbd2WEEIIIYQQ4uJIqBdCCCGEEKLESfmNEEIIIYQQJU5G6oUQQgghhChxEuqFEEIIIYQocRLqhRBCCCGEKHES6oUQQgghhChxEuqFEEIIIYQocRLqhRBCCCGEKHES6oUQQgghhChxEuqFEEIIIYQocRLqhRBCCCGEKHH/F0ASe/1aX9rtAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "\n", + "betas = np.linspace(0.010, 0.020, 5) # Sweep beta from 0.01 to 0.02 with 5 values\n", + "sims = []\n", + "for beta in betas:\n", + " sim = cv.Sim(beta=beta, label=f'Beta = {beta}')\n", + " sims.append(sim)\n", + "msim = cv.MultiSim(sims)\n", + "msim.run()\n", + "msim.plot_result('cum_infections')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you would expect, higher beta values have more infections." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "**Gotcha:** Because `multiprocess` pickles the sims when running them, `sims[0]` (before being run by the multisim) and `msim.sims[0]` are `not` the same object. After calling `msim.run()`, always use sims from the multisim object, not from before. In contrast, if you *don't* run the multisim (e.g. if you make a multisim from already-run sims), then `sims[0]` and `msim.sims[0]` are indeed exactly the same object.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Advanced usage\n", + "\n", + "Finally, you can also merge or split different multisims together. Here's an example that's similar to before, except it shows how to run a multisim of different seeds for the same beta value, but then merge multisims for different beta values together into one multisim to rule them all:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vr4/29nYA9u/fzyc/+Ul++tOfYhgG119/PV/5yldYsGAB9913H5/73OfGnPfJJ5/khhtu4J577uEHP/gBBw4coKuri9tvv53PfvazhMPhCbmeHTt2sGLFCjZv3szVV18NwE9+8hPe8Y53cODAAWbNmnXMMfl8nvb2dr73ve/xvve9D4BXX32V5cuXs2HDBq655pox+99333388Ic/5IUXXjjleN75znfS2dnJP/3TP537xQkhhBBCjLNg6qnbmJY6Ejzavo3l1rA8C9d3cOtrH0eqo4IK1isaoeBLhTANU4LHcWZ7NiW7SNEpUbSLlOwipZHvnSJFu0TNrQHgaZdVHVfzkcs/OsmjHqtQKJDJZAAyWuvCyfaVzOUJaK2xXH9SnjsaOvs55qVSie985zssWbKE1tZWABzH4ZZbbmHdunX88pe/JBQKcf/99zemz37qU59ix44dFAqFRga0paUFgFQqxTe/+U1mzZrFyy+/zJ133kkqleLTn/70CcewcuVK9u7de8LHr7/+ev7lX/7luI9t2LCBbDbbCCwBbr75ZgzDYOPGjfz2b//2Mcds2bIFx3G4+eabG9uWLVvGvHnzjhtcnol8Ps/y5cvP+nghhBBCiNPl16ui+v6RCqlHV091fRfHt3F8F8dz8HQ9sKyvbwzoI+sZDZOQMomHI437Ynz42qdklyjYBYp2gaJdpGAX6veDQNLy7NM6V9gI0RRKEg8lJnjUE0uCyxOwXJ+P/tOmSXnur39wDbHw6f/Df+yxx2hqagKgXC7T3d3NY489hmEEnzw98sgj+L7Pgw8+2AhaH3roIbLZLE899RS/8Ru/QTwex7Isurq6xpz73nvvbXy/YMECPvWpT/Hwww+fNLj88Y9/jOM4J3w8Ho+f8LGenh46OjrGbAuFQrS0tNDT03PCYyKRCNlsdsz2zs7OEx5zOv7X//pfbN68mX/4h38463MIIYQQQozmax+nXiHV9h0cz8HyalTcKrZnNYrkjO6zCCOdEMFQYIyaomoog6gZxTSCwjiyVnH8eL5HwS6Qs4YpWAUKdpHi6ODRKXE6s0CjZoSmSIpUJEVTuKlxO3pb1IwybA3TGe865fmmMgkuZ4Abb7yRv//7vwdgeHiYBx54gLe//e1s2rSJ+fPn8+KLL7Jr1y5SqdSY42q1Grt37z7puR955BG++tWvsnv3bkqlEq7rnnJa8fz503ee+Ignn3ySD3zgA3zjG99g5cqVkz0cIYQQQkwjWmts38bxnEaW0fIsqk6ZmmcdmcaqvaCLojII19c3hozQMe02xMSxPZu8lSdn5chZw43v81aOgl08ZfBoKINUJEU6kh5zm2rcpoiYkfN0NZPvjIJLpZQJ3Af8X0AXcAj4JnC/Pskrr5S6AfhrYCWwv77/N4/a5w+B/6d+3heBj2mtN416PAZ8CXg/EAWeAP5Aaz22JOg4iYYMvv7BNRNx6tN67jORTCZZsmRJ4/6DDz5IJpPhG9/4Bvfffz+lUolVq1Ydt/LpyJrM49mwYQO33347n/vc57jlllvIZDI8/PDDfOlLXzrpeM5lWmxXVxd9fX1jtrmuy9DQ0DFZ1dHH2LZNLpcbk73s7e094TEn8/TTT/Pud7+bL3/5y/ze7/3eGR8vhBBCiAuL53vUvBo1t0bFrVCwCsFax3rvRggyjiEjTKheICepkjJF9TzxfI+cNcxQbYih2hDDtZEgcpiyUznpsWEjRCaaJRPNkIqkSdcDx5EgMhFOyAcAo5xp5vIe4D8Bvw9sA64GHgLywFePd4BSaiHwOPB14HbgJuBBpdRhrfUT9X3+PUHw+VFgI/DHwBNKqYu11iORxpeBdwL/rv58XwO+D7zlDK/htCilzmhq6lSilMIwDKrVKgBXXXUVjzzyCB0dHSfMOkYiETzPG7PtmWeeYf78+XzmM59pbDtZ0DjiXKbFrlu3jlwux5YtW1i1ahUAP//5z/F9n7Vr1x73mFWrVhEOh/m3f/s3brvtNgB27tzJvn37WLdu3SnHO9pTTz3Fu971Lv7bf/tvfOQjHzmjY4UQQggx841kJWtuEEyWnBJlp1QvnONiKIOwESZiRkgaCQkgz6OaW2sEkEO1QYZrQwzVhslZuZNmIGOhGNlotvGViWbJxoLvE6GETDU+A2caXF4L/G+t9eP1+28qpf4DcLIU30eBPVrrT9bv71BKXQfcTZB9BPgE8A2t9UMASqmPEgSSHwT+q1IqA3wI+F2t9c/r+3ygfq5rtNbPnuF1zCiWZTXWFg4PD/O1r32NUqnEu9/9biBo7fGXf/mXvOc97+Hzn/88c+bMYe/evXz/+9/n05/+NHPmzGHBggU88cQT7Ny5k9bWVjKZDBdddBH79u3j4YcfZvXq1Tz++OP84Ac/OOV4zmVa7PLly7n11lu58847+frXv47jONx11128//3vb1SKPXjwIDfddBPf/va3WbNmDZlMhg996EN84hOfoKWlhXQ6zcc+9jHWrVs3ppjPrl27KJVK9PT0UK1WG9ViV6xYQSQS4cknn+Rd73oXH//4x7ntttsar2kkEmkUOBJCCCHEhcWtT2mtuTWqbpWiXaBab9/ha03IMImYEVKRFCFDVpydD1W3ykB1gIFKP4O1wUZAWTlJFjJiRmiJtdASa6E51nwkiIxmiYVi53H0M9uZ/gt4BviIUmqp1vo1pdTlwHUEweGJrAP+9ahtTwB/A6CUigCrgC+MPKi19pVS/1o/lvrj4dHn0Vq/qpTaV9/nmOBSKRUlmD47InX0PjPFT37yE7q7u4GguuuyZct49NFHueGGGwBIJBL84he/4J577uG9730vxWKR2bNnc9NNNzUymXfeeSdPPfUUV199NaVSiSeffJLf/M3f5O677+auu+7Csize+c538ud//ufcd999E3o93/3ud7nrrru46aabMAyD2267ja9+9Uhi3HEcdu7cSaVy5A/Il7/85ca+lmVxyy238MADD4w574c//GGefvrpxv0rr7wSgD179rBgwQK+9a1vUalU+MIXvsAXvtD4deRtb3sbTz311ARdrRBCCCGmCtuzsT2rEUyWnRJVt4pd7xGpUETMCBEzQlOkSaZDTjDP9xi2humv9DNQ7ae/2s9AdYCSXTrhMalIqh5AtjSCyZZYC8lwUjKQ58EZ9blUShnAfwE+DXiACXxGa/2FkxzzGvDQ6H2UUu8gmCqbAJqBg8C1WusNo/b5IvA2rfVapdTv1s8RPercm4Antdb3HOd57wP+4ujtM63PpRBCCCGEODMjFVuteiAZZCRLjZ6QQaEdRdgMN6a4SlZyYpWd8jFB5GB1sN6X81iZaJq2eDtt8bZRGcmWaVM8x/M9HN8JvjwbTwf1gGc1zWJeemoVx5zIPpe/Q7Bu8ncJ1lxeAfyNUuqQ1vpbZzHWifQFgnWcI1LAgUkaixBCCCGEmCRaa2pejYpTpmAXKNmleisQG62DnpBBRjJMMizrJCeS1pqSU6Kv0kdfpZe+Si+9lb4TZiMjZpi2eDvt8XbaEsFta7yVqBk97v5TjdZ6VBDp4PouGo1phIIPLowoLdFW4uE4UTNK4gLrc/mXwH/VWj9cv/+yUmo+8KfAiYLLHqDzqG2dQEFrXVVKeQRZ0OPtM9KksAeIKKWyWuvcCfYZQ2ttAdbIfUmDCyGEEEJcODzfo+JWKDtlcrVhyk4Z27cxlUHEjBINRWkyZGrrRNJak7fzowLJ4LbiVI/ZVynIRpvHBJFt8TbSkfS0eR8/EkiOTK8eyUaGjTBhM0w2miUZaSJiRIiaUaJmlLAZnuxhj6szDS4TwNG5aQ842b/KDcA7jtr26/XtaK1tpdQWgiqyP4TG9NubCCrCAmwBnPq2f67vczEwb+Q8QgghhBDiwmZ5FhWnTNEukrNy1NwanvaImBFi4RgZMzPZQ5yxtNbkrTy9lR56K730loOspOXZx+yrlKIt3kpHopOORAcdiU7a4+3TZkrrCNd364GkjVNfkxs2wkRDUZqjLSTq2ciIGSViRi6IDzLONLj8EfCZeiGdbcCVBMV8/ukkx3wduKu+hvKfgF8jmF77zlH7/DXwLaXUc8AmglYkSYI2J2it80qpfwT+Wik1BBSAvwU2XOiVYoUQQgghLlS+9qm6VSpOmZyVp2gXsT0LpRRRM0ommpEprhNAa03RLjYCyZ5yD32VPmpu7Zh9TcOgPd4+JpBsi7dNuzWsvvYbGUnbc9BoQkaIiBkhG83SFEkRC8WImbELJpA8njP9qX4M+M/AA0AHcAj4B+DzIzvUC+ncobVeAKC13qOUeidBn8qPE6x7/PBIj8v6Po8opdrr5+kCXgBu1Vr3jnruuwmypv9MUAX2CeAPznD8QgghhBBiGvO0R9kpU7JLDNeGqbgVXN8hZISIh+KkIk3TZhrldFGyS/VsZA89lZ4TTm0dCSQ7k110JrroSHTQGmudlgG+53uNgk9B/1JF2IgSDyXoSKSJh+KNYHI6Xt9EOaNqsad1QqW+BWit9R3jeuJzpJRKA3mpFiuEEEIIMb24vku5Pt11uDZE1a3i+R7RUJR4KD7j1q1NJl/79Ff6OVw+xMHSQQ6XDlGwi8fsZyhFW7ydzmQnnYlOOhNdtMXbpm2g5fkeNa+G7dm4voupTKJmhKZwiqZIing43shKTgRdq+FXKqhIBKOpaUKe42xNZLXYk1LBx0Q3EPS+FEIIIYQQ4qzYnk3ZKVGwiuTsYWpuDa01sVBMpruOo5pb43D5MIdKBzlUOkRP+TCO747ZRylFa6ylnpEMAsn2RPu0m9o6muu7jcyk53uYRoioGaEl1koqkmpkJsPG+H9wobVGV6vochm/VMIfGkaXiuhqDXPhAiIXXzzuz3m+jOtvhA7SoFOrMYsQQgghhJgWam6NslMiZ+Up2AUst4ZSilgoRnOs+YJdxzZetNbkrFwQSJYPcah0iMHq4DH7Rc0I3U2zmJWcRXfTLLqT3dOu2M7RfO1juTWqXg3P9wgZIaJmlPZ4O03hpnowGZ+QgFl7HrpSORJMDg6iKxX8mgUKVDSKisXBsmB8J5Wed9P34wYhhBBCCDHtub5LwS4wVB0MAkrPwlQG8XCCZLxFAspzZHs2+4v7eTO/hz2FPRSsY2c1ZmNZZiVnMatpFrOaZtMSmxmvu+3Z1NwqlmdjKIOYGaU1FrQ3iYfixEPxCcmAa8cJAslyBb9QQOeG0ZUqvm2jDAMVi6KSScyWljHrg73S8Xt9TicSXAohhBBCiPNKa03FrZC38gxWByg7ZQzDIBFKkIqkpCDPOdBaM1wbYk/hTd7M7+FAaT+ef6SToGkYdCa6GoFkd7KbZDg5iSMePyPrJmtuDV/7RIwwiXCSruQskuEkiXBi3Ke5aq3RtRq6XA6ykcPD+IUiulYFzwPTRMViqEyaUGR6Z39PhwSX09wdd9zBt771rcb9lpYWVq9ezRe/+EUuu+yyMzpPLpfjhz/84QSM8swMDQ3xsY99jB/96EcYhsFtt93GV77yFZpOsri5VqvxyU9+kocffhjLsrjlllt44IEH6OzsbOzzR3/0R6xfv55XXnmF5cuX88ILLxxzHq01X/rSl/jv//2/s3fvXtra2viDP/gDPvOZz0zEpQohhBAXlNFZyryVw/Zt4qEELZKhPCe2Z3OguJ89hT28md9D/qjsZCaaZkFmIQvTC5mTmjvtp7iO0FoH2cl6IR5DGcRCMToTXaQiTSTCSWJmbFw/rNCedySQLJXwh4bQ5QraqqF9UNEIKh7DaG1FhS68UOvCu+IZ6NZbb+Whhx4CoKenh3vvvZd3vetd7Nu3b5JHdnZuv/12Dh8+zM9+9jMcx+EDH/gAH/nIR/je9753wmPuvvtuHn/8cR599FEymQx33XUX733ve1m/fv2Y/T74wQ+yceNGXnrppeOe5+Mf/zg//elP+au/+isuvfRShoaGGBoaGtfrE0IIIS4kJ8pSJsNJMmZ2soc3beWsHG/kdrMnv4eDpQO4vtd4zDQMZjfNYWFmEQvTC2iOtcyYbPCR7GQVX2uiZpRkuInZTVkS4QSJUGJc101q10WXSkEgmc+jh3P4tRracY5McU3EUc1ZlCEfkIx7K5Kpaqa2IjlexvFXv/oV119/PX19fbS3twOwf/9+PvnJT/LTn/4UwzC4/vrr+cpXvsKCBQu47777+NznPjfmvE8++SQ33HAD99xzDz/4wQ84cOAAXV1d3H777Xz2s58lHJ6Ykt87duxgxYoVbN68mauvvhqAn/zkJ7zjHe/gwIEDzJo165hj8vk87e3tfO973+N973sfAK+++irLly9nw4YNXHPNNWP2v++++/jhD394TOZyx44dXHbZZbzyyitcPI2rdAkhhBBTgeM7FO0iQ9VBclYOx3eIh+IkwgnJUp4FX/v0VXrZndvN7twuBo4qxJOOplmYXsiCzELmzrTspG9Tc49kJ+OhOJlIlqZIE8lwkqgZHbfguVHJtVjEy+XQAwP4lQq4LoTDwRTXWBwVGf/3wl5vH+bcuUSWTa33oZPWimQm0VpDrTY5Tx47+/R9qVTiO9/5DkuWLKG1tRUAx3G45ZZbWLduHb/85S8JhULcf//93Hrrrbz00kt86lOfYseOHRQKhUYGtKWlBYBUKsU3v/lNZs2axcsvv8ydd95JKpXi05/+9AnHsHLlSvbu3XvCx6+//nr+5V/+5biPbdiwgWw22wgsAW6++WYMw2Djxo389m//9jHHbNmyBcdxuPnmmxvbli1bxrx5844bXJ7Ij370IxYtWsRjjz3Grbfeitaam2++mS9+8YuN10MIIYQQJ+Zrn4pTpmAVGKgNUHEqjSxlVrKUZ8z1XfYX99UDyt2UnXLjMaUUc5rmsCi7iAXphbTMyOxk0H4mbIRJRoLsZDKcJBFKjGshHu04+MUSulTE6x9AFwr4tRrKNFDxOEZLC2qCEiszjQSXJ1Kr0f/e2yblqdu//88Qj5/2/o899lhjPWK5XKa7u5vHHnsMo56af+SRR/B9nwcffLDxR+ehhx4im83y1FNP8Ru/8RvE43Esy6Krq2vMue+9997G9wsWLOBTn/oUDz/88EmDyx//+Mc4jnPCx+Mnubaenh46OjrGbAuFQrS0tNDT03PCYyKRCNlsdsz2zs7OEx5zPG+88QZ79+7l0Ucf5dvf/jae53H33Xfzvve9j5///OenfR4hhBDiQlN1qxTtIoPVAYpOCc9ziYfjspbyLFSdCnsKe9id282bhTdxvCPvqSJmmAXphSzOLmZhZhGxUGwSRzq+Riq72p6NGrN2MjUx2clKBV0o4OXy+AOD6GoZPB9iUYxEArOlecYE6+eTBJczwI033sjf//3fAzA8PMwDDzzA29/+djZt2sT8+fN58cUX2bVrF6lUasxxtVqN3bt3n/TcjzzyCF/96lfZvXs3pVIJ13VPOa14/vzp2erU930sy+Lb3/42S5cuBeAf//EfWbVqFTt37pSpskIIIcQojudQsAvkasPkrBy2bxExo6TCTYRjkuU5E8O1Yd7IB9nJg6WDjF621hRpYnFmMYuzi5mTmjshfRgnw9F9J0cqu3YnZ5OMJMd17WSjomuphF+s95ksFvAtO8hOJpMY7e0oc/zbklxoZsZv50SIxYIM4iQ995lIJpMsWbKkcf/BBx8kk8nwjW98g/vvv59SqcSqVav47ne/e8yxI2syj2fDhg3cfvvtfO5zn+OWW24hk8nw8MMP86Uvfemk4zmXabFdXV309fWN2ea6LkNDQ8dkVUcfY9s2uVxuTPayt7f3hMccT3d3N6FQqBFYAixfvhyAffv2SXAphBDiguf5HiWnRM7KMVwbourWMA2DZChJJpSZ7OFNG7726Sn3sDu3izfyuxmsji0e2J5obwSUHYnOGZNBc32XmhtMdwWIhWK0xtrIRDMkQgniofi4XatfrR4pxDMwGFR4rdXQaFQshtHURKht5mR+pwoJLk9AKXVGU1OnEqUUhmFQrVYBuOqqq3jkkUfo6Og4YdYxEonged6Ybc888wzz588f04bjZEHjiHOZFrtu3TpyuRxbtmxh1apVAPz85z/H933Wrl173GNWrVpFOBzm3/7t37jttmAq886dO9m3bx/r1q075XhHvOUtb8F1XXbv3s3ixYsBeO2114Dpm40VQgghzpXWmrJTDqa91oJqr1prEuEErTLt9bQ5nsPe4l5253axJ7+HilNpPGYoxZzUXBZnFrMou5hMdOYE6pZnNYrxmEaIuBljdmoOTeGgGM94FR7S1Sp+uYxfLOIPDqFLpaAwjyIIJuP1iq4zJFCfqiS4nAEsy2qsLRweHuZrX/sapVKJd7/73UDQ2uMv//Ivec973sPnP/955syZw969e/n+97/Ppz/9aebMmcOCBQt44okn2LlzJ62trWQyGS666CL27dvHww8/zOrVq3n88cf5wQ9+cMrxnEsgtnz5cm699VbuvPNOvv71r+M4DnfddRfvf//7G5ViDx48yE033cS3v/1t1qxZQyaT4UMf+hCf+MQnaGlpIZ1O87GPfYx169aNKeaza9cuSqUSPT09VKvVRrXYFStWEIlEuPnmm7nqqqv44Ac/yN/8zd/g+z5/+Id/yK//+q+PyWYKIYQQFwJPe0FhnuoAOSuH6zvEQjGy0ey4FlOZycpOmTdyu3kjv5u9hb1j2oVEzQgLM4tYnF3M/PSCGbN+UmuN5VlU3Ep9umukUYynKZwkHk5gqnP7/WlMcy2Xj/SaLBaDYFITtAeJxzGymWnTHkT7Pl5PTzCDcYpViz0TElzOAD/5yU/o7u4Gguquy5Yt49FHH+WGG24AIJFI8Itf/IJ77rmH9773vRSLRWbPns1NN93UyGTeeeedPPXUU1x99dWUSiWefPJJfvM3f5O7776bu+66C8uyeOc738mf//mfc999903o9Xz3u9/lrrvu4qabbsIwDG677Ta++tWvNh53HIedO3dSqRz5xO/LX/5yY1/Lsrjlllt44IEHxpz3wx/+ME8//XTj/pVXXgnAnj17WLBgAYZh8KMf/YiPfexjvPWtbyWZTPL2t7/9lNOAhRBCiJnE9V3yVo6+Sh8Fu4ACmiKpGdPaYqLlrTyvDe9k1/DrHC6PLSyYjqYb2ck5TXNmVJBueRYVp4LjucRCUVpjrWSjWRLhJDHz7DshwKgCPOUyfqkcrJksl9G1o4LJzPQJJgH8oSGc117DfXUnzmuv4w8PE7vlFuLXXzfZQztr0udSCCGEEEJgeRa5Wo6+Si8lp0zYCJGKpGZUADRRKk6F14Zf49WhHRwqHRrzWFeyk0XZJSzOLKYt3jajpmXank3FreB4NhEjSiqapiXWQircRPQcMrHa94PgcSQzOTiIrlTwqxaYChWNYsTjEI1Or2CyXMF9/XXc13bi7HwNv79/7A5KEX3bDWTv++zkDPAEpM+lEEIIIYQ4LRWnQq42TH+1j4pbIRaKy1rK02B7Nrtyu3h1aAd7C3sbFV6VgjlNc1nacjGLM4tpijRN8kjHl+u7VJwKlmcRMsKkwk20pFppCjedU0Eev1JB5/N4+QJ6eAhdqeLbNsowgsxkMonZMr16eWrHwX1jD+5rr+Hs3Im3/wBo/8gOyiA0fz6hZRcTWroUFY8TWrhw8gY8DiS4FEIIIYS4wARFekoM1oYYrA5geRaJcIK2ePu0evN+vnm+x5uFN3l1aAe7c7txfbfxWFeyk4tblrO0eSmpSOokZ5l+PN+j4laoOTVMM0QylGRW02xSkRSJUOLcAspcHq+/D39oGL9WC1qDxOKoTJpQZHpNxdZa4/f342zbjrNjB+7u3XBUkUujs5PwxRcTuvhiwhctQY3qEuH19h19ymlHgkshhBBCiAuEr32KdpGBaj9DtWFc3yUVaSIdlSVDJ+Jrn4Olg7w6tIPXh19vtNEAaI41s6xlGctaltMca57EUY4/13epulVqbg1DGSRCCean55OKpkmGk2ed2fbLZfxcHn+gH39oGF2rQjiMamrCbGmedh9uaNvB3fU6zvYdONu34w8MjHlcpdOEly4ltOxiwkuXYoxqmzcTSXAphBBCCDHDaa3J23n6Kn0M14Keiikp0nNSBavAtsFX2DbwCgW72NieDCe5uOVilrUsp3MG9aCEYKpvza1i1duGJEMJOtNdNEWaSIaSZ73+thFQ9vfhD+eCgDISwWhqQk3DgNIbHMTdvh1n2w6c118bm500TEJLFhNesYLw8mUYXV3T7vrOhQSXQgghhBAzlNaagl2gv9LHYG0QBWSiGUKGvAU8Hs/3eCP/Bi8PvMTewpuM1L2MmhEual7KspblzEnNmVHrUS3PoupWcTyHkBGmKZxkVtMcmsJJEmeZoRyp7urn8vh9vfi5HLpag2gQUBqtLRNwJRNHuy7uG3twtm/H3b49aBkyipHJElq5Iggol140ZqrrhUb+sgghhBBCzDBaa4pOkb5KL0PVIFOZjqQJm+FJHtnUlKvleHngZbYPvkLZOdLqbE5qDpe2XcZFzRfNmIB8pA9l1a3i+i4RI0wqkqI51UIynDzrNZRa66C6az6P39d3nICydQKuZuLoahVn+3bsl1/B3bYdbR2ZDo0yCC1aSHjFckIrVmDOmnVBZSdPZmb8KxFCCCGEEGitKTmlIKisDeFrX6a/noDru+zO7eLlgZfYV9jf2J4IJ1jRuoJL2y6bUesofe1TdsrU3CpRM0Y22kw2miUZTp51ldfjBpS1WmPK63QLKP3hYeyXX8F5+WXc118H/0hlV9WUIrxiOeEVKwhdfDFGMjGJI526JLgUQgghhJgBSnaRvko/g7VBPN8lHU1LUHkcg9VBXh54iR2D26nWi/MoBfPTC7i07VIWZRbPqN6enu9RckrYnk1TuImFmcVko1liZ9mHcnRA6fX2onM5tGVBJIqRml4BpdYa79AhnHpA6e3fP+Zxo7OTyKWXEr70Usz586ZVT83JIsGlEEIIIcQ0VrJLDFT7GagOBNVfoymiZnSyhzWleL7HrtzrvND/AgeLBxvbmyJNXNJ2CStbLyETzUziCMef4zkUnSK+75OKpJmfXkAmmiFsnPnUaK01ulTCLxSOBJQ1C6L1gLKtbQKuYGJoz8N9440goHzpJfyhoVGPKkILFxC+9FLCl12K2dExaeOcriS4FEIIIYSYhipOhb5KH4PVfmzfJR1JEQ1JUDla0S7ycv9LvDzwUmMtpVKKRZlFXNp2GQsyC2ZUcR4Ay7UoOSWUMshGm2mPt5GOZjDVmWVjGxnKXA6vr296B5TVatAqZNs2nO3b0ZUj62oJhQgvW0b40ksIX3IJRmpm9Sg93yS4nObuuOMOvvWtbzXut7S0sHr1ar74xS9y2WWXndF5crkcP/zhDydglGdmaGiIj33sY/zoRz/CMAxuu+02vvKVr9DU1HTCY2q1Gp/85Cd5+OGHsSyLW265hQceeIDOzs7GPn/0R3/E+vXreeWVV1i+fDkvvPDCMed54okn+Iu/+Au2bdtGLBbjrW99K1/60pdYsGDBBFypEEIIceaqbpWBSj/91X4szyIVSZE5yymOM5HWmv3F/bzY/wK7crvQ9ZKvyXCSy9ov45K2S0lFZlYAobWm5lYp2WUiZpj2eAdt8VZSkfQZraU84ZTXaDRYQzmNAkqvfwDnlVdwXtmGu3vX2PWTiSThS1YGAeWyZaiofCgzXiS4nAFuvfVWHnroIQB6enq49957ede73sW+ffsmeWRn5/bbb+fw4cP87Gc/w3EcPvCBD/CRj3yE733veyc85u677+bxxx/n0UcfJZPJcNddd/He976X9evXj9nvgx/8IBs3buSll1465hx79uzhPe95D5/4xCf47ne/Sz6f5+677+a9730vzz///LhfpxBCCHEmLM9isDJAb7WPmluhKZIiHU1P9rCmDMuz2DG4nRf7X2CwemSq45zUHC5vv4Il2SUzai0lBEV6Kk6FilMlFooxOzWb1ngbyXDytM9x3IByGmYotefhvfkm9ivbcF55Bb+3d8zjRkdnEEyuXElo4QKUObN+F6YKCS5ngGg0SldXFwBdXV38yZ/8Cddffz39/f20t7cDsH//fj75yU/y05/+FMMwuP766/nKV77CggULuO+++xrZz5FPt5588kluuOEG7rnnHn7wgx9w4MABurq6uP322/nsZz9LODwxpcx37NjBT37yEzZv3szVV18NwN/+7d/yjne8g7/6q79i1qxZxxyTz+f5x3/8R773ve/xa7/2awA89NBDLF++nGeffZZrrrkGgK9+9asA9Pf3Hze43LJlC57ncf/992PUF2x/6lOf4j3veQ+O40zYNQshhBAn43gOg9UBeis9lJ0qyUiC9oSsBRsxUB3ghb6t7BjageMFzewjZpjlLSu4vOMK2uLTIzg6E1prKm6FilMmGW5iYWYhzbHm0y7Sc0yV1+Hh6RlQ1mo4O3YE6yePnu5qGIQWLyZ8ySWEL1mJWX9PLCaWBJcnoLXG9u1Jee6IETnrXjmlUonvfOc7LFmyhNZ6tS7HcbjllltYt24dv/zlLwmFQtx///3ceuutvPTSS3zqU59ix44dFAqFRga0pSVobptKpfjmN7/JrFmzePnll7nzzjtJpVJ8+tOfPuEYVq5cyd69e0/4+PXXX8+//Mu/HPexDRs2kM1mG4ElwM0334xhGGzcuJHf/u3fPuaYLVu24DgON998c2PbsmXLmDdvHhs2bGgEl6eyatUqDMPgoYce4o477qBUKvE//sf/4Oabb5bAUgghxHnn+i7DtSF6yj2UnCLxUIL2RJv00yPI2O3K7eKFvq0cKB5obG+Nt3B5+xUsb10xY4saVZ0KRadMIhRnQXoRrfHW064K7Fcq+MM5/L7eUW1DpmFAuW0b9vNbcXbsANdtPKYSCcIrVgTZyeXLMBJTv12Idl10uYyuVNG+jwpN74yqBJcnYPs2f/rLEwdQE+kL13/xjP4gPvbYY431iOVyme7ubh577LFG9u2RRx7B930efPDBxn+QHnroIbLZLE899RS/8Ru/QTwex7KsRgZ0xL333tv4fsGCBXzqU5/i4YcfPmlw+eMf/xjHcU74eDweP+FjPT09dBxVmSsUCtHS0kJPT88Jj4lEImSz2THbOzs7T3jM8SxcuJCf/vSn/M7v/A7/8T/+RzzPY926dfz4xz8+7XMIIYQQ58rzPXLWMD3lXgp2nlgoRmu8bcYVnjkbtmezbfAVnu/dQt4qAMGsqyXZJVzRcSVzmubM2ODbci0KdoGoGWVuai4d8Xaip5Gp1LaNPzyMNzCA3z+ArlaCPpSp1LRpG6ItC2fbduytW3G2bRsTUBrt7UF110tWElq4cFpMd9W1Gn65DDULQiZGIoG5cAFGNotx1PvZ6UaCyxngxhtv5O///u8BGB4e5oEHHuDtb387mzZtYv78+bz44ovs2rWL1FHVr2q1Grt37z7puR955BG++tWvsnv3bkqlEq7rkk6ffH3H/Pnzz+2CJklPTw933nknv//7v89/+A//gWKxyGc/+1ne97738bOf/WzG/sdKCCHE1OBrn5yVo6/cS87KETbDtMZbJagkaLeytW8rLw28iOVaAMRDMS5rv5zL2i+fcQV6RrM9m4JVIGSE6E7OoiPRQSJ88oyc9rxgyuvAAF5vP36piDINVCqN0ZydFu9ptO3gbK8HlK9sA+fIjEKjrZ3IVVcQueoqjO7uKX892vPQ1Sq6XAbXRcViGKk05uJ2jFQKlUqhQjMjLDvjq1BKzQb+G/B2IAHsAj6gtX7uJMfcAPw1sBLYD9yvtf7mUfv8IfD/AF3Ai8DHtNabRj0eA74EvB+IAk8Af6C1Hrtad5xEjAhfuP6LE3Hq03ruM5FMJlmyZEnj/oMPPkgmk+Eb3/gG999/P6VSiVWrVvHd7373mGPbTzL/fMOGDdx+++187nOf45ZbbiGTyfDwww/zpS996aTjOZdpsV1dXfT19Y3Z5rouQ0NDx2RVRx9j2za5XG5M9rK3t/eExxzP3/3d35HJZPjiF4/83L/zne8wd+5cNm7ceNrTa4UQQogzobWmYBfoKR8mZ+UwlEFzrHnGFZ85G/2Vfrb0PserQ6/i66DaZ3Osmas6rmJF60rC5sxdtuL6LgUrDyjaE+10JDpPGkRrrdHFIt7QEH5PL34hj9YaI5nE7O5CGVP/QwrtODg7XsV5/nnsV7aBbTUeM1pbiVx5JeGrrsKcPWvqB5SOE6xrrVZRWqOSSczubszWVlQ6jUokpvw1nI0zCi6VUs3AeuBJguCyH7gIGD7JMQuBx4GvA7cDNwEPKqUOa62fqO/z7wmCz48CG4E/Bp5QSl2stR6JNL4MvBP4d0Ae+BrwfeAtZ3INp0spNW3n6iulMAyDarUKwFVXXcUjjzxCR0fHCbOOkUgEz/PGbHvmmWeYP38+n/nMZxrbThY0jjiXabHr1q0jl8uxZcsWVq1aBcDPf/5zfN9n7dq1xz1m1apVhMNh/u3f/o3bbrsNgJ07d7Jv3z7WrVt3yvGOqFQqjanEI8z61Ap/VPlqIYQQYryUnTK95V4GagOgfTLRDCFjZmQwzpbWmr2FN9nSu4W9hSPvO2anZrOq82oWZRbN6Gyu53sU7SKu79Ica6Yz2UUmkjlhIDKyjtLr7UEP59C2jUrEMdrapkU2TGuN98YbWM9uxHnhRbRVazxmNLcQvupKIldegTl37pQPxrTnoYsl/HIZFTIxmlKEZ8/GyGSCDOUF0PLkTH/j7gH2a60/MGrbnlMc81Fgj9b6k/X7O5RS1wF3E2QfAT4BfENr/RCAUuqjBIHkB4H/qpTKAB8Cfldr/fP6Ph+on+sarfWzZ3gdM4plWY21hcPDw3zta1+jVCrx7ne/Gwhae/zlX/4l73nPe/j85z/PnDlz2Lt3L9///vf59Kc/zZw5c1iwYAFPPPEEO3fupLW1lUwmw0UXXcS+fft4+OGHWb16NY8//jg/+MEPTjmec5kWu3z5cm699VbuvPNOvv71r+M4DnfddRfvf//7G5ViDx48yE033cS3v/1t1qxZQyaT4UMf+hCf+MQnaGlpIZ1O87GPfYx169aNyTbu2rWLUqlET08P1Wq10edyxYoVRCIR3vnOd/LlL3+Zz3/+841psX/2Z3/G/PnzufLKK8/6moQQQoijWZ5FX6WP/koflmeTiaZPuyjLTOX6Lq8Ovcrzvc8xUB0Egg/MlzYvZVXn1XQlT3820nTka5+SXcLyLNKRDF3JLrKxLKY6NoOtfR8/l8Pr6cHv66+vo4xipFMY0ySA8fN57E2bsZ59Fr+/v7HdyGQJ16e8mvPmTf2A0veDgjylEgBGKkV46UUYzS0YmfS0WAM6ns40uPxNgozio8DbgIPAA1rrb5zkmHXAvx617QngbwCUUhFgFfCFkQe11r5S6l/rx1J/PDz6PFrrV5VS++r7HBNcKqWiBNNnR8zYyfg/+clP6O7uBoLqrsuWLePRRx/lhhtuACCRSPCLX/yCe+65h/e+970Ui0Vmz57NTTfd1Mhk3nnnnTz11FNcffXVlEolnnzySX7zN3+Tu+++m7vuugvLsnjnO9/Jn//5n3PfffdN6PV897vf5a677uKmm27CMAxuu+22RhsRCKrf7ty5k8qoctNf/vKXG/talsUtt9zCAw88MOa8H/7wh3n66acb90cCxj179rBgwQJ+7dd+je9973t88Ytf5Itf/CKJRIJ169bxk5/85KTZViGEEOJ0ub7LYHWQnsphyk6FVKTpgu9VaXkWL/W/yPO9Wyg7wX/bI2aYS9ou5cqOq8hEM5M8wonl+R4lp4Tt2TSFm5ibmkdzrPm4GWxtWfiDQ7iHDuEPDYIGlZ5G6yg9LyjM8+yzONu2Q32qM5EokSuvIHrNWsyFC6f8FF6tNbpSCQJKz0clk4QWLsRobcXIZKZFxniiKK316e+s1Eie+q+BR4HVwFeAj2qtv3WCY14DHtJaf2HUtncQTJVNAM0EQeq1WusNo/b5IvA2rfVapdTv1s8RPercm4Antdb3HOd57wP+4ujt+Xz+lAVphBBCCCHGk699hmvD9JR7KNh54qE4yXByWgQEE6XqVtna9zxb+7Y2ivQ0RZq4suNKLm277LR7Nk5Xru9StIt4vkcqkqYj0UE2liVsHLuO1C8U8PoH8A4dDorzRCNBEDNNWqV5vb1YG57F3rQZXSo2tocWLCRy7TVErrgCFZvaP2+tdVCUp1hCuy5GMoHR1obZ1oaRzaIiM3fmQaFQIJPJAGS01oWT7XumYbUBPKe1/rP6/a1KqUsIpr4eN7icRF8gCIJHpIADJ9hXCCGEEGLcaa0p2gV6Kr0MVQcJmaELvgJsyS6xpfc5Xhp4CccLajS0xFpY072Gi5uXzfhCRrZnU7SDACsbzdIWbycbzR5z3drz8IeGgqmv/f1oy0almqZPcZ5aDXvrVuwNG3HfPLKKTjWliKxdE2QpOzsncYSnR9dq+MUiWDYqHsfs6MDsaA8CSpnZdowzDS4PA9uP2rYDuO0kx/QAR//mdAIFrXVVKeUB3gn2GWlS2ANElFJZrXXuBPuMobW2gEaJqQv5k0EhhBBCnH8Vp0JfpZf+aj9aa7Kx7AVdrCdv5XmuZzPbBl/B9YMigh2JDtZ0r2VJdsmMD7gt16JoFzEMk9ZYK22JdtKR9DHXratVvMFBvIMH8XM5MIygIEzb1M7sQbD+0H19F/bmzdgvvHik2qsyCK9cQeSaawivXDHl1yEGAWUJLAsVj2G2tGB0dGI0ZzESJ28Dc6E7079w64GLj9q2FDhZCdENwDuO2vbr9e1orW2l1BaCKrI/BFBKGfX7X6vvvwVw6tv+ub7PxcC8kfMIIYQQQkwFjufQV+mlt9IbFGeJpqdtBfrxMFQdZFPPJnYM7WBkOdasplms7b6GBekFMz4BUHUqlOwyETNMZ7KT1ngbqXDqmOv283m8vj68w4fRpTIk4hjt7dNi/Z7X04O9+TnszZuDgLjOaG8nes01RNasxshM7bWzulbDL9UDymgUozmL2dkZTD9OXthT2M/Emf62fhl4Rin1Z8D/AtYAH6l/ncjXgbvqayj/Cfg14HcIqsGO+GvgW0qp54BNBK1IksBDAFrrvFLqH4G/VkoNAQXgb4ENF3qlWCGEEEJMDVprhq1hDpcOUbDzJMMXdrGevkovGw9vZFfudUZKfMxPz2dt91pmN82Z0W/WtdZU3Aplp0LMjDI7NZvWeBvJcPKY/XQuh3v4MH5PD75lBxVfp0EfR79YxH5+K/bmzXj79jW2q1ic8FVXEl19NeaiRVP6OrRlBQFltYqKxjCyWczOjiCgbGqa0mOfqs4ouNRab1ZK/TbBesbPErQh+WOt9XdH9qkX0rlDa72gfswepdQ7CQLTjxOse/zwSI/L+j6PKKXagc8DXcALwK1a695RT3834BNkLqMEFWf/4EzGL4QQQggxESpOhZ5yD/3VPkzDpDXeNuOneZ7IodIhNh5+lj35I+vsFmcXs7Z7LV3J7kkc2cTztU/ZKVNzqyRCCRak5tMcbyEeGrs2T/s+/vAw3oGDeP394HkY2QyhtrZJGvnp0Y4TVHvdtAln+3YY6QNuGIRXrCCy+mrCl1wypQsNadsO1lBWaxCJBAHlkiXBGkoJKM/ZGVWLPa0TKvUtQGut7xjXE58jpVQayEu1WCGEEEKMF8/3GKgOcKh8iJpbJRPNXLD9Kg+VDrHh0DPsLQSrpZRSXNx8Mau71tCeaJ/k0U2s0T0qk+EkHfEOmuMtx0yH1p6HPziId+AA3sAAKBUENVO4N6XWGu/NN7E2bsLZuhVdrTYeM+fOJbJ6NZFVV2Gkpm7XP+046FIJXalCOIyRyWB21ae8po6doizGmshqsSelgp/MDcB143leIYQQQoippmDlOVw+zGBtkEQoMeMDqBM5UDzAs4c3sK8QTI1USrGidQVrutbSHGue5NFNrKN7VM5JzaU52kzYHJu5046DPzCAe+Ag/uAAmCGMllZUZOpm+PxcDmvjJuxNm/D7+xvbjUyWyOqriay+GrN76maiteehiyX8chkVMjFSacz58zGbm4OAchpU3J2OxjW41EEadP54nlMIIYQQYiqxPIvecg+9lT7QPq2x1hnfPuN49hf38+yhDewv7gfAUIqVrZewpnstmejULt5yrjzfo2gXcX2XVCTNvNT84/ao1LaN19+Pt/8A3tBw0J+yo2PKFunRjoPz0stYGzfi7nwNdH3aayRK5PLLiKxZTeiii6ZsYKY9D10uBwElYKRShJdehNHcgpFJT/kqtTPB1PzNFkIIIYSYYnztM1wb4lDpEEWnRDqSIhaa+u0hxpPWOggqD2/gQDFoH24og0vaLmFN1xrSMzyodH2Xol3E8z0y0QwdiQ6y0eZje1RWq0FQeeAAXr4QtLPo7pySwY3WGm/ffuyNG7G3bBkz7TW0eDGRtWuIXHEFKjY1f9e176MrFXSpBL5GJZsIL1yI0doaTHudooH8TCWvthBCCCHEKZSdMofLhxioDBAxw7TH2y6odVpaa/YV9/LsoWc5WDoIgGkYXNJ2Kas718z4qriO51C0C2ggG83SnuggE81gqrHBol8oBO1EDh1Cl8qopiRmd9eUzPT5xWLQj3LjJrzDhxvbjWyWyJo1RNauwWyfulO9te3g5/No28ZoSmLOnYfZVg8oIxfmuuepQIJLIYQQQogTcHyHgcoAh8uHsD2bbCxLyLhw3j5prdlbeJNnD2/gUCkIQEKGGQSVXWtIRaZuEZfx4GufvJXH1z7NsRba4+1kopkxlYAblV97evB7e/FrNkZmarYT0Z6Hs20b9rMbx1Z7DYWIXHYZkWvWElq6dEoGwyP8SgWdL4ACo6WV0OxZGM3NUzazeqG5cP46CiGEEEKcpmAK7DA95R4Kdo5EOElbdGq3iRhPvvZ5I7ebTT0b6SkHneFChsll7ZdzdedqmiJNkzzCiVd2ypTtCtlYhu7krGODSsfBHxzEPXQIf2AAACMzNduJ+Lkc1jMbsDZsQOfzje3m/PlE164lfNWVGInEJI7w5LTvB9VeC8VgivGc2Zjd3UGl3SkcCF+IJLgUQgghhBilaBfpLfcwUB0gZIYuqJ6VvvbZObSTTT0bGawOAhAyQlzWftkFE1Tank3eyhMLxVmUWUhbon1MttqvVvEHBoL1lMN5VDQ8JSu/at/H3fka1q9+hfPKtkZxHtWUIrJ2DdE1q6d0tVcA7brB1NdqDSOVJrRsGWZ725Rue3Khk+BSCCGEEAKw3Bq9lV76Kn142rugpsC6vsv2we0817OJnBVktiJmhCs7ruTKjqtIhKduVmu8jJ4C25nooivZNea6j1lPmUxMySI9frmM/exGrPXP4A8caSESWryY6HXXEb78silf5EbXavi5HGiN0dyMufRizLbWKd0PVASm9m+WEEIIIcQEc32XodoQh0sHqbhVUhdQFVjHc3h54CWe632Okl0CIB6KcVXnKi5vv+KCeR2OngKbjWZRSgXrKXM5vMOHp/R6Sq013ptvYv3yV9gvvACuC4CKxoIs5VuunfpZSq3RpRJ+vogRjWB2dWN2d2G0tEy5AF6cmASXQgghhLggaa3JWTl6yofJWTnioThtF0gVWMu1eLH/BZ7v20LFCVpPNEWSrOpczaVtlxIxL4xqm7Znk6/liYXHToHVnoc3OIh38CDewAD4GiM79dZT6loNe8sWrF+txzt4sLHdnDOH6HXXEVl11ZTP9mnPQ+fz6EoV1ZQkvHQJZns7Kp2+IP4tzjQSXAohhBDiglN2yvSUDzNQHcRQipZYyzG9CmeiqlPh+b7neaFvK5ZnA5CJplndtYYVrSsvmGnAY6bAJo9MgdW2jdt/CO/gAfyhIQiFgkqkU6y1hbt/P9b6Z3C2bEFbVrAxFCKyahXR696COW/elA/MtG3j53Jox8XMZgktXozZ1oaKxyd7aOIcXBh/QYQQQgghCDJVfZU++iq92J5NOpq+ILJ0VbfKcz3P8UL/VhzPAaAl1sKa7rUsa1l2wRQs0lpTcSvHTIGlVsM5tBf/4EG8fAEVi2J0dEyptYmNLOX6Z/AOHGhsN9rbgyzlmjUYyam/NtYvV9CFPBgmZmsL5uzZwdTX8NQqiHS+uZ5P2XKJhAzikanze3empu/IhRBCCCFOk+u7DNeG6Cn3ULRLpCJJ0tH0ZA9rwtXcGlt6n2Nr3/PY9aCyPdHO2u5rWJJdcsEElRAE2CW7SCyUaEyBNSo13INvBEV6iiVUUxKzu2vKtLfQWuPt3Yu1/hns57eCE2SbMUNELr+MyFuuJbRkydTPUvo+ulgMCiHFYphz52F2dWE0Z6f82CeK6/lUbI+K5VKoOBRqDlXbY3ZLgkUd07cqswSXQgghhJixfO031lUG7SVitCdm/rrKmltja9/zbOndgl2f/tqeaOfaWW9hUWbRjL/+0SzPomAViRhhZjfNoT3eQbRs4e7chdvTg65WUZn0lCrS41cq2M9twV7/DN7hQ43tRmcn0WuvJbL6aoymqR+ANFqJ1CyMphShZRdjtrdPi7GPN8/XVCyXiu1SqDrkKw41x8P1fEKmQSxsBkWNtJ7soZ4TCS6FEEIIMeNorSnaBXoqvQzXhjCVeUGsq7Q8i619W9nS+xyWG6zFa4u3sm7WtSy+wDKVjudQsAsYyqAr2Ul7vIN40cLbuwurtw/tuRjpDGZry2QPFahnKffsCbKUW7c2Kr4SChG58kqi167DXDQ9PhjQ1Sp+Pn9BtxLxfU3V9ihbLoWqTa7qULM9XF9jGhAPm2QTYULmkX+TNcebxBGPDwkuhRBCCDGjlJ0yfZVeBqoDaK3JRDMzvlCN7dm80LeV53qfo+bWAGiNt7Kuex1Lmi+6oIJKz/co2AV87dMaa6U93k6yYOPv2YXd3x8EPNksKjY12qxox8HetBnr6afxenoa283uWUTeci2RVaumxVpK7XlHpr7GY5jd3cHU1wuolcjIuslC1WGwaFO2HRw3CCZjYZNMIkzYnNn/Fmf2X1ohhBBCXDAst0ZftZ/+Sh+WZ5OOpoiaMztTYns2L/a/wHM9z1F1g5YizbFm1s1ax9Lmiy+ooNLXPkW7iOM5ZKNZOuPtNBVd9J43cAYGQKkpVfnVLxaxfvkrrF/9Cl0KeowSjhC56sqgL+X8+dMnS1kogOdjZNKYK5ZjtrZipFKTPbTzwnF9ijUnCChLNhXLwfMhFjFIxcJEQhfOv0GQ4FIIIYQQ05zjOwxWBuit9FB2q6QiTTO+WI/jObw08CKbezZTcSoAZGNZruled0FVf4VgOmnJKVFza6QjGeYn5pIueeg9e3EH+oN2Iq2tU6YaqdfbS+3nT2Jv3tyY+mo0NxO94Qai16ydFq04GlnKcgUVjWB2dmF2dQbB+xR5nSdSzfEo1VxyZYvhskPFDn6O8YhJczIyZqrrhUaCSyGEEEJMS572yNWGOVw+TNEuEg/FaY/P7GI9ru/yYv+LPNeziXI9qMxEM1zTvY7lrcsvqKASginQFadMMtzEouR8skUf3tiLOziEikSmTDsRrTXu67uwfv4kzvZtje3mvHnEbryR8BWXT4upo7pWC9ZSej5GOoW57GLMtrYZn6XUOlg/Waq5DJVtchUby/FQSpGImLSnohjGzP27cyYm/1+bEEIIIcQZKtgFDpcOMVwbJmyGaY23zujAyvVdXu5/iU09myg7ZQDS0TRru9ayonXljC9UdDTbs8lbeaJmjHmxOTSXNeau/Xi5HCoWxezqnBLBmvY87Oe3Yv38SbyDI70pFeFLLyF6442EFk/9Aj3a99GFIrpUCl7bjs4gS3kB9KasWC7FmsNA0aJYdak5HiEzCCgz8eiU/9lNBgkuhRBCCDFtWJ5Fb7mH3kofWvs0x5pndGDl+i4vD7zE5p5NlOx6UBlJsab7GlZegEGl53vk7Tyg6DJbaKuaRHYfxMsX0PHYlAkq/UoF+5kNWE//Aj+fCzaGw0TXriF6ww2YHR2TOr7ToW07aCNiO5ipFObyZZhtbaimphkdVI0ElINFi0I9oAyHFMloiEwiNKOvfTxIcCmEEEKIKc/THkPVIQ6XD1NySqQjKWKhqVHtcyK4vssrAy+zqWcTJTso9pKKpFjbvZaVrZdccEHl6HWVGS9CR9kk2dcH5TI6kcDs7kIZk5+59gYHsZ56GvvZZ9FW0ApGNaWIvu2tRK97C0YyOckjPDmtNbpSwS8UUIaJ0dpCqLs7WLM6RQohTYSq7VKsugyULAr1/pMjAWU2ObOzs+NNgkshhBBCTGlFu8jh8mGGqoNEzMiMXlfp+i7bBl5hY8/GRlDZFGlibddaVrZdMuNbqhxPza1RqOWJ1XzmFRTZ4RzKclGZFGrWrCnxu+Du2UPt50/ivPQyaB8As6uL6K/dSGTVqik/fVR7HrpQCAr0JBOEFizAbO/AyGamRNA+EUYCysGSRX4koDQVyZhkKM/FhfcXSgghhBDTgu3Z9FZ66Sv34GqPbCw7Y4Mrz/fYNvgKGw9vpGgXgSCoXNO1hkvaLp2x130yru+SKw1glKt0DHu0FTyiRiToUdk++Vlr7fs4L75E7ckn8d58s7E9tGwZsRtvJLTs4ikfoAQFegrgeRiZDKFFizBaWzESU7+v5pnSWlOxPUo1h6GSPSagTMiU13Fz4f2lEkIIIcSU5muf4doQh0qHKNol0tEUmRk6BdbXPq8OvcqGQ+vJWwUAmiJJ1nStvWCDSl/75IsD2MMDNOcc2sohUtE0RntmSmQAda2G9eyzWE89jT80FGw0Q0SuXkXsxhsxZ3VP7gBPQWuNLpXwC0VUOIzZ0YHZ3RUU6JkClXXHk+drSjWHsuUyULQoWS6240tAOYFm1m+QEEIIIaa1kl2kp9zDQHWAiBmmLTEzq8BqrXmz8Ca/OvhL+iv9ACTDCdZ0reXS9ssuyKBSayjn+igOHCKZt1hgRWlu6sDsTk+NIj25HLWnf4G9/hl0rQqASiSJXn8d0euvw0hP7d6q2vPQ+Ty6UkWlmghftASzvR2VTs+oAMt2fYo1h2I1yFCWLRdP+8RCJsmISUty5q4dnQouvL9cQgghhJhybM+mr9JHb7kHx3dm9BTYnnIPvzzwC/YX9wMQNSOs7lrDlR1XETYnPzN3vmnPpzY8QK5vH+FChdl+kvbMPCLtmSkR9Lj79mE9+RT21q3gB+spjfZ2Yr92I5HVq6d8oRvtOPi5PNq2MbMZQkuWYLa2ouLxyR7auGj0oLRcciWbXNWhYrsoIB4xaU6GCZkz7wOqqWpm/tUWQgghxLTg+R5DtSF6yocpOUWaIikyocxkD2tCDNeGWX/wV7w2/BoApmFwRfuVrOleSzw0M97onwltO9jDQ+R690CxTLuZpjO7lGRi8n/+2vdxtm3H+vnPcXfvbmwPXXQR0RtvILxixZQvdKMtC394GACjpZXQ7FkYbW1TYmrxufJ8TdlyKdVchkoWxZqD5fqYBiQiITrSUYwp8MHEhUiCSyGEEEKcd1prclaO3nIPw1aOqBmhNd42I6fAlp0yzx7ewMv9L+FrjVKwvGUF1866lnR08gOp882v1nAHB8j37cOulGmJZujqWEk6MvnTM7VlYW/aRO2pp/H7g+nKGAaRq64ieuMNhObOndTxnQ6/XMEv5FFmCLOzC3P2LIzm5ikxtfhcHD3dtWK7uJ4mGjZIREyyifCk//4ICS6FEEIIcZ6V7BK9lWBdpaEMWmLNM7Jvo+3ZPNe7mS29W3A8B4CFmYVcN/t62hPtkzy680tr0MUi7sAA5cHDVKwi6XgLC7ouIRtOY07yhwp+Lo/1y19irV+PrlQAUPE40be8hehbr8fIZid1fKcyUqRHF4qoWIzQvPmEujpR2ey0DbhGqruWay65ss1wxabqeBgKYuEgmJTprlOPBJdCCCGEOC8st0ZfpY++Si+O75GOpoiYU3u92tnwfI+XBl5k4+FnqThB4ZeuZBfXz3krc1NTP/M1nrTno/N5vP5+KsMDFL0yiWSWhc0raQ1nCKvJfSvqHjiI9fOfYz+/FXwPAKOtjegNNxBdsxoVm9pVisf0p0w1EVp6EWZnJ0ZT02QP7ay4nk/ZcoPsZNluVHcNmYp4xKQjLtNdp7pz+hetlPoT4AvAV7TWf3yS/f4d8J+BBcDrwD1a6x+PelwBnwPuBLLAeuA/aa1fH7VPC/C3wLsBH/hn4ONa69K5XIMQQgghJpbjOwxWB+ktH6biVklFZmZrEV/77BzayTOH1pO38gA0x5q5bvZ1LMleNG0zSGdD2w5+LofX14edH6KgbMKpNHNjF9EebiZmTN6HCtr3cbZvx3ryKdzXG281CS1eHKynvOSSKb2eUmuNrlTRxQL4GiOTJrRoEWZb27Qs0jMy3TVfcRgqW1QtF19DNGRIdddp6KyDS6XUauA/Ai+dYr9rgf8J/CnwGPC7wA+VUldprV+p7/Zp4I+A3wf2EASiTyilVmita/V9vgt0A78OhIGHgP9eP58QQgghppigX+UwPeUe8laeRDhOW7xtxgVZJ2orsm7WtaxsvWRGTvk9Eb9cwR/O4ff345SKlKIeOpOgI9pNZ6iFpDl5wY+2bexNm6k99RR+X1+wURlErryC6I03Epo/b9LGdjq0ZeEXimBZqEQCc/ZszPb2YD3lNCvSU7M9ijWHXMVmuHykumsiYtKcjMh012lMaa3P/CClmoDngT8A7gVeOFHmUin1CJDUWr9r1LZn68d8tJ61PAR8SWv9V/XHM0AvcIfW+mGl1HJgO7Baa/1cfZ9bgR8Dc7TWh05jzGkgn8/nSU/xPkRCCCHEdKa1pmgX6Kn0MlQdJGSGSEfSM7JYT0/5ML848AsOFA8AEDEjrO5azZUdV83IKb/Ho32NLhTwBgfRw0P4VYty0sCKmjSH0nSGW8iYTZP2oYKfr6+n/NWo9ZSxOJG3XEvsrddjNDdPyrhOh/Y8dLGILlcgHMZoacbs7MJoacaYRlnKkfWTpZrDYMmmUHGoOS6moUhEQ8Qjpkx3BQaKFt3ZOIs7U5M9lDEKhQKZTAYgo7UunGzfs81c/h3wuNb6X5VS955i33XAXx+17Qngt+rfLwS6gH8deVBrnVdKbawf+3D9NjcSWNb9K8H02LXAD87yOoQQQggxjipOhb5KL/3VfrTWM7Zf5VBtiPUHf8Xrw8G0ypBhcnn7FRdUWxHtuOhcDrd/AF3IgQYnGaWQiJA04syNtNJspjDV5GRu3QMHsZ58EnvL80fWU7a0EL3hbUSvuWbKrqfUWqPLZXSxBGiMdBpz2cWYLS2o9ORX1D1dfr1dSLHmMliqUay52K5P2FQkIiEyidi0uRZx+s74r71S6v3AVcDq0zykiyALOVpvfTujbk+1T9/oB7XWrlJqaNQ+R48zCkRHbZpaHwEIIYQQM4jlWfRX+umr9GJ5FulomqgZPfWB00zRLvLs4Q28MvAKWmuUUqxoXcG67mtJRy+MmVF+tYY/PIzf14dfrqDCYXQ6TUFZgKY71EZXuIXoJKyrPLKe8mnc119rbA8tXEj0xhsJX3bplF1PGUx7LaBtByOZwJw3D7O9DSObRYWmxwc0jutTGinIU7IpWU6jXYisn7wwnNFvqlJqLvAV4NdHrYWcqv4U+IvJHoQQQggxk7m+y1BtiMPlQ5TtCqlIckYGWTW3xuaezWztex7XdwFYnF3EdbOvpzXeNsmjm3ja1+hiCW9oED04iK4F6/6Mtlaq2FS8Mhmjie5IG2kjed4zUo31lE8+eaQ/pTIIX3kFsRtvIDR//nkdz+kayVL6hQIqFMZsbQmmvTZnp01xnqrtUqq55Cs2uYpDxfbQWhMLG2QSYcKyfvKCcqYfg6wCOoDnR/3RMIG3KqXuAqJaa++oY3qAzqO2dda3M+q2Ezh81D4vjNqnY/QJlFIhoGXU8Uf7AmOn46aAAyfYVwghhBBnYHSxnoKdJxaK0Z6YecV6XN9la9/zbO7ZTM0NPlef3TSb6+Zcz+ym2ZM8uomnXRedy+MN9OPn8qA1KtmEkcngao+cVySqQsyPdNMWzhI6z1Ng/Vwe61fHWU957bpgPWVLy3kdz+nSnofO59GVKqopSXjRIsz29mnRl3JkumvJchkqWRSrbmP9ZDwSoq0pgmFM7WsQE+dMg8t/Ay49attDwKvAfztOYAmwAbgJ+JtR2369vh2C6rA99X1egEbxnbXA3486R1YptUprvaW+7dcAA9h4vIFqrS3AGrk/1f+hCiGEENPBkWI9PQxVhwiZIVrjrTOuWI/t2bzY/wJberdQcYKgpTXeynWzr2dRZtGMf1/h12roXA6vrx+/WEKFQ8F6v3A4+B3wytjaoS2UoSvcRtI4v+sX3b17sZ7+xdj+lC0tQX/Ka9ZO3fWUtRp+Pg+eh5HJElq8GKOtbcoX53E9n2LtqOmuviZiBgGlrJ8UI84ouNRaF4FXRm9TSpWBwVFtRY72FeBppdQngceB9wNXAx+pn1Mrpf4GuFcp9TpHWpEcAn5Y32eHUuonwDeUUh8laEXyNeDh06kUK4QQQohzV3bK9JZ7GagNwAwt1lNza2zte56tfVsbmcp0NM267mtZ3rp8xgXRo2kNulTCHxrCHxhAV2uoeAyjtQVlBhlJy7cpeGWSRpzF0U6azdR5e02042BvfQHrF7/E27e3sT20aFHQn/LSqbmeUmsdvK6FIiocxuzoxOzuwmhpmdJrKW3Xp1gdaRdiy3RXcVrG/TdaKfVNYIHW+gYArfUzSqnfBe4H/gvwOvBbRwWjXwSSBH0rs8CvgFuPWtd5O0FA+W8EVWL/maA3phBCCCEmkOXW6Kv201/pw/JsMtH0jGuzUXbKbOl9jpf6X8T2HACaY82s6VrDspblM7pXpXa9oJXIwCD+8DDaczGSSVRHeyMb5WmfglcCpZgVbqcz3ELUOD+9Ff1cHmv9eqz1z6BLxWCjGQr6U77tbVO2P6V2XfxCASpVVKqJ8EVLgqmvU7jia83xRgWUDlXbRaFIRE2Z7ipOy1n1uTzpCZV6GnhSa33fuJ74HEmfSyGEEOLM2J7NUHWQ3koPZbdKKpwkHk5M9rDGVcEq8FzvZl4ZeBm3Pr2yPdHOmq61XNR80czOVNYs/Hwer78PXSiCYaJSTajIkQ8OtNZU/BoVv0azmaIr0npeCvZorfH27KH2i1/ivPAC+D4ARiZL5Lq3EL12HUZqajYC0JaFn8uB72M0N2POnh20EZmiU1+rtkux6jJUtslVbGq29J+cLBdyn8vjUkplgMXAO8fzvEIIIYQ4fxpBZbWXilMmHkrQHp9ZxXqGa8Ns6tnIjsHt+PUP2rubulnbtZaFM3xNpV8q4+eG8fsH0OUKxKKoliNTX2FUUKlrJFSMBeepYI+2Heznt2A9/Uu8g0fqMIYWLyb61usJX3bZmHFOJX65gl/Io8xQMPV1Vncw9XWKjVdrTcUOMpSDIwV5XI+QoUhGTTJxWT8pzt64Bpda6zwwZzzPKYQQQojz43hBZVu8fUa90eyr9LGpZyOvD7/GyOSteel5rOlay9zU3Bl1raNp10MXi3iDA+jhHL7lYDQlxkx9heMEleFumkPpCZ8C6w0NYf9qPdYzG9CVcrAxFCJy9dVE3/pWQnOmZmVerTW6WEQXS6hYjNC8+YS6Oqdc1dea41GxgpYhuYpNyXKxXZ+wqUhGQ2QSoSk1XjF9Td1VxEIIIYQ4Ly6EoLKn3MPGwxvYnXujsW1xdhGru9Yyq2nWJI5sYvk1Cz1m6qtCNaUws9kx+x0dVM4Pd9ESykxoUKl9H3f7DqxfrcfZvh0Ion2juYXo9dcRWXcNRjI5Yc9/LrTnBVVfq1VUU4rQxRdjdrRjNDVN9tCAoBhPxXIpWy7D5SCYrDkeCoiGDJIRk5bkzFo3LaYGCS6FEEKIC9RIUNlX7aPslGZkUHmodIhnD2/gzfybACgFS5svZk3XWtoT7ZM7uAmiNUGWcmgIPTQU9FI8ztTXYN8jQWVcRetBZZqoMXGBh18sYm94FuuZZ/CHhhrbQ0uXBlNfL7lkSlZ9hWDarp8bBtfDaM5iLlmC2dY26a1PXM+nbLmULS/ITNZcqrYLQCRkEAubpOMhWT8pJpwEl0IIIcQFxvEchmpDQaGeGRpUHiju59nDG9hX2A8E/a6XtyxnTfdaWmItkzy6iaEdF53P4Q0M4OcKaO1jJI6d+gpBUFnVFhW/RkxFJjyo1Frj7t4dZClfeLHRm1IlEkTWrCF63VswOzom5LnHg65W8XN5MBRmayvm7NkYra2T2kpkpBBPrmxTqDlUbQ/P14RDiljYpD0Vlequ4ryT4FIIIYS4QBwdVMZCcVrjbTOmIqrWmn3FvTx7+FkOFg8CYCjFitaVrOlaSzaWndwBThC/XMHP5fD7+/HLFVQ4hEqnMMLHTmkdCSrLXpW4EWVuuJPWiQwqq1WsTZux16/H6+lpbDfnzyd63XVErrwSFTk/LU3O1Jj1lNEI5pzZmN3dGNnspGRWj1uIx/EImUEw2ZwME5Lek2KSSXAphBBCzHCO7zBcG6a33EPJKc7IoHJPfg8bD2/gcDkIYEzD4JLWS1ndtZp0NDPJIxx/2vPRxQLe4BB6eAhtOah4HKOt9biBz9FB5bxI14QGle7+/Vi/Wo/93BZw7GBjOELk6lVEr7+O0JypW/9Ru26wnrJWC9ZTLr0Is70dYxJa2WmtKVsuxZrLYNGiUHOkEI+Y0iS4FEIIIWYox3fI1YbpKfdQtEvEw7EZFVT62ueN3G6ePfwsfZU+AEKGyWXtl7Oq82pSkanVK248aMsOelP29aFLRQBUUxNGJnvCYyp+bVRQ2UlLKENsAoJKXathb3kea8MGvH37GtvNri4i111HdPXVU7bXIwTj93M50DroT7l0KWZr63lfT+n7mpLlUqo5DBQtivWAMhY2pRCPmPIkuBRCCCFmGNd3g0xlpYeiXSQWitGWaJ1RQeXrw6+zqedZ+isDAISNEJd3XMGqzqtJhqdmhdGzpTXocqk+9XUgmPoaiwTtLswTv5U7X0Gle+AA9vpnsJ97Dm1ZwUbDJHzF5USvewuhxYunbHZNa40ulfDzRYxoBLOza1L6UzquX89QOgwWbUqWg+tpYmGDVCxMJDQz/u2K47Mcj4PDVV45kGfl7AyLO6fvB2MSXAohhBAzhOu75KxcPVNZIGpGaY3PnKDS8z12Dr/KxsMbGa4NAxAxw1zZcRVXdVxFPJyY5BGOr0Zvyv4BdC6Hbwe9KY3jFOgZbSSojBkR5kY6aA1lxz2o1LUa9vNbsZ55ZkyW0mhrJ3rtOiJr12Ckpu4bZO156Hw+qKSbaiK8dAlmezsqnT4vgbDvayp20CokX3bIVx2qtouvIRYxyCTChGX95IxVsVz2DVbYO1Bm70CZw7kqWoPr+3i+5p1XTs2+rqdDgkshhBBimvN8j5w1TE+5l4JdIGqGZ1RQ6fou2we3sblnE3mrAEAsFOPKjiu5suMqYqHJbQMx3o7tTWmgmpowm7MnPe58BJXugYPY69cfP0u5bh2hi5ZM2TYiUJ/6ms+D52E0NxNasiSY+noepuvWHI9yLchODpdtKraL42lChiIeMWlNRTGluuuMlK/Y7B2osG8wCCb7C9Yx+2QSYdpTUZZ1n/+1veNJgkshhBBimgqCyhy9lR7yVp6IGaE13jJjgkrHc3h54CWe632Okl0CIBFOsKpzFZe1X07UjE7yCMeP1gTTM4eG8AcH0dUqKnr83pRHq/oWJa/SCCpbQhnixvi9NrpWw966FWv9NM1S+n5Q9bVURkUimB2dmN1dwdTXCWwlMrr35HDJolhzsdygBUs8Ysp01xlKa81AyWLfwJHMZL7iHLNfWzrK/NYk89sSzGtLkk1EGChadGen7rrk0yHBpRBCCDHN+Nonb+XoLfeSs3KEzBAtsRZM4/ytEZtIlmfxUv+LbOl9jopTBaAp0sTqztVc0nYpYXNqtq44G9oNpmcGvSnzaM/FSCZR7Sef+jq6+utEBZXugYPYz6zH3nxUlvLyy4hee+3Uz1JaFn4+j3ZczFQK8+KLMdtaUanUhE19tV2fYjWY5jpUsqjaLp6GaMggFjaluusM5Puaw/lqI5jcP1ihbLlj9lEKurNx5rclmdeWYF5rkmR0ZoZhM/OqhBBCiBlIa03BLtBb6WW4NoShDJpjzTMmqKy5Nbb2Pc/Wvq3U3BoAmWia1V1rWNG6kpAxc962+DULncvh9fWjS6Vg6muqCSNy8mmsWmsqfo2KXyNmRJgT6aB1HINKbVlHspR79za2T6ssZbmMXyiiwmHM1tagN2VLC+oUr+3ZqtkexZpDrmIzXA7WTioUiahBczIivSdnGNv1OTgcBJL7BiocGKpgu/6YfUKmYk5LkJGc35pgTkuCaHhm/J0+lZnzV1oIIYSYwUp2kd5KL4PVQQAy0cyMCbZKdomtfc/zYv8L2F4wfaw51sza7rVc3LxsxgTPx0x9rVRR8RiqpfmUU1/9elBZ1TXiKuhT2RJKj9uaSu/QIaz1zwRZylqQLcYwCF92GdG3XEvoooumdpbSdoIspW1jNDURvmgJZlsbKpMZ90yh1pqK7VGqOQyWbAoVh5rjYpqKRCREezqKIdnJGaNqe+wbLLNvoMzegQqHclV8X4/ZJxYxmdeaCDKTrQm6s/EL9kOFmfFfJSGEEGKGqjgV+ip9DFT7cX2PdDRFxJwZfe76Kn0837uFV4dexdfBJ//tiTbWdF3DRc0XzZi1o9r10IUCXn//2Kmvp6j6CkFQWfarWL5FwoixINxNcyhN1Dj3qcHadrC3bsVe/wzum3sa243W1iBLec01UztLOdJGpFhEmSGM1hZCXd0YLc3j3ptypLprseYyWO89aTk+YVORiIbIJGIy3XWGqNoe+wbKvDlQ5s3+Mj35oJLraOl4mHmt9cxkW1I+UBhFgkshhBBiCrLcGv3VAfoqvViuRTqaJhqa/gVsfO3zZn4PW3q3sL+4v7F9VtMsVnetYVFm0Yx5k362U18heJ1KfhXbd0gacWZFZ5M1m4iMQ1DpHT5cz1JuRldHZSkvvTTIUi5dOrWzlI6DXyhAtYZqShJetChoI5LJjNu4tdbUHI+KFWQohysOZcvB8TTRkEEiYtKcnBkf8lzoTieYbG2KML89ybzWIJjMJsIz5u/UeJPgUgghhJhCHM9hoDpAb6WHilslFU6STk7v0vQAtmezY3A7z/c93+hRqZRiafNSVnWuoivZPckjHB/Hnfoai57W1FcAT/uU/AqO75IyE8yNdZAxmwirc3vL5lcqOFtfwN68GfeNNxrbjZYWIuvWEb1mLUYmc07PMdH8cgVdKAAao7kZc+lSzJaWcWkj0ggm7aBdyFDZpmZ7WK6HBmJhQ6q7zhBV22XfQOWUweSC9iYWtAfBZDo+c4qITTQJLoUQQogpwPVdhmtD9JR7KDkl4qE47fG2af/peMku8UL/Vl7qf6lRpCdqRri0/TKuaL+SdHT6B84A2vPrU18H8IeH0a6L0XR6U18BPO1R9Cp4eKSMJPNjXWTMJkLq7Nebas/D2b4De9MmnG3bwK1XsFQG4UtWBlnKZcumdpbSC6YU63IZlUhizp2D2dmJkc2eVrB+wvNqjeX4lG2Xcs0lV7GpWF6jVUg0bBCPSHXXmSBXsdlX7zG5b7BCf6F2bDCZirKgLcnCejCZkmDyrElwKYQQQkwiy62Rs/L0V/so2AXioTit8dZpv96wt9zL831b2Dm0s7GeMhPNcFXnVaxsvWTGrBvVtoOfy+P19aKLRVAK1dSEET29Kcye9in6FTztkjGa6Ag3kzaTmGcZVGqt8fbtw960Gfv559HlcuMxs6uLyOrVRFZfjZHNntX5zxddq+Hn8+B5GJksoYULMVpbMZLJsz6n5Xj1vpMuw+WjgsmQQUyCyWnP15q+Qm1MMFk4To/JkcykBJPjT4JLIYQQ4jzTWlNySgzVhhisDmJ5VaJmjLZ427QOKn3tszu3i619WzlQPNDYPjs1m1Udq1iUXTytr280v1LFHx7G7+vHr1RQ0TCqOYsyT++t1eg1lWkzSWekm4zZhHmWr483OIj93HPYmzbj9/c3tqumFJGrVxFZsxpz9uwpHThp30cXi+hiCRWLYnZ2YXZ1Bm1EQmf+ltX1/How6TFctijWXCxHgsmZxPF8Dg5VG4Hk/sEyljO2LchIj8mRtiBzW5M0xSQEmijyygohhBDnieu75K08g7UBclYe3/dIhhOkIqc3dXKqqjoVXh54mZf6X6RgFwEwlGJp88Vc1bmKrmTXJI9wfGgNulDEGxxEDw2iLRuViGO0tZ721NIj1V9tmswE82KdZM2ms8pU6moVe2Qd5e7dRx4Ih4lcdhmR1VcTuvjic5o+ej7oahW/UEC7HmYqhblsGWZbK0b6zKZMe76mYrlUbJd82SFfDVqEeBoipiIeMUnHparndFa2XPYNltk/WGHfCdqCREJGvcdkgnmtSea0JGSt7HkkwaUQQggxwapulVwtx0C1n5JTImSESIWbCJvTeypWX6WXrX1b2Tn0Kq4fZITioTiXtl/K5e1XkIpM3TYWZ0K7Hjqfx+vvw88VQPuoZNMZFcDRWlP2a9T8GkkjwezYbJrN1BmvqdSeh7vjVazNm3FefvnIOkoUoYsuIrL6aiJXXD7urTjGm3Yc/GIRKhVUPB5kKTs7MJqbUadRTReC9iBVx6NiBS1ChsoWNdvD9XxCZrBmsqUpimlIMDkdaa0ZLNnsr2cl9w2UGSzZx+yXjIWYX28LMq81SVcmhiE/80kjwaUQQggxAXztU7KLDNWGGKoNYXkWsVBs2q+n9HyPXbnX2dq3lUOlQ43tHYkOruy4kotblhEypv/bC+166HIZv1jAHxzCL5VRIROVTqHCp/+hgNaail+jomskVYyF0dk0h1JnXP3VPXAQe9Mm7Oe2oEvFxvZptY7S9+uvaRFlmhiZDObixRjNzRhNTac+flR7kGLNIVd2qDgututjKIiHTTKJMOELtHn9dOd6Podz1SCQHKxwYLBC2XKP2a89HWVea5K5rQnmtSZoTkam9cyPmWb6//UXQgghphDHd8hbeQYq/eTtPADJcHLaV0UtO2Ve7n+JlwZepGQHRWIMpbioeSlXdlxFd7J72r/BGxNQDg2jy2W01hixOEZryxlPL634NcpelbgRZUG4m5ZQ+oz6VPr5PPaWLdibNuMdOhLIq6YmIqvq6yjnzJnyr3sw7bVYr6DbRHjRIoy2doxM+pSvac32GhVdh8o2VTsIJiFoD5KMmLRIv8lpR2tNvupwYKjCgaEqBwYrHM5V8Y6a4hoyFbOagyByXmuCua0J4hEJX6Yy+ekIIYQQ42Bk6mt/tY+yUyZshMlEM9M6i6e1pqfcwwv9W3lteCeeH7ypT4QTXN5+OZe2XUZT5NQZp6nsZAGlas5inGaBnsb5tKaqLcpelZgRYV6kk9ZQhqhxegGQth2cl1/C3rQZ59WdUK+0ixkifMlKImvXEF6+fOqvo3ScoDhPtYqKxTA7Oo5Mez1JJd3RFV1zFZtybWx7kETElAb205Dj+RwartaDyeCrWD02K5mImsxtTTaCye5snJBkoqeV6ftfPCGEEGKSjVR9HawOMlQbpOZZJGZAK5GiXeTVoR1sH9zGYHWosb27qZsr2q9kafNSTGNqBzcnc0xAWSmj/bMPKCGYBl32a9S0RVxFmRvpoCWUIW6cuiWJ9n3c3buxNz+Hs/UFtFVrPBZasJDI2tWEr7gSI5k443GdT9r30aUSfrmMUgojkyG0aBFGS8sJp72erKJrJCS9JqcjrTW5isP+wTIHhqrsH6rQm6/ijy3iilLQlY0ztyXB7JY4c1oStMgU12lPgkshhBDiDHm+R8HO018dIG/l8HyPZGR6T311PIdduV1sH9zGvuI+dL3LeMgIsbR5KVd0XDmtq75qxw0CylLx2IAye3YBJYCrPUp+Fdd3aTLizIrMJmM2ET3F9Fftebi7duO88AL2iy+NWUdptLQ01lGaHR1nNa7zya9Ugiyl62E0pQgvXIjR1oaRyRyTYdVaU7U9SpZLoWKTqzhUbQ/P10RCUtF1OvK1pjdfY99AvfDOYPm4WcmmWIi5rQnmtARf3dm4VHGdgSS4FEIIIU6T7dnkrBz9lX6KdgHDMGgKNxExp+eaL601h0oH2Ta4jdeGX8P2jlRinJ2azcrWlVzUvJSoeers21Tk1ywol/EKBXQuj65Vj0x5PYeAEsD2HUp+FYC0kaAtliVjNp20+qv2PNzXX8d+4UWcl15Cl0qNx1QiQfiyy4isWU1o0aLTbm0yWbRt4xcKYFmoWByzqwuzowMjmz1m2qvtBtnJUs1huGxTtlws18dUEI+YNCfDMvVxGrFdn4PDQSuQkbYgI+tgRxhG0FtybmuSOfWsZCYu05kvBBJcCiGEEKdQcSoM1YYYrPZTcStEzSjNseZpOzU0b+XZPridHYPbyFn5xvZMNM3y1hWsaFlJNpadvAGeJa2D4jG6VMbPDaOLRfyahTIUKh5HNTdjnONaxZpvU/IqmIZJSyhFWyhLk5HAPME0aO15uDt31gPKl9GVcuMxlUgSvvwyIldcTmjp0qm/jtLz0MUSulyGcBgjm8Xs7gqqvSaOTNl1PZ+q7dXXTToUqg41x0NrTTQUrJtsliI800ap5rBvsBL0lhwsczh37BTXaNgYtVYyyaxmyUpeqCS4FEIIIY4jmPpaYLg2zHBtCNu3SYQTtMXbp+Wn77Zn8/rwa2wb3MaB4oHG9ogZ5qLmpaxsXcmsptnTbq2o9nx0pYIul/CGclAuoW0bQiFUPIGRSp3zz6vRTsSvETPCdIVbaA1lSRqx455buy7uqzuxX3wR5+WX0ZVK4zHV1BRkKK+8gtCSJVM/oNQ6KHJULAEaI5XCXHYxZnMzKp0GpbAcn0rJouZ45CoO5ZqL5Qb9JsOmQSxi0tYUkd6D04Dr+fTka0HRncEK+4cq5CvOMful4+EgkGwLAsqOTEymMgtAgkshhBBijKpbDVqJVPspO2UUimQ4SSaUmeyhnTGtNQdLBxrTXh0veJOoFMxNzWNF60qWZJdMu2m92nWD7GSpiD+UC4I3z4NoGBWPj1u/R0e7lP0aru8QN2LMi3TRHEodt0hPI6DcuhXn5VfQtWrjMdWUInLF5YSvuILQ4kVTPqAE0LUafrGIth2MZAJz3jzM9jb8VBpLKyq2R2WwQq7iULOPVHQNm4poOKjoKlNdp7bTbQeiFLSnY42s5Ly2BNnE9PqbIc6fMwoulVJ/CrwXWAZUgWeAe7TWO09x3L8D/jOwAHi9fsyPRz2ugM8BdwJZYD3wn7TWr4/apwX4W+DdgA/8M/BxrfWRBQtCCCHEWfC0R9EuMlQdImcNU3Mt4uEY2Wh2Wk59LdpFtg1uY/vAK2OmvWZjWVa2rmR5y4ppV3xIWzZ6ZP3kcG7U+skYKpNGhcbn83Jf+1R9i6pfwzRCpI0ELZFO0kbymB6V2nFwdu7E2frCsQFlOk3k8ssJX3nFtFhDCfWgvVBAV6qoWBSjuQW3vYNqIkXVCFOsOhQPFqk5Hq6nMZQiGlbEIibpREgyV1NczfE4nKtyaLjK/sGgHUipdvx2ICNFd+a0JJjdHCcann5/B8XkONO/xG8D/g7YXD/2vwA/VUqt0FqXj3eAUupa4H8Cfwo8Bvwu8EOl1FVa61fqu30a+CPg94E9BIHoE/XzjtTj/i7QDfw6EAYeAv57/XxCCCHEGau6VQpWgYHqACUnqNaZDE/Pqq+u77Ir9zrbBraxr7iXerHXxrTXS1ovYVbT7Gk1pdev1aBUwsvl0YUCfrVWXz8ZG5f1k6NZvk3Zr6HxiasYcyOdpM2mY6a+njKgvOIKIldegblw4fQIKH2/XkW3hNbgJlPU5s+ilkiTNyJUaj52uYavK4RNg2hIspLTgeV49ORrHBqu1r8qDJbsY/YzDOjMBO1ARgrvNEs7EHEO1Eip8bM6WKl2oA94m9b6FyfY5xEgqbV+16htzwIvaK0/Ws9aHgK+pLX+q/rjGaAXuENr/bBSajmwHVittX6uvs+twI+BOVrrQ6cx1jSQz+fzpNPT702DEEKI8TGSpRyuDTFcG8byLKJmlGQ4Oe2ylFpreis9vDLwCjuHXsUaVe11TmoOl7RdwpLsRdNm2qvW1NdPlvGHhoKeiZaNMg1UPA6x2LgGbK72qPg1LG0TU2HSZhPNZpqUmRhT9bURUD6/FeeVbdM+oISgfYg9nMexHGrROJV0M4VEmlosiUtwDdFwEExGw4ZkJacwx/PpydU4nKtycKjCoVyVgaLF8d7iZxJhZjXHpR3IFDVQtOjOxlncmZrsoYxRKBTIZDIAGa114WT7nusckpEFKEMn2Wcd8NdHbXsC+K369wuBLuBfRx7UWueVUhvrxz5cv82NBJZ1/0owPXYt8IOjn1QpFQVGL4qYWj8lIYQQ51XNrdXXUk7/LGXRLvLq0A62D25nsDrY2J6OpFjRtpIVrSvJRrOTN8AzoF0vCCgr5aAgT6lekCdSXz+ZTo9rFsXXmpq2qHg1TGWQNOLMCbfTZCbGrKX083mcV3fi7NiBu2072qo1HlOZDJHLL59WAaXn+VjFClahiFWqUDbDVBIZam0tuKk0ZixKLGyQCpkSbExhrufTV7A4OFzh0HCVw7kqvfnacQPJdDxMd3OcWc1xZmWD22RUyq2IiXXWv2FKKQP4G2D9qOmtx9NFkIUcrbe+nVG3p9qnb/SDWmtXKTU0ap+j/SnwFycZlxBCiBnu2CxljagZnZZrKWtujdeGd/Lq0Ktjqr2GDJOLmpeyonUlc1Nzp0W110b/yWIRncuhazXw/KAgTyKO0Zwd9+d0tUfJr+L4DgkjxqxwG9lQE0kjjqEMtOfh7NqFu30Hzo4deAcPjjl+OgWUWmscV1OzHaxCmWquQLVSww5HcOJNeF0LCTU3E8k00RwypYrrFOX7mr5ijcPDVQ7Wp7f25mvHFNwBSMZCzMrGmd0cDwLKbJxUPHycswoxsc7l44u/Ay4BrhunsYy3LzA2Y5oCDpxgXyGEEDPITFlL6XgOb+R38+rQDvbk38TXR5rLzUnNYVnLci5uvpho6NjqpVOJ9nx0tYIuV/CHh4NKr5aFMhUqFkNlMyhzYjIqwVrKYBpr2kjSFusibSYJqxDe0BDOjhdwtu/Afe3/Z+/N4yO5ynv959TWi9Tq1jKrlxnbM/aMTRzABBhyDSZ2sA02JpjLEt+bOBCTzZCwBJJAiMklPwgJlwvhAglOWALExgH7YrMYMLaBYGxiYlZ77NlHM9JoV6vX2s7vj1PdammkGWkkjaSZ99GnPlV16lTVqTqt7vrW+573fRJdr0/Z1z77bNxt23AvuhB706YVKyiDSFMPQvwwploNKI+OE06UCaKIOJVGdXbhbO7GLeRpy7Uvd3OFGYi1ZniizuGxanOcZN9YlTA6WkhmPJsNhQxndGXMvDNDR8aVcZLCiuCEvsmVUh8BrgGer7U+nmDrB9ZNK1uXlNMyXwf0TavzWEudtdPa4ABdLftPQWtdB+ot9Y/TTEEQBGE105qXshHxNe2sPitlrGMOFPfz+Mjj7B7bhR9N5phbk13Dtq5tbOvaTs5b2aM9dN1HVyrEpRLx6Bi6WoUwANdDZdJYHQvPPzkbsdZUk7yUKctljdNJp5OjPXKJn9pL8PjjVB5/nPjIVKcp1d6Ou20bzvbtuNsuwMqtvHschDF+FOOHMfUgolQPqZVrRKUSVKsoS+F05HDO2USqkYsytbJfPpxu1IOIgWKNvrEaR8Zr9I8bi+RMQtJzLOPWmlgjz+jKUsiKkBRWLvNNRaIw6UB+A7hMa713Drs9BFyOcaFt8OtJOZjosP1JnceS83RgxlJ+rOUYBaXUJVrrR5OyXwMs4OH5XIMgCIJwalEJKhTr4wzVhij5JZRSq85KqbWmr9zHEyNP8OToTipBpbktn+pgW9d2tnVtozvTs4ytnB2tMVa/WhVdrRGPj5txlNUa2lJYqRQql0O5Szveq+H6GsYBWSvDJncdHQMl7CcfJ3jiCYq7d0PYknpBWTibN+FcuB1323bss85cMdZJrTVBpPHDyFgk/ZhyPcQPI4JIQ62KVa3ihnW8VAon34Hacg50dKDb28ERl8jlRmvNRC1sjovsH6vSP15jtOzPOEbSsRUbkrGRjam7PSXBlIRVxXy/5f8vJvXHdcCEUqox3nFca12dZZ8PAQ8qpd4CfAV4NfAs4PUAWmutlPo/wDuVUk8xmYrkMHBXUudxpdTXgU8opX4fk4rkI8Btc4kUKwiCIJxaBFHARGDGUo7VxqjHPhknTWe6c9VYKWMd01c6zFNjT7FrbBfF+mQAvoyT4YKuC9jWtZ0NbRtWnJVCx9qMk6xWiasV4vEJqFbRfh0dg/JcVDqF6unGOglirdX1NV/SdO0ZwntqP/ETT+GXJqbUtfIFnO3bcLdvxzn/fKy27JK373joWE9aI8OYqh9SqRtRGUQNV2iNF9RI1Wu0xTFWJo1e34XuXoPO5aCtHb1ChPHpSBjFDE7U6R+rcaRY48h4lf6xGlU/mrF+LuOwLp9hfT5tpkKGrnZPhKSw6pmvuPyDZP7AtPLfAT4FoJT6FLBZa30ZgNb6+0qp3wTeg8mL+RTwsmlBgN4PtGHyVhaA7wFXteS4BLgBIyjvw0SJ/SImN6YgCIJwGhDGIaWgxHhtnLH6CNWwhlKKdredvJM//gFWAFEc0Vs6yFOjT7F7bBflFgula7tsKWxhW9d2zs6dvaJEsg7DREzWiMpldLEItTpxEJi8k64L6RQq135SxCRApGOqcZ1abYL2/QNs2NVP5qleVN8ASkHzkd71cLduwdl2Ae4FF2CtX7+sYr0RbKceRlOEZD2MCCON1mDZ4NkWKRvawjp2rWoCHmXS6PXr0J1dRLkOyGZBxMhJp1QLmiKyf7zGkbEqQ6U6cXx0XaWgJ5difWFSSK7LZ2hPS9RW4dRkQXkuZzygUg8C92utb1nUAy8QyXMpCIKw+oh0RNkvMe4XGa2NUAkqKKXIOBnSTnpVREYN45D9xf08Nfoke8b3UAsn35umbI9zC+extbCVzflzcKyV8cCp6z66VkNXq8QTE+hS2bi9RiHYFspLQ8pDeSc3f6bWmmpYJeo9SGrXQbK7DpPZ148d6RaLj8I+60wzdnLbBTibNxvxuwzMJiQbFkmtwbYVrq1wbQvHVlhRBNUKqloFDWSz6K4udKET3Z6DdHpZruV0xA9jBidqDBbrHBk34yOPFGuUa+GM9dOezbqONOsLRkSuzadZ15HGsVf+95SwMpA8l9NQSuWB84CXLOZxBUEQhNOHWMdUgjJFf4KR2jDloEysNRknTVema1UISj/y2Tu+l6fGnmTf+N4pQXmybpYthS1sKWzhrBVgoTTjJY1VMq5UiCeKUKkaMRkDro3yPFS+A+Usg/jVmqDvMPGTu3Cf2k/nvj6cWoijbCwslAKr0Gksk9u24VxwPlb7yY+IOt21teZHyRjJmCDWoDXKSiySrkVb2jaCOIqgXkeVa+D7YFnotizxps3QkUfnOmCZxPHpQj2IGJqoM1CsMzRRY6BYZ3CizljZn7G+UtDVnkqskGZan09LxFZBYJHFpdZ6HDhzMY8pCIIgnPporamEFSb8CYarw5TDMnEcknLSqyba63h9nL3je9gzvofeiYOE8eRYq3avna2FrWzt3MrG9jOWVSDrKG4ZL1klHh+DWo24HoBKxkt6aVQ2i7KX4b5rjRoZgyd3o5/ajbPrAOlyFRsLW9nYWFjZDpytW3C2bsXdvg1r7dqT+lAfx5p6aISkH0ZUEyEZRHEz4ucUIWmrScuq7xvLZL1uggtZNqTT6HwBXSgY62R7OyyHkD/F8cOYwWKNgeKkgBws1hivBLPu05Z2WJNLsbYjEZGFNGtyaTxn5b/kEoTlQL65BEEQhGUhjEMqQZlSUGa0Nko1rODHAWnbo8PLrRgX0dmI4ohDpUPsHd/D3vG9jNRGpmwvpAuJoDyfddl1y2LRaFola3V0rUZcKqFLJeP2GoZmvKTnQTqD1ZFfNquLGh3H3nMA9dQ+1FN7UKNjoBQ2lrFQem14W7bibt2Kc/75JzWqa5REbK2HZl6qh9SCiDCMCZNk9rZlXFvTro2TbhGScQy+jyrVwK+j4hjtuuh0Gr1+PTqXR2eykMnASXYxPpWJYs1wqc5A4sY6UDTLo7NYIgHa0w5rOlKsyaWnzNtSK/t7SBBWGvIfIwiCIJw0amGNclBmwp9g3B+jFlaJtSZlp8i6WQr2yn7ALvkl9hX3sXd8D/uL+6a4uyqlOKP9DM7Jn8M5+XPpTnefVLGmNeD76FodXTcurro4AX4d7ftm/J6TuLjm2rGWy9UyjrH6BrH2HsTeexBr30H02Dhax4ARZradwj3nHNLnmyA8zqZNJ2XcZGvqj3oQUamH1AKTVzKKYpRSOJbCcSwyKQfHmpZHOwyhUkfVa+AbSzCpFDqTRW/YYCK6NsTkcliFTzFirSlWAgaKiYgcrzNQrDE0USeKZ44p0pZ2WNeRniYkU2RFRArCoiD/SYIgCMKSEemIalChHFQYq49SDsrUozqWskg7aQqplZ06JNYx/eX+pnVyoDIwZXvWzbK5YzPn5s/l7I5NpJ2TF2xFB0kE11qNuGZyS1JPhGQcg20nVsm0yTG5XGkq/ADrwCHsvb1GTO7vNZFm0WgdE6NQloVz1tl4W88ne8GFpM7bglrCwDUz5ZCs+CH1wOSQjGONUibvoGtb5NIOtqWmHwSCAGo1IyajCGzHuLgWutD5vAnGk81CKi1RXU+QWGtKtZDhUp2Rks9Iqc5wMh8p+0035Ol4jsXaDhNUZ21HinX5NGs70mKJFIQlRv7DBEEQhEXFj3zKQZlSUGKsNko1qhHFIa7tkrEz5Lzcig16EeuYoeoQBycOcnDiAL0TvfjRVFe69W3rOCd/Lufkz2Vtdu1JGT9pUoHUEyFZN0F3arUk6E4MKkkHkkqh2tqWZ6wkmPGSo+NYvf3Y+w5i7e3F7u2DWKPRxGgiHaNTHvGmM/HOO4/0eVtpP+d83PTS5JuMY52MjTQWyKMjtmpU4tbq2RYZzz5aSJoDQb2GqtWMqIw1eJ5xce0+E93eboRkJisBeOaJ1pqJExCQAJYFPe2pZmTWhqDMZ13JGSkIy4CIS0EQBGFBaK2pRcbddbw+TtEvUk/SbaSd9IoeP6m1ZqQ2nIhJM7WmCgFIOSk2dWzinI5z2ZzfTJvbtrRtagTcqdeJq1UzRrJSQftBc5wkroPyUqhCHmUv071tCMmDfVi9fdi9/Vi9/ahKdbIKmghN2JEl2HwGnLuZ7HkX0HbmJtqdLLZaXBEcNq2RZl6uh1SDiDCKCRKBYrUG2knZWDMJSTAurrVETIaB2TGVQudy6HwnZNvQmYxxcV0uq/Aqww9jRkp1hkp1hibqDE/4DJXqDE/U8cMZkkQmKAWdbR5d7Sm62jy625Pldo9C1pv5ZYAgrBJMgLCIehBTC2b/P1gtrMxfe0EQBGFF03B3LQVlxupjlP0SfuxjWzYZJ0PbCk0ZorVmvD7OgYkD9E4c5MDEASpBZUodz3bZ2H4GZ+fO5qzcWaxZQuukjrWxPtZrJuDORAldLoMfEAdJ9FbXNVNHDmu5IogmEVyt3j6sg/3YvX1Yh/pRldpRVWMLgvXdVM9aR7h5I86555LvOYMup42slcZehHsZRZogiptTw621YY2Mk/F2ZnykIuM55KaPj5x2ffh1kxKkVjNWSddBp9LotevQHR2TYyVTqQW3/1QmjjXj1YDRss/QRCIiEzF5rKisSkGhzaNbBKRwitOIMl0LTHRpS4Hn2rSlHDZ2Zii0re7vGBGXgiAIwpwI4sC4u/olRmsjTXdXz/ZIu2nydn65m3gUWmvG6mP0Thykt9RL70QvE/7ElDqOZbOx/QzOyp3FWbmzWZddtyTjQE3kViNgdK1GXC6jSyWzHoToWKM8x4yTbG/DXi7XyihGDQ4bS+ThI2aaRUhq2yJevwb/zLVUNnZT39gNG9eT9doo2Dna7SwZK3XCgjKMNEHizhpEMfUgphoYERm2pP1AgWsrXMsiPdP4yOnE8eRYyUawo1QKnU4Tr1kHDRfXdEZSgsyAH8aMln1GynVGywGjZePOOlr2Gav4xMcwvmQ8m55ciu72FN05j55cip72FJ1tHo698l5ICcJCaKQtqgcR9cQ679iKlGuztiNNLuOScW0ynk3KXbnxB+aDfGMKgiAIMxLrmFpYoxpWKPpFivVxqonLaMpJrUh311jHjNRG6J3opbd0kEMTvZSnWSYtZbGhbQNndRgxuaFtw5Jch6776HodXasTV8ro0oRJCdIYr2fbqJQHmQwq7y3P+LB6HevwANahI5NCsm8AFUZHVdW2RbxhLfGZGwjOWEv1jG7Ka3PgOqSUR87Oss5uo83KkFbenMfVRpEmjOMkRyQEUUQtiKj6k5bJONZowFKJNdK2yHgOtsXc7ttMLq7ptLFI5jsnA++kMxJ4B5PKo1gNGK/4jFUCxsp+IibNvFQLj7m/YysKWWN97MmljJhMBKUE1BFORWJtXoQFDa+KMKYxUjjl2mRTDhsKLtmUQ9ZzSM82tvsUQP7DBUEQBMBY+epRnWpooruO18epJbknbWWRdjJ0rTB311jHDFYG6S31cmiil0Ol3qYAbmBbFuvbNnBm+5mcmTuTDW0b8RYx5YkOIxOh1a+j674ZJ1kum4A7gQ9RDLaF8lKQTi1P5FatUWNFrL6BREQm86ERmCFWik55xBvXEW9cS3zGeqKN66iv66Rmh9TjAEfZZFSKjU477VaGrJXGs2a2tOpYE8a6Oe4xjI3FsRYkbmGxsUJGsTbpVADLUjgWOHO1RE7H96dGcXVmcHHNZk/b3JJ+GDNe9RkvB4xVAsarPmPlgLGKz3glYKIWNPtiNjKebcZBtnkU2jy62s1yZ5tHLiPBdIRTkzg24rHhgh9EyYsvwHUsXNsin/Vo82zSnk3KMfP0KWKVnAsiLgVBEE5jjJisUvHLjPvjVMMq9aiOQpFyUmTcLPkVlHuyFtboL/fTX+6jr9zHodKho6K5OpbDxvaNTTG5fpEskzrWRkTWjZCM63XiUgmqJnqoDpLxZLZCOS54yxS5tVTB6h/E6h8w+SSTuarPnEA+zucSIbmO+Ix1xGesR3flCVRMPfap6wCtNZ4VkrUybHTX0GZlmu6uWmuiGKp+RBQnAjKK8YOYehhRC2OiSBNpTRRrGpLDthS2ZcR/2rVxLDV7cJ1jkYyXVNWamWuNdl10OmOiuOZyk1FcTxMX1zCKGa82LI5GNI6VfUYTS2T5OJZHMNbHfMYln/XIZ92mkOxMRGTGOz3upXB6Ek0TkWEiIm0Frm3jOorOtLHEGxFp4TkWnnPqWiTninwzCIIgnEYEUUA1rFAJjWWyHFTwoxoaRcp2STnpFZMqxKQFGaSvZIRkf7mfkdrIUfUaAXjOyp3FGe1nLsqYSe0HaL8OdR/t+8TlErpcmRSRWhv3SdcxQrK9DeU4J/e+1X2sgSFjjewbNPP+QdREeeZrsi302m7j2rpxHdEZ64k3roX2NpP3UYfUdYCvfXQ0jmu5pJRHl91BRqXwdApbO4QB1KOYUlSnFpgIh2GsiSIz14AClAWOUti2IuVaiZhchPsTBCbwjl8HPzD9kPLQmSx6w0YzXrIRfOcUjeIaxZqJamAEZCUZ61gOmmMei9XjWx49x6KQNeKx0OZSSERkIetRyBr3PbE+Cqc6YTRpgQxC8x0Gxt3edSxSjkU+49GWdpoCMuXYeI51Yi/DTgNEXAqCIJzC+JFPLaxSCasU/YaYrKN1jGt7pOwU7V7bsru6aq0pBaVERPbRV+rjSOUIYXy0hSWfyrOhbQPr29ZzRvsZC4rmOqNLa6kEvm8EZmzGHirHMXkk02lUe/vJtUYGAdaRIaz+IVT/INaRQWOZHBmfdZe4u0C8fg3x+rXEG9YQb1iL7ulsWu5irQl0YMRkOA5a41kOnvbI6XY8UtihQxw6+EHERBgTRXXCuEasJ62PjmXEo60UXmoeYyDnShia3JJ1H4Ik8E4jimtXNzrXAZnMKTVeUmvjMjxeCcyUjH2cXJ6b26pjKwptHp1Z46payLpmPVlOu/aKeIkkCCeDhoj0k3GRUSIibUvh2lbyssWjLeWQcu1ERJpy+T+ZHyIuBUEQTiH8yKcaVk0Qnvo45bDaFJOO5ZJyUrS5ncsqJrXWTPgTDFSOMFAZ4EgyLwdHW9w822sKSTPfQNbNzv+cUWzGP9aDY7i0KuPS6rrgeqhsButk5pAMQqyBYdSRQaz+IePO2j+INTI247hIAN2eNZbI9Wsm5+t7jkqXEWuNrwP8qIQfh+gYlLZxYoccBVTkokMLHdqUI814rNGEKBU2A+ikXIu2E3VdnQthCL5vxkkGASqO0a5xL9b5AjqfN0IynYF0elW6uGqtqfgRE9WAYjWgWA0p1oLm+ng1oFgJjpnzsYFtKTqyrhGNTQHp0dlmXFjbUifZki4IK4DjiciU69DdbgLsNCyQKdfGtZX8vywSq++bWRAEQWjSGDNZC6tNN9cg9onjGNdxSdtp2tzssonJWMeM18cZqAw0xeRA5chRQXfA5CDsyfSwoW1DU0h2pucnhHUYGaHo+yZaq19Hl8voahXCAB2Ey+vSGseoYgk1MIw1NII1OIIaHMYaHDEiMp5ZRepspikc43VrjDVy3Rpon1lox1pTj3wqUZ1qFJiYQtrGjlycsB0rdrEiBx3b1JRCNaOwKryUjXOsnJCLcA/wfSMkfd+ISgDHNkIylzMRXDMZdKYhJJcpLcs8CKOYiVpIqRYw0SIax6vJetVYHJvpU45DW9ohn3HpyLjkG+6rzWVxWxVOb+YuIl1Sjnk55jkiIk8GIi4FQRBWAUEcEEQB9ahOEAdUgyqVsEw1rBnLJBpvmd1cG2lApgrJgaMC7oBxnezO9LA2u5Z12XWsza6jJ9MzpyiuWjNpbQwCtG9SfsTlsrFENkQkiYhsurRmUDn35ERqrVSNYBwcRg2MTArJoWGUP3swFZ1JGfG4flJAxusTETnDA5FOguQEYUg5CqhGPrUwIIhidGTjxh4p3Y6rPTxcPNs1ItKycD0LWy2xiEyEvgoSEam1GYzpeehUCt3ZiW5rNzkmUynj2rpc+T1nIY41pXporIuJcJyoBZRqDcFotlX9o9O3zEZb2iGXiMdcIiBz6UQ4Zlw6si6u5HwUhKNEZBhplDq+iPQc+f9ZLkRcCoIgrCCCKMCPffyojh8F1MIapaBEEPsEcUAUR0nEOoVjuXi2tyxiMogCBquDDFYGGKgOMFgZYKg6RBgf/YDtWDY9mR7WZtexNru2KSSPFcFVa4z1MQiMWPRDIyKrFXSrgIwSodZqicxmUa67tG+n4xg1VkQNj2ENj6KGR7FGxibXK0dbZptYiri7k3hNF3pNF/GabuI13eg1XeiO9hlFZBxpgjgiijVhGFOJfMqBTy0KqMUhcaxxtEOKFG0qT95KkbXTZFz3xKOwzuNekAh9FRiLZDMppeuhPRfd2YVuz5nckqm0cdtNpZZ1jKQZ2xgzUTMuqUY8GqHYulyuh8cd39jAsRXtaZdc2mmKxo60Y8RjU0Q6OCIcBaFJnKQrMlFZZ7FEOlPdWUVErlxEXAqCICwDkY6oh3X82KceTuaW9GOfMA4I4wiFxlIWru3hWA5pJ70oKTXmSzWoMFAdZKByhMHKIAOVAUbro+gZnrg922VNZi1rsmuaFsmudNeM0Vt1rI2ADAMIQnQQoOt1dKWCrtUgDNFhlLhNahP503ZQjgOOi0pnwFnCoCR1f1I4Do9NmavRcVR07HFxcT5nxGNPF/Ha7kRIdqG7CjBDQCAdm7fyYRQlD1oRlTCgEgT4UYgfB4TJPXdw8JRDxs6yxs7SlkqRtVI4agk/H1MskUb0G0sk4KZM+o+OfFNEGiGZAi814/UuJfUgolQzFsaGZXGisV6dLA/mMLYRzEevKRrTRiS2J8u5jENHMpcgOYJwNLFufLfFzZy3YaSJAbQ2kaRtC9cylsiudtsE1pExkasSEZeCIAhLjHFnrVGPfOphjVJYphZW8SMjJDUK27JwLRfXcsksg4iM4oiiX2S0NsJIbZSx+igjtRFGayOUg8qM+2TdbGKJXMuajJnnU/kpVlQdawgC4qA6s4AMQnQYoqPIRCC1EjdWxwHPQ2WT5aWiUjUCcmgUaygRkkOjWEMjs6b0aF6bbaG7CsTdnejuafOuArHjEqOJY5PjUWuIYtD1iEiHhMnb+SiKqUeRCbgTh9TjgJhEsykHz7LJqDQ9XidZ28VTLo5ycFmCRPXa9BdhCGGA8oNp1uHEElnoRLe3GxHZcGldYhEZa02lHlGqmzyNpXpIqWamhngsJaJxLgFxGmQ8e4qlMZdYF41gNGXZlC3jGwXhOMzmwqoAx7GMO75tkUu7ZD0bz7XxbMuM9XbMNrHqr35EXAqCICwCWmszLrIxRT6VsErJL+HHPkHkE2vjMurYRkS2uW041smL6Ki1phJWpgjIxvJ4fYz4GL5/hVSeNYmQXJtdx5rMGtrcdmNdjEIjRmohlEaIkqA6cxKQaQ/lZJcmKqvWUKujxopY4xPG2jhabLFGHsd9FdDZNHFXJ1F3gairQNRZIOwqEHXlCdpzaAWRhjiOiWLzcBVpTTTuo/GNqIw1saaZwsPEYTV/WkXESuNYNilcck6a9VYnadvDxcFVLg4O9mK6PbcKyMBHBSHE0aQV0nHBcU26j84uk+bD9RJ3Vm/RRKTWGj+MqfgRVT+i4oeUWwRjY7lcN0KyMg/3VDB5HBuisWllTDu0pxsi0pSJW50gzI+G62pDSB7LhbURRMe1G+JRLJCnOiIuBUEQ5kis42ZgHTMGMmyJ1lojjEMiHRLFIRqFpRSe7eFaLlknM6Nr6FJQC2uM1kYZrY8y1pjXxxitjeBHwaz7OZZDZ7rTTG6BTqeDgpOj08qR0hY6itBBiB6uo+u9BL5vXCUT4UgUg8KkubBPgoCs11FjE1jjRTP+cbSYCMlkfWzC5Ec8DnF7G1FPJ1FnnqCrk6AzT9BVoJrPU3M9476lzUQiEuMQ1Fh1ynGUBRZqcq4Unq2IbYgJCFVESIhCkcbBUxmyKkNapfCUi4eHoxbpM5L0C4n7qgoCiJLxsK0CMp1Bd2WNgPRSJtCO64HnzSuwThRrqn44RShWG8v11vJoSr14lui4s6GUsTS2p4xIbEs5RjhmJl1WjYA0ueoEQZg/zUBhkSaKjQtrGE8dB+nYJg9kIevRnjYiMiUurAIiLgVBEKYQ6SgRj0FLhNYatbBKLaoTxmEiIo3bnaXAthwc5SSRODNL7tKqtaYWVin6E8b6mAjHsfoYY7XRGdN8NFAKcm4HXV6BgtNBp5Oj085RsNrIxh6qXkNX6olbZISOhiE8QqAAnfg32RbYNsq2wU7cVxvrCyWOoVzFKpZQEyWTtmOibJZb14ulYwpHnSSG1BriTJo430GUzxF25Ag789QLeWr5PNVcB6HrEuqYOKY5jlQDtlZYQWQepCzzsGQphYIZA+RorYmICImIiAm1cW+1sPBwaFdZslbGRG1VJnrrgh7AosiMewxCVGgC6jQEvomS64LrojNt6J4MOp01orEhIFPeUSk+4lhTDSJqtYhKsUItmCoUp4jFYHJ9Pm6o03FsRcazyXgO7SmHtrSTiEfHiMeW5baUs7TBiQThNKARQKcxBjJKlrWm6ZLv2Ga4hmMr2tI2Gdf8j6ZcIyK9ZBIRKUxHxKUgCKcdURwRxEHirmpEZD2sU42q1KMaYRQS6jARGhqlLFzLwbYcUk6KNtW2ZFbIIAooBSXKQYkJ38xLjallPYpneZhP2txmZym4OTrtDvJ2OwXVRj5O0RF6OGEE5cgEy4kioASU0YB2GqLRNhZH2zFCciEPEA3BOFFClcqoYtnMS2UzrrFUMdsmTNlMuR4bYhFjPERjqumUS5jvMKIxl8PPteN3tOO3tRPkctRz7cSuQ5yMeUwOYULZK4VtmRyPKdvCVsePqtoQkL42AjLSETGxOSbgYGNj4yqHvJVrWiVTeNjztUo2rI+N8Y8NS2TjImwbHMcE0mlvh0ybyQvpeUS2S1XZVLCpxlCtJ1bDSkg1qFP1K1MEoxGKIfXgxEWiUpB27UQo2mQ9x8xTybylvLGc8RyxcgjCEtAIohMk4yAbY7xNtHGw7dYxkOb/cSYXVte25IWOMC9EXAqCcMoR65gwDpvWx8ZyNaxST/JChvGkgDQ/thaO5eJYDhnXWB8XO71HrGMqQYWiX2TCLzJeH6foF5P1CUpBiXpYn2HPRFGhjXjUgNZk7BR5K0dBZcmToRCnzHKcwvUVVBMrFg2LY4Sy6uA4kPJQGefEoq0GIapcQZWrUK40l1W5gqok81KlKRZVuQLT9GKrZXHy/iTbFMTZDGFbG0F7G2E2S9BmJr8tS9jWhp818zg1mRfTSoSipUgsjArXSpaTsuMR65iYGCMZY6JkfTYBmbPaSCkPBxtHOZg/+/hCsiEco8iMd4wiVBiZ4DlTrI8Oke1SVi6VTI5yLk0Fm3JsUY6hEiuqEVSLmspgSNUvU/HHFyQSAVKuRcZzEmvF1KkpGhNx2BCKaU+C3gjCyaLhuhprmhbIIDTzBq5jIrA2XuhkUw6uPWl1lAA6wlIg4lIQhFVHrOOm9TFsBtEJqYd16tGk+2qkI6I4hCSMim052MpOBGR2UQVkFEfUEvfZSlhlwi9SrBeb4rEhKCctjjMIxqTMUTbtKk2WFG14tGuPNjzatEdb7NIWe2SVhxM5M7uptq4fi0bAm0o1EYVVaFmeUt4UjtWmO6puVYx6qn5M9G8iyUCjiDJpwrYsQTZLlMzDbIYgmyXIZAjbs4Rt7YTZNNh2UyzaquGSmghIIK2YlyjWWk8RihERcWKF1MmfSv5sLPOnbDLKMy6syjm+gGwIxjiAqApRRBxE+GEyaYUfY+ZY+FjUlUVd2wTKoabSlJVDRVtUjHGZSqiph7olH+SxAxBNJ+3ZTYHYsCBmXCMM0y1iMd1SlnZtbLFUCMJJJ24IxsRtNU5cViNtlqc7ddiWSiYLz7YpZL0kiI6F1yIiRUAKJxMRl4IgrCimCMckOI6xPIb4UZ1aVE8sjxGxjhLrI4DGVpYZ/2g5pOwUtmUEwHwtc7GOqYZVqmGVSlChlixXE/HY2GaWTVk9qk8RiJP+m7q5rHWM0tCu0uTIkFMZOkjRrtPk4hRtKkU7JkqoZVtgOahEKGLbSZ7HGURjHEO1ZsRftYiqNERiDVVN5pWqqdMqGivVKS6o062Jk5ehk/tCc7u2FFE6TZTNEGYyhJk0USZDkMzDTJqwrY2wzVgg47Y0lmWjLLBRoBS2ZQSihbE2ppQiNY9+0lqbVB/T/7ROLI2TohFoSEYsFLayySgXR7l4ykFpmzhWhLFNFNuEkUUQKyqRZiyMjTgMYvwoJIh8glDjRzG+Bj9WBBqChmjUKpksIuUYYagsmjH5lUrEYss6rZ/RaU+QieU16zlkUpNupW2pGSyIqRbromuLO5sgrACihkhsTnFzuVUwKsC2VfJbZtz0057dzPfoOVZTTDqJsHRsZdxbJeqxsEIQcSkIwpIT6cikatARYRwS68hYFRP31ShxW20Ix0jHREnk1YZRzxjo7KaAbATPmYt4bLUqVhPLYiWoUA0rVIIKFb/cXK6GFRMQp0UUGvSk0NJT3VMblZTGJLbXHu0qRU6nyak0HWRpVyk67CxtdhuOk1gXLSdJy2GDslBhNCkCJ8qJWDSC0IjHRCw21xPhWDvalXYuVkWNGYeoHceIwXTaWBfTKcJ0hjCdImoRi3E2Q5zNErWlIZ0yVt/EoqjUpFBsLDvM70emIRZ14paqG8JR6ynCMYgVYWwRxYootohjmyhWxNoljm10bKO1EYlRbBHGiihWBNrM/UgRRJp6pPGTqR5pFLEJdatbAgU13YqNANRKgXJNvylrUhxaxxaMtpXkcWsEwkisCqlmmQmSkW2Ix5QRjw0hKS6ngrA8TIpAbb6jNM15Yyx3I5q0WQaLye9cM+xCJaLRzDOeQ8qxSbmJZdGysG0TOKx12bZkPLKw+hBxKQjCvNFaE+qQOI4IG0IxiaAaxVHTVdWPfII4aArJOA6J0CbfY2IWM8FVjCWpIRxdyyGdWB5b3VbDOKQW1qgEFepRjWpQoxZUqAVGENYT8VhPrInVqE49qhHEjSAoSVCXpnDUM5npmqRwyOKRUR4pXNLKJaM80sojbaXIWCkzVy7p2CEdWlhhDFGMqtex/MCIwGoNVZtAVWtQraNqteYylRqqVjPuqUE42ZTp9/yoDZrWUXVaQ+x5ROkUUdoIxDidNhbFVKopFEMvmSeiMc6kUZ6LlYxNtJKgNhZTI6LayXTsz4XJ+RhFEGoIY0UYYwSc1vixJohJ5mY5MLeLUKtEBFqEsdOyPDkPY0WsG21K7JFJasbmvNEQQDWF//QXBRwlGlEKbRlLn+fYpFx7cp5MrufguY4Rg7apZ8YtqaTMagpINwnTL+OaBGHlEOsWV9NEMDashw131Okv4hqBv5rfjcnLM8+yjFNJYkV0EiuibZkIqg3PDCdJ29E6F48C4VRGxKUgCMlb2DhxQ224m0ZTloPIb4rFIA6a7qtxEjFTJ29rY3RTLFrKwlIWtrJxLQet7OZ5wmScpN+I1hrVjIupX6EaVKgFVaqhmRuroxGJWuvEunQsYXhU9BgAUtomE9tktEc2sslGNpnQJhsoM/nJVItJ1zS2H0Ldh6AMfgD1JF+gb9I+qMZ6Igqn2QunBKtpWAqBKaIQPWUGDXfTRCBGiUCMU4kVMSmL0mmiTLKcSUPGjFOkEdAmEUytVkWVnCfSijBSTXEXhMlyUuY3RaGZB3EiFBPBGMR6slxDGE8KSX3UXTBMCkCVrJslNU0kNqWjbtSa7FcLjdWwEitwFXgWuJbCs8BL3va7dkPo2biejevYeJ4JZOE6NqmUQ8pzcFMeqZSLl/JIpT1SrtVMOSIIwsqkEYRN68nluEUoNoPcxCa9UCuNNEKOZSKgWpZKXiQ1XhiZF0F2w4LYHNM4s8AUBOFoRFwKwilGpCMT8TJOrIWNICYNMZhYGv0kh2PDwqgT66LZJyKOI+pJwJwwDszYx+R4oQ7MmBEdNvM+Tloq/WQ5IIjq+KGPH/uEUUAUR0wfk9h0M40T0RjHZjmeXFZNN1SNFWvSoSITQDqAjA9pH9J1TbqmSdcj0tWYdDUkWw5JV0LSlQCvbsTJNC9Xs9hiFpwuDmeyIjbqTX+00BqT9sJxCFOpxGKYJvI8glSKMJVuzkMvhe+lCbwUQcpM9VSW0PWIUYnrVXJbUEQaYq0SVywzRRrjGlqCqJiIxuT2hfHkeqSNCIzixvGmX0lr2VSRPrnY4v7bssOkHTERtIlYtDDizwhAE7XVU+BZ1uS6pXAthWOBa4FrK1KOg9t42HMdXM/B9Ww8x8FzE3HoudiOBZaduBfbR41LFQRh6WlYAhtibybX0VYx2NgHnQT70rN/z5pXS0d/WynMCzRQzeHLljIWw8YYxenBbBri0JlBNIoVURAWl1UnLpVSfwT8KbAe+DHwBq31I8vbKkGYPyZ6pRGCxvJnrIdmHFwSjkTryfXmcjISTWvjJppY9ephjVpUJ4jrTWtg0GJpbIhAvykYw8lyHRJESeTVyOR/NFFWaRmgF7cIwBaX0umiUCfCcMr2FmtjrHEijRuC58e4gcbzY7x6RKYek6lDpq5J1zUpX5OtJ8KxHpOqazzfWLWazZppjgatmg6RgYbGKLrIsggdl9DxCF2XwDFT6Hhm2Xbxk2Xf8cx6UuYn2+uOh287BJaHb7vUbRffcQktBz3f6LMaqIGutRZME3vJbPJBq/VpbDJFRkMjq2nHmPropJoWQteKcZXGtTSepXEVpOyGCDTiL2UbAejZxg3Msy1c103GC7m4bgrPcxN3URvHMe6jtqVQtm3uhwnzas5qWS3jFdXksmW1REQVBGE+zCTopgq7qWMEG+VM+c5kWtnRYaYa3zPGS8XkS1QtqX4UUy17buIJYFvm5ZOVWP8aLqO21YgCnbyaUpPphFRTPKqWOFiKhhZspBgynjIiFgVhpbCqxKVS6lXA/wZ+H3gY+BPgXqXUBVrrgeVsm3Bq0xCCkY4Io4Awjgh0kASiMS6eYTLusGnFiwP80Fjy/DjAj2rUgzpBWKMe+QRh3ewfNax6IWEUEIcmwE0Uh0SRGdcYt7iomnlMiLE0TnENbS7rmdenWAkb5S0TU8sUYEUaNzCTFzSWwQnNvLHNDcGZst1sc1q3+eAEYLW8jJ5qPUzEoO3iOynqrseE4zHkpKg7HkHOo+56Ruh5KQLbJbQdIxZth8D2CJ3JdVPmEiWiMLQdtHV88TeTZW/aB2KGGsnjWBxN2WIpM9lolDJunZaKTTkaW9GyrLGVSuqYBywb48Zlq8mxP46VRBNMxv24jp2M57FxbRvXsbBtC9d1cBwH17JwHGP9cy2LlOvgODaWZWMpe1IEGp+xo4WfUpMWwfmk/5hzTUFYfpqCCyYFlp76omaqq/vM3xRTPCH01G2t22fepptf161CcHoKisZ+rWKvKcwslbjFN8ZRHz1G0G4VcS2pfhoCr5HyBxr/8qqZP3ZqiiCaQWea28V1VBBOa9T0L8eVjFLqYeCHWuubk3ULOAj8g9b6fcfZtwMYHx8fp6OjY+kbe4oR69gEcYlDoigijiKiKEDHxtUyimN0HBGFoRE+UUAUhkRRQBgmgV+ikDgRS6YsOVYcEsYRulGn4b4ZRUmUUSOotG6cK3H7bGzTMVonKc/jOGlr3CzXmPx2uuEamojEmMRqOJn1riUHniZWMZEy88Zb3aNe7SZz4yaoW8qnbZtSPjfm+5+ptBF0dqhxQiP+WtftSDcFn+u3CMNk2UlEoVmf3G5PG7MSWY6x9FlGvEW2PSnyWibfMUIvsI3Fr7EcOEbwhY5D4HgEdjJ3GtZBLxGAU+xxRwk+BdgN4ZZMkyItbpYbYcdRZdYs+xsRZ47jKG3euCuViDzd8hBl3to3DG52y8OUrTSOUli2jWU5SXoUD9v2sC0Hy3ZRtm3mKhF5loOyLFRD8FkmZ2WzrBFZ1rInT2olFr8VyEJ/W/SsK0c/jM/7eLS48yo1ud7ycD2nYx5DjLSec+6CZLJkyj4znntOTZyV1qwoDeFgys1C63rj3jQaM9N1znSNk+WT1zRdgE13iWwVV8311vM2RNkM1rXGt8V0i9ts21rLGuut96T1Y6ASS1pj58ljTDuTmvmzNeUj1XKM1s/blO+WOYz3a1jurGnCrlk2pa4IPUEQTpxisUg+nwfIa62Lx6q7aiyXSikPuAR4b6NMax0rpb4F7Fi2hi2QH//o+3z6gfexGO/49Rx+NzQ6qZe4yqhkSSU/skonZUl9a6bQHAtq5aIe7WQx061VGqwYVKyxYlomjR2BHRmrnx0ZgWfHyTzZZifbGnWsGKxIgbamTCqZ62RZY9IsNLfHDlpboGwiZRFbNrFlESvLzC0LbU0u+7ZN1bKIXYs4ZRPbNrFtoW2H2FbJuo22k/1sm9ixiW2H2LGSN9p6MlBMYxlQSre4NJn1xnJjnlaajGocozGPUCrCVjWTmSMRhJZK3rQn4s3GwrXM1AgWpC2FZWKbgjKWNZW4YVpJdBtt2UakJUFuVDJQR2M3l1Wyf+t6bNmJRaCRo9A2/z9KoZTVtPYpZe7V5LEtlLKMSGx5oNNA2PIZmukheMbPX5Iho7GXJpq6fU6f4rkz23/pbA/sjX0Uc7+m2TjqHGrmrXN5Tp6pTus4rlZj/XQBNF1wtF5na0taxcj0czYFScsOipkFyZRjtgreY1zLnG/0LMb3pptky8uv5ji4hvBrEYEzXWdznqiqo66vRbAfLbKmWssmRZBxoVRWq2iaWqdpQePodk3ex6MF4WwvE6a3bYor5lHHaLnmyVNP6b/WNkw/ZrNtIvYEQTgFWTXiEujBeIgdmVZ+BNg2vbJSKgVT8nHnwCjvlcTIyAgjusKiiK5l1G1KT50sbR6IVfKUNrlNmXIArZrlRt82tiU/6sl2tCk5ahmVrJu6zccanTzg68l4lJC4CelERJhHFxR2sqVlUnYiMoxAgMa6SqxGZp+mi6Bt3AiN1lMoOylzEpWVuBA1xp0pqyF+FJGliJQitJIxJ42HJdvCVlYyTM1cj2NZRowlLpFWM9y5eVtN44FMgW2bVPHmYEZ6Na4ZZa5aJcIJy2p5U59MzfEv1hRxpRLl2BRpqGQbTZFFs34iupgsbx6DpP+S85Nst5SVPHTZk21Jkt4fi8kHf32URaThTta0pmjdYo1RzYfRqZaaqQ/3jSafiLVIqdadpj2YTzu+KVPTq8+4eqwH0xN5ZD3WpTXu2ZRjT2+bmvmeLQat1zr9sLMJyBkKp6KZIjKPssbNUNZoy7GEw3Sx1XrqY287/v2b7T7M9/PZel2tLpjTRaVu+T9q1D9KdCWNmb3s6Ps1fQzd3GmV/SeInmV5ac4mCIJwSjAf/bSaxOV8+XPgr6YXnnXWWcvQFEEQBEEQBEEQhFVNDjg13GKBISAC1k0rXwf0z1D/vZjgP610ASOL37QFkwN6gTOBiWVuizAV6ZuVi/TNykX6ZuUifbNykb5ZuUjfrFykb04eOeDw8SqtGnGptfaVUo8ClwN3ASQBfS4HPjJD/TpQn1a8snxiE1rcgiaON0hWOLlI36xcpG9WLtI3Kxfpm5WL9M3KRfpm5SJ9c1KZ0/1dNeIy4X8Dn1ZK/SfwCCYVSRvwyeVslCAIgiAIgiAIwunOqhKXWuvblVJrgL8G1gOPAVdpracH+REEQRAEQRAEQRBOIqtKXAJorT/CDG6wq5w68G6OduMVlh/pm5WL9M3KRfpm5SJ9s3KRvlm5SN+sXKRvVhhqoYmuBUEQBEEQBEEQBMFa7gYIgiAIgiAIgiAIqx8Rl4IgCIIgCIIgCMKCEXEpCIIgCIIgCIIgLBgRl/NAKfUppZRWSn18hm3/N9n2qSU478VKqe8qpWpKqYNKqbdN236RUuqLSql9SRv+ZLHbsNJZwX3jKqXepZTandT5sVLqqsVux0pmOfpGKZVOzvtTpVSolLrrGO2aPv18MduyklmmvrlMKfX/lFJ9SqmyUuoxpdQN0+rcOEO/1BazHasJpdQOpVSklPrKEp/nvyulnki+q36qlHpxyzZXKfW3SXlZKXVYKfUZpdTGpWzTSudk9M1cf+OVUn+U1KkppR5WSj17qdq0GlgpfaOUspVS/0sptVcpVU2eB/5StSRoPN04SX1zU/J8NppM35rpf0IptV0p9WWl1Hjy3fZDpdTZS9Wu0wERl/PnIPBqpVSmUaCUSgO/CRxYyIGVUu4MZR3AN4D9wCXAnwK3KKVe31ItC+wB/gzoX0gbVjkrsW/eA/we8AbgQuDjwJ1KqWcspD2rkJPaN4ANVIEPA9+aZdc/Bja0TGcBI8AdC2nPKuRk983zgJ8A1wMXY/IUf0Ypdc20ekWm9s+mhbRllfM64B+A5y9UzCUPukf99iulngf8G/DPwDOAu4C7lFJPS6pkgWcC/yuZvxy4APjyQtpzCrDkfcMcfuOVUq/C5AJ/N6Z/fgzcq5Rau5A2rXJWRN8Abwf+ALgZ2J6svw3zXHC6cjL65jLMd9oLgR2Y37pvKKXOaNn3POB7wBNJ/Ysx33Gn7cvMRUFrLdMcJ+BTmB/cnwI3tJT/JuaL/C7gU0nZVZgP7BgwDNwDnNeyz2ZAA68CHsR8kG+c4Zx/gHng9VrK3gc8MUsb9wF/stz3SvqmuX4Y+KNp+30R+Oxy37NTuW9mOv8c2vkyIAY2Lfc9O136pmXfrwD/0rJ+IzC23PdnJUxAOzCBEXK3AX/Rsu2y5J6/BCPYa8APgKdNv5fAS4FfACGweYbz3A7cM63sB8DHj9G2X0nOf/Zy36dTuW+mnXMfM/zGAw8DH2lZt4BDwJ8t932SvuEe4J+nlZ1WzwHL3TfJfjbmpeVvtZTdBvzrct+TU20Sy+WJ8S/A77Ssvxbz9r2VNsxbxGcBl2MeWu+c4e3K+4APYd5m3TvDuXYA39Fa+y1l9wIXKKU6T/gKTl1WWt+kOPoNWBX4b3O6mlOLk9k3J8LrgG9prfcv0vFWE8vdN3nMi5pW2pVS+5VxN/9/SqmL5nisU41XYl5Y7QQ+C7x2Bne6vwPeghF7g8Dd06zGWYy15HeBi4CBGc6zg6Ot/Pcm5bORxzwIjs3pSk49TlbfHBOllIfxnmn2n9Y6TtaP1X+nMiuibxK+D1yulDofQCn1y5hngK+d4PFWO8vVN1nAJfmtSX67XgI8qZS6Vyk1kLiTv+yEr0wwLLe6XU0Tk2/512AEw6ZkqgI9tLzln2HfHsyP8NOS9c3J+h8f55zfAP5xWtmFyb7bZ6i/j9Pbcrmi+gb4PPBzYCvmTfKvAxWgvtz37FTum5nOf5w6GzFvP1+53PfrdOqbZL9XYpJfX9RStgP4LeDpwAuAu4Fx4MzlvmfL0Ef/0bingIN50LosWb8sueevaqnflXzHvDJZvzGp88vHOY8PvGZa2R8CR2apnwYeBT633PfoVO+baefcx7Tf+OT7SwM7ppW/H3h4ue/T6dw3SbmFeekWA0Ey//PlvkenU98k+30U2A2kk/X1yXHKwJswvzd/lvTPC5b7Pq3mSSyXJ4DWehDjxnUj5m3/V7TWQ611lFJblVL/ppTao5QqYr50AKYPEv7Pln1+rpQqJdPp+kZrQazAvvlj4CmMP78PfARjEYrncYxTghXYN638Nsb6ctcJ7r+qWa6+UUq9EPP/cJPWuhlISWv9kNb6M1rrx7TWD2LG9w1ixi+fNiilLgCejRk3hNY6xLivvm5a1YcaC1rrEWAnxnLcwMe4mKGUOrulT0pKqb84gXa5wBcAhRkecNqxUvtGWJF980rgBsxwg2difm/eqpT67Xld2CnAcvWNUurPgFcDv6G1bniTNTTQ/9NafzD5vXkfxo359xd4qac1znI3YBXzLxihAPBHM2y/GxPo5SbMuDsL+BngTatXbll+McZkD8ZyAGaA+Lpp+6xr2SYczYrpm+Sh/WVJgJTu5HzvwwQAOB05WX0zZxJ3nNdixl34x6t/CnNS+0Yp1bBIvklr/ZljNUxrHSil/gvYcvzLOKV4HeZ3+nCL15gC6kqpm+dxnKpOXtVj+u7pLdsa7sizfZ9N+Z1pEZabgF/TWhfn0Y5TiZPZN8djCIiYQ/+dJqykvgHj4vk+rfVtyfpPlVKbgD8HPj2P45wKnPS+UUq9FWORvEJr/ZOWTUMYj6VfTDv245yeQ5cWDRGXJ87XMQ9VmmnjipRS3ZiByjdprb+blB33g6pnHuv1EPA3SilXax0kZb8O7NRajy6g/acyK65vkjdlh5IHs+sxD2enIyerb+bDCzCi5Z8XeJzVzknrG6XUZZi3w2/XWv/T8Y6jlLKBXwK+ery6pwpKKQfjGvwWjAt+K3cBr8F4RAA8lySybzLe+3zMA9JRJJaCXTNseggzlvb/tJT9Oi0WhBZhuRV4odZ6eB6XdMqwDH1zTLTWvlLqUUz/3ZWcy0rWP3KMXU85VlrfJGQ52lsp4jTL2LAcfaNMerh3AFdqrf9z2n6+UuqHmN+2Vs7HvEgVThARlyeI1jpSSm1vLE/bPIqJpvh6pVQfxm3sfSd4qs8DfwX8s1Lqb4GnYVwt39SokAzmvzBZ9YAzlFJPB0pa6xP9Mly1rLC+eQ5wBvBYMr8F84Py/hM856rmJPYNSqkLMf8PXUAu+Z9Aa/3YtKqvw4xL+tmJnutU4GT1TeIKew8m6M8XlVLrk01+4v6EUupdmAiBu4ACJs3PJuDWEznnKuUaoBMTZXK8dYNS6ouYz+2fJkXvUkoNA0eAv8G8kb9rnuf7EPCgUuotGBfpV2OCN70+OacL/DvGre8awG7pu5HTzOp/Uvtmjr/x/xv4tFLqP4FHgD/BBOGaHpjrVGcl9s3dwDuUUgcwMRieAbwZ4y1yOnGy++btwF9j3JH3tXxflbTWpWT574DblVLfAe7HREW/FjP2UzhRlnvQ52qaOE5gEKaG7b8CY2qvYUL6vwBjEXhZsn1zsv70OZz3YuC7ybF6MW/7W7c3jjV9emC575n0DS9oOdcQ8Blg43Lfr9Okb/bN9H8xrU4eEyjgpuW+T6dL3yTnPOb3FfBBzJvjOsat7yvAM5b7fp3kvrkbM/Z1pm3PTu7ZG5P5NRgX5TomJcXFLXVvZI5pXYD/jhnbVE+O9+KWbY3+nWm6bLnv16ncN8e49w9Mq3dzy//Nw8BzlvteSd9ogBzGI2A/ZnjAbkwObG8h17rapmXom32z9M0t0+q9FhMbo4oxBFy33PdqtU8qubGCIAiCIKwiEvfi+4FOrfXYsjZGmIL0zcpF+mblIn1zanBa+XsLgiAIgiAIgiAIS4OIS0EQBEEQBEEQBGHBiFusIAiCIAiCIAiCsGDEcikIgiAIgiAIgiAsGBGXgiAIgiAIgiAIwoIRcSkIgiAIgiAIgiAsGBGXgiAIgiAIgiAIwoIRcSkIgiAIgiAIgiAsGBGXgiAIgiAIgiAIwoIRcSkIgiAIgiAIgiAsGBGXgiAIgiAIgiAIwoIRcSkIgiAIgiAIgiAsGBGXgiAIgiAIgiAIwoIRcSkIgiAIgiAIgiAsGBGXgiAIwqpEKfWAUuqBBez/P5VSTyilAqXU2OK1bE7n3qeU+tTJPOepgNw3QRCElY2IS0EQBGEKSqkblVJaKVVTSp0xw/YHlFI/W462LRZKqW3Ap4DdwE3A65fgHM9TSt2ilCos9rEFQRAEYSXiLHcDBEEQhBVLCvgz4A3L3ZBZeNEC9r0M84L1j7XWuxanOUfxPOCvMCJ2bNq2C4B4ic4rCIIgCMuCWC4FQRCE2XgMuEkptXG5GzITWmtfa+2f4O5rk/nYIjVnXmit61rrYDnOvRJQSllKqfRyt0MQBEFYXERcCoIgCLPx/wE2xnp5XJRS/0Mp9ahSqqqUGlFK3aaUOqtl+xuVUlGrm6hS6i2JC+7/bimzlVITSqm/Pc75poy5VEpdlhzrlUqpdyilehPX3vuUUlta6u0D3p2sDib73NKy/Wql1HeVUuWkHV9RSl00w/m3KaW+oJQaTK55p1Lqb5JttwB/l1Tdm5xDK6U2N9owfeygUupcpdQdyb2rKKV+oJR6ybQ6c7rGpO5WpdQXlVL9SZ3epE/yc7ivP1NKXaKU+n5ybXuVUr8/Q92UUurdSqldSqm6UuqgUur9SqnUtHpaKfURpdQNSqmfA3XgqmO0QSml3pm0uaKUun+WPuhSSv29UuqnSqmSUqqolPqaUuqXW+q0J335oRn2PzP5TP75se6JIAiCMDfELVYQBEGYjb3AZzDWy/dprQ/PVlEp9Q7gfwFfAG4F1mDcab+jlHqG1noM+C7mpeZ/A+5Jdr0U4x56acvhngG0A985wXb/WXLMvwfywNuAzwHPSbb/CfBbwG8AfwCUgJ8k1/E/gU8D9wJvB7JJne8l17EvqXdxcj0B8E/APuA84FrgHcCXgPOB1wBvAoaScw/O1GCl1Drg+8n5PgwMA78NfFkp9Qqt9Z3zuUallJdcQwr4B6AfOAO4BigA48e+hXQCX8X0578BrwQ+ppTytdb/kpzDAr6M6c9/Ah4Hfim53vOBl0075q8lx/lIcj/2HeP8fw28M2nDV4FnAt8AvGn1zk3Ocwfm87oO+D3gQaXUhVrrw1rrklLqTuBVSqk3a62jlv1fAyjMvRMEQRAWitZaJplkkkkmmZoTcCOggWdhHt4D4EMt2x8AftayvgkIgb+YdpynJfv+RbJuYUTN3ybrCiMyvpDs356UvwmIgMJx2vkA8EDL+mVJu38BeC3lb0zKn9ZSdktS1tNS1g6MAv807TzrMO6z/9RS9iBQBM6eVle1LL81OcfmGdq+D/hUy/oHk7r/bVp79mBEkzWfawSenqy/4gT6/4Fk3ze3lHnAfwFHADcp+x9JP/23afv/XrL/81rKdFL3wjmcfw3GsnnPtPv5N8lxWu9bqnFvWso2AzXgL1vKXpTse9W0uj9u/QzJJJNMMsm0sEncYgVBEIRZ0VrvAf4VeL1SasMs1V6OEY5fUEr1NCaMtewp4IXJsWKMde75yX7bgW7gfRihuSMpvxQjXsdOsNmf1FPHYn43mZ97nP1+HWPV+7dp1xEBDzeuQym1JrmGf9FaH2g9gNZan2CbXww8orX+XsuxShiL4Gbgwmn1j3eNDcvklUqp7Am0JwT+saUtfrK+FrgkKf7vGGvlE9Pu17eT7S+cdswHtda/mMO5r8CI2X+Ydj//z/SK2oxdjaHpTt2NsUTvxFg7G3wLOAzc0ChQSj0NuBj47BzaJAiCIMwBEZeCIAjC8XgPZhjFbGMvt2LE4VMYt8/WaTuTwXPAiKBLlFIZjIjs01r/CGNBarjG/jcmxdKJcGDa+mgy7zzOfluT+bc5+jpexOR1NATcYqZj2YQRRNN5vGV7K8e8Rq31XuB/A78LDCml7lVK/dHxxlu2cFhrXZ5W9mQy35zMtwIXcfS9atRr7XcwFti50LjWp1oLtdaDTF4n0AwM9Cal1FMYa+dQ0oaLMe7CjX1jjOvry1rE9g0YC+cdc2yXIAiCcBxkzKUgCIJwTLTWe5RSn8VYL983QxUL43J4NcbKN51Sy/L3ABdjpbyUSRH5XeBSZfJPrmFh4nKmNoARwMei8cL1f2KsrtMJT7hFi89xr1Fr/ZYkaNB1GHH8YeDPlVLP1Vr3LkIbLOCnwJtn2X5w2np1Ec45nb/AjPX9F+AvgRHMWNT/w9Ev0D8D/ClGYP4b8JvAPVrr440/FQRBEOaIiEtBEARhLrwHM8bu7TNs240RNXu11k/OsL2VRwAfIywvZTKi6neAm4DLW9ZPNruT+YDW+lvHqLcnmT/tOMebj4vsfkzuy+lsa9k+b7TWP8UIwPcopZ4H/Afw+5hgOcdio1KqbZr18vxkvi+Z7wZ+GbhvAe7AM9G41q1M3uuGO/J06/MrgPu11q9rLVQmIvFQa5nW+mdKqf/CWCx7gbNZuTlcBUEQViXiFisIgiAcF631bszYtN8D1k/b/CWMJe2vlFJTrINJSonuluPUgB9ionSezVTLZQYTmGa31rpvKa7jONyLCdLzF0opd/rGRNw03DO/A7xWKXX2tDqt198QZoU5nPurwLOVUo1xpyil2oDXY8TcXMYqtrajQyk1/QXyTzFWvdQMu0zHwfR143hesj4IPJoUfwETgfamGc6fSdp/InwLEwjqDdPu55/MUDdimkVaKfXfk3bNxL9irLh/gonI+7UTbKMgCIIwA2K5FARBEObK32BcRi8Aft4o1FrvVkq9E3gvsFkpdRcwAZyDSffxT5iUGQ2+ixm/OY4RPGitB5RSO5Njf2qpL2QmtNZFpdQfYATIj5RSt2HE1NnASzBWv5uT6m/EuPj+SCn1T5jxhJuTek9P6jRE2N8kxwqAu2cYywgmqNFrgK8ppT6Mce/8bcw9vL4RtGYe/BrwEaXUHZgxkA6m7yLgi3PY/zDwdmXycj4JvCq5rtdrrYOkzr9iUot8XCn1Qsz9sTHW1lcCVwL/Oc92o7UeVEr9PfDnwD1Kqa9i0tNczTRrJCai7LuUUp/EBIv6JYxlcg8z83ng/ZjP5cdarkUQBEFYBERcCoIgCHNCa70rGXv52zNse59S6klMGpG/SooPYnITfnla9Ya4/P400fRdjLhcyHjLBaG1/rxS6jCmfX+KsfIdStr0yZZ6P1ZKPRcz3u8PgDTGnfMLLXV+qJT6S4wb6lUYb6FzmLRotp73SOK2+rcYV800JvfmtVrrr5zApfwYY4m9FmPFqyRlV2utfzCH/Ucx/fwPGMvkEeBmrfUnWtocK6VehunzRt7QCkbYfYjJwD4nwjsxwXZ+HxN19mGMxXH6vfj/gDbM+MlXAT/CCPyZxgY37vM3MNF5/3UB7RMEQRBmQC3uMAlBEARBEFYzSqkHMPk/jzemdFWilLoT+CWt9ZblbosgCMKphoy5FARBEAThtCDJ1foSxGopCIKwJIhbrCAIgiAIpzRKqXOAX8Xk/QyAf1zeFgmCIJyaiOVSEARBEIRTnRdgrJXnAL+ttZ4pj6kgCIKwQGTMpSAIgiAIgiAIgrBgxHIpCIIgCIIgCIIgLBgRl4IgCIIgCIIgCMKCEXEpCIIgCIIgCIIgLJjTJlqsUkoBG4GJ5W6LIAiCIAiCIAjCKiIHHNbHCdhz2ohLjLDsXe5GCIIgCIIgCIIgrELOBA4dq8LpJC4nAA4ePEhHR8dyt0UQBEEQBEEQBGHFUywWOeuss2AOHqCnk7gEoKOjQ8SlIAiCIAiCIAjCIiMBfQRBEARBEARBEIQFI+JSEARBEARBEARBWDAiLgVBEARBEARBEIQFI+JSEARBEARBEARBWDAiLgVBEARBEARBEIQFI+JSEARBEARBEARBWDAiLgVBEARBEIRFZaAywKHSIbTWy90UQRBOIqddnktBEARBEISlpBJU6C314lkeOS9H1s2SttMopZa7aSeFKI44Uu6nEpZJ2Sl6Mj3L3SRBEE4SIi4FQRAEQRAWiUpQYe/4Xop+EUsp+st9uJZLm9dOIVWgzW0j62SxLXu5m7pkFP1xykEZz3Y5UNxPyk6R83LL3SxBEE4CIi4FQRAEQRAWgZJfYl9xLyW/RHemC0tZaK3xY59yUGK0NoKlLDJOhrxXIJfK0eZkSTnp5W76ojJcHcZSio5UntHqCAeKB9hSOO+Uu05BEI5Gxlyucm688UaUUs2pu7ubq666ip/85CfzPs7LXvaypWnkPBkZGeGGG26go6ODQqHA6173Okql0jH3qdVq/NEf/RHd3d20t7dz/fXXc+TIkSl13vjGN3LJJZeQSqV4+tOfftQxHnjgAa677jo2bNhAW1sbT3/60/nc5z63mJcmCIIgnKKU/An2ju+hHJTpznRjKfOIpZQiZafIp/Ksya6hkCqg0fRX+tg5spOfD/+cnSNPcKR8hJI/scxXsXDKQZnx+hhtXjsA+XSBoj/OwYmDRHG0zK0TBGGpEXF5CnDVVVfR19dHX18f9913H47jcM011yx3s06YG264gZ///Od885vf5J577uE73/kOr3/964+5z5ve9Cbuvvtu7rjjDh588EEOHz7My1/+8qPqvfa1r+VVr3rVjMf4/ve/z8UXX8wXv/hFfvKTn/A7v/M7/NZv/Rb33HPPolyXIAiCcGpS9IvsGd9DNazSle465thK27Jpc9voznTTk+kmZaeYCCbYM76bnSM7Ga4OncSWLz7jtTH8OCBlpwCwlEVnupOByiCHy4clwI8gnOKo0+WfXCnVAYyPj4/T0dGx3M1ZNG688UbGxsa46667mmXf+973uPTSSxkYGGDNmjUAHDx4kLe85S184xvfwLIsLr30Uj70oQ+xefNmbrnlFt797ndPOe7999/PZZddxtvf/nbuvPNOent7Wb9+PTfccAPvete7cF13Sa7n8ccf58ILL+SHP/whz3rWswD4+te/zotf/GJ6e3vZuHHjUfuMj4+zZs0aPv/5z/OKV7wCgCeeeILt27fz0EMP8dznPndK/VtuuYW77rqLxx577LjteclLXsK6dev4l3/5l4VfnCAIgrBoxDqmr3QYpSw2tG1YtmA54/Vx9o3voR77dKY6F9SOCX8CrTXnFbaQT+UXsZUnhyAOeHz4F8Q6pj2xXDaohTXKQYXzCudJgB9BWGUUi0Xy+TxAXmtdPFZdsVzOgtaaWhAty7QQwV8qlfjsZz/Lli1b6O7uBiAIAq688kpyuRzf/e53+Y//+A/a29u56qqr8H2ft771rbzyla+cYgF93vOeB0Aul+NTn/oUv/jFL/jQhz7EJz7xCT74wQ8esw0XXXQR7e3ts05XX331rPs+9NBDFAqFprAEuOKKK7Asi4cffnjGfR599FGCIOCKK65olm3bto2zzz6bhx56aM73bibGx8fp6upa0DEEQRCExSXSEYcmejkwcYDeiYOM1IaXpR1j9TH2jO/Bj4PjWiznQs7LEeu4OW5ztVGsFykHFbJu9qhtaSedBPg5wMQqc/+Ndcx4fZxYx8vdFEFY8UhAn1mohzG//y+PLMu5P/7aZ5N25x5F7p577qG93bwhLJfLbNiwgXvuuQfLMu8Obr/9duI45tZbb23+8H3yk5+kUCjwwAMP8KIXvYhMJkO9Xmf9+vVTjv3Od76zubx582be+ta3ctttt/G2t71t1vZ89atfJQiCWbdnMplZt/X397N27dopZY7j0NXVRX9//6z7eJ5HoVCYUr5u3bpZ95kLX/jCF/jhD3/IP/7jP57wMQRBEITFpSEsD5UO05HqwI989hcP4J3kiKSjtRH2ju8lJqYz3bloxy2kCwxXh9lf3M95hfNIr5IgOFprhmtDOJbdHG86nZyXY6QR4KdzS9N1dqUzXB3iUOkQ5+TPXZUWZUE4mYi4PAV44QtfyMc+9jEARkdH+ehHP8rVV1/NI488wqZNm/jxj3/Mrl27yOWm/ujWajV27959zGPffvvtfPjDH2b37t2USiXCMDyuW/GmTZsWdkErgPvvv5/f+Z3f4ROf+AQXXXTRcjdHEARBwAjL3oleDpcO0ZHqIGWnSNmpScFykiKSDleH2Te+F6WgkCos+vE7052JwNzHufnzcO2lGYqymJSDEuP1cdrctmPWa4jn3omDbO44Z8WnZCn5JQ5O9FIKJhirj4m4FITjIOJyFlKOxcdf++xlO/d8aGtrY8uWLc31W2+9lXw+zyc+8Qne8573UCqVuOSSS2aMfNoYkzkTDz30EDfccAPvfve7ufLKK8nn89x222184AMfOGZ7LrroIvbv3z/r9ksvvZSvfe1rM25bv349AwMDU8rCMGRkZOQoq2rrPr7vMzY2NsV6eeTIkVn3ORYPPvgg1157LR/84Af5rd/6rXnvLwiCICw+rcIyn8rj2V5zWyFdYKgyxMGJg2zOn4NjLd3jzVB1iH3je7Ete8kspZay6Ep3MVwbwbGcVSHCRutjhHE4pV9mYjLAzwApO80Z7Wcs23jZ4xHEAb0TBwlin0KqwGhthA1tG457jYJwOiPichaUUvNyTV1JKKWwLItqtQrAM5/5TG6//XbWrl07q9XR8zyiaGqI8O9///ts2rSJd7zjHc2yY4nGBgtxi92xYwdjY2M8+uijXHLJJQB8+9vfJo5jnvOc58y4zyWXXILrutx3331cf/31AOzcuZMDBw6wY8eO47a3lQceeIBrrrmGv/3bvz1uhFpBEATh5BDFEQcnDtJXPnyUsAQjWLoz3QxWB/Bsj7NyZy+JYBmsDLCvuA/HcpbcBde2bLrSnQxUjuBYLmflzprV3XS58SOfkerQjGMtZ6Jx/w6Vesk4abpXYIAfrTX9pT5G6yN0pbtRSjFcHWHCn6A7073czROEFYuIy1OAer3eHFs4OjrKRz7yEUqlEtdeey1gUnv83d/9Hddddx1//dd/zZlnnsn+/fv50pe+xNve9jbOPPNMNm/ezL333svOnTvp7u4mn8+zdetWDhw4wG233cav/Mqv8JWvfIU777zzuO1ZiFvs9u3bueqqq7jpppv4+Mc/ThAE3Hzzzbz61a9uRoo9dOgQl19+OZ/5zGd49rOfTT6f53Wvex1vfvOb6erqoqOjgze84Q3s2LFjSqTYXbt2USqV6O/vp1qtNqPFXnjhhXiex/33388111zDH//xH3P99dc376nneRLURxAEYZk4nrBsYFs2Hak8feU+Mk6GNdm1M9Y7EbTWDFQG2D+xH89yj4qEulQ4lkM+VaCvdBhXOWxo37girXxFv0glrM4rCmzaSRPEAfuLB0jZKdrnKdarYZVyUKbkT5BPFRZ13CvAaH2UvnIfHV6+aTW2LYvR2oiIS0E4BiIuTwG+/vWvs2HDBsBEd922bRt33HEHl112GQDZbJbvfOc7vP3tb+flL385ExMTnHHGGVx++eVNS+ZNN93EAw88wLOe9SxKpRL3338/L33pS3nTm97EzTffTL1e5yUveQl/+Zd/yS233LKk1/O5z32Om2++mcsvvxzLsrj++uv58Ic/3NweBAE7d+6kUqk0yz74wQ8269brda688ko++tGPTjnu7/7u7/Lggw8215/xjGcAsHfvXjZv3synP/1pKpUK733ve3nve9/brPeCF7yABx54YImuVhAEQZgNIywPcLjURyE9u7BskLJTBHbAgSTAz2KMj4t0xEB5gAMTB0g7qeOOKVxsPNuj3WvnYOkgru0uqmheDGIdM1QZxLXceQvfRoCf/XMI8KO1phpWKQUlxuqjlPwS9agOwEhtBDh30QRmNazSO9GLbdmknMk2tTltjNfHqcwSEVcQBMlzKQiCIAjCCiSMQ3onDtJX7qOQKswrqM1obZS0nea8wpYFiYByUOZQ6RDD1WHa3SyZZRQUJb9EGIecVziPzvTK8aYp+kWeGH6cjlTHCY11jXXMcHWItdl1R40tjXRENahQCsqM1kYoB2WCOMC1XDJOBs/2UEoxXh9HoTgnv3CBGemIvWN7GKwO0pPpOUowD1YGOa+whbUrTOQLwlIynzyXYrkUBEEQBGFFEcYhB4oHOFLpo5DqnHe01EKqwFB1mIMTBzi3cB6uNb/9ozhisDrI4dJh/KhOZ7qwpEGC5kK71854fZx9xf04lntS064ci9HaKLGOT/j+mAA/Xc0AP+vb1lMJypT8EiP1ESphlSgOSdkeWTc7o/U6n8ozVh9j7/helFILiuA7UB5gsDpIZ7pzRkusZ3sMV4foyfSs2DGwgrCciLgUBEEQBGHF0CosO9NdJyRalFJ0Jek8UnaaszvOnrMQKPklDpcPM5wEqOlJrZxgM/lUnpEkDcpCrbKLQT2sMVwdpm2B7WgN8DNSG6YaVog1pJ0UHV5uTp+BQqrAWM0IzHNPMB9lsT7O4VIvbW7brOdsc9so+hOUg/KKEfiCsJKQVy6CIAiCIKwITICXfQsSlg1sy6aQLtBf7uNI+chx60dxRF+pjydHdzJSHaYr3XXSx1fOhc50F+WgzP7ivuaYw+Vi3C9Sj2qkndmjwM+VtJMm62TQaAqpTtZke8jNUVg2KKQLhHHA3vE9FOvj8zq/H/kcnOglIj6maHcshygO5318QThdEMulIAiCIAiLStEv0l/ux0JhWza2SibLRmFhKQtLKZRKljHLA5UjDFSOLFhYNvASV8re0kHSTmrWsYolf4JDpUOM1EZWnLVyOkopujJdDFeH2V/czzn5c+bt9rsYRDpisDJIKhn3uBgsxpjWznQno7VR9o7v4ZzCeXR4x4+zEeuYw6VDjPvj9MwhEmzGyTBcG2Zd2/pld5cWhJWG/EcIgiAIgrBo1KM6B4sHKfrjuJaLRqN1TIyGJIigRjFFjihQKKI4piuzOMKyQdbNEsQBB4r78eyp0V7DOGSgMkBf6TChDulKd00JKLNSsZRFV7qL4eogjnJYm11Lm9t2UtOUlPwSpWBiQeMbl4opAjN/7nEF5nB1mP5yP4VUfk7u01k3y0iS83KxU6AIwmpHxKUgCIIgCItCrGP6Socp+uN0Z7rnPM5Ra41OJOdSCKR8Ks9wdZgDxf2cV9iCZ3tM+BMcLh1iuDpCu9dG3l142pKTiW3ZFFKdHCn3M1wbJp/K053upiPVcVIsmSO14WY7ViKd6U5GaiPsHd/DufnzZh0fWQ7K9JZ6STmp46a6aWApK4lSOybiUhCmIeJSEARBEIRFoWEBys/RAtRAKTXdlrnodCYBfg5OHCBjZ+grHybSMd2Z1WGtnAnXdlnTtgY/8hmvjzFcHSbrZuhJ95BPFZbMmlkNq4zWRlfkmNRWutJdjFSHE4F5Lu3TBGYj3U09rNGTnZ8rdNbNMlofY0NUP2Z+TkE43RBxKQiCIAjCgqkElXlbgE4mJuVFJ0fKR1AK2t32Zc1buZh4todne8Q6phJUODhxgMPlviWzZo7XxqiFdTpSKz9veGe6K3GR3cs5+XNp99qb2/rKfYzUhulKH3+c5XTSdpohf4gJf4JURsSlIDQQcSkIgiAIwoKI4oje0olZgE4mjuXQnelGKXVK5ii0lEW710671z7FmtnmZulJ99CRyi/YmhnFEUO1ITJuehFbvnQopY4ag9nutTNaG6Gv3EfO6zghy7VSCsdyGKkN053uPqnjXQVhJSPiUhAEQRCEBdFf7mOoMkx3ZuZorCuJ5XSB1VrjRz7VqEotrFINa1RDs1wLa3Rneji/8/xFESrTrZn7J/bjll06Unl6Mj3kU3lsNf97UfTHKfmlVTXWsCEwG2Mwz8ydSe9EL5ZSpJ0TF8ltbhvFepFqWF32nKOCsFIQcbnKufHGG/n0pz/dXO/q6uJXfuVXeP/738/FF188r+OMjY1x1113LUEr58fIyAhveMMbuPvuu7Esi+uvv54PfehDtLe3z7pPrVbjLW95C7fddhv1ep0rr7ySj370o6xbt65Z541vfCP/8R//wc9+9jO2b9/OY489dtRxtNZ84AMf4J/+6Z/Yv38/PT09/OEf/iHveMc7luJSBUEQVj1j9TEOl/vIpdpX7djFxWZ/cT9PjuykGlYTITkpIuMkYu5s7Onezq9vetGiRcydbs0cq48yUh2hM11gfdsGOryOeYnZkeoIllKrrq+VUmYMZm2E/cX9VIPqgq3snu0xVh+n6BeXTVxGcUSoQxn3KawYTj2fkNOQq666ir6+Pvr6+rjvvvtwHIdrrrlmuZt1wtxwww38/Oc/55vf/Cb33HMP3/nOd3j9619/zH3e9KY3cffdd3PHHXfw4IMPcvjwYV7+8pcfVe+1r30tr3rVq2Y9zh//8R9z66238vd///c88cQTfPnLX+bZz372gq9JEARhsQnjkN1ju+id6KVYHyeKo5PehnpUp3fiIKDJOJmTfv6VSO9EL1966ov8dOin7BrbxaGJQwxXh6kElaawdC2HnJdjTXYNZ3eczQVdF3Bh94UopXh8+HG+sPM2JvyJRW+bZ3t0pbsopPOM18fYOfIEe8Z3U5rjuSpBhbH6KG3e7C97VzINgRnrmM5M56JYiNN2iuHqMJE++f9/Wmt6S73sGdtNGIcn/fyCMBNKH+cN2qmCUqoDGB8fH6ejY+UPQJ8rM1kcv/e973HppZcyMDDAmjVrADh48CBvectb+MY3voFlWVx66aV86EMfYvPmzdxyyy28+93vnnLc+++/n8suu4y3v/3t3HnnnfT29rJ+/XpuuOEG3vWud+G6SxPm/PHHH+fCCy/khz/8Ic961rMA+PrXv86LX/xient72bhx41H7jI+Ps2bNGj7/+c/zile8AoAnnniC7du389BDD/Hc5z53Sv1bbrmFu+666yjL5eOPP87FF1/Mz372My644IIluT5BEITFYrQ2ws6RnWjAUpB12uhMd9Hh5Whzl96KGOuYA8X99JUP053pOSXHMM6Xkl/is4//K5Wgwub8Zs7Ln0fayZBxMqSdNJlkeTar5P7ifr6y5x5qYY02N8u1513Hxvajf/cWCz/yKdYncC2bnuxa1mbXHvMlweHSYfYX97Imu3bJ2rTaCOOQ8fo427svPG4+zcVmuDrMrrGniHTElsJW1kq/CEtEsVgkn88D5LXWxWPVFbfYWdBaQ622PCdPp0/4bVqpVOKzn/0sW7ZsobvbRD8LgoArr7ySHTt28N3vfhfHcXjPe97DVVddxU9+8hPe+ta38vjjj1MsFvnkJz8JGPdagFwux6c+9Sk2btzIT3/6U2666SZyuRxve9vbZm3DRRddxP79+2fdfumll/K1r31txm0PPfQQhUKhKSwBrrjiCizL4uGHH+Y3fuM3jtrn0UcfJQgCrrjiimbZtm3bOPvss2cUl7Nx9913c+6553LPPfdw1VVXobXmiiuu4P3vf3/zfgiCIKwURmojKKXoyXQTxRHVsMrBiYMnTWhOph0piLDEuCfes+fLVIIKPZkerjn32nlHzd3UsYnf3H4DX951F0PVYe548nYuP/vXeVrP05akzZ7t0ZPtphbWkpyfw6xvW09PpueotgdxwFB1kIwjYwtbcSyHWGvG6+MnVVxWwyq9pYO4lounPPrL/RRShRUZqVk4vRBxORu1GoMvv35ZTr3mS1+EzNzdi+65557meMRyucyGDRu45557sCzzY3/77bcTxzG33nprU7R+8pOfpFAo8MADD/CiF72ITCZDvV5n/fr1U479zne+s7m8efNm3vrWt3LbbbcdU1x+9atfJQiCWbdnjnFt/f39rF079c2b4zh0dXXR398/6z6e51EoFKaUr1u3btZ9ZmLPnj3s37+fO+64g8985jNEUcSb3vQmXvGKV/Dtb397zscRBEFYaqphlfH6eDPPoG3ZzXF1U4WmIutk6Up3kUt10Oa2nVAQl+mcSOL5U50Hex/kcKmPlO1x7XkvPeH7UkgVePW23+Tr+77GrtFdfGPfvQxVB3n+mS9YMhGfdtKknTTloMz+4l6GqkNsaFtPZ7qraWUt1ouUgzLdmfmn7TjVyboZRmpGmC9mypfZiHTEoYne5osMgKHqIEPVoSW1dAvCXBBxeQrwwhe+kI997GMAjI6O8tGPfpSrr76aRx55hE2bNvHjH/+YXbt2kctNTR5cq9XYvXv3MY99++238+EPf5jdu3dTKpUIw/C4bsWbNm1a2AUtE3EcU6/X+cxnPsP5558PwD//8z9zySWXsHPnTnGVFQRhxVCsF2fNMziT0DwwcQCrZJF1snSnu8mnC01hOl8mE8/X6cmK0AD4xfAveGzgvwC46pwXLziSqmd7XHPutTzc9wMeOvwQPzryI4aqg7zk3GuXdGxrm9tG1slSCko8NfYUea/A+rb1FNIFhmtDOJYjVuoZyDgZRqojTPgTdKWX3tNpoDzAYHWQzvTkuNGs28aRyhG60l0LioArCAtFxOVspNPGgrhM554PbW1tbNmypbl+6623ks/n+cQnPsF73vMeSqUSl1xyCZ/73OeO2rcxJnMmHnroIW644Qbe/e53c+WVV5LP57ntttv4wAc+cMz2LMQtdv369QwMDEwpC8OQkZGRo6yqrfv4vs/Y2NgU6+WRI0dm3WcmNmzYgOM4TWEJsH37dgAOHDgg4lIQhBVBpCOGqkOkneNHh5wuNCuhSUnhlQ/Tme6mJ9NNu5ebl2A4Uu5nuDqyKtKOnAwGK4N8a/83AXjOhudwXuG8RTmupSx2bHwePZk1fH3f1zhQPMjnH/8c1215WdNatRQopch5OZNmwy/y1OiTFNIFJvzSCb+QONWxlIWlFKO10SUXl0W/yOHSIdrctiljd7NOlqHqIAOVI5zdsTpf8gunBiIuZ0EpNS/X1JWEUgrLsqhWqwA885nP5Pbbb2ft2rWzWh09zyOKpkY6+/73v8+mTZumpOE4lmhssBC32B07djA2Nsajjz7KJZdcAsC3v/1t4jjmOc95zoz7XHLJJbiuy3333cf11xtX5p07d3LgwAF27Nhx3PY2+NVf/VXCMGT37t2cd555OHjyySeB1WuNFQTh1KPklygFExRShXntZ1s2OS9HzstRD+sMVgcYqg6ST+VZk11L3ssfd2ympB2ZSi2scffu/0cYh2zOb2bHxuct+jm2dm6lkCrw5d13MV4f59+e+DxXbb6arZ1bF/1crVjKopAqEMYhxfo4CiUu0Mcg67YxXh+jFtaWzHIYRAG9EweJdUTWzU/ZppSi3csxWBmkO9MjLwKEZUN8G04B6vU6/f399Pf38/jjj/OGN7yBUqnEtddeC5jUHj09PVx33XV897vfZe/evTzwwAO88Y1vpLe3FzDjKX/yk5+wc+dOhoaGCIKArVu3cuDAAW677TZ2797Nhz/8Ye68887jtmfTpk1s2bJl1umMM86Ydd/t27dz1VVXcdNNN/HII4/wH//xH9x88828+tWvbkaKPXToENu2beORRx4BIJ/P87rXvY43v/nN3H///Tz66KP8zu/8Djt27JgSzGfXrl089thj9Pf3U61Weeyxx3jsscfwfR8wgYOe+cxn8trXvpb/+q//4tFHH+X3fu/3+PVf//Up1kxBEITlZLQ2ArAgcZdyUnRnusl5OYp+kSdHdvLEyBMMVAbwI3/GfSTtyFRiHfP1fV9jrD5OR6qDq8958ZK5jK7JruE3t/8Pzu44iyAKuHv3l3no8PeJdTzvY813H8dy6Mp00ymW6mOSslPUoxoT/jEDaZ4wWmsOlw8zVhsnny7MWCfjZPDjgIHKEU6XbBDCymPJLZdKqT8A/gDYnBT9HPhrrfXXku1p4APAq4EUcC/wh1rrIy3HOBv4GPBCoAR8GvhzrbUk9cGk6tiwYQNgortu27aNO+64g8suuwyAbDbLd77zHd7+9rfz8pe/nImJCc444wwuv/zypiXzpptu4oEHHuBZz3oWpVKJ+++/n5e+9KW86U1v4uabb6Zer/OSl7yEv/zLv+SWW25Z0uv53Oc+x80338zll1+OZVlcf/31fPjDH25uD4KAnTt3UqlUmmUf/OAHm3Xr9TpXXnklH/3oR6cc93d/93d58MEHm+vPeMYzANi7dy+bN2/Gsizuvvtu3vCGN/D85z+ftrY2rr766uO6AQuCIJws6mGNkdrooiVsd22XTruTKI4oByV2j+0i62RYk1lLId3ZPE+sYw6XDjHhF+leQpfM1cQjfQ+zZ2wPjmVz7bkvXXLBnXEyvHzrK/hO74P86MiPeOjwQwxWB7n0jOcTxD7VsEotrFENq1TDGrWwSi2qJeXVZnkQ+5zRfiaXnfVCSV2xiCilcG2P4doIPZk1i5JDs5WR2oiJzpzuOOZLjI5UjqHqEN2ZnpOeGkUQ4CTkuVRKXQtEwFOAAn4b+FPgGVrrnyulPga8BLgRGAc+AsRa619N9reBx4D+ZL8NwGeAT2it/2Ie7Tgl81wKgiAIpw+DlQF2jT21JA+vYKwjlbBCJaiQslN0pbvpznRTC6vsHttDRyonrpHA3vG93LXrS2gNL9p85ZKlCpmNnw39jPsOfJMonr/lsoFSiqeveTrP2/irpOYwfvd0RUcxenycaGwMK5tFtbej2tqY6d/Pj3zKQYXtXdtp99oXrQ3VsMqTozuJ4pCOVP649Yerw3Snuzm3cJ4EYBIWhfnkuVxycTnjSZUawQjFfwcGgd/UWv97sm0b8DiwQ2v9A6XU1cA9wMaGNVMp9fvA3wJrtNYz++8cfU4Rl4IgCMKqJdYxO0eeoBJWyM/hAXOh1MIaJb+EbdlYKGzLWdQH5tXKeH2czz3+WWphjYvXXMwVm359WdpxuHSYr+/7GsV6kYyTIeOkSTsZMk6GtJM2c3tqecbJoHXM9w9/nydHTUyBrJvl+We+gO1d25fkhcVqpSEqw4Ej6NExUxjHKNeD9nbsrk5ULofKZqcIzcHKIJs6Ni9aSpBIR+wd28NgdZCeTM+c+iiMQ8br45zfecGCIxcLAqxgcZlYIf87xq31GcB64D6gU2s91lJvP/B/tNYfVEr9NfBSrfXTW7afA+wBnqm1/q85nlvEpSAIgrBqKfpFnhh+nI5Ux5QokUuNH/kEcSABQjAP7f/2xOcZrAyyvm0dr7zg1Se1L6bTeIY7EVG4v7iPbx/4NqO1UQDOaD+DXzv7ctZkZ48iP9c2Han001fuY312A+vb1q8q0aqjGD02Rjg4gB4ZBdtGdXSgHNPP2vfR1QrU/Umh2d1lLJrZLKVgAkc5XNh90aIEveov9bG3uJfOdOe8PmujtVFybo6tXecvSm5b4fRmPuLypHwjKqV+CXgISGPGTP6G1voXSqmnA36rsEw4ghGeJPMjM2ynpc5M50xhxnA2yM1WVxAEQRBWOmO1UWIdn3Qx49meuMJiRNO39n+TwcogGSfDteddt6zCEk5MVDbY1LGZ/3nhb/GjI4/ycN8POFQ6xGcf/1eesfYZ7NjwvHm5ysY6pq/cx1OjT7Jr9CmK/kRzW0eqg/M7z+f8zgtYl123YoVmU1QODKBHE1HZ2dkUlQ2U56E88/+gfR9dKRGODKO8FOTaSXUWKHohE7kJCrME3pkrE/4Eh0qHyLrZeX/WOrwORmujjNVGZZy0cFI5Wd+KO4GnA3ngFcCnlVIvWOJz/jnwV0t8DkEQBEFYcvzIZ6Q2smiBfE51wjhkwp9gvD5O0R9nvF6k6I9T9IvUwzo92R7WZzewoW09a7PrcG33uMf8ydBP+MXwL1BK8eJzX0LOW/3vrB3L4dkbnsO2ru082PsAT40+xY+O/IgnRp44rqtsrGN6J3p5auxJdo3uohyUm9tc22VD23r6y/0U60X+s/8/+c/+/ySfynN+5wVc0HUBa5Zo3PB8aYrKIwPosVFwnBlF5Uw0hWY+EZqlEgwP4zs+g0dqtJ/1S1jd3VgnkNqukXYk0hF5d/5u8LZl49ou/eV+OlJ5XOv4n3FBWAyWa8zlt4DdwO0skVvsLJbLXnGLFQRBEFYbQ9Uhnhp9cs5jrk4HYh1zqHSI0doIRb9IMRGQ4/XiFKFzPJRS9GR62NC2gfVtxo2zK901JRBKX6mP23feRqxjLj3zUn5l/bOX4pKWnX3j+7j/YIurbO4Mfu2sSVfZKI44MHGAXaNPsWtsF9Ww2tw3ZXucWziPrZ3ns7ljM47lEMYhe8f3sHN0J3vH9hDEk0H+O9OdTYvmcnyup4jK0VFwHVRHDmUv3O5SrhaJqxUuCHtI5fLY69djr12LyufndJ1aaw5OHOBQqZfuTM8JB+WJdcxQZZgtnVskMrCwIFbsmMvmSZX6NnAA+GNMQJ/XaK2/mGy7AHiCowP6bNBaDyR1Xg/8HbBWa12f4zllzKUgCIKw6tBa8+ToTib8hbvZnSoEUcA9e+5m7/jeWeu4tkve66AjlafD66DDy5NPdeBaLgOVAfrLZlzgTELUs13WZtexoW0Da7NrebD3QUp+ia2dW7nm3GtPaYEfxiE/OvIoP+j7AWEcopTi4jUXE0QBu8d3Uw8nH7syTprzClvY2nk+Z+fOPuYYQz/y2Tu+lydHd7J3fA9hHDW3dWe6jEWz8wK6Mt1Len1agx4ZSSyVY+DYiyYqG8RaMxKOsSV1Fp01i7g4gXJd7DVrsDduwOrqQtmz36uR2ghPjT5Ju9u+4Ei+E/4EtrK5oGsbKVuiAgsnxooSl0qp9wJfw4jJHPCbwNuBK7XW30xSkbwYk4qkCPwDgNb6ecn+jVQkh4G3YcZZ/itwq6QiEQRBEE51Sv4Ej488TrvbPif3zVOdWljjrl1f4nCpD8dyOCt3FvmGgEzmea+DtJM5rgjUWlMKSvSX++gr99Ff7udI5QhBFBxVtzPdyW9uv+G0eUAv1otNV9lWsm6WrYWtbOncylm5s07IquZHPnvGd7NzZCf7inunpFT5pZ5f4gVnXbYk43y1hqi/n2j/frCsRReVrYyGRTqdHGudLhxlo+o+1ngJK9bYXV3YZ5yB3d2NSqen7FcLazw5+iRB7C9KVGitNYOVITbnFy+CrXD6sdLE5T8Dl2PyU44DPwH+Vmv9zWR7GvgA8BqMG+u9wB9qrftbjrEJ+BhwGVDGRJv9M631pH/F8dsh4lIQBEFYdfRO9HJw4sCCo3ieCkz4E3zpqS8yXB0m5aT4jS0vX/QH5ljHScL6vqZ1M4xDXnreS0/LwCj7xvfyk8Gf0JHqYEthKxvbNy5q7sR6WGf3+G52jjzBvuJetIZ8qoMrN1/NmbkzF+08WkPU10d0YD8qnUG1LW30Yz8OGI+M1dBSFjaW+Ys1dqWGV4tIteXx1m/A61mLm+vAthwGKwMMlAfoyS6eq3A5KBPFMdu7t5NxMsSVCkQRVm71jxsWTg4rSlyuFERcCoIgCKuNIA74xfDPAU77VCAjtRG+9OS/U/QnaPfaePnWV9BzGoq91YCONdHAAIRhEtAmffydgIMTB7l339cp1osoBZesexbP2/irC47Kq2NNdDgRlm1tqOzJC4wVa01MTKxjImIiHRMTE8URUbWMrlbNeM9CAbvQhW7P0J3pXvRIxIOVQc5oP4Mz7R6Cn/0MghD34l/CkmdiYQ6IuJwBEZeCIAjCamO4OsyTo0/SnelaVGvRaqO/3M+dT32JalilM93J9Vuvp2MRXAZXGlrrJR3PGeuYCX+CMA7JebmlcT0NQsLeXuK+fohjVCaNtWaNEZltxxd19ajOAwfv5+dD5qVKT6abq8558QkHpDHC8hDRgV6Ti3KOQvdkous1dKmE1hqrswt382ZUenHdr2thjVqlyLn9mvRwCWVZWIU87tOehrXEVlxh9TMfcXn6/lKdItx4440opZpTd3c3V111FT/5yU/mfZyXvexlS9PIeTIyMsINN9xAR0cHhUKB173udZRKpWPuU6vV+KM/+iO6u7tpb2/n+uuv58iRqelR3/jGN3LJJZeQSqV4+tOfPuNx7r33Xp773OeSy+VYs2YN119/Pfv27VukKxMEQZg7WmtGaiM4ln1aC8v9xX3c8eQXqIZV1ret41UXvPqUE5a1sMZQZYih6hDD1WH8yF/U42utKfkl405sp+jJrGmmallMI0NcrRHu3kV86DCqI4e1bi04DuGBg4SP/4Jg7z7i4/yep+wUV26+iuu2vIysm2WoOsznH/8cj/Q9TKzjY+47HR3FRAcPEu47iMqtTGEJoFJprO4erEIneniEYN9e4tqc4lXOmZR2qB7cz5GBPVjr1mKtW0s0OkrwxBPGeioIi8Tp+2t1CnHVVVfR19dHX18f9913H47jcM011yx3s06YG264gZ///Od885vf5J577uE73/kOr3/964+5z5ve9Cbuvvtu7rjjDh588EEOHz7My1/+8qPqvfa1r+VVr3rVjMfYu3cv1113Hb/2a7/GY489xr333svQ0NCMxxEEQVhqKmGF8frYae0Ou3PkCe586k6CKODsjrN5xfmvPGVyfcY6puSXGKwM4kc+69vWc0HXNnoyPZSD8qKJzGpYZbA6hALOyZ/LBV3bODd/LlsKW/Esj6HqEPVo4UImHhsnfPJJopFRVE83KmUsbyqbxV63Frw0UV8f4S+eINi9h3h8gmPp2vMK5/FbF/42WwpbiHXM9w59jy/svK2ZJuV46CgmPHiQsPcQVqHjqMA5KxHlOKjuLuKhUcK9e4lrtUU5rg4jwgMHaB+pMFpwKak6yrKw160jPjJA8ORTaH9xX2gIpy/iFrvKufHGGxkbG+Ouu+5qln3ve9/j0ksvZWBggDVrTACIgwcP8pa3vIVvfOMbWJbFpZdeyoc+9CE2b97MLbfcwrvf/e4px73//vu57LLLePvb386dd95Jb28v69ev54YbbuBd73oXrrs0EQsff/xxLrzwQn74wx/yrGc9C4Cvf/3rvPjFL6a3t5eNG48O3DA+Ps6aNWv4/Oc/zyte8QoAnnjiCbZv385DDz3Ec5/73Cn1b7nlFu666y4ee+yxKeX//u//zmte8xrq9TqWZd673H333Vx33XXU6/Ulu2ZBEISZOFw6zP7iXtacpvnpHhv4L+4/+G20hvO7zueqzVcv+ji05SCKI0pBCT/yybpZ1mTWUkgVmqJZa81EMMFgZYCR2ghRHJFL5eYdpdaPfMbrRVK2x5rsWtZm1pBypgqselSnr9THkUo/trLpSHXM20quNcQDA0QHD6BjjSoUjunaq+s19EQJLBursxN77RpURwfKmnkfrTW/GP4F9x/8Nn7k41oOzz/rMi7uuXjW8+gwIjx4kOhwH1a+oyl0Vws6ioiHRrC6OnHO3Yy1AGGsY0144ABR7yGsri7GVIWC3c65qTOwlIUOQ+L+I9ibzsa94AKUs/r/x4TFZz5usfIJmgWtNX68PG9xPMs74TEXpVKJz372s2zZsoXubpMrKggCrrzySnbs2MF3v/tdHMfhPe95T9N99q1vfSuPP/44xWKRT37ykwB0dXUBkMvl+NSnPsXGjRv56U9/yk033UQul+Ntb3vbrG246KKL2L9//6zbL730Ur72ta/NuO2hhx6iUCg0hSXAFVdcgWVZPPzww/zGb/zGUfs8+uijBEHAFVdc0Szbtm0bZ5999ozicjYuueQSLMvik5/8JDfeeCOlUol//dd/5YorrhBhKQjCSSWMQ4arQ6SdzHI35aSjteahvu/zg8M/AOCX1/4yLzzr11a9a7Af+ZT8CTTQ7uY4O7eJQqpwVHoZpRQdXgc5N8fa7DoGK4MM14aZqE/MSWSGcZgExFGsb1vH2uy6Wa3fKTvFpo5N5FMdHCodYqgyTD7VMefcijoMiQ4dJjp0CJXJYOXbj7uPSqVRqTS6XiceGSIeGU5E5lpUPn+UyFRKcVHPRZyVO5N7993LwYmD3Lf/W+we28WLNl1Juzf1nDoMCfcfIOrrx+osoLzFH1e61CjbxurpIh4eIdwd45x77pyDIrWiNWa86aHDWIU8ynXI6TZGownGozKdTg7lOFhr1xAeOIhyXZwtW1DW6v5fE5YXEZez4Mc+f/7d2QXUUvLeS98/rzeU99xzD+3t5su1XC6zYcMG7rnnnqb17fbbbyeOY2699damaP3kJz9JoVDggQce4EUvehGZTIZ6vc769eunHPud73xnc3nz5s289a1v5bbbbjumuPzqV79KEBydI6xBJjP7w1J/fz9r1059S+84Dl1dXfT398+6j+d5FAqFKeXr1q2bdZ+ZOOecc/jGN77BK1/5Sn7v936PKIrYsWMHX/3qV+d8DEEQhMVgwi9SDsp0ZbqWuyknlVjH3H/g2/x48McA7Ni4g+du2LGkQW6WEq01tbBKKSjjWC5d6W66Mz10pDqwlX3MfZVS5Lwc7W47a7NrGKwOMlxNRKaXO0oAxjqmWC8SxiFdmW7WZ9eR8zqOe++UUnSmu2hz2+kr93GkcoRKWCGfyh9T0Me1GtH+A8SDQ6hCft7WQZVKoVIpdBAQj44Rj4ygOgvYXT2otiwqk5kiNDtSea4//xU8NvBffO/Qd9k3vo/P/OLTXH725VzQtQ1Iggnt30fcP4DV1YlaxS+GjcDsJh4eJty92wjM7PxeNkX9/UQHDmJ15Jr94ygbhWI4HKfTMalIlOdhd3cR7N4DrouzefOq/Z8Tlh8Rl6cAL3zhC/nYxz4GwOjoKB/96Ee5+uqreeSRR9i0aRM//vGP2bVrF7lp+YxqtRq7d+8+5rFvv/12PvzhD7N7925KpRJhGB7XrXjTpk0Lu6Blor+/n5tuuonf/u3f5jWveQ0TExO8613v4hWveAXf/OY35YtWEISTxkhtBKXUqrfWzYcwDvna3q/y1OhTKAW/dtbl/PLapy93s04IraHYt4+qFZLN93BG+xl0JQJuvr8lSinavRztXo41mTVJ0J8hiv4EOa+dlJ2iFJSohlXyXoEN7RsopArz/ux4tsfZubPJp/IcmjjEcHWInNdB2jnaYhaPTxDu309cnMDq6ULZJ/44qVwX1d2FDkN0cYJweAQcF5XNYHUWsNraUdksKuVhKYtnrruETR2b+fq+r3GkfISv7PkK+4r7eOH656MOHCYeGEB1daHcRX7E1RrCEPwAFYQQBCjfzE1ZAEGI8gMIk3lrWZDs589QFgRmPYoIn3Ux/kuvAKVMRNfubuKREcI9u3HOOXdOEXcBooEhov37zb2b5labtdKU4gr12CdlGcuuSqexCnnCp54yFswzFy/H6FyJy2XCp56CVBp7TQ9WPr+qXxCcroi4nAXP8njvpe9ftnPPh7a2NrZs2dJcv/XWW8nn83ziE5/gPe95D6VSiUsuuYTPfe5zR+3bGJM5Ew899BA33HAD7373u7nyyivJ5/PcdtttfOADHzhmexbiFrt+/XoGBgamlIVhyMjIyFFW1dZ9fN9nbGxsivXyyJEjs+4zE//3//5f8vk873//ZL9/9rOf5ayzzuLhhx+es3utIAjCQqgEFcZqp1cgn7H6GN/a/w0OFA9iKYsXn/Nizu+6YLmbdcKUxwfxD+znzDhHZyFLdn2M3RXBAoPcNkRmT1NkDlKsF2n3cmwtbKUz3bWgcalKKQqpAm1OG/2VfvrL/VTCSlOsag3x4BDRgf3oMMJa27NoL16V46A6OwHQQQDVKuHBXlSsUZk0qr3diI22LF2ZTl59wWt4uP8HPNz3MD8f/Cl9/bu4Kjifrp6zZx83WKrgPvIY1sE+iCJUGEEUQTJXUQRBaMqiGBWGze0qjBblOo+H+51H0OkUwZXPN/fFsrC6uozA3LtnTgIzHhkl2rcP5aVQM6QZ8ZRLKapQiqtNcQlgtbURRxHBEztRjoM9j2eohRKXSgS/+AXR8AjKsoj278Pq6MBatx67qzNxmT59XratZkRczoJSat6D51cKSiksy6KahJZ+5jOfye23387atWtntTp6nkcUTf3i/P73v8+mTZt4xzve0Sw7lmhssBC32B07djA2Nsajjz7KJZdcAsC3v/1t4jjmOc95zoz7XHLJJbiuy3333cf1118PwM6dOzlw4AA7duw4bnsbVCqVpitxA9s2bktxPL/w54IgCCdK0S9Sj3zy6VMr3cZ0Yh2zb3wvjw0+xv7iPrQGz3a59rzr2NSxOj1gIIkCO3KEjWE7G844Hz0xQbhzJ6HrmrGF69dhdXZiZU886m271067186a7BoqgXFhXcycla7tclbuLPKeGYs5XB2i3WrDHRwlOtSL8tJY3Uv3+VSuC66LDeg4hrpPPDZGPDgItmOsmvk8z23fzhln9vDV3fcw7A/zBfdHvDC02OZsnnI8q7cP53v/ifNfP18UkahtC1wXPBftOuC2zD0Xpi0fVeZMlunkOLgu1p79pO76Jt43vku8tpvoGReZ+5FYMPXwMOHuPTjnnoPVPvPLp3i8SLh3L9pSWLmZx8Ca9HUW41GJbmdqP1odHcThCMETO00fJPE7lpK4WCT4+S+IiuPYG9ajLAsdReiJEsGTTxI6DlahMPm/0378sb3C8iHi8hSgXq83xxaOjo7ykY98hFKpxLXXXguY1B5/93d/x3XXXcdf//Vfc+aZZ7J//36+9KUv8ba3vY0zzzyTzZs3c++997Jz5066u7vJ5/Ns3bqVAwcOcNttt/Erv/IrfOUrX+HOO+88bnsW4ha7fft2rrrqKm666SY+/vGPEwQBN998M69+9aubkWIPHTrE5Zdfzmc+8xme/exnk8/ned3rXseb3/xmurq66Ojo4A1veAM7duyYYm3ctWsXpVKJ/v7+/5+9/46SJLvuc9HvhEtvy5uuqvZmvMEAAzsgLAkaWFqRAiXRSIuPlHlPvNJad917dd9a90lXuiRlSFGGJChSBAgOAIIASAAE4QFiBhiLaVdtyvv0Ntw574+oqq6eru6u6s4y3R3fTHZmRkRGnDSVGb+z9/5tWq3WulvsqVOnsCyL97znPfzGb/wG/+pf/av1tNh/+S//JaOjozzyyCO3/JxCQkLuPVw/mGB7tVnLzfCVT6FVILpFQ5U7kYbb4JWV7/PSyktU7Sumg2OZMd449EZ64317OLrbp1RfIVVx6E33I3Qdkc1CNotyHGSljFxcRMTjaD3d6D09aLlbrw1MmIkdjXCnIxliZpz55UtMXniOdLGNmc3ualsPoWkQi673qFSeB602/twcnq8YiJr8pP8oX4xdYNpb4gvV7zDjLPOW+INEX76A+Y1n0Sdm1/fnD/fjP3IfKhoBQ0fpOhg6rF4rfcNtwwBdC8SgYYBlgGEGy3YAOdSHVqpifvU7RD76F7TzWeToUPA6CAFrAvPSmsC8WmTJeh3v0mWU56Hlb1yvHdMi1PwmjnSxtKs/f1o+j7+8jHv6DOKB+9Fe5WnRSWS5jHv6NLJWR+/vX4+EB387GbRsBuW4yHoN+fJSYByVz6P39qJls4gbBCxC9oawFckdzoc//GE+8pGPrN9PpVKcOHGCX//1X1+P4kFQT/jrv/7rfO5zn6NWqzE0NMTb3vY2/u2//bek02mWl5f5mZ/5Gb797W9Tr9fXW5H883/+z/m93/s9bNvmPe95D6973ev43//3/51yubxjz6lYLPIrv/Ir/MVf/AWapvGBD3yAf//v//26adHExAQHDx5cHyME9aP/7J/9M/7kT/4E27Z517vexW//9m9flRb71FNP8dWvfvWa412+fJmxsTEAPvrRj/Jv/s2/4fz588TjcZ588kn+9b/+15w4cWLHnm9ISMjdg1KKkl1ipjaNUpJMJEcmkiZhJrcUWarYFc4Wz5CNZNG1Gxu+3EkopZhrzPHi0gucL51HqiAbJGpEub/7fh7ofpBcNLfHo7x9bM+mtjLL2KUmuYExhH7te6iUQjVbqFoVpEJLJtEG+tHz+X2V+qeUQlWreAsLeHNzXGhMUMtGyEf2z/uklALHCSKCQvBs8zTPVF+CRpOe+Qbv/Zs6XVUFmsB76CTuG18TiLX97KEgJZE/+DOMV8ZRyTitf/z3ULkr0UWlFKpYQMTigcnPanRSNlt4Fy6imnVEvuum6cpSKYpehWPRA+SMzc+L/cVFtGQK84H7dyRa6BdLuK+cRrWbaL29W0qxVu02sloNBHQ8jtbTG9Rndt38OYfcOttpRRKKy5CQkJCQkA7gSY/5xjzz9Tl0TcfUTFpeC6UUUSNKJpIhmkdvuAABAABJREFUE8mSvIHQnKhcZrG5SFds51PRdgPHdzhTPMOLSy+w0lpZX96f6Oehnoc5nj9+V/SuhOCkf7m1Qu9Mg8EyGP03j8Aq30fV68h6I2gJkUmjdXWhJZOIZHLVMXV3xaaSElkq4c/NIZeWka6DlslQiyrG29Mk9Tim2H/vmTY5i/mN7zKzcJbPvM6iERWYSuNt9iGOPvAWVDp1853sF2yb2H/8Q7S5JeRgL61f+TnY4MYbCMwiIhrFOHQILAvv0mVkuYTWvfU62KJXodfIMRoZ2HS9Ugp/YQG9qxvrvlMdjRL6Kyu4Z86gbBu9d/u9fJVSqEYj6Jmq61gPPnBL+wnZGqG43IRQXIaEhISE7BQNt8FMbZpiu3CNw6ZUEttr0/RayFWhmbbSZCNZkqtunwC21+aVwmlM3SB2h/e3LLRWeHH5RU4XXsFZTRE2NIMT+RM81PMQfYndMwrZLap2Bb3tcfBChUgqt+3UUeW4qHoNZdsoqdAiFiIWR+vKo6VSiEQiuGwSDe0EyvOQhQL+7Cz+SjARoG1IgVVKcdmZY9mr0G3sk3pg18N48QzGN55Fn55fX1w9OshfvC3DVNoFAfdFD/GW1KMYN2n/sp8QpQqx3/w9RL2Jd99R7A9/EDZMNAQCsxS0dIlFkYUioiu/rc9HU7ZRSnEyNnbdCQPl+8iFRfSBfsyTJ7fdcmYz/KWlQFh6PnpP9+3vb3kZLZ3Gevjh0F12hwjF5SaE4jIkJCQkpNMopSi0C0zXprG9Nrlo7obprFJJbN+m5TbxlSSiR8lEAqHpSJeJymW6Y51z4NwLxkvjfObSX7B2fpGL5niw5yHu67pv07YWu4lSimK7hKHpZCKdE0iu71KxK4zVY2QuzKMPD93W/pRSYNuodhvVagVtMAwTLRZF5PNo6QxaIh6Izds8mVaOg7+8gj87gyyWwNDRsjmEde1+G36L8/YUlrCIbtPZvmNIiTYxg/G9lzFePINo2QAoQ8d/+BTuGx9HHhhEKsWzzVd4pnEahaLLyPKD6SfJXycFdD+glALpr7d20SZnif72/0B4Pu5Tr8P5kbdd8xhZLAatTbq7tj3xIJWk5Fc5Fhkha1w/sqt8Hzk/j5bNog0OBrXCm7jQbgV/YSEQltAxsyDl+/gLi1j334dx4EBH9hlyNaG43IRQXIaEhISEdBLXd5ltzLLYWMDSLVLW9tLulFLYvk3Ta+JLH0Mz0ITWUdGz2yw3l/nouT/B9V1G06M83v8aRlIj+0Ys15waGgJ/teYzHenM+cByc4WeSJ6hc0WE66DlOl+XqBwX1Wqi2u2g36JhIKJxtFRivZehMAIHUmEYYFnBtWlumlorWy38pSXk7Cx+pYqIRoJI5U0Eyoy9yIy7TLeR3dX3VSwXML77MsZz30crVtaXy0wK7/WP4r72EUhdK3imnUU+X/1bmrKNKQzemnqcE9H95UaslIJmA1VvoFiNGK9GCPXnXyH6R58CwP7x9+C99uGOHrvglRkwujkQuXEad+DeWkPV64h4Aq2vD72vDy279Tphb3YO7+zZYAKjw38jslwBIbAee/S2nJhDNicUl5sQisuQkJCQkE5Rc2rM1KYptctko7ffBkIphSMdTM1EE/vD0GW7tNwm//PsH1Oxq4ykR3j/0Q/sq+eyFl08kjuKJjQulS9iaAZJ6/aMShpuA19KjqoejBdPB8YkO5S6uhHleahWC9W2wfdQUiIIgpxC14Lol6GvCs0IIhoJajgjEZRt48/Po2p1RDKBSKe3LBDa0uFcexKBIKHvcPp2vYHxwhmM772MPjW3vlhFLLwHT+A99gDy8MhV6aKb0fBbfL76t8y4QR/tU9GDvD75IHFt7yPpNJuoRiNwEO7tRdkOcm4O0dO9/p6Yn/8a1he+Dpqg9Us/gzzSOXHc8FsIBCdjY1tOG5aNJqpagdUWKcbAQGCoY23+PaiUwp+dxT1zFhGJoGU7P4GmlELOzqEfPoR1/M7tkbtfCcXlJoTiMiQkJCTkdpFKstJaYaY2jSc9stHsvhJQe4UvfT4x/jTTtWkykQw/ffJn9lXdqFKKleYKfYl+xjJjaEJjubnM5colokaUuHlrkQ5f+hTbRQ6mD5KfKuHPzOxq4/nroXwffD9o2+H74LrBMs9DyeC8T0unAtOgW4g+LjgFJp158kYWrdPRS9dDf+V8kPZ69iKsjhdN4B07hPf4A/j3HQt6Q26DV6fJmsLgodhRHokfJ6btfusf1QgilSIeQ+vtQ+vuQotGULaDO34e1WheaSeiFJE/+hTGC6dR8SitX/15VM+NW41sFV9JKn6dY9EDZPTtTbQox0VWKijHQU+l0IZWU2Y3OMsqpfCmpvDOnQsE9A6eg8tmExpNrEcf2ZHsgXuZUFxuQiguQ0JCQkJuB9u3ma3NstRcJGbGdrS/4J3G30x9iReWXsDSTX7qxE/TFbt9k45OUrUr6JrB8dyJq+o+F+rzTNYmSZiJW6oHLbYKpK0MhyJDyO8+D5EIWuLuT8lzlcf59jSOckhvU5Bcg1KIUgVtag793CWMl84g2s76an+4H++xB/AeuW/TtNftMuss8Y36iyx6RQAsYfJw/BiPxI4R2YU6UtVsBhHjWBStrxetuxvtVeZPslzBOz8OEQuxluLpukR/+4/Qp+aQPXlav/phiG9zAkdKtIlZtIUl/BOHUfksACtumWGrhyHr1txWlZSo6mrKbCx6JWU2k8GbnsY7fx6RTKKldt6x159fQO/vx3zg/n3T1uduIBSXmxCKy5CQkJCQW6ViV5ipzVB1ymQjOUw9dCRc4+Xll/ji5BcB+NEjP8aR7JE9HtHVOL5DzalxJHvkGtGrlGKuPst0bZpUJLXu3LsV2l6bltfmeO4Y8eUa7ksv37aRz51Ewatw0Z4ho6e258LabKFPz6NNzaFNzaJPzSHqzas2kdlUICgfewDVd+OJClWro6QfpCKvpgKj6zcUFmvOt99pfJ9lrwxAVFg8Ej/OQ7GjWFrn/75VqxWIykjkiqiMXX9Cw5udw7s8gdadXzf4EdU60d/6PbRyDf/oGO1f+Em4WQp220Y/dxHjlXH0MxcRzVYwnqiF8/534z32AHW/hYHGidgY+m1mYshmE1WpggAtnUGWy4hM+pYNgLaLclzkyjLWww/viyyCu4VQXG5CKC5DQkJCQmyvTd2tI5UCFIpVS39kcFtKfCRKSeTqciklJbuEQpGJZMI02A3M1mf5+Lk/RSrJ64fewOsGXrfXQ7oKpRQrrWX6EwOMpQ9umgIqlWSmNs1sfZZsJLuliQOpJCvNAsOpIQ4khnG+9z1ks4me70yq4n5CKYVcWAhqOy0TYZoIy0KaBpfkMhXRIm9ep4bO9dDml4Ko5NRsICiXi9dupwn8wT7k6BDegyeRhw7ctI4SQJZKQU1pPA62HaQAez5KeihfIQQgBAhttf50VYDqBsI0kEpxyZ7hb5uvUPQCk6CYFuGx+EkeiB3uSD9P1WojqzW0qIXW0xNcthBxVJ6Pd/EifrGI3n1FYGuzi0T/40cQjov75KM4H3h38Bw3IAol9FfGMU6Po12aQvjyyn7jUVQqgbZYAMB79H6a73s7VcvneHSElN4ZEahcF1mtosXjHe2PuRX8lRW0RALrkUeuWwcasj1CcbkJobgMCQkJubdxfIdL5YuU7CICgVr9V8H6LSEEYvU+QgTXQNSI7qsawv1Azanxx2f+iKbb5GjuKD986Ef2jSvsGhW7gqVZHMsdI3KDtFdf+UxXp5hvzJGL5jG0G4uKtf0ez59Ar9RxvvvdwNDkLuuxp3yf1tNPY3/jm5uu95WkrRw0K4IwTZRlghk41gKIxRWE51/zONmVRY4M4o8MIUcGkUP964/ZKrJUQpgmxqFDaJk0SnGlttR1g/pSzwPPQ662dcG2QUqU64HrIpJxiCdQwHl7imcar1D2awDEtSiviZ/ivtihbffHVEpBq4WsN9AiJqK7Z7V9x/ZSpmWjiXf+PEiJ2HDuqr9ynujvfxwU2O99B94bHkebnL0iKBdXrt5PTx7/vmN4p44gx4JWHeaXvon1xa+DVMh8hsUffyv9xx5lwNpfKe23QtA6ZQHjvlOYo/vLGfhOJRSXmxCKy5CQkJB7F1/5TFYmWWgu0B3rCqOPt4nru3zs3EdZai7RE+/hJ47/5G075naaK+mwR+mK3byfnic9JqsTLDaX6Irmr9uv1PVdqk51fb/OuXP4E5PoA3dXCp6ybRp/8BHcV14BBFo+h3JccJ3gWslA3CgXT3kY14nyqXj0iogcHcIfHoDk7dWlrgvLgwe35TyqpApEp+Mgy2Xk8jKq0UREI5BMojTB2fYkzzRfoeo3AEhpcV6TOMXJ6MGbpowq30PV69B2EPEYIp9H7+5GS956NFAur+COjweOvpEradvml7+N9Zm/AU2gYlFEo3XlQZrAP3gA775j+KeOoHo2//xrEzNE/vhTaMUKvlDYb389o+/5SXTjzp8kkdUqSIn12GO7lpJ7NxOKy00IxWVISEjIvYlSivn6HJO1yS2nPYZcH6UUn7v8Wc4VzxEzYvz0yZ/Zd705A1ffAoOJQUbTo1uOqLq+y+XqZQqtFbquMwmx3FymN97HwcxBRNvGfvZZMIyrHDLvdGS1Sv13/wv+9DQYBom/+3NYDz101TZrEcJGu8bF2iUsTxD1BTguwg1camVfD6ore03a5m2NrVRGGHoQsbzNlhbKDkSmv7iErNUQho5IpZGG4HT7Ms82zlCXQT1oXk/zY9m3kNKvFcaq1UY16iBAJFPoPT2ITAYtevsutEqBNzGBnL26PQlKYf3pZzGfeTG4G4vgnzgcCMrjh7Zu9tO2iXzir9C/9zI+kvjBo2Q+/PPoXTefkNnv+LNz6GNjWCdP7PVQ7nhCcbkJobgMCQkJuTcptFa4WL5I3IzfkiNoyNU8u/AMX5/5OpoQfPDYhxhOHdjrIV1D2S4T0SIcyx/flkkPBK7Al8uXKNllumL5qwRm3amjgOO548TNON7sHM6LL6IPDe67lOBbxV9cpP47/xlZLCISCZK/+IsYB8du+JgZZ4kZZ4luI7ujr0MnheVGlOejKhX85SVkuRI42KaS+JbJ91sXebZ5hpZsk9YTvD/7FGk9GYjrRgPVaiGi0SBKmc8jUimE3tnMiE3bkwD4Psbzp5HZNPLg8M3NfW6A/vwraH/6aaIuWNE4sQ99iMgTr+nA6PcO1Woha3WsRx9Fz4etSW6HUFxuQiguQ0JCQu49ak6N8dI4QkDK2nkb/LudS+VL/PnFT6IUvG3kbTzU+/BeD+kabN+m4TQ4mjtKLnprBjstr8Wl8iXqbo18NI8QYr2n5aHMYfoSfSilcJ5/Hlkqo/fc+XVqAO6FizT+239DNZto3T0k/+Evoff03PRxtnQ4155CAUn91mqTfSWpySYRYW7ad/KKsDyIls3e0jFuhpIKVavhr6ygikWk7aAlE9Qiik9WvkrFr5Miynu1R8ioWBCl7O1GZLI3dH7tBJu2J+kw9eU58h/9AsnJJRBgPfYY8R//0K4Z8shGE9VqXmVgdLv4i4voPT2YDzwQOAqH3BLbEZdh0UlISEhIyF2J7bWZqk7hSzcUlh2g0CrwucufRSl4sOfBfSkspZJU7Cp9iX6ykVuPVMSMGGOZMeJGnFI7cDet2BXy0Tzdq+1MVKWCLJbQMnfHhLXzveeo/6ffRjWb6GNjpP7Jr21JWAJENIt+s4uWbCOVvPkDNqCUou43KXkV4iJCw2/iv2ofslxG6NqOCksAoQm0TBrz8CGMkycxxkZAKZKFJu8Tj5H1LGp+g0+KF6kfGsA8dRK9v3/HhSWAls2gDQ0ia3WU7+3IMSLdvSz/0vvRfugdIDSc732P6v/v3+BdvLgjx1vDm56m8cf/k8r/+r9S/Vf/X5zvfa9j+9byefyFReTSUsf2GXJjwshlSEhISMhdhyc9Llcus9JcpiseGvisUWwXaboNspEcCTOx5RTGttfmT87+T0rtEkOpIT549EPXNbzZS0rtEnEjwdHc0Y4YDNWcGhfLF2h5LUzN5Hj+xPpEhXvxIu75cYyhwds+zl6ilML+0t/Q+vSnATAffJDEz/0cwtpebbKrPMbb07SVQ0bfWv1pWzrU/AYJLUq/1U1GS3DZnqMmm+SM4FxNlssITcM4fGhHheX1UG07qMssFGmlLD5Z+jJFt0LCjPPBYx+6pnfqjo7lOu1JOsmyV+KwNURupkLjD/8QWSiA0Ii+4+1E3vpUx8xxlOfhvvgi9le/jjdx+eqVmkbyF38B89SpjhzLLxTQojGsRx+5yhQpZOuEabGbEIrLkJCQkHsDpRRTtSnm6jPko137UgTtNnWnzjdmv87pwun1ZZZukovmyUVy5KKrl0iOXDR/lTCTSvKpC59kojJB2krxUyd/hoS5/9wXbc+m4TU5mj1KLtq5+qqyXWaicpmuWDcHVutLlW1jP/NdEArtDj6nUFLS+rOnsb/xDQAib3kLsfe994ppzDYpelUu2NNk9NQN23e4yqPqNzCETq+Ro8fIEdECMVvx64y3p0loMYxqIxCWhw6h5bK3NKZO03SbPD3+cZabK8TNGB84+iF64luL8HaC67Un6RQVv05Si3E0cgBsm+bH/wzn2WdX1wr0kRHME8cxT55AHxvbdqqprFaxv/FN7G99C1Vd1SiajvXIw0Te/Cbsr34N57nnwLRI/co/wjh48Lafk5ISOTePcfIEZgf2dy8SistNCMVlSEhIyL3BUnOJS+WLpCKpbZu53G140uN7i9/lmYVncH0XgHQkTc2pcaPf/4SZIBfNkY/maXttzpfOY2gGP3nip+iN9+7W8LeMVJKVZoHh1BAHUiMdN5VpuA2ienR9osJfWMB+/gX0gf5bFmJ7jbJtGh/5Q9zvfx8QxN73XqJvfeq29ukrySV7lopfX488bkQqSVU2kconb6TpM7quqdFUSjHlLDBXmqRHywQRy30iLNdoeS2ePv9nLDWXiBlRPnDsg/TG+3bt+HJ5BffChcA8qMOROEe6tJXNiejYeu2r873naH/hC/jz81dtKyJRjGNHMU+cwDhx4rq1x0op/IlJ7K99Def5F0AGvU9FKk3kjW8g8obXr0/SKM+j/l/+K97Zs4h4nNSv/Sr6wMBtPy9Zq4HnBa1J7iJn590iFJebEIrLkJCQkLufsl3mYmkcQzf3ZXRtt1BKcaE8ztdmvkrFDs4DBpIDvPXAW+lPDOBLn7JdpmSXKLWLlNql1dslmm5z032+59APczx/fDefxpZZS4c9lju2461mlFK4L76Iv7KC3ru3QltWKshKBS2TCYTGFoWurNWCViNTU0GrkZ/7OayHH7r5A7dA1W9wvj1FQothrUYjlVI0ZZumbJPRk/SbeTJ68rrp6o2Vecb9ecyxMVI9Qx0ZV6dpe20+Mf40C40FIkaEDxz9IP2J3el1et32JB1ixS1xODpMt5G9arksl3HPnsM9exbv7DlUs3HVeq27G/PEcYwTJzGPHQVdx3n+eeyvfT34rK1ijB0k8pY3Yz70IMK4tj+qsm1q/+m38Scm0DJZkv/k19Dzt2bOtRFvdg5jdBTz5Im7xt15twjF5SaE4jIkJCTk7qbpNrlQvoDj22Sj2b0ezp6x1FziK9NfZqY2A0DSSvKmoTdxIn9ySydUba9N2S5RbAfCs2yXOZA6wIM9nREfnabttWl5LY7lju9Kv01ZreI8+11EKomI7l1rG/tv/5bmRz8GctX8RmiIVBItk0FLp4M+i+k0Wmbj7Qyq1aL+n383aDUST5D8pV/oSOrhGkopJpx5ltwS3WYWWzrU/CZRzaLf6KLLzNwwZdYvFhEICoe6mdQrdO/jmmnbs/nkhaeZq89j6RbvP/oBBpO7U4N73fYkHaDs1cjoSY5Eh69/fCnxp2dWheZZvMuXr3wWATQNEYmgWq3gvmFgPfYYkTe/CePAzdsXyUaT+m/9Fv7CAlpPD6l//GtoqdszZlPtNrJSxXr0kbuij+duEorLTQjFZUhISMjdi+u7XKpcpNQu0RXruidnpZtuk2/NfZOXV15GKYWh6Tze9xoe739NR8xt9iNSSQqtFYZTI+v1kDuNe/ky3tlz6Htk5KOUov25v6T9+c8DIOKJ4AR+my6tWlcXyX/4y1uKvirfB8/bcgpmQ7YZb0/Sli6mZtCj5+g1c0S1G38O/UIBgcC87xSqO8/50jkabqOjNbSdxvEdPnXhk8zUZrB0k/ceeT/DqeuLsk6yU+1JbOngKJcT0bGbvmdrqHYbd/wC3tmzuGfOIleWAdAyWSJveiPWk6/btjiU5TK13/hNZKmEfuAAqf/Xr9z2hI6/uIjW1YX10ENha5JtEIrLTQjFZUhISMjdia98pqqTzNcX9nWUY6fwpc8Ly8/zt3PfxvYdAI7nj/OmoTeR3oVI3l4hlaTULpGyUhzNHcPUdjYdFkC5Ls6zz6I8Hy27+6+t8jyaf/LRdYOV6DvfSfQ9PwQq6M8oKxVktRq0SalUN9xeXV6rg5IYBw+S+Ad/f0sn+0pK5PwCaAKRSGzZwGjOWaYp2/SZeVL6jVPUlVLI5WWEaWKePLkueEvtIudL46Ss5L6eIHF8h09f/BRT1WlMzeC9R97HgfTIrhzbm53Dn54CNEQ6jTCvTTPdLkopCl6FI9Fhuoxb+5z7KyuoSuWWTH+u2s/SErXf+E1Uo4Fx9BjJX/5FhHnrf+vK8/AXlrAeevCOd3reTUJxuQmhuAwJCQm5O5mrzzFZnSQbyex4vd1+QinF5colvjrzVUrtEgC98V6eOvDWXYuc7BW+9Cm2iqQjGUbToySt3THo8JeWcJ57Hq2vd9ejHqrVov7ffy9wChUa8Z/4cSKvf3J7+/B9VKuFSGy9DY2/uISWTqH39+OOXwBD31L929r55c2Oo6RELi2hxRMYp05ete/gM36ZxeYiPfHda/lxK3jS49MX/5yJygSGpvOjh9/LWGZsx4+rpEJVKviLC8hymU6JzJJXJW+kORTZ+5pXb2qK+n/4jyjbxnzoIRI//+HbqjOVxSIgEJHNJixe9Xnd+PnVBCISRSTiiEgkqBe1rKuub0f47mdCcbkJobgMCQkJufsotApcrFwkZkSJGbGbP+AuoeE2+OLkF7hUvgRA3IzzxqE3cqrrvrs+cuv4DhW7TFesh5HUCFFj9+oenZdfxp+fR+/fHeOWNWS5TP13fhd/fg4RiZD4+Q93rAfgDY9bqYDnYz70EHo+h7+4iHvuHMp20Hp7bjv9XPk+/uIiei6HeeIEWubaKFnTbXK2eAZDM4ibnUv93Ak86fGZS3/BpfIlDE3nRw7/KAczh3bl2FdE5iKyXAIEIp25ZZHZkja+8jkRHVtvE7OXuOfOU//Pvwu+h/Xkk8R/8idu+fOnlELV61fXiG5FDimJ8nzwXJRUge5UgGEgDB0ME2GaiGgEEV8VoLEYWlfXHZ+CG4rLTQjFZUhISMjdRd2pM14eRylJOnLvfK9fKl/iC5N/RdNtoQmNR/se5bUDr7sn2q60vBZ1p85AYoCh1PCupMKuIRsNnGeehVgUrYP1bTfDm5ml8bv/BVkpI1Jpkv/wlzCGdz4yrdptZLGI+cADGENXold+sYR39gyyVg8iuLcYQVKeh1xYROvrDYRl4vqps0F2QtBrdL9PnvjS57OXP8OF0gV0TeO9R97PaHp0146vpEJVK/iLS8hSkNFwKyJTKkXRq3AsemDTtjI3HYdSlP06MS2y5brNm+G88CKN3/8DUJLoO99B7Id/uCP7vV2U54HnrV77KM8F30f5PgKB1t2NcWAYrbv7jhWZobjchFBchoSEhNw9uL7LxfIFKk6Frti94frnSY+vzXyVF5ZeAKA71s0PHXoP3bH9nS7YKWpODdd3GU4doD/Rv+siw5uexn35ZfRdEHZruGfP0vjvv4eybfT+fhK//EsdaclwM5TvI+fm0Q8fxjx29BoBKWs13LPnkCsrgcDcpJ3EDffvOMilZfShoWD/sRtnHbi+y7nSWdp+m2wku92ns+v40udzlz/LeGkcUzN4/9EPMLTLqepXi8wisCYytz4hU/Sq9BpZRiPb6zPpSJd5d4Ulr0RGT3IwMogpbr8WFMD+5rdofuxjAMTe977b7s260yjPC0S+66L19mIMr4rMO6w/biguNyEUlyEhISF3B0opJmuTzNXm7hkDn+XmMp+7/FkKrQIAj/Y9yhuH3oShdeaEbT+jlKJsl9GFzkh6lK7o7rsBK9/H+e53Ua1Wx9s+XI+NrUaMI0cCA55dipj68/NoPT1Y99+PsDaPOslWC+/cOfzZuUBgXme7V6PabfxCEWPkAObRo1t+XKFVYLx0nmw0e0d87jfWYFq6xYeOfYi+XeqDuZFrRaZYrcm8uchsyjZKKU7GxrYsDmt+gxlnmYpfJ60nqMoGfUaeEasfvUPf1e0vfJHWZz4DQPzv/AyRJ57oyH53EuW6gcj0ffSeHvQDB4J02TtEZG5HXO74MxJC/AshxLNCiJoQYkkI8SkhxPFXbRMVQvwnIURBCFEXQjwthOh71TYjQojPCiGaq/v5v4Xo0DRISEhISMgdw0prhcXGAtlo5q4XllJJnlv8Hn9y9o8ptArEzTjvO/p+njrw1jviBPt2CVqNFIjqUY5kj9Ad696TNjOyXEZWKohdmJxWStH63F/S/J9/AlJiPf44yX/4y7snLFf7X95M+GmxGOapU+hjo/jLK1f6Gd4A2WgGwvLQQczjx7csLAFy0RzdsW7K7cqWH7OXGJrBjxz6UYZTwzi+w9PjT7PSWtn1cQhNoGWzGMeOYZ44iZbvQlWryJUVVKMetJm5DlERoa1sGv7N31tfSRacAuP2DA3ZosvIEtEssnqKJbfIolukUwGtyDveTuSppwBo/vGf4Hz/+x3Z704iTBO9txetuxu/UMR5/nncl14KXHXl9toI7Xd241f5LcB/Al4HvAMwgS8IITYm1/8G8CPAh1a3HwQ+sbZSCKEDnwUs4PXA3wU+DPyrnR9+SEhISMh+oe7UmanPYOnWvm5N0AkaboNPXfgkX5n+Cp70OZQ9xM+e+jkOZjrX8H4/40mPlVaBXDTH4eyRPWurojwPf3ERFNtO/9z2sXyf5v/8E9p/9VcARN/5DuI/+3d2zYFSNprguphHj2ypTYmwLMwTJzCPHkEWS8ha7fr7rlZRtSrm8eOBcN3ma6kJjf7EAKZm0PJuLnb2A6Zu8t4j76M/0U/ba/P0+Y+vOzvvNkKAls1gHD0S1LgODIASqFIpEDi1Osr3rnqMJgQCQc1v3nDfbekw4cwx6cxjCoOckUZbnQQyhUFCjzPnLlP0bxjw2sZzEcTe+2NYjz8OStL4vd/H+e53O7Lv66GUwnFvXwQK00Tv60XLd+EvL+M89xzuy9/HLxQ6Jr73ml1PixVC9ABLwFuUUl8TQmSAZeCnlVJ/trrNCeAM8KRS6m+FED8IfAYYVEotrm7zy8C/BnqUUs4WjhumxYaEhITcwbjS5WLp3qizvFS+yBcmP0/TbWFoOm8efoqHeh7ak6jdXtD22tScGn3xfg6kDuxZixlZreJdvIi3sIjeld9SA3fl+zT/xx/hnh9HxONoiXjQ+iORQCSTaPG1+3FEIhmsTyZB02n8wR/gnTsXtBr58Q8SecMbduFZro7bdfGXljGPHcU4dGhbnzWlFN7UFN75cUTEQstmr1ovSyWU62GeOI4+NHRbn+OZ2gxT1ak7KiW+7bX5+PmPsdxcIW2l+PHjP7kvTMiU56HqDWSthiwWUa0myldo0QjE4gjToOG3EAhOxsYwxNVmNGumPbPOMg3ZJGukr9lmjUCgKg5HhknpnYnCK9+n8QcfwX3xRQCi73oX0R98d8dTTT1fMV9uUmm65BIR8kmLmNUZYx7lOOvGS3pvH/qBYbRcbt991+/rmkshxBFgHHhAKfV9IcQPAF8Cckqp8obtJoHfVEr9hhDiXwE/qpR6eMP6g8Al4FGl1PObHCcCbLTOSwEzobgMCQkJufNQSjFVm2KuPnNHOEbeKq827emJd/NDB99D1z1i2gNBxLbttRlMDjGYHES/zskqbL2X4nZRUuLPz+NduIBq22g93VuKtCmlaP3px7G/+c1bP7gVIfnzH8a8b+dbjayhlMKfnccYGsS879QtR2j9ufmgVYmU6D3BZ9ZfXkFoWiAsB7ZnDLMZju9wrngWVzp7Fs2+FRpugz899zFK7RLZaJafOP6TJMzrO+TuNsrzUY1mIDRLRVSjCb6PbxlUIz7HU4fJ6Ff6yXrKZ8EtsOAW0IVGSrt579SSVyWuRTkUGeqYg6ySktZffAb7S18CwHz4YRJ/52e2lXJ9I1q2x2ypRbnpELd0Wq6Ppet0pSJ0JS0iZodEpm0HIlNoGMePYY6MdGS/nWI74nJXCzaEEBrwm8A3lVJrCdL9gLNRWK6yuLpubZvFTdazYZtX8y+A/+12xhsSEhISsj8otAssNOZJR+7eOsul5hJ/eflz96Rpzxplu4xQcDBziJ7Y9fsoKt9HFov4MzMgBPrwMFo+35GIhWw2g2jlzCxaIoE+sHUTFvvLX1kVloL4T/0EWlc3qtFANRvIeiO43WgEJ/HNBqoerFPNIO1Qy2RJ/MLfx9jlE0u5vIyeC1Imbyf1Vx8cAMvEPXMWf2EBhEBEY5gnT6B3d2aCxNItBpKDXCiN40nvjvn7SJgJPnjsQ/zpuY9Sbpd5+vzH+dDxn9g3/XmFoSMyKbRMCjXQj2o2UY06olDEry5QqV4mGekD06Cl+8xSpkSTlJkiusU2SBk9RdErM+MsMhYZvG6Uc1vj1jTiP/aj6H19ND/6MdwXXqBWLJL8B/8ALXvrkw9KKcpNl/lSi7brk09YaJogHjFoOT7zpRbFuk13KkI+EcEyb++7R0Qi6P39+IuLqOadkfZ9PXb7L/I/AfcDb9yFY/1fwP+z4X4KmNmF44aEhISEdJCG22CmNo2lW3dlL0epJM8vPc83Zr+GLyUJM867xn6QsczYXg9t15BKUmqXiBpRRlKj5KK5TbdTvo9cWcGbnUUuL4OmAwp/aSlwYBwevmUHRqUUcnER7+JF/EoNvbd7W9EP56WXaH3qzwGIvffHiDz55NaP7fuoZjNovL7LffBkrYbQNIxjxzpiGqR3dyMefAD37FmQEvPkyWvSZG+XXDRHPtZFqV28o1LkU1aKDxz9EB8791FWWgU+Of40Hzj2odv6Xmu0PWzPJ5/s3Hej0DVEKgmpJFpvH6lKN41WG0U/pdoSs8052m6brIyh+1WkACUEQmhg6MEEhaGDYYCmr08SaUKQM9IUvAqWsBi2ejo2WRh53WvRurtp/Lf/jj81RfXf/TuSv/gLGAcObHtfvq9YqrZZqLQxNMgnr/4eiFk6MUun6fjMFFsU6g7dKYtcIoJl3O7z2V/psLfCrolLIcR/BH4YeLNSaqPIWwAsIUT2VdHLvtV1a9u82me4b8O6a1BK2YC94fi3PviQkJCQkD3BlS4ztWnaXpvu+N2XGlp36nx+4q+YrE4CcDh7iHeMvou4uTvOoPsBX/oUW0XSkQyj6VGSVvKabZTnIZeX8WZmkYUCmEbQK27V6EY5Lv5KAX95Gb27e9s2/8q2cScm8KemwDDQhwa2dd7gTU7R+MgfAorIG99A5K1PbfmxAELXEVsw0Ok0yraR1RrmfafQuzon0rRMBuvBB1EErrKdRhc6/Yl+qnaFttcmaty8Fna38X1F3fZIRU02fgyz0SwfPPZB/vTcn7LQWORT45/kfUfff0sGZS3bZ6rQxPF8DF0nHev8ab3QBIlMF0tGkYuWTiMbxdJOMUAE5XngeeC6wd9ou41qt8G2oe2g/BZ4HkoASoAIhGtSU8yLKcyIS3+0BwyjI5Mq5pHDpP7f/5TGf/mv+AsL1H7zt0j87M9iPfzQlvdhuz5zpRbFukMyqt8w7TVu6cRMjZbrM11oUqg79CQtsokI5m2LzDuXHa+5FMG3838A3gc8pZQaf9X6NUOfn1JKPb267DhwlmsNfQaUUkur2/wi8H8DvatC8mbjCA19QkJCQu4glFJM16aYrc+Qj3aha7sb0dlpLpYv8oWJz9PyAtOetww/xYP3kGkPBDWmxVaJrliesfQYkVeJBOW6yOUVvOkp/GIJYVlouex1UzeVs9pLTvpXIpk3aVjuFwp4Fy8iV1aCbbdg2nPV44tFav/uNwIn1JMnSfziL+x69PFWUL6PnF9AHxvDPHH8jum3t5Gp6iSz9dk9a1FzI5YqbebLLXrTUfqzMV49vKXmIh8/96fYvsNoepQfO/LebaX4Oq5kYqVBve2iiSBd82BPEtPo/OvgeJIXZ6dpey6DyW66kwmSUQNdv07aulTgOIH49P1AfPo+yvVQjo1ybJqtGo5vc0j0kJFR8DxcqWi7HlZ3D7FU7JbfU9VqBUY/Z84AEH3Pe4i+8x033V+t5TJbbNGwPbIJE13bnqlV0/Fpu5KYpdOTipJNWJjXeY2uh7+4hH7gANaJ4zffeBfZV4Y+QojfBn4a+DHg3IZVFaVUa3Wb3wF+iKC9SJVAjKKUev3qeh14AZgD/jlBneX/AP6bUupfbnEcobgMCQkJuYMotFa4UL5I0kwQMe6edFjXd/nazFd5cTlwOOyJ96ya9tw56X2dwPZsqk51U0dY5Tj4y8v4U9P45TIiGkHLZrcs2pTrIouByNR6ejDW0mU3PF65Lt70DP7lyyglbypCNz1Oq0XtN38Lf34efXCQ1D/+tW2L073CX1hAy+WxHnwAEbkz/75sr8250jmabpN0JL1v2hM1bY+Li3WkVPhKMZSL05uJXiMw5+pzPD3+Z7i+y+HsYX740I9saRLN8xRThQbFhh2kwyooNmwGsnEGc9cK2dtBKZgpNFiotEnHTJqOh1IQtwzyCYtUzCQW2f5kilJQaRSQnqKXAZwmVKpN3JUiscVZYiPD5BIREhHjluoZle/T+uSnsL/2NQCsxx8n/lM/uWlbHyUVKzWb+UoLpSAdM64WokpBvQaxeJDqewOkUrQcn7YjiUcM+jNRcsmtfy5DcbkFhBDXO8DPK6X+YHWbKPDvgJ8icHj9PPCPlFLrKa9CiFHgd4CngAbwEeB/UUpd3ZTn+uMIxWVISEjIHULTbTJeOoev5L6w7O8UgWnPZym0igA81vcYbxh64x1jStIpmm6TpttgKDnMYHJo/YRa2Tb+0hL+9DR+pYoWiyIymVuOBCp3NZLpr4rMoSG07m5Uvb7eYkTLZdES23ftVL5P/T//Lt65c4h0mvQ/+6douc1rRXcK1WrhFwoITUMRmJugG4i1ejd9tf5N1696DQNXSoH10ENomTvHcXUzak6NpeYixXYRX/qkIqk9rc2WEiZX6pQaDvmkRdvxabmSoVyMnvS1AnOqOsWnLnwCT/qcyJ/g3Qd/cL0O0Zc+nvTwlIcrXXzpYXsec+Uqy/UmcUuAJumJDqCrOC3H52Bvkky8c617inWbieUGqZi5HoWTElquR8uRWIZGJmaSjVs3jGZuxHElDduj1nKZqS1hEGcgNkY6GiPmtlEvvkDLBzeawDI1MlGTdNwiETW2HQm0v/FNmh//M1ASY+wgiV/4+1f1cHVX24ysVG2ilk7c0qHVRJudCS4z02izM1CvQzyO9+Qb8J54XSA0b4BUiobt4fkw0hWnK7W1z2QoLu8gQnEZEhIScmfgSY+L5QuU2qW7ps4yMO15jm/Mfn3VtCfBuw++m9H02F4PbdepOTVc6TGSPEBfon89QuAvLuKNX0BWq0EPyEymY6ma6yLT8wIH12YjaDHS23NLwlUpRfOjH8P59rfBtEj941+9JeOQ28WbncMYHUXPZlGei3IcVLOFsttgOyjfA89H+R7KlwgRBGGErmHd/0Dg7noXoJSi7tZZbi5TaBfwpUfSSu5JLeaaGEvHTIxVIdRaTZc80BWnexORcal8kU9f/HOkUkSNKFIFolJuco7u+hLXl+iaWLd+EULjYOo4Q5EH6I7lOdib7ICxTBCBvbRURwhIRDafAHO8QCheFc2Mm9f0gXRcSX1VUFbbLo7ro2mCiCGwVYVctJeB+AF0oSOmJtEujCP7+nD8IN1UKYiaOpm4RTpmELe2JmQB3HPnaPze76NaLbRcnuQv/QL64CBN22N2uUZzcoZMYR5zbgZtZgpRKNx4hxEL7zWvw3vyjXCTWumm7eH6ipHuBLnEzSOYobi8gwjFZUhISMjuoJSi7bcxNXPbETmlFDP1GWZqU3dNneVmpj3vHH0XsXvItAdWrf3tMrrQGU2PXtW70y8WcV96GSX9jrUU2XQMrousVILazds4F2j/9ZdoffrTgCDxC/8A64H7OzfILSIbTWi3sB57bNPnoqRcN1p59bXQDbSB/n1Xp3i7KKVouHVWWisUWis40iVlpXZNZNquH6TDKkUyevV3X9P2cDzFSHd8U2fXc8Vz/OXlz24qKIUAQzORvobnCyK6iakb6MLAVx4le2VtS7qtMV478Fru7x+5rfRY31dMLDeotFzyyZtHQq8XzfSVotJ0qLc9HF+iC0HM0rAMfX18nvSouRV6Y4P0RgcRjoP28ovguZDJBvtXirYraTs+CEHc1MkmTJJRg4RlIDbURyqpkKsvowRQCn9xidZ/+6/I5RWIWPDQIzQmptAW5jGUvOb5qHweOXQAOXwAOTSM6utHP3cG42tfQSytdkM0DPxHH8d7w5tQufx1X5t620UpwUh34qZR5VBc3kGE4jIkJCRk5/GVz0J9nsXmIrrQiJvJ9ZO7qB4lokdueEJbaBW4WL5A3IzvSwfI7RKY9vwVLa+NoRk8deApHuh+8K47qb8Za61GYkaM0fQYmciVVExZr+O+9BKy0UTv693DUW4N5/kXaPz+7wMQe//7iT71lj0Zhzczh3H4INbx/XUSul9ouI11kWn7NkkzsaMTOkrBdKHBUrVNVzKyqbBr2B6+Dwe64pvW4TXcBk23iaEZGJqxPkGnC51Sw2VqpUHE1K6JCq60Fzhdeo655gRKga8UR3OHedOB1zOYHLyl5zJfbjFfapFLWGx3rmctmrkm8AwhiL5KUF7zGN+m5TUYShwkG+lCLMyjn3kF2dMLr8oukFLRcoO6Rl0XxEwdoYlVUalYUzZKBRMO61Kn1SD19EcxJy8HTsYiaI9CPI4cGg6E5PAB5OAwXC9VXkq082cxvv4VtOnpYJkm8B98GO+Nb0H19m36sGorMF4a7U6Qil1fYIbi8g4iFJchISEhO4srXWZrM8w35kmYwQ+z4zu4vosQYOkRInqUlJUkbiaI6hGiRmw9utl0m4yXz+NLj3Tkzq4Dc32Xr858hZeWXwLuXdMeuLrVyFhmbP2zAaDabZzvv4JfWEHv3/+RNG9igtq//w/geUTe/GbiH/zAnoxjPWr5+ONX1Y+FXEvTbbLSXmGluYztt0mYSWLGrTuRXo9yw+Xycp3kTeoC6+1AdI12JcgktlYbWWt5TCwH6amvjohupGSvcKb8HBO1CwBETI0DqQM80f8Eo+mxLT/ntecSt3Qit2Cms4ZUQdfGrb7UTa+BVD4ZK08Mi+i5y0SabfT89SedPKmwXR+lFEKspgqvXgfHFuvHF0IgpI/5nW+jVSswHAhKlctvfZBrKIU2cRnja19Gu3hhfbF/8j68Nz+FGhq+5iGVpotpaIx1J4hfJ804FJd3EKG4DAkJCdk5bK/NZG2KQmuZTCR7jWujUgpHOji+g+PbSAW6phPRzNXoZpKqU6PQKtAd69r3IuNGLDWX+Nylz1JsB6Y9j/c/zusH33DPmfZAILJL7TLd8W5GUyNXtRpRrot75iz+7Cxaf9++b9/hFwpBy5F6DfO++0j8wj/Ys/YdYdRy+7S8FoVWgeXWMi2vRS6Svcqh+HZwPMnlpTq2J7fUa7LWCrwoR7sTpG+SJtm0PSaWG7i+3LJRT9Up8/zSd1l0LmKs/ln1xnt57cBrOZw9sm4YtBltx+fSUh1Pqh3pm3kz2l4TW7ZRSqHVakQmZ4mmuolbKSwsLGFiYe6r3wgxO4Pxta+gn3llfZk8fATvzW9Fjh1cF65KKcpNj5ipM9qd2NRlNxSXdxChuAwJCQnZGRpug4nKBFW7Qj6W33KdpC99bN8OopvSBdQdX2d5unCav578Ap70V017fpDR9OheD2tPsD2bilOhPz7AgfQBTG1DqxEpccfH8S9eQuvr3bQ9wH5CNpvUf/O38BcW0IeGSP3ar+5Zy5EgatnGevyxMGp5C7S9NjO1aYrtAvkOZRLMFlvMl5vkkxG22hqx2nTRdY2RrgSp64i4K70sPXIJc1vBNceTrDSrVNRZLlRfwZWBoM1FczzR/wQnu05dIzI3Ot3mElZHW5rcCr7v4V8+j1st4mUSgMDEwBImcREjJiJYwsLCQr+BYN4txNIixje+iv7SC6zlBMvRMby3vws5OgYEArPUdElGTEa740TMq3/vQnF5BxGKy5CQkJDOU7bLTFYnaHttctHcDWfE72Z86fPVma/ywtLzAIxlxvjBsR+850x71mi5TRpuk6HUMIPJQXRx9QmUOzGBe+Yseld+3/eFVL5P/Xf+M97582iZLKl/9k/Qstk9G08Ytbx9Su0i54pnyUW3Phl2Paotj0uLNWK3kEJaaQRpkiPdiWvSXdd6WZYaDrmktWXRupFay0PXBINdOqdLL/L80vPYng3Afd338a6xd1+1/VK5zXSxQTZubdmJdacRtRri4jjE4ijTxMPDwcNTLhKFjo4pDDS04DY6ujAwhI62/p8IrsXaPYGBfs33UsfGXCpifOvr6N/7LniBqJfHjuO+7Z2ogUGkUpQbLumYyUh34ipn31Bc3kGE4jIkJCSkcyilWGmtMFWdQAHZaHavh7Rn1J06n730GWbrswC8buB1vG7wyXtWaLe9Ng23wUhqlP7EtXWU/vw8zvdfQSTiaMnkHo3y+iilkMUi3qXL+BMTeOPj+AsLYEVI/eNfwxge2rOxyUYD2nYYtbxNfOlzpngad9VN9pb34ysuLddptD2yW6yffDWlhkPUNBjtihNfFZi+r5gtNVmqtsknIts21FlDKSjUbXrTUYbzCVxl89Lyi3xj9hsopXjX2Lu4rztwOq62PCaW6piGuMYwaE9RoE1PwNISdF3bmspXPi4eEokiMPRZu33F2kes/ivWhaYhdHq1btLaDn4HVSuYX/kb9OeeXY9k+g88iPfWd+Dnuyg1HXJxiwPdyfU63btBXN57BSAhISEhIbeFr3wW6wtM12eI6BZJa/8JhN1irj7HX1z8NA23gaVb/ODBH+Jw9vBeD2vPsD2bulNnJDWyubAsFnHPnUdY5r4Rlsp18Wdm8C5dxrt8Ge/yBKr2qnMnwyD54b+7p8ISQJYqmEcO3bXC0vMlQgj0WwnTbQNd0+mO9XCpfOm2xOVKzabadLfUv/B6ZOMWpabLVKHJaHeCiKmzUGmzXLPJxrfv1LoRISATt1ip2SSjJvlkhNf0P4GvJN+a/SZ/M/Ul+hP9pMw8C6UWSili1j6TBgJkdy9auQytFsRiV63WhY6OftX210NtEJ5tZTPrL+DRTU5kdqaGM53B/dH34b3hTRhf/mv0l19Ef/kl9Fdexn/kMXJv/gGKDdC1JsP5+L6JFt8uYeQyJCQkJGTLXHGEXSC1R03K9wNKKV5cfoGvTH8ZqRRdsS5+9PCPkYvm9npoe4bjO1TsKsOpYYaSQ9fWc9VquC+/jGw20Xv3ruWILFcCETkRCEl/egZ87+qNNB19eBjj0EGMg2MYhw/fVl/MTnC3Ry1dT3JuoYrnKwazMfJJC0PvbPTf8yWlhkOh7hCL+Cw5F4maFjEjdvMHv4pG2+PiUh1Tv/1In1JBBDMZMUnFDObLLZJR46p0yduh3vbQhOBQb5KopSOV5BPjTzNVDfoJv7n3vZTq8pbTb3cDMTeLmJuBfPf2nV2vQ1vZtJVNt5anR+va8bpNsTCP+aUvoJ07GywwDNzHX8vyo6+ne7CLoWwcVpbv+MhlKC5DQkJCQrbEzRxh7xU86fHXk1/kdOE0AMfyx3jn6Lvu2dcD1oRlhcHkEAdSB64RlqrVwnnl9J60HFGui3fpEu7p07ivnEGuNUDfgEimAhF5MBCT+oERhLW/TIa8mVnMI4cxjx3b66F0HCkVl5ZqTBebRE0dx5NkYhYDuSj5RATzNkWW40lKDZv5UptKy0ET4EuFqy+BWWYsN7AtvSIlTCzXKTdd8snOfE6kgnLDQQFxS+9oauqaeO1KRjjQlUDTAiO2Pzr9h1TsOr3mEd4w8PYbtlDZc2wb7cJ48GSu14PyFnCVS001yYssfXo3ptj5yK2YmsT868+jTVwGQFkW1ceeJPn2H6BPczFGRkJxeScQisuQkJCQW2fNEbZil+mK3dmOrrdDxa7w6Yt/znJzGSEEbxp6M4/1PbavbPF3G096lNpFBhKDHEiPXGOSoVwX9/SZoOXIQP+utByRpVIgJk+fwTt/HmXbV1YKDX1wIBCRYwcxDh5E697f7W/Wo5aveXzfpBN3krlik/HFGtm4ScTUkVJRbbm0XH9VZMboSka2HclrOz6Fepv5cpu67RE1NFIxE10T+FIxWykw07zAcKaLgWxyy4JupWYzuVzvuPGNVIHo3QmR5/nBazranaArFQHg/Mpl/mz844Di9X1vZyy1vwTNqxHLy2gTl1H5PLeVL/wqfOVTVXWSIsGA3ktURDq27+uiFNrFccy//gJibhalFF4kivnEa+n76Q8ReejBnR/DNgjF5SaE4jIkJCRk+3jSo+bUmKpN3vOOsBOVCT53+bO0vTZxM8Z7Dv4wB9Ijez2sPWVNWPbFBxhNj14z6bBbLUeU7+Ndvoz7ymm806fx5+evWi+SKcz7TmGeOolx/Dha/M5y8fVn5zAOH7oro5bFus3ZuSqWoV3jmCqlotp2aTuSZNRgMBenK2ld077h1TRsj5Vqm8WqTcN2SUQMklED7VUTCFJJLpbPsdKokY1l6UtFyScjGMb1xV3L8bm4WEMISET2WX3iTWjYHkrB4d4Upq4xsVLne8vf4XLjOQzN5J1DHyRt7ePUfs8Lope2DR0+l5dKUlV1oiJCn9ZDSutcdPSGKIV25hXML30BlpaQrot14gRD/+P3d+f4WyQ09AkJCQkJ2Rae9HB8B0c6OL5D22vRcBs4vo3tO2hCIx/N7+vozk4hleTZhWf41tw3UQr6E338yOEfuy0jkLsBX/oU2yV6Y70cSB/YNJrtTU3hXbqM3t3VcWGpHAfnuecCQXn2HMpuX1kpNIzRUYz7TmKeOoU+NIToYKRjN5GNBiIWQx8c3OuhdJyG7XFpqQ6oa4QlgKYJsnELGVPU2x7n56skowb9mSjd6SjRDSJTKUWt7bFUabFSc2i7HsmoSX8met3vLU1o9MR7aas6mlJMF5uUmy496QiZTcx0pISlShvHk+STd14afCJiUKw7LFRaWIZOuenweM8TNOUSi60Zvrn4Bd4x9AEMbZ/KA8NA9fYhLl0E34cOZkFoQiNDirpqMusv0Ec3WZHe+d88IZCn7sc+cQr9xefhc5/BffyJnT3mDrNPPz0hISEhITuBL31s395URDrSw5ceCtCEwNRMTM0gHUnv35ONHUQpRdku8/WZr3GhfAGAB3oe4K0HfuCefD02EgjLAt2xHkbTY5jatcLRn5/HGx9Hy6Q72stSKYX70ku0PvFJZKm0vlwkEpgnT2LedwrjxAm0DtZl7SWqXME4fOiuS4d1PMnlpToN26M3feM0RE0I0jGTVNSg3vYYX6wxV24HIjMVwfYkS5U2K/U2nq9Ixwyyia2Z9CTMFFE9CrjkrDh12+PySoNc3KE3HSWxQfSWmw6Fuk0qtr/qcbdDJmZSajiI1ddU1zVe1/t2/mrmY1ScAs8XvsFrep7a62FeF5XJInJZqFYh29koqxCClEjQUm3m/EUczaNHy6EpoNFAuC4qm+1oSu46mob/yGPUsr3kjh/q/P53kXv71zEkJCTkHsKXPuPlcWpObVMRmbKS6EK/J6OTa7S9NtO1KSark0xWJ6jYQfaPrmn8wIG38UDP/qqD2QukkhRbRfKxLsbSY5j61SfaynXxl5bwzo8jIpGOiiJ/aYnW05/APXMGAC2Xw3rtazHvO4V+4MAdG528HrJevyujllIqJlfqLNfa9KavH1l8NUIIUjGTZNSgYQdurXPlFq7noxBkYsZNU2ZfjalZZKwullozxIw46ZiB5ytKDZda26M7FaF7tUZxodzC1LX9bXxzE3RdkIgYSKXWa1hjRpwne9/BV+b/govV0/TGhhhNHt3jkV4HXUN19yIqVXBd2IFU+5iIoqOz5C7iN1fodxJoiQwqkUQsLaC6enbkuAAYBtzhngahuAwJCQm5RyjbJcrtEulIGlMz72kRuYZUkoXGApPVCSarE8w3FtjoRaAJjeHUMG8ceiP9iYE9HOn+QCpJoVUkF80xlh67yiE3EJXL+FNT+OUyWjyGls125LjKcWh/4Qu0v/TloG2IbhB921uJvvOdCOvOS0/cKqpSxTh65K6LWs6VmsyVWnQlI7fU01IIQTJqkogYtF2fRMTCvI22JSkzQ6G9iCsdTM3C0AX5pInt+syVWpQbDvGITsvxyCd3wexlh4mY175W/fFh7ss9xiul7/Ls8lfIWz2krOzuD24LqHQGke+Cwgrk850/gONgNepoyqeQVFT7MtQZIWFFOGRGiC3NIbM56GBGxt1EKC5DQkJC7gF85bPcXMbQjHu6ZQZA1a4ysSomp2pT2J591fo14TSaHmM4NXzPv15rKKUotoqkrTSjmTEiqz1Olechl5bxpqfwiyVELIre39cRV1ilFO7LL9N6+pPIUhEA48QJ4h/8wJ72ytwN1qOW/f17PZSOUqjZTKw0OtLHUQhBzLr9U9moHidlZqi6JcwNkxURU8cydBq2x3LVJhM3O9VicV9yf+5xltpzLLfm+ObSF3jH4PvR92MJgADZ041WLoPdhkgHRJ6U0G5BswlWBDvTzUU/w3hJY/KijWAGU1joQmM40s3hSpVDWZfhniTGfm0Oukfsw09MSEhISEinqdoVKk6FbCS710PZE5RSjJfH+fbctyi0CletixgRRlIjq4JylHQks0ej3L8opSi2iyStJAczB4kZsUBULi/jTU/jF4qIaKRjohI2T4GNvf99mA8+eE9E3e/GqGW97XJpqY6uiX3ltCqEIG3lKLsFpJJXOWILAcmosanh0N2GEBpP9r6Dz8/8KWV7hecL3+Txnrfs9bA2J5GE7m5YmLs9cen7UG8gPAfbinMpNsqFeoSpeYWUCvDRMEgnfKR0aLZNpmydaTfJVyfbGNNVRrMRDqV0DqU0+mPaNa7E9xp3/19KSEhIyD2OVJLlVtCX8V7sT1lzavzN1F9zsXwJCE4kBxL9jK5GJ/sT/fdse5WtIJWk3C4RM+KMpQ8SE1Zg1jM9jb9SRMQ6KyqDFNgv0v7S39xTKbAbWY9aDtw9qdhrBj5Nx6Mvs//SCRNGipieoO03iRt3j6DfLnEjwet638ZX5z/Dheor9MaGGEke2ethbYrs7kYrF4No41bbC0kJSoHnQqOJIwUT5LjgpJhc1vEVQFAakU/qHBmwODxgkUvqtLwmhXqTRi1GoZJicq5Ks9biYrHNhWpQgxnTxbrQPJjSiRsCXyk8Cb4KLp5S+Bvu+6v3PQX1ps5I1eVOtvQJxWVISEjIXU7NqVFul0lH7q0ev1JJXlp+iW/Mfg3Hd9GExhP9T/Bo32NEjf13cruXKKXwpIcnXTzl40oXX0oEKkg9NOKMJUeIFes402fxV1YQEQt9oIOiUincl79P6+lP3HMpsK9GlSsYx47eNY63vlRMLNdZqTv03cQZdq/QNYOs1cVcc/KeFpcAA/ERTuUe43Tpezyz/GVykR5S5j7M6IhGUT29iKkpkD5IBUoGAlKu1s4LEYjJVSQCR+jMtKOMuwNMNiw8ceU7LJsIBOWRAYt86urvtpgRpz9tUotVGBtM8YOPjNFacbl0+jKXCy0mZJSWr3il7PFK+daeknQsXpN0+IFbe/i+IBSXISEhIXcxSilWWsso1D3VPqPQWuGLk19grj4PwEBygHeOvpOuWPcej2zvsb2gFY232noGBAgwhIGpGVhahFwkR9SIYmoWpjAwSzW0Vy7irKyAaXY0Ugkgy2WaH/0Y7unTAGjZLLH3vx/zoc6nwMpSCeX5iHgMEY129Hl0AlmvI+LxuypqGRj4NOlKRtD2cX1a0sxgaRFsv01Ev7cnoO7PvYbl1hzL7Xm+tfgF3j74vi3VX9qu5PKiy8V5h0pTMthlcLjfYjBv3JJ5041QSlG0clT1Fk5TYaNhKz24SB1bCmwJjiewfXB8cHwRxCWFWL1AJq6tRyi7Ujd2TDc0k6yVp+5VmWleoic3wGvecJLXT0wi5+aZiWW51Na5VJNMN3x8BZoAXYAuBIYI7huaWF0WXNbu+402ffH99Z20Xe6dM42QkJCQe5C6W6fYLpKyUns9lF3Bkx7PLjzDd+a/g1QSSzd549CbeLDnoTD1Fag7dVzpETdipK0MMSOGpVtYmomhmVi6ddUkhCyX8SYn8efnkKaJ1tuDMDp76uCeO0/jIx9B1eug6UTf9gNE3/kORKTzES5/ZQVhGOhdeWSthlxaAglYBiIWCy57LDbvtqjlSs1mcqVBOmbetoHPThPRo6SsHEV76Z4Xl5rQeLLvHfzVzJ9Sspd5ofhtHut+06bbOp5iYtHhwrzD9IqLL6+sKzd8Tk/ZREzBwT6LQ/0mw10mxi22c2k7kukVl+kVj5kVl3pbAtuIqq5+BNMxjcOrEcru9PZacAmhkTKz2H6L+dY0bauLnkMjxKwIo1OTjKRTPDWQQK5GTLdTg1mbLpEbuLM/e6G4DAkJCbmLKbRW8KV/TzieztZn+evJL1BoBSmVh7KHeNvI2+8ZYX0zPOnR8loczh6hJ9Zzw5MpZdt4MzP4U1Mox0Hr6UF0uK+bUgr7r79E6zOfBSXRBwdJ/PyH0fv6OnqcNWSxiBAa5qlT6N3dKNtGNpqoRh1ZLCKrVeTyMvgSLHNPxKas1RCJuydqWWsFBj6GJojvIwOfG5Exs5TtZXzp7U+n1F0kbiR5svftfHX+M4xXXkagcV/uMSJ6FMdTTC45XJx3mVx2rhKU+aTO4VXRNrnscnnBoeUozs7YnJ2xsQzBWK/JoX6LkZ4bC01fKhbLXiAolz2WKx5qw3pdg66UQdQSWIYgYgaXtdvBtXbNslsVtxuJ6DEMYVJ2CrRli96hftKWiT45Aa7bsVZMdxpiYz+vuxkhRBqoVCoV0ul7q+4oJCTk3qThNjhbOE3EiN7VNYa2b/ONma/z4vKLAMTNOG898AMcyx27J1xFt8pyc4WeWDcHs4fQxeaCSUmJXFrCuzyBLJUQ2cyOuJWqVovGH/0x7ssvA2A98QTxH//Qjhn2yHIFXBfzvlPXbe2hHAdZbwRis1RGViqoVjOo3zI2RDY7HLldP77rIheXMI4fwzx8eEeOcSvYrk/D9nA8GURggv+vub32p7Z2Wyq4vFSn0nLp3ad1lpshlWSqfoG23yRphueLAC8Vv8Pp0vdQgPQszNb9lBaP4PtXItE3qlWUSjFf9Li04HBpwaVhX1Gihi4Y7TU51Gcy2mthGYJq02dq2WV6xWW24OF4V2uVfErnQLfJSLfJQN7oiFC8HZRSNLwaUkm6on301DTMS5fAcVDdPWynf01tep7c0YMcesOjOzji7VOtVslkMgAZpVT1Rtve21MyISEhIXcxhdYKju+SiWb3eig7xoXyBf5m6kvUnToA93Xfx1uGn7qrxfStUHNqxIwog8mh6wpLWa0GKbBzc2CaaIMDCK3zaYze7CyN//77yJVl0A3iH3w/1utfv2MTAbJWQ9l2ELG8Qc9IYVnoeQvyOThwAOU4qEYD2WggiyVkpYosFFcdbPWgXjMWuyVBrKQE20a126h2e1XAmmhd+T2PWvpS0bA9GrZHqeFQa7m0XJ+1d0cQZBKLDbchyDYM3kKxXs7mepLefegMeyM0oZG1uphulFFK3fLn0pVOIFCNNOIOTsn3pSLlPkKslmXGfQZfLwPPIvKnSbqPcDJ/jCODkRvWKmpCMNRlMtRl8oZTiqWyz8UFh0sLDrWW5OK8w8V5B11rkIhoVFvyqsdHLcFwl8lIj8lwt0kyur9eTyEESTON49ssteZox7L0HjtMYmIGsbiIymU704vzDiEUlyEhISF3IS2vxUprhaR1d9RtvZpiq8A3577JeGkcgGwkw9tH38lIemSPR3brVO0qUSPa8RRmT3rYns3h7GHi5rV2/cpx8GZn8SenkO0Wenf3jkUQ7WeepfmxjwUpY7kcib/39zBGd+49k40GqtHAOHECY2hwW48VloWwLLRcDoaHUa67KjabyGoVVSqiKlV810EIDRGNIGIxiESuOclWrntFSDpuEPGLRBHxoN2Ilkoh4vHg0uH045uhlKLlBNHJWtuj2LBpOz6eVJi6IG7ppGKRm9aNKaVQBMaca1lxuibuyOyBhJkiosew/RZRY4stLjbQ8hrYvk1Ej9C6A1ubKKVYqvicn7UZn3doOwroAX6IZOYyevYldLOFoX+bauQi0nw9Qmzt70sTgv6cQX/O4PUnYixXfC4tOlxccKg0JNWWRBPQnzM40G1yoMekO63fEb0jLT2CoRlUnQq23qL3cD+5xSTa0iJUq6hMFu6BdkphWmxISEjIXchsbYbJ2hS98Z69HkpHWWws8szCd7hQHkepYMb48b7X8OTgk3e0G27TbeL6Drbvko/lOvpclpvL9MZ7OZg5dJWpkVIKubyMNzGBXCkgMmm01M7UpyrXpfXJT2J/45tA0GIk8Xd/bkdNa1SrhSyVMY4fwxgb67jIUb6PajYDwVkP6jZVo4my7SDiZVngeUGLBNNCRKJo6RRaLotIJAIhGY3uifhyPbkqJl1KDYeG7WG7PpqmETM1YpaOoe+v6NBus9iaZbk1RzbSteXHKCWpuVUMYdATG0ShmGtMkLFyd0T0str0OT/rcH7Oodzw15fHIoJjAxGODlr0ZHR85XGu8hJnys/hSReAwcQYD+VfR8bK39KxlVIUaj4tW9GXM7CM/S8mb0TTq+P4Dl2RHnqcBNbCImJpCTQNlc3CddLrw7TYkJCQkJB9h+3bLLeWSWwSpboTUUoxW5/hmYVnmKhMrC8/nD3Mk4Ovpzd+Z/dAlErScOscSI1i+20WG0t0xfLoWpC+qqQC10V5Hng+eG4gbBwX5ToI00QYBsLQgxOW1YvQDWqyRdyIMZAYvEpYyno9SIGdnQVdRxvo3zHjGlksUv+9P8CfmgQg+u53E333u3Yk5XYN1W7jF0uYR49gjI7uiIATuo5IpSCVQmc1ctdur4tNVakgEgm0NSGZSOxYvebNsF2fluPTdHzKTYdG26PlBMYoEUMjbulk4+YdGWXcKdJmlmJ7CVc6mNrNo02e9Ki5ZZJmmt7oEAkzhSddikZ8X0cv247k4oLD+VmH+ZK3vtzQBYf6TI4NRRjuMq5qIWMIk/tyj3E4dZLvl77LxdorzDUmmG9Ocih1kvtzTxDbZsRXCEF3+u6RJXEjiak5rNiLeFYXfUcOEuntQ8zNIFZWIGIFkcwd/B7cK+6edzEkJCQkBIBSq0jLa9Idu7OjlkopLlcu88zCd5irzwHBCciJ/Ale0/8E3XdJz8q6Uydppuh2I9BW2DWP5cUz5PwIwvHAdcD3UZ4fXKMQSqwWuWmrTcNVUACnAF1D6DquDg3aHEqMYaxM4EZjCMtEeR7+1BSy3kTvziOiO1cL5J47R+P3P4JqNhDxOImf/VnM+07t2PEgSPP1VwoYhw9hHDy4oyJ2I0KIIC02FkPv3rvPplIK25U0HI+m7VFpuuuRSQmYuiBq6nSn9nfPyb0mqsdJmmlqbhnzJqmMtt+i5TXIRXrpiw2ui1FDM8lHepltTBDT4x2PXiqlKNUlnq/Q9SDlVNeCdGRt7VoEjqobJw58qZhccjk/5zC5dMXpVQBD3SbHBy0O9ls3jR5GjTiP97yZY5kHeLH4t8w2LnOxeprJ+jgnMg9zIvswhra7ad77CVOzyFg5Kk4RRzr0p4dJZB9AFFYQszNoi4vIRBxSaRACKRWeL7nTkwbCtNiQkJCQuwjXdzlTPI2v/Du2BYdUkvHSeZ5ZeIbl5jIAuqZxX9f9PN7/GrKR7N4OsIP40qfQXOFQI052toxyHGzpclmtUNMduoxMEO0ydNCMQDjeRCwp30d5HgW3TI9KMCK60Xw/iHoqAIlIJtEy2+gNt02UlLS/+Ne0P/s5QKEPD5P4+38PvWvrKYa3dNxVx1V9dATz+PE9ixTuJlIqWquRyUbbpdR0aTs+bS8w4bEMjaipETH0UExuk6pTYqp+gbSV27RP7ppLqFKKnugA+WjvNdt50mWifh6p/I5FLz1fMT7n8PJkm5Wqf/MHEATIdBGITinB9a+c/3eldI4NWRwdjNyWWc5Sa44XCt+iaC8BYOlRuqP95KxuspFuclY3CSN1z0XIlVLU3DKGMOmND5Ex8wjPQ6wsI6anEI0aMpGiJCJkGmVGHjxG4v6dnYTbLttJiw3FZUhISMhdxHJzifHSBbrjXZueDO1nPOlxpnCaZxefpdwuA2DpJg/2PMSjvY+RtPZnWtntsFKZJ7lQZaygYWSz620/GrLN5fYcbeWQM7Y/SVDzm+gIjkQPENN2rw2ErNXwLlzA+dvv4J45A4D15JPEP/iBHTeqUb6PnF9AHx7GPHli141xNuJLhe36gbkNCrnB5CZYdsUABxW0ali7vXF7tbrOlwop1ept8JVCSYWvFJ6vaHs+rheEnyKmRtTUiRjaPXcS32l86TFRP4+vvGuEoVQ+VadC1IjRFxsmZV5/sqZoLzPbmCB7m7WX1abPK1M2p6dtbHfNNAliloavFL4fJDH4Mvjs3IhEROPooMWxIauj6ahKKaYbF3mx+Lc03Gs1iKFZ5FaFZtbqIhfpJm3m7omeok2vjidduqMDdEf7g9/odhuxtEh1/DJx6TCYiZI4cQzrxPG9Hu5VhDWXISEhIfcgnvRYbC4SNSL7XlgGdYYNak6NmlOl2C7x8spL6y1FokaUR3of5ZHeR+7atiLtwhL+1CW6mxnM/pGrxFBCizIS6eOSPUvNb5DSt2584yoPRzkcjgzvuLBcE5Pe+AW8CxfwFxaurDQM4j/+ISKve92OjgFWheXCIvrgAObxY7sqLB1PYrs+7dVLrR2kozq+RMorghLUFWEJbJR9iiDLGQRqQ4v4teVite+Htt7mQwStQESQCpmMGJjxO9OZdT+jawYZs4v51tRV4tLxbRpenayVpyc2SFSP3XA/aTN7y7WXSilmCx4vT7aZWHLXRWM6pnHfaISTwxGi1rXf91IppAyEpr+aOe/7Cn/1A5hNajviwCqEYCR5hKHEQQrtRcpOgZK9TNkpUHGKeNJhuTXHcmtuw2M0MmaObKSbfKSXA4lDxIy7z+k8biSx/TZLrRk86dAbG8KIRink+4k8kmPQrxIrLO71MG+bMHIZEhIScpdQaK1wvjROVyy/p+JSKknTbQbC0a1Rc2rUndpV9xtug81+fxJmgsf7H+eB7gc73pJjv6A8H39hkcXpM/RqWQ72nUC7TqpryatyyZnDxCBxkxNYWHVc9Mr0mnlGrf6Ofw4CMXkRb3z8WjG5ij44iHHkCJHXP4k+uL32H7eCkhJ/fgG9twfr1Kmg7nEHkFJhez62K2m7gTlOve3ScnxcX+JJtZ6GauoalqGxloWqCRG0H4FQAN5h2H6bido5TM3C0iM0vTqu79Ad7ac72r/liNt2o5eOpzg/a/P9SZti/Urq63C3yQOjEUZ7zTuiPcdGgmhvmbKzQsleCYSns4zj21dtJ4SgNzrEaPIow4lDWPruZV/sBp50qblV0maGGH1YWpxjAynyyQiyWgVNW89i2S+EabGbEIrLkJCQuxlf+ZwvnqPhNfa0JrHQKvDpi39OqV266baaEKSsFEkzRcpKcSB1gJNdp+7oliI3Q7ba+NMz1Jdmkckox7PHiGs3jswuuyUmnAXiWpToTVwra34DHY2j0ZGbbrsVlG3jnj2Ld34cb3z8hmLSOHoE48iRHW0vcs34lEIuLKLlspj3348Wv32HZM+XON6Vi+35NG2fuu2uL1OALsA0NCKrYvJeb91xNzPXmKRoLyOEwNRMemOrdXPbEHeudJisjyOVJH6DqFy54fPKpM2ZGRvHC87RTV1wfNji/tEo+eTOuDrvFUopWn6Dkr1MyV5hoTXNSvvK94wmdAbiI4wmjzIYH7trfh+kkiw3CqAivHbkBEe6+/Z6SDckTIsNCQkJuceo2hUqdoVcNLdnY5irz/GpC5+k7bURQpAwE6StFEkrRcoMrtNWal1Qxs34vk/f7SSyWMKbmsKrN2hmIozGBm4qLAG6jSyu8pl2FtEQWNdxX3SVh6s8DkSGbktYqnYb95VXcF54Eff0aXDdq9brA4OBkDx6BOPw4T2bYVe+j1xaQkunMU+e3JawlFLhvEpEthxv1VVV4kq5XsOoCE7uLT1o2ZGJ33kRo5DbI73q+Bk14vTFhm4ptVX6OrqXZaY6g4WJ7SrarqLtKNqOpO0q6m3JQtFbT4zOJDTuH4lyYtgiYt6d35VCCOJGkriRZChxkPt5DXW3ylR9nIn6OFWnyGzjMrONyxiayXDiIKPJY/TFhu/o3w/XA0OlyaQ8Kt4US01BT6znrshsCCOXISEhIXuMr3ymq9NIJemJ95A0k9v6gVlzV6061T0TlxfLF/nspc/gSY+BRD/vPfI+YndJn83bJUiDncefmQNDo54wMIXJseiB6wrFVyOVZNpZYsFdIWukMcTV0YsgHbZC32o67HZPUGSjifv97+O+8ALu2XPgX+l3p+XzmPfdh3H0KMaRvROTG5HNJqpYQuvvwzxyBG2Lv+stx2Ou1KLcdHA9hetLfCkRqy6apq6tXwxdhCIyBAj+/qpuiYSRumnPSykV44s1XpwssVKzaTqBk68vFQqF7bcBbiiMRnpMHhyLMtxt3POfwbJdYLI+zmR9nKZXW18e0WOMJI8wmjxKV6TvjhJlrq+oNh0GcnEGsjGaXoO212YwMchgcmi9x/F+IkyL3YRQXIaEhOxHpJLM1KaZqc+goaNrGvlonp5YDykrvaUfzIpd4WzxDJlIZk9Shr6/8jJfnPwiSikOZg7ynkM/fNfWS24X2WzhT0/jL6+gpdPIqEnJq3E4OkS3kd3WvnzlM+kssOSWyBsZ9A0np1W/gYHOsegBIluMWspaDfell3FefBHv/PmgP8EqWk8P1iMPYz70EPrw8L45cVNKIQsF8CXGwTGM0dEtmff4UrFcbTNdaNJwXBKWgbmazqqH7TlCOkChbvP8RIkXJkvU296m2+iawDR9lNYiFYkStTSiliBmCiKWRtQU9OcMson9Jy72GqUUBXuRyfo4U/UL2H5rfV3KzHJf7nFGk0c63ku00/i+otRw6M1EGc4nWCu3tz2bil2lN97DgfQIkX1WZ7rvxKUQ4s3A/wd4DBgA3qeU+tSG9QL4P4BfALLAN4F/qJQa37BNHvgPwI8AEnga+DWlVH2LYwjFZUhIyL5CKcV8fY6p2hSpSIqIHsHxHWpODYEgH83THe8hbaWvO8utlOJi+QLFdpF8LL/r439m4Tt8c/abANzXfR9vH3nHvpx1vR2U7aB8HzSBQKxadGpXXb9aeykFqljEm5pGtppo+RxCNyh5VdJ6gsORIXSx/dfJVR6X7XlKXpW8kUETAke61GWLw5Eh8sb1f9+U6yJLJdyz53BfeAHv4iVQVwSlPjCI+dCDWA8/jDaw/ejnTqMcB7m8gpbNYBw5gt7Ts6XHVZoOM8UmyzWbuKWTihr77rmF7B7VlstipU1fJnrbnwXXl5yerfD8RImJ5cb68nhE56GRHIf7ksQtg7ilE7N0LEPDUy4TtfMo1A1rL0Ouj1Q+i61ZJuvjzDQu4ckgdT9jdfFg/gkG42P78m9cSig1HPJJi5GuBLp+9Rg96VFsFxlOHWAkNbJHo9yc/VhzmQBeBH4P+MQm6/858KvA3wUuA/8n8HkhxCmlVHt1mz8mEKbvAEzg94H/Avz0zg49JCQkZGdYbCwwXZ8maSXXZykt3aIr1oXruxTbRQrtArlojp5YL5lI5hqRWXfrlOzSrveAlErylekv88LSCwA8MfAEbxh84778Qd8uSgV1hzTq+OUKqloFz1/tFbFBXF6x/wzur17E6lS0LJXAMNC6uxGrIhCgz8zfkrAEMIXBiNWHpzzKfpWsnqbi1xkwu8jKKP7yMrJYRBaKyGIBWSwhC6vXlQpw9YSyfuAA1kMPYT78EHpv7y2/ZjuNrFSQ9QbG8FBgGrQFR1jb9Zkvt5grt/B8RXfSCk137mGUUnzvcom/emkOzw/+DhJRg8FsjIFcjMFsjMFcbEuCc67U4vnJIi9NlbHdYIJGCDjcl+LRsRzH+lPX/ayZwiJn9TDfmiSmx++K78zdZs3kZyA+givfxPnKy5wpP0/FKfD1hb+kO9rPg/nX0hsb2uuhrqMUlJsOmbjFUD5+jbAEMDQDQzNQ8s7OKt31tFghhGJD5HI1ajkH/Dul1L9dXZYBFoEPK6U+KoQ4CZwGXqOU+u7qNu8GPgcMK6Xmrj3SNccNI5chISH7huXmMperl4nqEeI3qE30pEfVqaKUIhvJ0hMPROaaOLlcucRiY5HuePduDR1Pevzl5c8xXhpHCHjqwFt5pPfRXTv+TqCkQjWbqEYDv1SEegNpOwhdR8RjYJhBlE8prjQrvPZ+8JuqQIKIRxGRK4Y9K26ZXjPHmDVw2yeU9WaFuW9/EXl5gnipRarqQKXGq8XjNZgWxtAQ5sMPBimvXV23NY6dRvk+cnkZYUUwjhxGHxxcF+/XQ0pFoW4zU2xSbjpk4yYxK/QvvJdpOR6ffm6WM7NBwCUdM6m1r/SM3Mia4BxcFZwDq4Kz7fq8PF3huYkiC+X2+vbZhMUjozkeHs2SiW8tJd2VDhO184C6K/s57gW23+Zs+XnOV17GV0Facn/8AA/kXktXdO8nzooNl6RlMNIdJ2pdf3Kx2C7SF+tnNDO6i6O7OfsxcnkjDgL9wF+vLVBKVYQQ3wGeBD66el1eE5ar/DVBeuxrgU/u3nBDQkJCbo9iu8hkdQJLM28oLCGYycxH8+sis9QukYlk6I33YuoWxVaBlJXapZFD22vz6Yt/zkxtBl3TePfYD3E8f3zXjt9JlOejGk1kvYYslVCNJngumBYiHkVLb63mdSPX27olbSKaQd822xe8Glks0v76N/C+9S3yzQaOcjGFAWuRUNNC78qj5TdcuvJo+a4gNTe5PbOoNZRSux5hUa0WslBE6+3FPHIYLZu96WMabY+ZYpPFahtTF/Rlove8Icq9zuRKg6efnabadNE0eNt9/Tx5tBvPVyxW2kF0uxREuJerbRptj/GFGuMLV8xjElED2/XXI566Jjg5mObRg3nGehLb/oyZ2pXoZTSMXnaEiB7loa4nOZp5kNOl73GxdpqF5jQLzWmGE4d4IP8EGSsoHZESpFJoq0ZeO0216RI1NIbzsRsKy7uF/SAu+1evF1+1fHHDun5gaeNKpZQnhChu2OYqhBARYGM17O6dfYWEhIRch7JdZqJyGU1o20plNTSDXDSHL31qTo3x0jhxM4EjXTLbNIa5VepOnU+MP81KawVLN/nRw+9lJL2/6kJuhvI8VK2OrNeRhQKq3UJ5Ci1qIVLJLZnDbPuYSlGXTUbMvi21Htns8f7EBO0vfwX3xZfW6yTNnj6ir3kUq29gVUDmb1k8bobrSRq2T7XlYHuS/kyUVKzzr8+rUUohi0XwvKDdyegowrpxRMjzJQvlFjOlFrbrk0tYWEaYAnsvI5Xia2eX+OqZJZSCXNLig08cYCgXTOhZhuBAV5wDXVcm+BxPslhpMV9uXyM4AXozUR4dy/HggSzxyO2dQmciOUrOEm2/eVdGL6WEcsvB0jWS0Z2XG1IFWQsGMe7LvIGR+P2cKX+XmeYFJmoXmaxdYih2lCPJR0mYaXQh8JVCKnXVpKCuCTRNoIu12xr6bYjQettDCMFwPk58F16H/cDd/Cz/BfC/7fUgQkJCQtaoOTUmK5eRSpKNZm9pH7qmk41m8aVP02uSiWQ6O8jrUGwV+MT401SdGgkzzvuOfoDe+N6nGm0V5QRmNv7iIqpeD0x4olFENoum7+xPYV22SIjYtt1hle/jvvAC7S9/FX9qcn25cewYkafegnnq1E1TRLeL6yuabY9q26Ha8rBdPzArEnB52WMwF6crYSF2yGFVOS7+0jJ6No1x6hRab+8NxbJSgfPiTLFJse6QjBpkM9sX8CF3F5WmwyeenWFyJTDZeXAky3seHiRi3jhqZBkaB7oSHOi6IvYCwXklEt6pyZsgetl7V0Yv5Wp9YTJqYLuSassjHduZ71nblasCblUMCoGuCTJWljcNvJOm/xpeLj3DdOMSy+4FipUJ7s8/wGN9TxDV4/hS4UmFLxW+vNL31vUlngTf85EyEKEQFB5c/U4JNpYjvHq9JgQj3QnS8Z2fmNsv7AdxubB63QfMb1jeB7ywYZurzmKEEAaQ3/D4V/N/Af/PhvspYOY2xxoSEhJySzTcBhOVy9i+TT52+3VuuqbvWjrsXH2OP7/wSVpem1w0x/uPfmDXRO3toto2fqmEXFxE1hto0Qgin0fou5Oa5CsfWzocjg5tvadlo4HzzW/R/vrXUZVKsNAwsB5/nOhTb0EfHOzoGD1f0bA96m2PStOh7fogBDFTI5sw11P+mo7H1EqDluPRn41jbmJIcaso30dVKshWG+PAEMbhw2jxG6eMtx2fmWKDhUobAfSmI2hhW5E7GinVbb+HZ2YrfPq5WVqOj2VovOeRQR4aufX+v4Hg3JmevXdj9FIpKDdckhGTka44tiuZKjR2RGC2VnuIDuRipGMmuhYIS12IDYY5Se4fPMB8fZ5vzn2dqeo03y++yJnyyxzLHeehnocZSFxbB69U0DbEVxLfV3irkVG1QWRu2Hr9MWv31m5bukYmce8IS9gf4vIygUB8G6tictV857XA76xu820gK4R4TCn1vdVlP0Dg3fedzXaqlLIBe+3+3TQjFBIScmfR8lpMVCZoek3y0d1tF3IreNKj5tSoOTUK7RW+PvN1POnRn+jjvUfef9M60f2AbLcDx9SlJVSjiYjH0Xq6Ox7puxlVv0FWT5LTbz4R4M/P0/7q13CeeQa8IA1PpNJE3vRGIm94PVqqc5MJvq9oOh7Vlkel5dB2fEAQta4WlBuJWwaGFkRxbFcylIsRu43UQKVWTZSqgRGRls5gHTmCPjBwQ/EvpWKlZjNVaFBvu+QS1k0jUiH7l8Aop8xzEyXmSy26UxFGuhOMdscZ6UqQjZtbOodzfcnnX5rnu5eKAAzmYnzgiQN0JfdXv8CNXKm9nLpropflpkPMMhjuCuoLo5bOiEgEArPpdiyC17A9HE8xnI/Tk45e0w7q1QwkB/jgsR9nsjrJt+e+yVx9njOFM5wpnKEn3s1DPQ9zIn9yvUezEGAYAgM96FERsmV2q89lEjiyevd54J8CXwaKSqkpIcSvA/8LV7cieRBYb0UihPhLgmjmL3OlFcl3lVJbakUSusWGhITsBbZvc7l8iZJdpiuWv26/yt3Clz51t07Nqa4LyJpbo+7UqDl1ak6Nlte65nFjmTF++NCPrP/w7ldksxW03lhaQrXaiGQc4ok9OWlzlUfdb3I0eoCMvnl9raxWcV54Eff55/EuXlxfrg8NE3nrU1iPPHzdOlDfVyxW23j+lVYIYjUha+35ig3dUtbu+35QC9V2JaCImhpRQ99yxEhKRbnpEjV1BnIxcontfSaU4yKrFWjbiEQcracXvbcHLZtFGDcWq2uGPQuVFhFTIxPbmvAI2V8opZhcafLcRJHTs5V1o5zNSMdMRrrjjHYnGO1K0J2OXDP5sVRp8/FnpliuBjGFNxzr5q2n+u6I1jOBc+w5QBAz9v/E3Y2oNF1MXWOkO3FNnWW16TJVaOBLReY2BWa1FUy+Dedj5G9x8mChscCLyy9wrngWT/oAWLrJqa77eKjnIbpiu+fAvpG7wS12t8TlUwRi8tV8RCn14dV2JP8H8ItAFvgG8I+UUuc37CMP/EfgRwhcYp8GflUpVd/iGEJxGRISsqu4vsvl6iUKrQJdsa49FZae9PjCxOc5Vzq7qf3+qzE1g6SVImWlGEoO8UT/a9G1/RsdkvU6/koBtbKCsh1EIg7xvY0EXK/1iKzVcF98Cee55/AuXGQ9wUpomA8+QOQtb8E4fOimY1+u2kyt1NdPoNfeVsWG3KwNy9dvCIgaGlFz64JyM2otF09CfyZKbzq6ad+29UNLiWo0kLUaQjfQcjn0gf7AzXYLPSs9PzBamS4Ghj35pIV5BwiHkKuptVxemCrxwkSJQt1ZX96TjvDoWJ5jAylWqjaThQaTKw3myy2kvHofMUvnQFcgNke64ixU2nz+pXk8X5GMGrzv8WEO991ZHo4rrQXmW1Nkra5d+c7y/eBbwuhganut5YGA0e7kddNfqy2P6UIDz5O3lCqqVCBSNV0wkk90JN207bV5pfAKLy2/SKldWl8+nBrmoZ6HOJI9uqu/faG4vIMIxWVISMhu4kmPiepllprLdEXzeyrMXN/l0xf/nMlqYApjaDpJM7kuHtNWOrhtBvdTVoqIHtlVYSbbNqpcAgRoWnBsEdxGE0GrDe3qZUJoKNvGX1lBFQpIx0VLpRCxvTd0aUkbT7kcjY6S0KLIRuOKoBy/sO74CqCPjmI98gjWIw+j5bZWG9ZyfC4u1tAEt+1aeTvYrk/d9sknLIZycSzzasGn2m1ktYpyPbRkEn2gH72rC5HJbDlFudJ0mC40WanbJCM6yWiYo3YnIaVifKHGcxNFzi/UrtSiGRr3H8jwyGie4Xxs0+8bx5PMFJtMrTSYKjSZKTZxPHnNdgBH+lO897HhXXEm7TSObzNRP4/YheilVFCsO+v1icmowe2WKjdsD18SpDHfRPDVVgWm48mbbvvqcZcbLlEzMF1Kdbh+UyrJdG2al5Zf5EL5wnptZdyM80D3AzzQ/SDpyM7rh1Bc3kGE4jIkJGQ7eNKj7bVoeS1c6QX9sISOQKAJDU0E4kYTGhpX30YI5uqzLDTmyUXzGNrenew4vsOnLnySmdoMpm7yo4d/lJHU6L5KJZStNt6ly6hiEaVpQWqnUCAESq7axAsRVNkLPRi7BqAFRjDSR0slEZEOi0rXw/zq32I89woqYqEyKVQ6ueES3JfpJMRjrHnVO9Kl6tcZ9lJ0n53Hff4F3HPn2BiC0Q8cwHrkEcxHHkbv2p7Bk5KKqUKTQt0mn7yFNGXHCcai5FrDtyAkoCRCqTVP/2C9Ulw31C0EqMBlsdbyiEcMejORK+LPl4hIBK0rj97XF7RKiWw9hc3xJPOlJrOlFr5U5JMWemjYc8dQqNk8P1nihckS9dVWHgAHuuI8Opbj1FBm27WyvlQsVFpMrqwJzgaer3jrqT5ee6Trju5pulvRy0rDJWYZdKctlio2dTsw2rnV1j1N28fxJCPdiS1/H9XbgTmY7flk49ZN6yWlXHWfjZgM52M73tKj5tR4eeUlXl5+iYbbBIJSgyPZIzzR/wR9iU27IHaEUFzeQYTiMiQk5Ea4vkvLa9Ly2tSdGnW3hu07+Mpf3UIgWBU8aoPVuACNINK2JjxB0Pba5KJZTH3voixtr82nLnyCufo8lm7yvqMfYCg5tGfj2QzZaOJdvoysVtG6uq4bzVJqVfCggsII6Qe3Nb3zvSmVQj89jvXnX0QrlLf2EF1DpZN4qRh2MkpCGkQvzCA2CsqhoVVB+Qh6z63X85QaDpeXG6SixtYdW20b0agHwtKKgK6B0FBCBBFhTQ8uhg766kXTUYYRLOPVx1FX3VRKUWm6aAIGszG6UxF0ywzqKFOpbZ0sK6Uo1oNoZalpk4mZexqdDdk6hZrN6bkKp2erzJeu1G4nIgYPjWZ5ZDRHT7pzk0BKBemdd7KoXGMteqkhiO5Q9LLt+Nie5GBvinTMwPEky1Wb5WrguJyKmdvq59h2fFquXDXV2V7t4xWBKVdNmzbfzvcV5aZDJm4xnI8TtXYvC8iXPhcrF3lx6QWma9Pry8cyYzzR/wRDyeGOTwSE4vIOIhSXISEhayilcKRDy2vR9lpUnSoNt4njt5EqSBuN6BEieuSm6azByU1gTy6VRBFcm5q5p6mwLa/F0+f/jKXmElEjyvuPfoD+HZxtvRVkvRFELBv1oD3ILju5boZYKmD9+RcxzgbmOiqTxHn3W1CxGKJaQ1TqiFodUa2jVWuIah1RD2a2fSRKKSxhYAgj6Ls2MID56CNYjzyC3nv7fUFdT3JxsY7j+6RjNxHVrhsIynYLrAgqk0F196JSaTCMINIqRCAkO3SCVG+7NGyfoVyM4a4Epq6tGwpt5SSs7fhMFxsslFvomiCbsO4K4XC3opRiuWZzejYQlEuV9vo6IeBwX4pHx3Ic60/dEeY6e81ya56F1jRZK4/ocI2+lMHE1GAuxkDuSp2zUkEt7EKlTbXlkIwYVwk4qSRtv4nj2+hCJ2VlgSCzoN72GMrF6c3c3K11Mxptj8kbCExvVVjmExGGu+K3HF3tBCutFZ5deIazxbPrKbODyQGe6H8dBzMHOyYyQ3F5BxGKy5CQexelFI5v0/RatNwmFadCy2vh+A4Khamb62Jyr91cO0HDbfD0+Y+z0ioQN2O8/+gH6Y3fvrDpJLJWx7t0CdVsIrp2x8Tihtg21he/gfG1ZxC+RBk67pufwH37G+AmqZzK9aiWF7DqbfqbJsm6D56HefIE+sBAR4c5W2wxX26RT27eLgTPg2YD0WyBoaNSaVRPLyqTgUSyYyLyRjiepFC3SUTMoJZrzbGWQGAKIa6UzyIQWuBxqwlBre1St11y8bC9SCcpNx0uLta5uFhjcqWJaWj0pCJ0pyL0piN0p6L0pCNEt/CaK6VYqLTXBWWhtt71DSHgYE+SU0MZTgym78j6x73ElQ4zjUu0vea6iOsUxbpLJm4y1p3Y1HzL8xTLtTbLNRtfKpJRQVs28KVHzEiQMjOstBeJGwmk1Km1XAZycfozsW1FO19No+0xVfj/s/fncZLV9aH///qcrfaq3pfZgZlhiwYYBTFiUDCgongB0Xv5/hIiYu69YgyGqIlL0Ou9STSGaIxLxGi46oWgSAIqaFTEyIiEiBvrDDBbT+/d1bWd/fP741T3dPf0zPRMd0/3zLyfPIqqOnWWzzmnpuu8z+fzeX/qNIKI1mkBph/GVBohncUUq1qyWNbKuMlU9sr8R/8j/HrkV1NZZjuznZzbcy6bWjcv+BpCgstjiASXQpxY/CipmawFNSa8MvWwjh8l2Qkd08YxUzims2KCSa31ogRYFb/C156+kzF3jJyd46rNb6Q9c3h9+pZaPFFJAkvXTWoslzOw1Brr0V/h3Ps9VKUGQHj6RvzLL0Z3Hvq4RTpmLJwgb2RYl+qmYC7dQOiVRsCzg1XStklqeuKcOIZaDdVIalB1vtAMKFugUGBBV35HKI41jSC58EouM3TSfbP5+WRzxqlBx5vvbdOgkLaW/2bDMc4PY54fqrJ9sMr2gSrD0wLAgylkLDoLaToKKTqLKTqbQWfWMdkz1uCJZkA5VtuX6dU0FKd05zl9VYnTVhXIOBJQLkQtmGBX7VksZS1a89h6M+HOKV35Q/ZXHK3VeH50hEojoC3TwqpCN3mriKFM+uo7GGoMosIiPS0ZelsWFlhOla8ZYNb9iNacjR8micJ6Shl6SgfPRL1cqn6V/xx8lF8M/Rw/CgBoSbfw4u4Xc3r7GUeca0GCy2OIBJdCHN+COKAR1KmHDSb8MlW/hh95aDSO6ZA20zimsyIvWh/q+zGP9P+Uk0onc3bn2awprD2icpa9Ml97+k7KXpmiU+DKzW+kNT2/7KNHS1yeSAJLz0e1tS7r+TB278X5xv2Yz+9JytbRin/5q4jO2DRjPtcPUShSs/r6BDpkPKrQZhZZ63STMZZusPYo0jw3VKXqhbRMjhEXhqixMYhjdDaL7uyE1jZ0vpA0exUnjFhrBssu2waqbBuosGukThTvu75TCta0ZTmlK8/J3XniGIYrXlJTNeExXPGYaAQHXL9lqhljUVqmYlNPgdNXlTi1tyC1zItsxB2gr76Tgl3EMhbWpzyMNBONgHUdOToKc/+N0lpP3Yy1DZuCUyL2CoxXTIJY05ZzsEyDilfhl0NP0FsqcHJH26IGfXUvZNdInYlGiGkqektpuhdYK3o0uKHLzwZ/xs8G/xM3TJqF5508W7pfxAs6XnDYY0NLcHkMkeBSiOOL1ppqUKURNpjwylSDKl7kEuukmetkMLlSaiYP5Kd7H+bf9/z7jGkdmXbO6jqb09pOn/cP05g7xteevpOKX6GUKvHGzW+kmCotRZGPWDw+nvSxDMN5D7mxJKp1nG8/gP3wz5JkNI5N8KqXEVxwLtgzg7JKI2Cgmeyiq5Amn0lq1bzYpxLV6LLbWON0YaulDeYGyw12jTRozdnJ2JSuixobQ3f3oHt60MUSLHZiI7FixVozUvHYPdrguWYNZW1aRlaAUtZmY3eBU7rznNSZJ3OIRChuEDUDzaRp5NCEx1DFY7xZS+lYBpt7CpyxusTGnsKy9n873sU6pr++kxFvcEH9L3Vz2JGOQoq17bn9ArVYx9SCGm7okrYydGQ6aE21knfyQPL3b9dIjcGKR8Y2qPsxyhnGSo/Tk1/8rhYNL2LPWJ1ixqazeGT9OJeLH/n8cviXPDrwCFU/aQWTsdKc3HIKnZlOurJddGQ6SVsHT2glweUxRIJLIY4fQRzQV+1jsD5AGEdYhknaTJGy0is+mJzuscHH+P7O7wFwXu95uKHL46OPEzSb2KRMhzM7foOzOs+mJd1ywPWMNIb52tNfoxbUaEu3ceXmqyg4K2sQ8Xh0LAks4xijtWV5ChGEWA8/hnP/D1H15A5zeM6Z+K99Jbpl5u+CjjXjdY+his9kHpIwgracQzobE6iQVXY7PXYH5hJ/5xpeyLaBKqapyDomanwcAp943Xr0mrVgSVB5vKs0AvaMNdgzVmfPaPLsBTPHe3Qsgw2duSSg7MrTll+clhp+GDeTqjiSlOcomux/2QhrFJ0juxlXaYRTzZan1y5HcUTFrxDEIXk7R2e2i9ZUC6k5Ap8o1gxNuOwcqZNNmaztsHl24mkMpcjZi98NII6XpSX/ognjkMdHHuc/+n/KuFfe7/NSqkhnpovObCed2S66Mp0UnOLUv1UJLo8hElwKcXyo+lV2V3Yx5o1STJVImUvXFHEpPT7yOPc9920gCSx/a/XLgKSJza9Hfs3Phx5j3B0HmkkySidzVufZrCuumxFAD9YH+frTX6MRNujIdHDl5qsW7QdfhxHabYDrgpNCZTOoI2huGQ+PED7/HBqFUTr6talqcAT7Jz/DeuQXSaIbIF7VjfdfLiE+ee1+88eRZqjqMlb1Sdkm6Wb/Rj+MGPImKKQdXtiyltXZpe8vqmPN88M1xmo+bVkLNTwE6QzxSSejO7uOSoIecXR5QcTecZc9Y3V2jybjfE7U92+yalsGvS0Z1rVn2didZ01bVoK/40zS//I5LGUedv9LP4ypeREbOnK0Tht/0o98yt44rak2OrOdlFIt8+of6PoRhqFwLIO+ah87Jp6jPdNxTN3QPZpiHbNj4nn6a/0M1YcYagxS9uaOyVJWaqp2M2NlOK31DLb0bDnKJT44CS7nIMGlEMe2WMeMNEbYVdlFEPu0pluP2R+1bePbuGf7v6K15qyus3nF2lfsF6RM/jD9bPBnPF9+fmp6a7qVs7rO4oz2Mxlzx7jrma/jhi7duW6u2HQlGSvDkdJRjG40oNEgqlbR5TLa9dBRhDIVKpVG5fMYxSIqk5lXsBkPDRM+9zwYCnU0A8sgxPzVU9hb/xNz+8595SkVCC7+LcKXnD3n7fEgjBksN5hwA3IpC7t5sR7rmAldxcEh47bS7hRY1ZqllF3a5DNjVZ/nhqoUzRi7PIpu7yQ++RTIr6yaaXF4tNbU/YjRqs9ozWOs6jNa8+kvuwxNuMy+NFMKOgspVrdlWd2aZU1bhq5iOmkiLY5ro94QfbXnyR9G/8tYw2jVo7cly6rWzNQ9KDd0qfgVenOrWFNYc8RJZ/zI56nRJwl1uOJayaxkbugy3BhisD7IUPN5pDFCrPe1Qoh0yOltZ/BHW961jCXdnwSXc5DgUohjVxAF7Knuob+2l7SVnuoPcizaMbGDu7fdRRTHnNF+Br+z4ZJDBslj7hg/H3qMXw3/akbGWwA/CliV7+W/bLySlHV4tbg61s1gsk5UraEnJtANF6IQDAOVTkEqjbIsdBSB66I9LxnuwjSTYLMwLdjMZFDWtKZXg0OEzz2Psi1U4ehcgKihEeytM2spMRTh6RsJX3I20WmnHLDNleuHDE541LyQQtrCbF64RzpiQlfJqxy9ZhcpHKpuSBhDTylNV3Fpshn6Qcy2wQpxuUwhDtBr1hCv2wDO4SWIEIcWRjEVN6RcD5ho+JQbARONgIl6QLkR4AUxGcck45hkHav5bJJNWWSb0zPOvteOZaCBiUbAaNVnrJYEj2NVj9Gaz2jVxw/jA5anmLFZ3ZZhTVuW1a1JVk5JmnNimux/OeoNUXJa59X/crwWkE1ZnNSZx24O4VEP6tSDOmsKa+nN92KqhX2fhuqDbBvfRlu6bVnHdD7WRXHEiDsyVbu5q7KLF7S/gKtOvXq5izaDBJdzkOBSiGNTxa+wq7KTcbdMS7p02JnXVpK+ah9ff+ZrBFHAxtaNXHby6w6r9tWPfB4feZyfD/2MkcYoAGsKa3jDxv9yyOOiYw1hiA4CcF3iWo14vJy8DoJkrMF0Ogkm7UPfzdZRCK6Hdr0kGDUtVDqFKhYx8gWIQ8Lnd6JSDiq/xDcDDlJLGZ53FuF5Z+3Xp3K2aiNkaMLFi2IKaRNDKWIdU9cNQiJaVIlus2NG4h4viKi6EW15h96WzIyBxxdKa83u4Sojz++hpZRDn3wKuqv72O6MtMwafsiesQYDZbcZRCaPciPYLxnOQlmmQmtmZGydSzFj05pzaMs7tOUcOoopVrdmKWakH63Y53D6Xzb8iCDUnNSVp5BJ/l5V/Sp+HLAuv5buXM+itLYI45Cnx56iHtQPmhNAHJ7joc+l5CoXQqxIsY4Zbgyzu7KLMA7pyLYfs81gAYbqQ3xj210EUcD64npec9JrD3t/HNPhrK6z+M3O32RnZSej7gi/0f4CLMyp5quEYRJEhiE6CNGei/Z88D2IIojifcFkKgW5LOZBasKSNPYeOcciNW38OmVakLNQuaR/pw5D8FziwUHivr1owMjnpj5fdHGc9KV85BdYj/wcVZtWS3naKc1ayo1wiD5oWmvG6wHDEy4oKGUstNbUdB1fB+TIsKpiUwhiDLuMtu2k5tB2SNkmlmkwVvNxg5hVrRlK2cUJCiYmGpSf20Wuq4N44yZoaVmU9Z4owihmoOyyZ6yR9FscrTNS9Q+6jGUqShmbYtammE6eSxmHUtYmbRs0/Ih689HwQ+peRN0Pp6ZPTotiPTVsh2EoWrM2rfkUbTknCSSbwWSrJMgR82QbDl3p1c0As07mAP0vo0hT9yLWtGWnAsuyVwatObl0Mh2ZjkUrk2VY9OR6eXr0KcI4POImtuL4I98EIcSK40c+e6q7GagNkLbStGXalrtICzLmjvH1Z76GF3qsyvfyulNeP+8fYh1rCIIkeAvDqderA5NVbhE9+DRBEEIUJcFlFJGMr6FAAaaBMk2wzCQoMk0Ma379BIMoZmC8QbkRkLZNOgspCmkbNUc/L2VZYOVRuaSWUms977vjkY6oxQ18HZJWKbJGal/gXa1jDI9iDI6ghkYwhpqvR8ZQYTS1jqlaynN/E906v76dcaQZqXqMVD1StknKUtR1A0/7ZFWGbtVOcaSOUWhBr+1C16pQr6EaDShPgI6xgDbLolI32FGr0d1ZoLOUW1BfOL9cYei5vYSrVpM9bTOkD566/kSntWa06jcT4CSZVPvH3TlrDdvyDqtaMrTkHIoZe18wmbGTTLwLrNHRWuOHMQ0/+W4WszaGJF0S8+QFERNuQMY2STdvXk3K2QU6M6voqz2Pbdhz9r8suwEtOYeOQgqtNWPeGLbhsKG0YUnGPG5JtdCWaWfcHTvmf6fF4pHgUgixokx4ZXZVdlP2y7Skju1msJA06/3603dSD+p0Zjt5w8Yr5tyn2PWgXkeHEYQBseehXRe8pMZRh9MDR8BQSVNU0wDThLST1CaaC79ABvCDiIEJl6ob0JKx8cKYvrEGLfmI9nxqKtHNgcwreNUhlaiO1hGlEY/uwSr1/l3EQ0Oo4XFSQxOYDW/GMhqN1knCitgwqJ+0Du+8s4hP34TVvBizYj1nADxdGMUMTXiM132yjkFk+oxpj6xKs9rsoRhlsEdG0B2dxCdvglwODUmefN8Dz0d5yflR1QqFeg2v2mDvM+O4GZuuUhon5SR9V00DDDOpRTXMGe+Vua8prdaaeHiE0YkGo6s20LbppP3G3RQJN4j49e4yT/RNsGe0PhXMTZdxzKk+i6ubz9nU0h5PpVRyo0L6R4rDFEYxY7WA7mKamh8yVvOJtCZlJf17HcugxWnHDevN8S9n9r+seSGOadDbkkYZmpHGKDk7x/rSBorO0nQHM5RBT7abcW8cP/IX5ffaizxswz6mWyqd6ORXSwixIkQ6Yqg2yJ7qHiIiOjIHbgarPZ+4XCauVjG7uzFyh5ei/WipBTW+9vSdTPgVWtOtXLHpyjkHUI7Hxgl37CCu1ZOsfko1g5J9NY4qY4G1OIHjoXh+EljWvZBi2sYwFBnHxLYMxqo+nh/RUUiTSx/ZT4gbebj9e8g820fPswNknuvDqDZQCtIaIiIiHRMREWhNXCoQt3fgtrVSK5ZotLRQb20hKhUwLDOJucvJuJWWaWAainRzCBHLNLBMhd2crpTC8yMGKy5VN8RJRVRVnbR2WGV0UTKK2H6EGh1Fr1pDfNLJkJqWKMkwIJ2BdAZNUkM6GXTavoequ/SPTdBQMe0phROFODrCjkNMrdGBj3bjpJZZxxBGaKVQaIhiGtkCe1evJtPZgSGB5Qyx1jw/VONnO8Z4Yk95qukpJE1ae1v2BZFr2rK0ZO2j8u9FiIWKtWa44tFTyrCxJ0l+VvNCal7ISMWj6oWM1QNMBVmrk4bZoBJMUHRaAAgijRfErO/IkbIVI40Rik6Jk0onkbWX9vex4BTpSHcwUB+gM7uwZrfj3jix1kRxhG1aFOyCJAs6BskvlxDioBphgyAOiHWM1jGx1slrNLGOiLUm1CFxHBHpiCgOiZpptZUyUIBCgVIYqObFXvK871NFEPsMNYbI2llK9tzNGuNanXhsnHhokLhWB0CXJ7DWr8NoW7wmP1Ecsbu6i2fGnmHnxA4ydpbubDdd2W66s920HyTwneSGLnc983XG3DGKToGrNr9xv/EndayJBgaId+1OKiM7O5b9YrjhhwyMu7hBRCFjzWjSZxmKYsai7kX0jdWTfmPZFMahMqVqDQPDRNu2wbbnKD7XR3vVw1ImJkbSfNe2MFetRnV2YrZ3ELa1Uy3kGMjaDBsudd1AKUXRSJO10+TmqJlMLko0UaSpugHlum5W8ipMU2EbipRj0vAiKkED0wmJlU230UmrUcRRNtTrqIkJ9PoNxOs3wHzH9WwGnVY6Q3trC+V6wGgzG6hjGjiWQdZS5G1FyoC0AY7S2MSoOAkyoyii3zXwQovSEtewHUtGKh6P7Rzj5zvHZ4z32FFMcda6Vk7uytNVTEn/RXHMGp7wacun2NCVn/oel7IOpWySLKzhR1S9kIm6z3g9wIo6GGw8h+eXKaULVNyAzkKaQsZkxB2lPd3G+uKGOW9mLjalFN25bsbcURph44iGw4p1zJg7RtpMsba0Hq1jBuoDjLljmIZJwSlIn85jiGSLFULMqR7UGW4MMdwYxo/9JEBI6leS2jWt0SiUSsJDQxlJmKiSYHGf5AI/+T/NVp165qdag1IU7AK2ObMfiY41ulIhGhlFjw6jXR+Vz0K2mUhmogyRxlyzGrOnJ2lyeATCOGTnxE6eGX+a7ePbcUP3gPNahkVntpPuZrDZNSvg9COfu575Gn3VvWTtLG869c379XfRfkC4ew/R3r0YuezSJb45DHUvZKDs4odJxtSDBbpeENMIIoppi45CmtT0TKlaowZHMLfvQG17HrX9OVSlhlIGFiaWMjFsG+ukk7E2bURvOAm3ezXVEKp+iB/GRFGMaRo4lsIyFZ5yqegqE3EVn4CUskmTmjOdvtaa5u0PNBDFMUEcE04+K5+Ck6LVKNFiFEmrZs3kRBnl+cQnnYxevWZRMrNqrQmipB9eEMX4YYzWYBoK2zJIWyb5tEkubRNGMdsHq3Tk55foZaIRMFzxKGVsSln7uAquvCDiV7vLPLZjjF0j9anpacfkBWtLnLW+lVUtmWW/GSPEQo3VfGzT4LRVRfLpQycEC6OYqhvy/HgfTw5vw9BZsnaKte0OtXiCrkwX64rrj3qXkl2VXeyu7KIjc3g3SaM4YtQdpeiUWF9cPzXUWKQjyl6Zofog4944iqSWdPY1wvHmeMgWK8GlEGKGZJDfYQbrA3iRR97JkzbTR/0iTocherxMNDyUDJmhNSqfT4bLmD1vvU5crWH2dGOtWYNKze9HNYxDnis/x7bxZ9g+vn1qDEmArJ1hY8smTi6dgh97DNQGGKgPMFgfwI+C/dZlGRZd2U66st3NLLe7SVkprt78JjqznTPmjWt1wl070cMjqNZW1AoYt7DqhgyUG8SxJn+I5q7K8zErFYzxCsHwOJlqjaJXJ12rYZQrqPEJ8LxmDbbGUAa2ncY5+RScTZuxNm4k7F1NQyvG68kwEH4UYxoKxzJIWcbUGJOzedqnphuMx2Xq2kUzOVagmvF/RbOmvHmrw8CYqjXPqgytRpGMan6XtEaNjYIyiE/ZmAz5scTf9yjeF3B6YUQUJ4FoLmUdchgKrTU/2zHGtx7rm2oaqhTk0xYtWSd55GxasklG0lI2SVyz0oPPyWavj+0Y4/FpzV6VglO6C5y1voXTeosrfj/E8SWONX4UE0aabMpc1ARNVTfAjzSn9hZpzx/eOMWxjtlRfp7ny3vI2wVC6vTmellTWLsstXxu6PLk6BMA8x6L2o98yt44nZku1hbXkTL3PwaxjpnwJxhsBplax+Sd/JzzHg8kuDyGSHApxMF5kcdIfZiBxiBu2CBv58gscV+NuWjXIy6XiQYGiSsVlGWiCgWUve+Cux67PFp/klrUIG04pI0UqdgkVfXJFlvJrd5AtthGxszgmM6MwNiPfJ4rP8szY8/wXPlZgnjf+HZ5J8fGlk1sat3M6vzqOZu+xjqm7JUZqPcfNOC0TZsrN13FqvyqmcuPjhHu2EnsNjBaW2ckdFkulUZA/3gdw/cpBj5mrY5Rq2NOPipVrHIFc6KCNVHBcGcm2YnjpC7aNJJaxhhNbBqok9aT2XQq+VPPwF63AQ+TuhdSrvtUvZAg1Fhm0j/SsdRh3cCIdUxDu3gEU0GkgZoKItXUNGNakGnsf2EYx6jhIXQmi960Gd26sjMeekHEPT/bw692lYFknMRGEBGE8UGXUwoK6aSGs5ixyaUscmmLfMpKXqcs8unk2bEOHbxprXGDpKlezY2m+ocl75PXYazRejIBkybWzVrlGa+Tz3SscYOYmrfv32NHIcXZG1p5wdoWGfdRHBWTrQv8MCYINUn7HHAsE9NQ1LyA9sKhE5rNhxtETDRCNvUU6G05/KakkPyebRt/hrI3wZrCGlblV83ZmuNo2Vvdy/MTz9Ke6Thk15F6UKce1OnNr2J1fvUhA2KtNRV/gqHGEKPuGFEcJje/j0LT36NJgstjiASXQszNj3xGGiMM1vupBQ1yTpaslT3qNZVxtUY8PkY8NIyu1VHpFOTzM4KvWMf8srGdn9R+iaf3rz0EkuE6lJHUBlpJn8G0lSFjJYHmUH2QMN6XWbLoFNjUuplNrZvpyfUcUYa6WMeMe+MM1JJAc9wbY0v3i1hTWDs1j441UX8/0a7dYChUqXRkx1hrVLmC0T+EGis3mysfhiBEVWuoah1VqRGOVwjGK1j1OlZ88ABlujjlEBYLRMUCYbFAUMhTyWQJ2tJke1o5ee1ptKVa8QOo+UlAWfNCgkhjG4p0M/vhsgpD1PAwurU1GUsyX1je8hxC31iDr/10J6NVH6XglWd081undqKAuh8xXvcZrwXJc91nbPJ1zZ+R/OZQbMtoBpxmEnymraQfazOATB4R8RxDfSxU2jH5jTUlzl7fyqpWafYqlkasNUG4L5AMm99ly1Q4pknaMSimbTKORco2kuy/GnYM1+gbr9OSTT47UmEUM1zx2dCZY31HbkHf81pQoxE2aEu3LXuG1SAKeHL0CYI4oJg68LX2hFcm0jFr82vpynUfVrm11tSCKsONEUYaw/iRT95ZnpvhS0GCy2OIBJdiJQvigDiOSB3FO3BBFDDqjjJQ76cWVMlYWXL2wn7kDpcOo2Z/ymH02DjaD1C5LGT3D273BsM8UHmUoXAcgE6rldPS6/F0QCP2cGMPV/u4sUfDr+PGHqFjNms8Z66rJd3CppbNbGrdRHe2e8n3OelfuZuorx+jkENl5/kj2HAx+ocw9g7OeFb1A/cHnXeZ0FODvSuYGpcxdmyibJY4nyXKNR/53FQQGZUKhKUCOrV/k6SJuErDi+lRXWwodjQHlQ8JojjpX2ivgIByku+jRofRXb3Ep5ySZIBdobTWPLx9hO/8sp841hSzNledu5Z17fPrp6u1puZFlOs+Y3WfSmN6kNiscZysbTyMIBQgZRtTAehUDWjKIpuysE2FYTTrjFWSWEk1n5Ppyfdust+2aSh6W9LS7FUsKTeIGKv5ZOyklj6fsshnLFJWMrZkqpllei5RrNkzWmfnSA3LULTkDr9LQxxrBic8elsynNKdP+6+70P1IbaNb6Mt3bpfptdYx4y749imw/rietrSC2spMpkbYqg+REy8JGN5Hm3HQ3ApqZeEWEaTNV57q3sJdcCa/Fra0m1LGuwEccC4O0Z/rZ9qUCFtZejIdB7VoDJ23aQ/5eAQulpJht3I5zFaWvabtx67PFT9BY+7zwGQUg7n51/Ab6RPOWjfF+26+ONjBC0l/J42XDPCDTwKTonefNdR29+4WiPcuQs9OorR1jqjee++wmpU/xBm3wBq7xBG/2ASSI5X5l6poYg724k7Wg8/6YxpEudzVG2bMSOFUcxhlvJEuSxxLoM+wv6fE3EVE5PN2V6sMMNAuYFlKjIpi+KhsskebY0GRnmceM1a4g2nwFznZIVo+CF3/8duntqbfBdOXVXkDVtWH1atiVKKfDpp9rq67cA3NrRO+oHObOKaNHm1TEXW2dd0NpcyyaWs4+7CWBzf3CCiXA84qTNPTymDYxlTN9bmwzQU6zpyZFMWzw1WGSi7dBZS816H1pqhikd73mFDZ+64/PfTlm6jNdXChD8xI9jbl7inyLriegrOwluKZO0s6+z1lFItPFd+ljF37LgIMI91ElwKsUyqfpX+2l5G3BFMw8RAsX18G438anpzvYs+tlOsY0bdUfpre6n4FdJWel79IhbLVNbX0VH0yCjabaAyGVRb25z9DmOt+ZW7na3VX+LpJNHOGemTeGn+hWSNQ9fwqnQap6MTY2QEo66huxfPaGOkHlGrVSmkbTJOMhaiY5lT+Vu0BnwfHfgQhGjfT/rlWVYyoL1loSwbbPuQmWnjkVHCnTvRrovqaN9/P6MI62e/xv7BTzD6h+ZeR6lA3NuF7u0k7uki7u0i7mpPynIEdJyMpzZS9cg0m6buP/z8YaxPayZ0FUfZrDK6yRlZcJIB7Fcc30fVqhAERCedjF67HlZAn9cD2TFc4+uP7GKiHmAait95QQ/nntK+ZDdGlFKkbJOUbdJ2mMlFhFjpGn7ERCNgfUeOde25wwoqZ+sopEjbRhJgTri051PzapUxVvPJpSxO7iokTW2PQ6Zh0p3rpjxWJoxDLMOaStzTnulgXWH9oveTLKVKnFw6mefKzzLqji64RlQsjASXQhxlXuQxWB9ksDZAEIe0pEtTHdnd0GXnxE7qYZ21hbVHNF7UXGpBjb3VPoYbw9imPa9xGheL9nzi8gTR0BC6UgYNKpfHKB24eXrSBPY/GQrHAOi0WriwsIVee34DNMeRxg0j6l5IlSzBnhHivjGMtWtwOjtw/YhK1YXAx4kjUsTkVEQ6DHBCDyuOUGGIjiIUCq2SpqNJ1hoTZZnJ+Ie2g0qnUKk0yrGbAagNlkU8Opr0r7RMjI5Z5fY8rJ88hv3gw1O1k7FtEa3uhlXdSQDZ00nc0wnZxfkO6FjTCJKLq7GaRy5lLTgphdaasq6QVilWmd1k1QpsWup5qHoNPBdsB50voHt60d09S54R9kjFWvPvTw3xg8cH0Bra8g5XnbuOVa0r8PgKcQyYDCw3dORYu8DAclI+bXPqqhLp4Sp9Y42ppFgHUmkEoBQnd+XJHSIj97GulGqhPd3OiDtC1s5S9Wv05laxurAG21ialiLFVImTWk6ZCjBbU63SZ3uZHN/fbiFWkEhHjDZG2VvbS9WvUkjlKVmlGfOkrTS2YTPSGMYLXdYU1tC6gDtwYRwyVB9ib60PP/JpSbccVopyN3QZdUdJmQ5pK0PaTM+rRlVr0NUq8fg48fAwca2OSjmoUksSgB3AXE1gX5L7DV6Q2bh/E9ggTJqENgOkMEqyVzaazfm8MAatcSyDTFc7pluH/t3g1cgEQZL4J/AJ/YAw0oxHGm2amI6NlXLIZtOkCw6OaeBYBqp5MaKjEMIoWb5RJ65WIE62pTUoU6Esi9gLMAp5VGZaQFCpYf/7I9gPPTrVb1Lns9Rfdg4j552KlcvjxwFpI0XWmHsMx8OhtcYLIhp+yEQjxA0itE4uiqwFXlxNBpZZlaHX7No3rMdK4LmoWg18HxwHXSiiN5yMLhQglz+spsR1L2S05tOWc8imlv4ns+oG3PXIbp4drALwgnUtXHbWquO2lkOIpTb5928xA8tJjmVwSleBrGOyY7jOaNWjNefsF9S4QUQjiNncUzghWgUYyqAr182YN0YjaLC+sI7ufM+SZ7ItOkVOLp3Cs+XtjLtjtKQlwFwOktBHiCU2mT57b21vM1BLUXAKB/2Dp7Wm7JfRWrM6t5ruXM9hN5Od8Mr0VfsYdcfIOUmynvmoBTW2j2/jmbFn2FnZyey/EZOBZsZKT2VhTeOQxiIdG6QiA7sRYtZdVKSxMlnMTBZLmZjKwCB5NjGa7w00HLwJrNaosTLGjj2Yz+/GeH43Zt8AsePQOPUUyqduZHTNWjyScQxTtsIx5+hL4/vQqCdNIc2kiSuWNaMGK4ybWQSjZLB7qzn2YiFjkbEt0rY5FWjORUcRRBGYBspMghE1PIb9w59g/fTnqDBphBp3thH89nnUzzmdCcNltd1Jq12iEtYYjSaoxQ1iIGukSKvUYY2tFoQRdS+i4gY0/IgwjpvjR5oHHD/ycMQ6pqwr5FWOXrOLtJp2sRQEqPJ4Evw7NrrUkhzjpaR1UkPZbPJKKo0uFtDtnehCEXK5edVShlHM3nGXPWN19ow22D1WZ6y6b+zTYsampyVNTylNT0uGnlKalpyzaOPebR+ocNd/7KbmhtiWwWt+s5ez1svFkRBHquGHlBshJ3fmWdOWXdTAcrbRqsdzQzUqbkBH3pnqTxlEMSNVnw0dC88MeyzRWtNX6yNtpmhLL11z/rlU/QrPlp/DDRu0HmMB5vGQ0EeCSyEOouyVGawPkjIdMlYG23RwDAfHdOZVA+iGLv21foYag2itKaVKhxUkNsIGFb9CV6aLNYW18+qn4Ec+/bW9DNQH0GhKzqG3WfErbBt/hmfGnmFPdc+MgDLv5AnjEDdsZijVMc1B6tBxDHE09T5pN0pyIW8Y8252aGAQkwyD0Wm1cGHmLFYPBFPBpLljN6pcnZo/1kmm08nxFQF0ysHdfDKNMzbT2LjhiBPTzDYZbHphnAxrYs8/0DR27cV+YCvWL55MjhEQre0leOVLiX5jM4GKKYdVeu0OVjudmM2mypGOqcUNymGVsahCI/YwlEHOSJMy5t6vMNI0/H1ZP4MonhpD8khqKd0Qnh6zeHLMxA0V3bmYVbmInmyImZqgaOTpNbtIqWZ5fB9VToZG0e3t6PYO1PAganQMlEKXSrBI5yTZ35hK1cVo1EmFAU4ujVFqSbZdKEI2e9DvX6w1I1WPPaONqWCyv+zOObxGLm1Rc8M51pLUXCQBZ2bquauYmrqwjLXG9SPqftTMnjvt9bTpNS9i10gNraGrmOKN562js7iCaoOFOEyx1qBZ0oDuYOpeSMUNOakzz9r2ozO8Vt0LeX6oyuCER2vOxjYNBiY8Vh2nmWFXsqpf4bnyc9TD+pInSlxMElweQyS4FIdDa81wY5hdlZ0EsQ8oYq1RaCzDxjYsUmaarJ0l3Rw/cXrQGcYhI40R9tb6aIQNik6RlHVkTWHCOGSsMUbeybOuuJ5SqjTnfLGOGXPH6KvuoRJUKTqFgwajZa/MM2PPsG38afqqe2d81pPrZmPLJjYWN9ISOmi3QVir4VZGaXg13KCGG/s0VIhnxjTMGNeI8AhwYw9fB0Q6JiIm0jFx8zkiItIx+0LCyZ2MSPkxL9uV4+zHxrF2D0zV8E2dE0MR9HRRXdXLWFcXtd4ecrUaLc9sI/vEM1iVfcGntiwam06idvomGptPnnPYjLkYDRdreBR7dAx7ZCx5PVZGGwrtOES2TWBZBJaNTqcw0w6pfBorl8HOZiDtoFMOyvWwf/QI5jPP79vF004heMX5xKesA6UIdcR4OEGP3c4ap3sqsJwt0CHVqM5YVGEiquLqAAebjEphYuGFETU3CSrdMMIwIG2Z2KY67B/TWMOeqsHjoxbPlU2iWcNeaiAiImsabMynOKlgs84JWe1PYJkGuqMT3d2DbmlmsY1j1PgYaqAfNTIMUZQEfplD9x0MY81EoBnzNON+zLivk0cjYKwRUgkAw0Cbzf6vpollJQmKnOZzyjKmPSfTTEMxUE5qJ71g/3E9cymL1W0ZVrdmm88ZMo6FF0T0l10Gyi57x5NAdGjCnXPoDqWglHXwgmiqKfJ8bTmpjUt/s3dRBmkXYi5xrIm1XtJAp+aFVBohSiWtP4pZ+6h+pycDy5O7khrLoxlYhFHMzpE6u0frhFFMZyHF5t6iNG1fBlW/ynPlZ4+pAFOCy2OIBJdiviId0V/dy+7qHlKmQ97JT32mtSaMQ8I4IIgDgjgk1jEKMA0bx7BwzBSx1kz4ZTJWZlHGjtRaM+6No1Cszq+hK9c1o+9CPaizt5Yk7LEMi4JTmDNhz5g7xjNjT/PM+DMM1AZmfLYq38um1s1sbNlEQafQk0l4qhWIdNLM03HAscGy58zwelD1BsbgCMbwKHpwBIZHiEdHiEfH0HFM2tfY0+JJncsQbVhDtH4Ntd4eRtraqMQGWkM2Zcy8UIljnL4Bso8/Te6Jp7HG9/3d06ZB45QN1E/fROPUjcS2hT06jjUyhj0yij0yhj08ijU6jllvzHt3dLOPZYzeN46foabG8lMoMBTh2WcSXPgSop6uqfmDOGQ0rNButLDa6kJpkxjdvOgDtCZGE0bJTYM4hkhr6pFHNa5Tjiao4xKGHio0MMwUOTtFxraOqIlmxVc8OWryxKhFxd+3fHsm5oz2iNZUzJ4q7KzFjNUzoC1UrFFxBChMx2Z1R571q1pZ15FjbVuWlG2imzXMXhDhj5cJBofwh0bwPB8/ncWz0/gxeDF4kaYSJAHkmBdTCabdgtAaFUVJ7fi0gNKyLbQyiOaobZwPy1Ssap0eSGZpydrz/vcaxZqRisfecoP+8X2BZ8PfP/9uyjbIOBZZxyTjmGRT0143p7cXUvS2SNIesfjCKKbhRzSaNzsm/0615pxFaSo/KY41I1Uf01SsbcuScSz6yw3Gqh4aRSljLXmQlQylE3FSZ+6oB5aTtNYMTiR/E07pKhz3CXxWslpQ49nx7dSCGu2Zo9s890hIcHkMkeBSzEcQBeyq7GKg3k+hWfOno/iQQ07MDjoB8gcI8BaiHtSpBXW6s92syvViKYsRb5S+Wh9u2KAl1YJt2lNlGnVH2FPdM/WY8Pb9PVBKsTq/ms2tmzmlZSN5I7tvqJCxcbTrQjqFyuUOmoRnhihCDY9hDA5jDI2ihkaTgHJoBFU7cOCmTQPd3UG0bjXxSUlAGba2UPcjxuo+dS/EMBQZZx5NPLXG7h8k98QzZB9/GntkbN9HzR8VdZC/e2EhT9jeStDeStDeRtjWAgqUH2B4Psr3MTwfw/enpmnPR7seeD6WH2DqGO+0jYyfdw5+qTgtaIQgjpigQkmX6KAdhcmB9kip5DwZADrGCDxMz4PAw8OnnorxDJdQh4SxT6SSjVjKwjJSWJaDZdjNPqbmjKbKUQzPT5g8Pmqyq2JO1a45JmxuDTm9LaQrm0wMdUhF12hVLXS6OUZG6jwfOexQOXb4JvVI7VfutG3ihRHx7MrBOEmGpIIA4hhtGHMPB6I1VhzRaka0OAYthRQtbSVKbUVa2wqUsg65lIlSijCKCaIYL4jxwxgvjPDC5PXkwwuSaWGs6cinWNOWobOYXtQL66TYmoobMl73SdsmWScZmF2aw4mjzQ9j6n6I68eYBmRSFh35FMVM8huxZ7TOSM0n55jk09aCL7rrXpI4pz3vsK4jRymbNIOPY025ETBYdhmuJrX9xYy9JMMVTQaWJ3fmWL1MgeV0cayXrVmw2Kce1Hm2vJ2qX6Ut03bUsuUfriiOGHGHWZ1bK8HlsUCCS3EojbDBzokdjDRGaU23YAYx8fAQ8fBIMuRELouRTk/V3inLhlTqqI1moDVo1yWoTjBa7qNQ1ZjAeDoml28jkysxpCv0+UPsqe6mr7qHxmQ/ySZDKdYW1rGpdROntGwkZ+eIa3Xicpl4eBhdrYKhUNk8KnOQ/l5BgDE4ihocxhgYxugfwhgcRg2NopuJcFA00+tM/g90qYjuaifuaCPubEted7ajW0tTWV+DKKbqhozXfNwgxDINMvYRJqLRGntohGwz0HQGhwGIHZugoy0JHqcCyVbCtlZ0amH9AsNYTwVVClAGGCRNVLWOqagqrUaJVWYXtjIPfOERReC6KM9NktSgIJVCZ3Po1lbI5tCZDBiKyHcJvBpB0MD3azT8CTxvgtBvEMUBRBFmpLEik4pv82Q1x9PVLI3YYPJEdWd9NpfqrGvxMS3QyoBpZWtzU/TUbMx0Ft3VQ9zdDflC0oS84rFjuM7OkRo7hmuU68F+u2M3m6hONVNVmlTgkWrUSIUeKdsil3Vo1T4tsUtr2iLbWoSu7sNKyiPEicwLkn68XhhjGYp8yqa94FDM2ORS1oybHGEUMzjhsXu0Tt0Lac3ZR1SrGMea0ZqPoRSrWzOsas1izzHmo9aaiUbA4ITLcMXDCyMKaZusYy5KEFjzkj7NJ62QwFKsLPWgznPl56j4EysuwPQjn6pfQQMFp8Cq/GpaUi3LXawZJLicgwSX4mAm/Al2Tuyg4ldoNQswOk7c34+u1VHZLMQROgwhitGAMo0kuLQtVCaLymYxUk6SsMRxULZ10Nq+WMcM1gfZVdnJ7spu+mt7UcogM5l91UqTMTOksMhEJk4IqXpA2tekAkVK2TScmEE9wYRfoT8eo1+XCVWcRDOmgTIMLNOhJ9fLmtI6VhdW05tbhWM66CBET0wQjYyiy+NoP0iCyWx2ZnNXz09qIfuHMQaGUIMjGP1DqJHxpFko+5qHTj5Hto3X3orX1orf1krQ0UrY3kbY1oqZTWGbBrapMI2k/5tpqKkYpuomd769MCRlmaSsOTK+LoBZrqBNgzh38GQvS2Eyw2pJFeg1u7HVtO9HHCdDm3heEkyGIRgmpNPJuIwtLZDNojNZSM8vyUukI7zIZWB0gp3DFXYOV+kb9xmrxUxWU2YtzamtHqcVXFrNEEuDGYEZgxkrjDhGoTC1QT7TCt2r0Z1dSaB3EBONAC+ISNnmVEB5wOa6vo8aHUHt7UPVa+hcHt3ZlSQAyuUloBTiILROhmCqexFBpEnZBoW0TVs+RSFtkUtZh/wbWvdC9ozVGSgnNyMPp6lsw48Yr/u05VKs78jRkpvfzbmaGzJUSZqN1v1waozII828PBlYntyVY1WrBJZibpMB5oQ/QfsKCDDd0KXqVzENk5ZUKx2ZDoqp4pIP2XIkJLicgwSXxy6tNUEc4EcefvO5HjZoBA1KqRKlVImcnTviPxIjjWF2TOwkCBqUaiRBZaWKymWJs9lm35SZP1Q6iiAMIAjRQQhRyGR1nbIssK1kqIuUg0qlwLYYiifY7Q+w2+1nj9ufNJ9VU3V7zRUnmVh1HCc1V3GcTINmG0kDrVTSF23yn67at4a0slilWunVBVbpFjqNElYqDekMRrGAkU4Tey7x8Egy9qRpovK5pIyVGuaefoy+AYw9Axh7+lFDo0n2T5gKIOPm+zCVwm1vw+tox+9oI+xsI+7uRJcKmJOZMmNNzL4EEpHW6JgZfeQ0YBoKBYRxTNq2SFkHTkbTCGF31WR3RTERaJQ2iDGImklsIw2RVsl7kuafkVZTn83OJXQoGk0hFdOVhs5sTHs6pjOjydl63nFPHEeUozLFKM2quBUnJAkg4xilddI01LKTWtNSCV0oJYFkNgv2/Aec9oKIPWMNdo/W2dVMKDG9/58mKfOm7hxnbWhhc3cR0zSTfztaJ9/jsDmUShQm/RybD10sQiZ7eAfvcIQhuG6yz4cxDqUQJ6LJFh5eEJO2TUpZm7a8Q/4IawK11ozV/BlNZQuZA//tiZvzaw1r2rKsPkBt5aE0/JCRikd/2aXqhqSdpKXK9D/T+y5T9az3yZQwivEjzcmdEliKQ2uEDZ4df5ayV8ZuDhem0VPXOuybgta6eX2VXHcpNJZpkzJTOIZz2EPE0VxnPaxTD+qkmsO0tGfaydv5Ff3dleByDhJcHh1aa/zIm0pykvQXM0Ax43muf0AHCiLrQQ0/CgjjgLiZaTSOFUGoiAnI2Dat6RLtmXYKTnFew3VAUpPUX+tnd3kHZqVGZriKNz7GkFOnz67TFw7TH4wQ65icmSFnZMgZabLN55yRIWdmyBsZskaa9OSQDGFIHPgM+WPsDgfZEw7TF48RMH0oA0XKsFlldbDG7mJVrhcVamq1cWpejbr2aRgRDUPTUBGN2KMRuwR+ncCrEoUuKgjIewbdFYcuN0N3WKRoFVGFAkYhjyrlIJ/BcGyMOMYMg2REyThG1V3UyATG3kGMvYNYewZQ1SokmeOnaiXREOayNNrb8Dra8NrbCbvaiLo6UIVcEhQuwh/DySB0rv6UfgR7awa7Kia7qwbDDUXyLdAYqH0JdZJv3ILLAs1jQJysWyfB+77XyX9pM6YzFdGRCpOHE9LqhM3+kYCOmjXdmnHqWKpAQXfRIE1Fpagoi4o2mQihEmjcCBzHIp1KhjiZ+TBIOyZpy0yem9OiWCeBZDOYHCi7+2UmtUzF6tYsa9uzrG1LnrMpSS4hxLFGa03dj6i6IYZSlLI2XcU0LVmH9CL1X5xPU1k3iBir+bRmU6zryNKWP7JM6NN5QcRozad/vDEzi7Oa8TTj92bfNFjVkqG3NbOiL87FytEIGwzWBomImtcORvNev5pxPaEMg+nfuDiOqAYV6mEDP/KJdIShDBzTIWWmsI0DJ4SL4ohaUMWLfLJWhs5MFy3pVrL2Et60XUQSXM5BgsulEcQBXujiRh71oEbFr+JFbjOD6mTg0cygCahm7aJSBgYGhmEk6UyUkQSVs4JIU1lYGmxM4kDjuZqJqkut4eOHIYZloTIWdhYsW1NK5+jJt9OabqXgFA44FmUQB+wp7+LZPb9ifHgnw5V++lSZIVUlnoywgmbNpNbNjnMqSQhjGGgjKfP0WMbAIEOalHIox9VpwWSyPlvZdKl2OlU7nbqVliiHimKIQnQUEaOJrBSxbROh0FqTGhsnt2s3+V17yO3cg1WtooBIQWgr0gFTY1LqfZuaQStFlM0QZzNo2yY1NNLswzdrPsBvb8Xr6sTr7STo7sLt6sLN5ZNMqIfxo61UkhjGPILf+SiGgbrB7qrB7opJfz3JEKunwj3oyig2Fmx60zaRCnCp4+OCisgYNmllYxkKQ2lMlXTnTPZBs9+9dZ0E3EQhYejhBnVCQjKxRVHlyRgFylGKnX7ILi9irwtjvslkmGlMrlEl+9uejmlNawIMqpFFOYjwQgvTSGEoc8mbeZay9lQQubY9R3dp8ZPWCLEcolgTRnHyHOup9yhITQ5DYy5uU/qVwA9jqm6AH2myjkVHIUV73qGQtpdsXyebyvaPuxgKWnIOSsF4zSeKYXVbltWtmUXP/BpGSdKt6Xs1ebE+PZhk1ufyN04cTUEc4IYubuhSD+pUggm80COIAzQa27CnAk6NpuJXiOKIglOkM9tJS6oFx1y8cZ+PBgku5yDB5cLFOsYNXbzIpRG6VIMKjaCOFwdEcXIn1Wk2FTCU0axb0vuCH50EBpGO8Pw6rl/Hc2v4fgM/dDFiMLTCCjVGHKPDkMAP8YMQ1wvx/YgojjC0xjYUpqmSJpHKJFIOsZNBZW1ImeTzGdoK7axpW0N3vpOCU8A0TMbcMZ4ceYKf7f4Jz44+Q9WfQIXN9pTNYLJQCVm922V1f8CqgQgn0FQzBrWsopY1qGUU1ayinjGo5EyqeRM3nWTh1Ma+Z0ebdHp5usISHbRRcNqIMxniTAbtWPt+KKc1ukiNl8nu3EN2xy7SO3bPGLsRkqyq3ppVuOvXML66DR0F2DUPp+5i15KHVWtg1OqYtTpGvTGjDdHkK21Z+N2d1Dq6GO/sZqStm8FSJ2VSVANFxVdUAmgEqtk4pHlz4DBrBi0TUqbGMTSp5uvJZ2fG62Q4jN1Vg76ayfQhLmM0WSdkdT7klILFGYUMnU5uRrCrtcbFYyKuMaEncLWHhUlGpbEm+zZONvEMQwjCpFkzSdDqWTGuFaNMh0K2jWKum1y6DTOVS/rR2vZUZqJAB0wENZ4fG2HPeI2hckC5ajBeVcwampNIhxjKxDYcDAxyKYtCxiKftimkLQrp5uuMRdaxprKaNprjI7pBjOtH+08LIlw/QpPcsV/TnmVdW5Y17dmpTJBCHAtinQzBM9n0Poo1URwTRkkAOT3QMJTCMhWWYWCZilSzZj+OYyrNJqJ+mPy7SG5w7UsidaTZeifLF+ukFcCR9gk8ku3Wm5lPTUPRknXoKqYpZY8s6c6RmGwqu3u0zmjVRwMtWZt1HTnaco7UEgrRFOsYP/JphA28yGXCr9AIanjN0QNKTpHObBclp3RETWlXAgku5yDB5eEJo5jxusvQ2DA1t0KEh69cYhUSqxCtQ5Sh0CrpSxfqEC/2cWMPP/LwAhc3qOMFjeR16OKFLl7YwPcb6LDZnytMmg6i48lxF9CoqX6F8WT/QiNpSquaNYZ6+l3KpDNgUms3rRYvVjpp4mAaWKaFY9oQx4T1KtrzMIIYFUW0jUesGghZ1R+xajAkX00uZoJUhlpHJ5HjYLoupudheR6m52IGwdR20BAaUM8kwWc9oyjUYtpG4mYTSbVv3qbItPDSabx0Fi+VIbRsWocHSNcqU7sEEBkmA52r2dOzjt1d6+nrWIVrmASxRmFiKwOlYlAxhtIoFWMoMJXGUOCgyXoN8m6DnFfHDnz68530ZduohiaxThqATh616WVU0wNKpadqD6c+U4rmyBdJb4TmuvavPVVTgVlzAEg4RJCatjQ9eZ+OXIN1ec3aTJ6ikSdD+sAXNFpDGBIGDWphlXI4RjVKaqLTOrmDqEy7GfFmCNMODTsiNMF28pSyXRQy7WSs+fd78CKXelhlwh+lFlQp10Mmaha1hg2GSzHjsKG0ls58fr9MjQs12XT5aF3sCnE4vCBiwg2SbuSAwRytKkhq+9Xk2LBKTQWQKSvpe5d2LGxTYZnGVDIw2zT2a5KvtcZr3pxxg4iGHzHRCHCbAWfY7Oedagabk8tEzcAxavYLn/zbO1lWg+b4tYYiCGOUUuRSyfikS/FvzwuSZq9hrMmlLDoLKVqbyXmWK5gLo5jBsosbxqxqzZA+SsGtEMeyMA5xQxeNXlBekJXiuA4ulVJvB/4E6AF+DrxDa/3TeSwnweUh1H2f5/b28x9P/pznn/sllcpuPD1BZEfEjia2NZEdE1t6MrcMZjPgU0pNBYcKkvEOp5KBxNOek74UGjBiSPkax9NYzVaas3/Y5zTZL9CA2IDYhNhQRGYyLTJVMk3NWoikZrR9OKR7IKanP6KrP8YOTIaLHQyWuhhq6WS41MVwqZNq5sCZKo04SoZR8F3SvosTeKR9l1TgkfYbpH2XjFcn4zVI+w2yXoOMVyftNTB0POc6AWLDpK99Nbu61rGzez1721cTWs1xK5vNQkFhYWIqc0ZNYhJsTPtPx1N9E0FPq8DcFyAaCvK2pmBrSpaiZKtkTEFb0WqbtNkmBdsijgKC0CUIGwSRS127uASEhia0QJsmlpXGSmexUnmU6RCE4LkhfsNPnv0QL9B4EXihxo8MvFjhxwauNklZsCrr05GpUnAapJVNKwUKZElre9YXo/kibiahae4Rlgm2jbYddDqd1C6bHmVVwzMiLDuL7WRoaBcDRcbK0+K0k7eL2MaRN1HRWuNGDWpBhUo4RiOsYxsOq3MbyFr5I16vOHH4YUzDT77LlmlgNTMpL1a/5qNpMrDrbcmQtg3M5s1BQzUDtWYwaTafDaWa08E0kn1frOae/qyAs+IGNPwIrZO8UZNBq2OqqRpOQ+079qaR1JQqlezXWM1jtBbQ8EMMBdmUtaBA0w+bLRGCiFiDYxm0ZGw6i2lKWWcqEBZCiOV03AaXSqk3AbcB/x14GPgj4I3AqVrrwUMsK8HlNFprdu55lkf+80c8v+sJRup7qRoTuBkfRXToFQBGBI6vSXmalD/zYfvgeBrbA9vX2J7G9jWOB3ag8MwCtXSRSrZAJVuk4WQwowg7CrDjEDsMsKMQKwqwwwBr1ms7CjCig5dTA5EB2pz2TJqxfDdDLR0MljoYaumkXGgHZU5regUpS+MYSZNNq9m1Momdkz57SjH1PON1Mxun0VzPZEXd5LNBjB36pNwGjtuYenY8j3pHO9XeXpRjYyqaF1oaA42vPDQhLaRpj9LkA40RhsQ6OVsREKKItEGkVPO1IlIKnxhPg09MREzegpKlaLMVJdPETlIswWTt47QALopi4lijLBMjlUJNDoeRShFbFp6lCSyNb2oa2sWN6oRx0m8WaI7tmDSrJW7WVMcxRhyhmq9VGGF4PjrwCYnIkqbVKFEwss2AT+3Lqjt5MGFfP9hMdmoIGG0705qx7rvYC2KfajBB2R/Fj13ydgtFu4WslV/0u4mxjnGjOgqDjHVsdNQXy8MPY+peiBvE2JYil0puooTRZLPQeKrGbfKrnwQ7SU3e9NcrRd0LqbghGzpyrG3Prcj+j2HzJueRBu5eEFFxQ8ZqHmO1gLofYs4z0AyipKm7G0REMdiWImNbtOQc8mmLnGORTS3OuI9CCLFYjufg8mHgEa31Dc33BrAL+Dut9V8eYtkVGVy6jQaD/bsPe7lYa6LAx/ddwsAjDDyCwCMMfULfJwibr6OQKPQIIx/Pb9A3vpvhYIiy0yA05w7O7ABaKoqin6FAHts3MF2wPDBcMBsasxGj/CTAMeIYM44woxAzTtZZzeSZyBapZJsBZKbARLaIl8sSZRwcI8IxQtJmQNqKSBtxM9FzjG0apKwUmZRF2rKxbBvTYF/ApcAwku9tFCvCGEKtcKOIRuzjBiE6ADMwcSIbFVugbXxlog2DNBFpHWAoD0yfMOWjnYh0yqaUypAx7BUztJ4X1KkHE+R8g44wR8EootIZKBbRxRKkUs3o1tg36P1ktfJU0qHk86lIWKmppsRJQoyIMNIEYUTUvKBVzSaXlgJLGYSmQahMdPPidrIvk23O7MsU6xg/9ghjfyopU1KjGjf7VCXTIh0R67g5T4xu1uYWnBbyVumAiZgWKtYxkQ4XVEu5mGKtkyAi2hdETB7XYzVBRRQn4+4FYYxtGaQW0N/teOSHMbVmQOlYikLapqOQopC2p8YkjGJNEMVTQWYQxQTNf6NuENMIov0CUEMxlV3YNpentnNyrMENnTnWnCCD2E8PNEerPm4QYSjINQPNMNZJMBlGxDFTfUVbsw6FjE3OaQakx+i/dyHEieG4DC6VUg5QB67SWt89bfo/AS1a68tnzZ8CpufHLgC7d+3ataKCy0d/+iC3/fxvD94MdF4Ofw0qhlzNIOs5ZKIsOTNDIV3AammBVBqlwWiOARQRo+O4Wb+VDP2AVsSxiReb+LGDH1m4sUWgTRwjwibANgMsK8K2YjKOwrJMMukMmXSWXLZAMVskl8mSTmVxPZ9KdYLR8WHGK+O4jRpRHKB0hKWSgMYyHEzbwTJSGJZFEPp4YY0w8rFjg7R2KFpFLCuH4RQIMnk8ywEnhZFOYaXTEPjohov2XKg3iKpjuF6ZRjhBTdcIVZSMY2TksO100tRy8hhPtdvVzf6GM/saTv98Krssk8Ff8+Jhcgy/aWP5Nev2IAwxAx8dutRoYJsOral2WgprcEptqFw2GWvQmjv4mp58ItY66c46OY1kyI8o3te30lD7+i85liJtm2Sm9XGabCYWRRovjPCCmLofUHMjvDAmiGKi5jhQlqmwDQPHUtiWsSj9kZJxNWfuVzKe5b5EUY5lkLIXZ3tziZsX+pPN+ib7h813e5PLh/G+TIjTx/m0TQPLMLCtpJbXD/Wcx9W21GFnwpzdp2zy2JmGap7jhScoCaMYN4jxwmTfTKVIWSZpW+EGyfcmimNMU+GYyRAqyxX8LBc/jKn7yb8Z21TkUxbt+TSFTDLI/ZEci8kANGg2q6x6IRN1HzdMpkHSvzBlJwH+Uh/vqpsEzCd15Og5QYeEmOwvOVbzGK8FNMIIy0iCyVLGoph2yKSSv7HH6s0jIcSJaWJigrVr18I8gstjabCzDsAEBmZNHwBOm2P+PwX+fPbE5oERQgghhBBCCDF/BeC4CS4P118AfzNrWhswugxlOZQCsBtYA1SWuSxiJjk3K5ecm5VLzs3KJedm5ZJzs3LJuVm55NwcPQWg71AzHUvB5TBJ3pLuWdO7gf7ZM2utPcCbNfmgkfZymdZ8qHKoqmZxdMm5Wbnk3Kxccm5WLjk3K5ecm5VLzs3KJefmqJrX8T1msixorX3gUeCiyWnNhD4XAVuXq1xCCCGEEEIIIY6tmktImrn+k1LqP4CfkgxFkgO+uJyFEkIIIYQQQogT3TEVXGqt71BKdQIfBnqAx4BLtdazk/wcazzgQ+zfjFcsPzk3K5ecm5VLzs3KJedm5ZJzs3LJuVm55NysMMfMUCRCCCGEEEIIIVauY6bPpRBCCCGEEEKIlUuCSyGEEEIIIYQQCybBpRBCCCGEEEKIBZPgUgghhBBCCCHEgklweRiUUl9SSmml1Gfn+Ozvm599aQm2+0Kl1I+UUq5SapdS6t2zPj9TKfV1pdTzzTL80WKXYaVbwefGVkp9UCm1vTnPz5VSly52OVay5Tg3Sql0c7u/VEqFSqm7D1Ku2Y9fL2ZZVrJlOjcXKqX+RSm1VylVU0o9ppS6ZtY8185xXtzFLMexRCl1vlIqUkp9c4m380al1JPNv1W/VEq9ZtpntlLqr5rTa0qpPqXUbUqpVUtZppXuaJyb+f7GK6Xe3pzHVUo9rJQ6d6nKdCxYKedGKWUqpf6XUuo5pVSjeT3wAaWUWqpyrXRH6dxc37w+G2s+/m2ufxNKqdOVUv+qlCo3/7Y9opRat1TlOhFIcHn4dgFvVkplJicopdLAfwN2LmTFSil7jmlF4DvADmAL8CfAzUqpt02bLQs8C7wX6F9IGY5xK/HcfAT4A+AdwBnAZ4FvKKXOXkh5jkFH9dwAJtAAPgn82wEWfSfQO+2xFhgF7lxIeY5BR/vcvBT4BXAl8EKScYpvU0pdNmu+CWaen/ULKcsx7jrg74CXLzSYa17o7vfbr5R6KfD/gC8AZwN3A3crpX6jOUsWOAf4X83nK4BTgX9dSHmOA0t+bpjHb7xS6k0kY4F/iOT8/By4XynVtZAyHeNWxLkB3gP8D+AG4PTm+3eTXBecqI7GubmQ5G/aK4DzSX7rvqOUWj1t2VOAfweebM7/QpK/cSfszcxFobWWxzwfwJdIfnB/CVwzbfp/I/lDfjfwpea0S0m+sOPACHAvcMq0ZTYAGngT8EOSL/K1c2zzf5Bc8DrTpv0l8OQByvg88EfLfazk3Ey97wPePmu5rwNfXu5jdjyfm7m2P49yvgGIgfXLfcxOlHMzbdlvAv847f21wPhyH5+V8ADyQIUkkLsd+LNpn13YPOavJQnYXeAnwG/MPpbA64HHgRDYMMd27gDunTXtJ8BnD1K2Fze3v265j9PxfG5mbfN55viNBx4GPjXtvQHsAd673MdJzg33Al+YNe2Eug5Y7nPTXM4kuWn5u9Om3Q783+U+JsfbQ2ouj8w/Ar8/7f1bSO6+T5cjuYv4IuAikovWb8xxd+UvgU+Q3M26f45tnQ88qLX2p027HzhVKdV6xHtw/Fpp5ybF/nfAGsDL5rU3x5ejeW6OxHXAv2mtdyzS+o4ly31uSiQ3aqbLK6V2qKS5+b8opc6c57qON1eT3LB6Cvgy8JY5mtN9DPhjkmBvCLhnVq1xlqS25K3AmcDgHNs5n/1r+e9vTj+QEsmF4Pi89uT4c7TOzUEppRyS1jNT509rHTffH+z8Hc9WxLlpegi4SCm1GUAp9Zsk1wDfPsL1HeuW69xkAZvmb03zt+u1wNNKqfuVUoPN5uRvOOI9E4nljm6PpQf77vJ3kgQM65uPBtDBtLv8cyzbQfIj/BvN9xua7995iG1+B/jcrGlnNJc9fY75n+fErrlcUecG+Crwa2ATyZ3kVwF1wFvuY3Y8n5u5tn+IeVaR3P28ermP14l0bprLXQ14wJnTpp0P/C5wFvDbwD1AGViz3MdsGc7RjyePKWCRXGhd2Hx/YfOYv2na/G3NvzFXN99f25znNw+xHR/4r7Om/U9g4ADzp4FHga8s9zE63s/NrG0+z6zf+ObfLw2cP2v6R4GHl/s4ncjnpjndILnpFgNB8/lPl/sYnUjnprncp4HtQLr5vqe5nhpwI8nvzXub5+e3l/s4HcsPqbk8AlrrIZJmXNeS3O3/ptZ6ePo8SqlNSqn/p5R6Vik1QfJHB2B2J+H/mLbMr5VS1ebjRL2jtSAr8Ny8E3iGpD2/D3yKpEYoPox1HBdW4LmZ7vdIal/uPsLlj2nLdW6UUq8g+fdwvdZ6KpGS1nqr1vo2rfVjWusfkvTvGyLpv3zCUEqdCpxL0m8IrXVI0nz1ulmzbp18obUeBZ4iqTme5JM0MUMptW7aOakqpf7sCMplA/8MKJLuASeclXpuxIo8N1cD15B0NziH5PfmJqXU7x3Wjh0HluvcKKXeC7wZ+C9a68nWZJMx0L9orW9p/t78JUkz5v++wF09oVnLXYBj2D+SBAoAb5/j83tIEr1cT9LvzgB+BTiz5qtNe/0akip7SGoOIOkg3j1rme5pn4n9rZhz07xof0MzQUp7c3t/SZIA4ER0tM7NvDWb47yFpN+Ff6j5j2NH9dwopSZrJG/UWt92sIJprQOl1M+AjYfejePKdSS/033TWo0pwFNK3XAY62no5q16knN31rTPJpsjH+jv2YzfmWmB5XrglVrricMox/HkaJ6bQxkGIuZx/k4QK+ncQNLE8y+11rc33/9SKbUe+FPgnw5jPceDo35ulFI3kdRIXqy1/sW0j4ZJWiw9PmvdT3Bidl1aNBJcHrn7SC6qNLP6FSml2kk6Kl+vtf5Rc9ohv6h67r5eW4H/rZSytdZBc9qrgKe01mMLKP/xbMWdm+adsj3NC7MrSS7OTkRH69wcjt8mCVq+sMD1HOuO2rlRSl1Icnf4PVrrfzjUepRSJvAC4FuHmvd4oZSySJoG/zFJE/zp7gb+K0mLCICX0Mzs2+zvvZnkAmk/zZqCbXN8tJWkL+3fTpv2KqbVIEwLLDcBr9BajxzGLh03luHcHJTW2ldKPUpy/u5ubstovv/UQRY97qy0c9OUZf/WShEn2IgNy3FuVDI83PuAS7TW/zFrOV8p9QjJb9t0m0lupIojJMHlEdJaR0qp0ydfz/p4jCSb4tuUUntJmo395RFu6qvAnwNfUEr9FfAbJE0tb5ycodmZ/4zmWwdYrZQ6C6hqrY/0j+Exa4Wdm/OA1cBjzeebSX5QPnqE2zymHcVzg1LqDJJ/D21AoflvAq31Y7NmvY6kX9KvjnRbx4OjdW6aTWHvJUn683WlVE/zI7/Z/Aml1AdJMgRuA1pIhvlZD9x6JNs8Rl0GtJJkmSxP/0Ap9XWS7+2fNCd9UCk1AgwA/5vkjvzdh7m9TwA/VEr9MUkT6TeTJG96W3ObNvA1kmZ9lwHmtHM3eoLV+h/VczPP3/i/Af5JKfUfwE+BPyJJwjU7MdfxbiWem3uA9ymldpLkYDgbeBdJa5ETydE+N+8BPkzSHPn5aX+vqlrravP1x4A7lFIPAj8gyYr+OpK+n+JILXenz2PpwSESgzAzbf/FJFXtLklK/98mqRF4Q/PzDc33Z81juy8EftRc126Su/3TP59c1+zHA8t9zOTc8NvTtjUM3AasWu7jdYKcm+fn+ncxa54SSaKA65f7OJ0o56a5zYP+vQJuIblz7JE06/smcPZyH6+jfG7uIen7Otdn5zaP2R82ny8jaaLskQxJ8cJp817LPId1Ad5I0rfJa67vNdM+mzy/cz0uXO7jdTyfm4Mc+wdmzXfDtH83DwPnLfexknOjAQokLQJ2kHQP2E4yBrazkH091h7LcG6eP8C5uXnWfG8hyY3RIKkIuHy5j9Wx/lDNAyuEEEKIY0izefEPgFat9fiyFkbMIOdm5ZJzs3LJuTk+nFDtvYUQQgghhBBCLA0JLoUQQgghhBBCLJg0ixVCCCGEEEIIsWBScymEEEIIIYQQYsEkuBRCCCGEEEIIsWASXAohhBBCCCGEWDAJLoUQQgghhBBCLJgEl0IIIYQQQgghFkyCSyGEEEIIIYQQCybBpRBCCCGEEEKIBZPgUgghhBBCCCHEgklwKYQQQgghhBBiwSS4FEIIIYQQQgixYBJcCiGEEEIIIYRYMAkuhRBCiDkopb6klHp+kdd5rVJKK6U2LOZ6j5RS6mallF6mbW9oHoublmP7QgghFp8El0IIIZaMUuoUpdTnlFLPKqVcpdSEUurHSql3KqUyy12+paKU+jOl1BuWuxwrgVLqNUqpm5e7HEIIIZaeBJdCCCGWhFLqtcAvgauBe4B3AH8K7AQ+Bnxi+Uq35P4MeMMc0/8vkAF2HNXSLK/XAH++3IUQQgix9KzlLoAQQojjj1LqJOB2kiDqlVrrvdM+/nul1EbgtctSuGWktY6AaLnLIYQQQiwFqbkUQgixFN4N5IHrZgWWAGitt2mtPwEz+t5dO3u+5vSbp72/uTlts1Lqy0qpslJqSCn1v1RirVLqX5rNb/uVUn88a31z9nlUSl3YnH7hwXZKKXWTUuohpdSIUqqhlHpUKXXV7DIDOeD3muvUSqkvzbV9pdS9SqlnD7CtrUqp/5g17f9rbrOhlBpVSt2ulFp7sDJPW/ZlSqlHms2Ttyul/uAg8x5yO0qpC5RSdyqldiqlPKXULqXULdObOzf3++2Tx2XyMcf23tYsk9cs44tnfd6jlPqiUmp3c569zfO8YT77LoQQ4uiQmkshhBBL4XXAs1rrh5Zo/XcATwDvJakBfT8wCvwB8H3gPcA1wF8rpR7RWj+4SNt9J/CvwFcAB3gzcKdS6jKt9Teb8/z/gFuBnwL/0Jy2/SD7cZtS6sVa60cmJyql1gMvAf5k2rT3Af8L+Ofm+jtJmho/qJQ6W2s9fqBCK6VeAHwHGAJuJvn9/xAwMMe8893OG4Es8BlgBDi3Od+a5mcAnwNWAa9qHpe5/Deg0JxXk9yYuEspdbLWOmjO83XgTODvgOeBruY61zXfCyGEWAEkuBRCCLGolFJFYDXwL0u4mZ9qrf+gub1/IAkwPg78qdb6r5rT/x/QB7wFWKzgcrPWujH5Rin1KeA/gXcB3wTQWn9ZKfVZkuD6y4dY378AHvAm4JFp068mCbT+ubmd9STB4Pu11v9n2vbvAn4G/E/g/3BgHwYUcIHWemdz2a+T9Imdcpjbec/0YwH8g1JqG/B/lFLrtNY7tdZblVJPA686yLFYB2zSWo81t/VU87hcAtyrlGoBXgr8idb6r6ct9xcH2V8hhBDLQJrFCiGEWGzF5nNlCbdx6+SLZj/G/yAJnr4wbfo48BRw8mJtdFZg2QqUgB8B5xzh+iaAbwNXK6XUtI/eBPxkMhAEriD5zf5npVTH5APoB54BXnGgbSilTJJA7e5p60Nr/QRw/6zZ572dWcci15zvIZLzcPZhHIY7JgPLph81nyfPWwPwgQubx1wIIcQKJTWXQgghFttE87mwhNvYOet9GXC11sNzTG9frI0qpS4jaYJ7FpCa9tFCxoq8gySz7PnAQ0qpU4AtwB9Nm2cTSdD2zAHWERxgOiTNWjMHWPYpkmyuh70dpdQ6khrR1wOzg77SQcoz24xzqbUea8bZrc33nlLqPSQ10wNKqZ8A9wK3aa37D2M7QgghlpgEl0IIIRaV1npCKdUH/MZ8F5lrYrPG7UDmyrh6oCys02sEDxQEHmxbk+W5gKS/5YMkzUP3kgRbv0/Sb/BI3QPUSZrCPtR8joE7p81jkJT91cy9n9UFbH+6eW2neW6+C7QBfwU8CdRImkN/icNrGXXI86a1/lul1D0kQfglJH1C/1Qp9Uqt9c8OY1tCCCGWkASXQgghlsK9wNuUUudrrbceYt7JJpEts6avX/RSLWxbVwIucInW2pucqJT6/TnmnXdNpta6ppS6F3ijUupdJE1if6S17ps223aSYOs5rfXT81130xBJ09JNc3x26qz3893OC4DNwO9prW+bnKiUetUc8y6kVnffSrTeTlJ7+XGl1CbgMeCPgf9vMdYvhBBi4aTPpRBCiKXwUZKarFuVUt2zP1RKnaKUeidM9TscBl4+a7b/uQTlmszaOrWtZi3c2+axbEQSKE3VcjaHwnjDHPPW2D+APZg7SLKqvhX4zeb76e5qbv/PZ/XNRCUO2PS32Sf1fuANzaask8udTlILeCTbmaxtVNM/J8mmO1ut+XnLgcp4MEqprFIqPWvydpI+vak5FhFCCLFMpOZSCCHEotNab1dK/TeaQ4YopW4DfkUyfMdLSYaq+NK0RW4F3quUupUkOc/LSWrGFrtcv2722fsLpVQbyfAlb2Z+v4ffJMkKe59S6qskw2G8HdgGvHDWvI8CFzdrIvtIagIfPsi6v0USLP01SeD29Vnl3q6Uej9JhtQNSqm7m/OfBPwXkiFPpmdSne3PgUuBHymlPk2yv+8Afj297IexnSdJAry/VkqtJulneyX7972cPBYAn1RK3Q9EWuvbD1LW2TYD31NK/TPwOBA2y9INHM56hBBCLDEJLoUQQiwJrfW/KqVeSDJW4+XA/yAZduMXJM0ZPz9t9g+TJJ65iqTP4bdJ+v0NLkHRriEZU/G9wDhJhtkfkPQhPCCt9feVUtc1l/tb4DmS8TQ3sH9w+S6SQOwjJMl0/gk4YHCptXaVUv/aLNu/aa3322+t9V82h/W4kSRYBNhFMn7lvx6i7L9QSl0C/A3Jsd7dXEfv7LLPZzta60Ap9Trgk8CfkjQX/gbwKeDnszZ/F8n4lG8macKqOLygcBfw/4CLSMbKDEmC26u11l8/2IJCCCGOLqX1onSFEEIIIYQQQghxApM+l0IIIYQQQgghFkyCSyGEEEIIIYQQCybBpRBCCCGEEEKIBZPgUgghhBBCCCHEgklwKYQQQgghhBBiwSS4FEIIIYQQQgixYCfMOJdKKQWsIhkMWgghhBBCCCHE/BSAPn2IcSxPmOCSJLDcvdyFEEIIIYQQQohj0Bpgz8FmOJGCywrArl27KBaLy10WIYQQQgghhFjxJiYmWLt2LcyjBeiJFFwCUCwWJbgUQgghhBBCiEUmCX2EEEIIIYQQQiyYBJdCCCGEEEIIIRZMgkshhBBCCCGEEAsmwaUQQgghhBBCiAWT4FIIIYQQQgghxIJJcCmEEEIIIYQQYsEkuBRCCCGEEEKIZRbrmCiOlrsYCyLBpRBCCCGEEEIso3pQZ9v4NvbW9i53URZEgkshhBBCCCGEWAZaa0YaIzwz9hR91b5jvubSWu4CCCGEEEIIIcSJJogD9lb72FvrxzYsslZ6uYu0YFJzeYy79tprUUpNPdrb27n00kv5xS9+cdjrecMb3rA0hTxMo6OjXHPNNRSLRVpaWrjuuuuoVqsHXcZ1Xd7+9rfT3t5OPp/nyiuvZGBgYMY8f/iHf8iWLVtIpVKcddZZ+63jgQce4PLLL6e3t5dcLsdZZ53FV77ylcXcNSGEEEIIIaj6VbaPbWNPdTd5O0cxVQSllrtYCybB5XHg0ksvZe/evezdu5fvfe97WJbFZZddttzFOmLXXHMNv/71r/nud7/Lvffey4MPPsjb3va2gy5z4403cs8993DnnXfywx/+kL6+Pq644or95nvLW97Cm970pjnX8dBDD/HCF76Qr3/96/ziF7/g93//9/nd3/1d7r333kXZLyGEEEIIcWKLdcxQfYinx56m7JdpS7eTslLLXaxFo7TWy12Go0IpVQTK5XKZYrG43MVZNNdeey3j4+PcfffdU9P+/d//nQsuuIDBwUE6OzsB2LVrF3/8x3/Md77zHQzD4IILLuATn/gEGzZs4Oabb+ZDH/rQjPX+4Ac/4MILL+Q973kP3/jGN9i9ezc9PT1cc801fPCDH8S27SXZnyeeeIIzzjiDRx55hBe96EUA3HfffbzmNa9h9+7drFq1ar9lyuUynZ2dfPWrX+Wqq64C4Mknn+T0009n69atvOQlL5kx/80338zdd9/NY489dsjyvPa1r6W7u5t//Md/XPjOCSGEEEKIE5Yf+fRV99Bf6ydtpck7+Rmfj7qjdGd6WF9av0wlnNvExASlUgmgpLWeONi8UnN5nKlWq3z5y19m48aNtLe3AxAEAZdccgmFQoEf/ehH/PjHPyafz3PppZfi+z433XQTV1999Ywa0Je+9KUAFAoFvvSlL/H444/ziU98gs9//vPccsstBy3DmWeeST6fP+Dj1a9+9QGX3bp1Ky0tLVOBJcDFF1+MYRg8/PDDcy7z6KOPEgQBF1988dS00047jXXr1rF169Z5H7u5lMtl2traFrQOIYQQQghxYpvwJ3hm7Bn6ansppor7BZbHC0nocwBaa7wwXpZtpywDdRhtru+9917y+eQLWqvV6O3t5d5778UwknsHd9xxB3Ecc+utt06t94tf/CItLS088MAD/M7v/A6ZTAbP8+jp6Zmx7ve///1Trzds2MBNN93E7bffzrvf/e4Dludb3/oWQRAc8PNMJnPAz/r7++nq6poxzbIs2tra6O/vP+AyjuPQ0tIyY3p3d/cBl5mPf/7nf+aRRx7hc5/73BGvQwghhBBCnLgiHTFUG2RPdQ+RDunItGOo47d+T4LLA/DCmP/+jz9dlm1/9i3nkrbNec//ile8gs985jMAjI2N8elPf5pXv/rV/PSnP2X9+vX8/Oc/Z9u2bRQKhRnLua7L9u3bD7ruO+64g09+8pNs376darVKGIaHbFa8fv3Kqso/Ej/4wQ/4/d//fT7/+c9z5plnLndxhBBCCCHEMcYLXXZXdzNYHyRrZynZpeUu0pKT4PI4kMvl2Lhx49T7W2+9lVKpxOc//3k+8pGPUK1W2bJly5yZTyf7ZM5l69atXHPNNXzoQx/ikksuoVQqcfvtt/Pxj3/8oOU588wz2bFjxwE/v+CCC/j2t78952c9PT0MDg7OmBaGIaOjo/vVqk5fxvd9xsfHZ9ReDgwMHHCZg/nhD3/I6173Om655RZ+93d/97CXF0IIIYQQJ7Zxb5xdEzupBlVa061YxokRdp0Ye3kEUpbBZ99y7rJteyGUUhiGQaPRAOCcc87hjjvuoKur64C1jo7jEEUzB2196KGHWL9+Pe973/umph0saJy0kGax559/PuPj4zz66KNs2bIFgO9///vEccx555035zJbtmzBtm2+973vceWVVwLw1FNPsXPnTs4///xDlne6Bx54gMsuu4y/+qu/OmSGWiGEEEIIIaaL4oiBWj97an2ApiPTcVjd3Y51ElwegFLqsJqmLifP86b6Fo6NjfGpT32KarXK6173OiAZ2uNjH/sYl19+OR/+8IdZs2YNO3bs4K677uLd7343a9asYcOGDdx///089dRTtLe3UyqV2LRpEzt37uT222/nxS9+Md/85jf5xje+ccjyLKRZ7Omnn86ll17K9ddfz2c/+1mCIOCGG27gzW9+81Sm2D179nDRRRdx2223ce6551Iqlbjuuut417veRVtbG8VikXe84x2cf/75MzLFbtu2jWq1Sn9/P41GYypb7BlnnIHjOPzgBz/gsssu453vfCdXXnnl1DF1HEeS+gghhBBCiIOqB3V2V3czXB+mkMqTsQ5coXK8WpG9SZVS71VKaaXU306bllZK/b1SakQpVVVKfV0p1b2MxVwx7rvvPnp7e+nt7eW8887jkUce4c477+TCCy8EIJvN8uCDD7Ju3TquuOIKTj/9dK677jpc152qybz++us59dRTedGLXkRnZyc//vGPef3rX8+NN97IDTfcwFlnncVDDz3EBz7wgSXfn6985SucdtppXHTRRbzmNa/hZS97Gf/wD/8w9XkQBDz11FPU6/WpabfccguXXXYZV155JS9/+cvp6enhrrvumrHet771rZx99tl87nOf4+mnn+bss8/m7LPPpq+vD4B/+qd/ol6v8xd/8RdTx7O3t3fO8TKFEEIIIYSAJBHoSGOYZ8aeYqQxQnum7YQMLGEFjnOplHox8M/ABPADrfUfNad/BngtcC1QBj4FxFrr35rneo/LcS6FEEIIIYQQyyOIAvpqffTX9mIbNsXUkccZMs7lIlNK5YGvANcDY9Oml4DrgHdprb+vtX4U+H3gpUqpl8y5MiGEEEIIIYRYIlW/wvbxbeyp7Cbv5BcUWB4vVlRwCfw98E2t9b/Nmr4FsIGp6VrrJ4GdwJwZW5RSKaVUcfIBFOaaTwghhBBCCCHmK9Yxg/VBnh57mrJfpiPbQcpMLXexVoQVk9BHKfVm4BzgxXN83AP4WuvxWdMHmp/N5U+BP1+0AgohhBBCCCFOaF7osqfax2B9gIydkdrKWVZEzaVSai3wCeAarbW7SKv9C6A07bFmkdYrhBBCCCGEOMGMe+M8M/4MA/W9lFIlcnZuuYu04qyUmsstQBfwn9PGgTGBlyulbgAuARylVMus2stuoH+uFWqtPcCbfH8ijS8jhBBCCCGEWByRjhio7hu7sj3TgaFWRB3dirNSgsvvAS+YNe2LwJPAXwG7gAC4CPg6gFLqVGAdsPXoFVMIIYQQQghxIhmuD7OjspO8kzthhxiZrxURXGqtK8Cvpk9TStWAEa31r5rvvwD8jVJqlGSYkr8Dtmqtf3K0yyuEEEIIIYQ4/jXCBntrfWSstASW87Aigst5uhGISWouU8D9wP9c1hIJIYQQQgghjktaawZq/TSCBp25zuUuzjFhxQaXWusLZ713gbc3H0IIIYQQQgixZMa9cQbrg5TSpeUuyjFDeqIKIYQQQgghxDRBHLC31odSCsd0lrs4xwwJLo9x1157LUqpqUd7ezuXXnopv/jFLw57PW94wxuWppCHaXR0lGuuuYZisUhLSwvXXXcd1Wr1oMu4rsvb3/522tvbyefzXHnllQwMDMyY5w//8A/ZsmULqVSKs846a871aK3567/+azZv3kwqlWL16tX87//9vxdr14QQQgghxDFguD5M2StTSkmt5eGQ4PI4cOmll7J371727t3L9773PSzL4rLLLlvuYh2xa665hl//+td897vf5d577+XBBx/kbW9720GXufHGG7nnnnu48847+eEPf0hfXx9XXHHFfvO95S1v4U1vetMB1/POd76TW2+9lb/+67/mySef5F//9V8599xzF7xPQgghhBDi2FAP6uyt9ZG1szLkyGFSWuvlLsNRoZQqAuVyuUyxWFzu4iyaa6+9lvHxce6+++6paf/+7//OBRdcwODgIJ2dSefjXbt28cd//Md85zvfwTAMLrjgAj7xiU+wYcMGbr75Zj70oQ/NWO8PfvADLrzwQt7znvfwjW98g927d9PT08M111zDBz/4QWzbXpL9eeKJJzjjjDN45JFHeNGLXgTAfffdx2te8xp2797NqlWr9lumXC7T2dnJV7/6Va666ioAnnzySU4//XS2bt3KS17ykhnz33zzzdx999089thj+237hS98Ib/61a849dRTl2T/hBBCCCHEyhXrmOfKzzJYH6Iz23FUtz3qjtKd6WF9af1R3e6hTExMUCqVAEpa64mDzSuh+HGmWq3y5S9/mY0bN9Le3g5AEARccsklFAoFfvSjH/HjH/+YfD7PpZdeiu/73HTTTVx99dUzakBf+tKXAlAoFPjSl77E448/zic+8Qk+//nPc8sttxy0DGeeeSb5fP6Aj1e/+tUHXHbr1q20tLRMBZYAF198MYZh8PDDD8+5zKOPPkoQBFx88cVT00477TTWrVvH1q3zHwb1nnvu4eSTT+bee+/lpJNOYsOGDbz1rW9ldHR03usQQgghhBDHrnFvnOHGMC3SHPaIrNhssctNaw2uuzwbT6dRSs179nvvvZd8Pg9ArVajt7eXe++9F8NI7h3ccccdxHHMrbfeOrXeL37xi7S0tPDAAw/wO7/zO2QyGTzPo6enZ8a63//+90+93rBhAzfddBO333477373uw9Ynm9961sEQXDAzzOZA48R1N/fT1dX14xplmXR1tZGf3//AZdxHIeWlpYZ07u7uw+4zFyeffZZduzYwZ133sltt91GFEXceOONXHXVVXz/+9+f93qEEEIIIcSxJ4gC+qp7MA0T21yaVnrHOwkuD8R1GbriymXZdOddX4eDBGCzveIVr+Azn/kMAGNjY3z605/m1a9+NT/96U9Zv349P//5z9m2bRuFQmHGcq7rsn379oOu+4477uCTn/wk27dvp1qtEobhIZsVr1+/sqry5yuOYzzP47bbbmPz5s0AfOELX2DLli089dRT0lRWCCGEEOI4NlAfoOJP0J45us1hjycSXB4HcrkcGzdunHp/6623UiqV+PznP89HPvIRqtUqW7Zs4Stf+cp+y072yZzL1q1bueaaa/jQhz7EJZdcQqlU4vbbb+fjH//4Qctz5plnsmPHjgN+fsEFF/Dtb397zs96enoYHBycMS0MQ0ZHR/erVZ2+jO/7jI+Pz6i9HBgYOOAyc+nt7cWyrKnAEuD0008HYOfOnRJcCiGEEEIcp6p+hYFaP3k7L0l8FkCCywNJp5MaxGXa9kIopTAMg0ajAcA555zDHXfcQVdX1wFrHR3HIYqiGdMeeugh1q9fz/ve976paQcLGictpFns+eefz/j4OI8++ihbtmwB4Pvf/z5xHHPeeefNucyWLVuwbZvvfe97XHllUtv81FNPsXPnTs4///xDlnfSb/3WbxGGIdu3b+eUU04B4OmnnwaO3dpYIYQQQghxcJGO2FvrJ4gDSmnpa7kQElwegFLqsJqmLifP86b6Fo6NjfGpT32KarXK6173OiAZ2uNjH/sYl19+OR/+8IdZs2YNO3bs4K677uLd7343a9asYcOGDdx///089dRTtLe3UyqV2LRpEzt37uT222/nxS9+Md/85jf5xje+ccjyLCQQO/3007n00ku5/vrr+exnP0sQBNxwww28+c1vnsoUu2fPHi666CJuu+02zj33XEqlEtdddx3vete7aGtro1gs8o53vIPzzz9/RqbYbdu2Ua1W6e/vp9FoTGWLPeOMM3Ach4svvphzzjmHt7zlLfzt3/4tcRzz9re/nVe96lUzajOFEEIIIcTxY8wdY6QxTEu6ZbmLcsyTOt/jwH333Udvby+9vb2cd955PPLII9x5551ceOGFAGSzWR588EHWrVvHFVdcwemnn851112H67pTNZnXX389p556Ki960Yvo7Ozkxz/+Ma9//eu58cYbueGGGzjrrLN46KGH+MAHPrDk+/OVr3yF0047jYsuuojXvOY1vOxlL+Mf/uEfpj4PgoCnnnqKer0+Ne2WW27hsssu48orr+TlL385PT093HXXXTPW+9a3vpWzzz6bz33uczz99NOcffbZnH322fT19QFgGAb33HMPHR0dvPzlL+e1r30tp59+OrfffvuS77MQQgghhDj6vMhjb7UPx3SwDKl3WygZ51IIIYQQQghxQto5sYPd1T10ZjoOa7SGpSDjXAohhBBCCCHEMWjCn2CgPkjRKSx7YHm8kOBSCCGEEEIIcUKJ4oi91T60jklbC0umKfaR4FIIIYQQQghxQhl1Rxh1xyilJDvsYpLgUgghhBBCCHHCcEOXvuoe0lYK0zCXuzjHFQkuhRBCCCGEECcErTX9tX7qYYO8nV/u4hx3JLgUQgghhBBCnBBG3REG6v0UU0VJ4rMEJLgUQgghhBBCHPeqfoWdlV04pkPKTC13cY5LElwKIYQQQgghjmte6LJjYidB5FNwCstdnOOWBJdCCCGEEEKI41YUR+yq7GLCL9OSblnu4hzXJLgUQgghhBBCHJe01vRV9zBYH6I13YqhJPxZSnJ0j3HXXnstSqmpR3t7O5deeim/+MUvDns9b3jDG5amkIdpdHSUa665hmKxSEtLC9dddx3VavWgy7iuy9vf/nba29vJ5/NceeWVDAwMzJjnD//wD9myZQupVIqzzjprzvXcf//9vOQlL6FQKNDZ2cmVV17J888/v0h7JoQQQgghjqbhxhB9tT5KqSKWYS13cY57ElweBy699FL27t3L3r17+d73vodlWVx22WXLXawjds011/DrX/+a7373u9x77708+OCDvO1tbzvoMjfeeCP33HMPd955Jz/84Q/p6+vjiiuu2G++t7zlLbzpTW+acx3PPfccl19+Oa985St57LHHuP/++xkeHp5zPUIIIYQQYmWb8MrsnNhJykyRsiSBz9EgweVxIJVK0dPTQ09PD2eddRbvfe972bVrF0NDQ1Pz7Nq1i6uvvpqWlhba2tq4/PLLp2rkbr75Zv7pn/6Jf/mXf5mqAX3ggQcAeM973sPmzZvJZrOcfPLJfOADHyAIgiXblyeeeIL77ruPW2+9lfPOO4+Xvexl/N3f/R233347fX19cy5TLpf5whe+wN/8zd/wyle+ki1btvDFL36Rhx56iJ/85CdT833yk5/k7W9/OyeffPKc63n00UeJooiPfOQjnHLKKZxzzjncdNNNPPbYY0u6z0IIIYQQYnE1wgY7JnYQE5N3ZDzLo0WCywPQWuNF3rI8tNZHXO5qtcqXv/xlNm7cSHt7OwBBEHDJJZdQKBT40Y9+xI9//GPy+TyXXnopvu9z0003cfXVV8+oAX3pS18KQKFQ4Etf+hKPP/44n/jEJ/j85z/PLbfcctAynHnmmeTz+QM+Xv3qVx9w2a1bt9LS0sKLXvSiqWkXX3wxhmHw8MMPz7nMo48+ShAEXHzxxVPTTjvtNNatW8fWrVvnfey2bNmCYRh88YtfJIoiyuUy//f//l8uvvhibNue93qEEEIIIcTyCeKAnRM7qAZVWlIty12cE4o0PD4AP/b50x+9e1m2/RcXfPSwxt659957yeeTOzK1Wo3e3l7uvfdeDCO5d3DHHXcQxzG33nrr1GCxX/ziF2lpaeGBBx7gd37nd8hkMnieR09Pz4x1v//97596vWHDBm666SZuv/123v3uAx+bb33rWwet6ctkMgf8rL+/n66urhnTLMuira2N/v7+Ay7jOA4tLS0zpnd3dx9wmbmcdNJJfOc73+Hqq6/mD/7gD4iiiPPPP59vfetb816HEEIIIYRYPrGO2VPZw6g7Qlu6feraVxwdElweB17xilfwmc98BoCxsTE+/elP8+pXv5qf/vSnrF+/np///Ods27aNQmHmmD6u67J9+/aDrvuOO+7gk5/8JNu3b6darRKGIcVi8aDLrF+/fmE7tEz6+/u5/vrr+b3f+z3+63/9r1QqFT74wQ9y1VVX8d3vflf+OAkhhBBCrHCDtQH6a3sppVowDXO5i3PCkeDyABzD4S8u+Oiybftw5HI5Nm7cOPX+1ltvpVQq8fnPf56PfOQjVKtVtmzZwle+8pX9lu3s7Dzgerdu3co111zDhz70IS655BJKpRK33347H//4xw9anjPPPJMdO3Yc8PMLLriAb3/723N+1tPTw+Dg4IxpYRgyOjq6X63q9GV832d8fHxG7eXAwMABl5nL3//931MqlfjoR/ed9y9/+cusXbuWhx9+mJe85CXzXpcQQgghhDi6xtwxdlV3k7WzOObhXU+LxSHB5QEopQ6raepKopTCMAwajQYA55xzDnfccQddXV0HrHV0HIcoimZMe+ihh1i/fj3ve9/7pqYdLGictJBmseeffz7j4+M8+uijbNmyBYDvf//7xHHMeeedN+cyW7ZswbZtvve973HllVcC8NRTT7Fz507OP//8Q5Z3Ur1en2pKPMk0kztecRzPez1CCCGEEOLoqgd1dlZ2oBRk7exyF+eEJcHlccDzvKm+hWNjY3zqU5+iWq3yute9DkiG9vjYxz7G5Zdfzoc//GHWrFnDjh07uOuuu3j3u9/NmjVr2LBhA/fffz9PPfUU7e3tlEolNm3axM6dO7n99tt58YtfzDe/+U2+8Y1vHLI8C2kWe/rpp3PppZdy/fXX89nPfpYgCLjhhht485vfzKpVqwDYs2cPF110EbfddhvnnnsupVKJ6667jne96120tbVRLBZ5xzvewfnnnz+jtnHbtm1Uq1X6+/tpNBo89thjAJxxxhk4jsNrX/tabrnlFj784Q9PNYv9sz/7M9avX8/ZZ599xPskhBBCCCEOLtIRY+4YAI7pkDIcbNPBUIfOP+pHPjsndtAIGnRkO5a6qOIgVkRwqZT6H8D/ADY0J/0a+LDW+tvNz9PAx4E3AyngfuB/aq0Hjn5pV5777ruP3t5eIMnuetppp3HnnXdy4YUXApDNZnnwwQd5z3vewxVXXEGlUmH16tVcdNFFUzWZ119/PQ888AAvetGLqFar/OAHP+D1r389N954IzfccAOe5/Ha176WD3zgA9x8881Luj9f+cpXuOGGG7joooswDIMrr7yST37yk1OfB0HAU089Rb1en5p2yy23TM3reR6XXHIJn/70p2es961vfSs//OEPp95PBozPPfccGzZs4JWvfCVf/epX+ehHP8pHP/pRstks559/Pvfdd99Ba1uFEEIIIcSRC+KAPZXd7K31AxpDKWzDwTJscnaOnJ3FNhxSpoNjprANeyoXRqQjdld2M+qN0ZFpX94dOUJaa3ZWdvKTvod4cc9LWF86NvOXAKiFDHuxaIVQ6nVABDwDKOD3gD8BztZa/1op9RngtcC1QBn4FBBrrX/rMLZRBMrlcvmQCWmEEEIIIYQQS88NXXZWdjJcH6I13Ypt2sQ6JogDgiggiAPCOAI0pjKxDJuU6ZCzc2SsLH7ks7u6i5ZUC7Z5bA0dF0QBT4w+zs8Gf8ZIY4RIh5xUPJn3nvdny120GSYmJiiVSgAlrfXEweZdETWXWut7Zk16X7M28yVKqd3AdcB/01p/H0Ap9fvAE0qpl2itf3KUiyuEEEIIIYRYoKpfZcfEDia8Mu2Z9qnsroYySJmp/fKfRHFEEAf4sU+tUSOOIzSaglM8pgLLCW+Cx4Z+xq+Gf4UbugDYps3m0mZevurC5S3cAq2I4HI6pZQJvBHIAVuBLYAN/NvkPFrrJ5VSO4HzgTmDS6VUiqQJ7aTCXPMJIYQQQgghjq4xd5SdEztwI4/2bPu8+laaholpmKRJH4USLi6tNXuqe/jZ4H+ybXwbk61HS6kiZ3Wdw5ntZ1IP67Qfo017J62Y4FIp9QKSYDINVIH/f3t/HidZdh32nb/7ltgj18rK2qu6u6qrd/QCgOwmgAYIS4JASiIpiZSpz0eiyKFGEmWLtKyF9owoWbZJy5+h5BFtazxDmeTYFjkzpECBG0iAIDY2gEazVwDdXb3VnlmZGRl7xFvuPfPHi8zKqspaco+sPN/+REfGi+XdiBuZ9c675577/SLyLWPM40AsIvXrnjIL3GqdiZ8GfmYLmqqUUkoppZRaBxFhrjfHueZZjDG7Ppi6ndSlvFF7nRevvMiV7tXl9o6NHOWJ/U9xz+g9y4F1N+3e7GV2jaEJLoE3gMeBUeAvAb9sjHl2A6/3s8DPr7hdBS5s4PWUUkoppZRS62TFcql9iUvtixSCAuWwvNNN2jLtuM3Lcy/x6vwrdJNsecDA83lw8iGe2P8k+4p3Z1XboQkuRSQG3hrcfMEY8wHg7wG/BuSMMWPXjV5OAzO3eL0IiJZuL1WUUkoppZRS6m7QTbr0bZ+x/NgdpZXupMQmnG+dZ6Z7mZHcCIVg96W23k47bvNW/QxnFs9woX1hOfW1mqvy+P7HeWTfoxSDu3sFgqEJLlfhkc2ZfAFIgI8Dvw5gjDkNHCNLo1VKKaWUUmpP6SZd3mm8TTtps784zaHKoaEN2Hppj3PNsyz0assVYe8WzajBmfoZziy+yeXOZVYuxHG4cpgnpp/k5NjJoQ/+N8tQBJfGmJ8Ffhc4R5a++sPAR4E/IyINY8wvAj9vjKkBTeBfA89ppVillFJKKbXXLAeWcZuR/Agzncu0kxaHK0eYKEwMVcZeK25xtvkerbjFZHFiuSLsbrbYX+TM4pucqZ9htjN7zX0HKwc5NXaKk+OnGMuP7UwDd9BQBJfAfuBXgINk61i+QhZY/sHg/p8CHNnIZR74DPB3dqCdSimllFJK7Zhu0uXdxju04zaTxUmMMUyVpmjFTd6qn2G6NM3ByqEblvHYCbV+jbPNsyQ2Zl9x31AFvWshIsz35gcpr28y31tYvs8Yw+HKYU6Nn+Lk2Cmqub29QMVQBJci8mO3ub8P/MTgopRSSiml1J6TBZbvDkYBJ5eDNWMMI/lRYhtzuXOJVtziSPUIY/nxTQvorFicOEQEJ+7qhaVtdrAtuz9xCZc7l/GNYaI4sSlt2G4iwpnFN3nu8nMsrAgoPWM4Wj3GqfFT3Dd28q4uTLRWQxFcKqWUUkoppW5uZWA5UVw99TXn59hXnKIRNzizeIbp8gEOlg+S83Nr3p+I0Et7tJM2i/0afdtfDixFBIcg4pBBcAmGpemGSz+VwjKlsLSBd71zzjfP8aWLX2RmkPYaeD7HR45zavx+7h29b2jnt+40DS6VUkoppZQaYlcDyyYTxYlbFocxxjCWHyNKIy62LtKO2xyuHr6j+X9OHN2kSyfpsNiv0U7aJC4h9EJyfg7f8zEYjDF4xsMwuN6l6a6rudK9wpcvfon3Gu8BEPoh759+P0/uf4p8sPOpxsNOg0ullFJKKaWG1FoCy5XyQZ59/iSNqMGZxTc5UD7IgfIBQu/aSq1WLL2kSytuU+vX6KYdEpeS93OUwtK6Rj13o0bU4I8vfYXXa99GJEt9fWzqfXzHwe/UtNc10OBSKaWUUkqpIbTewHKJZzzGC+P00z4XWudoxy0OVw5TzlXoJB3acZby2km72EFAWQkrd9VSIbfTS7p8beZrvDz3EtY5AE5PnOaZQ9/FeGF8h1u3+2hwqZRSSiml1JDZaGC5UiEokPNz1PuLvLnYIefn6ac9rLMUwgIjuSqBt7fCgtjGvHjlT3h+5nliGwNwbOQoHzr8EQ6UD+xw63avvfUtUkoppZRSashtZmC5xDMeE8VJ+mmf1KWM5kfvijUn18qJ47X5V3nu0nN0kg4AU6UpPnz4IxwfOX5XzR/dCRpcKqWUUkopNSS2IrBcaa9WOY1tzDcXXuPFKy9S79cBGM2P8MyhD3F64vSmf857lQaXSimllFJKDYFe2uPdxrs04yaTWxBY7kX1fp2X5l7ktflXiW0CQDEo8B0Hv5PHpt6359KBt5p+mkoppZRSSu0gJ45W3OJC64IGlptARDjXOseLV/6EdxvvIIMFOMcL4zyx/0kemnxoz1TB3W4aXCqllFJKKbUDrLM04gZz3SvUozoGo4HlBsQ25vXat3nxyoss9BaWt58YPcGT+5/k2Mhx/Wy3mAaXSimllFJKbaPEJtSjRa5052jFTXzPZzQ/qima69SMGrw09xKvzb9GP+0DkPNDHpp8mCf2P6lLimwj/QYrpZRSSim1Dfppn8X+InO9K7TjDoUgx3hhfE9Wbd0oEeFi+wIvXnmRt+pvIYPc19H8KI/vf4JHJh8hH+R3uJV7jwaXSimllFJKbaFO0mGhN898b4F+2qcUFtlXmtQUzXVIXcrrtdd58cqfMNedW95+bOQYT+x/kntG79HPdQdpcKmUUkoppdQmExFacZP53gKL/QVim1DJlamW9ulaiuvQilu8Mvcyr8y9Qi/tARB4AQ9NPsQT+59gsrhvh1uoQINLpZRSSiml1sU6S+oSUrGkLl1xSWgnbRpRA0GohBVGC2M73dxdR0S43LnMi1f+hDOLb+IGqa8juSrv2/84j+57bM+u2zmsNLhUSimllFLqJhKX0Ek6y0FjbGP6NiKxMalLsOJIxeKcRQCDYIzBNwHVXJXQD3f6Lew6qUt5c/FNXrryJ8x0Zpe3H6ke4Yn9T3Df2ElNfR1SGlwqpZRSSim1ghNHJ+nQiBos9OfpJT1AEAy+MXieT2ACfOMR+jl84+MZT9NdN6iTdHhl7mVennuZbtIFIPB8Tk88wBP7n2B/aXqHW6huR4NLpZRSSimlgF7aoxW3WOjN04pbWLGUwhITuvbklnLi+MrFr/DC7Ddw4gCo5Mq8bypLfS2FpR1uobpTGlwqpZRSSqk9K3EJrbjFYr9GI2oQ2T45P89IfkTXndwGThyfO/tZXp1/FYBDlYM8sf9JTo6d0iVadiH9jVFKKaWUUnvKammvnjGUwjIj+ZGdbt6e4cTx++99hm8tfAtjDH/6+J/m4X2P7HSztp2kFkkSXLuDMz0Y3ekWrZ8Gl0oppZRSateJ0j7tpI0dpFHeKSeWxf4iraSNdammve4Q6yy/997v8kbtDYwxfPKeT3J64oGdbtaWEQHiGEliiBMkjpEownW70I8gTUiTBu6ID9O793PQ4FIppZRSSu0KqUtpxS3q0SKL/TqR7bPWEjoC5PwcI7mqpr3uEOssv/Pub3Nm8Qye8fiee7+HU+P373SzNo1Yh/S60OvjohjpdZFeH5IYSVLE2ux76xsIQkwQQKkEzQbiZKebvyH6G6WUUkoppYbWyhTWWn+BbtLFGEMpLFHN7dMKrbtM6lJ+651P8079HXzP48/d++e5d+y+nW7WhkkUI90urt3GLdaRXg/SBDwP/CALIHM5TLmE598sBNv9o+caXCqllFJKqaFzTeXWQQprMShqCusultiE//D2b3K2eZbA8/nz930fJ0ZP7HSz1kWcIN1uFlA2GkirhfQjMGDyBUy1ign3Xqi1996xUkoppZQaSolNaMZN6v1FGvGKyq2awrrrxTbmN9/6FOdb5wm9gO87+f0cHTm2081aE4mTwehkB1evIZ0eJAmEAaZYxEyWMd7ePvGhv6VKKaWUUmpHJTZhtjvLQm+ObtrH9zzKgVZuvVtENuLfn/kNLrUvkfNDvv/kD3C4emSnm3VHXD+CdgtbH4xO9noI4OXzmGoFE4absh+zsMjI738V80wIj390U15zJ2hwqZRSSimldoSIUI/qXGpfohnXKYVlJjXt9a7ST/v8xplfZ6YzQ97P8QOn/hIHKwd3ulm35Hp9pNXG1ReRZgsXRRjfy0YnJybw/E1af1ME78x7hF9+nuBbZ8glMX7kwV/+G5vz+jtAg0ullFJKKbXtIhsx05lhtjuLASaL+zSoHDIiQBQhUQzOXr3jhhpKKzasKLDUM5bfOP9p5npzFIICf/HUX2K6PL2VTV4XEbIRyXYbV6sh7Vb2noMAUyrhjVQ3t3BUnBC88Crhl57Hm51f3ty/7wiFD31w8/azAzS4VEoppZRS20ZEqPVrXGpfpJW0Gc2PkPfzO92sPW9lIClRH9ftIu0W9LO1GcVJFjjK1aUyzHW3V+oS85vuT1igTTEo8QP7P8ZUnMd5fUwuh/F39kSCCEing3Q62FoN2u0soMzlMKUC3ujYpu/TLDYIv/INgq+9hOn2s3bkQtIPPEbyXe+n5vc4cHB3L8miwaVSSimllNoW/bTPpfYl5npXCLyAqaIuJbITrg0kI1y3c00giQh4BpPLQyGHqZTXlAratl0+Vf8GNelQIs/3mScYO98gpoGXCyEMs9esVDGFPOQLmHwe4239d8F1ukiriV1YRNrtbLmQXA5TLOKNjW3+DkXw3j1P+KXnCV57AwbrWLqJUZIPfYD0g++DYiF77Pz5zd//NhuK4NIY89PADwAPAD3gj4F/JCJvrHhMAfi/AX8FyAOfAf6OiMxuf4uVUkoppdSdcuJY6C1wqXORTtxhrDBGzs/tdLP2JDe/QDozA/3o2kAyzC0Hkmadcwpjl/Bi701e7L5BLAkVv8z3j32U8aAKZKPWJAkkMW6hhpudA8DkwizAq1bxq1WoVvAKhU17z5KkSLOJXaghjXo2QlnIZ+81t0XfwyQlePGbhF9+Hu/i1XDFnjpB8uEPYB88ma2BeZcZiuASeBb4H4Hnydr03wK/b4x5SEQ6g8f8S+B7gL8MNIBfAH4D+K7tb65SSimllLoT3aTLpfZF5nvz5IM8U6UpHa3cIa7ZIn3vLOJsVpxmA4HkSlYc3+y/w9c736TrsnTP6WCCT4w+zahfWX6cMQZyuSyQLGfbRATiGJIEd+UK9vIMXj6HGRnBGxvPKrIWCqz1KyNCNoeyUcfNLeC6XYzvZyOmWzFCuSRNCb76Irk/+DKm3c3aEgakTz1K8qH3Iwf3b92+h8BQBJci8omVt40xPwJcAZ4CvmiMGQV+DPhhEfnDwWP+BvBtY8x3ishXt7nJSimllFLqFqxY5rvzXOpcop/2GS+M6VqVO0j6Eem5c0ia4k1ObM5rinAmOs9XO69Rty0ARv0KT5cf5WT+KN4dRITGGMjnIZ/HVCpZsBlFuHodd2UOU8hhKlW8iQlMuYwplW4ZaEoUI80m6cI80mghSYpXLuLtm9zaNSidw3/52+R+5/N4tUa2aaxK+qEPkHzwfVAubd2+h8iw/oaPDq5rg+ungBD47NIDROR1Y8w54GlAg0ullFJKqSHRjttc6lxkobdAMSgyVdq3003a08Q60gvnkXoDM7U5fXEhnuUr7VeYTbPD9ZJX4IPlh3m4cA++Wf9oqDEGCgXMIC1WogjXbOHmFzD5HFQq+OPjmEolCzYNiBOk1cIuLiKLi7huDxOGmGoFb5PWobwV/813yP3WHy6nv8pIhfhPfzibT3mHI8PiHJImW9nMbTF0waUxxgP+FfAVEXltsPkAEItI/bqHzw7uW+118mRzM5dUN7elSimllFJqJSeO+d48F1rniW3MRGEC39ukNQHVutmZGezsXDb6t8HRu7lkkT/uvMrZ+DIAORPyROl+niieJudtfiBn8nlMPjuklyhC2m3SWg2CEFcu0S57BK0uhU6MweAVi3hT21Moyjt/mdxv/yH+mfey9hVyJB97muTDH4T8nc/llChC6g28kSr+vsktau32GLrgkmzu5SPAhzb4Oj8N/MzGm6OUUkoppW4nSvtcbF/iSneWQlBgn45WDgVXW8ReuIhXrWDC9R/6N22br3a+yRv9swiCh8cjxfv4YPkhSt7mFd+5lZWBpo361LpXGGkEJDmfesXDC3KUvZCtLhVl5hfJ/e4fEbz0LQAk8EmfeYr4498FlbWlv0qzicQx3uFDBJNFvOrIVjR52wxVcGmM+QXge4GPiMiFFXfNADljzNh1o5fTg/tW87PAz6+4XQUu3OSxSimllFJqHUSEerTIhdYF2kmbsfwYob/1qYjq9ly3R3r2HPgGUyyu6zUats3L3TO82nsLiwPg/vwxvrP8CGPBziQGOhEWvT4Towc5kT+IZzzatsuibdG0HVquS2gCSl6B0GxiuNPqkPuDLxE+9yfZkiIG0icfIf7Es8jE2JpeSmyKqy3iFYuEJ09i9u3DRLXbP3HIDUVwabJx638NfD/wURF597qHvAAkwMeBXx885zRwDHhutdcUkQiIVuxj8xuulFJKKbWHJS5hpjPD5c5lPGPYp+tWDg1JUuy5s7h+D29ybamWtbTJW9EF3o7OM5fWl7cfzU3zTPkxpsPNKQi0Hk6EWtpg1C9zPH+QvJeNU44HI4wHI/RdTMt1qSUNWq6HdZaCl6PoFfDNOlOCo4jwC18n/KOvYqIYgPSB+0g++THc4ek1v5x0Orh2B39qH/6RI3h3UbGfoQguyVJhfxj4C0DLGLM0j7IhIj0RaRhjfhH4eWNMDWiSBaPPaaVYpZRSSqnt145bXGhdoBbVGMmNUAi2JzVS3Z4IpBcv4uZrWZXU2wT8IsJ8Wh8ElBeo2ebyfQbDkdx+niw9wLFwekdPHogINdtkZBBYFrwbE2ALXo6Cl2OfP0rX9WnaDrW0SWNQzbbg5Sma/O3fR5Liv/Ue/iuvE7z2BqabLbFijxwg/t6P406dWHv7nUMW6xjfI7jnBP70NCa4u+YkD0tw+bcH13903fa/AfzS4OefAhzZyGUe+Azwd7ahbUoppZRSamBpiZGL7QskLmGyMKlFe4aMm5vDXbqEGRu96TqWToTZdIG3o4u8HV2gYdvL93l4HM1NczJ/hHvzhyl6+VVfYzuJCIu2SdUrciJ/8LZtMsZQ9ouU/SL7w3HarkcjbbNoWyzYBnkvR8UrXhtkxgn+628TvPoG/rfexPTj5bvc5BjxJz+GfewBWEdRpKxoTx0zNkZw9Cje6O6eW3kzQxFcishtT4GISB/4icFFKaWUUkpts37a52L7Ale6VyiFJUbyd+cB8m7mGi3suXOYYnG5+M0SEeFSMjcYobxI23WX7/ONz4ncQe7LH+ae3KHldNNhsBRYlkyB43cQWF7PNz6jfoVRv8IBN0nDdZiJF5i3dXkCOlAAAETySURBVCqxR+WNCwQvfxv/jbcxcXp1vyMV0kdPkz76AO7eY+CvI6gUQZpNSBO8I0cIDh3C5O7eOclDEVwqpZRSSqnhJSIsRotcbF2gHbcZL44TeHoYOWxcPyI9fxZJLd7o6DX3NW2bP2y9wLn4ai3MnAk5kTvIyfwRjucPbm7xm020aFsUTJ4T+YOUN1iZNueFTPZyFF+Zof3iN7BvvIGkKZ7xMRjc+Cj2sdOkjz2IO3ZoXaOUSyQdFO0plQhOnMBMTnK3T0kezm+QUkoppZQaColLuNy+xExnBt/z2VfSoj3DSKzDXjiPNFqYFWslOhFe6Z3huc6rJJLiG5/780e5L3+EY7kDBGa4U5oX0xYFE2aBpb++ireQzXdMX3+d6ItfInn9dXCOPOAkIN4/SeOR4/QfPUXx6IlNOXEinQ6u08WfmsI/egSvuDfmJGtwqZRSSimlViUiXGpf4mL7AqO5UfLBzs+9U6uzl2ews3N4E+OYwWjbQtrgc63nmUkWADgcTvHd1Q8wvkNLiKxVPW0RGp8T+YNU/fVVVJV+n+hrXyf64hdxc3PL2/1Dhwjf9z5yj78PMz1NWXrMJDXqtkkgAVWvhLeO6rIigjQa4ORq0Z51pNPuVhpcKqWUUkqpVS1Gi8x0LjOaHyXva2A5rNxCDXvhAl61igkCrFhe6L7O851vYXHkTMh3VR7j4cJ9eLtk1Llh2wTLgWV5zc+3c/NEX/wi8Ve/ikTZ6oSmUCT39HeQ/67vwt+//5rHj1Cm7BVp2FFmkgUW0gYlr0DJK9zxSL1Yi6vVsjTY48fxxsfW3O7dToNLpZRSSil1g8hGXGxdwPd8DSyHmOt0Sc+dg8DHFAvMJjU+23qehcH6lCdyh/ju6lNU1jnytxOatoOH4XjuAKN+5Y6fJyKkb75J9EdfIPnmtwABwNu/n8KzHyH3gQ9gCjdPT/WNx0QwQtUvsZA0mE1rzKd1qn551WVPrtl3FCH1Bv6+Cfxjx/FKd57CKyJYsVhn7/g5w0qDS6WUUkopdQ0R4XL7Eu2kxb7i1E43R92ExAnp+XNIv4+dHOMr7Zd4qfsmglD08nyk8gT354/tqjmyLdsFhOO5g4zdYfquRBHxN75B9IUvYmeuFiwKH3yQ/EefJTh9ejlV+E6EJuBAbpKxoMpcssicrdNKuvjGwzMePh4eZvln0+1iun2CI0cIDh/GhDeGWNZZUpeSSop1KalLsSLL9wdeQCEoEvi7Ozzb3a1XSimllFKbrtavMdudZTQ/tqsCk71CUossLpJenkGaDS6OOv6w9pnltSpPF47zkcoTQ7E+5Vq0bReH40TuIOPB7Ze5sbUa0Ze+TPzcc0g3W1bF5PPkPvhB8s9+5IbU17UqeDmO5qeZsCO0XJfYJSSSkkhKKpZUUqL6IuIZOH4QM17CJItIYjDINa/leQGB8Qm8gFJYoegXyQc5Qi8k9EKC5evdHZ7t7tYrpZRSSqlNla1leZHQC8j5w7PWoQJxkgWVM7O4ep04Z/hK4Szfar4LQMUr8bHqU9yTP7TDLV27ju2RYLknd5CJWwSWIkL69ttEX/giySuvgjgAvMlJ8h/5CPnv/A5Mcf1VZVdT9os3VKp1SUI8MwPj03gn70XGRpZTW51YrFgECExA6F8NHEMvXFehoN1Cg0ullFJKKQWAE8el9iXacYupkqbDDgsRkEYDOzODq9UgCLg4kvIH7efpuB4AjxVP8kz5MXJeuMOtXbuei4gk4UTuAJPB6KqPkSQhfuGFLPX14sXl7cH995N/9lnChx9aU+rrRkivh9RqFA4fIbj/FF5p98xn3WoaXCqllFJKKSBLh73SnWWsoOmww8I1W9grs7j5bDkRGRvjG/GbfL35TQRhzK/y8er7OZzbWAroTolcTNf1OBpOsy8Yu+F+V68TffnLRF/5Y6TTyTaGIbkPfIDCRz6Cf+jgtrbX1etIv09w6hTB8eOYcPcF81tJg0ullFJKKUUv7XGxdZ58kNd02CHgOl3slSu4K3PgLGZkhF7g+EzzK5yPZwF4qHAvz1afIDS785A+kZSW7XA4t5/pcGL5hIaIYN97j/4Xvkjy0kvgBqmv4+PkP/xhck8/jVfe3tFCcQ43N4fJ5cg98ijewQN6AmYVu/ObqJRSSimlNk2WDnuRbtpjX3HfTjdnT3P9Pm5uHjc7i4tivNEqJl/gYnyF36t9lY7rEZqAj1af4sHCiZ1u7rqlYmmkLQ6EkxwM9+EZL0t9ffEloi9+EXvu3PJjg/vuy1JfH30E4/vb2k4RQbpdZLGOt2+S8NQpvPHxbW3DbqLBpVJKKaXUHrfQW2CuO8d4YVxHYzaJWJcVm3ECIojIYPKkZCNxK28PLq7bxc3OIt0eZqSKPzqKE+GFzrd5rvMqgjDhj/BnR5+56dzE3cCKZdE22R+OcyicQs5doPfSS0Rf+zrSbmUPCgJyTz1F/tmPEBw5sq3tE+eygLLdRqzDK5fwTxwnvOeeTS8WdLfR4FIppZRSag/rJl0uti+QD/K7fhmEnSBJisQxxDESx0i/j+t2IYpWBJMCOJCs4isiZDcEhCz4BAyCKZcw+6cwxtBzEX/Q/BrvxZcBeKBwgo9Vn9q1abCQjZIvxg32X2gy9e3X6b78Kq5eX77fjI6S/9CHyD/zNF71zta53AxibRZQdjrgsn7wjxzBn5zEGxnRoPIO7d5vplJKKaWU2hArlkvti/TSPlOlnU2HlTjJgrTlkb3BqJ+z2WoTMthmXRYIWAs25brlBO9MEGDCMEux9H2MZ8DLfsbzlq/N0m3Py4LHJIY4QeII1+tngUiSZG1PUwwGfCAIMUGQvY4xYABM9poY8Aa3jblphdPLyTy/23iOtuviG5+PVp7kocI9u3dk2TrMW+/hXn6Jo986S74dky69l1ye8KEHyT3xOOFjj21b6qtYi3Q6WT+KYMpV/GPH8SfG8UZHMfndtU7oMNDgUimllFJqj1roLTDXy9Jhd4I4Qdpt3OIirlZD4gTEghvcj2RxGSYb3TOsCM488AyDyG1tBsGriGAkez1xg335HhgP43tXA0tjIE2zUUprQcAEPiYMIAwx1QJeuDmH1SLCi703+eP2KzgcY36VT44+s2ol1aGXpPhn3sV/9Q2CV9/AdjsUjCFvcvjFEuEjDxM+/jjhAw9gcttTdVWsRVptXK+LAbxyBf+ee/AmJrIRypwWs9oIDS6VUkoppfagTtLhQusCxaC47emwEsVIs0m6MI/Um4izeKUSZrTK8gjfDozQydKo6WDE9Oq1g1wOUy7h+Vv3WfVdzB80v8a78SUA7s8f47ur799da1fGCf7rbxO8+jr+t85g+jGQFfChXKL0+FOUH3+S4P77s9HdbSLWDpYRifBHRwhPnsQbG8sCSl1OZNNocKmUUkoptcdYZ7nYvkhsI/ZtUzqsCEirhavXcQsLuG4vS00dqeINycG9MSZLZfVhuw+TZ5IFfq/5HE3bwcfjw9UneLRw3+5Ig+1H+N86Q/DK6/ivv41J0uW7ZLRC++F7SB49zZHTH2Akt33zKAEkTXGLdSSO8SfG8e8/jT+1T0cot4gGl0oppZRSe8xc9woLvfltSYe92SilN7VvdwROWyCRlCvJIrPpAjPJAjNJjbbrAjDqV/izI8+wPxzy5S46XYJvvon/yhv4Z97FpHb5Ljcxin30AdLHHqBxeAw8uCd/mBG/sm3NkzjBLS6Cs3iT+wiOHMbbt29bR0vXIrWOTpQS+h6l/HC28U7s3pYrpZRSSu1xIrLmAK0dt7nUuUQpLG1ZOuzyKGWjgZufH8pRyu3iRKjbVhZEpgvMJgvMpw3kukpEBsOp/FE+Vn2KvDeco2qm2cZ/7Y1shPLts4MquBk3NUH62IPYx07jDh8AY+jYHpaUe3KHGN2mwFKiKKs+K4I/NYV/5AjexMS2r495J6LE0o5SGt2EWieiF1kOT5S4d//2BeGbTYNLpZRSSqldppf2WOwvstBfwMPgewG+8fC9gMD4BF6IZ7wbLxgudy6TuISR/Mimt+uaUcpGC7EWr1TE2zd506qodxsrlgvJHJfiOWbTGrPJApEkNzyu7BU5EE5yIJhgOpxkfzA+nHMr2x2CF14jePUN/PfOX1Od1x2aJn3sNOmjDyAHpq55Ws9FRJJwIn+QiWDzv2vXk14PV2+A7+Pvn8Y/chhvfHyovnciQje2dPopi52Yejemn2QjvqWcjyyth7qLaXCplFJKKbVLdJIOC7155nsL9G2fYlAAQGyEww0OTh0OYekY1QOWVlHMiq46JgqTm9am5Yqv149SVit7ZpQyFcu5eIa3ogu8G128IZgMjM/+YOKaYLLiFYc6Ldi7OEvwpa8TvPjNa1Je7bFD2MceIH3kNDI1sepz+y6m63ocCw+wzx/d0na6ThdXr+PlcvhHjxAcPIgZGxuaz9Y6oROltPsJC62IVpQSJ47AN5RyPtViHm/Q1ih1O9zajdPgUimllFJqiIkIraTFfHeexf4CsUuohGVG8lO3f/IqrwVsyoH38ijl/DzSWDGXco+MUsYu4b34Mm9HF3gvvkwiV4vYlLwCx3IHOBhOciCYZCIYxTe74DOxDv+bbxJ+6ev475y/uvnoQdInH8E+9gAydutRyMjFdFyXI+E00+HElgZ5rtlEen2Ce+8hOHAAb3RrA9k71U8snSil1UuotWO6cUrqhHzgUc75TJSHM+15M2hwqZRSSik1hKxYmlGTud4c9aiOc5ZqrsroBtY73OiB/vXrUu61uZR9F/NufIm3+uc5l8xi5eqIXtUrcV/+CPflj3Aw3Lc8GrUrdHuEX3uJ4CvfwFtsZts8Q/rYgyQf/gDu+OFsrc/biFxMy3Y5kpviwBYHltLrIZ0O4cMPExw5smX7uRNLxXg6kWWxE9Hqp0SDdNdizmesFBL4u+DkwibQ4FIppZRSaoe5ep303HkQIc0FNL2Iedug6Tp4fkA1P0IYFiB2uDTKipP4PsbbngBG+hGu2cLOzyPNvVPxNRVLy3a5mFzh7egC5+MrOK6mLo75Ve7LH+Zk/ij7g/Fd91mYy1cIv/wNghdeXV4+RMpFku98kvSZJ287SrlS7BJatsvh3NQguN66YEriBFtbJDx1Ev/w4S3bz033L0IvzkYnG92YejehF1usE3KBoZjzGVmR7rqXaHCplFJKKbVDRAQ3M0Ny5gxxt0XdT5izddpplwCPisnjGx+YJfEMGB/je9lajEtrMm6HNMV1uph8DjMyghfu7kNIESGWhLbr0bbd7Nr16LgeLdulM9jel/iG504Eo5zMH+Fk/giT/uiuCyhxDv/bbxF+6Xn8M+9d3XxomuTD7yd94hFYY//GLqFp2xwKpzi01YGltbgrVwiOHyO4555t+/zj1C3PnVzsxLSjlDh1+CYbnRwv753RyVvZ3X8ZlFJKKaV2qTjq0X7vDO1336QTWjpjIT3XJ+9V2OdN3XCALtZmSz+4FddJCmxDdUnfx9s/te2BlIjQl3g5AOwMgsCl230Xrfk1Y0npuN41cyRvJTQBE/4I9+YPczJ/hPFtqHy6JZwjeOE1wj/4Et5CPdvmGdKH7yf5yAdx9xy9o9TX6yWS0rQdDoZTHMrd+L3dTCKCvXIFf3o/4cmTW7q8SJRYerGlG6fUuwntfko/sYgI+fDunzu5XhpcKqWUUkptg8hG9NM+vbRLvTlH6+xb9OZnoFwiKJTIG8NEMHbTVLosFRbuxsO3ju3xVnSBtuveMJq4cl7jZiuYHGW/RMUrZhe/SMUrUfaKVAfbcybcfaOTK4ngf/stcr/9ebyZuWxTqUD6HY+TPPMUMjG27pdOJKWetjgYTnI4N7XlRYvc3Bx+tUp4+jQmn9/U1+4nlm6U0osti52YTpQSpVkF5tA3FEKffZUc3jalou9Wd99fJ6WUUkqpHSYi9G2fftqjl/RoxA16aY/Yxth2G+/yLLlWn/GJwwTh3h39EBG+3X+PL7VfIlolBXVJ0SusGgAWvTyGtR3sB8anPHid0Nzdh8LeexfI/fbn8d85B2RBZfLdz5A88xTkN/a9S8XSGASWR3L7tz6wrNcxfkDwwAN4lcqGXktEsmBysOZkoxvTiSzRYMmVXOBRCD2qBQ0m1+ru/o1SSimllNokThzWWaxYUpfiZOnn7DpxSXaxMZGNSWxM4rL1DnN+SOjlKdYj5HwNScFMHdwTS3bcTMO2+cPWNzgfzwIwFYxxONx/3ehhkZJXJDDbNLf0LmGuLJD7nc8TvPoGABL4JB/+IMl3Pw2l4oZfPxXLom0yHU4MAsut7R/X6SL9PrlHHsWfWH1tzduJU0e7n6W31jox/fhqMJkPPPKhz0gp2JNFeDaTBpdKKaWUUjdhxXKxfZFW1MJKihWHcykWwTo7GDMTBINnwDM+vvHwjE8xLDLijWCMQdIUe+ky9uJFTL6ANzm5w+9s5zgRXu69yVc7r5FIim98ni4/wuPF+7d0vt5eYBotwt//EuHXX8rm5XqG5P2PkfyZj6yp8uutLAWW+4NxjuamtzywlCjC1euEp0/jHTxwx8+zTuhGKZ0omzPZ7CX04myebT70KOZ8RkvB7k55HkJDEVwaYz4C/APgKeAg8P0i8qkV9xvgnwE/DowBXwH+toic2fbGKqWUUmrPmO3McrF1gUJQwDMeoRfg+Tl84+MZ744OTF2/jz17Djc3jxkbweQL29Dy4bSQNvhc63lmkgUADodTfLz6AcaC6g63bJfr9Qk//1XCL35teUmR9OFTxJ/8GHJgatN2Y68LLLd6RFmsxc3NE5w4QXD82G1/3/qD5UGavayiazdOSa0j9LNgcqqa1zTXLTYUwSVQBl4G/i3wG6vc/w+B/xT468C7wD8HPmOMeUhE+tvWSqWUUkrtGYv9GhfbF6iEZYphaV2v4RpN0rNnca023r4JjD8sh17by4rlG91v83zn2zgcORPyocr7eKhwr6YhbkSSEvzxC+Q++xVMtweAPXGY+Hs+jrv36KbuyoqlljaZCsc4mpve8vmqIoKdmSU4eAD/3nuxGCR1WJFsCR8B5yQboYxTau2Ydj8lSi0GQyHnMVoKCXV5kG01FH/hROR3gd8FbjgjMRi1/EngvxaR3xxs+2vALPB9wK9uY1OVUkoptQd0ky7nW+cxxqwrsBQnuLk57PlziHV4U/v2bPrdTLLA51rPs5A2ALgnd4iPVZ+i4q8vYFcZ7+2z5H/103i17HN1+yeJv+dj2IfvX9eSIrdixVFLm+wLRjmWO7CpgWVihTi1xImjn1gS63AiyOwV0nKZuDCFvdxGXJZSLQKOLMCUQYDpEPKBTyHUVNedNhTB5W3cAxwAPru0QUQaxpivAU+jwaVSSimlNlHiEs63ztFNukwW1zY3UgSk3cYuLOAuXcKUinijG6tsuVslkvJc+1Ve7p1BEIpegWcrT3Aqf1QP/jfCOcLPP0fu974ATpDRCvGf/gjpB94HmzhKJyJEktBzfaw4JjchsEwHgWSUuuUU1iygzIJFAN8z+I06xvdJjt4DuQKegOdBYAyeMRhjMIbBz+jo9xDZDcHl0szd2eu2z6647wbGmDywcgEcTeZXSiml1C2JCJfal6j1F5goTN5xECT9CNdsYWvzSKOFpCne6Mimr8W3W5yPZ/lc63matgPAA4UTfLjyOEVvb34em6bdJf/v/gPB628DkD71CNFf/ARs0vfMiRBJTM9FOLHkvRwTwQijfoURv7ymwNIOAsl+6oiSpUDSkViHtYIxhtCH0Pco5fyrcyE7bUzO4B54ENm3efNF1fbYDcHlev008DM73QillFJK7R7zvTkuty8xkh/F925drESsy0YpFxeRWg3X7WFyOUy1gheG29TinZeK5Uq6yGyywMzg0nJdAKpeiY9V38+J/MEdbuXu5713gfyv/AZeo4UEPvEPfIL0g+/bcAqsE6EvEX0X4UQoeDn2BaOM+hXKXpG8t7bvsojQ6KZcafbpxinWCQYIfEPO9ygUAvybFdWJIky7gzt5SgPLXWo3BJczg+tp4PKK7dPAS7d43s8CP7/idhW4sKktU0oppdRdoxk3Od86TyEokPdvPhLken2k0cDOzyPtFgiYUglv/9Rdn+4pItRtm5l0YRBM1phP6zjcNY8zGB4t3scz5cfIrTE4UdcRIfyjr5L7nc+DE9zUBNFf+wHcoel1v6QTR89FRBIjCAWTZ38wzohfoewV1t1nvSjlSjOi1onxDVRvFUheL4owtRpy/ARy6PC69q923m4ILt8lCzA/ziCYNMaMAN8B/M83e5KIREC0dPtu/2OvlFJKqfWL0j7nm+dIJWUif+Mi7ZKmSCubSyn1OhJFkM9jRscwwW44nFofJ8LF5AqXkjlmkgVmkxp9iW94XMkrcCCcZDqYWL7WoHITdHvkf/XTBN/MVt9LH3+I6Ac/uaE02JbtkkhCweSYDiYZ8UuU/eKG5lImVlho9ZlrRiTWUS2GhP4ajr27XUyziRw7jjt+IptgqXalofhraIypACdXbLrHGPM4UBORc8aYfwX8X4wxZ7i6FMkl4FPb3FSllFJK3WWss5xvnacRNdhX2re8XQSk08Y1mriFBaTdBs9gyhW80dEdbPH2qKctPtf6BheTK9ds943P/mD8mmCy6pX0RP4m885dytJgFxtZGuxf+FOkTz+5oTRYK5ZYYu7JHWI8GNnwOpXihHov4UqjT6ufUM4HVIu5tb1Io46JE9ypU8ihIxpY7nJDEVwC7wc+v+L2UjrrLwM/AvwLsrUw/xdgDPgy8Ald41IppZRSGyEiXO5cZq43x0RxAs94SD9CWq2s4mujCWmKKRYwExMYf2sXjR8GThwv9t7kq53XsGIJTcB9+SPLgeS+YAzfaACwZUQIvvw8uU9/DmMdbnIsS4M9svF5qy3bZdSrMBGMbrgPu1HKbKPPYjch8GCikltb1VYRzMICBEFWvGf/+tN81fAYiuBSRP4IuOm3UbLaxP9kcFFKKaWU2hS1fo1L7YtU/DJes0NSr2fFeXp9TBhgKmVMbo0jMbvYXLLI51rf4EpaA+BobpqPV9/PiL83l1PZdr0++V/7LYJX3wAgffQ00Q99LxQLG35pKxaLZX84vqHAMrHCfLPPXKtPamXtKbAAzmHm55ByBTl5ChkbX3d71HAZiuBSKaWUUmq7teM2Z2ffwDTr+PWIpNu+Wpxnat+eSvNMxfJ851u80H0dhyNvcny48jgPFk7sqc9hxziHd/4y+f/9U3gLdcT3iP/cx0k/9IENV4Nd0rRdxvzquk8ULKXAztb7tKMsBXakuI6R/DTFzF9BJqdw952Ccnld7VHDSYNLpZRSSu0pEkVE87O8e+ElOvUZJpI8FAuYsTGMv/cOjS4n83y2+TyLtgnAyfwRnq08Sdkv7nDL7hJpimm2MfUWptHEa7Qwy5cmptHCa7TACQBufDRLgz12aPOaIBbBMRWsfdQySR39xDLfiljsxAS+WXsK7JKoj1dbxB06grvn3k1bn1MNj733F1QppZRSW0JEkHYbV6/j6vXlg+VhkzYanG2dpea1mKxM4xX2ZhAVu4TnOq/ySu8tBKHkFfho9SlO5o/sdNN2ryjGf/1tgtfexJudywLIdvfOnusZ0kcfIPpLfxZKm/udbNkuo36FEf/Wo4QiQpw6+omjn6S0+im92JKkDjCMlEKCO11a5HqdNqbdwZ64Bzl2HO7iKst7mfaqUkoppTZEej3cYh17ZRZXq2XLdORym5bOt9nm/C7zYx7j4RH8DSy/sJudjS7z+fYLNG0HgIcK9/ChyuMUvL0zv3TT9PoE3zyD/9ob+K+/jUnSGx4igY+MVpHREWS0goyN4EaqyNjIYHsVqVbA3/xCSbcatXROiBJHP7X0Yku7l9JPU1KbnRgKfEM+8CjnQrz1BpWAqS+CtbiTp5DDR4b2b4PauL35F1UppZRSGyJJgqvXsXPzuPk5XKeLyYV41Srevn23f4ENcOJIJCWWBCtuTc9NsFyOe5TMxtb12636LuZL7Rf5dv89AEb8Mt9dfT/Hcgd2tmG7TbtL8M038V95Hf/Muxh79XvoJkaxjz2IvfcoMjaKG61CubipAZWIYJ2QWIe9za9A3bYY8UpAjkacAGCdoxNlI5NJ6kidYDDkAiiEPmHBbM5cWxHMwjzkcrhTp5F9Uxt/TTXU9t5fVaWUUkqtiziHNBrYWg13eQbXboHnYapV/EMHt6TwSyIpsUuIJSGWlI7r0bMRCQmJWJysPfU25wWUvI1X39wNIhczk9aYTRaYSWpcTuaIJMFgeF/xFE9XHt2TQfZ6mEYL/7U3CF59A//ts9ekfbvpSdJHH8A+9iDu0P5NDSSdzYLIZBBMxqmlH1sSJ1gryC1+ByyWLj0Mo7xrOte+Hw/yvkcpH6y92uudsBYzN4eMjmaFe/bA2rBKg0ullFJK3YKkaZb2Wq9jL1/GNRpIavEqZbzp6U1b99GJI5JBEOkSei6i4/rEkpBIihOHAIHxCU1A3uQpez6erre4zIpjIW0wky4sB5NLRXpWmghG+Xj1/RwMt3aEedeLIrxzl/HPXsD/9lv4Zy/CijjOHZomfewB0sceQKY3/lmKCKl1JDa7jgaFdNJUSJ3DDoJZzzMEniH0DMXAu2W6atNFHDKjHPHH1leAZ716PUy9juzfj7vvJBRL27dvtaM0uFRKKaX2IBGBJEHSFOJ4cJ0gaYL0+0ivh/T6SJJk98cRFIt4ExOYMNy0dlhxNG2HubRO23VJJUUEPOMRmoDQBBS9PL7ZnCD2biEitF2XmaQ2CCZrXElrpGJveOyoX+FAOMl0MMGBcJL9wbgG5ddzDjM7j3/2It7Zi/jnLuHNzl0TTALY44exj57OAsrJja/NKCLEiaOXWFr9hH5isYP5jhgIPIPveRRy/poL6WRzLYVxbxsDS+cwtQUwBnfvvcjho7CJfy/uViJCP3HMtyLygcd909WdbtK6aXCplFJK7TCJY9KLF5Eo3oadOaTfh14PsTYLMK1FUosx2bG08TwIAkwQZNcjVbz85o5yZUFlm7m0TsO2MRgqfokAX9dVXEXsEq6ktWuCyY7r3fC4vMkxHU4sB5PT4cSeSQFeC9Ns4Z29NAgkL+JdmMGs8vvnxkdwxw5j7z2GfeR+ZGxkw/tersgaZwFlL7Gk1hH4HvnAw8+ZTQkGO9KlaiqUzTaNGna7mEYDmdyHHD+OjG08+L4bOBG6UUqjl9DqpTR7yTWXVi+huTz31fHMqSk+cN/uzSrQ4FIppZTaQa7RIDnzFu7Kle07wx/4VwPHQgETBJuW3no7ViwN22EuWaTh2vj4jPgVAh2ZXOZEWLRNZpKF7JLWqKUN5LphNINhXzDGgXCSA8EE0+EkY351e9Mft5oI9KNsLch6E9NsDdaLHKwR2bkxwL4d02zh1Vs37iqfwx09iD12CHf8MO7YIWRk80aQ4mRQkbWf0F0KKD2PfOhRyW/uIXkqKQKMe6Nb/32wFlOrge/j7juJHDq8Z0YrU+to91Oa/YRmNwsSlwPGpeCxn+DusO5YPvQ3VJV3GGhwqZRSSu0AcQ57eYb0rTNIP8I7eGDbArydYMVSt22uJIu0XAffBIz5VU13BTq2x2xaYyZZYDatMZvUiCW54XFVr5SNSA6CyalwfHcX43EOOj28RnMQLGaB4/Lt+uA6vvGz2DDP4Kb3YY9lQaQ9fjibN+ltbrpwnFj6iaXVWwoohcAzWxJQrtSRHiPbMWrZbuO1Wrj9U7ijJ+6qoj1x6mj1EhrXjDBeG0R2+jcuO7MaY6CcDxgphtddsm3Vwe1GN+Hg2O5ed3cX/0VSSimldifp90nefQ979j1MqYx/8O5dBiIVS8O2mU1qtGyX0AsY80duWG9vr0jFciVdHBTcyS4t173hcaEJ2B9McDCczNJcg0nK/i466LQW02xfHWGst/CWA8jBCGSjdc0SHrcipQIyUsWtXBdytIpUSmuuzCqFPO7IAcjnV73fWcGKI7VC6rLiOrF1rLUwsbWOXuJIrFsRUG799z6VLOCZ2MpRyzTN5lbmctj770cOHIRgd4xWZvMb7U3TVLPRxpR+fOP85dV4nrkaKBauBoorg8dKIcTf5SOSd0qDS6WUUmobucVFkrfews3N4+2bxBTuzvlwiaSDoHKRtu2Q80LGg70VVDoRGra1YimQBebTBo5rAyqDYSIYYTqY5MBgvuSEvw3pjOsVJ1nA2MjSS5cDyEHw6DVamFb7hmI4qzIglTJuKVhcDh5HcGODbSNVyOc29S2ICNY6UutILSTOkaaOfmoHQaW7WliHLIBYc28YyAce5fz2Bl0d6TFqqls3atlq4nU6uKlp3PHjUN34PNTN4kTorEhTbfWX5jpeGzym9s7OFOQCbzlQrBZXjDyuCCJLeX94f1d3gAaXSiml1DYQ57AXL5K+9TaSpniHDmaFc4ZYz0W0bZem7XCHU4aWxS6m5brkvRwTwehdW53UiqXj+rRdj7bt0nE9WrY7mDNZI5Ibi8SUvMI11Vungwly3h0GICKYxUZWiOb8JehFm/yObmScg3b3arpqt3/LxzsRrAjOeKQjFWylQjpaxVYrpCNXr7P7ynC7dPBOml02iwixHbTRZRdB8IzBH1Rn3czCOttpadRy3Bvd/MJYS6OV+Tz29IPI9IHb990WafdTLta6XFjsstCKrgki73SEuZT3s6CxcO1I48qRx3zgaYGxNdLgUimllNpi0uuRvPMO6bnzeNUK/uTETjfppiKX0HZdFtMmLdclloSAYM0H2R4ek3dBUJlIymyyQHsQNHZcbxBI9mi7Lj0X3VBoZyXf+OwPxq8JJqte6c4PWPsR3rlLWUXTc5fwz17EtG9Mo91ukguvGWl0oyPElRLtfIl6vkCvVMZUirefw2gF7CYGjncoMNk6kX7g3VXpih3pMmpGKJlNTqFuNjDdHnLgAO7ocahUNvf1byG1jsv1HhdqvUFA2aPeuXllbWOgWrhupHFFEDlaCqkWAgJ/d/9tGlYaXCqllFJbyC4skL71Fm6hhr9/CpPb3PS+zZBIStv2aNg2ddsicgm+8Sl7BUb87TuIHCZWLK/13uHr3W/Rc7ceqfPxKPtFKl6Jilek4pcY8ctMBxPsC8buPBXYOryZObwVgaR3Zf7G9FLPYA9N444fRka3Yz08g1RL18x5pJAHY7L5a7FdHjWyTiiEPtVQD9y3WzZq6W3uqGWSYBYWoFTCPfgQMrV/S0crRYRaJ+ZCrcvFWo8LtS4zjT7O3XgCZ99IniPjJaZHC4yWrgaRlXyw6yuu7mYaXCqllFJbQKwlPX8e+/Y7iLihS4O14ui4Hg3boZ426UmEh0fBy1MJ1jCydpdxIrwVnee5zqs0bBuAsldkIhhZETxeDSTLfpGiya/r8zKNFt65i1kQefYS3oXLq1ZGdeOjuOOHry6RcXh6x5d6ECd0opRGJ6ITW5yDUt4j1NGgHdOWLmNmdHNGLUWy0cp+hBw8hDt6DMrlDb+sdUJrsDzHagV15lsRvVUK6ZTzAUcmihyeKHFkosSh8SKFUCtNDyMNLpVSSqlbkH4fSda4FMIgsEwvXMQbqeJXbz+6FLkYu+aZjWvnRGjZDjXbout6OKBocoz7I7s+hXWjzsezfKX9MlfSRSCbG/kd5Yd5qHDvxgsRxQnehcuDQDIbmfQaN1lr8dihbImM49k11Y0f1G8WZ4VOnFLvxnQiizFCKRcQ6EjRjkokxeAx7o9s/MRQHGfrVpbLuAceRPZPr2mJlk6UzYecbfSzwjq9q2s/dqL0tnMiA99wYLTIkckSR8azgHKsFO7ZE167jQaXSiml1AoignQ6SLOFnZ/H1ReRdayzJ3EySIO99QhTz0UspA3m0/q2BJci2TILeS/HqF/RdSaBuWSRr3Re4Vw8A0DOhDxZeoDHi6fuvNDOSs5h5mpZILk0X/LyFbg+tc8zuANTyyOS9thhZP/kpq+1uBlSK3T6CY1uQjdO8T1DJe/fVfMVd7PO0qglGxi1vH608thxKN264mxqHTONPhdq3eVU1sVbzIeEWy/dMVYOmR4p6HzIXUyDS6WUUnueWIu0WrhmE3tlDmk2kCiCIMRUynjrSAczt0lb7LmI+aTOgm0QuWSQXrn1/ywb0IByoGHbfLXzGm/0zwJZEaLHiid5f/lBSt5NlohJUkyrna3V2Gjh1ZvZeo715vKSHF6zfWMgCchoJRuRPHYIe/zwLddaHBZRYulGCfVuSj+xhL6hWtA5bcMkkRRvo6OWK0crl+ZWXneSQ0RY7MRcGMyFvLjYZabex642H7Ka5+B4kbGSLt2x12hwqZRSak+SOMa1Wrh6HXdlDtduQ5pCIY9XqeDt27cl++26PgtJgwVbJ3IpZb9INRyetMe9oOv6PN/5Fq/23l5ec/J04TjfGdzPWMthLl8eBI0tTH0QMA7WcLzTSq0SBrijB3HHrs6VlLHhWQ/wVsQJ3djS6mdz41Ir5AOPkeLaqwarLRb16fbmGQsnKOU8yEtWLvVOiWAaDYgi5PBhooNHaJqQ1kJ3MA8yS2mtdWIuLXbpRjfOhyzlfQ6PZ3Mhj0wUOTReopjTE1h7lQaXSiml9gSxFun1kHYbu1jHzc8j3Q4iglcq4U2M33a0cSM6g6CyZuuDkcoS1fAuq8QaxVlA1mhj7I0HoZtBECJS2iama5JbLgOymss0+BPvArGLwTruXTB85JWUAxfOYfqfu7M2BH62DMfoyGApjspyFVUZHVxXy0OZ3norSeroRCnNbkI3yfqvlPOo5HfX+9gLYgudVkS90yeq7Ed6I/RbPUhaIA78AMmFEOYgCK4JOJ0I7RQa3YRWs0vTy9HITdF83dJ79d1b7tf3DAfGChyZKA0CyiLj5ZzOh1TLNLhUSil115EkyQLJwcU1mkirhcQRLooxvocpl/H278ds8SLgnRUjlbFLqPjl3RdUikCvn6WBNlorUkBbK1JDW5jurZfsuB0HdAuGVsnQLhlaJY9W0dAqG1pFQ7vk0SoZkk3osoOLjmdfjDkxc20QLIX8YP3GbO3GLGAcrOc4UsWNVaFUXNvo0BATJ/QTS7uf0ugnJKkj9HU+5U4RgchCOzF0EkNrcN2OB9eJoZN4RInFiY+EowTNIqEXZk927urFWoyLQAa/l8YgxgPPYJwDcUhYhFwOImAwih8GHiOF4Jq5kCPFkEPjRQ6M6nxIdWsaXCqllNq1RCRL5+r1kH4f1+3i6g2k20WiKKvyasCEOUw+h6lW8Se35yx7x/aYT+vUbJPYpdnah8MYVDqHaXeyQLHeujpvcEXwaOpNTHJnC91LLszWQbzNKHDiCTMjwuUx4fKoY3ZEaBUEd4ddU0gM5Qj8tQ1cElrD47UKp9JJzBMjRKMjuKXgcbQy9HMgN0tqhV6U0ujFdGOLc0I+9CkVAx2F2iJOoJtCJ/GuCxaz66Wf7S3qegmCcymII18oMDY6QiHIrX6uQwSsA5uCtVnaf5JgXEol51PdN8nI5BjVUo6RYshoMaRaDCiEvn4H1LppcKmUUuqmpNfD1evIKgUbbqZn+3Rs98aF3+9sj1lKl8jgLLxk+xaL2MF2a7Oz8uKyEcp+H4ni7Hl4kAswuTymmsOEKysdOqAHtpdVhCU7UFv6z4nDyeBnHA5BRHCDR67xXdB2PRKXUr1VUCmCma/hn72EqdXX84GtjQimHy0HkKZ+8+Izqz69VETGRnCjlUFKaHU5FdQNRvgo5G8Y1XMi1G2LmWSB2XSBmaTGfFpfNaXVYCh5hcF6kqXl67JXpOoVKQ9uBxssSnRnofJwixJLnLg1pwbHqaPVT+knKYHnUcz5upTIClagsyLo68SGZI2FnAWI7LXBYzcxt12GY0kxEEqhUA2Fck4oBpYg6FOSHvsdHL73YcaOn8Lz1vh7YC30+1mq7B45kaK2lwaXSimlriEiSL2OnZvDzszgOt3bZgA6Edr0WXQd6nSIZD2H7ks7kcHPg6MwY7KbxmTblxpjwHjeoKJriFlO1YqBbhZLRqu8v8H/DCY7KDfZz9lLrvwJjLl6e60KJsfo9UFlp4t//jLe2YvZMhXnL204lXRTeAZXrVxNAR2M5NnRCv3RIslIGRkpQ3C7OakCro/gmE8bg2CyxmyyQCQ3LudS9oocCCc5EEwwHU4w5lcpeYU9v97mrawsttPup6S3Gua6hXzoMVIMt6xATy/NgrRhlLrr00yvHTnspmadJ8duzxgohUIlFMqD66Wfy4NgshQKweBXwIqlIz0Eodo3TEQlivc9ijl0ZH0N8H1YR/Vrpe6UBpdKKaWAQfXUhQXs5cvYhRpiU7xqFf/QwZumSMUuoek6zCd1Wi4CAkreAUa93PY2fhilKd7FS3hnLw3WO7yIN794w8Mk8HFHDuAOTMF2BFX5HG60ih2r0hnN06oGtArQIaLturRdj7bt0nY12u4iVmx2oN3Y2G4D47M/mFgOJg+Ek1T8W6+hp65aLrbTS+jFFgGKoUc5v3VFqNZCBBb6hrcbPm/XfRb7u/sEgedBORgEfjkh78mazzHlPK4GkTmhHDpKAdzJIPFSUOkQRkyZ8a5PJfHh1GnkwMH1vSmltoEGl0optce5ZhM7v4C7dAnbamFyId74GCa3eoAoInRcn7ptsZA26LmInBcy4lc2nKq4Y0Sg0xvMM2xenWfYbGNa7TWPYphuD+/SLCa9sWKqm5rAHTtEcuwQtePjXJ4wzLg6TdvZpDdzK0IkCW07S8e9l43cpkD71s/yWHugMOpXOBAuBZOTTASj+DoiuSYri+00+wnxoNhOeUiK7YjAlZ7h7XrAOw2fRnRtm4Z12l7gsTxqmF27a0YSy6FQuMMg8FbSazI4ruZFuEHmxGon7VYGlVVTZsIbpdxO8ZMUd/J+DSzV0NPgUiml9iBJU9ziYpb2OjeHRDGmUsY/eCBLNV1FIikt22UhbdBwHayzlPwC+4Kx4S7+4FwWJDZWKVZTXxFMrhIIbpSUCthjh3HHDtE5vp9LhwrM+O0sXTS5QCTvwHbElDdhMIM5jMVsbqNXouIP5jWu+HnXnjTYpVIr9OKURvfaYjujQ1BsxwnMdDzebvi80/Bpx1fb43twrGq5b9RyfMRS2KNHmZHEdKVHSABL6fcszfFm+f8rT1otTQYAQ8WUmPDGqJgSXrOJsQ53/wPI/untfitKrdke/bVXSqm9yXW7WerrhYu4Rh18H290FG9f4abPqUdd6mmbmm3QcT0C41P2ioQmAAsJ65vztSmSFK/ZXg4YvWZrOXBcum2abW5XRWOpZI9UyriRynKBGjdYr1DWuF5hGhiuHCwzU02ZtTVm0xpNdxl61z7Ox2MqGGc6mGDcH8Fbx9zOtQpNQNnLCuUUTeHWc+4GKxrEbM2alepaVoRulNLsDVexHStwqZ0FlO82fLrJ1fYEPpyoWu4dsxyvWnJ7+DxEIikd6RLgM+VNMupVl0f9ZTm05Oq1XL9VMHiUTRHPeJj6YjaN+f7TyNT+nXlTSq2RBpdKKXWXE+dw9Tp29gpudhbpdTGlEt709E3XeEyt5VK3yfl2jStRnURSQnLkyeEZjwYRq1bL2UReFBE02wTtNmGzTdBqE7auvfZ7vVWfK4AdXAAwhrRaJqlWSKsVkmqVtFohrpbpjBRojQS0Sx49P6FHnz59etKjT50+s6w1LzbFZoeMrWu3VygzzhjjZowJxhmhiue8rAbRNuoD/WxVye3dsbolAaxzFAJ/S4vtXLNPgdhCJ82K3KxW4KYZeyQrzi/kfOGeUce9oynHqm65+MxGWcl+b3x211IYqVg60gUM42aUCX+Morn5Cbtlt3iLZrEGxmSB5b6pTWurUltt1wWXxpifAP4BcAB4GfhPROTrO9sqpZQaPtLvYxdq2EuXcIu1bBmKkRH8ifHVHy9Cq1FnZuYCV2bO068vkG+1OW7NTdMiBSHyhU4upRM6OqGlG1pSb+2lFk2c4PcjTBRl13aVirMBMD64AJBHfB+Xz+MKeWwhj+Rz2EIBl88jS9tyYXaghtCXiB59utKkL1ewNxt53eCxbcHkmDBjTJpxJr1xJswYOaOFjtTNGcD3Vj80E4G+zZbIaMVmORi0srYvavY6g+Bx8Dp3khFeDIR7RrOU18MVh7+J02dFhC49EkkJ8LOTM4OyzgE+vvEJCPDx8IcoRduJoyNdLMKIqTDpjVEyxQ0HxqZWA8/DnTqN7Nu3Sa1VanvsquDSGPNDwM8Dfwv4GvCTwGeMMadF5MpOtk0ppYaBiCCNBnZ+Hnv5Mq7VxhTymPFxiGNcrUb6zrtIfRHXaOAW69jFRfq1BaLFGmm/h4dwCIMxHp2iR6tkWCh5tEuGdnlwveK23ayDzGsKh/qAj3gG8X3E8xHfG/x87XVWdeP6g7nrRlZvefBsyJGjSJECBQqmSGH5VpE8ecwaC9r4eBSkmBXwEMDd0CKlbhDZG5fHWHm9zlVH7kg+uHFpjKWfKzlhLC8bLnCzmkQS2tKlaAoc8KcomAIpKamkxJISS0SfmEQS+jicZOt6engExs9GOddxJsjHW/cI6VIwHEtKxZSY9MapmPKmjDSb2gL4fhZYTmpgqXafXRVcAv8Z8P8Ukf8VwBjzt4DvAX4U+LmdbJhSSu0USVPs7BXSd94mfett0gsXcLVFiCNct4s0Grh6A9zVCCsxsFiA+bxjsSA0R6F10KdTrtCsBjSqIZ2Sh/V93B1U+AxjnzDyyUUBucjHT9cecaZeQD9XIArzRLkCUS6PNX62XqVj01a9N7YAtohJS2CLYAsYhmc0RKlbKV63LmJuDb9qDkcsCaFvKYeOkZxhJPQYCQ2Fm6TIbxURoS1dHI5Jb4J93jg5ky2rkid3zfkiEcFiSQZBZ4Illpi+RKSk2XI5a5SQDEZIBYNZMUKaBayrrbUqIvSJ6EtEyRSZ9qeomsr6qiA7B0kCcYSJY0gGf+DKZdzJU8jE5NpfU6khsGuCS2NMDngK+NmlbSLijDGfBZ5e5fF5IL9iUxWg2WxucUvX5vVvvsivfu7nd7oZSqldyDiHn8T4acI1lQcNUBhcRsgmEQzu6Od9mqWAbsHgPB/reVjPx3lZEGk977r1AwyeLWCkiLEFjF15XcS47Od4ZXDmDy7rIWTzD2PwYB0LYKxHf1v2otTtBB5UAqG0IngsB1d/LgayrvmNqVh60schVEyJqlcmloSe9EmTlHpisVgMBn/FiGDA1lSnjSWhKz1KpsikN07VlIhNTHwHk48NhhwBOQIqlJZHMtcim5NtB4FqSiIpkUT06JGKG8yZdsufh298DNCTmCI5xr0xRrxs6aXe9VW6VpOmkMSYOIEkBuuyP25hHsmHUKoi+8pQKCDFEoQhtIbreFVtj047puUnNItrn1qyldYSP+2a4BLYR3a4Mnvd9lnggVUe/9PAz1y/8ejRo5vfMqWUUkoppZS6u1WBW0aauym4XKufJZufudIEUNuBttxOFbgAHOGG2oJqh2nfDC/tm+GlfTO8tG+Gl/bN8NK+GV7aN9unCly63YN2U3A5T1aS4foVZKeBmesfLCKr1U4YyhyDFSknLREZyjbuVdo3w0v7Znhp3wwv7ZvhpX0zvLRvhpf2zba6o893e6azbAIRiYEXgI8vbTPGeIPbz+1Uu5RSSimllFJK7a6RS8jSXH/ZGPMN4OtkS5GUgf91JxullFJKKaWUUnvdrgouReTXjDFTwH9FVv/wJeATInJ9kZ/dJgL+GboE2jDSvhle2jfDS/tmeGnfDC/tm+GlfTO8tG+GjBEZrlK3SimllFJKKaV2n10z51IppZRSSiml1PDS4FIppZRSSiml1IZpcKmUUkoppZRSasM0uFRKKaWUUkoptWEaXK6BMeaXjDFijPk3q9z3Pw7u+6Ut2O9jxpgvGWP6xpjzxph/eN39Dxtjft0Y896gDT+52W0YdkPcN6Ex5p8YY94ePOZlY8wnNrsdw2wn+sYYUxjs91VjTGqM+dQt2nX95Zub2ZZhtkN981FjzG8aYy4bYzrGmJeMMX/1usf8yCr90t/MduwmxpinjTHWGPPbW7yfv2yMeX3wt+pVY8wnV9wXGmP+u8H2jjHmkjHmV4wxh7ayTcNuO/rmTv+NN8b8xOAxfWPM14wxH9yqNu0Gw9I3xhjfGPPPjTHvGmN6g+OB/6sxxmxVu4bdNvXNjw+OzxYHl8+u9jthjHnQGPMfjDGNwd+2540xx7aqXXuBBpdrdx74K8aY4tIGY0wB+GHg3EZe2BgTrrJtBPh94CzwFPAPgH9qjPmbKx5WAt4B/jEws5E27HLD2Df/NfB/Bv4T4CHg3wD/3hjzxEbaswtta98APtAD/u/AZ2/y1L8HHFxxOQrUgP/vRtqzC2133zwDvAL8ReAxsnWKf8UY873XPa7Jtf1zfCNt2eV+DPjXwEc2GswNDnRv+LffGPMM8O+AXwSeAD4FfMoY88jgISXgSeCfD65/ADgN/IeNtOcusOV9wx38G2+M+SGytcD/GVn/vAx8xhizfyNt2uWGom+AfwT8beDvAg8Obv9DsuOCvWo7+uajZH/TPgY8TfZv3e8bYw6veO59wJeB1wePf4zsb9yePZm5KUREL3d4AX6J7B/cV4G/umL7D5P9If8U8EuDbZ8g+8LWgQXgt4D7VjznBCDADwFfIPsi/8gq+/zbZAe8uRXbfg54/SZtfA/4yZ3+rLRvlm9fAn7iuuf9OvC/7fRndjf3zWr7v4N2fh/ggOM7/Zntlb5Z8dzfBv7tits/AtR3+vMZhgtQAVpkgdyvAv/Fivs+OvjMv4csYO8DXwUeuf6zBP488C0gBU6ssp9fA37rum1fBf7NLdr2gcH+j+3053Q39811+3yPVf6NB74G/MKK2x5wEfjHO/05ad/wW8AvXrdtTx0H7HTfDJ7nk520/Gsrtv0q8P/e6c/kbrvoyOX6/Fvgb6y4/aNkZ99XKpOdRXw/8HGyg9Z/v8rZlZ8D/geys1mfWWVfTwNfFJF4xbbPAKeNMePrfgd3r2Hrmzw3ngHrAR+6o3dzd9nOvlmPHwM+KyJnN+n1dpOd7ptRshM1K1WMMWdNlm7+m8aYh+/wte42P0h2wuoN4H8DfnSVdLr/Hvj7ZMHeHPDp60aNS2SjJf8n4GHgyir7eZobR/k/M9h+M6NkB4L1O3ond5/t6ptbMsbkyLJnlvtPRNzg9q367242FH0z8MfAx40x9wMYY95Hdgzwu+t8vd1up/qmBIQM/q0Z/Nv1PcCbxpjPGGOuDNLJv2/d70xldjq63U0Xrp7lnyILGI4PLj1gHyvO8q/y3H1k/wg/Mrh9YnD7791mn78P/D+u2/bQ4LkPrvL499jbI5dD1TfA/wF8EzhFdib5TwFdINrpz+xu7pvV9n+bxxwiO/v5gzv9ee2lvhk87weBCHh4xbangb8GPA48C3waaABHdvoz24E++srSZwoEZAdaHx3c/ujgM/+hFY+fGPyN+cHB7R8ZPOZ9t9lPDPzH1237O8DsTR5fAF4A/ved/ozu9r65bp/vcd2/8YO/XwI8fd32fwF8bac/p73cN4PtHtlJNwckg+uf3unPaC/1zeB5/xPwNlAY3D4weJ0O8FNk/97840H/PLvTn9NuvujI5TqIyBxZGtePkJ3t/20RmV/5GGPMKWPMvzPGvGOMaZL90QG4fpLwN1Y855vGmPbgslfPaG3IEPbN3wPOkOXzx8AvkI0IuTW8xl1hCPtmpb9ONvryqXU+f1fbqb4xxnyM7Pfhx0VkuZCSiDwnIr8iIi+JyBfI5vfNkc1f3jOMMaeBD5LNG0JEUrL01R+77qHPLf0gIjXgDbKR4yUxWYoZxphjK/qkbYz5L9bRrhD4/wCGbHrAnjOsfaOGsm9+EPirZNMNniT79+Y/N8b89TW9sbvATvWNMeYfA38F+H4RWcomW4qBflNE/uXg35ufI0tj/lsbfKt7WrDTDdjF/i1ZoADwE6vc/2myQi8/TjbvzgNeA3LXPa6z4udPkg3ZQzZyANkE8enrnjO94j51o6Hpm8FB+/cNCqRMDvb3c2QFAPai7eqbOzZIx/lRsnkX8e0efxfb1r4xxiyNSP6UiPzKrRomIokx5kXg5O3fxl3lx8j+nb60ImvMAJEx5u+u4XV6MjhVT9Z3j6+4bykd+WZ/z675d2ZFYHkc+G4Raa6hHXeT7eyb25kHLHfQf3vEMPUNZCmePycivzq4/aox5jjw08Avr+F17gbb3jfGmP+cbETyPxKRV1bcNU+WsfSt61772+zNqUubRoPL9fs9soMq4bp5RcaYSbKJyj8uIl8abLvtF1VWn+v1HPDfGGNCEUkG2/4U8IaILG6g/XezoeubwZmyi4MDs79IdnC2F21X36zFs2RByy9u8HV2u23rG2PMR8nODv8jEflfbvc6xhgfeBT4nds99m5hjAnIUoP/PlkK/kqfAv5jsowIgO9kUNl3MN/7frIDpBsMRgreWuWu58jm0v6rFdv+FCtGEFYElqeAj4nIwhre0l1jB/rmlkQkNsa8QNZ/nxrsyxvc/oVbPPWuM2x9M1Dixmwlyx5bsWEn+sZky8P9l8CfEZFvXPe82BjzPNm/bSvdT3YiVa2TBpfrJCLWGPPg0s/X3b1IVk3xbxpjLpOljf3cOnf1fwA/A/yiMea/Ax4hS7X8qaUHDCbzPzS4mQMOG2MeB9oist4/hrvWkPXNdwCHgZcG1/+U7B+Uf7HOfe5q29g3GGMeIvt9mACqg98JROSl6x76Y2Tzkl5b777uBtvVN4NU2N8iK/rz68aYA4O74kH6E8aYf0JWIfAtYIxsmZ/jwP9rPfvcpb4XGCerMtlYeYcx5tfJvrf/YLDpnxhjFoBZ4L8hOyP/qTXu738AvmCM+ftkKdJ/hax4098c7DME/n9kaX3fC/gr+q62x0b9t7Vv7vDf+J8HftkY8w3g68BPkhXhur4w191uGPvm08B/aYw5R1aD4QngPyPLFtlLtrtv/hHwX5GlI7+34u9VW0Tag5//e+DXjDFfBD5PVhX9z5HN/VTrtdOTPnfThdsUBuHasv3/EdlQe5+spP+zZCMC3ze4/8Tg9uN3sN/HgC8NXusC2dn+lfcvvdb1lz/a6c9M+4ZnV+xrHvgV4NBOf157pG/eW+334rrHjJIVCvjxnf6c9krfDPZ5y79XwL8kO3MckaX1/TbwxE5/XtvcN58mm/u62n0fHHxm/+ng+nvJUpQjsiUpHlvx2B/hDpd1Af4y2dymaPB6n1xx31L/rnb56E5/Xndz39zis/+j6x73d1f83nwN+I6d/qy0bwSgSpYRcJZsesDbZGtg5zbyXnfbZQf65r2b9M0/ve5xP0pWG6NHNhDwF3b6s9rtFzP4YJVSSim1iwzSiz8PjItIfUcbo66hfTO8tG+Gl/bN3WFP5XsrpZRSSimllNoaGlwqpZRSSimllNowTYtVSimllFJKKbVhOnKplFJKKaWUUmrDNLhUSimllFJKKbVhGlwqpZRSSimllNowDS6VUkoppZRSSm2YBpdKKaWUUkoppTZMg0ullFJKKaWUUhumwaVSSimllFJKqQ3T4FIppZRSSiml1IZpcKmUUkoppZRSasP+/4DYjDCvv65tAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n_sims = 3\n", + "betas = [0.012, 0.016, 0.018]\n", + "\n", + "msims = []\n", + "for beta in betas:\n", + " sims = []\n", + " for s in range(n_sims):\n", + " sim = cv.Sim(pop_size=10e3, beta=beta, rand_seed=s, label=f'Beta = {beta}')\n", + " sims.append(sim)\n", + " msim = cv.MultiSim(sims)\n", + " msim.run()\n", + " msim.mean()\n", + " msims.append(msim)\n", + "\n", + "merged = cv.MultiSim.merge(msims, base=True)\n", + "merged.plot(color_by_sim=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, running this way lets you run not just different values, but run different values with uncertainty. Which brings us to..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Running with Scenarios\n", + "\n", + "Most of the time, you'll want to run with multisims since they give you the most flexibility. However, in certain cases, Scenario objects let you achieve the same thing more simply. Unlike MultiSims, which are completely agnostic about what sims you include, scenarios always start from the same base sim. They then modify the parameters as you specify, and finally add uncertainty if desired. For example, this shows how you'd use scenarios to run the example similar to the one above." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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7AXjuuee45JJLePLJJ1FKsXTpUn76059y3HHHAfDQQw/xpS99iSeffJKWlhbe9a538e1vf5voNn6zMnlZ7Pr161myZAm//e1vufbaa3nsscdYunQpP/nJT1i5cmXtnF29hxBCCCGEmH56IpiqVHDLZdzhEezubpy+Ptz+fpwRLxPpjqe8jB1sChiV4X02DVQw6mUZk0kvcEwmUIkkRtILJFUy6WUZ5yjQ0q7rBYwTgaNtewHxxPJbvx9VDQ5VQ4O3jDYYBJ/fq/Tq83nHTHyehWzp3kCCy23QWlOxN0/Vz46Az9jtv2i5XI5f/epXHHTQQTQ3NwMQj8e54YYb6Orq4oUXXuCiiy4iHo/zxS9+EYBzzz2Xo48+mh//+MeYpsmzzz5bCzzXrFnDWWedxTe+8Q3+4z/+g+HhYS6++GIuvvjiWrZ0Z3z5y1/me9/7HkuXLuXLX/4yH/rQh3j99dfx+XzTdg8hhBBCCLF92nG8fouVCrpSQVcsdLmMMzKMs2EDTm8/7tAgztAQzvAIWNXejGpS8KgMLysXDmE0NmI0N2M0NWE0NWE2e59VIoEyjLl7nq47Ketoe8tXLctrG1Jddqv8fvAHUOGwV8U1GvMquwYD1TYhAQgE5vR57G2U1nrHR+0DlFIJIJ1Op0kkEjs8vmw5/OOvn5v5iW3Ft95/JEH/zv324/zzz+dXv/oVoVAIgHw+T2dnJ7feeivHHHPMVs/53ve+x0033cSTTz4JQCKR4Nprr+W8887b4tgLL7wQ0zT56U9/Wht76KGHOPnkk8nn84RCoe0W9JnIXF5//fVccMEFAKxevZpDDz2Ul19+mWXLlu3UPYQQQgghxM7Tlhc06nIZXSqhi0XcbBY9OoY9MIAzOIg7PII7Noo7OooulbygcVIWUikvC2k0NdUCSLO5+nVjEyqZmLvMo9Ze0GhVqp8tsL3gUSvv/ajy+SHgR/n83v7GWDV49PshMCmIrCZVxNZlMhmSySRAUmud2d6xkrncB7z1rW/lxz/+MQDj4+P86Ec/4q/+6q94/PHHWbRoETfffDM//OEPWbNmDblcDtu2pwTYl112GRdeeCG//OUvOf3003nf+97HgQceCHhLZp9//nluvPHG2vFaa1zXZd26dSxfvnyn5ji5uFBnZycAQ0NDLFu2bNruIYQQQgixP9FaexnIUqkWSLr5gteeo1hEj47i9PXhjAzjDo/gjI2hs7mpwWOVCga9LGRbG2Zb26bPLc1zuuSztny1mmmlUpm6dLUaIBrJJCoa8XpQTmQkg9XA0e/fp/c51hMJLrch4DP41vuPnLN774poNMpBBx1U+/76668nmUzy7//+75xzzjmce+65XHXVVZx55pkkk0luuukmrr766trxV155JR/+8Ie57bbb+OMf/8jXvvY1brrpJt71rneRy+X4f//v//GZz3xmi/suXLhwp+fon/QboYm/3K7rLTuernsIIYQQQuyrtNa1DKQuFnFzOXQ67fWBLBRxhofRw8NeADk2hjMy4gVjSqGYFET6fKhkwgscW1urgWQrZmvrjLfl2O7zq7Yo0eUyulLNQmqv14gK+FGBYG3/pgqHq8tXqx9zOG8xlQSX26CU2umlqfVGKYVhGBSLRR5++GEWLVrEl7/85drjGzZs2OKcgw8+mIMPPphLL72UD33oQ/z85z/nXe96F8cccwyrV6+eErxOt9m4hxBCCCHE3kI7ztRAMptFpzNeIJnN4g4P1aqyuqPeslbcLbe6KZ8Ps7UVo6MDs6Mds6MTs6MdFQ7PwbPyTLQrqWUirWoQaRioarbRaEmi4nGMUAhCk4JIn4Qu9W6X/oSUUiZwJfARoAPoA24AvqG3s3lTKXUK8H3gUGBj9fgbNjvm74EvVK/7HPBprfXjkx4PAVcDHwSCwJ3Ap7TWg7vyHPZF5XKZgYEBwFsWe91115HL5XjHO95BJpOhu7ubm266ieOPP57bbruNW265pXZusVjkC1/4Au9973tZsmQJPT09PPHEE7znPe8B4PLLL+cNb3gDF198MRdeeCHRaJTVq1dz9913c911103L/GfjHkIIIYQQ9UoXi7j5PDqfx01n0NmMV2RnPIU7NIw7NoY77mUj3XR6SiZyggoFvSCyvR2zswOzowOjtXXOAjJvT+REJnLSclZUdblqoFr4J4kRDqFCIQiFvCBSCujstXb1p+1y4O+A84CXgOOAnwNp4IdbO0EptQS4DfgJcC5wGnC9Uqpfa31n9ZgP4AWfnwQeAy4B7lRKHaK1Hqpe6gfAOcD7qve7Dvgd8KZdfA77nDvuuKO2jzEej7Ns2TJ+85vfcMoppwBw6aWXcvHFF1MulznnnHP4yle+wpVXXgmAaZqMjo7y0Y9+lMHBQVpaWnj3u9/NVVddBXh7JR944AG+/OUvc9JJJ6G15sADD+QDH/jAtM1/Nu4hhBBCCFEPastbczncXA53dMzLRg4O4QwN4abGvLHRUdx8fotAUqFQiThmRwdmZ2ctkFQNDXNbXKdS2VRAqGyBAiMQgEAQo9qCRIUjXmGdiSBS2nfsc3apWqxS6lZgUGt9waSx3wJFrfVHtnHOPwPnaK0PmzR2E9CgtT6r+v1jwBNa64ur3xt4Gc5rtdbfUUolgWHgw1rr/6keswx4GViptX50J+a+S9VihRBCCCGE2FNTgslszgsaczmc/n6c3l6vamt/P26hsGVGUoHR3OwFkR0dmJ0dGB0dGHPYB7yWkZwoIlSxAC+QVKEgKpHwiuuEw95HKCTLWfdyM1kt9mHgE0qpg7XWf1FKHQm8GbhsO+esBO7ZbOxO4F8BlFIB4Fjg2xMPaq1dpdQ91XOpPu6ffB2t9StKqe7qMTsMLoUQQgghhJhpWmtvr2Quh5vLe8FkJoPd24vT14s7OIQ7MIBbKk0ttGOamG3tGJ0dtWyk2dEx58Vq9EQgWaoub9VgBANeddnWNoyGSYFkOCzZyP3crgaX3wESwCtKKQcwgS9rrW/czjkdwOb7IgeBhFIqDDRWr7O1Y5ZNukZFa53ayjEdW7upUiqItzdzQnw7cxRCCCGEEGKXaa3RhYK3XzKbrQaTWeyNG3H6+nAHB3EGBtCWNTWY9PvxzZ+PuWgRvsWLMOfNRwXmvt+iLpfRxRK6VATHAZ8fFQpjtrRsCiQjEQkkxVbtanD5frx9kx/G23N5FPCvSqk+rfV/TvPc9tSXgK/N9SSEEEIIIcS+Q7vuFsGkLhSwx8Zxu7txuruxe3rQtj0lmDSCQcyFC/EtWoS5aCFmV9ecLxfVrgvlspdpLZfRrvaWt0bCGG2LMBMJr3dkJOL1ixRiB3b1J/q7wHe01jdVv39BKbUIL5DbVnA5ALRvNtYOZLTWxWoG1NnGMQOTrhFQSjVslr2cfMzmvo1XJGhCHOjZxrFCCCGEEEJsQWuNzue9Za6ZDO7oGLpYwCmV0aNjOD0bsbu7cQcHYVIpEyMS8YLJxYvwLVqE0d4+55m+WouTQhFdrqAMUKEwKhrDXLAAIxZDRaNeMCkVW8Vu2NXgMgK4m405wPZ++h4Bzt5s7IzqOFrrilLqKbwqsr+HWkGf0/AqwgI8BVjVsd9WjzkEWDhxnc1prctAeeL7uaqeJYQQQggh9i7addHZLG4mgzM4hM6kccsVcBycoUGc7o3Ya9ehs9kp55ldnfiWLsV3yMFeZnKO339q2/aykqUSVCwwFCoSwWxq9NqARKPeRyg053MV+4ZdDS7/AHy5WkjnJeBovGI+/7Gdc34CXKyU+pfqcafiLa89Z9Ix3wf+Uyn1JPA4XiuSKF6bE7TWaaXUz4DvK6XGgAxwLfDIzlSKFUIIIYQQYnu066IzGZxUCndoCDeThUoF17Zwe3qx16/HXrcObGfTSX4/vgMPwH/wwfgOXooRn9sSH7XiO4Ui2Bb4fN5+ydY2jMYGVDSGEY2ggsEdX0yI3bCrweWngX8CfgS0AX3AT4GvTxyglLoSOF9rvRhAa71OKXUOXp/Kz+ItTb1wosdl9ZiblVKt1et0AM8CZ2mtJxf5uRQva/pbvEI9dwKf2sX5CyGEEEIIAVSXiW4eUNo2rnZxuzdivfwyTvfGKecYDUl8hxyC7+Cl+BYtmtO9iNqyvP2fpRLYNvj8GOEwRmcHRmMjRiSCisVkv6SYNbvU53KnLqjUfwJaa33+tF54D0mfSyGEEEIIoW3b2zuZSuMODuLmsmjLQfkM7I092K+8gr12LbjV98gKzAUL8B9yCL5DDsZoaZnTJaS6VMLN56FUBp8PIxJGNTVhJJIYseoyV+krKabRTPa53C7l/U07Ba/3pRBCCCGEEHOulqEcG8cdGsTNZtGOiwoGcAYGsV95Besvf5my5NWc14X/sMPwH7oCw3tjPTdzr1WnLYBtoUIhjHgC88BWjHgclUjMeaEgISZMa3CpvTTooum8ppgeN9xwA5dccgmpVGqnzzn//PNJpVL8/ve/3+lzrrzySn7/+9/z7LPP7vIcZ0qlUmHFihX84he/4I1vfONcT2eHPvjBD3L88cfzuc99bq6nIoQQQuy1tNZeQDk+7mUoMxm07aBCIdxUCmv1y9ivvIIuV2rnGC0t+A8/DP/hh2E2N8/d3G0bncujiwXQoKIRzM4OzKZmVCLuZSelAI+oQ1JjeC93/vnn8853vnOL8VWrVqGUqgWTH/jAB/jLX/4yu5PbTevXr0cpNW0B6k9+8hOWLFkyJbAcGxvj3HPPJZFI0NDQwAUXXEAul9vudUqlEn//939Pc3MzsViM97znPQwObtoW/Nxzz/GhD32IBQsWEA6HWb58Oddcc80W11m1ahXHHHMMwWCQgw46iBtuuGHK41dccQXf/OY3SafTe/bEhRBCiP2M1ho3m8Xu6aHy5FOUn3gSe/XLXsVUy8J67jny1/+Mwn/fjPXc8+hyBSOZJPjmNxL75CeIXfwpQqecPCeBpS6XcUZHcXr7cEdHUX4fvgMOIHDsMQSPP57AYYdhdnV67UIksNwnOK6mULZJ5SsMpot0j+QYzZZ3fGIdkwXZ+4lwOEw4HJ7racw6rTXXXXcdX//616eMn3vuufT393P33XdjWRYf+9jH+MQnPsF//dd/bfNal156Kbfddhu/+c1vSCaTXHzxxbz73e/mz3/+MwBPPfUUbW1t/OpXv2LBggU8/PDDfOITn8A0TS6++GIA1q1bxznnnMMnP/lJbrzxRu69914uvPBCOjs7OfPMMwE47LDDOPDAA/nVr37F3//938/QKyOEEELsO9xCAXc85S15HR/3CtyEw6hIGHvjRipPP43T01s7XkUj+A891MtQLlgwZ8GarlRwczkoFCEQwEgmMQ84ACORQMXjsndyH2E7LmXbpWK7VGyHYsUhX7IpWg4Vx8WyXbTWWI7mgLYYzfG9t5qvZC73EzfccAMNDQ1Txr7xjW/Q1tZGPB7nwgsv5B/+4R846qijtjj3e9/7Hp2dnTQ3N/P3f//3WJa1w/v99Kc/ZcGCBUQiEd7//vdvkYW7/vrrWb58OaFQiGXLlvGjH/2o9tiSJUsAOProo1FKccoppwDwxBNPcMYZZ9DS0kIymeTkk0/m6aef3u48nnrqKdasWcM552zqfPPyyy9zxx13cP3113PiiSfy5je/mWuvvZabbrqJvr6+rV4nnU7zs5/9jO9///uceuqpHHvssfz85z/n4Ycf5tFHvW44H//4x7nmmms4+eSTOeCAA/jIRz7Cxz72MX73u9/VrjORRb366qtZvnw5F198Me9973v5wQ9+MOV+73jHO7jpppt28CoLIYQQ+y9dKuEMDFB5/gUqjz+B9fxzOGNjEI2ilaLy8CNkr/khxf/7gxdYmgb+Q5cT+ciHiX/uMsLnnI1v4cJZDyy1ZeGOjXkZylQaIxrFf9ihBE84nsBxx+JbtAijsVECy72Q1ppSxallItcO5Xhh4zjPbhjnuQ3jPN89zit9GbpH82RK3vvpWNBHayJIR0OYcMDEneZiq7NNfmq3QWsN5TlKSweDM/4P3Y033sg3v/lNfvSjH/GmN72Jm266iauvvroW2E24//776ezs5P777+f111/nAx/4AEcddRQXXXTRNq/9+uuv8+tf/5o//OEPZDIZLrjgAj71qU9x44031u791a9+leuuu46jjz6aZ555hosuuohoNMp5553H448/zgknnMA999zDoYceSiAQACCbzXLeeedx7bXXorXm6quv5uyzz+a1114jvo2+Ug8++CAHH3zwlMcfeeQRGhoaOO6442pjp59+OoZh8Nhjj/Gud71ri+s89dRTWJbF6aefXhtbtmwZCxcu5JFHHuENb3jDVu+fTqdpamqacu/J1wA488wzueSSS6aMnXDCCXzzm9+kXC4TlF5UQgghBFCt9JpO44yMeK1DcnmUz4eKx1DhENYLL2I9/TRO/0DtHKO5icCxx+A/6iiMaHTO5q1zOdxcAeX3YSTimIsXYzY0eAV5DMn37G0cV1OyHEqWQ9lyyZUs8mWbsuVSrhaGUgoCpoHfZxAL+fCbaov3+GXLYe1gnu7RPH8ZyHLCAc0s7dh7O1tIcLkt5TJj/+/v5uTWTT/9MYRCO338rbfeSiwWmzLmOM42jvZce+21XHDBBXzsYx8D4Ktf/Sp33XXXFvsOGxsbue666zBNk2XLlnHOOedw7733bje4LJVK/OIXv2DevHm1e51zzjlcffXVdHR08LWvfY2rr76ad7/73YCXqVy9ejU//elPOe+882htbQWgubmZjo6O2nVPPfXUKff5t3/7NxoaGnjggQd4+9vfvtW5bNiwga6uriljAwMDtLW1TRnz+Xw0NTUxMDDA1gwMDBAIBLbI/ra3t2/znIcffpibb76Z2267bcp12tvbt7hGJpOhWCzWli53dXVRqVQYGBhg0SKpkSWEEGL/VSvMMzaGOzCIm82A1qhYDKOjHbe3l/LDD2O99BJYtneSz8S/YgWBY4/BXLRoTpa9asdBZ3O4hQLKUBjxBP7lCzYFlFLhda9h2a4XRNouxYpNtmRTKNtUbBfLcQEwDUXAZxAOGCQiPoxt/Mw5rqY/VaR7JE/3aIGBdImJ1pAV22XDSH7WntdMkOByH/DWt76VH//4x1PGHnvsMT7ykY9s85xXX32VT33qU1PGTjjhBO67774pY4ceeijmpH/8Ojs7eeGFF7Y7n4ULF9YCS4CVK1fiui6vvvoq8XicNWvWcMEFF0wJUG3bnuifs02Dg4NcccUVrFq1iqGhIRzHoVAo0N3dvc1zisUioV0I1KfLiy++yN/8zd/wta99jbe97W27fP5EkFkoFKZ7akIIIcRewS0WccfGcQYHcMfGwbJQ0QhGayu6VMJ67nkqTz+NOzxSO8doa/WylEccgRGJzPqctdbofB6dzYECIxbDv/QgjMYmjKQElPXOcTXlahBZthwKFYdcyaJkeXslnWrvU7+pCPjMbWYjJ9NaM5ar0D3qBZMbxwpYtjvlmMZogEUtURJhP0ctapzR5zjTJLjclmDQyyDO0b13RTQa5aCDDpoy1tPTMy1T8fv9U75XSuG67jaO3rGJzOi///u/c+KJJ055zNzBP7jnnXceo6OjXHPNNSxatIhgMMjKlSupVCrbPKelpWWLYLijo4OhoaEpY7ZtMzY2NiVTuvk5lUqFVCo1JXs5ODi4xTmrV6/mtNNO4xOf+ARXXHHFFteZXGF24hqJRGJKwaWxsTGAWhZXCCGE2B/oSgU3lcIZHsYdHvFacQSCGMkE+HzYr6+hcsed2H/5C1QzRvj9+A871MtSzp8/N1nKSgU3nYFKGRWNYi5ciNnWipFMyt7JOqS1rgWQZdulVHHIliyKlU0FdgAMBX6fQcA0iET8+MydW76cK9lsrAaT3aN5ciV7yuORgI8FzREWtURZ2BwhHvbeb49ky4T8e/cvIOSnfRuUUru0NHVvc8ghh/DEE0/w0Y9+tDb2xBNPTMu1u7u76evrqy1HffTRRzEMg0MOOYT29na6urpYu3Yt55577lbPn9hjufnS3j//+c/86Ec/4uyzzwZg48aNjIyMbHH+ZEcffTQ//vGP0VrX/rNZuXIlqVSKp556imOPPRaA++67D9d1twh4Jxx77LH4/X7uvfde3vOe9wBe9re7u5uVK1fWjnvppZc49dRTOe+88/jmN7+5xXVWrlzJ7bffPmXs7rvvnnIN8DKf8+fPp6WlZbvPTwghhNgXuNksztAQbv+AVz3VUKh4AqOxAXd0lPKfHqTy3PPobLZ2jjmvC//RRxM4/DDUHLxn066Lzma9fZ9+P0ZjI2ZHB2ZTI2o/rNBfzyrV5awlyyFbtMiWvL2RluNQTUYS8Bn4TYNY0Ic/sv1s5OZKlkPPaIHusQIbR/OM5aYmPnymwbzGMItaoixojtAan/n6KnNFgsv91Kc//WkuuugijjvuON74xjdy88038/zzz3PAAQfs8bVDoRDnnXce3/ve98hkMnzmM5/h/e9/fy3Dd9VVV/GZz3yGZDLJWWedRblc5sknn2R8fJzLLruMtrY2wuEwd9xxB/PnzycUCpFMJlm6dCm//OUvOe6448hkMnzhC1/YYXuVt771reRyOV566SUOO+wwAJYvX85ZZ53FRRddxE9+8hMsy+Liiy/mgx/8YC0g7u3t5bTTTuMXv/gFJ5xwAslkkgsuuIDLLruMpqYmEokEn/70p1m5cmWtmM+LL77Iqaeeyplnnslll11W24tpmmYtA/nJT36S6667ji9+8Yt8/OMf57777uPXv/71lH2Z4BUi2p3ltEIIIcTeQruul6UcGMAdHESXyqhYFKO9DRwH66WXqDz9DE73xto5KhLBf+QRBI4+CnOzGgazNu9iETeTRds2RiyO/+ClmM3NUpinTriupmg5lCoOhYpNumBRqDiULRvH1ZimIugzCQUMEqYPw9j1IK9iu96+ydE8G0cLDGXKtX2T4CWp2hJBFjZHWdgSoashvNNZz72dBJf7qXPPPZe1a9fy+c9/nlKpxPvf/37OP/98Hn/88T2+9kEHHcS73/1uzj77bMbGxnj7298+pdXIhRdeSCQS4bvf/S5f+MIXiEajHH744bWKqT6fjx/+8Id8/etf56tf/SonnXQSq1at4mc/+xmf+MQnOOaYY1iwYAHf+ta3+PznP7/duTQ3N/Oud72LG2+8kW9/+9u18RtvvJGLL76Y0047DcMweM973sMPf/jD2uOWZfHqq69O2fP4gx/8oHZsuVzmzDPPnPK8/ud//ofh4WF+9atf8atf/ao2vmjRItavXw94xYtuu+02Lr30Uq655hrmz5/P9ddfX+txCV5BpN///vfccccdu/bCCyGEEHsBbdu4o6M4vb04o6PgaoyGJKqpCWfjRiqrHsB68UWoVFufKfAtXUrg6KPwHXLInOxb1LaNzmbR+QIqFMRsa8PsaPdahlRXXIm5Ua5WbC1Wl7ZmilY1K+ktbQ34DII+g2gsiLkbgSR4ezEH0kU2jhbYOFqgP1Ws7b+c0BwLsqA5woKmCPObI3v98tbdpfRe3ktlZymlEkA6nU6TSOy95X1n0hlnnEFHRwe//OUv53oq0+r555/njDPOYM2aNVtU1a1HP/7xj7nlllu466675noqQgghxLTRpRLOyAhOTy9uKgU+E6OhAVyXyrPPUnniKdxJ212MpkYCxxyN/8gjMebovZsul725ui5GIonR1YnZ1ISxjRZoYmZprSlWHIqWQ6HsZSW99h8OLuAzFEGfQdBv7rDQzo6ULId1wznWDuVYP5ynslkRnkTYXwsmFzRHiYX2PGc3ki3T2RDmwPb6+vnKZDIThTeTWuvM9o6VzOV+qlAo8JOf/IQzzzwT0zT57//+b+655x7uvvvuuZ7atDviiCP453/+Z9atW8fhhx8+19PZIb/fz7XXXjvX0xBCCCGmhZvL4QwO4fT1obNZVCSM0d6GTqcp3Xc/1tNPo8vVPWp+P/5DVxA45mjMhQvnbF+aWyjgptMo04fZ1o7Z1ellKaU4z6yyHa8FiFe11SZdqFCynFqgF/AZhPwG8VBwt5a3bi5dqLB2KMeaoRy9Y0XcSUm4cMCsBpNeEZ5kxL/P7pvcE5K53E8Vi0Xe8Y538Mwzz1AqlTjkkEO44oorar0nhRBCCCF2l9Yad3xiP+UAulhCJeIQi+F2d1N+5FHsV1+F6ttQo6WFwIknEDji8DkpzjMxZ53LoTNZVCiI0d6Br7MD1dAgQcQsmSi8U6g4ZAsWmZJFyXKwHY1hQMhvEvQZBHzGtPyZaK0ZzJRYO+gFlCPZ8pTHm2NBDmyPcWBbjPZkaMZ/DiRzKfZa4XCYe+65Z66nIYQQQoh9iHYc3LExbz/l8Ai4LiqZwEgksF58icqjj+IMbGrJ5TvoQAJvOBHfQQfNWQCnXRedyaBzOVQshm/pQZjt7bL0dRbYjkuh4pAv24znK+RKNqWKjaa6xNVvkoz48U9jMRzbcekZK7BmyFvyOrlNiFKKeY1hDmyPcUBrjIao7KfdVRJcCiGEEEKIPaItC3dkBLu3D3d0BAwDo7ERXS5TeexxKk88gc5Xi+T5fQSOOpLAiSdizmE/Z+04uKkUulTGTCYwDz0Us60NQ9qIzBjX9fZM5ss2mWKFVMHrLelojd9UhP0mLfHpWeI6WaZosX44x7rhPBvHCrU+luD1sVzcEuXAthiLW2OEA/tnIZ7pIsGlEEIIIYTYLbpcxhkextnYgzOeQgUDGK2tuMPDFG+7HeuFF6Hat1olEwSPPx7/scdgRCJzN+eKhZsaB8fxelMefAhma4tUfZ0BWmvKlku+bJMtWYznKxQr3p5J04Sw36Qx6p/2Nh2Oq+kdL7B+OM/64TyjuanLXWMhH0taYxzUHmN+U2S/aRMyGyS4FEIIIYQQu8QtFnEGB3E29qJzGVQ4jNnZjtPfT+Gmm7Ffe712rLlgPoE3nIh/+fI5aSMC1f2UhQI6kwVDYTY3Y86bh9HcLEV6ptlEW5B8yWK8UCFfcijb3i8YwgGTWMhHwDf9wZyXncyzfiRH9+jU7KRSis6GEEtaYyxujdIaD8o+2hkif5uEEEIIIcROcbNZL6js66vuUYxjdHbi9PVRvv2Pm4JKQ+E/9FBvP+X8+XM2X+043n7KQgEViWAuXOjtp2xIogzJVk2HcrWaa2Fi32S1NQh41VzDAZNkxDftwZzjavrGC6zbRnYyEvSxuCXKktYoC1uie0XfSXcfKLQqwaUQQgghhNgmrTU6lcIeGMQd6EeXyqhEHGPePJzeXsq33jo1qDzySIJvOQmzqWnu5lwq4abTtf6UvgMOwGhuntPluPuKHQWTIb9JIuzDmIHMYK5ks37E6zu5YWRq78kp2cmWKK2J+s9Ouq72enZWbByXWiXcvZkEl0IIIYQQYgvadb3Kr/39OINDaMfGSCYxm5uxe3oo/+//1VVQqV0XncvhZnIYwYDXn7KzA6OpSZa+7gHbccmVbPJlm1S+QnaLYNIgEQ7OSDDpas1AqsS6YS+gHMqUpjweCfhY3BplcWuUhc3RvaIYT8V2KVRsypaLUl4Ro45kmGQkQCzo2yuew/bI3zSxR5RS3HLLLbzzne+c66nU/OxnP+Pmm2/mrrvumuup7NDIyAgrVqzg6aefZv4cLhsSQgghJmjLwh0dxe7rwx0ZAaUwkklUKITd00Pxd7fUV1BpWbjpNLpcwYjF8B+yFLOlBZVI1H3mql7ZjkumaJEpWozkyhRKNq6GoH9mg0mAYsVm/Ui+lp0sVpzaY0op2pMhllQDyvbEzPee3FOu1pQq3j5Uy9UETINI0EdXQ4B42E8s6MO/l2crJ5Pgci93/vnnk0ql+P3vfz/XU9lt0/kcSqUSX/nKV/jNb34zZfw3v/kNX/nKV1i/fj1Lly7ln//5nzn77LO3e61Vq1Zx2WWX8dJLL7FgwQKuuOIKzj///Nrjf/rTn/jud7/LU089RX9//xZBtmVZXHHFFdx+++2sXbuWZDLJ6aefzne+8x26uroAaGlp4aMf/Shf+9rX+NnPfrbHz18IIYTYXbpUwhkZ8Sq/plKogN8reOP3e5nKVQ/UV1BZKuGOp0CB0dSM2dmJ2dyECoXmZD57u4rtki1ZpAsWY7kyhYqD1ppIwKQ5HsSc5vYgk+VKNq/0ZXh9MMtAuoSetPcw5DdZVN07uaglSiRY/+HLRP/OicA45DdpjodojPqJBf2EA+a0t1upF/X/pyPELvif//kfEokEb3rTm2pjDz/8MB/60If49re/zdvf/nb+67/+i3e+8508/fTTHHbYYVu9zrp16zjnnHP45Cc/yY033si9997LhRdeSGdnJ2eeeSYA+XyeI488ko9//OO8+93v3uIahUKBp59+mq985SsceeSRjI+P89nPfpa//uu/5sknn6wd97GPfYxjjz2W7373uzTN4f4UIYQQ+yc3n8cZGsLp6dtU+bWjHWWaOH19lO67vw6DynEwfZjzujC7ujAaGqRAz24oWQ65ks14vsx43qJYsVEoIkGTllhgRgMg23FZM5hjdW+aDaOFKQFlWyLE4tYoS1pjdCRDe0UgZjley5VSxcU0IBr0s6glVMtOBveCgkLTQel9oCrRzlBKJYB0Op0mkUjM9XSmzY6yfg888ABf+MIXeO6552hqauK8887jG9/4Bj6fj1tvvZWPfOQjjI6OYpomzz77LEcffTSXX3453/nOdwC48MILKZVK/OpXv9rq9ZVS/OhHP+L//u//WLVqFZ2dnfzLv/wL733ve2vHbNy4kc997nPcddddGIbBSSedxDXXXMPixYu58sorueqqq6Zc8/777+eUU07h8ssv55ZbbqGnp4eOjg7OPfdcvvrVr+L3+7f5erz97W9n+fLlfPe7362NfeADHyCfz3PrrbfWxt7whjdw1FFH8ZOf/GSr17n88su57bbbePHFF2tjH/zgB0mlUtxxxx1bfR12ZnnwE088wQknnMCGDRtYuHBhbfyAAw7gy1/+MhdccMF2zxdCCCGmi5tOYw8M4PYPeNVU4zFUPI4yDJzRUcr33of10mrv4DoJKp3xcZTpw+zswNfVhWpoqPtlkfWmWLHJlmxSuQrjhQoly8FQXnXVcMCcseWu4BWH6ksVWd2b4bX+DOVJBXm6GsMs70pwQFuMWGjb7/XqyURxo7Ll4jMVsaCf5niARNhPNOjbZ/pnZjIZkskkQFJrndnesZK53AatNZZrzcm9/YZ/Wv6h7O3t5eyzz+b888/nF7/4Ba+88goXXXQRoVCIK6+8kpNOOolsNsszzzzDcccdxwMPPEBLSwurVq2qXeOBBx7g8ssv3+59vvKVr/Cd73yHa665hl/+8pd88IMf5IUXXmD58uVYlsWZZ57JypUrefDBB/H5fHzjG9/grLPO4vnnn+fzn/88L7/8MplMhp///OcAtexdPB7nhhtuoKurixdeeIGLLrqIeDzOF7/4xW3O5aGHHuJv//Zvp4w98sgjXHbZZVPGzjzzzO0uw33kkUc4/fTTtzjnkksu2e5rsSPpdBqlFA0NDVPGTzjhBB588EEJLoUQQswo7bq44+M4fX24Q8O4lQpGMoHZNA/wWo2UHvgTlaefBscFBf4jjiB4yslzF1QWizipFIbPj2/BAi+oTCYlqNxJrqspVGxyJZvRXJls0aZkO/gMRSRgkgjPfFXVdKHCy30ZVvdmSBcqtfFE2M/yeUlWdCVoiAZmdA7TQWtNyfIK8lRsl6DfJB70eRnKkI9o0LdXZFlnkgSX22C5Fv/8+Lfn5N6Xn/AlAuae/wX70Y9+xIIFC7juuutQSrFs2TL6+vq4/PLL+epXv0oymeSoo45i1apVHHfccaxatYpLL72Uq666ilwuRzqd5vXXX+fkk0/e7n3e9773ceGFFwLwT//0T9x9991ce+21/OhHP+Lmm2/GdV2uv/762j9cP//5z2loaGDVqlW87W1vIxwOUy6X6ejomHLdK664ovb14sWL+fznP89NN920zeAylUqRTqdr+xknDAwM0N7ePmWsvb2dgYGBbT6nbZ2TyWQoFouEw+HtviZbUyqVuPzyy/nQhz60Rfa8q6uLZ555ZpevKYQQQuwMrbUXVG7swRkaBK0xGhrwVfcn6lKJ8p8fpvzIo2B5v1z3LT2I0OmnYW72//OszblYxBkfx/AHakGlsdkvZ8XW2dUlmpmixWiuQr5sYdlute+kb0b6Tm6ubDm8Npjl5d4MPWOF2rjfZ3BwR5wV85LMawzX/S8JtNYUK16G0nY1IZ9JQyRAcyxIPOQnEjTr/jnMJgku92Evv/wyK1eunPID/6Y3vYlcLkdPTw8LFy7k5JNPZtWqVXzuc5/jwQcf5Nvf/ja//vWveeihhxgbG6Orq4ulS5du9z4rV67c4vtnn30WgOeee47XX3+deDw+5ZhSqcSaNWu2e92bb76ZH/7wh6xZs4ZcLodt29td0lwsFgEI1eFGfsuyeP/734/Wmh//+MdbPB4OhykUCls5UwghhNgz7vg4dk8PzsAgaNdrzRHwfomtLYvKE09SfvBBdMH7f9ScP4/QGafjW7x4buZbKOCmUhiBAL6Fi/DN68LwluSJ7ShbDrmyXSvIU6z2TgwFDOIh/6z0T6zYLuuHc7w2mGXtUB7b8Za9KqVY0BxhxbwEB7bF676Xo1sLKG0cRxMK+GiNh2iMBYiHfIQDEkJti7wy2+A3/Fx+wpfm7N6z5ZRTTuE//uM/eO655/D7/SxbtoxTTjmFVatWMT4+vsOs5Y7kcjmOPfZYbrzxxi0ea21t3eZ5jzzyCOeeey5XXXUVZ555Jslkkptuuomrr756m+c0NzejlGJ8fHzKeEdHB4ODg1PGBgcHt8iU7sw5iURil7OWE4Hlhg0buO+++7YaII+NjW339RBCCCF2lZtOY/f24vT1g2N7QWUwCHjLY63nnqd8/yrcdBoAo6WF0Omn4lu2bE4yMW6hgDuewggG8C1ajK+rU4LKHShWbLJFr//kxP5JhSIcMGiMBmZlz1/Fdlk3nOO1gSzrhjcFlABNsQAr5iVZ1pkgHq7vfZS1gLJs42gI+03aE2Eao17LkNB+UpBnT0lwuQ1KqWlZmjqXli9fzm9/+1u01rX/JP785z8Tj8drPRUn9l3+4Ac/qAWSp5xyCt/5zncYHx/nc5/73A7v8+ijj/LRj350yvdHH300AMcccww333wzbW1t28w6BgIBHMeZMvbwww+zaNEivvzlL9fGNmzYsN15BAIBVqxYwerVq3nb295WG1+5ciX33nvvlP2Sd9999xYZ18lWrlzJ7bffPmVsR+dszURg+dprr3H//ffT3Ny81eNefPFFTjnllF26thBCCLE1bjbr9ajs7cWtVDCbNrXn0Fpjv/oqpXvvwx0aBkAl4oTe+lb8Rx6BMmf/DXQtqAwF8S1e7GUq96Hii9OtVHHIlCxGs2XSBYuS5eAzFeGASesM9p+crGw5rBvO89pAlvUjUwPKZCTAwR1xDuqI1X0fyomAMl/22q6EAz46GsI0RoPEQ/tPhdfptMvBpVJqHvDPwF8BEeB14GNa6ye3c84pwPeBQ4GNwDe01jdsdszfA18AOoDngE9rrR+f9HgIuBr4IBAE7gQ+pbWeml7aD6XT6doy1AnNzc186lOf4l//9V/59Kc/zcUXX8yrr77K1772NS677DKMarnuxsZGjjjiCG688Uauu+46AN7ylrfw/ve/H8uydipz+Zvf/IbjjjuON7/5zdx44408/vjjtZ6N5557Lt/97nf5m7/5G77+9a8zf/58NmzYwO9+9zu++MUvMn/+fBYvXsydd97Jq6++SnNzM8lkkqVLl9Ld3c1NN93E8ccfz2233cYtt9yyw7mceeaZPPTQQ1MCyc9+9rOcfPLJXH311ZxzzjncdNNNPPnkk/zbv/1b7ZgvfelL9Pb28otf/AKAT37yk1x33XV88Ytf5OMf/zj33Xcfv/71r7nttttq5+RyOV5//fXa9+vWrePZZ5+lqamJhQsXYlkW733ve3n66ae59dZbcRynts+zqamJQHVJUqFQ4KmnnuJb3/rWDp+fEEIIsS1uPo/T34+zsQe3WMJoasDX0lJ73O7poXTnXTjdGwFQ4RDBk95M4IQTUNupxD5TansqAwEJKnegbDlkihbjuQpj1Qylz1BEg7Ozf3JiDmuHvCWvG4bz2O6mjhMNkQAHd8ZZ2hGnNT7zBYL2hFfgyKFQdtBoIgEfXQ0hL6AMz87y4X3ZLgWXSqlG4M/A/XjB5TCwFBjfzjlLgNuAnwDnAqcB1yul+rXWd1aP+QBe8PlJ4DHgEuBOpdQhWuuh6qV+AJwDvA9IA9cBvwM2NTTcT61ataqWKZxwwQUXcP3113P77bfzhS98gSOPPJKmpiYuuOCCKYVyAE4++WSeffbZWuasqamJFStWMDg4yCGHHLLD+1911VXcdNNNfOpTn6Kzs5P//u//ZsWKFQBEIhH+9Kc/cfnll/Pud7+bbDbLvHnzOO2002qZzIsuuqhWVCiXy3H//ffz13/911x66aVcfPHFlMtlzjnnHL7yla9w5ZVXbncuF1xwAccddxzpdHqiZDJvfOMb+a//+i+uuOIK/vEf/5GlS5fy+9//fkqPy/7+frq7u2vfL1myhNtuu41LL72Ua665hvnz53P99dfXelwCPPnkk7z1rW+tfT9Rkfa8887jhhtuoLe3l//7v/8D4Kijjpoyz4l2KwD/+7//y8KFCznppJN2+FoLIYQQm3OLRZy+fpyejeh8AdXYgK95U2VXN5WmdM89WC9U22v5fQRPPJHgSW+uZTRn00RLEcPnlz2V22HZrhdQ5suM5qotQwyIBnwkZ6HCK3i9G9cM5ni1P8OGkTzOpICyMRpgaUecgzvitNR5QOm4mmLFJl/2VspFgz7mNYVpiAZmbT/q/mKX+lwqpb4DvElrvdPvgpVS/wyco7U+bNLYTUCD1vqs6vePAU9orS+ufm/gZTiv1Vp/RymVxAtkP6y1/p/qMcuAl4GVWutHd2Ie+2SfS7Gl973vfRxzzDF86Utzs2d2V73hDW/gM5/5DB/+8IfneipCCCH2IrpUwh4YwNm4EZ3NoZIJjEkF9HS5TPmhP1N+5BGwbK+tyFFHETr1rXOSIZzSp7KrU6q/boXteAFlquAtey1UbJRSRIPmjPegnOBqzcbRAq/0ZXhtMIs1qRdlcyzIQR1xlnbEaInVf0BZKNsUKg5KeW1XmmJBGiJ+4iE/fgkod9pM9rn8a7yM4m+Ak4Fe4Eda63/fzjkrgXs2G7sT+FcApVQAOBao9f3QWrtKqXuq51J93D/5OlrrV5RS3dVjdhhciv3Hd7/7Xf7whz/M9TR2ysjICO9+97v50Ic+NNdTEUIIsZfQloUzNISzYQNuKo1KxDHmddXe6GvXxXrmGUr33ofOe5XIzSWLCZ/5NszOztmfb6mEOz4Opg/f/Pn45s2ToHKSyQHlWK5MvmyjUESCJq2J2dlDCTCcLfFKb4ZX+jPkSnZtPBkJsKwrwSGdcZpjwVmZy+6yHZdCxaFYcVBANORnUUuIZMSr8jobBY72d7saXB4A/B3eEtZvAccDP1RKVbTW/7mNczqAzfdFDgIJpVQYaATMbRyzbNI1Klrr1FaO2WrJT6VUEG9v5oT41o4T+57Fixfz6U9/eq6nsVNaWlq22bdTCCGEmEw7Du7wMHZ3N87IKEY0gtHViTI2vWG216yheOdduIPeriKjuYnQ287Ad8ghs55l8oLKFJgm5rx5+ObNQzU01HW2a7ZYtku2NDWgBIgGTVrjQQxjdl6jXMnm1f4Mq3vTjGTLtfGQ3+TgzjjLu5J0NtR3UZ6Jnp7FiotZ3Ye6pDVMIuwnJgHlrNvV4NIAntRa/2P1+2eUUofh7ZXcVnA5V74EfG2uJyGEEEIIsSe01rijozjd3ThDwxDwY3Z2TKns6gwPU7rrbuy/vAZUi/WccjKB44+f9QqwumLhjo2CMjC7OjHnzcdolKDSsl0yJavWh3KuAsqK7bJmMMvqvgwbRwtMbJEzDcWS1hjLuxIsbo3WdVDmam/Ja77sYChFLOSjqzFSDSj9mLP0Woot7Wpw2Q+s3mzsZeA92zlnAGjfbKwdyGiti0opB3C2cczApGsElFINm2UvJx+zuW/jZVgnxIGe7cxTCCGEEKKuuKkU9saNONVq40Zry5TKrm4+T3nVA1SefBJcDaZB4IQTCL7lJIxIZFbnqh0Hd2wMbBuzvR1z4UKMxsb9OqicCChT+QpjuYq3h3JiyessBpSOq+kezfNKX4Y1gzmsSa1DuhrDLO9KsrQjTjhQ3603SpZDtmThul5RnsUtURqiAQko68iuBpd/BjYvH3owsL0GhI8AZ282dkZ1HK11RSn1FF4V2d9DraDPaXgVYQGeAqzq2G+rxxwCLJy4zua01mWglt/fn/9hE0IIIcTexc3lsHt6cXt70baF0dSECm7a7aMti8rjj1P+00PoUgkA37JDCJ1xOuak9iOzQbsuOp3GLRQxW5rxLVqE0dIyZbnu/sR2XNJFi/FcmfG8NWcBpdaa/lSJV/ozvNafpVDZtI+yIRJg+bwEy7oSNETqu6+77bjkSjZFyyHkN2mNh2mJB0mGpShPPdrV4PIHwMNKqX8Efg2cAHyi+rEtPwEuVkr9C/AfwKnA+/Haikz4PvCfSqkngcfxWpFEgZ8DaK3TSqmfAd9XSo0BGeBa4JGdqRQrhBBCCLE30MUidrWtiJsvYjQ1YE7KQGrH8Yr1rPoTOpsFwOzsIHTm2/AtWTLr83WzWXQ6g9GQJHDEQZhtbXPSM3Ouua729lDmKwznyuRLXkAZDc1uQAkwlivzSl+GV/qzpAuV2ngk4OOQzjiHdCXoSNb3Pkpv2atDvmxjKEU87GdhS4yGiJ9IcFfDFzGbdulPR2v9hFLqXXhLTr8KrAMu0VrfOHGMUupK4Hyt9eLqOeuUUufgBaafxVuaeuFEj8vqMTcrpVqBr+MV6HkWOEtrPbnIz6WAi5e5DOJVnP3UrsxfCCGEEKIeacvCGRjAXt+NzqZRySS++V2bHtca68WXKN93H+6Y117cSCYJvvUU/EceMetZQrdQwB0bx4hG8C1fhq+zc056Zs4lXQ2A0kWLoUyJXMnCcTXhgElLPDiryzRzJZu/DGR4pS/DYLpUG/f7DA5qj7OsM87C5uisBrm7o2w5ZEs2jquJBHwsaI7SHPN6Udb73IVnl/pc7tQFlfpPQGutz5/WC+8h6XMphBBCiHqjXderALthg1cBNhZDJROb2opojf2X1yjde2+tAqyKRgi+5S0EjjsW5ZvdLI6uVHBHx1A+H8a8efjmz8OIxWZ1DnOtZDlkChYj2RKpokXZcgj7TaIhH/5ZLIJjOS6v9Wd5uX9qYR5DKRa3RlnWmWBJW4xAnS8ddbUmV7IplG0CfpOGSIDWeJBkJFD3c99fzGSfy+1S3r+EpwBvns7rCiGEEELsa9zxcezujTgD/eDbsgKsvX49pXvvw+neCIAKBQm86U0E33AiKjC7++S04+COjoLrYnZ04Fu4AKOxcVbnMJcm9lGO5cqM5SoULQe/qYgFfTRFZ/fPYjxf4fnuFC/1pilbTm28syHMsq4EB3fE94qloxXbJVu0sF1NNOjjwPY4TdEg0VD9z11s27T+6WnvVyaLpvOaQgghhBD7ErdQwOnpwdnYg7ZtjOYWVGDTPkWnr5/Svfdiv77GG/D7CJ54IoE3vXH2K8C6LjqVwi2WMFtb8S1aiNHcvF8U69HVjNp4vsJQpkS+bKOUIhY0SYSDs7pn0XU1a4ZyPN+dons0XxtPRvwcOi/JIXtBYR6oLiWueEtffYaiMRqgLRGiIRKQ4jz7CPnVgBBCCCHELNi0r3IDOptFNTVOKdbjDI9Qvv8+rJde9gZMg8AxxxA8+S0Y8fisz9fNZNCZLEZjA4GlB2O2t836Mty5ULYc0gWLoWyJdKGCZetZ70U5IVeyebEnxQsbU+RKXrVXpRRLWqMcubCBRS3Rui7MM8F2XLIlm7LlEgn6WNQSpTkWJB7y7RXzFztv3/8XQgghhBBiDm1tX6Uxr6v2ptrNZinddz/WM8+ABhT4jziC0CknYzQ1zfp83UIBPZ5CRSP4Viz3ivVMaoOyL5qo9jqaqzCSLVOo2PhNRTzkn/V9f1presYKPNedYs1gDre6lzIS8HHYgiSHL2ggEd47KvIWKzbZooNSmmQkwAFtIZKRACF/fffTFLtPgkshhBBCiBniplLYG7q3uq9SWxblhx+h/NBDULGAaq/KU0/FbG+b9bl6xXpGUT4/5gFL8M2fjxGNzvo8ZlOxYpMqWAxnSqQLFq7WxEI+2hOzu+wVvIzp6t40z3WnGM9vaiEyrynCkQsaOKgjPqsVaHeXVe1LWbYcQn4fnY0hWuMhEmGp+Lo/kOBSCCGEEGKaucUizsaNOD09aGvqvkqtNdYLL1C651502iu8aM6fR+isM/EtWDDrc51arKdzny/WYzsumaLFaK7MaLZCyXYI+gwao358s1jtdUKqUOHZ9eO82JPGclzAayGyoivBEQsbaYnXf9bYdTX5sk2h4mAaikTYz+JWry9lOCDhxv5E/rSFEEIIIaaJtm2cwUHstevRuSyqoQGzZdO+Sru7m9Kdd+H09ALVXpVnnI7/sENnPVO2PxXrmehJOZ4vM5wtk63uX4yHTJKR2c9SAvSnijy9fozXBnK1NiIt8SBHLmxgWVey7ttwaK0pVhxyZcfL+AZ9LG6J0hCVvpT7MwkuhRBCCCGmgTM2jrN+HfbgEEY0gtHVuWlf5fg4pbvvwXpptXdwwE/oLScReMMbUP7Z3z/nZrPodAajIblPF+up2C7pQoXhbJlUoeIVlAkYNMcCc7LEVGvN2qEcT60bo3e8WBtf3Brl2CVNLGiK1H2Bm4rtkitZVGxNKGDS2RCiKRYkGZ6bzK+oL/vevyJCCCGEELNIF4vYGzdid28E7U4J1HSpRPnBhyg/+ijYDii8CrCnvhUjFpuTuTqjYxjRCL7ly/B1de1zxXomivOM5ysMZ7ziPD5DEQvNfk/KCbbjsro3w9Prx2r7KU1DcUhngmOWNNIaD83JvHaW7bjkyzbFioPfZ5AMB2hNBEmGA4QCUpxHbCLBpRBCCCHEbtCuizswiL1+HW4qjWpqrPWh1I6D9cwzlO67H50vAOA7YAmhs87EbG+f/blalrev0jDxHXAAvgX7XrGeYsX2WohMKs4TDZq0JoIYc5QNLJRtnt+Y4tkN4xQrDgBBv8kRCxo4alEjsVB9vxUvVmyyJW/e8ZCPeY0RGqIBokFpISK2rr5/ooUQQggh6lCtCmx/PyoUnNJaxF67luIdd+IODgFgtDQTetvb8B28dPb3VToO7vg4VCqYHR2YCxdhNu07xXpsxyVdtBjbrDhPQ9SPfw6XaI7nKzy9fozVvRnsapGeRNjPMYsbOXR+Q13vp7Sr1V6LlkPY76OzIURzLEhClr2KnSDBpRBCCCHETtLlMnZPD053N7pSwWhtqe2ZdHM5SnfcifXCiwCoSJjgyScTOP64WvuR2eRmMuhMFqO5Cd+KFRhtbftEsZ7JxXmGMmWyJQul1JwW55nQnyry1LoxXh/cVKSnPRni2CVNLG2P122Rm1pxnpKDUhAP+VnYEqMxKtVexa6RnxYhhBBCiB3Qros7PIy9dh3u+DiqIYnZ3Ow9pjXWU09RuvtedKnk7as84QRCbz0FFQ7P/lyLRdyxcVQ0gm/Fcm9fZWBu9hpOJ8v2spTDmRLjhQoVyyUSNGmJB+e0/6PWmnXDeZ5cN0bvWKE2fkBbjGOXNDGvMVy3S0inZCkDXk/KlmpPyr2hp6aoPxJcCiGEEEJsh5vNYq9fj9PXB36/VwW2mgF0Bgcp/uFWnI09AJhdnYTf8XbMrq5Zn+fkfZXm4sVev8q9fF+l1ppsyWY857UQyZdtTEMRn8PiPBNsx+WV/gxPrxtnNFcGvCI9y7oSHLukieZYfRZKmshSZks2hoJ4OMAi6Ukppon8BAkhhBBCbIUul7H7+nA2dOOWipgtLbUMoK5UKK96gPIjj4CrUcEAwVNPJXDC8bO+9FS7Lu7YGJQrmJ37xr7KsuV4xXmyJdKFCpZdLc4TD8750tKy5dSK9OSq/TKDPoPDFzRw9OJGYqHZby2zMyaylCXbJeQ3mdcYpiUeIi5ZSjGNJLgUQgghhJhEuy7u4CD2+g3eEthkAl/Tpkyk9epfKN1+O24qDYB/xXJCf3UWRiIx63Ot7atsbNzr91VOtBAZzVUYyXotRPymIh7y10UBnGzR4pkN47ywMUXF9or0xEI+jl7UxOELkgT99dmSYyJLqYB42M+i1hCNEWkhImaGBJdCCCGEEFXu+Dj2hg04A4MQDExZAuum0xT/eAf2y68AYDQkCZ19Nv5DDp71eepSCWdkDCO29++rtGyX8XyFwXSRVK2FiI+2OWwhMtlotsyT68Z4tT+D43pFeppjQY5b0sQhXYm6zPpNBOpFyyXkM+lIhmiJB0lGAnU5X7HvkOBSCCGEEPs9t1jE2bgRZ2MP2rGnVIHVjkPl8ccp3Xc/VCwwFME3riR48smzHtBp2/b2VaLwLV6Eb9HCvXZfZb5sM5YrM5gukStZBOqghchk/akiT6wdZc1grjY2vynCsUuaWNIarcsiPWXLIVOycF2v4uu8xgiNsSDRoLzlF7NDftKEEEIIsd/Sto0zMIC9bj06l0M1NmBGIrXH7d5eSn+4Dae/HwBzwXyvYE97++zOU2t0KoVbKGK2t+FbtAijqakuA5ztcV1NpmgxnC0xmq1QtByiQZO2ZKguspRaa7pHCzyxdpSNo17lV6UUB7V7lV87G2a/+u+OuFqTL9nkKzYB06QlFqItESIZkb6UYvZJcCmEEEKI/Y7WGnd0FHv9BpzhYYxoxFsCWw1w3Hye8j33UnnmGdCgQiFCZ5yG/9hjZz2gc/MF9Pg4Kp4gcMThmO3tKN/e9RbOsl3GCxWG0iXG8xW0hnjYR0O0PorfaK1ZM5jjibWjDKRLABiGYllnguMPaKKpDiu/li2HXNnGsl1iIT8HtMZpigWIBn173S8dxL5j7/qXSQghhBBiD7nZLHZ3t9daRCnMjnaU6RU30Y5D5amnKN97v9ezEvAfeQSht52BEYvN6jx1xWstovw+fEsPwjd//pz0zdwTherS14E6XfrquJpX+zI8uW6s1k7EZxocPj/JMUuaSITrI/id4LiafNmmUM1SNkQCtCZCNEQCdVH0SAgJLoUQQgixX9CVCnZvr9dapFjEbG5ChUK1x+0N3ZRuv90r5gOYHe2Ezj4b36KFsztP18UdH4dyGbOzy9tX2dAwq3PYExPFZIYzJUbqcOkreG05XuxJ89S6MTJFC4Cg3+TIhQ0cvaiRSB3tUdRaU7IcsiUHrTXxkJ8D2+I0RiVLKepP/fzNEUIIIYSYAdp1cYeHsdevxx0d26K1iJvNUrr7Hqznnge8JbDB004lcNyxs97Ww81m0emM11pk+fK9qrWI7bikChYD6SLjuQqu1iTCPhqioR2fPEvKlsNz3SmeWT9OoeL1qIwEfRyzuJEjFjTUVTsRa6IvpeUQ9vvoSIZojgdJhmUvpahfElwKIYQQYp/lZjJea5H+fvD5prQW0Y5D5dHHKD/wALpcAQWBY44heNqps16BVZfLOKOjGKEwvuXLvNYiwfrb57c1JcthPF9hIFUkU7TwGYpkpD56U07IFC2eWT/OCz0prGqPykTYz3EHNHHovGTdBGuu1hTKDvmyjaG813Fxa4yGiJ9wQN62i/onP6VCCCGE2OdMWQJbKmK2tExpG2KvXUvx9j/iDo8AYM6fR+jsv8I3b97sztN1ccfGwLbxLViAb+FCjHh8Vuewu/Ilm5FsicFMmULZJhQwaIkH66qP4kCqyFPrx3htIIfWm3pUHn9AEwd31k+PSstxyRQtLNslGvSzoDlKcyxAPOTHqJM5CrEzJLgUQgghxD5Da407NLTtJbCpNKW77sJ6aTUAKhIhdMbp+I8+ag6qwObR4ylvCewBS7wlsHW+f26ilchQpsRIrkzFdogF/bQng3Uzd1dr1g7meGr9GH3jxdr4wpYoxy5uZFFL/fSoLFZsMkUvS9kYDdCWlOI8Yu8mwaUQQggh9gluNou9fr23BNb0YXR2bKoCa9tUHnmE0gMPgmV5S2BPOIHQW0+Z9Qqs2rJwR6pVYA852KsCW+dLYG3HZTxfYXBSK5FExEdTNLDjk2dJxXZZ3ZvmmfXjpAoVAExDcUhngmOWNNIar4+9n67W5Eo2+bJD2G/S1RimNR4iEZYspdj7SXAphBBCiL3aDpfArlnjLYEdGQXAXLSQ8Nl/hdnRMbvz1BqdTuPmCvi6OvAtWoTR2Dirc9hVZcthNOftp8yWLHymqqtWIgC5ks1z3eM8352iZDkAhPwmRyxs4MiFjcRC9fF2164ufa1U+1Ie1B6jKRYkWkeVaYXYU/LTLIQQQoi90g6XwKbTlO6ctAQ2FiX0tjPwH3HErC+L1KWSN8dYnMCRh2N2bMqq1qNC2WYkW2YwXSJftgkHDFrjwbrKrA1lSjyzfpxX+zM4rrefsiES4OjFjayYl6ybpaXFikO2aKOUpiESoD0ZpjEawF8n8xNiOklwKYQQQoi9jptOY3d3b30JrONQefRRSqsegMqkJbCnvnVKX8vZoB0Hd3QUNJiLF3s9KyORWZ3DrsgWLYazZYbSJYqWQzxk1td+SlezZijHMxvG6R0r1MbnNYY5ZkkTB7TF6qKXpqs1+ZJNvmwT9Jt0NIRoTYRIytJXsY+T4FIIIYQQew23WMTZuBGnpwfXsjCbmqbsV7TXraN42+2bqsAuXED4nLNnfQksVHtWZjIYLa34lizGaG6umyBtslqRnrRXpMdyXOKh+upPWazYvLAxzfPdKbIlCwDDUCxtj3PM4kY6GmZ33+y2OK4mW7QoWS6xkI8D2uI0x4JE62RprhAzbY9+0pVS/wB8G7hGa33Jdo57H/BPwGLgNeByrfXtkx5XwFXARUAD8Gfg77TWr006pgm4FngH4AK/BT6rtc7tyXMQQgghRP3TlQp2fz9O90Z0LodqaMDXsikD6Gaz3hLYF14EQEUjhM44A/9RR87+EtgpPSuX45s3D+X3z+ocdobjalL5CgPpImM5r0hPMuIj6K+fIj1DmRLPbRjnlb4MdnXpayTg4/AFSY5Y2EAsVB+vq+W4ZAoWtqtJhgMsbg3RFAvWzdJcIWbLbgeXSqnjgf8HPL+D494I/DfwJeBW4MPA75VSx2itX6we9kXgM8B5wDq8QPROpdQKrXWpesyNQCdwBuAHfg78W/V6QgghhNgHadf19lVu2IAzOoYRj2F0ddYCRu04VB5/nPL9q9DlircE9rjjCJ126txUgR0bA8A3b55XsCeRmNU57AzL9iq/9qWKpAsVTEORjPjrJhDa1tLXtkSIoxc3cnBHHF+dFBQqWQ6Zgo1S0BgL0JEM0xDx1838hJhtaqKh7C6dpFQMeBr4FHAF8Oy2MpdKqZuBqNb67ZPGHq2e88lq1rIPuFpr/b3q40lgEDhfa32TUmo5sBo4Xmv9ZPWYs4Dbgfla676dmHMCSKfTaRJ1+A+9EEIIITbRWuOOj+N0d+P0D0AwgNHYOKUIjr2hm+Jtt+EODgFgzp/nLYHt6trWZWdmro6DOz4OlQpmWxvmokUYTU11twQ2X7YZz5UZzJTJFisE/SbxkK9uAqFixebFnjTPbdhy6etRixrpbAjVxWuqtaZQLdIT8Bu0xIK0JaSViNh3ZTIZkskkQFJrndnesbubufz/gNu01vcopa7YwbErge9vNnYn8M7q10uADuCeiQe11mml1GPVc2+qfk5NBJZV9+Atjz0RuGXzmyqlgsDkplHxHcxTCCGEEHXAzWaxN/bg9PWBdjHaWqcsK3WzWUp334P1nLd4SkXChE4/Df8xx8xq8KFd12stki9gtjTjW7gQo7W1rqrA2o5Lumgxmikzmi9Ttl0iAZO2RKhuAqHhbIln14/zSn8W23GB+lz6uqk/pU0k4GNxa5SWeLBu5idEPdjl4FIp9UHgGOD4nTylAy8LOdlgdZxJn3d0zNDkB7XWtlJqbNIxm/sS8LWdnKMQQggh5pgulbD7+nG6u3GLRczmpinVXbdaBfaYYwieftqsV2B1s1l0OoORTBA48gjMtra62ldZKNukChaD6SLZkg1APOSjMVof+yldrVk3lOOZ9eNs3Hzp66JGDu6sn6WvtuOSLdmULYd4OMDBHXGaYyFCgfr5JYIQ9WKXgkul1ALgGuCMSXsh69W3mZoxjQM9czQXIYQQQmyDtm2cwUGcDRtwUylUMjmlXyWA9frrlP54B+7IKOAtgQ2d/Vf45s2b1bm6+QI6lUJFI/iWL8PX2Tnr7U22xalWfR3JlhjNVihaNuGASXMsgFknWcqy5XhLX7vHSReqS1+V4qCOGEcvaqqbpa/gzTVTstBakQz7ObAtLv0phdiBXc1cHgu0AU9P+otvAm9RSl0MBLXWzmbnDADtm421V8eZ9Lkd6N/smGcnHdM2+QJKKR/QNOn8KbTWZaA86fjtPC0hhBBCzDatNe7ICPaGbpzhYYxIGGPevCn/Z7tjYxTvvAv7lVeBuasCq0slnPFxDL8f84Al+ObPx4hGZ+3+21OqOIwXKgymSmRLFlpDPGzSEK2P9hwA4/kKz2wYZ3VvGsv2lr6G/CaHL2jgyIUNxMP1lfXNlmxMQ9ESC9GWDNEQqZ8AXYh6tqvB5b3A4ZuN/Rx4BfjnrQSWAI8ApwH/OmnsjOo4eNVhB6rHPAu14jsnAj+edI0GpdSxWuunqmOnAgbw2C4+ByGEEELMMTedxu7uxhkYAKUwO9qn7FXUFYvyQw9S/vPDYDtgGgROPIHQySfPaqZwUwVYhW/+fC+o9ApbzKmJLOVotsRIrkKxYhP2mzRG66dSqdaa7tECz6wfZ93wps5xzbEgRy1qZPm8BP46meum/ZQOYb/JgmZvP2U85JMEhRC7YJeCS611Fnhx8phSKg+MTmorsrlrgAeUUp8DbgM+CBwHfKJ6Ta2U+lfgCqXUa2xqRdIH/L56zMtKqTuAf1dKfRKvFcl1wE07UylWCCGEEPXBLRZxNm7E6elBWzZGcxMqsGkfoNYa+6XVFO+6C532ihL6DjyA0F+dhdnaOmvz1I7jBZW27VWAXbiwLirA5ss26UKFoXSZbMnC1Zp4yEcyWT/LSSu2yyt9aZ7dkGI05y0iU0qxpDXKUYsaWdgcqZu51vZT2i6xoI+D2mM0x4JEgnvUCl6I/da0/81RSt0ALNZanwKgtX5YKfVh4BvAt4DXgHduFoz+CxDF61vZADwEnLXZvs5z8QLKe/GqxP4WrzemEEIIIeqcrlRwBgex129A53KohgbMlqlFeJzBIUp//CP2uvUAGA1JQmediW/ZslkLRrTj4KZS6FIZs7UV38IFGC0tKGPuMmyWXa34mi0zVq34GvIbdZel7Bkr8FJvhtcHsljVqq8Bn8Gh85IctaiRhjopJgReAJwuVnBdSEYCHNAWojEarJten0LsrXarz+V2L6jUA8D9Wusrp/XCe0j6XAohhBCzT7su7tCQtwR2ZBQjFkMlE1OCRV0qUbrvfipPPAGuBr+P4JvfTPBNb5y1Cqy1tiKFImZTI74FC70WKL65yWBprcmWvL6Uw9ky+bKNYUA85Cfkr58qpal8hdV9GV7uTZMpWrXxxmiAIxc2sGJekmCdzHeiP2Wuup+yKRakXfZTCrFDs9HncquUUkngQOCc6byuEEIIIfY+ztg4TvcGb19lIIDZ2TF1X6XW2KtfpvjHO9DZLAD+FcsJnfk2jIaGWZmj1hqdzaIzWa+tyOGHeW1FAnOTZStZDulCheFMmVShgu1ookGT1niwbvpSVmyXvwxkWN2boXdSG5Gg3+SQzjgr5iXpqKNluo6ryZYsihWHcMDHguYozbEAibC/buYoxL5iWoNLrXUamD+d1xRCCCHE3sXN57G7N+L09oLrYLS0ogJTM5BuKkXxttux//IaAEZLM+Gz/wrfgQfO3jxzOXQqjYrH8K1Yjq+jY07aimhdLc6TqzCcKVG0HAKmIhH2180yzW0te1VKsaglwop5SQ5si9XNMl2othIpWrgakuEAC5tjNEUD0p9S1CXLtShaBXyGn4h/dvv2TifZrSyEEEKIaaEdB2dgAHvtOtxsFrO5CRUOb3FM5dHHKN2/CiwLTJPgSW8m+OY3zdoSWLdQwB1LYUTC+A45GLOrCyM8+207bMclVbAYTBcZz1dwXE0s5KM9HKybjFq2aPFCT3qry14PnZ9keVeCWKh+2oi4WpMv2eQrNgGfSVsiTEsiSDJcP/tThQBwtUvJLpG38mQqGXKVDEWnRGeki0XJRXM9vd0mwaUQQggh9pibTmOvW4fdN4ARi2DO69oiQLJ7ein94Q84A4MAmIsXEX772zFbW2ZljpN7VfoOXIJv3jyMWGxW7j1ZqeIwlq8wmC6SKVr4jPrMUj7XnWLNYA63Wp8j6Dc5uCPOofPra9krgOW4ZIsWFdslFvJzQGucpligrgJfISpOhbyVJ2/lSZdTFOwitmthGiZhM0T9/I3afRJcCiGEEGK36UoFu7cXZ/16dMXCbG/dIgNZK9jz+OOgQUXChN52Bv6jjpqVAEVXLNzxSb0q582btT2dtTlU+yiO5soMpksUKjbhgElLPFg3xWQqtsvLfWmem9RCBGBBU4TDFzRwYHt9LXvVWlOsOGRLNoZSNEYDtFUL9NRLoC72b452KFoFCnaRdDlNtpKl4nh/t4K+IDF/FJ/hI1vJsCG7gTWpNSxvXCGZSyGEEELsX7TWuKOj2OvW4Q6PoBqSmM3NWxxjv/wyxdsnFew56ghCb3sbRjQ683Oc3Kuyvd3rVdnYOKsZN8fVtQI9o7kyluMSC/nqKvM3livzfHeKl3rTVGxvL6XfZ7CiK8GRCxtpjgfneIZT2Y5LrmzXCvTMb4rQEg8SD/nrpuiR2H9NZCezlQzpcpqiU8JxbXyGj7AvTNQfIW/l6cv10Z/voz/XR972CmNZToWwOftL9KeTBJdCCCGE2CW6WMTq7sbp3ggKjM2qwAK4qTTF22/HfvUvABjNTYTf8XZ8S5bM/Pxc1+tVWShhts1Nr8qK7TKeLzOQKpEuWiggEfYR9NdHr0dXa9YN5Xi2O0X3SL427rUQaWTFvETdtBCZULIcskUbDSRCfha1xGiMSIEeMbe01hTtIgW7QLqcIlPJUrZLAIR8IRKBOEW7SH++n/5qQJmz8lOuYSiDtnAb8WCCw5oOm4unMW0kuBRCCCHETtGuizs46GUrU2mMbRXseexxSvffD5VqwZ43v4ngSW+e8YI9Wmt0OoOby2E2NuI7+JBZ7VW5eW/KXNkm6DNoitZPMZlixebFnjTPd6dqBXqUUhzQFuXIhY0sbI7UTUYVwHU1ubJNoewQ9Bu0JUJSoEfMOUc7FKwCeStPqjRO3spRmdg76Qvjmn6GCoP0jfbRn+8nZ+WmnG+gaI200RntpDPWRXukHZ/hY6w0Rnu4Y46e1fSQ4FIIIYQQO+Rms9jr13vtRUIhjK0U7LFeX0Ppjjtwh0cAMBcuIPzX78BsbZ2V+el0GhVPer0q29tnrVelZbuMF7w2IqlCBcvWxEImbYkgRh0Eaq7WdI/keak3zZrBHI7rFegJB0wOm9/AEQsbSITrq/BNxfYK9FjVCroHtsdoigaJhuStq5gbE8tdc1aOVGmcol3E0Q5+w4+jHcbL49XM5JbBpELRGm6lM9ZJZ9QLJv1mff2dmy7yN1QIIYQQ26QtC7u/H2fdOtxiEbOlZYugzRkbo3TnXdivvAqAikQInXE6/qNnvmCPmy+gUylUJIxv2XJ8nR1bZFNnwkSBnrFqljJftvEZingdVX0dz1d4qSfNy31pciW7Nt6eDHHUwkYO7ozXVfZPa02+7JAv25hGtUBPwivQ46+T11TsP6a2CvGK8ZTskreXXNukyuMMFgbpz/eT32yZq0LREm6ZkpkMmPWxJH6mSXAphBBCiC1ox8EdHsbu7sYZHcOIx/B1dU09plym/Kc/UX7kMXAcMA0CJ5xA6JSTUaHQzM5vUlsR84Al+ObPn5UiQZbtkqpmKccnZSlb6yRLWbYcXhvI8lJvmr7xYm08HDBZ1plgxfwkbYmZ/bPZVRXbJVeyqNiaSNDHopYoTbEg8ZCvrpboin2f5Vq15a7jpXGKdoGKU6HoFEmXxhkpjTGY768V4JlgoGiJtNIZ7aQj2rlfBZObk+BSCCGEEDVaa9yREeyNG3GHhiHgx+xon1KwR2uN9exzlO69F531ln/5lh5E6MwzZ7xnpa5YuGOjYJheW5H58zGSyZm9ZzVLOZ6vMJQp1V2WcqIv5Uu9GV4byGI7XsVXQykWt0ZZMS/JAW2xuml5At5S3cKkLGUy7K+1Eam3QkJi36W1puSUKFh5MpUMmXKaol1ivDxOupxirDTGSHGYgl2ccp6hDG+Za7STzmgnbfvwMtddJcGlEEIIIbygcjyFs3EjztAgoLZaDMfu6aF0+x9xevsArwps6Mwz8R28dEazTNq2vbYirovZ1jYrbUVsxyVVsBhKF0kVLCzHJRKonyxlpmixujfNSz3pWnEegOZYkBXzkizrShCrsz2KFdslW7KwbJdo0M+iliiN0YC0ERGzxnZtCnaBgpUnVUqRrWQZKg4xWhxhvDzOaHGUiluZco6pTFojE8FkF22RNnxGff3dqhfyqgghhBD7OTeTwe7pwenrB9fBaGraYl+lm8lQuuderOeeB0AFAwRPPpnAG07cog3JdNKO47UVKZUxW1vxLVqI0dw8o21F8iWbsXyZoUyZXMnCZyhiofpoI2I7LmuHcrzQk2bjaAGtveI8Qb/JwR1xDp2frKsemuBlKfMlm3zZwe9TJCOb9lLWQ+ZX7Nts16ZoFynaRbLlDOlyir58P0OFQcbKY4yVxnC1O+Ucv+GjLdJOR7SDjkgnrZFWCSZ3krxKQgghxH7Kzedxentxentxy2XMpqYt9kpqy6L8yKOUH3zQay2iwH/00YROOxUjFpuxuXltRdK4+QJmUyO+Zcsw2tpmLJC1HZd00WIkU2YsX6ZsuUSCJq3xYF1k1EZzZV7c6BXnKVac2vjCliiHzktyUHusrorzgLf/M1eysV1NNOhjSWuURtlLKWaY7dqUqsFkppJlvDRGX66XgcIgY6VRUqVxNEz5GQwYAdqj7XRGu+iIdtAcasY0ZHn27pDgUgghhNjP6GIRe2AAZ+NGdC6PamzE19w89RjXxXruecqrVuGm0oDXWiR01pn45s2b0fl5bUUyGImE11akrW3G2ooUKzbjeYvBdJFM0cJQinjYR2N07rOUFdvltYEsL/akphTniYV8HDq/gUPnJUhG5n6ek9mOS75sU7QcAqZJYzRAq1R8FTPIcR2KdqEWTI4Uh+nN9jBYDSbTlQwKtSmYVIqwGaoW3+mgI9pJY6gRQ8nP53SQ4FIIIYTYT+hyGWdoCHt9NzqbRiWTmPOnBopaa+yXVlO6fxXuiNevUiXihN72NvyHHTqjGSc3n0ePp1CxKL7ly/B1ds5I1VnX1V6WMltiNFuhZNmEAiYt8eCcF73RWjOYKfHixjSv9meo2JuK8yxpi3HY/CSLW6N1sedzwuTiPAqIh/3Ma4zQEA0QDUqWUkwvV7ublrlWMvTn+unJ9TBUGGS0NEquksVQZu3nzlAGMX+sGkh6wWQykJSfyxkiwaUQQgixj5sIKp2NG3FSaYxYFGPevClvrrTW2H/5C+X77scZGARARcIE3/wmAsefgArMXCVEN1/ATaUwQkF8Bx2IOX8+RiQy7fcpWQ6pasXXdKGC1op42KQhOvN9MXdmbq/0ZXixJ81wplQbb4gEOGxBkhXzkkSD9fO2TWtNyXLIlW1cFyIBHwuaozRFA8TD/jkP0sW+Y1NF1wKp0jjr0mvpK/QzXBhivDRO2SlhKANVzTyaho/GYCMd0Q7aox10RDqIBWZuCb+Yqn7+lRJCCCHEtNKlEs7wME53N246g4pFMbs6pxTD0VrjrF1L6b77cXp6AVChIIGVKwm+4cQZ7Vfp5vO442mMcBDfAUvwdXZiJBLTeg+tNZmixWiuwki2TKFsE/QbNEYDc75HcaKFyIs9aV4fzNVaiPgMxUEdcQ6b38D8pnBdZVgm96QM+U3a4mGa40ESddKWRewbyk6ZfCVPX66X11Ov05/vY6g4RKacQSmFOSmY9Bl+WsIttcxke6SDkK++ernuTyS4FEIIIfYxulTCHhzE6e5BZ72g0tgsqASwu7sp3XsfzvoN3oDfT/DEEwi86Y0zkjmc4OZy6HQGFQrhP+gAzM5OjHh8Wu9h2S7jBS9LmcpXcFxNLOSjPRmc82AtV7JrLURShU0tD1riQQ6b38CyrgThQP0UE6nto6w4+H0GyXCAlniQZMRPOCBvJcWeqzgVxoqjrM2sZX16Hb25XkaKI1iutw/aUCYGCr/pJ+qL0BppozXSRlu4jZZwi/SYrCPyL4IQQgixj9DFohdUbuytBpUxjHldWwRTTl8fpfvux37tdW/ANAkcfxzBN79p2oO8ySYK9ahIBN/SgzA7Oqa94myuZDGW84LKfNnGZ6q6yKo5rmbdcI6XetKsG87XWogEfAaHdCY4bEGS9kT9tBDRWlOoOORLDkp5RYTmNUZIRgLEpNqr2EMVp8JwYZg16ddZk1rDxuxGUuVx0BplGJh4mcmIL0JLpIW2cDWYjLQR9UfnevpiOyS4FEIIIfZybrGIMzCA09OLzmZR8W0ElYNDlO6/H/vlV7wB0yBw9NEE33ISRjI5I3PTWqMnMpXRCL5DDvaCyuj0vUG0HZd0wWI467URqdgO0YCP1kRwzgvfjOcrvNiTYnVvhkLZro3Pa4pw2LwkB3XE5zzwnaxie1nKsuUSCph0NYZojodIyD5KsQcqToWB/ABra8FkD5lKekow6Tf8NIYaaYu00Rr2Akmp4rr3keBSCCGE2EttCip7vKAykdhqUGn39FB+8CHsV171BhT4jziC4CknYzY1zcjctNbobNabVzSK75BDMDs7pm257URmLV2oMJgueW1EDEiE/DTNcRsRy5loIZKmd6xQG48EfKyYn+Cw+Q110epkglft1SZfdjANRTLs54C2EMlwgFAdLc8VewetNWW7RH9hgLXpNaxJraEn20POygIapbxgMmAGaA41V1uCeG1BZK/k3k+CSyGEEGIv4xYKOP0DOH296FwOFY9vvfrrmjWUH3xo055KBf4Vywm+9a2Yra0zMjftuuhMFp3LouJxfMuWeZnK8J5XZJ0IKLNFi9FsmUzJomQ5ROqkjchItswLG1O83JehbDmA16h9SWuUQ+cnWdIam/M5Tla2HLIlG8fVRIM+FrdEaYgGiIf8GHU0T1HfbNemaBUZLPTzeup11qXX0ZfvI2/lmRxMBs0AreG2WjuQ9mg7QTM419MX00yCSyGEEGIv4ebzmzKV+QIqmcDompqp1K6Lvfplyg89hNM/4A2aJv4jjyD4xjditrbMyNy0ZeGm0+hyBTMex1yxArO9fY+DSl3toZgpbQooy5ZD0GcQDfrmPANoOy5/GcjywsYUfePF2ngy4uew+Q2smJcgFqqfYiMTxXkKFZeg36ApFqQ1HqQhEsBfR8tzRX3SWlN2yhTtIgP5AV5PvUZ3Zj19+X6KtvfzbygDA4OQGaQt0k5HtJPOaAdtkXYpvLMfkOBSCCGEqHNuLofT34/T24cueEGlOX/elGO0bWM99xzlh/6MOzbuDfr9BI47luDKN8zcnspSCTeVAsBoasbX1YXR0owK7H7Qp7UmX7bJFG1GsyWyJZuy7RDym0QD5pwvewUYzVWzlL0ZStUspaEUB7bHOHxBAwubI3VT9MZ2XAoVh2LFwVAQC/mZ1xihMRokEjTrZp6i/rjapWSXKFh5enO9rEm9Tk+uh4H8ACWniMLwgkmlCPvCtEZa6Yx20RntpC3Shs+QUGN/I3/iQgghRJ1yMxns/n7cvn50qeQFlU2bBZXlMpUnn6L8yKPobBYAFQkTOPEEAiecMCMtRSaK9LjpLEYogNnZidnVhdHYuEW7k53lul5AmS3ZjGRLZEsWlqOrGUqTptjcB5S24/LaYJYXNk7dS5kI+zl8QQMr5iWJherjrdXmAWU06GdJa5hkxE806JvzHp+ifpWdMplyhvXpdaxNr6U/38dgYZCyU64GkgYGirAvQlukjc5oJ53RLlojrRJMCgkuhRBCiHrjptPYff24A/24xTJGYxKzeWrhHTefp/LYY1QeewJdKgGgkgmCK99A4Nhj9yhzuC3acdDpNLpQRMVj+A8+CLOtDSOR2K3rbQooLYYzZXJlC8vWBP0G8dDctw+ZMJ6v8PzGFC/3pilWNmUpl7RFOWJBAwtbonNelRYm96N0MQ1FLOSjoxpQxkJS7VVsneVYDBT6WZdex7r0WnpzvYwVR3Fxvf6S1YAy7AvTHmmvFeCRYFJsjfxECCGEEHXCTaU2BZUVC6Mhia+5ufa4dhzs19dQeeYZ7L+8Bk410GlpJvjmN+E/4giUOf3VPXWl4i19tR2MZBLfQQdhNjejdmM/petqcmWbbNFrHZIrWdiOJlRnAeVYrsyaoRxrBnP0pzbtpYyH/By2IMlh85N1sZdyawFlV2OERFgCSrF1ZbvMusxa1qXXsSGzgd5czxbFd0zDR8IfoS3STlu1v2RLWILJmaC1puJWqDgVKk55rqezx+QnRAghhJhDWmvc8RROfx/uwCCubWE2NOBr2RS4OcMjWM8+Q+W559HZXG3cnD+P4JveiG/Zst1ejro9br6Am0mjDBOzpdlb+trcjPLt2tuHiYAyU6gwkqt4AaWrCfkMEuH6CCi11gykS6wZzPH6YJbxfKX22ETF18MXNLC4de6zlJMDSp+piAYloBRb57gO/fl+NmTWszG7kZ7sRoaKQziug8ZFoTCUV8m1JdxSDSa9gDLmj8l+3BnguA4Vp0zZqWC5FgoImEGCZojmeDONoZlpDzVbdul/B6XUl4B3A8uAIvAwcLnW+tUdnPc+4J+AxcBr1XNun/S4Aq4CLgIagD8Df6e1fm3SMU3AtcA7ABf4LfBZrfWm/2WFEEKIvYR2HNzRUZy+PpzhEXBdjMYGfCGvz5sulbBeeonK08/g9PTWzlPRCP4jjyBw1NGY7W3TPy/X9fpT5vKoUAjfwkVe1dfGhl16ozkloMxWyJUtbNcl5DdJRvz462DPn+NqNo4WWDOUZe1QjlzJrj1mGooFzREObItxQFt8zvdSTt1DKRlKsSVXu4wWR+jOdtOd2UBPrpeBfD8Vp4KrXTQuVIPJeCBOR7WCa3ukjeZwi2QlZ4DWGsu1qDgVyk4ZrXUtmE8EkyQCcUK+MCEzRNAM7hPB/K7+FJ0M/H/AE9VzvwXcpZRaobXOb+0EpdQbgf8GvgTcCnwY+L1S6hit9YvVw74IfAY4D1iHF4jeWb1uqXrMjUAncAbgB34O/Fv1ekIIIcReQVcquCOj2L29uKMjYPq8wC0Q8HpTrltH5ZlnsVavBqsa7BgK38EHEzjqKHwHL52Zpa+27bUSKZUxYnF8yw7BbG3FiMV2/hrVtiHj+XLdBpRly2H9SJ41gznWD+co227tsYDPYElrjAPbYyxuiRL0T//rvCu2V5RHAsr9m6tdxktj9OcH6M5uoCfbQ1+ul6JdxNEOrvZ+rhWKoC9IezUb2RJupTXcStQf3ScCmXoyEUhOBJO2a6NQ+A0fQV+IxmATEX+EsC9E0BfCb8z9svqZoLTWu3+yUq3AEHCy1vpP2zjmZiCqtX77pLFHgWe11p+sZi37gKu11t+rPp4EBoHztdY3KaWWA6uB47XWT1aPOQu4HZivte7bibkmgHQ6nSaxm4UHhBBCiN2li0WckRGcjRtx0hlUMIDR0IDy+XBTaSrPPov17LO446naOUZrC4Gjj8Z/xOEY8fjMzKtc9vZTui5GYyPmvPmYLc2o4M43N6/YLulCheFsmVShQtlyCQe8PpRzHVBqrRnNVdgwkmf9cJ7e8QKOu+m9Tyzk44C2GAe2xZnfFJ7zKqqOqymUbQoVB4XXNqQ5FqAhGpCAcj9luzZDhSH68330Znvom6jeapewXQcXtxpMavxGgNZwC+2RDtqi7bSGW4gHEhJITrPJGUnLtXBcG1D4DB8BM0DEFyEWiBE0g4R8YYJmEEPN/S/XdlcmkyHptbNKaq0z2zt2T/PfE02zxrZzzErg+5uN3Qm8s/r1EqADuGfiQa11Win1WPXcm6qfUxOBZdU9eMtjTwRu2c35CyGEEDPKzeVwBgdx+vrQ2RwqGsHsaAfAfvVVKk8/g/3661CNd1QoiP+ww/AffRTmvHkz9qbQzeVwMxmUz4/Z1o7Z1YnR1LTTWVHX1WRLFqO5CqPZMoWKja9aUGau+1CWLYfu0QLrh3OsH8lPWe4K0BQLcGBbnAPbY3QkQ3P+xttyXIqTlryGgyaLWqI0RALEQtI2ZH9SsksMFgbozfbSm+ulP9/HcHG4GsA4aO3iVv+xMJVJc7iZ1nBrbYlrMpjcq4OYejRRcMdyLCpuBcf1fvHjNwL4zQBNoQRRf5SgGfQ+fEFMNberHubSbgeXSikD+Ffgz5OWt25NB14WcrLB6jiTPu/omKHJD2qtbaXU2KRjNp9fEJj8a9eZ+ZWvEEIIsRmtNTqdxu4fwB0YQBeLqGQCY14X7vg4lfvup/Lss+jcph0lviWL8R9zNP5ly1GBmVkupV0XncmgczlUNIpvyRJ87e2oZHKnA6xC2SZVsBjKlMgWLVytiQZ9tCaCc1boRmvNUKZczU7m6E+VcCetzPKZBvObwixuibG4NUrjHAe/rtaULYdCxaFiu/hNL8vb1hIiGQkQl4Byn6e1JmtlGcwP0JvrpTfbQ3++n/HyOLZr42oHV2s0GtAEzRDt0XZaw6215a0SSE6/zTOSm5a2+gn6giSDSSK+KCGft0cyYAbkz2Aze5K5/P+Aw4A3T9NcptuXgK/N9SSEEELsP3SphDs+jjM0hDM8gnZsjEQSIxHHeuVVrKeewl63vna8ikUJHHUU/mOPwWyauQqBumJ5+ykrFcxkAnPFCq8/ZSSyU+dbtkumaDGSLTOer1CybEJ+k8aof86CoGLFYf1Ijg0jBTYM5ylUpmYn/3/2/jvOkuyu78bf30o3dU6Tdmdndmc2a7XSKiMhCVCWQEJICMkYGUyyDQb7sQ04gG38APbzw8bgHzYPQYggUEIgCQUkoQS70u5Ku9Jq8+zk0DndWOGc549T9/btnp7UYbpn5vueV03dqjpVdarO7e761DcN9xS4YaTCvtEKewa33t212zoJUAh9BisFBisRPYWAciFQl9erFGMNM80ZztTOcLJ6gpPVE5ypnaGWVElNRmYz90IKFyfZE/YwXBphrDTGWGWM4eKIxkhuAitjJNuuraEXEPoFhkv9VFRIXjJrEpci8lvAG4Fvt9aeuEDzM8COFet25Ovpmu8ATq9o81BXm2Up8UQkAIa69l/Jr7DcHbcXuFBfFUVRFOWSsEmCmZsjm5rGTE5g6nUkCPD6+jCLi7S+9CWShx/G1vNaiQLBgQNE9zyX4OabNyU5TxtTr2PnF8ATvOFhgl27XCmR6MKWu1aSUW2lzNcTZqotaq0Uz4OeQshA5dLrW24Es7WYQ+NVnpmscmq2QXfeiDDw2DtcYV8uKPtKW5ssw1pLM3FiMs4sgSeUo4AbRor0FkMqxYDiFicMUjaeelJnqjHJZGOSU9WTnKqeZLw+TjNrkZmUzBqsNVgsgkd/oZ/R0iij5TFGy6MMF4cpBsWtvoyrjnMl22nHSA4Vh6mES0LySo+R3EoutRSJ4MqBvAV4hbX28EXsdi/wnTgX2javyteDyw57Jm/zUH6ePlws5W93HWNARO6x1j6Yr/sOwAO+stpJrbUtoFOJVN/2KIqiKBuFNQYzN4+ZncGcPoOpLoLnIT09eENDpI89TuOjHyM7dryzj/T3ET3nOUTPeQ7eQP95jr7+vtmFRef6WirhX38d/s6dLnnQeWphWmtpxBnVZspsLWauHtNMMgShXPAY7S3gXWbLmjGWU3MNnpmo8sxEdVntSYCR3gL7R52r666B0pZb/tKOddKJh0Lo01+OGOopqHXyKqNbRE7UJzhTO8NEfZxqvEhms3xqC0kIxGeoOMRIeZSx0hij5TEGi4Na/mMTOEtIZikiXUKyMEQlqlDIy39c6zGSG82lfqP/F670x/cAiyLSjnect9Y2zrHPbwBfEJF/CXwceAfwPODHAKy1VkT+B/DvROQplkqRnAI+krd5TEQ+Cfy/IvITuFIkvwX82cVkilUURVGU9WKtxVarzu31zBnnZppmeD0V6Okhe/oQyWOPkT7zDKTO9bFTQuSeewgO3HRecbfu/iUJZi53fe3txb/t1guWEsmMpdZKqTZTpqtNqs2UVmIIfKEc+fSWLn8cZbtUyDMTVY5M1mgmWWeb7wnXDZW5cayHG8d6toV1spU6QdlKDL7nkvFcN1ymv6TWyauBZtpkoj7OZGOSyfokE/VxxuvjLMaLGGuciDQZhiyP87VUwgrDhRFGctfW0coYfVGfWsI2gdWztkLohXmynWFNtnOZuaRSJCJyrsb/yFr7nrzNe4B91tpXdO33NuCXgX3AU8C/ttb+ddd2Af4jTnAOAF8G/om19smuNkM4QfkmXJbYDwE/ba2tXmTftRSJoiiKcsmYRgMzM4uZGMfMzGJbLaRcwqYZ6aGnSR57nOzYsU62VwBveIjoOXcT3n33ppUQ6fSv7foq4A0NE+zejTc8dM5SIklqqLZSFuoxM7WYWislzSyF0KMc+Ze9tqMxlqlqixMzdQ5P1DgxW8d0lQopRT77R52Y3Dtc3vLak5mxNOKURpyRGUsxDFyG3J4ClYJPpaDJeK5EMpMx1Zhioj7ORGOCifoE47UzzLXmMNaV+khtuixjazko01/odxbJ0igjpWEGi0NE/tYmjLpaMdY4i2Qna6vJs7aGRH5EJeqhElQoBAV1bd1gLqUUybrqXK56QJEvAH9rrf2lDT3wOlFxqSiKolwsttHAzM+TTU5ipmewjTo2DKHZJH3mGdLHHic7szzJub9rF8FttxLedive6OimhmPYOMFWF7GNJlIs4I2NOdfXwcGzrKOtPO6vHmfM12OqzZRG4hKIlCKfUuRf1lqUrSTj9FyDU3NNTs3WOTPfJEnNsjZDPRE3jvZw444edg2UtiwLLeRlCNrWydTgCZSigIFySH9eKqQY+hp+c4VgrWU+nmeyPsF4fZyJ+kTHMumytOZCsitjayko0hf1M1gcZKg4zEhphJHSMAWNjdw0zhaSzkU/8iMnJMMKlbCnIyI12c7mcjnrXC5DRPqBm4A3bORxFUVRFGWzsa2WE5RTU5ipKUytDp7n1h09Qvr4E5iZ2aUdBPx9+whvvZXw1lvwBgY2t39Jgq1WXWKgIMDr68Xftw9/eLhjHTXG0mg5q1qtlTJfj6nFGa0kw2IJfY9i6DPSE12W+ElrLfP1hFNzDU7NNjg912C6GrPyxXYh8Ng1UGLvSIUbx3q2vFRInBqaSUYzj52MAlcq5LqhiN5SqNbJK4S2kDxdPcWp2ilOV09zunaKelp3ItJkZJhOop1AAnqjXgYKAwyVnDVyrDRGOSzry4NNJDVpp+xHksVk1uKJdCySA4UByl2urSoktzcbKi6ttfPAdRt5TEVRFEXZLDqZXqdnMJOTmGoVW6+5UiInTpI9cxjbbC7tEPgEN91EeNutBDffgle5uFIea+5fmro4z2odCX28nl78vXvxBwaQ/n4yC/Uko77g4iXn6zGNxNVOFJxoK4Q+faXgslj/MmOZWGhyarbBydkGp2cbZ5UIARgoR+weLLFroMSuwSLDPVtXIxNcmZBmnNFIMoyFyPcoRT5jI0V6iiHl3MKrAmP7Yq1lMV7gVO00p6unXO3I6gnqSQ2DdfGRedkPQeiJKgyWBhkoDDBcGma0PMpANEjga4KdzSI1aUdIJlmMsQYQfM93QtIrMFQYphSWKHaEZEF/7q4w9CdIURRFuaawaYqZn8fMzmLOjJPNzpCdOk02Pk52/DhmanpZeykWCW4+6ATlgQMXVcZjvf2z1RqmVkN8D6+3j/DW651ltLeXRmaptzIWJqrM1ROaSUaaWTwPiqFPJfIZLIeX5YEsTg2n5xqcnKk7y+R8kzRb7uLqe8JYX5HdgyV2D5TYNViiUtjax480c5bJRpKRGTplQvYMFjqWyVLoX/bsuMrFYa1lMVnk1OIpTlZPcKJ6glPVk9SSGibP0mry2pEI9EcDDBaHGCkNM1YeY6Q0SjEoqvVrkzDWdNxZE5NgTIZFCDyfIBeRg4UhSkGJyA+Jcmtk6G1tgi5lY1BxqSiKolz12EYDU606F9eJCdIjR0iPHMWcPk12+jR0CyIBf88eggMHCA7chL9796bWooQuQVmvISJ4fX2ENx/EGxykWazQyGChkTB/coF6nJKkFt+HUugzUA4vm4tmrZU6q+RMnZOzDSYXW2e5uJYiPxeSZXYPlhjrK2y5C6kTkyYX4oYgdw/e1V+irxRRLviUIi0Tsh1pWySPL57gRPU4J6snOF07TTWu5llajcvkjEUQ+gv9LktreYyx8hijpTFCX0XLZmGs6WRqjbMYaw0iQuhFFPwCg4VBikGJgh85EelFOh5XOSouFUVRlKsOm2XOnXRxETM9TXbmDMmTT5EdOUJ28hSm2Vxm2ZP+PsKbbiI4cAB//z688ua6uwLYOHZ9rDeRwMOrVAgPHCDp7WexUKaewsxiTGN6gVaS4YlHMfLoLYZEweaLNWMt09UW4/O5m+tMg7l6fFa7/nLI7sEyuwdK7BkqMVSJttyNbaWY9L3czbWvSF8ppFwIKEf+loteZTnWWmaaMxxfPMaJ6glOV091hGS3iASLJx4DhUFGS6OMlcfYUdnBUHFY60ZuIpnJusp+xFjLMiE5XBymFJQ72Vojb+t/FyiXH/0JVBRFUa4KTKOBXVx0MZRTU6RHjpEdepr0xAmX2dUTBPegI1FIsG8fwU03Ehw4gDcyclkegmyzialWodWCMMLr68XsuZ641EMjKjHbMlQXUlqpq7LVLg8ysMlurtZa5hsJ43NNziw0GZ9vMjHfJFnh4ioijPQW2D1YYk/u5tq7xbUmYbmYzIxLBlKKfMZ6i/SVVUxuN6y1zLfmOV07zXj9DOP1cSbrrvxHPa3nItJ99wTBE5+h4lDHGjlSGlEhuYm03VoTk+S1IzOcoPcJ/YhSUGI0GqMUlDpJdkLv8rjiK9sf/alUFEVRrkg6yW4WFzFTU2STUyRPPUV29BjZieOYeh3JY6rE8/BGRwgOHiA8cAB/714k3HxRZI3BNhrYag3SBAoFkkov8e591Atl5iSknlhaixnWNiiEzl2zr7y5CXhqrZTx+SZn5puMzzcYn2/SiLOz2kWBx47+IrsGnJjcNVDa8jqTsBQz2UyMisltjLWW2dYsp6unOFMfdyU/6hNMNSZppA1MR0S61z4iHp54nQQ77dqRKiQ3h8xkSwl2TEJqMgSLiEfohQReyFCxj3JYJvIiCn5EwS+qW6tyXvQnVVEURbkisNZiazXs4iLZ3Dxmeors1GnSpw+RHj9OduY0QJd1MiLYv5/g4EHCgwfwBgcvTz/TFFuvY+t1TGpIogKtnkEavf3MeSUaQUicWWhCITAum+smiUlrLYvNlMmFJpOLLSYXWkwsNFloJGe19T1htK/Ijv4iO/vdfDu4uMJSaZBWns3V94RiqG6u24VW1mK8llsfGxNMNaaYqk8y3ZymlbWw1mBYis31RPDwGCwOMFQcYrA4SH9hgMHCIIPFQRWSG0x3zchuEemJT+AFRH5Eb7QkItu1JNWtVVkL+tOrKIqibFs6iXgWFlztyfl5kmcOkx07RnbiBGZhYck6ieANDhDcfDPBwQME+/ZdHutklmGbTWy9TlpvEotPEhao94ywUOihXiyT+CGCUAiFcugzEHgb/tCWZoaZWszUQouJxSaTCy0mF1u0krMtkiLCUCVyQnLACcmRnq1PvANOEMepoZFktBIXZxeFPqXQZ7inQG8xpJSXBtkO/b1WyGzGdGOK8foEk/VxJyAb00w3p1hsLa6IiQSwCB6B59NfHO6IyMGCK//RV+hXEbnBGGuWWyKzFAt4AqEXrWqJDFVEKhuM/lQriqIo2wabJJjFKra6SDY9jV1YIJuYJD16lOz4cbKTJ5dldpUgJNh3gxOTBw/iDQ9v+kOStRaaTUytTrPWIM4MsR9RLVSoD43RjEokpRJ+EFAIfXpCf0MT8FhrqbUypqstphZbuUWyyUwtxhh7VnvfE4Z6Coz2FhjtKzDa68Tk5UgKdDEkmSFOlyaAQuBTjAJ29YdU2mJSS4NsOsYaZprTTNSc6+pUc4qZxgzTzSlmm3NkNs1dWZe+Z4IgIpSCUkc4DhQH6C/0018YoC/q05IfG0zbnTW1aW6JTMmz6xBKSOiH9EX99AQVCkGB0I8oeE5I6lgom42KS0VRFGXLsGmKrdUw1RpmdgYzO4+pLZKdOEl28qQTlNPTHVdXAOnrJTx4kODgQYIb9yOFwub3M46JF6q0qjVaSUZDAupBgWbvDlrFCqZcISo7wdYfeBtiUbPWUo8zZqotphZjpqutfIpXtUaCq3PZFpBtMTnUU9gWJTastSSZJU4zWqkhzZxACXyhEPj0lyN6i0HHxbUY+mpN2QSMMcw0Z5hsTDDZmGSqPslMc4bp5jSzzVlSm66wQC4JyNAL6C8MOAFZGMwFpJsK/ub/HF5LtF1ZU5N2JmsNFsEXj8ALCLyAvqiPUlCm6Bc75T5CP8SXrY+NVq5NVFwqiqIolw2bZS5uslojm5/Hzkxj6g3MwjzZyVNkJ06QHjvusqnmiAj+9de72MmbD+Lt2LHpmVNto0mjWiOuNmg2Y+rWoxEWaPUMkw31Ij09RD1lilFAry/r7k8jXrJEzuQCcrraWjXJDrh7MlAOGektMNJbYKzPicmeYrAtBJmxliQ1tHJrZGpc0pYo8IgCj+GeIr3FgGLoRGQh3BhBrkBqUmZbs8w2ppluzjDbnGWuNctsa5a51hyLrcUuAdn2ApCOgPTFp7/Qx0BxkL5CP/1RXz7vpxJWtsX362ohMxmpdcIxywVkZk2XmA8JvICesCfPzFok8kNCLyT0I0IvVEuksu1QcakoiqJsGtaYXExWyeYXsLMzLhnP6dNkk5OuBuXkJHZuftl+Ui4RHHCursGBmza17qTNMtJag1a1Rlxr0EgMNevRDAu0yoPY4V7CngpRfx/9UbAu18wkM876uBgzlYvJ6cUWtVa6ansRob8UMtwbMdxTyKeIwUq0bcRYZpw1su3WmlkQnGtrIfQYrERUCiHFPBNuIfS3hSX1SiU1KfOtudzqOMVsc4bZ1hzz8RzzrTkW40WMXYp/7HaUFnEi0hefvmIfA5FzX+0WkZWwooJlA1npwpqZlLb3ercFshz2UPJLFIICUS4cIy8kUCukcoWh4lJRFEXZMJZlSl1YIJucctbI4ycwE+OY6WnMzOyq+/q7djoxefNB/D17EG9zHnBtnBBXa7QWa7RaCfXE0vACmlGBpH83Ui4T9vVS6K3Qs8ayG8ZY5uoxU4stpqox04tOSM43EhezuQr95XCZgBzuLTC0jUQknB0fafPMrVHgUQgDRvvCjktrMY811TjJS8NaSz2tM9ucyZPmTDHTmGamNcNsa5aF1gKZyVZJoENezkMIvJDesIfeqI/eqJeeqIeesJeesIeeqEcF5AZhrOkk0cls5qyPNsOYtseB4Hk+QZ6VtS/q79SGDL3AWSBVQCpXGSouFUVRlDVhs8zVcGw0sPU62fQ06dHjZKdPkZ06hZmYwExNYTNzllCU3h78PXvw9+whuG4P/u7dSLG48X00lrjRIq5WSaoN4jhxLq5eQLPUSzbSi18pE/X1Ui4XL0nItWMi5+oxs7WYuVrS9TkmXSW5DkA5ChjujZxLa0+B4V4nKLdLgh1wmWeTzJJkhiQ1nWtpx0f2FUN6SyHFFUJSuTCtrMVivMhCa575eJ651hxzzTkWWvPMxXPMNmdpZS2MzToWSLMi/jH0QwYilyynv9BPb9RLJezpiMeiX1T31Q2g7baamYzMZh0RaW1byIMvAb4X4ItHJeyh4BcpBgV8CTplPtrurSrolWsBFZeKoijKBbHGdMptmHqd7Ngx0kPPkJ06TTY+jpl2ZUKwgO91yoMASLHgROSe3R1BKX19G/rw250sJq43Sao1Got1Wq2YzI+Iw4i0bxAz0kvQU6HQ10N/Ibooq1oryZitO/E4W3PicT4Xka3UnHO/0PcY7nEicjiPjRzuKVApbJ8/vU5EmvzeGbJcRPqeEPgehcBjoBzRUwxcBleNjzwn1lqaWZOF1gIL8QJzrVnmm3PMxfMdIbkYL9LMms7iZQxONlqsJbdAWsjj7SpBhf5CH31Rf8d1tS/qpTfqU/G4AVhrlwnGttUxMyZPH2bxvIBAfHzPJ/IK9EX9FH2XfbXtzhpI0BGPOiaKouJSURRFWUHHItlskk1NkR46RPrMYWeNHHeurTZNwfPB88DLk4H4AUQh/tgY/s6dHSHpjY5smIurtZY0t6jFqSVJUurVBq3FKmm9SZalpEGELZbwhncSDPQR9PTQ09uD55/b7SwzloXGknicyeez1Zh6vHo8JDgXxN5iwEDFxUEOliMGKyED5Yj+crgtHjbbwrtbSHaLyND3KAQ+Q5WIcsGJSOfm6hNuQLKiqwFrLa2sxUK8wEI8z0JrwVkcW7PMteaZb82xEC8QZzHGGjKTrSIclyj4Eb2FXipBhZ7Iuau23Vf7oj56wh58T90k10vbZbUz5VZIARBxVkfxCTyfSthD0S9RCFw9yCXhGBB4oY6HolwkKi4VRVGuYWyr5UTk9DTpkaOkzxwiO34SM36GbGIS22jkvl9eLiQ9xPORUoQ3Mow/NoY3Noa/Ywx/bAwZGNgwMZJkljTNiFNLnGU0k4x6rUXSaJA1WhC3AItXKOJVygQ37qLQ34dUKlAquf52X6u1NGJnhWwLx9l6zEw1Zr6RrFojsk2lkAvIcpjPnZjsL4fbxopnTO7G2nZpTZecKUPfI/Q9imHAcI9PuRBSCDwKoUcUXNsi0lpLI204V9VcPC7Gi8y1XIKc+dzqGGcx1hqyPM7O2NzyuMLqWPAL9Bf7O8Kxr+2yGvVQCSqugL0fbfVlXzV0u6ymeekOl3E1jz+VkMAPKAUlSkGJYlDKYx2DJRGpLquKsmGouFQURbkGsGmKbbUw8/OkR46QHTlCeuQo2alTZBMT2MVqHkS0JCLxBCkV8QYHnYAcG8PLRaQ3PIycxxJ4KaS5EIrzZDGtJKMeZ8RxQtZsYhtNiGN8sQRhQFQq4o8O4A0OQbmMLediUoQ4Ncw3YhYmayw0EubrCfONxH1uJCTncWMNfJfZdLASMlgp5HMnJAtrTOyz0Zguy23aZYW0gC8Q+j5BIPSXQ3oKLjNr1LZEblD9zSuF1KTUkxr1tE49qVNP69SSGvWknlsc53IX1nlik+Sxjc5dtSMcV1geIy+iElVy4eisjX1hH72FPiphhUpYIfD00Wq9ZMbFm2bWCcf2Z2MyjF2yAwsWT3xnffSXZ1wNvbAT7xiq5VFRLhv6G1BRFOUqwVoLrZYTkQsLpMeOu9jIY8fITp122VrbcZEi4EnHtVWKRaS/zwnH0dHcIjmKPzqKRBtjZVluiVwSkUlmSJMUE8fQauInMYG1RIFPUCrijfRjBwagVCaOCixIxEICC42EhemE+ROzLNQnmG8k56wL2abtxjpYiRiqREvurJWI3m1SI7LtxtoWkGlmlyUHCgOP0HPZWZ0VMuhYH9surVdjhlZrLXHWYjGpshgvshgvUE2qHcFYS2rUkirVpEo9qdPKWrk4dPUcjbV5ghzTtZ681qMQ+ZGzLBbL9ES99IaVfN5Hb9RDT9SrwnGNtC29bYGYdS93xkSQ3PrriYcvHpK7rEZegdAPKXgFoiDCbwvKPJFO4IWEmnFVUbYF+ltSURTlCsMmCTaOsa0YW10kPX6C9PAzZMdPkJ0547K0zi/gUhrmIrJtkSwU8Hr78MdGnTVydNRZI0dGNiRba5Zb0lJjSLrcWRuxIU4z0jjBtGK8NMbLUkKTEXpCyffwCkWaPWUWSmMs+GUWrM+88VhMLIunUhYaVerx3AX7UAx9+koh/eWQ/lJIXz7vLzsBudXWO2udWEwzS2aWxGPWLSBzN9ZCGDDU41OOAsLc+hj6HtFVZIVsJ8JppA2q8aITjslinlF1IU+Es8BivOhcUzvC0C65p+YCcqWl0UOI/AKFoEDRL1IMipSDMj1hhZ6oL0+Q00tZLY6XzKVYF0W83MLoRKMn/pJ7qu/qOfri43UEo0uiE0iA53kqGhXlCkJ/kyqKomxD2m6sthVD3CKbmXUWyOPHnYCcnMRM5hlaaYtIryMipVBAKuVOTKSzRo7ijY7ilctr6pMxuQjKXGmKtkBKcitkkjlRmcUJJkkwzRaSZfhZio8l8DxiP6TuRyx4ZRaDAgtexGImLKawsGiJbdvi1jxnP6LAo68U0ldy5TD6S8tF5Fa7sJrOvTEd0ZhmhswZyBBcSQ/f8wh8oafoU4oCiqFPGHhEuXi8EgVkZjMaSYNGWu+4ozbSBo20QT2pUcvX1XJ31UbqtncLxLMsjCsEY+iFlIIixaBEOSxT8kuUg3JnuRyWKQduivxoW1ijtzPWLol0w1I8aXsMsnzeFozSFu65WLyQddH3/FU/67goytWJiktFUZQtwmYZttVacmVtNEhPnHQC8vQZ58Y6NYWZncU2m4B0YiGdiBQnIsulJSvk2Cj+qHNp9SqVi+5L2+KYmeXCMTOGVuLiIZPMkKWGLHHiUdIUyTJIU7Isoyk+LevRFJ+6BFSlwCIhCwQsZh71GKzXJYLPwj1sliJ/STwWQ/pKAb35cl/JJaLZqgfTdszjSotjaiztHnkCvu8ReM7K6MSjTyF3XW1bJYP883Z1YXUW1pRm1sxjFmvUknouEmtU4yr1pNZxTa0lNRppY5llcUmUuDldYnF5DlVLIAHFoERvVKYSlCnnMYzt2o09YS+VsELoh1t1S64I2hZFN7VdUJdcUdsuqG1EwMPDk+VT5EWEXoCfJ78J/bPdUf08o6paFxVFaaPiUlEUZRNZFgfZbGJm58hOnSQ7eRozOYGZmcHMzmLm5jHzc2BsHgvpLQlIBCkU8fr78UaG8UZG8EZG8EdH8EZHkUrlnGLLWktmWBKNuTDKMkucWVppRpLXN8yMJUtTbJKQphnNVkozzVySHQNNIzTFp0E+2Yg6HnXrYz2/Yz21bStqd7ZWz02B79FbDOgpBvQWneWxrxjQUwzpLbl1UbA11jp3r5aEdZrfp+54R0/A97y8DqTQFwUUQo9iFBD6rjZk4C0XkFsnhA1xFhNnLVpZTCtr5Z9bHTdUZ1F01sNmvtxIm7Ty7ZnNoO2CmovGJSuj+0cndnHpPkVeRMGPKIQVCn6BYlCk6Bdzi2O5k7mzHJQo5Ns04cpyui2Iq04suQS7b5jkiZ3aAtHPv6sBRW8pQ2qUi0Svy1XVy5d9L5/ny4qiKJeKiktFUZR1YLMM4hibppg4wc5Mk01NkZ0Zx5w5QzY+jpmZdQJyfh6SZEUcpJuLCBJGEAb4IyN4w10icmTYZWddJbFOllnS1JKaLBeOzgWzWzimxhKnGdXE0mglNGMXB9nMa0W2MkvTejSN0MCjYT0SfJAgL0Hiu7nv+mvFW3LD7aIYOgtdpRBQKQS5iHSisa8Y0lMMKEVb4w7XFo7Gcpa7ancFEt8TgtxdtRwFlEKfUiHoCMa2tTHwvU0p39FOWtNaRRC6z3Hncytr0UgbS8tps9O+mbVITLJM+DmLlRMtYHNL4lIZjXxxWVmNNgW/0BGJbWHopjLl9jwsd8TitS5MVosJ7RaDxrq4RENuSbT2rGNIWyTi4Xk+ngi+F1DwAkIJCHPLouf5XTGKfi4ql9xPPdk6S7+iKNceKi4VRVFWwRoDSYJNU8jdQO3sLNnkJGZqOheN05iZOcz8PGZh3pXzMO1spdKVkdVZIcX3wfeR3l68wQFniRwYwBvoRwYG8UeGkf7+zoOgc0uEODPO8lhLSI0r11Frpcy1DNXEUEsM9dRSSy2tJKOZGBp5aY9WCk0DiRXEFX7L+xO6ue9DsGQltV2C1/c9SpFLJlOOXFbStnh06926cuRiBv3L7N5pjCWzdsnqaqxbl69f+bzue5JPS+6qxdCnGLbFoot3DHIL5GrX07bcJSammiSkJiHJ6+sl7Slb+hxnMbGJSbIkn8fEJiHOWsRZPjdxRzS2E9Ysswaex3LYsRd2Eqh02w8dXl7rr504JfBDin6RyC9QzEVjIShQ9IoUgiKFoEAp394u5XAtiJMl4Wdy0dclDrHLROKS2+9SDKLLduo+IYKH5wQigoiHL24eeAG+VyJou5e26yzmrqltYdi2IHYsi+p6qijKFYCKS0VRrimsMS7Tar2OmZvDLCxg5+cxCwuYhUVse111EVOrY+t17OIiZnERjFkq49E9efk8DBAJnXgcyMXj4CDegBORMjCA19eHhGFHBKXGklhLKzEsxoaFM3XmWoaFVspCbKglTjTWUksztTRTQzNzolOwiM2n9rN/p18++CEUfPB8xBM831nhSoWQUjHsiMVytCQWS1FbLLqSFpdDVLiHeHLL4pJINN3rzXLR5Nz/nFj0xLmoep7F9xMKnkG8FCsZlpSMBGNTDAmZTUhsRl1SsjQlSdK8+HraEYpxFpOZlDgXiGmXYExNisF0d35Z3OAyYddtNcxFYlsg0lUKY2m/pVhEEY9AAkI/7JRZaNfti7zIzTufnQgs5PPu7ddCfb+O4F4hALvF4tI2k4+B23fp222d94D4eHkpDMkzm7q4wrZ10MUaeu1Mprl1UfJ9PBG8PFmNO47PyljGa92qqyjK1Y2KS0VRrmiMMU4czjkLol1YwMwvYBcXMIuLmHknDO3CPLZaxdZqmEYDUhdLlpselrwAO+LMWyYgJYycMbKnF6+/z4nE/n5sTw9Zbx9xqZdWTx+tQomm9ainznpYSyyN1NBoGeonLPV0gUZiaRonFmNjaWaWLLOd/ggWLHjttBtCJ6bK9dHF9TnLYpALxZBSMaBUjCiVIkqlglvfJRw3Syy2xaGxy0XhuT4LkFlDap3Yy0yCldR9JslFYAySYUiwkpDamMy6eWoTEtMiMe3PMalJXL3C1Sx4XQJwyQW02110yS10ZUvysVhuDbSdr4svgbM05damQJzo8D1nlQrEWaUCb0koRnlR99CLOtbE0I86mTaLfpHQv/qthctiN7vcSNsCsPP5vO6j7mdipZXQiTwnAgu5KAyWiUS/K97QO6cIbFsPFUVRlItDxaWiKNsKG8dkc3PY2VknGOfmMYsL2PkFZ1FcWMitjAvYxaqzLFqzJBStXRKKnbAx9wBqxcMgGMB4vptKFdJCgSQqkkQlWoUiraBAMyrSCAo0ggK1Yg+LpR6qYZkmHq08GU6cWdIY7FRbhiRgk/yzE11iu0Wj2yK5gGw70XniXBc9z6MUeJQDcRbGYki5GFEqBG5eDCkVI8rlAqVyRBStX4DY3H20LfystbmbZ9uSl5Fkce7mmZJkCZl12zri0KYYm5KJsxBmtm0tdGIxsymZjTGkbh+TkpEuuRAu9cbNxHY+ry748rbLRN/SNk+8jsth4IX4XkDo+Z3MloHXLTaCjmUq8EICP+jad6lN6Edu3mnjavF53tVrhXKxmawuAM8ShEttut1G27VW2+9w3Dgtfe8Fr2PlE/EA6biPRl6BoCPSw3zc/NWF4CrZTtVKqCiKcvlRcakoyqZhrcU2Gk4gzs44y+L8PGZ+IY9TXHQWxrZorFaxzVZHjFnragMaYzFAZt3UEYi0PwtpWCAulGgVSrSiMs2oQCMs0QgL1MIStbBIKyzSjEq0oiKtKCL1Qgzt0y2JGchFS7fuaVpsM0XaMVZt98VcNHpYIrGEYok8KIhQDCwF36MQCFHgLIeFQkShGBGVIgqFkCiKKBRDokJIoRghYQjBuX81t8tDpCZhIW7k2UCd+GvH9iUmJjHt9flnk1v+jBN8qcmFXi4MDWn+OcPSjhvtqmsngNiOcbcb6fy3JCA4r+ZdUv+COFHnBZ1slkHHsucselHHLTQi9ANXIiFfH/mFzn5h7hJ6NbmBrhR2Z89Nx9W22wq76jrr7rvkAk/yFzBnvYuBJSM5zoLvvuNLAtATl8xI8IjaSWXwlruN4sS3sGRJlC4XUsnjEpc+L3cjvdott4qiKFcjKi4VRTkn1lqX1KbRcDGK9Qa2VnWisFbDVquYWs1ZD2s1TD6l1RrpwiJmsYpJkiWXSGOdOGy7SkLuTulEYpYvp+LRKJRpREVa5bITjIV8HrmpWcitjGGRRlTCiNexFrq+59fQ/V++0scSGkvRJkTiRGHkWwq5QIzEUvCEgmcJPQixRL4QBh6BB0Eg+L7gBRYv9PEKHjb0SAOfzIfMs6QeGA9SH1KxbvIsqanRNPPO8mcyZ9VLMpJmQjbnLIZJbt1LbUJq044ATPO5tSvFm83FwZLlb1kIJuT/LXcpFFkKPJNcTbiad+3t4qxFEi65FK6w6C377LfXteMDlwRh6EUEnp/PcwugF2z7YupLiXPOI/TOIf7aIg+7PO5yKVFPxz6bS77l1j0n6vNSNG1RBqsIPHHZRHMRt5QAZil+0M+X86PhuexOnf0lF5Dt8yx9Jj/XcgEo+bk9VAQqiqIoS1xx4lJE/inwr4CdwMPAT1lrv7q1vVKUzcNa60pdxDE2SVzNxHyZJMWmiZsnMTZJIU3yuVvntiVuarUwcUzWbLmplc/jBNOKsXELE7vMqMQJJomxWZ4x0VhM1o6bcyLR2rZYdA/J7flKR8ckDGiUyjQrJZrFIo1CiVaxSLMQ0cytiM1CkVYYEUcFkqBdJN2VTgiwhJ4hFCf0QrGEYoikSsmbZwSDJxmeZPiSIZ7BE4PnGcTLbZu+RXwLYjFiyDxLhiUTS+aBEWh5ljpgPEtmjduGIcNiJC9CjsVIJxrPzQ3QstBi2fol6eDofgRfcgmVLjEoeYinsFwcLhd+7Wd5T/zc0hd0xFwntk9cPbvAC1yGUC/KLYHOxTDsigEM8uQk7cyVS0XSN1b4rRRqQF5HkWVC7VxibFWhd4H2nVjVLnfMtozr/r9rNDpt25e+NDZLAq8jzHIBdi6RRx4H2C30pGtd2zq4Utx5+bG97vPKchfSbnGn7p+KoijKduCKEpci8v3ArwM/AXwF+BngUyJyi7V2Yiv7plz9WGudYIvjjtjriLT8s4ljTLNFliTYVl77MBd2Jo5zwZZAHGNi186kCVmakMXNXNjF7jhp7EpgpKkTNLStfU4UGXDiR8jFj1s24ixny5dZmrc/+25ufDBiyYpgyvl2L9+et7UiZL7nJi8g8z2M5+fLbjKel6/3yDzB+B7GF6zftopYJ4wweFJDqLl1Hfc799nHErQreMiSkLL5PCbXcOLWWcRty/01bdufD9fItWEVfz/piLauLUsCw5OuTbJkAUSW+pxbf4Ku0gFeV8KQdoIX328nEvGWxFxHFPp5nTovF3s+vixZCf2O8Gufo12+IC9yviwmkbMEVue72729s25J/NrcbTLL4lWP1dlzmfHzXIKtfdtkyYTcdf8kV8pLy90CLv+0QrQtCbfuz+TJW3yWXCzlLPHWPudya93Sl6J7uXP+vF8dy2GnT9IReHSJu464VJGnKIqiXMPIaoV7tysi8hXgfmvtP8uXPeA48JvW2l+9wL59wPz8/Dx9fX2b39mrgCzLSOJ4Kf7NuKLPGNvJ2meyNN/WbmMwJiPLMmyWkWUpWZbmn926NEuwWYbJMqzJSFM3NybLSw5kLgNoluUWM3dMd+ylyRpDZg22vS1va7vm3dtc/w1ZlrhzZBnGpPn5XKyZMRnW5vvg5ha3DmMwuVjrzL38wTwXYUZs57PNJ+MtfbaSb8ufP5fbtVZhxSYrsjTR/RknrM5a7+Z0RNjKNkv7ddRT1+f2vnhe12a7rJmHc9H0VuzeWYCO4JP8GrxlVp/cFtTlnre0ryw9uOfxXeJJx1KzMqOj57XFndcRYu3kLr7XLi3gtkvbfdBrt5WOYPNpr1+qO9c+h+TtfNrJQpa7BUpn0LqtYee2jsHSre+WX0viq7Nmhdjttih2uTW2D9jZa2l7Ltfc/15uFYOOda1zj6Ujx/Lx9JZZy7rl10q3ypXibUkcskyodW9zm1YXce0XAOp+qSiKoihbw8LCAv39/QD91tqF87W9YiyXIhIB9wC/0l5nrTUi8hngxVvWsXXy2CNf448/eV5dfA5WOt6de3v3mq4IoXydxUrXWsnXyvkOtfqxL4lL2mHtL0BW3VMAP5/WepBceLVFmukSfchygdct7JC2Ja39ud2evIB9W9gJS6Uwlorauwf8tmtk5/G/YzHxcuvMkgWnHSPVFmHSybgYeN1iLBdPfuhEFT6e7xOIW/babT1BvABfXGZT8TxEfMTLC4R7fidxR0eg5W6Cvuem7r51LFMiXYIGvLx4vUsGslwktf/vCI1ugdJpkS91BNeSgFmynOUJSnIB5baviDdbIfA461jdW7raiCzf45zLS6Jr2fIKwdU5+jJxtnTt3RbY7uXOVhVliqIoiqJcBq4YcQmM4OTA+Ir148CtKxuLSAEodK3qBae8txMzM9PMJPNYYy7ceLvT9QDbsaS5Da6yQPeDc0e95mu6ls+y4Cxbzv9vP/TbJVHSlhbSDmNrL3ce3J1YW8pY6EQOuTgS33PiyAtyIRUgvofn+3h+iBeESOgjfkjgO4EW+k6siYcrdXBWenxx4muZxczPRZaP7+fufG1x57nSEoEXuD76TpCJ5yx25JY2EcmFndcphSC070Xb8rVchHkdAeXuX1uIus2yqpA5e0TOHuvl47T8c7fgOWv7smYrx5utEUQrg0Uv++mXXvsoiqIoiqJsBy5FP11J4vJS+XngF1euvP7667egK4qiKIqiKIqiKFc0vcDV4RYLTAEZsGPF+h3AmVXa/wou+U83Q8DMxndt3fQCJ4DrgMUt7ouyHB2b7YuOzfZFx2b7omOzfdGx2b7o2GxfdGwuH73AqQs1umLEpbU2FpEHge8EPgK0E/p8J/Bbq7Rv0SkM0GF7+cTmdLn/LV4oSFa5vOjYbF90bLYvOjbbFx2b7YuOzfZFx2b7omNzWbmo+3vFiMucXwf+UEQeAL6KK0VSAf5gKzulKIqiKIqiKIpyrXNFiUtr7Z+LyCjwn4CdwEPAa621K5P8KIqiKIqiKIqiKJeRK0pcAlhrf4tV3GCvcFrAf+RsN15l69Gx2b7o2GxfdGy2Lzo22xcdm+2Ljs32RcdmmyHWasp7RVEURVEURVEUZX14W90BRVEURVEURVEU5cpHxaWiKIqiKIqiKIqyblRcKoqiKIqiKIqiKOtGxeUlICLvERErIv97lW3/K9/2nk04710i8iURaYrIcRH51yu23yEiHxKRI3kffmaj+7Dd2cZjE4rIfxCRQ3mbh0XktRvdj+3MVoyNiBTz835TRFIR+ch5+rVy+tZG9mU7s0Vj8woR+UsROS0iNRF5SETetaLNu1cZl+ZG9uNKQkReLCKZiHx8k8/zNhF5PP9d9U0ReX3XtlBEfi1fXxORUyLyXhHZvZl92u5cjrG52L/xIvJP8zZNEfmKiLxgs/p0JbBdxkZEfBH5zyJyWEQa+fPAv5euAo3XGpdpbH40fz6bzafPrPYzISK3ichfich8/rvtfhHZu1n9uhZQcXnpHAfeISKl9goRKQLvBI6t58AiEq6yrg/4NHAUuAf4V8AviciPdTUrA88APwecWU8frnC249j8MvDjwE8BtwP/G/gLEXnOevpzBXJZxwbwgQbwP4HPnGPXfw7s6pquB2aAD6ynP1cgl3tsXgJ8A3grcBeuTvF7ReSNK9otsHx8blhPX65wfgT4TeDb1yvm8gfds/72i8hLgPcBvwc8B/gI8BERuTNvUgaeC/znfP69wC3AX62nP1cBmz42XMTfeBH5flwt8P+IG5+HgU+JyNh6+nSFsy3GBvg3wE8C/wy4LV/+17jngmuVyzE2r8D9Tnsl8GLc37pPi8iern1vAr4MPJ63vwv3O+6afZm5IVhrdbrICXgP7g/uN4F3da1/J+4X+UeA9+TrXov7ws4B08DHgJu69tkHWOD7gS/gvsjvXuWcP4l74I261v0q8Pg5+ngE+Jmtvlc6Np3lU8A/XbHfh4A/3up7djWPzWrnv4h+vhkwwA1bfc+ulbHp2vfjwO93Lb8bmNvq+7MdJqAHWMQJuT8DfqFr2yvye/4GnGBvAvcBd668l8B3A48CKbBvlfP8OfCxFevuA/73efr2/Pz8e7f6Pl3NY7PinEdY5W888BXgt7qWPeAk8HNbfZ90bPgY8Hsr1l1TzwFbPTb5fj7upeU/7Fr3Z8AfbfU9udomtVyujd8H/lHX8g/j3r53U8G9RXwe8J24h9a/WOXtyq8Cv4F7m/WpVc71YuCL1tq4a92ngFtEZHDNV3D1st3GpsDZb8AawEsv6mquLi7n2KyFHwE+Y609ukHHu5LY6rHpx72o6aZHRI6Kczf/SxG54yKPdbXxdtwLqyeAPwZ+eBV3uv8G/Euc2JsEPrrCalzGWUv+MXAHMLHKeV7M2Vb+T+Xrz0U/7kFw7qKu5Orjco3NeRGRCOc90xk/a63Jl883flcz22Jscv4e+E4RuRlARJ6Newb4xBqPd6WzVWNTBkLyvzX53643AE+KyKdEZCJ3J3/zmq9McWy1ur2SJpbe8o/iBMMN+dQARuh6y7/KviO4P8J35sv78uV/foFzfhr4PyvW3Z7ve9sq7Y9wbVsut9XYAH8KfAs4iHuT/CqgDrS2+p5dzWOz2vkv0GY37u3n27f6fl1LY5Pv93Zc8es7uta9GPiHwN3Ay4GPAvPAdVt9z7ZgjP6ufU+BAPeg9Yp8+RX5Pf/+rvZD+e+Yt+fL787bPPsC54mBH1ix7p8A4+doXwQeBP5kq+/R1T42K855hBV/4/PfXxZ48Yr1/xX4ylbfp2t5bPL1Hu6lmwGSfP7zW32PrqWxyff7/wOHgGK+vDM/Tg34Wdzfm5/Lx+flW32fruRJLZdrwFo7iXPjejfubf/HrbVT3W1E5KCIvE9EnhGRBdwvHYCVQcIPdO3zLRGp5tO1+kZrXWzDsfnnwFM4f/4Y+C2cRchcwjGuCrbh2HTzQzjry0fWuP8VzVaNjYi8Evfz8KPW2k4iJWvtvdba91prH7LWfgEX3zeJi1++ZhCRW4AX4OKGsNamOPfVH1nR9N72B2vtDPAEznLcJsa5mCEie7vGpCoiv7CGfoXA+wHBhQdcc2zXsVG25di8HXgXLtzgubi/N/+XiPzQJV3YVcBWjY2I/BzwDuAt1tq2N1lbA/2ltfa/539vfhXnxvwT67zUa5pgqztwBfP7OKEA8E9X2f5RXKKXH8XF3XnAI0C0ol2t6/PrcSZ7cJYDcAHiO1bss6Nrm3I222Zs8of2N+cJUobz8/0qLgHAtcjlGpuLJnfH+WFc3EV8ofZXMZd1bESkbZH8WWvte8/XMWttIiJfBw5c+DKuKn4E93f6VJfXmAAtEflnl3Cchs1f1ePG7u6ubW135HP9Plv2d6ZLWN4AfIe1duES+nE1cTnH5kJMARkXMX7XCNtpbMC5eP6qtfbP8uVvisgNwM8Df3gJx7kauOxjIyL/F84i+V3W2m90bZrCeSw9uuLYj3Fthi5tGCou184ncQ9VlhVxRSIyjAtU/lFr7ZfydRf8otrVY73uBf6LiITW2iRf9yrgCWvt7Dr6fzWz7cYmf1N2Mn8weyvu4exa5HKNzaXwcpxo+b11HudK57KNjYi8Avd2+N9Ya3/nQscRER94FvDXF2p7tSAiAc41+F/iXPC7+QjwAziPCIAXkWf2zeO9b8Y9IJ1Fbil4epVN9+Jiaf9H17pX0WVB6BKWB4FXWmunL+GSrhq2YGzOi7U2FpEHceP3kfxcXr78W+fZ9apju41NTpmzvZUyrrGKDVsxNuLKw/1b4DXW2gdW7BeLyP24v23d3Ix7kaqsERWXa8Ram4nIbe3PKzbP4rIp/piInMa5jf3qGk/1p8AvAr8nIr8G3IlztfzZdoM8mP/2fDEC9ojI3UDVWrvWX4ZXLNtsbF4I7AEeyue/hPuD8l/XeM4rmss4NojI7bifhyGgN/+ZwFr70IqmP4KLS3pkree6GrhcY5O7wn4Ml/TnQyKyM98U5+5PiMh/wGUIfBoYwJX5uQH43bWc8wrljcAgLsvkfPcGEfkQ7nv7r/JV/0FEpoFx4L/g3sh/5BLP9xvAF0TkX+JcpN+BS970Y/k5Q+CDOLe+NwJ+19jNXGNW/8s6Nhf5N/7XgT8UkQeArwI/g0vCtTIx19XOdhybjwL/VkSO4XIwPAf4FzhvkWuJyz02/wb4Tzh35CNdv6+q1tpq/vm/AX8uIl8E/haXFf1NuNhPZa1sddDnlTRxgcQgLE/b/104U3sTl9L/5TiLwJvz7fvy5bsv4rx3AV/Kj3UC97a/e3v7WCunz2/1PdOx4eVd55oC3gvs3ur7dY2MzZHVfi5WtOnHJQr40a2+T9fK2OTnPO/vK+C/494ct3BufR8HnrPV9+syj81HcbGvq217QX7PfjqfvxHnotzClaS4q6vtu7nIsi7A23CxTa38eK/v2tYe39WmV2z1/bqax+Y89/7zK9r9s66fm68AL9zqe6VjYwF6cR4BR3HhAYdwNbCj9VzrlTZtwdgcOcfY/NKKdj+My43RwBkCvmer79WVPkl+YxVFURRFuYLI3Yv/Fhi01s5taWeUZejYbF90bLYvOjZXB9eUv7eiKIqiKIqiKIqyOai4VBRFURRFURRFUdaNusUqiqIoiqIoiqIo60Ytl4qiKIqiKIqiKMq6UXGpKIqiKIqiKIqirBsVl4qiKIqiKIqiKMq6UXGpKIqiKIqiKIqirBsVl4qiKIqiKIqiKMq6UXGpKIqiKIqiKIqirBsVl4qiKIqiKIqiKMq6UXGpKIqiKIqiKIqirBsVl4qiKIqiKIqiKMq6UXGpKIqiKIqiKIqirBsVl4qiKIqiKIqiKMq6UXGpKIqiXJGIyOdF5PPr2P8HReRxEUlEZG7jenZR5z4iIu+5nOe8GtD7piiKsr1RcakoiqIsQ0TeLSJWRJoismeV7Z8XkUe2om8bhYjcCrwHOAT8KPBjm3COl4jIL4nIwEYfW1EURVG2I8FWd0BRFEXZthSAnwN+aqs7cg5evY59X4F7wfrPrbVPb0x3zuIlwC/iROzcim23AGaTzqsoiqIoW4JaLhVFUZRz8RDwoyKye6s7shrW2thaG69x97F8PrdB3bkkrLUta22yFefeDoiIJyLFre6HoiiKsrGouFQURVHOxf8N+Djr5QURkX8gIg+KSENEZkTkz0Tk+q7tPy0iWbebqIj8y9wF99e71vkisigiv3aB8y2LuRSRV+THeruI/FsROZG79n5WRA50tTsC/Md8cTLf55e6tr9ORL4kIrW8Hx8XkTtWOf+tIvJ+EZnMr/kJEfkv+bZfAv5b3vRwfg4rIvvafVgZOygiN4rIB/J7VxeR+0TkDSvaXNQ15m0PisiHRORM3uZEPib9F3FfHxGRe0Tk7/NrOywiP7FK24KI/EcReVpEWiJyXET+q4gUVrSzIvJbIvIuEfkW0AJee54+iIj8u7zPdRH523OMwZCI/D8i8k0RqYrIgoh8QkSe3dWmJx/L31hl/+vy7+TPn++eKIqiKBeHusUqiqIo5+Iw8F6c9fJXrbWnztVQRP4t8J+B9wO/C4zi3Gm/KCLPsdbOAV/CvdR8KfCxfNeX4dxDX9Z1uOcAPcAX19jvn8uP+f8A/cC/Bv4EeGG+/WeAfwi8BfhJoAp8I7+OHwT+EPgU8G+Act7my/l1HMnb3ZVfTwL8DnAEuAl4E/BvgQ8DNwM/APwsMJWfe3K1DovIDuDv8/P9T2Aa+CHgr0Tk+6y1f3Ep1ygiUX4NBeA3gTPAHuCNwAAwf/5byCDw17jxfB/wduC3RSS21v5+fg4P+CvceP4O8BjwrPx6bwbevOKY35Ef57fy+3HkPOf/T8C/y/vw18BzgU8D0Yp2N+bn+QDu+7oD+HHgCyJyu7X2lLW2KiJ/AXy/iPwLa23Wtf8PAIK7d4qiKMp6sdbqpJNOOumkU2cC3g1Y4Hm4h/cE+I2u7Z8HHulavgFIgV9YcZw7831/IV/2cKLm1/JlwYmM9+f79+TrfxbIgIEL9PPzwOe7ll+R9/tRIOpa/9P5+ju71v1Svm6ka10PMAv8zorz7MC5z/5O17ovAAvA3hVtpevz/5WfY98qfT8CvKdr+b/nbV+6oj/P4ESTdynXCNydL3/fGsb/8/m+/6JrXQR8HRgHwnzdP8jH6aUr9v/xfP+XdK2zedvbL+L8ozjL5sdW3M//kh+n+74V2vema90+oAn8+651r873fe2Ktg93f4d00kknnXRa36RusYqiKMo5sdY+A/wR8GMisusczb4XJxzfLyIj7QlnLXsKeGV+LIOzzn17vt9twDDwqzih+eJ8/ctw4nVujd3+A7s8FvNL+fzGC+z3KpxV730rriMDvtK+DhEZza/h9621x7oPYK21a+zz64GvWmu/3HWsKs4iuA+4fUX7C11j2zL5GhEpr6E/KfB/uvoS58tjwD356rfhrJWPr7hfn8u3v3LFMb9grX30Is79XTgx+5sr7uf/WNnQuthVAx136mGcJfoJnLWzzWeAU8C72itE5E7gLuCPL6JPiqIoykWg4lJRFEW5EL+MC6M4V+zlQZw4fArn9tk93cZS8hxwIugeESnhRORpa+3XcBaktmvsS1kSS2vh2Irl2Xw+eIH9Dubzz3H2dbyapetoC7iNLMdyA04QreSxru3dnPcarbWHgV8H/jEwJSKfEpF/eqF4yy5OWWtrK9Y9mc/35fODwB2cfa/a7brHHZwF9mJoX+tT3SuttZMsXSfQSQz0syLyFM7aOZX34S6cu3B7X4NzfX1zl9h+F87C+YGL7JeiKIpyATTmUlEURTkv1tpnROSPcdbLX12liYdzOXwdzsq3kmrX5y8DIc5K+TKWROSXgJeJqz85yvrE5Wp9ACeAz0f7hesP4qyuK0nX3KON54LXaK39l3nSoO/BieP/Cfy8iLzIWntiA/rgAd8E/sU5th9fsdzYgHOu5Bdwsb6/D/x7YAYXi/o/OPsF+nuBf4UTmO8D3gl8zFp7ofhTRVEU5SJRcakoiqJcDL+Mi7H7N6tsO4QTNYettU+usr2brwIxTli+jKWMql8EfhT4zq7ly82hfD5hrf3Medo9k8/vvMDxLsVF9iiu9uVKbu3afslYa7+JE4C/LCIvAf4O+AlcspzzsVtEKiuslzfn8yP5/BDwbOCz63AHXo32tR5k6V633ZFXWp+/D/hba+2PdK8Ul5F4qnudtfYREfk6zmJ5AtjL9q3hqiiKckWibrGKoijKBbHWHsLFpv04sHPF5g/jLGm/KCLLrIN5SYnhruM0gftxWTr3stxyWcIlpjlkrT29GddxAT6FS9LzCyISrtyYi5u2e+YXgR8Wkb0r2nRff1uYDVzEuf8aeIGItONOEZEK8GM4MXcxsYrd/egTkZUvkL+Js+oVVtllJQFurNvHi/LlSeDBfPX7cRlof3SV85fy/q+Fz+ASQf3Uivv5M6u0zVhhkRaRt+X9Wo0/wllxfwaXkfcTa+yjoiiKsgpquVQURVEulv+Ccxm9BfhWe6W19pCI/DvgV4B9IvIRYBHYjyv38Tu4khltvoSL35zHCR6stRMi8kR+7Pds9oWshrV2QUR+EidAviYif4YTU3uBN+Csfv8sb/7TOBffr4nI7+DiCffl7e7O27RF2H/Jj5UAH10llhFcUqMfAD4hIv8T5975Q7h7+NZ20ppL4DuA3xKRD+BiIAPc2GXAhy5i/1PAvxFXl/NJ4Pvz6/oxa22St/kjXGmR/y0ir8TdHx9nbX078BrggUvsN9baSRH5f4CfBz4mIn+NK0/zOlZYI3EZZf+DiPwBLlnUs3CWyWdYnT8F/ivue/nbXdeiKIqibAAqLhVFUZSLwlr7dB57+UOrbPtVEXkSV0bkF/PVx3G1Cf9qRfO2uPz7FaLpSzhxuZ54y3Vhrf1TETmF69+/wln5TuZ9+oOudg+LyItw8X4/CRRx7pzv72pzv4j8e5wb6mtx3kL7WbJodp93PHdb/TWcq2YRV3vzTdbaj6/hUh7GWWLfhLPi1fN1r7PW3ncR+8/ixvk3cZbJceCfWWv/364+GxF5M27M23VD6zhh9xssJfZZC/8Ol2znJ3BZZ7+CsziuvBf/N1DBxU9+P/A1nMBfLTa4fZ8/jcvO+0fr6J+iKIqyCrKxYRKKoiiKolzJiMjncfU/LxRTekUiIn8BPMtae2Cr+6IoinK1oTGXiqIoiqJcE+S1Wt+AWi0VRVE2BXWLVRRFURTlqkZE9gPfhqv7mQD/Z2t7pCiKcnWilktFURRFUa52Xo6zVu4Hfshau1odU0VRFGWdaMyloiiKoiiKoiiKsm7UcqkoiqIoiqIoiqKsGxWXiqIoiqIoiqIoyrpRcakoiqIoiqIoiqKsm2smW6yICLAbWNzqviiKoiiKoiiKolxB9AKn7AUS9lx2cSkiPwf8CvAb1tqfydcVgf8f8A6gAHwK+CfW2vGu/fYCvw28EqgCfwj8vLU2vchT7wZObNBlKIqiKIqiKIqiXEtcB5w8X4PLKi5F5PnAjwPfWLHpv+OKGr8NmAd+C/gwriYVIuIDHwfOAC8BdgHvxdWq+oWLPP0iwPHjx+nr61vXdSiKoiiKoiiKolwLLCwscP3118NFeIBetlIkItIDfA34J8C/Ax6y1v6MiPQDk8A7rbUfzNveCjwGvNhae5+IvA74GLC7bc0UkZ8Afg0YtdbGF3H+PmB+fn5exaWiKIqiKIqiKMpFsLCwQH9/P0C/tXbhfG0vZ0Kf/wV83Fr7mRXr7wFCoLPeWvs4cAx4cb7qxcA3u91kca6zfcAdq51MRAoi0teecH7CiqIoiqIoiqIoyiZwWdxiReQdwHOB56+yeScQW2vnVqwfz7e124yvsp2uNiv5eeAXL7mziqIoiqIoiqIoyiWz6ZZLEbke+A3gXdba5mafr4tfAfq7pusu47kVRVEURVEURVGuKS6HW+w9wBjwNRFJRSQFXg78dP55HIhEZGDFfjtwCXzI5ztW2U5Xm2VYa1vW2oX2hJYgURRFURRFURRF2TQuh7j8LPAs4O6u6QHgT7o+J8B3tncQkVuAvcC9+ap7gWeJyFjXcV8FLACPbmLfFUVRFEVRFEVRlItg02MurbWLwCPd60SkBkxbax/Jl38P+HURmcEJxt8E7rXW3pfv8mmciPwjEfnXuDjLXwb+l7W2tdnXoCiKoijKxWOzDFuv4/VqLj1FUZRricta5/I8/CxggA8BBVwm2H/S3mitzUTkjcBv46yYNeAPgf9w+buqKIqiKMr5yE6fJn3qabyxUYLdu5GBAURkq7ulKIqibDKXrc7lVqN1LhVFURRl87FJQvzAA5hqDYwB38ffuQN/9x68QRWZiqIoVxqXUudyu1guFUVRFEW5CjBTU2Rz8/g7dyC+j202yU6eIjszjr9jDH/PHrzBQRWZiqIoVyEqLhVFURRF2RBslpGePIVEEeL7AEixiL9rpxOZp087kTk2hn/dHryhoatWZJpqFZIEay1Y66y4XXNrLLBivQje6CheubzV3VcURVkTKi4VRVEURdkQzMwMZnoKb3T0rG1SLOLv3IlttcgmxskmxvFHR/Gvu86JTO9yJLDffGyzSXriBNnx49g4BosTkwACy6S0FcC6GSCZQfr6CW+6EW/njqvmniiKcu2g4lJRFEVRlHVjrSU7dQo8DwnO/XghhQL+jh3YOCabnCSbmHCWzD178IaHr1hBZY3BjI+THjmCmZ1FBofwBgdB5KKts9Za7Ows8Tcexp/eQ7B/P15Pzyb3XFEUZeNQcakoiqIoyroxs3NkE5N4AwMX1V6iKBeZCdnkVEdkBvv347nEEVcMZmGB9PARstOnsNaSfPMRbK1G8VXfdUnXIiLI0BA2jklPnMTMzRHceCP+zp0dN2NFUZTtjIpLRVEURVHWTXbmNBiDFAqXtJ9EIf6OMScyx8cxc/P4+24g2LMHCcNN6u3GYOOY9ORJsqPHyBp1zLHjtL74RWy9AUB66BClN38P4S23XNJxJYoI9uzGzM0Tf+ObBFPTBPv34Wm2e0VRtjlaikRRFEVRlHVhFheJH3gASqV1J6Mxi4uY+QX8HWME+2/EHxrcoF5C/WMfo/mpvyG8606Kr3oVwa5dlyyGwbmvmqkp0sOHMVPTZPPzxF/8ItmZcQC8HWOI55GdPgNA9MIXUHz1q87rLnzOcyUJ2dQUXrGIv2+fE91rOI6iKMpauZRSJCouFUVRFEVZF8nTT5M+9TT+nt0bcjybZZipKcTznRXzuuvWJALbmIUF6h/6MPUPfRiyzK30fcJn3UnxFS8nvOMOvEoF6e29oHAztRrp0WNkJ09gajXiBx4k/dajgEtaVPiOVxI97x6wluZnPkt8733udLt2Uvq+t+KPjKz5GsxilWDHGMGNN160+7GiKMp6UXG5CiouFUVRFGXjMY0G8f33g+/j9fZu7LFrNezsHN7IsIvFHBm5pOQ4ZnaO7Mxpmp/8FM2/+QyEAdHznoeZnCQ9fgJMBlmGv3sP0T3PIbjtDvzRYfyBQaSnglQqnVhHm6ZkZ86QHj5MNjtPdugpWvd+BZIEBKJ77qHwHd+BV1luuU2eeJLGR/4SW69DFFJ6/esJ7372mkqw2DTFTE45V+J9+5zo3uauw4qiXPmouFwFFZeKoiiKsvEkR46QPvoo3p49m1Kz0mYZZmYGjMXfez3h3r1IqXTu9sZgZmbITp4im5wkefhhml/8IuL5FF76bRS+6zsREdITJ4jvvY/k0UfBWKy1eH29hHfeSXjLzUilB69SdhlsKz1k42dIz4xjTp+m9eW/w87NAeDvvZ7S61+Hv2vXOftkFhdpfOjDpIePABDe9SxKb3zDmq2xZnERu7CANzpGcON+vMHBq7ZeqKIoW4+Ky1VQcakoiqIoG4tttYjvfwBrDN7A5mZ4tc0mZmoab6DfuYXu2LFMUNk0xUxPk548iZmaAhHSo8do/vVfg4XoxS+i+JpXnyXCzPw88Ve/SvzA17DNJuDcW8Nn30V4xx1IIQJjyOZcuywXiNLXS/HVrya8846LEnbWGFpf/jtaf/u3YCze0CCl73srwZ49a7sfuesw4uGPDOPv2uWEsMZjKoqywai4XAUVl4qiKIqysaQnTxF/4xv4u3ZelvqU1lpnxYxj/OuuI9i3DwlDzNQ06YnjmJlZCHy8gUGSJ56g8aEPOWH5gudTfP3rzisCbRwTP/Qw8Ve+gpmadisFwttuQ3p7XcKizIDvU/i2l1B42UuRKLrka0iPHaPxwQ9j5ufB9yl+13cSvfhFa7Y82lYLMzcPWYbX349/nasXut7ESoqiKG1UXK6CiktFURRF2ThsmhI/+CCm0cAfGuqsN7UazU99Gn/nTqIXvXBTRKdttcgmp/F6e5DAJ5ubR4oFvIEBxPdJvvUo9Q9+EIwluue5FN/0xkuK1Uyfepr4vvtIDz2zbFtw6y0UX/PqZde7pv43GjT+6qMkjz7mjnvzQUpv/h68SmXtx8wy7MICtlZHKmW8nTsJxsaQgQF1mVUUZV2ouFwFFZeKoiiKsnFk4+PEX3/Ild1oJ72xlvqf/CnpU08DLh6x/JY3461TjK2GtRa7sADWuiyveR+Sxx+n/v4PQGYI7342pTd/z5rFVTY+QXzffWQzMxRe9lLCAwc2tP/xAw/S/OQnIc2Q3l7K3/tmghtvXPdxba2GWVx02XaHh/B373Yus5r8R1GUNaDichVUXCqKoijKxmCNIX7oIczMDP7YWGd96777aH7iUxD4iO9jW7HLkPq61xE+5+5Nt6AlTz5F/c/+HLKM8Fl3Uvret1wWd931kI2PU//ABzGTUwCEz7mb4qtedVbW2bVg4xgzN4eNU/yBPrzdu/FHR9dlIVUU5dpDxeUqqLhUFEVRlI0hm54mfvBBvKFhJHLWsOzMGaq/87uQZRTf8HrCgweo/8VHyI4eA5xLaem737RpwiZ5+hD1970P0ozwjtspvfV7O9bM7Y6NE5qf/jTx/Q8AIOWSSxa0xpIlZx0/y7CLi9haDSmW8HaMOZE5MKDWTEVRLoiKy1VQcakoiqIo68daS/LII2SnT+Pv3OnWxQnV3/kdzOQUwS03U/6BdyAizsL59/fS/NzfQpYhlTKl7/luwltu2dA+pYcPU/uTP4UkJbj1Fspvf9sVIyy7SQ4dovmpT2PGJwDw9++j9IY34I+ObNg5TK2OXVyAzOD19uLt3IE3NIzX33dF3jNFUTYfFZeroOJSURRFUdaPmZuj9cCDeH29SLEIQONjHyO+/0Gkt5een/yJs1w6szNnqH/4LzqiKbrnuRRf+5o1ZVtdSXr0KLU/+hNIEoKbD1J+x/dfcSLJNhpk07NIGGCzlPTQM7S+8AVIUped9qXf5rLTrtHKaLOM9OmnSR7+BslTT+Hv3Enxta/B6+nB1GqI5+H19+Pt2IE/NORiWDUJkKIoOSouV0HFpaIoiqKsn/iJJ0gPHybYvRuA5LHHXZwjUPmH/4DgpptW3c8mCc3P/S3xvfeCxdV5fMubCfbuXXNf0uPHqb33jyBOCA7c5ITlFeTmaeMEMz0Nvo+/Zw/+8BDp4cNOaBYjmp/6NOmTTwH5/XrjG855f886trVkp045QfnII9hafXkDT4he9CKKr3wFiGCrVWy9AWGINziIv3MH3sCAxmcqiqLicjVUXCqKoijK+jDVKvEDD0IhwqtUMAsLVH/7f2PrDQrf9hKKr37VBY+RHj5C4y8+4uo8ChRe9jIKr3j5Ba2N1hjs3BzZzAxmahozM0Py8MPYZotg/z7K73rnFSMsbZa5ep1Zhr9jJ8He6/EGBwEw9Trpk0+SnTyFjAyTHT5M468/iV1cBCC861kUX/NqvJ6eVY9t5udJvvFN4ocf7iQJApBKmfCuuwhvuZn4/vtJvuXKoHj9/RTf8LqOq7JttTCLi9BsIaUS3vAw/tgo0pe7zQbBFWcZVhRlfai4XAUVl4qiKIqyPpJnDpM+8QT+nt1YY6i/949IDx/B372Lyj/+kYsWHbbZpPGJT5A89A0A/F27KL31LXgjI9iFBczMDGZ6mmzazc30DGZ2FrLsrGP5+26g8q53boiL7WZjrcXOzWHqDfyREYIb9uKNjJyV0dYmCckzz5AdPoL09iBh6Ky+X/0qWJBikeKrvpPwnntcbGurRfLoYyQPP0x65Ai0H+3CgPDWWwmffRfBjTcuG5/kyadofvzjmLl5AILbbqX0utfiuQdIwAldu1jFpilesQCeB16ABB5EBSfmowivEOWiMwDf6whQKZeviHFRFOX8qLhcBRWXiqIoirJ2bKNB64EHQcDr66P1pS/T/MxnIQrp+fEfwx+59KQzybcepfGxjzl3TN934iVJzr1D4OMNDeENDeEPD+ONjhLeeccVYbE0i4vYuXm8gX78ffvwd+xAguCc7a0xpMePu5qhvoc/PEx68iTNj36c7PRpwNUR9QYGSB57zMVn5vj7biB69rMJb7+tExe76jnihNYXvkDr3nshMxCFFL/jlUQveMEyIWqNgSTBZpkT+JkBk2HzOVmGtSDidK0AeB7eyAjhbbfhlUrrvX2KomwhKi5XQcWloiiKoqyd9Phxkkcewdu9m+zUKWq/9/uQGUpv/m6i5zxnzcc1i4s0/vKvnIgC8ARvcBBveNgJyeFh/GE3l76+bV+3ciXtZD1epYS/dy/Brl3nFXwrySYmSJ54Etuo442NgbXE999P87Ofg3hJiHsjw4TPfjbRXc/CGxi4pD5m4+M0PvoxsuMnAGdJLr7pDQR79lzScbqxaYoZn8DbMaYCU1GucFRcroKKS0VRFEVZGzZJiB94ABvHSLlM9X//H8zMrKsn+bbvW3dmUWstZnzcJZMZGLgqYvpsnGBmpsFzyXqC6687Z5zkhTDz8yRPPIGZnsEbG0XCEDM/T+vv/h6A8K678PfsXtc4WGtJHnyQ5t98FttsgkD0ghdQ/I5XXpIYXnbMLCM7fQZ/xxjh7berwFSUKxQVl6ug4lJRFEVR1kZ26jSthx/G37mDxl99lOShh/H6++n5yR9HVDB0sM0mpl6HRhMCH39sx7JkPes6dqNB8uRTpCdP4g8Pbdp9N9UqzU99muQb3wRAenspvf61BLfdtibx6gTmOP6OURWYinKFouJyFVRcKoqiKMqlY7OM+GtfxywukJ0+Q+ODHwKByj96N8ENN2x19y4Km6YuZjCOsUkCnodEERIVkGjt8Zo2y7D1OrZehzRFCgWktw9vdASvrx9voH9D3XhtmpI+8wzpM88gPT14m/g8kx46RONjH8fMzAIQ3nkHpe/57jUl6FGBqShXNiouV0HFpaIoiqJcGtYY0sOHSZ54CilG1P7f38U2WxRe/u0Uv+OVW929ZdgsWy4g4xiMc/eUMEDCEIlCpFzGphm20cC2WtgkcQloggApRBBFTiSewzXXxjG2VsM0GogIUq7gDQ7gDw0jfb1IpbJuN+HzXqe1ZCdPkj75JNa6WMvNOp9NElpf+jKtL38ZMoO3Y4zKD7xjTZbYjsAcGyW8QwWmolxJqLhcBRWXiqIoinLxWGNIn3mG5Kmnkb5eGu//ANmx4/h7r6fy7h/aFnGRZn4eW61hBVf6InACknIZr7cXKRadUMwFI1HUsSTaOMY2m53JVKvYhUVsq4mNY5cBVaRzTBvHTrCGEV5vD97oGF5/nzvPFpTbyKamSB9/gmxxYelaN6kf6dGj1P/8/dhaHSmXKL/t+whuvPGSj6MCU1GuTFRcroKKS0VRFEW5OGyW5cLyEN7QAPFXvkrr819AigV6fvInLjkb6WZgajVstUZ44CZXT7FQgELBick1uqJaa6HVWhKcjYYTnLUqUqngjYw4IdfTsy2y1prFRdLjx7Gzs9hmCxPHIOSiuogUz22BveRzzc9T//P3k508BZ5QfPWriF70oku2mi4TmLffhlcub0j/FEXZPFRcroKKS0VRFEW5MDbLSJ5+mvSZw/hDg2QTk9T+4A/AQun73kr0rDu3uovYOCabnCK89RbC/fs3/3zGbAsxeS66Yz9NrY6ZncXWqi7ra5Y5l99i0WV9jaI1u9HaJKHxsY+RPPQNAMJn30XpTW+85DqjKjAV5criUsTluav3KoqiKIpyTbFMWA4PYdOUxoc+DBbCu5+9PYRllmEmJglu2Euwd+9lOed2FpaQuwT39kJvL85OuT/PXNvANuqYhQXs3Bx2cRHTipHAxxsbu2SRKWFI6c1vxt+1y2WUffgbmMlJyu/4fjz34HnR/fV37SA7Mw6PogJTUa4i1HKpKIqiKAo2TUmeepr0yBH84SGwluofvAczPoE3NEjPT/y4cz3dYrIzZ/AGh4iedeea6y9ei1hjnHWzViM9dAjTauEPD6/5eOnhw9Tf/wFsvYFUypTf/jaCffsurU9ZRnZmHH9ULZiKsp25FMvl9n4VpyiKoijKpmOTxNVQPHwYf2QYPI/aH/8JZnwC6e2h/IP/YFsISzMzg5RKhDcfVGF5iYjn4fX04O/YQXDTTS6zbrO55uMF+/fT8+M/hr9rJ7ZWp/beP6L11a9yKUYL8X38nTvIJidJvvWoqxGqKMoVjYpLRVEURbmGccLySbIjR/DHRsHzqP/p+8hOnETKJSo/+IP4Q0Nb3U1MrY5NEsKDBy/JBVM5G29sDP+GGzBTU1hj1n6cgQEqP/zDhM+6EzJD8+OfoPFXH3V1RS+SjsCcmnICc3Z2XX1SFGVrUbdYRVEURblGsXFM8sQTZMdP4I2Nge9Rf/8HSB9/AqKQyrt/iGDPnq3uJjZOyCYmCG+5heDG/ZtaR/JawbZaxA8/jFlYwB8bW9+xrCX++3tp/s3fgAX/uj0uDrO39+KPYQzZ+DjiB67Uy9gY/sAA0te3LcreKMq1jGaLXQUVl4qiKIqyREdYHjuOt2MHhAGND32Y5JuPQBhQede7CPbv2+puYo3BnDqNf/11hLffrkJjA8mmp0keehjKJbxKZd3HS54+ROODH8Q2mkhvD5V3vhN/965LOoaNE2x1EdtoQuDj9fTi7diBN9CP19eHBJqLUlEuN9sq5lJEflJEviEiC/l0r4i8rmt7UUT+l4hMi0hVRD4kIjtWHGOviHxcROoiMiEi/01E9LeLoiiKoqwB22qRPPY42fHjeDudsGx+/ONOWPoe5be9bVsISwAzOYk3Mkx44IAKyw3GHx7G37fPZZLNsnUfLzxwE5Uf+1G8HWPYxSq1P/1TzNz8JR1DohBvaAh/z268oSFsEpM8+STx/fcTf+UrJE8/TTY1hY3jdfdXUZSN53LEXJ4Afg64B3ge8DngL0Xkjnz7fwfeBLwNeDmwG/hwe2cR8YGPAxHwEuCHgHcD/+ky9F1RFEVRripss0ny2GNkJ0/i7dwJQUDrM58hvv9BECh971sIb7l5q7sJgJmdRaKI8OabkVJpq7tzVRLsvR5vxw7MxOSGHM8fGqLnh//RMoG51sRBEoZ4AwMEu3fhjY1hjSE5dIj4wQdpfeV+4ieeIJuc3BBhrCjKxrAlbrEiMgP8K+CDwCTwTmvtB/NttwKPAS+21t6XWzk/Buy21o7nbX4C+DVg1Fp7Ua+u1C1WURRFuRawWeYygZ5jns3MYM6M4+3cgQQBzS9+idZnPwdA6bvfRHTPc7f4ChymXscuLhLdceclu1Yql4aZmyN+6GHnhrpBz0hmbp7q7/4udrFKcPAA5R94x4ZZnm2WubIq1RpgCW65hfASy6AoinLxXIpb7GV1Lc2tkG8DKsC9OGtmCHym3cZa+7iIHANeDNyXz7/ZFpY5nwJ+G7gD+Prl6b2iKIqibB9s4pLc2GYLG7ecdagVY5MUTApphjUZpBl4Agbnr+T7eLt2Ir5P676vdIRl8TWv3jbC0iYJZmaW8Jab8Xbt3OruXPV4AwP4N+4n+dajSKmEhOEGHLOf8g+8g9ofvIf0qadpfuKTFN/w+g1JxiS+j/T2Qm8vZmGB7Ngx/NHRDYkbVRRlfVwWcSkiz8KJySJQBd5irX1URO4GYmvt3IpdxoH2X5Od+fLK7XS1We2cBaC7KNfFpyxTFEVRlG2MmZsjeeYZsjPjiOdB4IPvI34AvodExXzZP6e1KP76QzQ/8UkACq94OYWXvPhyXsI5scZgJiYJ9uwhuOEGzQx7mQj27MHOzpGeOoW/e9eG3Pdgzx7K3/sW6u//APH9D+CNDFN40Ys2oLdLeH19pCdOkR47TnjrLfp9UZQt5nJZLp8A7gb6ge8D/lBEXr7J5/x54Bc3+RyKoiiKctmwWUZ68iTZoWewcYyfWyAvleTRR2n85V8CEL34RRResdl/ki8eMzmJNzRIcPNBzQx6GRHfJ7jpRszCAnZuDhkc3JDjhrffTvFV30Xz05+h+clP4Q0OEt5yy4Ycu40/MkR28iT+jrFtUZNVUa5lLkdCH6y1sbX2aWvtg9banwceBv45cAaIRGRgxS478m3k8x2rbKerzWr8Ck7Mtqfr1n4FiqIoirK1mGqV5JFvkXzrUQiDtQvLp5+m/sEPg4Xwuc+h+JpXbxtrj5mbR8KI4ODNeJrA57Lj9fQQ3nQTttHAtlobdtzoJS9xLtcW6h/8ENnp0xt2bAApFsEasiNHNLmPomwxl0VcnuO8BeBBIAG+s71BRG4B9uLcaMnnzxKR7gq/rwIWgEfPdQJrbctau9CegMWNvQRFURRF2XysMWSnThN//SHnsjg2uuakK+nRY9T/7M8hywjvuJ3Sm964fYRlvY5tNggOHsQf2hirmXLpeDt34O/di5mcYqOSPooIxTe8nuCmGyFOqP3J+zAL580Jcsl4w8Ok4xOY8YkNPa6iKJfG5ahz+Ssi8u0isk9EniUivwK8AvgTa+088HvAr4vIK0XkHuAPgHuttfflh/g0TkT+kYg8W0ReA/wy8L+stRv3Wk1RFEVRthm20SB5/HHibzwMJnOxcGtMtmLqdervex8kKcHBA5Te+r0uXnMb0HbFDG68UTPDbjHieQT79+MNDmCmpzfuuL5P+e1vwxsdwS4uUv/T921orUoJAqRUJD16ZEOtroqiXBqX46/KGPBeXNzlZ4HnA6+x1v5Nvv1ncaVGPgR8Eefq+r3tna21GfBGIMNZMf84P95/uAx9VxRFUZTLjrWWbGKC+KGHyI4cxRsexhscXJeVMb7vK9hGE2/HGOW3v33DykKsB2st2dQUtGLCO+4guOmmbWNJvZbxSiWCm26CLMM2Ght2XCkWqbzrnUilTHb6DPUPfghrzIYd3xsYwMzOkZ48tWHHbNNKMjJz+cv3KcqVxpbUudwKtM6loiiKciVg45j0yBHSo0fB8/FGhtctuGyzyeJ//w1ss0n57W8jvOP2DertOvqUZZiJCaTcQ3jrzfijo1vdJaULay3pU0+RPvU03u5dF/UywloLrRa21cLGsctWPDBwloU8PX6c2nv+ENKM6MUvovTa12xYv83iIiQp0T3Pxetdf6GAVpJxZq7Bmfkmvi/0FUN6iiGlyKcU+hRCT1+IKFc927bOpaIoiqIo5yabmSU9dAgzOYkMDeKVyxty3NZXvoptNvFGRwhuv21DjrkebJy4rLCjo66W5QaIAGVjERGCG27AzM8TT0yRDQ1TivyOkLJZ5txP49jN0wwEpFBACgW8sTFstYo5dRrp71s2xsH111N+y1uof+CDxPfehzc0ROEFz9+Qfnu9vaQnT5EeO0Z4++1rFn7GWKaqLU5M15lvxPQWQ6yxTC40OTXXwBMh8j2KoU9fOaSnEFCMfIqhTxRsD3dzRdkKVFwqiqIoyjYgOXqU7NAhbJbhrTET7GrYVov4PpfGoPDt377lVhZTr2Nm5wiu20N48KDL9KlsS6RQwNt/I+NH7mV+8jiVgs9ACJXQJwh9JCogxSLe6Bhebw9SKrmpWEQ8D9tqkZ44SXbsmEtGNTyMFFwJ8vDOOyjMzND67OdofuITeIMDhAcPbki//eEhslOn8HfswB8ZueT9FxsJJ2bqTCw0iQKPHT0h/twcdnAQSi7m2VhLnBpaScqJmRhrwROhEPqUIo/+UkS5EFAKfYqRj++pdVO5NlBxqSiKoihbjFlcJHvmMEQR/gaHbsQPPICtN/CGhwjvvGNDj32pmPl5bKNBePAAwb59WsfyCuA0Rc4M7GBgboJFv8B0sYfSQB8jI30MjvRT6avgnSMxlBQKhDfdiD86Qnr0qCtB4vt4Q0OI71N42Usx09MkDz1M4wMfxPuRH8bfsbL63KUjxSLML5AePYo3MHDR37O2C+ypuQZxahjqiQhNhvfM08jEOObAzdidLuGUJ0IxdJbKNpmxtJKMajNlcqGFYCmEAVHo0V8K6W2700aBWjeVqxb9ra4oiqIoW0w2MYFtNvGHd2/ocW2c0Pq7vweg8LKXbVl2WGstZmoK8TzCO+7A3717yy2oyoWZWmxxbLpG5cB+Am8/vWGIsZZaM+WZOCWaaDJYM4z2FRkohwT+6t8vr6+P8M478XfuJD1yhOz0GWfp7Ouj9N1vwszNkR05Su1P/pSeH/3HG+Im7Y0Mk50ZJxsfJ9iz57xtV7rA9pVCBisRNJt4hw8hp09DIcI7dpSsvx9KZ7urZ8ZyZq7B8Zk6x6frnJ5rUCkEPP/GYfaNlBmfb3JytoEvUAgDKpFzp+1YN0MfT62bylWAJvRRFEVRlC3ENhq0HngAPG/DYw9b991H8xOfwhvop+enf2pLMsTaLCObmMDv7SW45Rb84eHL3gfl0qk2Ex47uUBmDAOVaNU2rSRjsZmSGUtvMWSsr8BgT4FK4dy2C5skpKdPkx09iq3W8IYGsdZS+73fx0xNExw8QPld79yQlw9mdhbxA6J7nouUSqu2WekC218O8USgXsc79CQyOYkdHQPfR8bPYK/fi7npIMbC+EKT49N1js/UOTXbIM1Wz3w71lfkZbeOsne40rFutlJDnLr2UeBiN/vLEX2lkOGeSF++KNuKS0noo+JSURRFUbaQ9Phxkm8+grdnY615NklY/I3fxC4uUnrTG4ie97wNO/ZF9yGOMRMTeDt3Et58M15Pz2Xvg3LpxKnhiVPzzNRidvRfOCbWGEu1lVJrZZRCn6GeiJHeAn2lc1szTb1OevQY2cmTYA02M9R+7/cgzSh99xuJ7rln3ddhrcWcPElw882EBw4s27aqC2y7r4sLeE8/hczPOWHpeVjrkvkcn65zrH8nJxp0xGGbchRw/XCZ64bK7BkqcWi8yv3PTHfa7Rut8NJbRhntXbqnth27mRqaSYaIsG+kwnVDZRWYyrZBs8UqiqIoyhWATRKyEyeQysY/SMZffwi7uIj09xHeffea+mabTWy9gU1TRADfB88H30PyOb7v3G19f+kzYGp1zNwcwQ03EB440EnkomxvjLEcnaoyVW2xo+/iki15ntBXCukrhTTijDPzTc7MNylHPr3FkN5SSDnyKUU+hTxG0SuXiW67lWzHGNmRI6TjE0QveAGtv/97Gp/8FMGNN+INDq7rWkQEGRwkO34cf3QUr7+fODXM1eOzXWDb+8zNIk89iTTq2NExGkb4uzMxT85nNDMLsQ+1OWxPL8Uo4LohJyb3DpcZWmFxHO4pcOd1/Xz10DQPH5/jyGSNo1N1bt/Tx0sOjtBTDJE8CVAh9OkrhdRbKc9MVDHGcv1wRV1llSsOFZeKoiiKskWYqSmyuXn8netPYtKNzTLiL/8dAIWXvOSiEprYOMY2GthmE9IUghCvVMLbtROvrw+McW1aLWycQBxDlrl1WYbNDJgMMgMC+AHhLbcQ3LB3S9xxr0SaSbYsQcxWcHrOuXgO9xTWJGxKuYhMM0MzMUwtNjk930CAQuhTiZz7Z7kQuLYDg4TP7scfn8DrqZA++SRmapr6R/6Syrt/aN0vXbxKhXh2jsXHD7FwwwFmagm1OKUQeOzoLzoX2ByZmsR7+klIUuzIKE8tGj57qkU9dV5+oSdcP1jk+nSB6w6MMnxw37L9V6NcCHjF7Tu4+4ZB/u6pSZ48vci3TszzxOlFnrtvkOftH+oI7nZ7EeHIVA1jYe9IRTPNKlcUKi4VRVEUZQuwWUZ68hQSRRsuvpKHv4GZn0d6KkT3PHf187daTkw2GmBtLiaLeNddj9fXh9dTQSqV8wpTm2WQplhjnCBNU7cuyyAIXFZQde27IJmxnJqtMz7fZO9whbGLcEXdDGaqLY5O1ekprj+baeB79PgePUX3/THG0kozaq2U6VqMAGG7TmQpoLcyQOGmWwhe/Rpaf/Y+siNHie+9j8JLXrym8xtjqccpi42U2TQieeRp4rRIcfcOxvoKy0Whtcj4GbxDT4HnUxsY5nMnnLUSYKjg8R27QvZUPHwRWEyQ2dNk9TGoVC6qPwOViDfcvYfn7mvwxccnODXb4KuHpvnm8TledGCEZ10/0BGRrp4oHJ2qYoG9w+VzuhcrynZDxaWiKIqibAFmZgYzPYW3hjp858NmGa0vfQnIrZZhuGybmZzEZgavECGlMv7OnXi9vUhPD1IuX5LQlbYr7IZewbVFM844OlXj9Fyd0Pd4enwRERi9SJfUjaLeSjk8WQPseRPyrBXPE0pRQKkrN5CrE5lxer7BZx45wyMn5jkY7OBlB5/NyDcfIP7k3xBedwOFHTuIAg/fP/83zRpLPcmoNhPmagn1OMVaKIYhfZUCMj+BuX4MuoWlMcjJE3iHD2EKJZ4wJf72qSaNzCIivGAk4IWjAUG39bC3F86cwTt5HHPwluXHuwC7Bkq8/YV7OTRR5ctPTDJbi/nbR8d56Ogs33bzKAd29CB5mZPBSsSx6RqZMewf7VGBqVwRqLhUFEVRlMuMtZbs1GnwvGXibyNIHnkEMzOLlMtEz1+exMfMzuINDBDccIOzSpbLW1aeRIHZWsyRySrzjZjh3gKh7zFXjzk0XsXzhOGeyxOnmmaGI5NVFpsJO/ouX2xsFHhEgcfkRIuHjs1hreWR2OORkefzPeUT7Js7if9nH6T6fe8kjEKi0KMcBRRDj9B3+4a+RysxVFspc/WYWislM4ZC4NFXCpdcSoeH8SbGsRMT2N15aZIsQ44ewTt6hMVyL5+bC3h6IQZgpOjxmj0RO0qr/3zYoSHk9GlkaAR7iS+IRIQDO3rZP9rDt07Mce9T08zWYj729ZPctKOXN9y9G99zsZhDFeHkTANrYf9oD6HWx1S2OSouFUVRFOUyY+fmyCYn8QYGNva4xtD6Yttq+SIkWjIT2SzDtmKCW6/fkEL1ytoxxnJ6rs7R6TrWWMb6lmL/BsoRs7WYp84s4u2SZclmNgNrLcem60wstBjpPbsERiPOePjYLDeO9TC2CdbUqcUWf/3wKay13LyrlyS1HMkyPnvnd/K6L/w5lRPjxPd9hf6XfRuNVspCI4G80EHgC4HvkWaurEcUeFQKAeFqFk7Pw5QreCeOkw0OOjfwI4eQ4yf4lt/P508KzSzDE+GFowEvGA2cC+y5iCIIfOT4UWx/P6zhJZHvCXftHeTW3f08cHiGB5+Z5tD4Ip955AyvftZORIQo8BjujTg5Wyczlpt29K7bZVlRNhMVl4qiKIpymUnPjGOzdMMzqCaPPoqZmkZKRaLnP3/ZNjM/jz84iDe6sW64yqXRStpusA0qhYCeytmPYoOViJlqi6fOLHLLrl76y5snMCcWmpyYqTNYObtsSLWZ8uH7jzNdbfHg4Rm+9/nXs2tg9XqRa6HeSvnLB0+QpIbrh8u89i5nsZu5ZYSHH7A8NPNSnv/1z2LvvZePVW7ghgN7uGsopBIIxlrSzJIam8dtXoS46+2FM6fxTp6EJKZ64jR/E/dzuA5gGSs5a+Vo8eLEmx0YRM6cQU6fwu69Yc33IQo8XnJwhJ39RT76tZM8enKeUuTz7beOAS42dbS3wJn5JtY6gVnY4sRPinIu9NWHoiiKolxGTLWKOXMGr69/Q49rre1YLaMXvRApdtXSMwbbaOJff/2Gu+EqF898PeaxUwucmm0wWIk6yW5WY6inQJxmPHVm0VnrNqk/hydqFEPvLLGy0Ej4wFeOMV1tISLEqeEvHjjB+HxzQ86dGcvHHzrFQiNhoOyS3bRdWId6i7zyhQd57Utvxb/xJkIMz77vk3zldIPffaLJp07GTDctUeBRjvyLt+SJYAcG4cRxvvn0OO+Zd8LSF+GlO0LeeWPhooUl4Opf9vfhnTwOi+ct/XdR3DjWw6uetROABw/P8MAzM51tge8x2hsxsdDkqfFFmnG27vMpymaglktFURRFuYxk4+PYRgN/eGhDj5s+/jhmfAIpRBRe+MJl2+z8PH5/H75aLYlTQ5IZfBE8T/DzaTMxxjK+0OToZI3EGMb6CxcsYQEw0ltgcmHJgtlT3LgXA80k43Den9HKcgv6bC3mQ189zmIzob8c8t3PvY7PPTrOyZk6f/HAcd76/OvXlXDIWsvnvnWGEzN1CoHHd9+zh1K0whJXLlO4cR+7X/YC/MVxhhbnqD11H1+89aV8azblW7Mp11d87hj0KVzS+EV8faHCsaYHArvKHq/eHTF8KaKym0oPTIzjnTiOueU2WGcM8+17+mnEGV98fIIvPTFBOfK5/Tr3IirwPUb7ikwutLC5i2x5E5IvbSVpZvA90SzTVzBX1zdSURRFUbYxttEgO3UK6evd2ONaS+sLXwQgeuELkdKS66I1BlurE9z1rGUxmNcimbE8eWaB+XqMJ4InTlh64h7cA98jyuP4Qt9z4jNvE/hCIXBWskup/xinhmNTVU7ONihHPgOVS3OFHumNmFxwMZg37+yjch5r58WSGcvRyRpz9dZZcZSTi00+fP8J6q2UoZ6Itz7/enqKIW++5zo+fP9xTs81+ND9x3nbC/Yy3Ls2t+6Hjs7yyIl5RITX3737nImL7OgY5vrrkRe+mJ4vfI5vO/4Q++++hfsKO3lywXC8lnG8thYLnkfgCy8ZC3jucHBRQv982MEhZHwcGR7Bjq0/nvme/UPUWikPHp7hbx45QzHyuXGsB3BxmmN9BSYXW2RnFjm4s/ec2X2ttSSZJc3cCxXnRmxIMosnQqXg01MMt00dzYVGwqGJRQbLEdcNafmVKxUVl4qiKIpymcimprCLVbw9uzf0uOmTT5GdPgNRSPSiFy3bZhcW8fr68EdHN/ScVyIz1RbTiy0Gys4CaCwYa8mMJc5c2QpjLJm1GMuyEiueQOj7BIFQjgLKkU8xdGKzLTpXZvJcbCQcmawyVW0x3FNYUyIWEWG0L2JiocVT44vcvHP91qqTM3VOzdUZ6V1uQT0z3+Av7j9BM8kY6yvyludd1zlXFHi85XlOYJ6Zb/LB+4/zthdcz9AlZrQ9MlnjC49PAvCyW0bZN9pz7sZBgLnuBmR+nuz0Sfwnn2DXFz7JG37wH/GyHQUensk4Uc+w9tKuvzcUvm1HyFBhg8RLGEIhQo4fw/YPwAbEUr/sllEaccajJ+f5+EOneOvzr2f3oHtp5HnCaJ+zaj95eoG9IxWwOAFpLM04pZFkxKkTlJmxZMZg8vtk8/98TygXAgYrEf2lkEoxoLhFsZzzdfcCpd7KmK8l1Fsp+0Z7rjrL7LWA2Ev9ibxCEZE+YH5+fp6+vr6t7o6iKIpyjWGThPiBB7BxjDc4uHHHtZba7/4e2YmTRC95MaXXvHrZNnPyFMEdtxPesPaEI1cDaWb41ol5aq3kkgURONGZ5BagJLMkqcHiHtRDXwh9P89W6vOFxyY4OlWjvxyya6DEndf1rzsBi7GWyYUWg5WIgzt7KUWX9tDdSjIWmymztRZn5hr0FINlxzgxU+cvHzxBnBp2DZR48/OuW1VoNJOMD331OBMLTXqKAd/3gr0XndF2ptriz+47RivJuOO6fl51586Lcn+UI8/gPfEY4af+GllcJLvrbtLves3FX/zlwBhk4gxm/03YfTduyCEzY/nY10/yzESVQujz9hfuZaTLWmytZXIxZuWzfOAtWdud27dH4MlZFvc0MzTijEZssFgKeWKkoTweuBwFl2SlXytzeXbkVpox3BORGctUNaa3GLJ/tLKmn1dlY1lYWKC/vx+g31p73gBjFZeKoiiKchnITp+m9dDD+Dt3IP7ZD+3W2jXFGaWHDlF77x9DGND7z38ar3fJ5dYsLICFwvPuWeYqey0yMd/ksVPzjPQWNtQN0FqXsTTJYzlPzNT52NdPYXGWocBzbrbXDZXYP9rDjWM9F5fZdBWMtUzMOyvowV29F7QyNZOMxUbCbDVmth7TTDI8gZ5iuCzG8chkjY9+/SRp5rK2fvdzrzuvlbURp3zwq8eZWmzRWwx52wuvv2BG20ac8Wf3HmWuHrNnsMT3Pv/6i3d7bLXwHvkG3jNPE376EwAkb3kbZv8aRJy1btqM+q6NOtJokN35bOjfmIRdSWb48P3HOTXrXgh8/4tuOOv7s9bfHd0Ya2klGfU4I0kNYeBRiUKGeiJ6SyE9hWBTamy2y+4kabbMzdpay2wtxgI3DFfYNVjeNu671yIqLldBxaWiKIqyVdgsI/76Q64cyCpJdeof/guSR75FcOAmwttvJ7z1lmXZXs9H9ff/gOzoMaIXvoDS61+3dM621fK2Wwn379+wa7kSSVLDIyfmaCUZA5tcN/JD9x/n2FSNG8d66C0GHJ6snZXtdbinwP7RCvvHetg1ULqkh2ZjLBOLTUZ6ixxcpSRFM85YaCbMVWNm6jHNOMX3hUoUUIr8s0TI02cW+euHT5EZy41jPbzh7t0XJfrqLScwp6st+kohb3vh3nOK5sxYPvLACY5N1+grhfzAi2+4ZHdHmZzAe/QR/Ie/jv/Nh7GVHuIf+hG40M+JtcjMNN6J43jHjuAdPw4C8fe+Hbtj5yX14WL7aYdGMLfdDqu8RFoLjTjrZO4drES8/YV7N91dNE4NjTilmRhEhFLoM9ZXYNdgecPqbLbL7aTGnDPuttZKqTZTdg2UuGGkoiVYtggVl6ug4lJRFEXZKrKpKeKvfQ1vePisUiDpM89Q+8M/Wr6D7xPcdCPh7bcR3HILXrm86nHTI0eo/cEfgu/T+zM/jdf1980sLkKWET3veefc/1rh9FyDJ04tMNZX2FQ3v1OzDf78vqN4nvCPvv1G+koh1lqmqzGHJ6scmaxxaraB6Xr2KoQ+N4yU2T/Sw+6hEr0XkWAlM5aJhRY7+goc2NmHMZaFZsJMNWauFtNKMxdPF/mrCso2j52c59PfPIOxlpt39XbqTF4s1WbKB796jNlaTH854u0vvH7VjLZ/++g4Dx2dJQw8vv9FexntPVsQxqlxlqrcChf4Quh7ucuxRyDgPfkEcuIY4ac/gczOkN16O+nr37T8QNYi83N4x4/hHTuKnDiG1Gpnd75UIn77O7HDG5xBOU2RqUnMbXdgd+7asMMuNhL+/L5jLDYTdvYXeesL9m6YyLsQxljqccZiM2GwUuD64TJDlWhd1tLpRScsLfaCbtVxapiuxgxWonVZ/pW1o+JyFVRcKoqiKFuBtZbkG98kGz+Dv3O5pcQaQ+3//A7ZmXHCZ9+FNzhI8uijmInJpUa+R7B/P+HttxPceiteZUko1v7wvaTPHCZ6/j2U3vjGZcfOTpwkuOVmwptu2tTr2+60koxvHp/DWLvpD6Vtq+Wd1w/wqjtXt4o1k4yjUzUOT9Y4MlmlsUq9wnIhoLcY0FMM6CmG7nOh63OeMXZyscVAJaIVG5ppRuC5DKDF8NyCss03js3xuUfHsdZy+x4X/7gW4b3YSPjAV48zX3cP/2974d5l2Uu/cWyWz35rHBHhTc/ZzU07zs6UPF+PaSYu1rO/HNJKXCxgPU47pWMyY5FaldJjjxDOTtL3yY8iQPLG74Hduzti0jt+DFlZczIIMLv2YPbegNmzh/ALn0fGTzvr5zveBf0Dl3zd52V+Djwfc9ezobhx7ugz1Rbv/8oxGnHG3pEKb77nusvqKmpyV1VjYPdgiT1D5TUlAJpabPH0RQrL7nNPL8aEgcf+0QpjfUUtV3IZUXG5CiouFUVRlK3AzM7SevBreH29Z7m6xl//Oo2P/BVSLNLz0z/VEY7Z5CTJtx51QnN8YmkHT3KheRvS00P9fX8OvkfvT/8U3sDA0jlrNWjFRM+7B6/nPNk4rwFOTNd4anyRHf3FdZecOB/dVst3v2z/BWMQwT0wj883OTxR5fBkjZlqi9Rc3HNZKfIpRwFR4NFfdklYeoshPaWA3mJIpRCc07L14OEZvvi4+149+4ZBXnnb2Hkf1FtJRjPJ6C2GqwrQhUbCB75yjIVGwnBPge97wfWUCwHHp2t8+IETGGP5tptHecFNw8v2SzJnkapEAXtHyoz2Fpcdv11KI05d5tM4NcRHjtB85FHM448RPvhVLALGgNApLyO+h9m1G3P9Xsz1N2B37Yagy4200SB6/58i01PY/gHi738XbOTPibXImdPYvfswNx2ADfzenZlr8MH7j5Okhlt29fG6Z++67CKrlWTM1hJ6SyF7/z/2/jtIjuzO8wQ/z1VokVonkAAKorQmWawqkk3Z3cMmuzmcbjanp+XczM7N3prd2ai7M1vbu7XdW9sdu7MRN2t2szvdPSRbUbXgsMlualksiVLQMpFahA6X7737wyMTQCEBZCYyEwnAP2VRHvDwcH8RkeHh3/f7/b6/niw9+fVnBCzUPU7PNRCwqRT1uhvihYrR7izjPUm7kp0iEZdrkIjLhISEhITbQXDsONHFC1hDV6fI6SCg8W/+HbrRIP2RD5N67zNrPl8uLhIdO0b41ttxu5F3YD/+GNlP/NJV66JL09gH9mEfPLh1L+QOxAskr09WEWgK2xy1/MqLk5xfbPHgaIkPP7S5dEitdWzC48V1Zk0vvOJ+RMMLaXoRoVTr2l/KNq+JgLYDydELFQCe2tfDew/23lCcrAjAQtqi7oZkOo6i7xQT1XbAF1+YpOGF9BZSfPjBQb768iXcQHJ4uMjHHr5aBNXdEDeIW56M9+au26vxmvcoDAmOvk60sED7z/8COTOL0hD0D+AOjuIOjRIMDGGmUqQs4/p9SZvNWGBWK+juHoJf/XXIXJs+HrfxiG8p21j/BIXvIao11L796NGxLTUQurDY4qsvx6L9sT1dvO8mkwPbgdaaWjskkJrBUprR7uxN60Dna7GwNA3WNflyPVbEbW8xxURfft1/OwmbJxGXa5CIy4SEhISEnUY1mwQvvgTp9FXprADed7+H/53vYpRL5P/p//GaWsy1kMvLRG8fI3z7beTUNNgW+X/yX2F2d18+ZrsdR2aefPIq59idpO6GVFsBI9231+HxwkKTswstBkupbb34nqm6/PFPLmAIwW8+P0H5Fi6cb4bWGj9Sq0IzFp0RrSuEaMMLCaIbC9D3HuzjqX3dN3xfYndaj6Fylj19OWrtgOmKS60dkF5DZFZaAV/82UWaXrS6brCc4dNPX3aGjTpiNW2bjPfG6Y0b/RuRS0sEr76GsMzYJGtoCJFOI6XGDWMTmhXx6kcKrTS2JTr9SMXl11yv4fzx56DRJOoboPHJTxNZcSuMFQxDYIq4jYcXShxTkEuts0WH20bUG6i9e9Fje7bM4Afg+HSdrx+dBuD+kRLv2t+z7WZVaxFEiuVmQC5lMdaTpe86n+dczeX0XAPbNLYkPV0qzWLDJ5eymOjPX9cQKGFrSMTlGiTiMiEhISFhpwnPnCU6cQJzdOSq9arRoPFv/i0EIZlPfwrnwQc3vG9VrQFglK9ueRBNT2Pt2Ytz5PDmB34LSKU5Nl1jvuaxrz/PeE9uR3rlvZOWH/HGZBW7Iwa2k6+8NMn5hRYPjJb4yCajlluNH0qa/tURz6YX0Q4i7hsocGTk5q0y5uuxE+zh4eJqbV0sDv3riszlps+fvTBJO4jIpy0+8569qzWizc44+otp9vTmyaU3/7kEJ04gz5zFGBm+rkAOpcYLItwgou5FuL68KuqrAauyTNef/wmG56JGxtB/91dJZVOxiVDHUMgyDQTQ8EIW6wENP8Q2BLm0dXNh7HkY1QpqfC9qz96r03NvkVfPV/jusTkAhBAcHCzw1P7uNQ2TthOtNQ0vWo1Ej/VkrzJ2mq3GwtKxtkZYXnncajtEa7hvsEBfcWdf971EIi7XIBGXCQkJCQk7iXZd/JdejmvB3vG70/7zvyB85VXM0RFyv/e7WxZV056HbjTjWsst6rO3UeZqLsen6+TTFk0vYn9/ntGe3I6P4+x8k4tLTQZL29vfc7bq8kcrUcvnJm5L9Gg7qLYDBIL7R0prphSviMyZike17ZOyTUodkbnc9Hn9YpWHxsv05FNIFZuxOJbBWE+GwfKtR7S16xK8+io6CDCuiNzfiCBUuKHED+UVjrQCY26O8POfA9/Huu8A2c/82pq9aAGkjJ15Fxs+DTfE7IhM60avx/cxKsuo0bG4N6e1dQJruuLyszNLnFtorq7b15/n6f09DJV3trftSlQ6ZZmM9WQYKGVY6Jj3ZBxjTSfhFYJI8bdvzrLU9PnkE6MbSmNf+Vs9PFy8pXTbhOuTiMs1SMRlQkJCQsJOEk1OEr7x5jWRFTk3R/M//K+gIfe7v401Pr5lx5QzM5ijozgPPLBl+9wIfih581KNUErKWYeWH9H2JQeHCgxss8i7koYb8ualKmnbIONsb9Tyqy9d4txCk/tHSnz04d0RtbxV3CCi6cW1kjeLBt1IZEIcQW64Eb3FFOM9uS2NXMnpGYLXX8fo7lp3X9jrEV28SOsPPwdhiP3AETKf+tR1BSbE7TkabsRi06PuRoAmn7axzeuIzCBALC2hh0dik591pMFvhPm6x4tnlzg122Tl2n6sJ8tT+3oY78nuaE1m04to+hFdWTuu03UuOxyvhRtI/vzlS8xUXYBNfZcWGj75lMXh4eK2f+fvRTYiLpN3PyEhISEhYYvRYYi8dAmRu/qiTmuN941vggb7gfu3VFhqzwPTwhoe3rJ9bpSZqkvdDRgsxRf6uZSFVJoz800s09iRuiitNbM1lyBS625zsFlmqy7nFpoYQvCudzih3qmEUlFrh+zrL9BbuPnnZZkGA6UMPfkUy824JnOh4eNYBpHUmKZg/0CeoXJmy509jcEBzMoocnoGvbyMUSwicrlNCSlrfJzsr/0q7S/8EeFbx8D5KzKf+KXr7sswBKWcTTFj0fAilpo+NTdEKcinzWudeh0H3duLmLmEoRVq3wFIbd33ob+Y5hcfHaHSCnjp7BLHputMLrWZXGozWErz1L4e9g/k1/3euIGk2g6otOLeqaHUPDxeXtd3Kp+2U8u5GAABAABJREFUyDgm1VZANmXdMC294YZ85aVLLDV9UpaBHymOTdd5fKJrQ+m9vXmH+brPmfkmhwaL2DvUAzThWpLIZUJCQkJCwhYTTU0TvP465uDAVdGP8NQp2p/7Apgm+X/6T64y4rlV5Ows5tAQ9oMP3pb+byvRwpRlXOMaWWkFmIbBoaHCtqet1doBb16qkk9ZpDbRg28j/PnLlzg7f/dELZXSzNd9hrsy7B8obCp1NZJqVWSaBoz35rb1M9dao6tVovl51NwcutWCTCYWmpuobwzffpv2n/4ZaHDe9TTpn//Yur5PWmtafsRyMxZkUmlyKYuU/Q6RE0WIxXl03wDqwEG4xYjr9Wi4IS+fX+aNyRpRp860J5/iyX3dHBoqYhqCIFJUW/F4K+2Aajs24qq2gzX7r9qWwc8dGeDISHFLzjHLTZ8vv3iJhheST1v8ypNj/PTMIidnGuzty/HLT45taH9SaebrHqPdWfb1b+7vN2FtkrTYNUjEZUJCQkLCdqJcF12pIhfmUUtLaCEwey5Hs7SUNP/D/4paWMR55t1kPvrRLTu2DgJUpYLzxBNbKljXi1KaEzN1Fhoe/ddJo1xoeGQdm8NDxVsycrkRWmtOzjSYq3n0l7Y3Sjpbc/mjH19AdGottztKuhPM13zKOZtDQ8VbFuYrjqs7eYGvXBe1tIScmkJVq2AYscjMbCwlO3jtKO5XvgpA6n3Pk/65D6z7uVpr2oFkuemz3AwQQCFjXS3GpEQszKN7elH3HVyzBcpW0fYjXrtQ4bWLVfwwFoz5tIXWccryjSikbco5m3LWodIKuLTcBuDwcJGfu3/glv5GZqvuaquarpzDrzw1RjFjU20F/OEPzyGV5leeGmNP78bqtWP3Wp99/QXGdjgd+G4mSYtNSEhISEjYAbTvo6pV5OIianER1XYRtoVRKGC844I2fPVV1MIiIpsh/fzzWzoOValg9vVhdHVt6X7Xy3IrYKHh37AFR28+FZt7zDU4NFQk7Wx9VLHaDpmve5Rz29vTEuCF00tAfKF9NwjLaisg7ZhM9OW3JOJ7O6JGRiaDMTqKOTSEWl5Gzs6iFhZQS8uIQh5RKCDW0W/SefQRdODjfe3r+N/7PiKVum4f2nciROxOnEtZlDIOlyptKq2QcvaKti2mie4fQMzPY6jjqPsOQW57TK+yKYtnDvbxxEQ3r09WeeVc5apWMVnHopyz6co5lLNOvMzZlDLOVam9SmteOrvMT04tcny6zmzV4+cfHdqUYdaFxRZ/+eoUYaQYLKX55JOjq3WS5ZzDw2NlXr1Q4YcnFjZcL+pYBqWszYXFJinb2NFa74SYRFwmJCQkJCRsAB2GqFoNubSEml9ANZsI00AUCpjl8poXQtr38b79HSCOhGw0knLD8QQhaI05OnpbZunDSHFpqY1timvrzK5ACEFvIcVczePsfIMDg8Ubbr9RlNLMVNog9Jbudy3i19BE3CW1lm0/IlKaw4P5Dbl07laEaWL29WH29aEajXjyZ2oaOTOLcGyMUgnh3HhCIPX002jPx//Wt/G++TeIlIPz5JMbGkcxazNh5ZmutFluBZSyzmXDH8NA9/cjFhcwThxDHTwE+e3rS5uyTZ7a18Nje7q4tOySdgy6ss66JxIMIXh6fw+j3Vm+fnSaajvgT396kfce7OPxvV3rPvecmKnzjddnkEoz3pvj44+NXPN9fXp/D29P1ZivexyfqXNkeGPO1xnHIpSac/MtHMu8KyZ/7iSSateEhISEhISboKVELlcIz5wheOFnBC+9hDx/AQyBOTSIOTiIcQMjEf+HP0K32hjdXThPPbWlY1PVCmZv77rbMWw1czWXajugtA5RYghBfzHNXN3j/HxztRZsK6i0AhabwQ2jp1vFC2cWATg0VLjjL1yDSFF3Q/b05tZl4HOnYRQK2BMTOE8/RerRRzC6ulCVKnJuDh2GN3xu6rlnST37XgDcv/oa4YkTGz5+xjEZ783TX0rTcMOraxkNA93Xj2g2MI4fg1ptw/vfKJZpsLcvx2Aps6kI9XBXhs++dy/3DRaQSvP94/N89eVLtG+SYgvw2oUKXz8aC8tDQ0U+8fi1whLiaOuT++JJmx+fXNzUeaKYsZFacXa+Scu7+dgSto5EXCYkJCQkJNwAOTND8LMXCV56kfDUKbRWGAMDmEODGOtIs1O1Gv5PfgJA+iMfvmF7g42iowiiKI5ariPdb6tp+RGXKi75tHk55e8mmEYcwZyuulxcaqPUrXs/SKWZrrQxBdhb7Ej6TubrHmfm7o6opVKapWbAcFeW4a7tq/vbDQjHwRwawnn0UZwnHo+jmgsLyMVFtLzWvAbiaHvqQx/Eefwx0ND+4peQMzMbPrZtCsa6sox0Z/AjRcO9QtQKge7tQ7RbmCeOIaqVzb7EHSNtm/zio8N88IFBLNPg/EKLz/3oPBeXWmtur7Xmx6cW+c7bc2iteWRPFx97ZOiG7sGP7e0in7aouyFHL1Y3Nc7unEPTCzk731itN03YfhJxmZCQkJCQcB3k8jLh8eMot43R04M1PByn1G1AIHrf+jaEEeaecazDh7d0fKpSxejtw+jZeZGjdSzovEDesDn6WtimQVfOZnKpxaXlNrdqLrjU9Dtph9uf0vnTTq3loaEC3TvQWmU7WWj49OYd9vTm7hlnTWEYmN3d2A8/jPPooxi5HHJmFlWrrfl3KIQg/Xd+EWv/PghCWp//I1T9hn4m1zmuYKCUYW9vHsMwWG6FqJXjCYHu64fAxzhxDLG0eKsvc9sRQvDweJnPvGcPPfkULT/iyy9e4kcnF1bNnCCu1fzO23O8cDp+Te+5r5cPHOnHuEkarW0aPHNfHwAvnFla0712PWPsK6RYbAacX2htaaZEwvXZdnEphPhXQogXhRANIcS8EOKrQohD79gmLYT490KIJSFEUwjxJSHEwDu2GRdCfE0I0e7s538WQiQ1owkJCQkJ24JyXaJTp9CRxOztRWyi6bmcniE8+joA6Y9+ZEtrIlWjAVGINTqypdHQ9VJpBcxWPbo2aZ6Tsk2KGYsLiy1ma96mxxFJxXTFxbGMLe+j+E7iqGUD0ak/u91orXGDCD+UG44AV1oBWcdion9rDHzuNIRhYA4O4jz2GPYD9wOgpqZRrfa125om2b/3aYy+XnSjQfsLf4QOgk0dt5yzmejLkU9ZVJoB0RWfm+7phUhinDyBWFxY1/78UN7WqFxvIcVnntnDQ2NltNb87MwSf/bCRepuSCQVXz86zdGLVYQQ/NwDA7z7QO+6z4NHRor0FlL4oeTFs0ubGp9hCHoLDjNVl8mlW5/ISrg5OxG5fB/w74F3Ax8GbOCbQogrbbH+38DHgU93th8GvrzyoBDCBL4GOMAzwG8CvwX8P7Z/+AkJCQkJ9xpaSqLTp1HLFYy+3s3tQ2vcb34TAPuhB7FGRrZmbGEYp+YFIdahQxh9fVuy340QScXUchshuCVhknEsMo7B2fkGiw1/U/tYbPhUW/66aj5vlRWH2IODBXpuc9RSa81CI8AP49YXS02fuZrHXM1joe5RaQU0vRAvlFdFkiBOZ5ZKs68/v+Go892GcBzsPXtwnngC68B+cNvImdlrxKNIp8l99tcRuSxyZpb2F7+EVpuLhGVTFnv7cvQW0tTaIX54eT+6uxvQGCeOI+bnrnmuVJqmF7HQ8JiterQCScOLWGr6lyOhO4xtGnzowUF+8dFhUrbJTNXlcz86zxd/NsnJmQamIfiFR4Z4ZHxjbtaGEDx3KD6/vXahQt29cY3sjcZXztlcXGoxU938RFbC+tjxPpdCiD5gHnif1vr7QogSsAD8utb6i51tDgPHgPdorX8qhPh54K+AYa31XGebfwz8T0Cf1vqm00dJn8uEhISEhPUSnj1HeOIEZl8fwtncxXd4/DjtP/oTsEwK//U/xSiXb2lMWmt0rYZqtbGGBrEmJjBKG3NR3Cpmqi4npmv0FdNbkk5ZbQeAYF9fHtsyMER8YWkIgRBx9CH+d5zqtrIMIsWbk1UCKbfdyGeh4fG5H55HCMFvPLv3tovLpaZPyjK5b7CAYxkEkSKUmiBSeKHE9SPcSBJFmkip1QiZIUBpONCfZ7Rne9pf3MmoapVochI5OwtCYPT0XJUZEE1O0vr9P4BI4rzn3WQ+tvl+tVJq5useszUPx4pbmKxSqyKiCHngIF5PP24g8SOJKQQZx6KUjduF5NIWfii5sNii1g7ozqe23S35RtTdkP/y2jQzVRcA2zL4+GMjG+5XuYLWmi+9OMnkUpsjIyU+9vDQpsfW9CKCSHFoqEjPXWhetZ3s9j6XK7+Ey53lE8TRzL9d2UBrfVwIcRF4D/DTzvKNFWHZ4RvAfwAeAF7d7kEnJCQkJNwbyPl5orNnMcqlTQtLLSXe38Q/a6l3v/vWhaXvIxeWMAp5nIcfwhwcvC2psABeIJlabpNNWVtWp1fOOiw3fd6ejt0yDToi0ugsESDA7IhNIcAUBoYRX8z2l7b/QnE3RS2r7QBTGOwfKFDqiOrMGtpaKU0gFWGkVpdeKDGEuOsNfDaLUS5jl0qYg4NEFy4iZ+cwshlEp82QNTZG9pd/mfaffZHgJz/F6O4m9fTmHKBNUzBYTpO2TS4tt6m2Q0oZC6nBT+cJl2uIo2/BgYDCnjH29OZWe2hemQKeS1lkUxaTSy2mKy4Zx6R4m1rKFDM2n37XOC+cWWJyqcX7jvRvqhfmCkIInjvUzxd+fJ5jUzUe39tFfzG9qX3l0xaVVsDZ+SaOZZBPW0ilkUqjtF69H/87/v5EncdCqdAaCun4/c845m1p/XQnsKPiUghhAP8f4Eda6zc7qweBQGtdfcfmc53HVrZ5Z27A3BWPrXWsFHDl2X/7mgclJCQkJNwVqGaT8MQpMATGLTQ1D156GbW4hMhmST337Kb3o5VCLS9DFGHtGcPau/eWxrUVTFddml7EwBYLuivNcZTWaB1HLdQ7lpr4ok8iUZGmnLNvag5yqyw0PE7NNnaFQ2zTC5FKc3Dw5m1QDEOQNkzS92BN5a0ghMDs68Po6kLOzSHPn0dNTWEMDCBsG/vBB0gtL8c9ML/+dYyuMvZ99236WF15B9sSTC27LDUCLMsgbZmUR/vJBm3SzRkyqohd3nNdQZO2Tfb3FyhmbM4vtJirefTknS2rQ17JdFyPoDINwTP39cJ9myspeCcDpTSHh4scn67zg+ML/MpTm+/p25VzmK/7HJ+uIwzQCqSOBaRSnRvwzr0bAjSgNTiWQcax6M455Dti816sW74eOx25/PfAg8Dmf2nXz78C/tsdOE5CQkJCwl2ADkOikydRrQbm0OZTr7Tn4X/3uwCkPvB+RHpzs+yq3UYvL2N0dWPtm8Do77/tM+W1dsBs1aWUtbd1LIYQnau73REZWIla3jeYv63pdG4Q4QaKA4MF+jYZvUlYP8KysEZGMHt6CI8fRy4sYA7EfpOp555FLS0RvnYU98++iPG7v7P62GbIp2329hm0fUnKNkjbK+19MqhGA3nyJAKw9lxfYBodR9p8yubCYpP5uk8hY12dbrtBvFDS9CIipTEQO5IlsBbP3NfLqdkGF5daXFhss7dv85NsvQUn7supYyFsG8Zq2v1KCv710DpOPXfDiHMLcVVe2jYpZGzKWYdcyrwmsnyvsWOvXAjx74C/A3xAa33piodmAUcIUX7HUwY6j61s885v7MAVj63F/0icgrtyG93cyBMSEhIS7na01kTnziFn5zAHBjYtnLRSuF//OrrtYvT24jzx+Mb3ISVybh7dbGEdOIDz2KO3NKatQirN1HKbSGkyzr0zS7/Y8Dk12wDgXfu3JhKzGfxQUnMj9vTmGCwlwnInEek05vgeEAbaiw1hhBBkfunjmBN70X5A6/NfiB2cb4GUbdKVd8imrKv6xhqFAqJQIDp+nOjc+ZsaCeXSFgeHiuwfyOOHiqXGxsx+IqmotgNmax5uIOnJpzg4WMS2BC0/2vTruxVKWYdH9sSGQD84MX9L5kWGEOTTNvm0TTZlkbbNVbfpm2VBCCFI2SblrMNAKU1fMYVtCqotn5MzdV6/WOW1CxVOz9aZr3u4we15v24nO9GKRHSE5S8DP6e1PveOTV4GQuCDVzznEDAO/KSz6ifAQ0KI/iue92GgDry91nG11r7Wur5yA27tG5+QkJCQcNeiZmaJzp3D6O3ZdC2jDkLaf/KnhK+9DgLSH/vIhvelGg3kzCxGVxfOY49iHzy46cjnVrPU9Flo+HRvsvXInUjDDfnbN+M57PsGC/TepqhlKBWVVsh4T47R7uxtn2i4FzG6ypjDw8jF5dV1qy1KenvQtTrtP/pjdLA5R9ObHj+XQ5TKRCdPEp09e1OBaZkGYz05joyUyKVs5mr+DVuWaK1p+RFzNY/lZkDasjg4WODh8S6OjJQY7sow0pWl4UYbbnuzVTy9r4eUbbLY8Dk+tfFeo9uBIQTZlEV3PsVgOd1pzaSZqbq8PVXj6MUqFxdbeLexXcxOs+1usUKI/y/w68AngBNXPFTTWrudbf4D8AvE7UXqwL8F0Fo/03ncBF4DpoF/Tlxn+Z+B/6i1/r+ucxyJW2xCQkJCwjWoapXg6NHYGXKTxjuq1aL9hT9CXpoCyyT7qV/Bvv/+dT9fK4Wam0c4DubePVijo5vqq7ldrLqyRpLyTer87hZOTNf51ttz+KHENg0+88ye22LkI1XsKDpczrJ/IH9Pp9vdblSzSfDSy2BbGIXLVh5yeZnW/+8/otsu9v1HyPy9T2/bBIB2XeRSBfvAPqz9+9c1geWHMjb7qcautKXM5bT2IFI0vJBQarKORW8hRXfOoZCxrzHsCiPFW1M1Wn5420ytXjq7zA9OzFNI2/zW8xM78n2ouyFvXqoxUEyxf2BjFi4tP6LuhhTSNiPdWfoKqTvyO7wRt9idEJfXO8Bva61/v7NNGvjXwGeITXi+AfwTrfVqyqsQYg+xO+z7gRbwB8C/1FqvK96ciMuEhISEhHeiPY/gjTdQlQrm4Jr+cDdFLi7S/vwXUMsVRDZD9jO/hjU+vv4xSBmn4/b2YB88eNvai9yIi4stzsw3GCilt908Z71orWl4EYW0taUX8m4g+c7bc5yYia+fBktpPvbI8E3Nc7YDpTXzNZ++Yor7Bou3tcVEQkx49hzR8WMYIyNX/d1FFy7S+oM/BClJPfsM6Q9/eNvGoD0PubSMNTGBfWA/wrp5TWXcF9XnwkKLdhCRcUzaQRT3gMw69BXSlLL2TY1plho+b09VKWZuvu12EEnF73//HA0v5NlDfTy1b/sMtpabPi+eXeb4TB2lNEIIfv6RIQ4NbUxHrJyr2kHcMmmkK0N3PrVlbts7wa4Sl7uFRFwmJCQkJFyJVorw2DHkhYsYw0MIY+MX7tHFi3EqXNvF6CqT/fufxexdf12elhI5M4fZ34d9/xGM7O5rD9H0Qt6crGG/sw/fbeanpxf5yalFevIpntrXzcGh4i1frF1YbPHNN2ZoehGGELzrQA9P7eu5LReBWmvm6z7lrMOhoSLpe6jOdTejPY/glVfQYYjR1XXVY8Hrr+N+6SsAZH7p7+A88cS2jkMuLmHt3Yt934F1Zzq0/IiLiy3cQNJXTNGVc8il1j9Bo7Xm9FyDS8ttBkvp25Ki/fZUjW+8PkPKNvnt5/dteQ34XM3jxbNLnJ5rrrrklrMO1XaAYQg+/tgI+/rzG96vUpqaG+JHit5CipGuLOVtNkfbKhJxuQaJuExISEhIuJLwwgXCt49h9vUinI1HpcK336b95a9AGGGODJP99c9g5Nd/wRELy1nMgX7s++/HyGy+F9x2oZTmxExsTDGwi0xkKq2A//zDc8grar+KGZsn93XzwEhpw2lnkVT88MQCr16oAHG7go89PMRg+fZ9JosNn4xjcXioSC69e0R9AkRTUwSvv4E5OHBNWqr33e/if+d7YAhyf/+zWPv3b9s4dBCg5hcw94xjHz687hpvpeKWPpudNHGDiDcna2j0bemnqbTmCz++wELd4/G93bzvSP/Nn3QTtNZMVVx+dmaJC4ut1fX7Bwo8va+bgVKav359huPTdSzT4JNPjDLWc+1koNaaUAUEyiNQPkop8k6JtHn5XBJJRaUdgBYMlNIMlTMUblNf0vWSiMs1SMRlQkJCQsIKstNCgHTqqtqp9eL/9Kd4f/0N0GAdOkj2735qQwJVS4mamcUcHMA6cmRXCkuA+brHsaka3XkHe5fUCWmt+erLlzi/0GK8N8d4T5ZXzlVod1wZsymLx/d28fBYeV1pe3M1j79+fZrlZtxW4JHxMs8e6r+tKaiVVoAhBIeHi5Sy90aN652EjiKC146ialXMvr6rH9Ma98tfIXz9DUTKIfdbv4k5PLx9YwkC5Pwi9gNHsPfs2bbjvJPZqsuJmfqW9tLcCBcWW3z5xUlMQ/Cbz01s+nuitebcQosXzy4xXXGB2KTn0HCRpya6r2o9JJXma69NcWauiW0Z/N2nxugrOQTSJ1A+nmzTjhoE0idUIaDQgGOkKDk9lJxuMtZlQeqHkmo7xLYMBksZhsppMs7unEhKxOUaJOIyISEhIQHi/pHh0aOodvuaC8ObobXG+8Y3CX7yUwCcp54k/Qs/v6GUWh1FqNk5zKHBONqwS4WlF0revlTbdSY+Z+Ya/MUrU5iG4DeenaAr5xBKxVuXarx8bpm6G7t1pmyTR8fLPLa3a80LNqU0L51b5ienF1FKk0tZfOShQfb2bTzdbSupuyGR0hwaLN7WnpoJN0YuLBC8+ipGd/c1E0s6imh97vPIc+cR2Qy53/ntDZ9rNoJqNMD3sR95BLNn+2oQr0QqzbHpGsvNgP7i7fk7/dKLk1xcbLG3N8cDoyXSjknavnyzTXHdlFOlNadmGvzs7BKLDR8AyxA8MFriiYnu64pVN/T485cvcXGpjWUqnn/YJJsJkVoihMAxHCxhYxs2QsS/C770cKMWlmFTtLsop3rImLnVsblBRK0dknEsRroyDJQy2LusvjoRl2uQiMuEhISEexutFIQh4fETRFPTmCNDG6p10WEYRyTePgZA+sMfwnnvMxvbx4qwHB6KheUuaTOyFufmm5xfbO4qE59IKv7wh+eotUOe2tfDs4euvmCXSnNius7Pzi5RacWRSNs0eGiszON7u1ZTz6qtgL9+fYaZahypuG+wwAcfGNyy2q24T2CI1jpuzm4IhKDTqP3qZu3Gynoj7iHY9iUHhwoMlHbnpENCjFaK8I03kbMzmEND1z7u+7T+4A+RU9OIQoH87/wWRnf3to1HLixgZLPYjzyyY7XbtXbAW1M10pZB9jbUY8/XPb7w4wtcT8tYhrhKcGY69x3L4Mxck2q7c46wDB4ZK/PY3m7y10lBb4UNFr1ZfOXiBj4/eFNRaUDGMfno4/l1GX4F0qcdtTCEQdHppsvpJmsVEEKstoJpuBH7+vPsuc2TXO8kEZdrkIjLhISEhLsL7Xmoeh2kjIWjUvF9KdFhBGGAlhLCCKIIlET5Acp1sQYHNtTqQ7XatP/4j5EXJ8E0yfzyJ3EeenBj4w1D1Nwc5sgo9uFDiNTujUrV2gFvXaqRcYxdlaa1YuKTT1v85nP7rpu6qrTmzFyTn51ZYr4eN703DcGR4Tga+ONTi4SRImUZfOD+AQ4PF7fMVKPlRzS8iP5CirRjEUlFpHS8lAqliW9Ko9Bx/ZvWSA2mEEz05RhJelneEahqleDlVyCXXVPQqXab1u//AWpuHqOrTO53fhtjm65BtdbIqRmskWHsB+5fl4PsVnBhocnZhds3CfXmZJWzC3EfSS+Q8TKUV9VjX4+MY/Loni4e3dNF+gYp9LWgwlx7klAHpM0stuEQRvA3r7WoNCW5tMFHH8uTS68v2hiqgHbUQiAo2CXKqV5yVgFDGCw2fIbKmQ23PNluEnG5Bom4TEhISLg70FqjFheJTp9BVqsIQ4DWaA0I4otyw6QTHgKtic6eIzx6lOjCBYRlY5SKiGIRo7iyLGCUSpfX5fOrqa5qeZnW5z6PWlpGpNNkP/OrWHv3bmzMQYian8cc7QjLTRgI7RSRVByfqVNpBvTdpnS3tai7IX/wg3NEUvELjw6vqx2A1pqLS21+dmaJS8vtqx4b7c7y0YeHtsyQRGlNpRkghGCsJ8tQObNmLZpUsaCUOl4qreN1GgSxMZFxB7UouNcJTpxAnj0XO06vIa5Uo0Hrf/9PqOUKRl8vud/+bYzc9kQWdRgi5+axDx/G3jexLcd4J0GkeOtSFS+Ut6Vdz1porQmlXhWc7orwjCRuR4CWsw73j5RuWFuttKLiLzDnTmEZFlnr6miiGyi+8UqThqsoZmOBmXbWn84aqZB2FDvS5u0SXalePC/FSFc+EZd3Aom4TEhISLjz0b5PdOEC0YULYJgYPd3XrXdciSoEr76KbjQ3diBDIAoFjEIBtVxBt9sYpRLZ3/jsxus0V4Tl2Cj2od0tLAFmqi4npmv07rJm33/5yhSn5xqMdWf51NNjG47sTVfcVdOOp/f38Pjeri2LDgaRYrnpU8o67O1bX4pcwt2BarcJXnoJDOO6UUlVrdL83/8TulbHHB4i95v/YNtS4lWrhW61cR5+CLP/1l1U18Niw+fYVI1S1r5rerFKLVl0Z1jwZ0ib2avcXq+k5Sn++pUmbV/RnTf58GN5HGtj5xWpItqyidSS0E9zf/8Ej4yObMXL2DIScbkGibhMSEhIuLORi4tEZ86glpYwenrWNMLRUhKdPEXw8stEp09D5ydO5HM4jz2G/fhjCNNENRroWh1Vr6Hq9fj+yrpGPc5bvAJzaJDsZ399w86yV7UKOHhwQ6m4t4O2H/HWpdvXYuB6nF9o8ZWXJjGE4LPv3UvvLjK6qbshbiAZ7sow1pO7YXpdwt1JeP480dvHbtgvVy4s0vpP/wndamOOj5H7jd9AONvzHZOLixhOCvvRRzbUHmmzaK05NdtgpuruqpZFmyVSIbPuFBV/nrxdxDZuPFlUb0u+8UoTL9T0FS0++GgO29z4xJXSksnaPId69/LsxP2bHf62sBFxuXsKKRISEhISEtZA+z7RxYtE5y+AITCGh6+5gFPVGsErrxC88iq60Vhdb+3fh/PEE1iHD13VA84olWD0OsdTCt1qdURnDS0V9qGDG444at9HLixuuMn57SLu89am6YcM7qILRKk03z02B8Cje7p2jbCUSrPUCHBsg0NDRfqL6SSd9R7FGhpCzcyiqlXM65j2mH295H7j79P6/T9EXpyk/ad/SvYzv7bu3pQbwejpQc7MIE6fxn7ggS059yitEKztviqEYKQ7S6UV0HDDXd+z8Ub40mO2PUk9rFKwy1jGzaVSMWvyoUfzfPPVJgv1iO+90eL9D+WwNiAwtda0PFiomHTb4a28hNtOIi4TEhISEnYtcmkpjlYuLCJ6uq8yzdBKEZ06RfDSy0SnTl2OUuaycZTyiceve6F3I4RhrKbEMrK51CTtecilZayJiVhY7pC5xq2w3AqYrXp055xdZSbzyvllKq2ArGPx7gM702bhZriBpNoO6M2n2duXu6MvphNuHZFKYe3Zg3/0KDqKrvt9N4eGyH72M7T+8HNEp07jfulLZD71qS0XmEIIzP5+5PQMIp/H2r//lr7TbuQy2ZjEFAbD+REy1rVZI7mUxVhPjhMzNbIpC/MOnGhpR01m2pO4UYuSU8YQ6/9cuvImP/dwjr892mKmEvGDt9s8/0B2zfchlJpqU1JpSSpNSaWpqDZlXCcaAZEHj27d69ppdv+vXUJCQkLCPYcOgsvRSjTGyNXRSjk3T/sLX0BVa6vrrIm92E8+gX3kyLZEA9aLarVR1WosLA/svyOEZRgpJpfaGEbcH3K30PRCXjizBMBzh/pu+9i01lTbIZHU7O3NM9qd3XX96BJuD8ZAP+ZAP2ppCXNg4LrbWePj5D7zq7Q+/0eEbx0D+y/JfPITWz6hIywL0d1FdPYsRi63ZruU9bDsLXOpMUkrbAHQCBqM5EfozvRgvkN89RdTLDfTLG/CDMwNJC0/IpKalG1Qzto7OsnVCKrMuJNEKqTkbK4eu69k8YGHcnz79RaXFkN+ctzl0X1pKk1JtSlZbsZisukq1ipKNAwoZCGf3j3n4M2w+3/xEhISEhLuKeTyMtGZs6iFBURX1zXOiqrRoP35L6BqNUQ2g/3oozhPPI7Z23ubRnzF2Ko1tO9hHzqEtWd8W0Vuy4uouQHFjE0+fWuRs9maS7V1+5qhX4/vH18gjBRD5QxHRm6vX0IkFUvNgFzK4r7BPD353RXhTbi9CNPE2rOHYGkJ7Xk3NOyx9u8n++lP0f7TPyN87SgilSL98x/b8r8nI5tFeR7h6dOIXG5DbVAiFTHbmmW6NY0pDHozvQghaAQNzlTPUPNrDOWHydm5y6/LNBjtzlJzA9xA3rRvbBApWn6EHynSlklvIU0xYzNdaTNf9+ktpK4bAdVa4ysPL2rjRk0cM03KzJAy0zetkXznfqrBIrPuJQwMik553c9di8Eui+ceyPK9N1ucmws4NxesuV3aEXTlzfiWi5fFrMFMY5EDPTvTp3S7SMRlQkJCQsKuQAcB0eQk0bnzoDXG0OA14kwHIe0/+mNUrYbR20Pud39nxxqG34iV9ijCMLDvfwDzOm0JtoK2HzFX85irebSDkGzKZrwnx0ApvalUtKYXMrXsUshYu6pmcHKpzYmZOkIIfu6Bgdsi5FZaGvhhHFUZKGXY05u7LQ3jE3Y/Rnc35vAw0eQk1vDwDbe1jxwh88lP4H75qwQv/AyRTpP+uQ9sy5jkzAzhqVM4Dz20rtrxdtjmUvMSS+4iBadA2roslAtOgYyVYdFdpB40GM4P05fpwzTic3U55zBUznJ+oUnKvrb3ZSQVTT/CCxS2JShlHCYKKUpZe7Wnbiljc26hyXzdoyefWnWgVVrhyTaebNMIqriyTahCTGGgtAQMHNMhZaTJWUVSVoaUkcI2Umu3idGKRW+WBXcax0yTsbbmt2Ss1+a9R7L8+Fjc/qiUuywgu/IG5bxJZgMtS+40krNjQkJCQsJtRzWbhMdPoObnEV1ljFzumm201rhf+QpyahqRzcTurbtBWEqJmp/HyOWxjhzG7NmeukAvlMzXPGaqLm4QUczYlHNZGm7Iqdk6tXbAeG+O3AaEj1KayaU2fiQp53anic/DYyX6i9s7Nq01kdIEkSKMFKFUKB2X8TqmgWMZHBgoMNS1dg1VQgLEtY7W2Bhqfh7Vaq15HrsS55FH0H6A97X/gv+97yNSKVLvfWbLx2X096NmZgnz52LX6utM1GitqfgVJhsXaYcu3enuVdF4JZZh0ZvtpRW2OFc7S82vMpIfIe/EbtojXRmqrYBaO6Qr56CUpuVHtAOJIaCQdhjtcijnHHIp65rx5NIWB4eKpGyDyeUGlh2A4dEIa/jSRWmJZdikzDR5+3I0VmtFqEI86dII64DGNhwcM0XOKpI2M6TMDLbhoLRi3p1i2Z8jaxVwzK3N2pgYcBjutrBMcd1zRqRCXNnGi2LB7Mo2M805bMflWXaXW+xGSMRlQkJCQsJtRbku4bFjyOVlzDWilSv4f/stwrePgWmS/bVf3ZRZz1ajwxA1N4/R14d9+NCGW5WshyBSLNRdpiseTT+kkLYZLF821ChkbDKOyXzdo+FFjPdk1+1cutj0ma97dOd3V1/G1y9WWGz4ZByT99y3sb6iNyOSCr8jIMNIITUIwDIFjmmSS1nk0jZZx8SxDFK2ScoydlXPz4Tdi1EsYo6NEZ08hc5mbxpxTz39FPge3t9+G++bf4NIp3GeeHxLxyRME6O3B3nuHEa+gDVybVQ1UhEzrRlmmtNYhklvpuemY8/ZOdJmmqpfpRW2GMwN0Z/tJ2VbjPZkOTZVY77mo9HkUhZ7enN05RzyafuGkzS+9GlFLaxUDeXMcbZaAzTduRw5K495HQdXIQwcM7UqFLXWRDokkD6tcBrQWIaNbaSwhNlxhC1hGVtryLV6XN2m5q8Ix1acwivbuB0xGaprU2a9KKDb2/72MdtJIi4TEhISEm4b2veJjh9HLixhDg9et0dc8PIr+D/8EQCZT3wca8+enRzmmmjPQy0uYY6MYB+8b82+m7dCJBWLDZ+pikvDDcmlTAZL6TUv+CzTYKCUpu6GnJipU2uHjPVkb5i+6YWSyaU2KcvA3kXCqeVH/OTUIgDP3Nd307qtm6G1xgsVbhARRBrTEKRsk6xjkS/GwjxlGaQsk5SdiMiEW8ccGUHOzKFrdUS5dNPtU889h/Z8/B/+CPdrX8Po68UaH9/SMYl0GpHNEZ06hZHLYpTLq4+1wzaTjYsse0sUnOJVabA3wzRMejI9tMM252vnqfs1hgsj9OYLDHfF58TufIpSxr7mu6W0IpABgQoIZEDDr7PkLWEIE1/6GAL6ShlK6TwzVQ/Pk6Sz65cuQghs4azWYK6IvlAFBMqj5HRtyBF2ZR+hClYjjW7UWr1/OQLZIlLRuvZnGzZpM0vGypE2s7hBxGhu34bGtNtIxGVCQkJCwm1BRxHhyZPImRnMoes3H4/OnsX92tcASL3/fTiPPLL5Y0oJUYRI3VoKlGo00I0m5v592Pv2bWkPy0gqlpsB0xWXqhuQsQ36S6lrapfWotiJYs5UXRpeyHhvjt58as0o5nTFpe6GDJZ2l4nPD08s4EeKgVKaB8dufmG+FpFUuIHEDRQaTcoyKWUdunIp8mmLjG0mLq8J24aRyWDtHSd48y1Uu4UAECK2AxUChAGGANHpGykM7KefQs7NEZ44QftPv0j+H/3DLc+EMMql+Bid+ktSqY4b7EXcyKM73bNmGux6yNpZUmaKul/j5HKTwdwQe/sHsA0bpRWhDGgHAaEM8COfVhRH8EIZEumQqcYUL869SKACjnQf4ZmhZ3Cs+NyUsyFtW0xV2iy3AkpZG3sDPSRXeKfYBFBaEqiAUPoEyo/vq/h+qHyCK9b7naij1HJdx3MMh7SVI2NmOwKyszRzpK0MaTN7jfnQpdoCQ9nrNGG+Q0jEZUJCQkLCjqOVIjx1Gjl5CaN/4LqpsHJhgfaf/BlIhf3Qg6Te/77NH7MTaRTpFGphERwbkc8jMpkNmcWo5WV0JLEOH8IaH7+uKN4oSmmWWwEznQsoxzLoL6wtDG+EbRoMlFLU3JDj03WGymnGunOkr4gA1toBs1V3x+3+b8Z0xeXtqbi9zAfuH1iXoIZro5OWKUg7JqM9WUoZm1zKuur1JyRsN+bQEI5hQBSBUmilIIpWl0iJlgpkfF8oRfqjH0NOT6OqFdpf/BK5f/AbW+44bfT1oaZnaL/8InPZiFnbxUnn6Cn0IjYpLFcwDZOuTHenL+YFan6NlOnQjtpEKiJUAWolDd2wsE0by7Q4OvcaJysngTiSd7p6mtnWDM+OPM9oIRZamZTJnt48TrXNYsMn65ib+k7XgmVO1I5SDyoEKiBS4aZea8pMd4RilvSqaLwcgUybmS1Pt71TSMRlQkJCQsKOorUmOneO6Px5zN4ehLP2D7BqtWh//gtoz8McHyPziV/atBBSrRaqWsPavw9raAjVaKIWF1CVKrJSRVgmIpdDZLPXFYta69hwyHFwHnwAc3BwU2O5ZmxKU2kHzFRdlho+liluaMG/HoQQlLMOQaSYqrSpuxF7enP05B1kx8RHKn3LKadrcWauwYtnlxEC+gopegtp+oqpq1wf10JpzXfejk18HhgtMVS+eZqxG0Q0XLlmdDJ3hzZyT7g7EJaFNTKy7u211qAUopCj/t//D0Rnz+H97bfIfPQjWzsuw8Af6GKydp6leoWitEmZKUJnFjJZjGIBI5OBdDpOpd1EmnjGypAyUzSCBm7UxjZtUlaKvJHHEJf3N9ea5XuXvkc9qCOAB3sfYjg/wo+mfkgzbPLX57/Owa6DvGvo3aTMFLYlGO3OkbLi7IxQagqZ9UmZdtTiePU1ptrn4vf6yvdEiNj4x3CwjRROx2HWMeP7K+vTZmZVOF6v7jMBxDvf4LsVIUQRqNVqNYob6POTkJCQkLC1hBcuEB0/jiiVruv2qsOQ1h/8YRzZ7O4i93u/d02/y/WiqjW052Lddx/Wnj1XiUfluuhaDbm8jFpaQrfacapaLhuLTdNESo2UEmNxHrNUjo17uro2NZarxtURlbNVl+VmgBBQzl5bl3SraK2ptkMiqRkqp0k7Fqdn6/QWUlt6rIYb8p1jc5yZa675eCx4bXoLqY7oTNFXTFNIx26Rr1+s8q23ZknZJr/13MRN2320/Ii2LxnuylDOOkl0MuGuQCtF+ytfpfUf/zdIpcj9vU9jP/jAlu3fVT7n/GkayqXLLGAKIy4XCEJ04EMYorVGmBYi5SDyeYyVDI9cFmHduqiSSvLq/CscXXgNTWwM9L7R9zOcj42GQhny0tyLvLX0FgBZK8uzI88xXrxch1pthUxV2vihopy1uV4CSagCTtXe5Fzj+Go662hugr2Fg6SM2DnWNnZPz9pLtQUO9Izy7MTucout1+uUSiWAkta6fqNtE3GZkJCQkLBjyJkZgjffQmQz160n0lrjfunLhG+8iUinyf3e72L29W7ueAuLCENgHTx0096T2vdR9TqqUkHNL6BaTZRUTLkar9aksGeE8kP3U+wt31JETClNtSMqlzqiMq4h2t4aQD+ULLdCbFPgWAbFzNakbCmlee1ihR+fWiSMFIYheGJvNz0Fh8W6z2LDZ6Hh0/LXNrhI2SZ9hRQLDR8/lLz/yACP7b2xeF8Rlvv6cwx33dyRMyHhTkIHAY1/82/xvvVtRKFA/h/9Q8y+W3dN9lXIeX+aqmzSbZVumHauwxACH+0HECkwQJTLWKOjGIXNu5lWvArfnfwOS94SAAfKB3jP8DOk1mgFMtua4fuXvk89qK9u++6h96waDrW9iKmqS60dknEMHMtcrcWUWnK+cZJT9TcIpA9Ab3qQ+8uPU05tT7uorSARl3cQibhMSEhIuL3IxUXCN94A07zKqfCdeN/+Nv73fgCmQe43/j7WxMSGj6WVilNYM1nsI4cxezcmTnUYohoNZs5Nc+nURVLlIvWhPRgph0Laob+UopRxyKbMdQubq0WlDwLKWWdHnVqV1vihXG1WfqvM1ly+9eYc83UPgOGuDB98YJDewrUXim0/YqFxWWwu1D0qrQCpLl+H9BZSfPaZvTesM235ES1fsq8vx0h3IiwT7k5ko0Ht//Z/Jzp9BnNkmPw//D1EevP9XkMdcd6fYTmq020Vr0pPXQ9aSnS1grAczLFRjL4+xAYm2bTWvL30Fj+b/RlSS1JmivcOP8u+8o2dUSMV8fLcS7y5+AaaOOX2meH3MlGKfxeCKHbVbrghfqgIpGQxmOR8+yi+bCMEFOwS93c9Tn96ZNefLxJxeQeRiMuEhISE24eqVAjefBMdhjcUesFrR3G/8lUAMp/8JZzHHtvwsbSUyNk5zO4u7MOHMUqbcxyttQPenqrhGJBL2yAEkVQ0/QgvVDiWQTnr0FuIbfZT9topmStpqTOV9m0TlVuNH0p+dGqR1y9W0VqTsk2eO9THg6OlDV28SaVZbsaCs9oOOTJcpJy7fs/Nth/RTIRlwj1CNDlJ9V/8S1S9jvPII2T+3qc39TcfacmFYIaFsEq3VcLcgLAMdcQFf4b5qELezNLlW5R9i/zgWBzFTN/cbboZNPnB1PeZak4BMJof5bnR58nZuXWPY749x/cvfZ+qXwVgojTBM8PvJWPFtdlKwcXaJV6YfYGF9gKRUtgiw57sgwym95FxzKsim7sRpRWTtTkO9e5NxOWdQCIuExISEm4PqtkkfOMNVLOFOdB/3e2i8+dp/eHnQEpSzz1L+kMf3PCxdBCi5uYwhwaxDh++bk3nzQgjxbHpGjU3pG+NKBzEAqvpRYRSkU3FtYRdOYdiJm4QviIqZ6sui404LauUtW9oarPb0VpzarbB947P0/TiNNfDw0WeP9xP7iY1krfKirCc6MsxmgjLhHsE/4UXqP33/wMAmV/4eVLvfWZDz5dacjGYYy5apsssYq2jr6PSmplwgTP+FBeCGSTqqse1UqRC6E510ds7Tk/PGD3pbsqprmtamZypnuFHUz8kUAGmMHnX0Ls50n1kcyJZRbw2/ypHF46i0aTNNO8ZfobudDcvzv6Mi42LANiGxYM9j3Bf+X5kZNAOJE0vjmxGSgGClC3IOha75TQSSJ9W1CAKMjw4sJ+HRoZu95CuIhGXa5CIy4SEhISdR7ku4ZtvIZeXMAcHr3tBIRcXaf3H/w3tetgP3E/m0393wxcf2vOQi0tYe8axDxzYdC9LrTXnFlpcWGwyUEzftBWI0ho3kHFNoYZCJhaaTS+6a0QlxJHcb789x/mFFhBHX3/ugQH29K4/+rBZ3CCi7kbs688nwjLhnqP5R39M+z//Z4TjkPvt31p3qYDUiqlggelwgbJVwBY3ngBajuqc8S9x1p/C1f7q+qKRY8wZoK08lmWdumyhtIYwBHTsKptKYRgmpVSZ7nQ33ZkeltwlztbOANCX6eV9Yx+gnCpv9m1YZaG9wA+mvs+yt3zVeoHgcPdhHu9/nIx99cSiUuBHEi+QtANJrR3gR6rTjumWh7RplFa0wjoa6EkPoIMSY91F9g9sbY/TWyURl2uQiMuEhISEnUX7PuGxY0TTM7GZznXs/FStRuv3/wC1XMEcHSH3W7+JsDdmNqOaTXS9gbVvAmvfvltyNFxq+Lw9VaOQsUhfJ9X1ekRS0fIj3FBiCIPyXSAqpdK8cn6Zn55eIpIK0xA8ua+Hp/d1b7mz7VokwjLhXkdJSf1//H8R/OjHGN1d5P/xP7ppur/SiulwkalgnqKZx7lOz8W28jjnT3Pav0RFXtYMKWEzkRphvzNCr1W+6nsXaUlVNliO6iy7yyy7i1RSIWHKuubcKxA82v8Yj/Y9ek1U81aQSnJ04TVem38VhWZPcQ9PDT69bvHa9iIuLLVxQ0nXbRKYK9HKvF2kLz1M3i6y2PAZKmcScXknkIjLhISEhJ1DRxHhsWPIyUmMoaHrNgKXc3O0Pvd5dL2BUS6R+4e/h5HfmBOhqlTQQYh13wGs8fHritj14AWSt6ZqBJGk6wa1f/cCWmvOzDf58cnFuFYUGO3O8sEHBujOby4qvFFWhOVEX56xnkRYJty7qGaT6j/750TnL2Dt30fud3/nuudVrTWz4RKT4Rx5I0vKuPpcFmnJxWCWM/4lpsKF1fUGBmNOP/tTo4zY/euuzdRSopaXcW1NrT9HJS1Z9pdRSvFI/yP0Zwc2/8JvQt2vEaqInszGHWDbXsTFpTbtQNKV2zmBuRKtBEF3up+eVD9WR/wn4vIOIhGXCQkJCTuDDgLCc+eIzpzF7O9HOGvPmEdnztD+kz9F+wFGXy+5v//ZG7rIXnMcrVGLiwjDxD58CHPo1mpUlNKcnmswXW0zUEzfs0JGa835xRY/ObXIXC12gc04Js8f6ufISHHH3hc3kNTdMBGWCQkdogsXqPzzf4FuNEk99yyZX/yFNbebDytcCGbJGCkyxuWJoKWoxgnvAmeDaSJ9uTVQn9XF/tQoE87QNUJ0I+hGE+15GAP9WCMjiHWY/dxu2n7ExcWdE5i+9GhHzauilVdyN4jL7a2+T0hISEi4Z9C+j1xYQE5OIitVzN6e6wrL4NXXcP/yL0EqzL17yP3aryIymQ0dT80vINIZ7PsPY/bcet+y+brHTNWlO5e6J4WM1pqLS21+cmqRmaoLgG0ZPLani8f3dpNxti6l7WasCMu9vYl5T0LCCtaePRT+639K/X/6n/F/9CPM0RGcRx65apvFqMrFYJa04ZAxUoQ64pw/zQnvAkuytrpdzshwIDXK/tQIRXPzfSuvRBTykE6hZmYJW22s8dENTRjeDrIpi/HeLJNLbSqtgK6csyowtdZIHRHpCKkilJaYho0lLCzD3lA7lyujlf2ZkauilXcbibhMSEhISLgltOch5+eRFyeR9TpGLos5NLhmypbWGv9738f/zncBsB96kMwnP7HhGklVrSEsC/uB+zG7u275NTS9kPOLrY5d/Z1dI7kZLi3HovLSchsAyzR4ZLzMkxPdZLfZBfadXCksx3pyNzVUSki4l0g/+yzR6dO0/+xLuF/+KubgIOZAnHZaiepcDOawhY2nAo62T3E2mCLsRCkNDMadQQ6lxxm0erZl0kbYNvT3oas1whOnMEeGMAcGEfbulRxpx2CwbHF+qc1UrU4+E78vAoFpWJjCIm1msAwHT7pEKsSNWuh4IyxhYRs2prCxjGtf5+VoZYm+9NA10cq7jd37SSckJCQk7GqU6yLn5pCTl9CNBiKfu6Fxj5YS96++RvjKqwCknn0vqQ99cMMXOKrdRnsu9gMPbomwjKTi/GILP5QMlDbfpPxOZKbq8uNTi1xcjB1gTUPw8FiZJ/f1kE/v/CWCFybCMuHeQGqJVJJIRUgdLyMVodHYhoVtODimg23Y15wjc//gHxCdPUfw0ku0Pv8F8r/7O9RzBmf8KSaDOS6GcyxG1dXtC0aWg+lxDqTGrkqT3S6EEIiuMtr1kOcvomoNrNERjNLWi6pG0MCLXAQGCAFaowGBRiOg83+EIP4PRCfiKFWERmAIsE2Hse4889UsYWgxUMyTMh0sw8EybMxOCxetNZEOCaRPqAMC6eNGLQLlEcgWsiPkTWFiGjaRChAYnWjlwJri824jqblMSEhISNgQqt1Gzswip6diUVkoIIo3rsXTvk/7z75IdOo0CEj/wi+QevqpDR9bhyFyfgH7vgNY+/dvycz7xcUWZ+eb9BVTmPeImJmvefzk9CJn55tALCofGC3x9L4eCpmdSdXSWiOVJlLxMpQKP1Ts6c0xngjLhDsQpRVSy3ipJEpLoiuEY6hCAhngRx6Rjog620gdoTS0gjq+irCEiW06pMwUGStN3i6Qt3M4VgrHsLFNB7Pl0/i//DPk1DQLXQavjClOjplEaQttWRimxbju4pA1ylB2EF0qQC7LTtuiainR1RoIsaVRzEhFVLwqGSvNSH4Ex0yhtEKj0VqhAa0VSms08VJqiVIKiQQgbaZJmU78Xhvx0vUVp2Yb1NyAvmIKY53vl1QRoQ4IZUCoA9zIxZNtTGHQu4FoZVJzmZCQkJBwz6CaTeTsLHJqCt1qI0pFjJGRmwo81WjQ/vwXkDOzYNtkP/0p7EOHNnx8rRRqbh5rbBRr794tEZaVVsCl5TbFjHVPCMuFusdPTy9xeq4BgCEE948UedeBXopbLCpDqWLxKDVSqVhEyjiqEEcWYlFrGQaWKUjbFsNlh9HubCIsE25KKEPqQZ2qVyFQQbxSrMSm4r+v1XviynXxfcMwMTERhsDCxDAMQGAIA4HAEAKxet9AEPeNjMVgvAw7gjGSAaFaEYnqmhuARmMIgSksTMPEEAaOaWMZGSpehdfmX+VC48Lq69M6FkkKjdZx9M0wTCxhYhk2jmnjfGYA4/VlFkULDIFQUFiWHJnyOTQN2aAGnL/8phkCXcijSwXkvnHkQ4di0bldn5GOMAwDs6f7iihmHWtkBKN841YqN6IVtmiHbfoyfQznR8i+o6flrZBLG9w3VODUbIOFur9ugWkaFiYWabMzlhS4QYjSkNtga607nSRymZCQkJBwQ1S9TjQzg5qeQXteLCrX2S5ELizQ/s+fR9VqiFyW7Gd/HWtkZFPjkLOzGF1dOA8+uGHzn7XwQ8mx6TotL6SnsPtdDTdLJBUnZxu8MVlluhIb9QghODxc5F37e7a85YobSKrtANs0VoWjYxmkLJOMY2BbJpYhsE0D2zQwzfj+vSDuE24NqSWtoEnVr1LxlmlHHqZhYBs2V1/P6mvu6SvWoeN/645w0+jVdEoQsRbVK88SCHRHoIrV4wg0QhgY17mZwly9fz0qXoVX5l7mXP1cZ5+QtbKr0U6p5TXPWRmvXonISYXwfSaaGQ4HPYyFeYxGG1FvxrdGZ9lsXfm2rKL2jhA9dAh5eD+ktuY8GOqIhmwhhIFUEsuwKBgZDMXlKObwEObgxqKYUkmqfhXbsBnOj9CX7VtNV91qWn4URzDb649gSqVxA4kbRkgFjhVPSgSRoivnrKue/26IXCbiMiEhISHhGrTWqEoVOTuDmp1FeQFGVwkjl1v3PqJz52n/8Z/E1vS9PeQ+++sY3d2bGo9cXkaYJs7DD9+0efh60FpzZq7B5LLLQGn9qU93EktNnzcmqxybquOF8UWqYQjuGyjwrgM99Gxxr0o/lFTbIbZlMFjK0FdI4VgGViIcE24BrTVu5FIP6iy5SzTDBlprMnaGjJXZkGPnbqHqV3l17hXO1s6sRvEnSvt5vP9xyuny6na6k8p5ZV2mVNFqSq3srO9L95GuechLk2jfR3R1XWuoJiWi1RGdC8tYb57EuDB1+XHLRB7eT/TgIdTEGJgbf19DHdGUsSlYt1WkzyoTaslCWKGuWggEBTOH6YXoeh3RVV53FNMN2zSCFj2Zbkbyo+SdrXG4vRHtjsCs3kBg+qHEDSReqDBE7D5bytqUsg75lIXSmulll7m6iyEE5Zxzw/NhIi7vIBJxmZCQkHBzVpphy+kZ5Pw8KBVHKrMbSzsK3ngT9ytfBSkxx8fIfubXNryPFVSziW67OA89uOqKeKvM1z1OTNcpZixS9s612NhuIqk4NdfgjckaUx3nV4BixuahsTL3j5S23KgnlIpKK8QQ0F9MM1TO7FjdZsLdSyADGkGdJW+Zhl/DVyFpM0XOzmEaO/udnWvNUg/q9Gb6KKfKm07JbwQNXpl7mdPV06uR1L3FvTze/zjdmVtvp6SaLaJLk+jFZUSpiEjf2KBMVOuYb57EeuM4Yqm6ul7ns8gHDxI9dBg90HvT40Za0pCxe2q3VaDP6qJgXG4hJLWiIVssRFWqMk7Jz5PGqrVuGsVUWlH1qxgYDOeG6c/trClO2484PddguRXQX0ihibMz3CBCakhZBrmURXfOIZ+2yactrHcIc601y62AqeU2S02fXMqikLbW/DtKxOU6EUI8D/wz4AlgCPhlrfVXr3hcAP8d8A+BMvAj4L/SWp+6Yptu4N8CHwcU8CXgv9FaN9c5hkRcJiQkJFwHHYaoxUWiqWnU0iIYBka5jLhOmpTWGsIQ3XbRbhvtuui2i2q3UYuLBC/8DAD7gSNkfvmXY3v6zYzL95ELS9hHDmFPTGz69V1J2494e6pGpBTl7NamhG6Gaivge8fnmaq4FDM2XTmbctahK+tQzjl05WzStnnDC9pKK+D1ySrHpmq4QSdKKQQT/XkeHisx3pvb8uhsJBW1dlxT1FNIMVzOUMpe62yZkLBepJY0r0h7dSMXy7DI2llS5s6nrgcy4KczP+Fk5eTqOsdw6Mv20Z/tpz87QF+mj7R1YxHXDJq8tvAqJ5dPoDqicqwwxhMDT9Kbubl42wg6imLDtalpMA1EqXTz76TWGDPzmG8cx3rzFLje5Yf6e4gePkz0wEEoXJ25IrWkIdsoFCWzwIAdi8rrRZOVVjRUm8WoSkU2UVqSC0ychosol7BGR6+KYnqRRyOoU0qVGc2PUkzdetbKZnCDOIK50PCxDXFNdDLj3Pj8vEIkFQsNn6nlNg0vopy1yDhXC+VEXK4TIcTPA+8FXga+zLXi8l8A/wr4TeAc8P8EHgLu11p7nW2+TixM/xFgA/8JeFFr/evrHEMiLhMSEhLegfY85OIicvISslJFpByMcglh22jPI3j9DdTMDMp1YwHZEZG63QZ5bT3QlTjveTfpj35k02JDS4mamcHcO4F9+NB1W5xsBKk0J2fqzNc9+oup2yqEpNK8fG6ZF84sEUl1w21TtklXzqGctenKxcKzlLOptULemKwyeUWUspC2eXCsxIOjJfLprY8gKqWpuSFBpOjOpRjuztCVdRITnoRNo7WmFtSYbc5QC6poDVk7S9pK37a019nWLN+b/C6NsIEAejO9LHuVNesgS06pIzZjwdmV7sIQBq2wxesLRzm2fGzV2GckP8ITA0/Qn92aLIzroZYrRJOTqEYLo7vrqqig7LjYWsK8tmZRSswzFzBfP4F56hysnJsMQfT0I4TvezfSMmiqNpGOKBl5+u1uSmZu3Z+V1pqmcjsis0EoA7KNkLRwMIeHoKtMw4rbsgxlBxnMDWGbtzcbwgsklXZAxjbXjE5udF/TVZfZmksUabryNnZnf4m43ARCCM0V4rITtZwG/rXW+n/prCsBc8Bvaa3/WAhxBHgbeEpr/VJnm48B/wUY1VpPr+O4ibhMSEhI6KDa7bhH5aVpdLOOyGQQpRIYBnJqiuCllwnffBPC6MY7Mk1ENhM/P5uNl5kM1r59OA89uOnxaa2Rs7OYfX04DzyAtGyCSMXtKiJFGClafoQfyY45R+d5gL7iH1eaeOiOYUfTi+jJO7d0cXCrTC23+dZbcyw1fQDGe3K8575evFBSaQVU20G8bIU0vPCm+xNCMNGX46GxMnv7tj5KCaC0puGGtANJVzYWlT35e6d9S8L20A7bzLZmWXQXEEJQdIo7nvZ6JVJJXpl/mdcXjqKBvJ3nfaPvZyg/hFSSil9hvj3PfHuO+fY89eDa62zbsOhO97DoLq6K0cHcIE/0P8lQfmjHXovyPOSlS8i5BYxcFrJZmqqNr0JShk1E7Hq7gkHHjbZzM90A+/hZrNePY1yaBTR+V57Kzz9DZu8+BuxuSmYe8xYmAFrSZSmqsSxruG6TdDPAs6GQ72Fs4CDdPWMYxQLCuvsaXNTdkKnldhwRNQWljM1yK0jE5UZZQ1zuA84Aj2mtX7tiu+8Br2mt/xshxO8Qi8+uKx63AA/4tNb6K+s4biIuExIS7mm0UuhGIxaVMzPodhuRzyMKBQgCgtffIHz5ZeTs3OpzjIF+7MOH4+2yGYwrRWQ2C/bWpUGqTq/DUCqC+QWk7eAeOELbTuOHilDFonIFyxCxsOkc/spRrDWmlTUp21yXa9924AaSH56Y581LNQCyjsXzR/o4PHT9PqGhVFTbsdC8LDoDKq0QyxTcPxJHKberzlEpTcuPaPoRxYzDSFeG3kLqtorzhDufQAYstheYbc/iy4C8k6MdxqYvlmFhGhZWp22HKdaXdnirLHvLfHfyOyx7ywDcV76P9ww/g2NeP33ei7yO2JxnwY2Xobo8IdSf6eeJgScYzt+8bdN2oKVCzs/jXjpHLWpRKPUzlO6jYOSIkEQ6ItQRoYrwdICnAkIdESGRWq664zpnLlH8+o9wWj4pwyH7rneT/dCHEc7WlBa4yo9FZlSnFNn0h2kcT4JpYORyGH19GOUyRvHmtaR3EkrF9ZiXltpU2wFSK/b25u9ocbkbpgEGO8u5d6yfu+KxQWD+yge11pEQYvmKba5CCJECrkzQ312fUkJCQsIOoH0f1WiganXU4gKq0UQHIUa5iDE8jJyeJvzu9wjefBOCzgWRbWE/cD/OE09gjo3tyAVRvR0yVWkTSoWu11FhSHjfHohMLB1hmwZ528LKijvS2VVrzbHpOt8/Pr9aE/nQWJlnD/WRvomhkG0a9BXS9BV25oIqiBR+KPGjuE+lADKOxX0DBfpLmdsmzBPuDqSWVLwKM81pmmEDpRUXGxc5sXwCT3prPkfAan9I6wrRaRkWGTPDaGGMvaW9ZKzNtSjSWvPm4hu8NPcSUkvSZppnR55lb+nmdd5pK814cZzx4jgQ1xXW/BoL7gI5O8dwbvi2pt8roamXHbDGGF1o01eRpPvSiLRNirUnpKJO2myoO860WuIf6SO1/xEyf/tT5KtHiV54iebJ02Q+8UtYW1APnzFSjDr9DNjdWFyeTNBRhG61iM6dRyuFkctilLswenriiGY+f0fXeRuGoLeQopSxma+7XFp27+jXA7tDXG4X/wr4b2/3IBISEhJ2Eq0UutlENZqopSVUrYpuxS5+RiYTmyVoTfjGGwQvvYKcmVl9rtHXi/PkE9gPP7xpZ9fN0PIjLi3HwjKjQxwdoh88gh4a3rExbCeVVsC33pplcimui+wtpPjgA4MMd916r85bRSq9KiSDTlTYNg0c22CglCaftsk6JhnHSkRlwi2htaYR1JlpzbDkLjHvznGxfpHp1uXKJsdwMISB7LTaWElr1xCLHBnhS/+afV9oXODH0z9kKDfM3tIEE8W9ZOz1ncOaQZPvX/re6jjGCmM8N/I82XU+/50YwqAr3UVXuuvmG28jWmuaYRMv8ulOdzHUc4TCeIrw3HnkhfOIdBqja+0xrqTFpnlHVNIBPvlJwgcfwvuLv0RVqrR+/w9xnnyC9Ic/tCURRVtcLU2EZcUlG6VS/Pvmusj5OeTUJYSTQhSLGH29WEND1zWguxOwLYOR7hzd+RSCO1tc3rVpsdeJXF5K0mITEhLuNtaKThIGccpqNhunryqFvHSJ8I03CV5//XKU0jKx778f58knMMfHd3zG1A8lFxbatIKIrpRALCyg9+xF7dvfaVp+e3GDiItLbVKWQT5tU0jHImu9zoAvnl3mxbNLSKWxTIN3H+jh8b3dt61OMYgUXijxI4lSYAhwLJNcyqKYscmlLNKOSdo2k1rKhC3DjVzmWnOcr5/jdOU0l5qTq1FKAYzkRzncfYTx4vhVpjBSxWmbUsnVPo8rtxUBWvWrnK+fY9FdXH2eAAZyg0wU97G3tJecfW1/Xq01p6un+cn0jwhUiCUs3jX0bg53H77jI0e+9Kn7dbJWhuH8CN3pntU6Vq01amaW8PQptOth9Pdd2xNzHWjfx/ubvyV48SUARKlI5pc+jn3gwJa+lhuOwfNQ7Ta02hiDA9gHD2IUkkTF7eBOq7lcMfT5X7TW/7qzrkicBvtOQ58ntdYvd7b5CPDXJIY+CQkJdylaa4giiCK0lCBlvIwiiCRaRqhK9XJ0UgiMdBqRy4FpIqenic6dR547RzQ5eZU5j9Hbg/PEE9iPPrKjUcorCaXm4mKTajukO2NiLCyg+wdQhw6BdXudAf1Q8vK5ZV65ULmqzhPiGeZC2op7mnX6la30NytkLPIpm4WGx7ffmqPSCgCY6Mvzgfv7Ke1w65NQKrxA4oUSqcCxDNK2STFjUcjELU6SqGTCdhGqkPnWPC/Pv8yxpbdY9pYQHfGYsTIc7DrI4e4jFJxbFwSNoMG52lnO1c6x4C6srhdAf3aAidIEe4sT5J08XuTxo+kfcq52DojrIt839n5Kt6nVxVYhlaQW1ABBf6afwdzgddukqFqN8NRp1NxcLDA3GfWLzp3H/Yu/QC1XALAfe5TMRz+CyOxcZoaWEjk/j5HNYx8+iNnXt2PHvlfYdeJSCJEHVqYyXgX+z8B3gGWt9cVOK5J/ydWtSB7m2lYkA8A/5nIrkpeSViQJCQl3A3J+HlWvo4MAgiBehiFaqdgKXkq0krGoFAKxYpFqW3FkMp1Gzy8QnTtHdP480fnzl6OTHUQ+h7V/P85jj2Hu3XN723BIzaWOS163rTGry+iubtShw5C5PWIXYlH56oUKr5yv4IdxbWRXzsE0BC0/Wq2XXC/5tMX7jwxwYGBn6oIiGUcm3Y6YtAxB2jHpyjoUMjY5J+7JlrQNSdhqlFaEMiBUIaEKWXKX+OnMT3l76S1CFWB2Gt+P5Ec43H2Y8cKebXOFbQQNztfOca5+jvn2VZYd9Gf6aYZN2lEbA8FjA4/zSN+jt63lyVbRDJq4kUtXqouh/DBF5/omYSto3yc8c5bowgWMYmHTUT8dBHjf/g7BT38KGkShQObjv4h96NCm9repMWiNWloCpbHuO4A1NrYl7asSYnajuHw/sZh8J3+gtf6tTvTyvwP+D0AZ+CHwT7TWJ6/YRzfw74CPAwr4EvB/0lo31zmGRFwmJCTsOrTWRBcvEp08FfeNtMy4vYdpgmFccd8E0wAjTsnUWqNWxOS5c8jzF9De1WYYIpvB2rsXc2Iv1sQERm/vrkj30kozXfWYrbqUZRvL99HDw6jxPZC+PXWIQaQ4erHCy+eWVwVkbyHFuw/0XiUMQ6loehFNL6ThRWvcj2gHEUIIHhkv88x9vaRuYthzK0ilcTuRyUgqLDOOTJayNqWMQzYVRyaTFNe7k5X0x5TpkLGz2Mb2Rvy11oQqJOiISDdyWXQXmGvNsuQtUfGq1IIqdb+OJ10MYWAKi4yV4VD3IQ51HaK4w9HBZtDkfP0852pnmW/PrTYnKjkl3j/2Afqyd2aUS6pOmrCOaAdt0naGodwQvZleLGP9lipaKaJLl5CnT6O1vqXfiejiRdw//wvU4hIA9kMPkv6Fn9/R7BjVaKDqDay9e7H379syN9t7nV0nLncDibhMSEjYbWgpY3F4+jSisL5ZY7W8HLcMOXp0NQ1pBZFOYY6PY+2bwNq7F2NwcFeIyXcyX3O5tNCg2KxiF3KoPRPo/oFYTO8wkVS8PlnlxTPLtIM4bbgr5/CeA70cHCps6v2LpEJptjXVNJKKajtEacg6JsW0TTFrk01ZZB0zaRNyD9AMGlyoX6TmVzENg5SZpmAXKKSKZK0MGSt7S5HBSMXmOV7ksdheYLo1zYK7QNWvUvWrNII6rbAFgCEEAoEQRmcZf2+Gc8Mc7j7MnuLe29q7coVW2OJC/QKgOdh1aEMibKfRWl9TZxrpCK3jVF/D6PSjNGyKTpH+bP+mTYgA5NIS0cmTyEoNc6APYW9uokKHIf53v4v/ox+vRjGzv/wJrP37Nz22DY/B91HzC5hDg1gHD2Lk8zt27LuVRFyuQSIuExISdhM6CAhPnyY6fwGzp/uG9Sna8wjffJPg6OvIi5OXH7AtrPFxrIkJzIkJzKHBTRkz7CSVZsCFi/NkvCapkRHUnr1wG374I6l4a6rGz84s0fRiUVnKOrz7QA+Hh4q7Nm1UKk2tHRBKTU8+xVBXhlLGTsTkPcaSu8TFxkUC6a+6kvqRhyd9IhVhGhZpM0XRKZJ3CmStLGkrfd3Uz1CF+JGPL338yKMZNmgEDc7UznK6copFbwFBnDVhrIjIjoC0O+KmlCpTShUpOiVKqSIlp0zKunPdO3carTXtqI0buqvrTMPCMixswyJtpslYGRzTwTJsHNPBNmwsw9qylF7VbhOdOk00NYXR3XVLEcfo0hTuV76yGsV03vU06Q99COHsTD29lhI5N4dZLGIdPIjZ27sjx71bScTlGiTiMiEhYbegXZfwxAnk9ExspLBG2o6Wkuj0GcKjRwlPnICoU+snwNq3D/uRh7GPHLmjUn7qTY9LJyfBtsgc2Be3GrF2NnIglebtjqisu3FNaiFt864DPdw/Utq16aNKaepuiB8punIOw13Z1VrQhHsHqSVzzVkutaZwwzbn6+fQaMYKYwznRrDN+MJdKoknPfzIQ2qFZdhkrPSq2LQNm6ATlWyETbzIJVAhUkU0/DrnG+e5WL9AqMLVaGQ5VaaUKlFKlVYFZNEpkbEyuzJD4k6iHbZphi0yVoa+TB9pK41t2Ks3y7B27D3WUUR04QLR2bMI28bo7t70vlQQ4P/ttwhe+BkARm8vmV/5JNbIyFYN94ZorVGLSwgB1n33YY6MbLoOU4chSLkl7VbuRBJxuQaJuExISNgNqGaT8PgJ1MICxkA/4gpxpbVGTk8THn2d8M030a326mPGQD/OIw9jP/QQxh14DmtXG0yemcIrlSkcPgTl8o4c1wsliw2fhbrPYsPj4lJ7VVTm0xZP7evhwdHSro38Ka1puCFuqChlbEa6snTnnV073oTtI5Qhk41JLtTPc7Z+ljOVUyguX8MZwmAoN8R4YZyxwthVtY2hDPGkRyADlNaYwkBpCQhs08ZAMNOa4WTlJLPt2dXn5e08h7sPc1/XwTXbedypKK2uSt+9Xbhhm2bYJGVm6M/205vpva67606itUbNzRGeOoVuu+tqV6KlRHs++F5sSKcUINBodK2O+7X/gm40wDRIve99pJ59745l2qhGA91oYk7sxZ6YWNek7EqbE91qdVzZ64DG2jeBOTR0z5kFJeJyDRJxmZCQcLtRlQrh8ePIeh2zv3/1h1W1WoSvvEpw9Chq4Ypebfkc9kMP4Tzy8JbUT+ogRC0vgWlh5HOQTm/7xZXWGn9ukcn5GvXuIcpH9m9Lo2ulNbV2yELdY6HhrwrKhhdes23WsXhqfzcPj5V3rUjTWscGQX5EIW0z0p2lN5/CTlqG3BG0wzatsEnaypC3b90puB22OVs9w8/mfsbZ6hkiHadyjxXGKDgFJuuTNMLGVc8pOSXGiuOMF8YZyA5c3edQK0zDpOpXOb58nFOVk/jSB+J6vvHCHg73HGEkP3LHu6i+Ey/yaAR1wEAAjumQMlM4prNjYjMeQ4OUmaKvIyoz1u0xM7sRql4nPHkKNT+H0Xe5XYkOQ7Tvo30fggC0js3nUilEOo1RLiNyOUQqhZyeIZqaQhgC/wc/JHzrbQDM0REyn/oVzFuIjG4E7XmoxaXLdZi5y5MlWmu068ZCstlEVSroZhPturGFqGPFEUsp0e025vge7H0T91QUMxGXa5CIy4SEhNuJnJ8nPHEC7XkY/f0IIVDVGv6Pf0zwyiuXe1DaFvbhw9iPPIy1b9+WzeyqWg3VaGGNjoCMUNUayvMQphFfBGSzWz6LrIOAYHaeKWmx0D1Cz8Qwxi3O9qqO6Kq0AiqtIBaRDZ+lhk8o1ZrPKWZs+oopegtp+gop9vTmdnVfx5YfUXcj8imLoXKavmJ6Wx1nE7YGqSXNoMmyt0TFq+BJD8uwKadK9KR7KaVKmzKQWXKX+N6l7/LK3MudNFVBT7qHdw29m+H8MBBfHFf9KpONSS41JpltzVwV1bQNm5H8CGOFcUbyI8y15zi+fIyZ1szqNjk7x+GuwxzsPnRXRSmvxJc+Db/BaGGMrJ2lHbap+TX8TlRXA45pr4rNrRbWV4rK3kwvvZm+WzLh2Qm07xOePYe8cAHdaYElbDsWkrksRqmMkc0gMhlEOn2N4NJKIWdmiM6eRTaaqLk5/G/+TexubttkPvYR7Cee2BFhr6VEzs5hlktY+/aB1rGYXFpCt9sozwdBRyRnEOnUNb+L2vdRi0sY3V1YBw5g9vRs+7h3A4m4XINEXCYkJNwO4lTXGaITx9FCYPb0IBcX8X/4I8LXX497WALmyDDOk09i339kS2dDtZSo+QVEKoV1YH+czmOacbpPvY6sVFCLS+h2K7ahz2QQufymTRe01hBF6FYb2Wwxne1iqtBP30DXuusDtda0fEmlFVBtB1RbAZV2QLUVUm0HSLX275ZlGvTmHXqLaXrzKfqKKfoKqTtCmEVS4UeKhheSti2Gyxn6i2nSzu4f+71O3A6kxoK7QCOIo4c5O0faShPKkGbYRCpJzs7Rm+mjnC6vK0olleSl2Rf55oVvUA2q2MIi7xR4cuBJ9pcP3PBi3Jc+080pLtYvMtmYxJPemtsJYLQwxpHu+xktjN51UcorCWRAza8xkh9htDC2+lq11gTSpx25uJFLPajTDtsE0kdrjW3FYjNlpjb9/viRTz1o4BgWPdk++jO35uy602ilULNz6DCIBWSmIyY34Cirms3YHf3SFMgI/9vfITp3HgDr4H1kfunjm+6zuRHiOszF+HdKaYRhxCIyk4FUal0iVyuFWlxECANz30TcU3OH/QN2mkRcrkEiLhMSEnYarVRsjHDqFCKdQbfb+D/8AeHbx1gJKlgTe0k9/xzmxMSGZm7dQLLY8JBKk7bj1hO2YWCaYBkGtmkgvDaqUsUaHMDavx+jtHZ/OR0EcW+wWh01P49qNiEMwIlnpledbKWMf5ClhDBCyyg2GlIStEYDAhGb9KQc5koDnDcLdBfSN4wUhlLx+sUqszWXaiuk0g4Io7WjkACmIShnHco5m558it5CLCLLOQdji2e/V9JtQ6mwTQPLEPF7bYpNpdRqrQmlJogkQaQIZfy+WYbAsUx6CykGS2myqbv7QuVOR2tNK2xS8assuYu4kYtjOuTs3JrRSaUVrbCFG3qkrRTd6R66013kncKagmWyMclfnPkqZ6pnMIVBxsryaP9j3N9z/4ajn1prFt1FLjYucqlxkQV3kayV7fSdPEzeufvbNEQqouItM5QbZqw4jiluPGmz0oIlFps12mEbvyM2V85zGo0hwBAmhjCuvWGgtKIRNLAMazVSeS+839cjjmLOEp09g2w0kefO4X/3uxBJRDZD5pc+jn3kyM6MRcpbztZRzSaqWsMaGcE6sP+qVNu7jURcrkEiLhMSEnYSHUWEZ84QnT2HatQJX3qZ6NTp1cetw4dIPfcs1ujohvYrpWa56TFX9wkihWUIIrVywQNCgInGrlUwLRNr7wSZPWM42TR2RxSlLBPHMtZst6GVQjcasdhcWLicPisA00JYJlh2vOykQBmZDNh2PHNr20jDZMFTnK4ElLI26RtEDs8tNPn2W3OrJjsrCCEoZWzKOZuurEM551DOOnTlbAoZe8tF5FoEkWK56VPKOnTlHNqBxA0iQqmJpCJSmpVRWKZYfX+tjghVmlURGUiFlPHnY1sGjmmQS1nk0xZp2yRtm6Rsc1en696raK1Z9pYJVYAX+dSCKgvtRWp+lUAFWIaJJazLPQm1RKo4zT1lpkhb6U7kK03aSqF1LHbSZppyukxvppdiqoRt2NT8Gt+88A1ennuJQPo4ZooHex/i0b5Ht8zoJZQhpmHe1VHKK5FKsuQuM5DrZ09x76ZSk1cMkSIVobRCaYnUklBFSBURqJBQhkgdobVCatUxDYKudA/92T7yzvZH5e4UroxiareN/7ffQs7ERlL2ow+T/sAHMHbI9O1W0WGIXFjAyBWw79uPMTBw242itoNEXK5BIi4TEhJ2CuW6hGfO4H//B0RvvYWc7tQ1GQL7oYdIvfe9mAP9G9qn1pqGGzFX96i3QzIpg6yzRoSk7aKXl4nKXfijewgKJSKlUSuNtwXYpollCXKORS5lkXZMUpaxpuhcccvDMGLx6Djx0rKIpMaPJH6kCCKFG0haXogXKtpBRD4d738tml7Ed4/NcWo2TiMsZmweGe+iOx8LuWLGvq1tNupuSDuQjHRlGOvJrQpkrXUn4qhWl34Yv/b2FcIzlApDCGzLIG2bFNIW2VQsJFOWQco2kzYidwDTzSn+4sxfMNuaIVQhgQyQWiIQtyzQdMe11TIscnaeUqrMXHuWZtBE6ohDXYd5euhdFBJRsmmUViy5i/Rk+pgoTqy2atkutNbIjvCUKm4flbRqWZuropi1OtHbbxP89KdxVo9pxL+Vzz6L2bf7+1NqrVGVCoQh1p49WHv33lFtwtZDIi7XIBGXCQkJ24UOAlSzhW42kIuLBC++hP/DH6IaDYQwwDJxHnuU1DPPbKpnmB9K5usei40AQ0AhbV0bddQaUanEbnYjo6ixcVjjx00pTSgvi6NA6qtEp20Jsk4cUUt1hJBjGR0hqQgiSduPaPqdiFwkkZ3IqSmIo3ed59hrpI0qrTl6ocqPTy0QRLEAe2xvF+8+0LsronZSaRYbPmnbZG9fjr5Ces0I71porYmkJpCKMFIYhlh9/5KLyzuLUIV8d/I7/HDqB6uC0hQWKdPp9CC04gb3wsLsRC5Nw8Q2bExhYhoWoPEjH0/6+NJbTbX0pU+oLkfqVwTJSmuQgewAz408T39uYxNQCVcTC8slutPd7C1NkDK33qU64dZZiWLKqWlUpULw8stEZ87GDwqw7z9C6tnnMIeHbu9A14F2XdTSMkZ/P/aB/XdM9HU9JOJyDRJxmZCQsFXoKEI3m6hWC7W0jKrV0O0WqtHE+/a3kZemwDQQjkPqqadw3vPuTRkVSKmptAPmah5eGLekWFOABQFieQldKKL37kP39MT5lxtgRXSupHBGUsfu8kZslCNVHJETQmAaAruTBupYxrprD+drHt96a5bZWmwuMlTO8MEHBugr7g47dzeIqLUjeosp9vbmyKe3N8qRsDs5Vz3LV05/mbn2LKGKGC+M8+zIc5TT5S07hlQSX/qdm4cXxfezVpbRwmgyGXGLaK1ZcpcoporsK+3fFb0jE67PlVFM1WxBGOD/5KdEx0+sbmMd2E/quWcx9+zZ1d8PLSVqYQHhdEz0hofvip6Yibhcg0RcJiQkbBatFLrVQjebyGoNvbSEcl2IwrjWMJNBzszgfvXP0a022BapZ9+L8/TTGNmbOwJqpVBLy/H+DAMMg1agWGxHVH1JOmWRSXfSUTuPr1KvIVwPPTyMGt8D6a3tlbYiOk1jcwY2ENcu/uTUIq9eqKC1JmWbvPdgLw+NlXekdvJmaK2ptAKUhrHuLCPd2V3b/zLhalauYbbiYrPm1fjG+a/z4tyLSB2RtbI8P/o+9pX33/K+E3aOlRrZnJ1jX2n/HeXKeq+jmk2is+eIpqYwymV0qxk7q7/xBnRcws3xMVLPPot18L5dLTJVrYZqtrCGhzGHBjG6ujbkrrvbSMTlGiTiMiEhYSNo3+84qNZQ8wvodhsd+HGj6Gx21YZdS4n/rW/j/+jHABgD/WQ//Xcx+/rWd5xOY2ejtwezrw+v7bOwVGdhqQFhQNE2MFFxyxIl46XuOKkqDbkcas9edP/A1aJzF6C15sxck+8em6fhxWmAh4aKvO9I/3VrMXeaIFIst3yKaYc9fTl68knq3J2A1LLT/mORQPpkrCw5O4tjpnAMh5SZWld9ndSSRtDgjYU3+NbFv6Ee1DCEyeHuw7xn6BlSVvL3cKex7C2TNtPsK+2/p51Z71R0FMUu62fOIFIpjK4uVKWC/6MfE7z6auxQDpiDAzjPPYt9//27NjKogyCuxZQKo1jAGBrC7OlBFAq7WhivRSIu1yARlwkJCTdCax0LyJXej0tLcbRSiLj3YyaDSF19oamWl2l/6ctxGizgPPUk6Y9+ZF2zk1prdKWCDgLMsXGMPXtYCmFyqU3TiyjnOi6rUoJSsNL2Q0qEkpfbghSKsAvtz+tuyHfenuPsfBOAUtbh5+4fYG/f7hlro2PaM1TOMN6TS3pK3gFEKqLmV1loL1ALagghcAyHUIVEHYdW07CwDRvHcMjbeTJ2Bsd0VkWnaZirPQ+nGlP8eOaHnK6exhIWhVSBZ0eeY6wwdptfacJmqPpVLGGxr7yfopNc692paK1Rs7OEp06hfR+jrw9hGKhGg+AnP8V/8UUI4glLo7sL+7HHMPJ5RLbzW70yAZzJ3HK7ka1AS4luNNGtFsJx4snkgQGM7u47xvgnEZdrkIjLhISEdxKf8OO2G3JhAV2roTwfYXWik9nsdX+YgjfexPurv0J7PiKdJvPJX1p3f67L1uV57AP78bt7ubDYZr7ukbYNihl7189qKq3xQ4UXStxA4oWXbw034o3J6mo67RMT3bxrf8+uSTWVSrPUCHBsg729OfqL6zftSbg9hDKk6leYa8/RCBoIBM2wwZK3TNbKUEqVKTpFcnYOpRWhCuObDJBaI9BYho1t2qTNNF7kcrZ2jlfnX8GXPkIIDncf5qnBpxPjly3ishGSiWVY2976pBE00FozUdpHV7prW4+VsDOoapXw5Mk4u6e/H+HEE7fadfFf+BnBCy+g2+4N9yFSztWC84rMo41ijo9hHTp0S7/P2vNQtTo6ijALnWhmbw+iWNzVv/uJuFyDRFwmJNzZaKXiaJ2Ul+8rFRvXvOMm1li3eouiq9JdVbMJUQQpJ26AnE7f8ASvgwD3639N+MqrQPxjk/3UpzDKpXW9DtVooOoNrOFhrP37qGJzfqFF3Q3pLTjrEmBaa84ttDi/2MIUAssUWJ2aSMsU2Ea8tEyjY75jrPZhFECoYsOeSGqkUle0z7ji3x0Dn0jGjrJuEK223PDCuP3IzX4/RroyfPDBwV2TahpKhRdIWr6kt5BiT2+OQubOrYG5F/Ajj4pXYd6dZ641z5K3wKK7yExrBqnlNdubwqSUKlF0ip1liVKqSNEpYQmLSEe0whavLxzlXO0sCEHezvPc6POM5Eduwyu8+whkEE8ACAPHsJGd3p9KK0AgBFe47MbOurcqPptBk0hFTJT20ZPp2boXk3Db0a5LePo00eQljK4ujNzlGlodBASvvIqcnka7bpx91G6jPQ/tunFbky3GHB8j/ZEPY43dWnbDSk9p3WyBbWP2dGMODsbRzNTu+M28kkRcrkEiLhMSdidyYQHvm39DNDkZi0Wt0FLF96OOkFQdIan16k0rjXAcRD4f1zIUCohCHqNYRDipjpjksqjEQAjQWl2d7prNrc6G3nSsc3O0//SLqMVFEJB6/nlS73t+XWk3WkrU4hLCMjEnJjBGRplt+FxYbKPRdOecdc1aztZcfnB8gUvL7XWNebtxOn0c07ZJ2jHJ2CZp22C4K8uhodtbVxJEajWaqhTYliBlm/QX0gx3ZXZNJPVupB7UkVpSckqbEg3tsM1Ce4Hjy8c4Xz/LfHuBZti86u8pb+cYyg3jSY+6X6cR1FE3uJq0DZtSqkQ7bNOO4u/P/T3389TA09ve//BeYEVUGsKgO91NX7afjJUhUlHnFhKqiFAGeNLDizyiTjpzLD6v/Ow0hhAIBEIYnaVYcym1JJQhE6UJ+rJJ+5a7ES0l0fkLRGfPIGx7XS29tFKrIlO7LrrV7tzvLMNoY4MIAoKjr0MYp+Pa9x8h9aEPYvbc+mSG9v3YdT6MMPIFrH0TWCPDt7zfrSQRl2uQiMuEhNuPjqLVmcVoagrvG98kePFFtB8AOp5lXL12FFcLRDr3ece6eM9XHCROgzHyBUSxgMgXMIod4ZnPI0olzL6+ODVmncJHa03w4ot43/gmRBJRKJD91C9jTUys7/meh1pcxOjrx9q/n6hQ5MJii+mqSyFtrcvcptoO+PHJRU7MxOd0yzR4YKSIY5lxhLHj6io7y+iq6KMm6kQrldZYxuVI5kpbEdM0sE2x+phlGqvRUMc0SDuxiMx0ROSKoDR3STqp1voKMRlHVR3LJOOYlLIO+bRF1jHJONauGfPdyPnaOb49+W1OVU4SqQjRiQzm7QJFp7AaVSymShRTJcpOnM7qmDaGYVJxK7y28BrHl99mqnkJpRWmMOOMhE4PyLHCGGPFcbpSXVd9h5VWNIMGNb9GLahT92vUgho1v0YrbF4lO4tOkedGnmcov/t7520FWmtCFRLIAF/6KK1Xe3Y65q3VfK0lKgv2+iaWVoRnXDMbC03ZEZpSS7RWV/1baYVUEoWKJwo7n+pAZoDBe+SzvFfRWqPm5ghPnkR7Xpwmu8NGPrJeJ/jOd2NjIQ2YBs6TT5J63/Nx5tMtopVCzc5i7p3AOXzo1ge8hSTicg0ScZmQsLNopa5KU1HVKqreRM7M4L/wAtGJE4AGw8QcHcF56CHYUOG9vly7UK+j6nV0vYH2vPU93bExisU40vmOpVGK75NOEzbb+H/5l+iTJwGwDt5H5pOfWNcPidYatbwMUYQ5Po69dy91KTi30KLaCujOO2v3rbwCN5D87MwSRy9WkEojhODIcJFn7uu9p1M6V8SkG8QpuhBHUTOORTlrk0/bZDqR1KSecnvRWnNs+Rjfm/wO52rniHSEIDbWiVMh456psRC4agYJiNuIZK0sjuFQC6odQRmnTabNNKOFUcYL44zkRzft3hqpiEZHeEot2VPcg2XsDsfi7UBpRSADAun//9n78zi5s7u+93+d71Z7761u7dJoNJvGM+N9wSu2sTEGTBIDF/ILEC7kAskFkhAgyS+QkBvIRjZyb5If5BqHsMZgbI+Nd2Njj1c89sxopNG+drd671q/yznn98f3W6VSqyX1vkif5zxqqvtb36rvqfq2uutd53POIdIRFkXgeOS8PBW/B9/xmA3naCYNYhPhOT4Fr0DOzS37Q7e1hMr1YK3FYMCC62z9pC1ic5j5+XQc5uTUDeMw18q2q6WSOJ0sL0kgTrBGo2z6Owxrcfr7sLU6rU98guSFU0D6gXbw2teSe9Wr1twePXENd/9+CZc7gYRLITaeNQYzN4e+NomdncE2m5gwArKB+X/5lySnT9N+c+kePpSuV3XkvnV7Q2LDELNQxS7MYxaqWehMw6eZn0/HOCwxAYDN3gAba9PJWa1FKxetFCqK8AOP3FveQuW1r8G7QyAEsFGMvjaJ21vBu/9+1PAw1xZCzk/WibVhsBLcdo3HRBu+fmGWr5ydIYzTsWUHh0q89sFhdvXcmwuCG2NpRJpmlKAt5DyHUs6jrxhQynkUc2lv6naeFOFuoo3m69f+ks9e/gxX62MYq/GUx0ODD/PE8BOUgwrNpEkjblCPa9TjOvW4Ti2u08i+rse1tIeKNCwopRguDLO/coADPfsZKgxv+EQwdwNtNJEOCXVErON0Fl03oOAV6Al6KPhF8m6evJfvvJ7GGlpJi3pcYy6cpxpVCXWIoxR5L0/ezS8Z2iIdsRAu4DruloRKIWyrRXzqFMnlKzh9vXf8sDcNjllgbM+0noVHLFiV/u5Rng++l64pXSigCkWcQh7lBxD4mGqV5PTpdMbX/n6Sc+doffTj6LExAFRPhfy3vgn/8cdX3asq4XIHkXApxMaxYYiZniG5ehUzM52WphYLqHyeZHyc6C8+3/mED9Lev9zrXot34MCWtNeEEeHsHNHsPNHcPNHsHPHsPGZhAapVnFoVp9VIx/wohentZfbN30Gya5RS4DJQDjo9Y91skmDDMO2xDSO8fXvxjhxBB3kuzTS4NF2nELj03KbH0VrLiasLfP6Fqc7akEOVHK9/aBcHh7bPMh6bJUoMjWwyIaUUBd+lr+Snpa45j0Jw74bJRtygGlXxHJdcFhw2ozeulbT48tiX+Iurn2O6OY3FknNzHBt8lBcNv4iSv/yfU2stLd2iHtdpJk0G8gMruv+9ShtNqENCHZKYBEc55NwcRb9IT9BLwSukJa/O8sZyA4Q6pB7XqYZV5qM5mkkTYw05N0fey2OxVMMqruMxmB9kuDhM2S/fs//+xNayWpNcuEhy5gx4brqkh9ZpaEwSrDEo0mkalOugXC/dz/Ugl0Plc+mcC7kgnTnWD1CBn34d3PrfjR4bIz75AjaOcXal61nHzzxL+MlPYubmgXS96/xb35J+sLzCfx8SLncQCZdCrL90CY8p9JWrmFo1HevY2wueR3L6NOHn/gJ94WK6swL/0UfJve61uCMjm9I+ayxxNgYxTiyx1jRjTTPUhIkm0WlvpeNC4DqdWVWdbFZZVatBq4kdGgbPy3rOElqxIVCWXtfS6xiKSuNiwfPTP1ilEu7ICO7oKI3Ycm6yxmS1xUApIOffunzrwlSdvzg5ybWFtLS3kvd5zdEhHtrbc9tezu3GGEuYGJQiC+g3Xt/2vtbSitLlTWJjCVyHYs5joBRQKfiUcx7+MnqO72b1uM5Uc4rp5hQtHXZKUHOOT8EvUgl6yLs5cm6enJdLxyyug/nWPE+NfYEvjj3FQrSAQlH0Czw69BjHBo+R9+7NHvXNYKwhTFq0usJk3s1RDnroCSrkszDpO+tTIpiYhEbWyzzbmqWZNLAgoVJsO3p8nOTMGawB5XvZ+pb5dMZVz08Do+eBn10HwZrHauqZWZKTJ9Dz87gjIyjXxcYx0Ze/QvjZz3WG53j3HSZ4+ctw9+3DWWb2kHC5g0i4FGJ9WK0xs7Po8XHMtWvpOo+VMqpSAaVInn+e8LOfQ4+Np3dwXYInHid47bfgLmOGt9VIdHsSG0OsTdbblc4SqrOJbdq/65xsApsbguSdGANhiApDiEKwllBbmspD5wsUhgYZ3NVP71Af5b4yKgiw1jJVTctgG1HCUCW35EQy2lguTdf5+vlZzk/VgbTc8+VHBnnxwf4dM6Npok1WspqW8OZ8N5ujKZ1EyNo0dKaLEdzIAo4CY9Pb8n46CU9/yaecS3uI7/Vxk9ZaanGN6SxURiamHJQpeAWgqyzSRMQ6ASy+4xO4AeWgQtkvpz1Qbo7AzWXnxSy6ZBOmLNre1E2+Nv5V/nLiqzR0E1e5VIIKLxp6jIcGHlrzhDDiZsaatGcyCYlNjKMUOTdPyS/Tm0t7JgteYVN6qtvls8YaSn5JQqXYdmwcp5N+eZs3jtrU68QnT2LGJ24Y+2kaDcLP/QXRl76cluBmVG8P3r59uPv24e7bi7t795JrbUq43EEkXAqxNrbVQk9Po69cwczNAeD09qIKBay1JC+8QPjpz1wPlYFP8LKXknv1q5f9id1yhbGm2kqotuKsRzINltpc/32WzniazX7qqNuHE2vTtS6zgfwqK6tBpxPF4CjI5bD5AranF0olbL4AhQLa86mHCY1QE/gO/cWA4Z489VbMxekGvqvoK9345jvRhovTDU6NVzlzrdYZU+k6iscO9PHKI4MUgu0/2UiUGBphQivRuCod/zhQDugp+J0ZcI21mHawvOlrizZpcNImjZ2lvEc55922h/deYq2lGi0w2ZxkpjWDNoZKUL7jxDbds4OmM3FqHKXwHR/fDdKZNq1BW4u1hsRqalGVhWiealSjGi1Qi6vUolpn2Q5XufTm+3hs6HGO9h+9ayfEac9Iqm12yb72HX/DSo+ttZ0y1yiJcByHwM1Ryspci16BgleUJVOE2EZsGKZrcF64iDPQj1O8vganmZsj/MJT6IsX0ePjN6+56bq4oyNp2Ny/H2/fXlRfH+bapITLnULCpRCrYxYW0JOT6KtjmGoVVcinodLz0lB55kwaKi9fAbJZ0171SoJXveqGX7RrYY2lFWvqkWZ8IeSLExHfmE0nAdldUOwvuRyseOwtpWFy6Qexaa9jFKHiBHQWHtsrmrhp2Yz1PMgXsYUC5HIQBFg/gEIBgiBbAmVpYaxZaMWdJTl7i9fHZSbacGGqzqmJGme7AiVAMedxdKTMSw4N3BREFzPWEmbLbUTZLKlpWaS65WXdJkuyllacjoGMdVqyWs57DJZzlPMe5bwvy3ysE2MN8+E8k81J5lqzWCyVoIKrXObCWaZbM8w0p2npFp7j4SoPz3GzxenTRek95aa3Zdsd5WKtpZHUqUbV9BJXqUVVanENY2222s/N53AgP8Bjw49zX+9922KCHWstkY5o6ibG6M5SJdfXPwSVtfOGtREBlEo/0OgKjp3nTjp7ratcXMfDVU7WA5yjEddp6hbaJJ2guZLZVRdLTEIraWVLg6RjG0t+KeuZLFLwCtIrLMQ2l67BeZ7kzBlUoZAODVq8TxShr15FX7pMcvky+tIlbP3mtapVqYjT30/wyldS/us/uBnNX7aVhMu782NHIcSa2VaL5MoV9MVLmGYLp7eCu3dP541Ucu48rU99Cn3xUnoH3yf3ylcQfMtr1iVUam1pxgn1MGG+njDXivnGrOa5eUNC2hOpgIkQJkLNV2c0vqPYU3TYX3LYH2hGVIwbhWmQRKVBMRdgS5U0PObz4PtpqPSDztcohTGWepge33UVBeuQNxbPvfUbyZzvMuy7ncXAjbGcHq9yaqLK2Wu1ThgEKOc97h+pcHS0wp7+wi3Lc61Nxy82I925f853qeR9+kvppAOJbofNdFkObdJexcTc2JtrAbc97rGzXGh63BuXEG2/OW/fYmlGGmMh57n0l3LpGMi8TzF3706osxG00cyFc0w1JxmrjzEfzhHqkPlwnpnWDPPhHOamj8DXh+d4nXUoe3O99Aa96fe5XvJufsvPszaalm7RSprZOo05Kn6FgldIe8Jp98am12lZ7/XtkIZ2a8FRDoGTI+cHBF6OwAmykO7iO1lAz5ZDaYdpbTXNuEEjaTIXzlKL6tSiGkA6u+odejXbpa6tpEViEjzHI+/m2V3aTTmoUPKK5GTcqhA7inJdvPvuSycwfOEF9OQUztDgDb8vVRDgHTqEd+gQOdK/63Z+nuRSGjT1lSvosXFsvUEyM4uzSfNSbBTpuRRC3MBqjbl2jeT8eczsLKqvD6dc7tyeXLxI+KlPk5w7n27wXIKXv5zca78FUyxxraHRFvaUXdwVvhmNs7GStVbCfDMijDWRtpyoWZ6Zs0RZUBrKO3zLLp/+nOJy3XBxIeZyLaERm3TgHhaUIvBc9vXm2L+rwr6hMkNDFVShiLZQD9Oy2lozodb+upVQy8pt66Fmqd+PnutQ8F3ygUvedygELjnPpRCky2AUfBel4NxknbOTNeJFgfLoaIUHRnvY3bf0m/XO+o2xJoyzMOm5lHIufaX2khse+VuUjaYlppZEWxJjSHT2ffZ1mBiMMRib9q7qdAHCzpvu2BgSExPriMTGxDZd2Hy4VGak0sdQqUI+kJLV9WStZbw+zum5U5ydO8t4Y4z5aB5tkk7vW7ecGzCQH2QgP0jJL6KNJrEJidFom3QWpm8vSH/99vTiO34nNHYCZNCzLcfTRTqilTQJs1LRdGmNXipBhZJfWvYkQt1rIhoMjnLWPNFRqEMacb2zfubiXs3ADbp6JyMUkPPy9PgVenI9ae+kX1i3CZeEEFtLT02RnDiJqdfScZgrWLvbxjF6fJz42efwjx2j+M7v2MCWrpyUxS5BwqUQd2ZmZ0kuXECPT0A+h9PX15lVLblyhfDTnyE5dTr9XjlUjz3BpcdeyRVV5EotYaKRzsCqrSXnwKGKy31ll0MVl6J3+zetibE0wiTrnVN4Lpyowl/OJDSS9PfUQM7h1bs8Hqg4qGYDVa+nk+24HjbIMeUVuEiRSy24VNOEhhtK/AqBi6MUjWjp4LiY4yhKgYfOynLNKn5f9hR8jo6mPZSjvUsHylinPZOdyXCysNpfCijlPUqBR8531rW8NTZxZ0xeYmJaOqSZNGklza5wcr1018nWzSv7JfryAxS9IkW/uCElkumkMhpjdDa5THqt2xPOZKWMsY6xGHzHz0oYXTzHxVUujnJxs6/d7OvtJEoiTs2f4vnp47wwe5KZ5jQGg1IOnvI6vcc9QS8DhQEGszDZXqpju4XA9dKeFTUNaprA8Sn6Jfpy/ZSCEkWvuC3Hei7VqxnqkMDxyHtF+nN9FIMSJa8k4yaFuIuZapX4xEnM5CTOyK4lJ+25FWsM5to13AMHZczlTiDhUohbs81mOg7g4iVskqQlHdkvxPDqGLMf/zTRiZO0tKVl4PSBY3zjgVdQK1bQJu0Z09ZiDQRumucifeMxRvKKAyWHAyXFYHDzOEAF+J6D6yqemzN8eTKmnoXKvsDhVbs8HsonuPUaKkmwhSJ2aBhbLqclroViWtKaMdYytRByaabBxek6F6ertJIYay2e4+G7PpW8TyXvUc57VPJ+Nm7w+vfFrjUUu3sUW7FOl8uINa3IpN/HaThMe1sNe/oKHN1dYaTn5kDZLnVthAmRtniOopTz6O8qNc3761Nu2l2KF+qQelSjqZtEOkbbBG10Z7ZW1/HwHR9PeZ2xet1tbo9xi3WM53gUvAJ9uX4qQYWiX1z2MgiLw21sYlpZsI2z3rb2TKXtcHn9b5XtFIW6yklLmK3BdsbMqaz818HJLmlpo5tOZpM9P+UoXBwcx82G3TrXx+Utce1m9/ey8YyrMdOc5vjMcU5Mn+DcwhmaSQuwWS+ax2hplMHCIIP5QfrzAwzkB7ZlkLqTxCTUohqJibl+VlTnzKls8TmVnas2SzZbsJenkpXmFrOxhzstTLf/zfmOvyPbL4RYPdtqEZ86RXLpMk5vT/pLT+t0HU5j0vkedPp3Lf3dYLNxKw44Lt6hg/j337/VT+MGEi6XIOFS3A1sGKKvXUuXAZmZwenvT9dTHBlB5Vc+VsdqjR6fQJ87h1lYwAYBVBcIxya4eu4qMxfHYGI8LaEEzh94mGcefAULpV6shYoHgzmHXQXFaNFld9GlJ0jfMI41DeeqhrNVzVTL3HDcsq84XHa5r+Kyv+wQOAptLc/Nar40GVON099LPb7Dq4YcHvGauI16OmNrbz921y5sb1864c4tGGto6UZatpbMUo/qzNY0ylEUA+gv9NCfG6Ls9+Ct09pwt5OukalpRkln7GKl4DFQzlHOeZRy3pqX2zDWpGWEukWYhNTiGvW4RqwjIh1zrTnBfDjfmajEVR7OMtb7UqhOqPKyXkCF6vRu+o5P0SvQXxhgIDdAT66XnJcjTEIaSYNm0qQZN2jqJrWoRj2up2HXRCQ6IsnCZOD65N10vb72IvBFr0jOza2o59Haxcts3NgDam06atHSXqIm++PeCULXv0uvbdaj6Gavg0/OzVHwCvhugJ9t89rhPAuEiUk4P3+O52ee5+TsCcbr45hs7J+rHIpekf09BzhQOcDe8r47zgDbrV1uGZkIhcp6a50bemsdtX693cvRTJrUozqOcugJeujPDywaS9w1Bql7rG/X7a7jSu+eEGLHs0lCcvZsOlOsclGuAj9ABQHkcqggQHkuuF567XlppZiXrdW5icuqLIeEyyVIuBQbRc/PEx9/nuTkSZJTp0jOXwDAGRzAGRjAHRrCGRrCHR7CGRnBHRzE6e+/ZRi0SYK5NomeGEePj6PHxkmuXsWMjWGmZ7JPvTQ2Wz9JeR64Ls5AP+7u3bh79uDt2YM7MoIzOoo7PJT+Mus+htbEJ04QffVrxKdOY+fnMPPzVGcWmA8NC1E2Jg+LRXF531EuPfYq8kODDBcUowWX0ZJLfpmL2VfjNGieq2ou1g1x1yQzrlLsKznMRZb5KH3jXfYUr+w1vMit42Kx5Qp21wi2vx9K5VvO2Ho9UNaoJnM0kwbGanwnIOdeXxNOm4SmbhCbmLxboC8YpBL0knfXZ3bbtlhnS3XEBqUUBd+lr+TTVwwo5701LTeirSbRcdpDko39qsW1zrp4lrSHVqG4UrvCiZnnmQ1n1/HZXdcOc9qmP5OOUji4WEw21u16r2O7h9Bp9wwuo6zWQRG4uc7snHk3T87LkXNznVk/E5N0xhW2xxhqc/N2bZNVPUenHd6ya0cpFE6n5LYdLP0seGqrubhwgVpcx2KyfR2Gi7s40HOA/ZX9DBWGl11WvHgyGNfxyLs5KkEFSzo2MdJRGqCNRpOWD1+PcOk4QyebOdZ3fQInWHP41EanHyDELfJeLivd7accVLbFrLJCCLFVrLUQReC64O7sye8kXC5BwqVYDyYMSU6dIj5xkuT0aZLTp9HXJsHodOwfkE65qcCa6+saKQVOWsKH66I8F1Uu4w6kAdTp78dUq+ixMcy1SazJyieS9Bp7faIalcvhDAygenqw9TpmagrbaqXHcRxQTho4PQ/lOulaSkPDOHv34PT0kFy8SHLmLKZaxRhLy/FYiC0LkSE2UC31Mts7RKtvkN6BXvaN9jDYX8H3nBu7c9q9bEqBctJjOwp7w/fOjc/dcUhQXG7CuZrmbNV0AiVA0bG8shjxWNDCKxWwg4PYweF0bclbfIpnrKGZ1GkmdebjWULdxKAJnByBc/vZG601tHSTULfwnICS20PJ7cNXJRKTLh/SzsHdZX3X+7gWPR7XVzYx0Cl3HSznqBR8yjkvfR2XyViTlo9mpaORjgl1i0bSJNIhiUmITYyxBtdxCZyAwA3wHZ9W0uT4zPM8P32clk5/Pjzlsb9nP55aWai12BsmiOm+Tr9uTyajIVu/0mA6JaWdnr1seQcvm4mze5kM13FJTNJZ6y9MWrR02Ams2521ttMT2r5WSpFzc+yv7Gd/5QD7Kvso+aVlP15kIsJsMhhHOdlSFeWsXDRd93Bx6XJiE4zRJFajTXLDdZREhCYk0mHXhxAQuGkgDtxg2YEw0hG1qIqxlnJQZqgwTF+ub9kT7AghhNg5JFwuQcKlWClrDPrKFeLjx0lOnSZ+4VS6NlEUgUn7YgyAcrBDQ9i9+4lG99AaHsEY8Js1cs06Xr2GU11ALcyhFhZgYQEVhV0JRWVBTdFZINH3cfr7UAODMDiIGRzCDA2j+wdJghxhbLIlJ0zagxK28GancaencKancGenUbMzOPPzoJO01MJJQ62JYqIoZt4rcKU8zJXSEHO9Q8z1DtPq7ef+suLRfMyengD6+rADg+D5WcDtulgDWfhVOsnGEyTYRGPiGGUsriIN3tZ23dd2grcFZmPFudDBV5aHKwqvvy/tpezrg3yhcz601YRJRCuOCHVCK45pJS0ayTwRTaw15Nw8OS+P73idJTUclS2toRTtt82JsWhj0gBp0llSExMSmQaOUhT9IoOFPnoLPeQ8B6sStEmITZQFuiRbmD7JQl9anpiOH0yDYM4N6MkV6c2XKAZF8m671LNA0SsQuLm0bBE6PbFpT9vSk+toazrlme2lEtolmN2BYLo5xbNTz3Jm/kynBLPklzg2eIwH+x9aUenliv/NdPUiAp2lHdbyaW33WoDppUUrSa9DHXZKdt3Ouo5+FljdrvUfvU5b2iW9K3pe2M4kQosD9eIeUp0Fb4Vid2k3o6XdyyrpbU9U1H6exhoCJ6DoF+nN9VHy08ls1qNc1FpLmP2MNZMmC9ECzaRJpFsYC57jknNzN5Ujpx/kNGlEDXzXpy/Xx2BhkJ6gd9tNmCSEEGL9SLhcgoRLcSem1SI+eZLkuePEL7yQ9kzOzGJNWtpnlYNBofMFktE9hCN7iHaNEg2PYIIckYHIKhJrKfsOeceis1Ux2jnSc9L1Gf0kJmjVyTXr+LUFVK2KUyiiBwfRA4OEQZFQWxJ9fa1Ca0knwWi10M0mtUink2UohfUcjOdjPB88vzOJhrUGt1bDn5kimJ0iqdY5UxjiZGU3tXIvSjm4VnPYj3k4H3Ow18P2l0n6eojLRXTOIzZxWkbnBPhOuh6c66QzqMbaECeGWBsSfX2qFc9VmMRgtO6ESg+Dh8VTFhfSrzEoa6lFCyQ2JlcZIinmCI2mlcS04pBG0iLWIYlNAIPjGFwHAt8h77t4KsBXecAhMRbTNcFQusRG2us2FV7lWvMykWlhlcaiQRmUMlh0ui4eCYZsAhkMrvII3HT9u+4eKdMu98wWX7ek63q0x/Hd3Ld5c1+nAoKstyh9Ix9Q8suU/TI9uR76cn30BL2dAHm7N+/GGi5VL/Ls1LOM1cc623cVd/Ho4Is41Hvori1RbP8N227lRt2lwjdcG931c3N9cpt22W3OzdGb66UcpOs3btb6ku0lP5pJi1pUpZbUCHWEMTr9AEs5JCah6BUYzHop7+ZZa4UQQlwn4XIJEi5FN2stemIi7ZU8cYLwxAskFy5gwijtsTQQoYiUS61/mIXB3cwMjTIzuJtqqS+9zUBoINTQMukbfOO00G4NZV0KFNmVKzCScxkuOAzlFL2+wsFmPWe2Exo71aY2q5x1FJ6b9q/UQs1crcVUPWYygknrM289bOCn98pKaEkSVLuHsM1xsEphHYvxWhivgSXB2pget8VIrslAKcGUXKK8S+wpYge0jdGk5XRYh6LbQ9Hro+wOknNKBE6Oglum6Ocp+Hl68kX6CnlyvkvguQSug7Y2C52GWFsaYUQtCmnEEfPhHGON80w0LzMVXqGhFwBL3i3R4w0zlBuhLzdIzvcp+T6FICDv++Q9j7yXI+d7txp22RHpmIvzFzm3cI5L1YskJukUtXZmAr3NY3TPPupls412j6/rHmPnOwG+2w7gaQ9ZbOJ0Yp2sBLH762TxuL9O0LixQa5yb1rUvieXrkuYd/PEJubU7As8N/0cC9FC1lrF4d77eHToGLuKm7sQs7GGxCSdMNWZrbUzTnHlAbcdyBaPp7Q2K0FW6b+f9vfphnbMb/dRWsBJr7Oy7s4ERV2X1bC2XTIcd2bANTadBMhxvM6MtG62xEjgZqXLbnDDMiletnxKzstti3UP0x7jNGzW4zqRCenPDdCb6yVwgzs/gBBCiLuGhMslSLhcP9ZabLOJmZlJL7Oz2dez6dfVajr7le+lC8h6XmfSmc6gZjcdj9f+8VOOgzM4gDs6ijM8jJPPL5pRa/Vv/EythpmcQl+7RnzhAuGJk8QvnMLMzhEnCWFsiKwiQlHPFbk2sIcrfbu51j/KzMAoxvNApW9VDRZDiPHqaLeGdmsYr4Z26xi3DipBKbg+X42D0jkck0fpAq7JU3by9Ht5hvw8o/kCu4M8Pb5HbGAqtEw3LdONhKl6wmxLEaMwjkp7JF0nvSiF79ms5JPsfxprG1hVxagaRlXRqoZxaminmb6vVpa8o8n7Fs9PZyWzjpuOibRpaa4FlFWdjrY0iJH1XlgqQZn+/AD9+X6GC4MMFQcp+AUCJ6ASlCl4RQI3wFhNnI2hm23NcmHhPFdrVxmrX2U+nM9Ctc2O4GTXZJOOKHKuz77KPg5UDrCvsp+if+fJdiIdcal6iXPzZ7lUvXTDeL2yX+Zw72EG8oN4nXF+3g1fu8q9oYSyHfaMNeva89cZW5iNK2yXKC6E88xH8yyEC1Sjha6JcG4WOD4WS5yVoObcgIcGHubhgUcoB+V1a2tbuyxUtyeMycbytUtvyQK7p9w0VClnieVE0n3bsd1RKgufDk4WqNqPm5YBky0Dcj3M570C+azHt10C291rbG1X/3H2tVm0TZskLQnV6dIniYk7S7IoRWdMaHevcbvkNx3/en2sa1qR4OM7Hrms5Pn6LLJ+Jzy2A7YQQgix00i4XIKEy5VJkoTjX/k8p5//CsFCnVKtRanaoDhbpzhXww9jnOwtoqNIe8yAdjecxWbbsusbuhba1PWuh3Zvg0m77lSphNNTwenpQfX2wUA/amg4HYs3OITpH0D7Aaa2gJ2axkzNwMx0Gm5nZ7Ez0+iZOcz8HCaM0NaiDSTWEhsILTR8l2v9Q0wP7WJ6YJiZgUEaxTxGaazSGBJ8P8L1G+DVMG4d7TawKsZR4CibXYNLms9cHAoqj7aGmomINCRGERuIjeqEzhv+1VlwbQ6rXTAOWAeFC8oDFeAoj0IunVk057sUA4/eYkAp55HYJtVogWpcpZnU0O037zcsHpeOcfRwKNo8rgpQfh7Xy+GoLFxlgSrv+uR9n5zn47vptSFhLpxisnmN+Wj+pp8VV7kM5Afoy/XTl+tjIN+Pozwmm5NMNq4x2ZxgPlrIImQ2U6hSDOQH2VPew57yXkaKI1gsV6pXuFS9yKXqpc4kNG3DhSH2ZROjDBeGO8Ev1CEXFy5yfv4cl2uXbwiUPUEPh3sPc6jnMEOFoRWX8LUn1LHWdkLCRgSEdo+fQnWWkzDWUIuqzEcLzIfzneA5H85Tj2udn6HeoJdjQ49ytO/okuPxumdObY8Z7A5hprPe4PV1B7u/a1+nPbdOGsIdj5wTZGNcg67w53Um7HGV2+nBbJeCJl1f6+zDh+4Ji4y15N2AfDYm1XfSn0O/a5mP9dTudYyycbKxjgh1RCNpZLOyxp02K9J1QAPHI3BzlPxS1s6gM5HSTlyTUgghhLiTuzpcKqV+Cvg5YBT4BvB3rLVfXsb9JFzehtaaF57/Jt/46ie5OHmSKTtB5OrOGLrFXA1u4qKsDyaHtTmMKmCcEtbJ41iLayyO1bjG4FqDY03na9ckOEbjaIOjE1wT4+oQ17SwDiQuaNeiXdCOxWTX2gXtQZrD0kDazq6Q9ojYrgDXjhLadUlcj8j3aOVyhEFA7AdYpXCcbBygY3Edg6ssnmPxHDrLJdB17ShFgTwlVaSkipQ71yWKKt8JH8YaQiKappUuj6EbLCQtZuOQeR1RJ6JBTNKuhSUth/V9B89z8H0H17m+6objpGM2PSft2XOc7lX5sn2US9nvoeL3UPZ6KHkVin6FkltB2RyJsbiOIue5+F76WJ6r8Fwnm1PI3NhDZTXG6HSNP8dDG81sa5bp1lQWHieJTLSsn7H+XD97ynvYXdrD7tLu204sY61lsjnZCZpTzakbbs+7efZX9tPSLa7UrnT1nqVh63Dv4U4v5Z0CZadHKpugp7124/XJc3yUcjDZjJtpGLPZOXFvKG1s93x2/wy0g2P3mDttk06oS89b2nsHZL18BrqCneoqLW0Hz2bSRFvNYG4Qw/VjpL1+nVG3OF1rU3rKJ+/l8ZSHclSnZDP7yU5Lhdslw4uu25PlrMckPbc7F9tlDN/1mXpjYhMBqjOjqoRIIYQQ95K7Nlwqpb4PeC/wfwBfAn4GeDfwoLX22h3uK+FykTOnnufrX/s0F64+w7VkjNCNb1hqwTGKfFQkygU08y5h4BAGkLguieOlY/kAaxfNvdheqqLzSHQmten6AlhizJu1OEbjaY1rEtzO19ev3fbsoxntuGg3uzjpJXFctOuhO2W46UQ6rqtwlcVRpnPtoXCNg4vTuXZs+sbbRZGzPkWTo2ACitanoANc3K5VObLe2mzm105FadYzhAN4bmcJEpvzUX4OggDreTRtwlwc4+YVuIZWool1nE4o41qCdFURXMeCspgs/BlrKPpFyn6Fsl/KZpNMJ9i4YQUU0sk42mPebFeZYnfAScsP03FfnuPiZmvh5ZwciU3HX7UDmLZJNmGJpR7XmAvnmAlnmGnOMBfOoZSiN+hltLSb3aVRdhVHyHt5jDVpebE1nQly2l93lq7IerQdrof6ZtxkrDHGldoVxmtXiU1yQ7DuzfVysOcgB3sO0pfrz16Drt9tXT8vBtt5HjYbG+dmZY2+E1D0s7LGrDcqcHwc5XbG/HUuNkmXdtBNQhOnoS4r50yfZ9arrbzOa+opj5yX7ywX0unpy5bogMXlp2lgjDpLkUSdckxtNAaDg7rem+jmspLR3PXlP5wbZ0sVQgghhFiJuzlcfgn4irX2b2ffO8Al4D9Za3/tDvfdluGy1WwyNTl25x3XQdhs8uyzT3H20jeZiC7T9MLOWCWsRVlFsVUgTw/F/AB9ff3kgiAbO2WzcYcGbS2J0iQkJEoToYmUJsYSodHKZOOfFNYhXfcw7XbrjLd0XAfXdXEcBye7tsbBJBaTKKx2MKGFGGwMNlagHVTigHHxwwTXKEzex3cVnqPxA4UXOPhFl3w5oFDy8PIeyndxcz45r722XjpOy8VLx/rZtFw1vSiMtpgkIUksSWIwSbroiLIWx2Zfm3aANChrcAzZdoPKSui0l8c4HsbxUH4O6wTgBulYU6OyZdWBznhDReA5lHM+/aUc5bxHKfDwPa8TpNo9SZCGwfaMlOkMp4svOlsioV0WGRMbna6H6AbknCALH+1AeX3MYbsXbrHu5TfSHp2YSIe0kiatbN3FVtIi0iE5r9CZZdJpx0bl4GbblHLSUKUcXMdPf86ycs10vcR2CL4+Oyuk6/hdq08wVh/DVR77KwfozfV2XpP0lbruxg8+0nbkvTwFr0jezeFnZY3t8svVaK8v2F5KpD0Ocjmv6WqP1V7L0Ml6lT3lbZtePyGEEELcPVYSLndMbY9SKgBeCvxqe5u11iilPgG8eon9c0B33V0F0hdnO3nm6S/xO5//t2BvN3VHlzV/FtBVMxpCoZWjaHroLY8wtGs3pVKZUqGPck8vxWKZfL6E5/tom66paI1Bc32SDq1N9iY3LctLdPaG13MJcjn8ICAIcuQCH9dxCFwf31u6DK89Pqs9YUZiEiKdrmmYtELCKCQOQ5IoSq9bEV7Owy8UCHI5coUiQSFH4GWzeKp0vFZ76QzPcTs9eOmah1nIyca5pcM/27e1xwauz/i69sywJlsio/216fraUYpi3qMYdJUcJmCT7v7kW3Oy/26SLaF5000W0NmFtAc2yf5bDj/7r0gRvH6Mm/4MxF6cjR/k+uuN6kza0n5db/na3iIfdS8Fcig4jO2znd7JG/rOuyYiur6p6+v2ebVAkl7az7tJc1nP/U5c0hC50td0NTSamHjDHl8IIYQQ97aV5KcdEy6BIdJ5UyYWbZ8AHlpi/18Efmnxxv37969/y4QQQgghhBDi7lYB7o6ey1X4VeDXF20bAGa2oC13UgEuA/uA6ha3RdxIzs32Jedm+5Jzs33Judm+5NxsX3Juti85N5unAly90047KVxOkRbwLV4VfAQYX7yztTYEwkWbt1dNbKZrnFT1TnXMYnPJudm+5NxsX3Juti85N9uXnJvtS87N9iXnZlMt6/XdMSs6W2sj4GvAm9vbsgl93gw8tVXtEkIIIYQQQgixs3ouIS1z/W2l1FeBL5MuRVIC/t+tbJQQQgghhBBC3Ot2VLi01v6BUmoY+GfAKPA08HZr7eJJfnaaEPin3FzGK7aenJvtS87N9iXnZvuSc7N9ybnZvuTcbF9ybraZHbXOpRBCCCGEEEKI7WnHjLkUQgghhBBCCLF9SbgUQgghhBBCCLFmEi6FEEIIIYQQQqyZhEshhBBCCCGEEGsm4XIFlFLvUUpZpdR/WeK2/5zd9p4NOO5jSqnPKaVaSqlLSql/sOj2Y0qp9ymlzmdt+Jn1bsN2t43Pja+U+idKqTPZPt9QSr19vduxnW3FuVFK5bPjPqOUSpRS779NuxZfnlvPtmxnW3Ru3qiU+lOl1JhSqq6Uelop9YOL9vnhJc5Laz3bsZMopV6tlNJKqSc3+DjvVkqdyH5XPaOUekfXbb5S6l9m2+tKqatKqfcqpfZsZJu2u804N8v9G6+U+qlsn5ZS6ktKqVdsVJt2gu1ybpRSrlLqV5RS55RSzez9wP9XKaU2ql3b3Sadmx/L3p/NZpdPLPVvQin1sFLqA0qp+ex321eUUgc2ql33AgmXK3cJ+H6lVKG9QSmVB34AuLiWB1ZK+Uts6wE+BlwAXgr8HPDLSqkf79qtCJwFfgEYX0sbdrjteG7+OfC3gL8DPAL8F+BPlFIvXkt7dqBNPTeACzSB/wh84hZ3/Wlgd9dlPzAD/NFa2rMDbfa5eQ3wTeCvAo+RrlP8XqXUOxftt8CN5+fgWtqyw/0o8J+A1681zGVvdG/626+Ueg3we8BvAS8G3g+8Xyn1aLZLEXgJ8CvZ9V8BHgQ+sJb23AU2/NywjL/xSqnvI10L/J+Snp9vAB9VSu1aS5t2uG1xboCfB34C+NvAw9n3/4D0fcG9ajPOzRtJf6e9CXg16d+6jyml9nbd9wjwF8CJbP/HSH/H3bMfZq4La61clnkB3kP6B/cZ4Ae7tv8A6S/y9wPvyba9nfQHdg6YBj4EHOm6zyHAAt8H/DnpD/IPL3HMnyB9wxt0bfs14MQt2nge+Jmtfq3k3HS+vwr81KL7vQ/4na1+ze7mc7PU8ZfRzncBBji41a/ZvXJuuu77JPDfu77/YWBuq1+f7XABykCVNMj9PvAPu257Y/aafwdpYG8BXwQeXfxaAt8FHAcS4NASx/kD4EOLtn0R+C+3advLs+Mf2OrX6W4+N4uOeZ4l/sYDXwJ+o+t7B7gC/MJWv05ybvgQ8FuLtt1T7wO2+txk93NJP7T8G13bfh/4H1v9mtxtF+m5XJ3/DvxI1/d/k/TT924l0k8RXwa8mfRN658s8enKrwH/gfTTrI8ucaxXA5+11kZd2z4KPKiU6l/1M7h7bbdzk+PmT8CawGuX9WzuLpt5blbjR4FPWGsvrNPj7SRbfW56ST+o6VZWSl1Qabn5nyqlji3zse4230v6gdVJ4HeAv7lEOd2/Bv4eadibBD64qNe4SNpb8r8Dx4BrSxzn1dzcy//RbPut9JK+EZxb1jO5+2zWubktpVRAWj3TOX/WWpN9f7vzdzfbFucm8wXgzUqpBwCUUo+Tvgf4yCofb6fbqnNTBHyyvzXZ367vAF5QSn1UKXUtKyd/16qfmUhtdbrdSReuf8o/TBoYDmaXJjBE16f8S9x3iPSP8KPZ94ey73/6Dsf8GPBfF217JLvvw0vsf557u+dyW50b4HeB54CjpJ8kvxVoAOFWv2Z387lZ6vh32GcP6aef37vVr9e9dG6y+30vEALHura9GvgbwBPAG4APAvPAvq1+zbbgHH2+/ZoCHukbrTdm378xe82/r2v/gex3zPdm3/9wts/jdzhOBPxvi7b9JDBxi/3zwNeA/7nVr9Hdfm4WHfM8i/7GZ7+/LPDqRdv/FfClrX6d7uVzk213SD90M0CcXf/iVr9G99K5ye73fwNngHz2/Wj2OHXgZ0n/3vxCdn7esNWv006+SM/lKlhrJ0nLuH6Y9NP+J621U937KKWOKqV+Tyl1Vim1QPpLB2DxIOGvdt3nOaVULbvcq59orck2PDc/DZwireePgN8g7REyK3iMu8I2PDfdfoi09+X9q7z/jrZV50Yp9SbSfw8/Zq3tTKRkrX3KWvtea+3T1to/Jx3fN0k6fvmeoZR6EHgF6bghrLUJafnqjy7a9an2F9baGeAkac9xW0RaYoZS6kDXOakppf7hKtrlA38IKNLhAfec7XpuxLY8N98L/CDpcIOXkP69+ftKqR9a0RO7C2zVuVFK/QLw/cD3WGvb1WTtDPSn1tp/l/29+TXSMub/Y41P9Z7mbXUDdrD/ThoUAH5qids/SDrRy4+RjrtzgGeBYNF+9a6v30HaZQ9pzwGkA8RHFt1npOs2cbNtc26yN+3vyiZIGcyO92ukEwDcizbr3CxbVo7zN0nHXUR32v8utqnnRinV7pH8WWvte2/XMGttrJT6OnD/nZ/GXeVHSf9OX+2qGlNAqJT62yt4nKbNPqonPXdPdN3WLke+1e+zG/7OdAXLg8C3WmsXVtCOu8lmnps7mQI0yzh/94jtdG4gLfH8NWvt72ffP6OUOgj8IvDbK3icu8Gmnxul1N8n7ZF8i7X2m103TZFWLB1f9NjPc28OXVo3Ei5X789I31RZFo0rUkoNkg5U/jFr7eeybXf8QbVLj/V6Cvi/lFK+tTbOtr0VOGmtnV1D++9m2+7cZJ+UXcnemP1V0jdn96LNOjcr8QbS0PJba3ycnW7Tzo1S6o2knw7/vLX2v93pcZRSLvAi4MN32vduoZTySEuD/x5pCX639wP/G2lFBMCryGb2zcZ7P0D6BukmWU/B6SVueop0LO2/79r2Vrp6ELqC5VHgTdba6RU8pbvGFpyb27LWRkqpr5Gev/dnx3Ky73/jNne962y3c5MpcnO1kuYeW7FhK86NSpeH+0fA26y1X110v0gp9RXSv23dHiD9IFWskoTLVbLWaqXUw+2vF908Szqb4o8rpcZIy8Z+bZWH+l3gl4DfUkr9S+BR0lLLn23vkA3mfyT7NgD2KqWeAGrW2tX+Mtyxttm5eSWwF3g6u/5l0j8o/2qVx9zRNvHcoJR6hPTfwwBQyf5NYK19etGuP0o6LunZ1R7rbrBZ5yYrhf0Q6aQ/71NKjWY3RVn5E0qpf0I6Q+BpoI90mZ+DwG+u5pg71DuBftJZJue7b1BKvY/05/bnsk3/RCk1DUwA/xfpJ/LvX+Hx/gPw50qpv0daIv39pJM3/Xh2TB/4X6Rlfe8E3K5zN3OP9fpv6rlZ5t/4Xwd+Wyn1VeDLwM+QTsK1eGKuu912PDcfBP6RUuoi6RwMLwb+Lmm1yL1ks8/NzwP/jLQc+XzX76uatbaWff2vgT9QSn0W+DTprOjfSTr2U6zWVg/63EkX7jAxCDdO2/8W0q72FumU/m8g7RF4V3b7oez7J5Zx3MeAz2WPdZn00/7u29uPtfjyma1+zeTc8IauY00B7wX2bPXrdY+cm/NL/btYtE8v6UQBP7bVr9O9cm6yY9729xXw70g/OQ5Jy/qeBF681a/XJp+bD5KOfV3qtldkr9n/mV2/k7REOSRdkuKxrn1/mGUu6wK8m3RsU5g93ju6bmuf36Uub9zq1+tuPje3ee0/s2i/v9317+ZLwCu3+rWSc2MBKqQVARdIhwecIV0DO1jLc91ply04N+dvcW5+edF+f5N0bowmaUfAd2/1a7XTLyp7YYUQQgixg2TlxZ8G+q21c1vaGHEDOTfbl5yb7UvOzd3hnqr3FkIIIYQQQgixMSRcCiGEEEIIIYRYMymLFUIIIYQQQgixZtJzKYQQQgghhBBizSRcCiGEEEIIIYRYMwmXQgghhBBCCCHWTMKlEEIIIYQQQog1k3AphBBCCCGEEGLNJFwKIYQQQgghhFgzCZdCCCGEEEIIIdZMwqUQQgghhBBCiDWTcCmEEEIIIYQQYs0kXAohhBBCCCGEWDMJl0IIIYQQQggh1kzCpRBCCLEEpdR7lFLn1/kxf1gpZZVSh9bzcVdLKfXLSim7Rcc+lL0Wf38rji+EEGL9SbgUQgixYZRSR5RS/1UpdVYp1VJKLSilPq+U+mmlVGGr27dRlFL/UCn1rq1ux3aglHqHUuqXt7odQgghNp6ESyGEEBtCKfUdwDPA9wIfBP4O8IvAReBfA/9h61q34f4h8K4ltv8PoABc2NTWbK13AL+01Y0QQgix8bytboAQQoi7j1LqMPD7pCHqW621Y103/2el1P3Ad2xJ47aQtVYDeqvbIYQQQmwE6bkUQgixEf4BUAZ+dFGwBMBae9pa+x/ghrF3P7x4v2z7L3d9/8vZtgeUUr+jlJpXSk0qpX5FpfYrpf40K78dV0r9vUWPt+SYR6XUG7Ptb7zdk1JK/X2l1BeUUtNKqaZS6mtKqb+2uM1ACfih7DGtUuo9Sx1fKfUhpdTZWxzrKaXUVxdt++vZMZtKqRml1O8rpfbfrs1d932tUuorWXnyGaXU37rNvnc8jlLqdUqpP1JKXVRKhUqpS0qpf9dd7pw9759qvy7tyxLH+/GsTWHWxpcvun1UKfX/KqUuZ/uMZef50HKeuxBCiM0hPZdCCCE2wncCZ621X9igx/8D4HngF0h7QP8xMAP8LeBTwM8DPwj8G6XUV6y1n12n4/408AHgfwIB8P3AHyml3mmtfTLb5/8D/CbwZeC/ZdvO3OZ5vFcp9XJr7VfaG5VSB4FXAT/Xte0fAb8C/GH2+MOkpcafVUq92Fo7d6tGK6VeBHwMmAR+mfTv/z8FJpbYd7nHeTdQBP4fYBp4Rbbfvuw2gP8K7AHemr0uS/kBoJLta0k/mPhjpdR91to42+d9wDHgPwHngV3ZYx7IvhdCCLENSLgUQgixrpRSPcBe4E838DBfttb+rex4/400YPxb4Bettf8y2/57wFXgbwLrFS4fsNY2298opX4D+Evg7wJPAlhrf0cp9V9Iw/Xv3OHx/hQIge8DvtK1/XtJg9YfZsc5SBoG/7G19l90Hf+Pga8DPwn8C27tnwEKeJ219mJ23/eRjontWOFxfr77tQD+m1LqNPAvlFIHrLUXrbVPKaVeAN56m9fiAHDUWjubHetk9rq8DfiQUqoPeA3wc9baf9N1v1+9zfMVQgixBaQsVgghxHrrya6rG3iM32x/kY1j/CppePqtru1zwEngvvU66KJg2Q/0Ap8DXrLKx1sAPgJ8r1JKdd30fcAX20EQ+Cukf7P/UCk11L4A48Ap4E23OoZSyiUNau/vejystc8DH120+7KPs+i1KGX7fYH0PLx4BS/DH7SDZeZz2XX7vDWBCHhj9poLIYTYpqTnUgghxHpbyK4rG3iMi4u+nwda1tqpJbYPrtdBlVLvJC3BfQLIdd20lrUi/4B0ZtlXA19QSh0BXgr8TNc+R0lD26lbPEZ8i+2QlrUWbnHfk6Szua74OEqpA6Q9ot8FLA59vbdpz2I3nEtr7WyWs/uz70Ol1M+T9kxPKKW+CHwIeK+1dnwFxxFCCLHBJFwKIYRYV9baBaXUVeDR5d5lqY1Zj9utLDXj6q1mYe3uEbxVCLzdsdrteR3peMvPkpaHjpGGrR8hHTe4Wh8EGqSlsF/Irg3wR137OKRt/3aWfp61NRy/27KOk52bjwMDwL8ETgB10nLo97Cyyqg7njdr7b9XSn2QNIS/jXRM6C8qpb7VWvv1FRxLCCHEBpJwKYQQYiN8CPhxpdSrrbVP3WHfdklk36LtB9e9VWs71l8FWsDbrLVhe6NS6keW2HfZPZnW2rpS6kPAu5VSf5e0JPZz1tqrXbudIQ1b56y1Lyz3sTOTpKWlR5e47cFF3y/3OC8CHgB+yFr73vZGpdRbl9h3Lb261x/E2jOkvZf/Vil1FHga+HvAX1+PxxdCCLF2MuZSCCHERvhXpD1Zv6mUGll8o1LqiFLqp6Ez7nAKeP2i3X5yA9rVnrW1c6ysF+7Hl3FfTRqUOr2c2VIY71pi3zo3B9jb+QPSWVX/d+Dx7Ptuf5wd/5cWjc1EpW5Z+puNSf0o8K6slLV9v4dJewFXc5x2b6Pqvp10Nt3F6tntfbdq4+0opYpKqfyizWdIx/TmlriLEEKILSI9l0IIIdadtfaMUuoHyJYMUUq9F3iWdPmO15AuVfGerrv8JvALSqnfJJ2c5/WkPWPr3a7nsjF7v6qUGiBdvuT7Wd7fwydJZ4X9M6XU75Iuh/FTwGngsUX7fg14S9YTeZW0J/BLt3nsD5OGpX9DGtzet6jdZ5RS/5h0htRDSqn3Z/sfBr6HdMmT7plUF/sl4O3A55RS/zfp8/07wHPdbV/BcU6QBrx/o5TaSzrO9q9y89jL9msB8B+VUh8FtLX292/T1sUeAD6plPpD4DiQZG0ZAVbyOEIIITaYhEshhBAbwlr7AaXUY6RrNX438BOky258k7Sc8f/Xtfs/I5145q+Rjjn8COm4v2sb0LQfJF1T8ReAOdIZZj9NOobwlqy1n1JK/Wh2v38PnCNdT/MQN4fLv0saxP456WQ6vw3cMlxaa1tKqQ9kbfuEtfam522t/bVsWY+fJQ2LAJdI16/8wB3a/k2l1NuAXyd9rS9nj7F7cduXcxxrbayU+k7gPwK/SFou/CfAbwDfWHT4PyZdn/L7SUtYFSsLhZeA3wPeTLpWZkIabr/XWvu+291RCCHE5lLWrstQCCGEEEIIIYQQ9zAZcymEEEIIIYQQYs0kXAohhBBCCCGEWDMJl0IIIYQQQggh1kzCpRBCCCGEEEKINZNwKYQQQgghhBBizSRcCiGEEEIIIYRYs3tmnUullAL2kC4GLYQQQgghhBBieSrAVXuHdSzvmXBJGiwvb3UjhBBCCCGEEGIH2gdcud0O91K4rAJcunSJnp6erW6LEEIIIYQQQmx7CwsL7N+/H5ZRAXovhUsAenp6JFwKIYQQQgghxDqTCX2EEEIIIYQQQqyZhEshhBBCCCGEEGsm4VIIIYQQQgghxJpJuBRCCCGEEEIIsWYSLoUQQgghhBBCrJmESyGEEEIIIYQQaybhUgghhBBCCCG2WHzpEvH581vdjDWRcCmEEEIIIYQQW8hUq+izZ7GtcKubsiYSLoUQQgghhBBii1hjSM6dR8/MbHVT1kzCpRBCCCGEEEJsETM+gb56FZXLb3VT1szb6gYIIYQQQgghxL3INJsk586i8jmIk61uzppJz6UQQgghhBBCbDJrLcn5C5j5BVR//1Y3Z11IuBRCCCGEEEKITWamp9GXL+EMDaKU2urmrAsJl0IIIYQQQgixiWwUkZw9C46Dyu/8sZZtEi6FEEIIIYQQYhMlly5jpqZxBga2uinrSsKlEEIIIYQQQmwSMzeHvngB1deLct2tbs66knAphBBCCCGEEJvAak1y7hw2jnHK5a1uzrqTcCmEEEIIIYQQm0CPjZGMT+AMDW11UzaEhEshhBBCCCGE2GCmXic5dw6nVEJ53lY3Z0NIuBRCCCGEEEKIDZSuaXkeU6vj9PVudXM2jIRLIYQQQgghhNhAZmICffky7tDgVjdlQ0m4FEIIIYQQQogNYlstknPnIAhQudxWN2dDSbgUQgghhBBCiA2SXLyImZ3D6e/f6qZsOAmXQgghhBBCCLEB9MwMycVLqIF+lHP3R6+7/xkKIYQQQgghxCazcUxy9hxYi1Ms3nZfPTFB+OefJT51apNatzHuzjlwhRBCCCGEEGILJVeuoK9dw909uuTtptEgfuZZ4qefRl8dw4YhVkHpO9+5yS1dPxIuhRBCCCGEEGId6elp9PkLOL09KNftbLdak5w+Q/z008QnXwCt0xtcF+/o/QQve9kWtXh9SLgUQgghhBBCiHVg45jk8mX0uXNYY3AH0kl89LVrRF9/mviZZ7DVWmd/d/co/hNP4L/oRdhaDXf//q1q+rqQcCmEEEIIIYQQa2Tm5ojPnkWPT+D09aIch/DLX0nLXq9c7eynSkX8xx4jeOJx3NHrJbO6VlvqYXcUCZdCCCGEEEIIsUo2SdLxlWfPYaMIZ3CA1kf+jPjZ57rKXh28o0cJXvwE3tGjN5TK3k0kXAohhBBCCCHEKpiFBZKzZ0mujuH09uAODtD62MeJv/FNAJyRXQQvfgL/scdwSqUtbu3Gk3AphBBCCCGEECtgtUZfvUpy9iy21cIdHUF5HmZ+nvDLXwag8O6/in/sGEqpLW7t5pFwKYQQQgghhBDLZKpVkrPnSK5examUcXfv7twW/vlnIU5wDx6454IlSLgUQgghhBBCiDuyxqDHxkjOnME0m7i7hlG+37ldT00Rff3rAOTf8uZ7LliChEshhBBCCCGEuC1Tq5GcO0dy+QpOqYTX1VvZFn7q02As3oMP4B04sAWt3HoSLoUQQgghhBDiFszsLNGzxzG1Ku7wMCrwb9onuXKF+LnjoCD/5jdvQSu3BwmXQgghhBBCCLEE22oRnzqFbTVw9+y+Zalr+MlPAeA//hjuyK7NbOK24mx1A4QQQgghhBBiu7HGEJ89h5maxhkevmWwTM6eJTlzFlyX/JvetMmt3F4kXAohhBBCCCHEInpsDH3xIs7wEMpZOjZZa2l94pMABC97KU5f3ya2cPuRcCmEEEIIIYQQXczcHMmp06hiEZXL3XK/5Pnn0VeuQuCTe8PrN7GF29O2CJdKqZ9QSn1TKbWQXZ5SSn171+15pdR/VkpNK6VqSqn3KaVGtrLNQgghhBBCiLuPDUPi02ewUYjT13vr/bSmlY21zL361Til0mY1cdvaFuESuAz8AvBS4GXAp4A/VUody27/d8B3Au8G3gDsAf54C9ophBBCCCGEuEtZa4nPn8dcm8AZHr7tvvE3vomZmkYVC+Re8+pNauH2ti1mi7XWfnDRpn+klPoJ4FVKqcvAjwI/YK39FIBS6keA55VSr7LWfnGTmyuEEEIIIYS4C5mxcfT58zhDQyjXveV+No5pfeYzAORe/zpUPr9JLdzetkvPZYdSylVKfT9QAp4i7c30gU+097HWngAuAvIRgRBCCCGEEGLNzMIC8ZnTqHz+jmEx+vJXsPMLqN4egpe9bJNauP1ti55LAKXUi0jDZB6oAd9jrT2ulHoCiKy1c4vuMgGM3ubxckD36NvKujZYCCGEEEIIcVewcUxy+jS20cDdvfv2+7ZahH/xFwDk3/RGlO+vVyvW6XG2zrYJl8BJ4AmgF/hrwG8rpd6whsf7ReCX1qFdQgghhBBCiLuUtZbkwgX0+ATO7lv2XXWEn/8CttHEGR7Cf+yxtR3bGGy9jqlWUa67jkF1a2ybcGmtjYDT2bdfU0q9HPhp4A+AQCnVt6j3cgQYv81D/irw613fV0gnDhJCCCGEEEIIAMy1ayTnzqEG+m87zhLAVKuET6VTvuTf/K133P9WbLOJWahikwSnXMY/cgRncOi2s9PuBNsmXC7BIS1r/RoQA28G3geglHoQOEBaRrska20IhO3vlVIb2VYhhBBCCCHEDmNqNeIXToPv4xSLd9w//OznII5x9+3Fe+ihFR3LxjG2WsU2GqhCAXfXLtyRXTj9/bddS3Mn2RbhUin1q8BHSCfpqQA/ALwReJu1dl4p9VvAryulZoAF4D8BT8lMsUIIIYQQQojVsElCcvo0pl694zhLADMzQ/S1rwGQf8ubl9V51Sl7rdVQSuH09uIdOYLT349TLq/5OWw32yJcAruA9wK7gXngm6TB8uPZ7T8LGNKeyxzwUeAnt6CdQgghhBBCiLtAcuEiydUx3NGRZQXF1qc/A9rgHbkP7/Dh2+5r4xgzM3u97PXwYZyhIZze3lWX0u4E2yJcWmt/9A63t4Cfyi5CCCGEEEIIsWp6cpLk3Dmc/j6Ud+dIpMfHiZ95Bkh7LW/HRhHm2iTunt24o6N3VdnrnWyLcCmEEEIIIYQQm8E0GiSnT4NSOKXSsu7T+uSnwIJ/7BHcPXtuuV8nWB48gP/AAzt+9teVknAphBBCCCGE2HGsMZipKdB6RffTk1Po2XncvXceZwmQXLhA8sIpcBS5N3/rrdsThujJKbxDh/CP3r+iYGmMpdqK8VyHUm7nRrSd23IhhBBCCCHEPckaQ3LuHMmZM2DMCu8M7q7h5U3IYy2tT3wSgOAlL8EdHFx6v1YLPTWNd/hwGiyXUWoL0AgT5psxkwstFpoxe/qL3Ldr5070I+FSCCGEEEIIsWNYY0jOniU+dRqnv29ZS4ishmk0aP7J+9EXL4HvkXvjG5ZuzwqDZZwYFpoxU9WQ2XpEM07I+y7aWKy1G/FUNo2ESyGEEEIIIcSOYLUmOXOG+PRZ3MF+VKGwIcdJLl+m8Yd/hJ1fAM+l8J3vxKlUbm5Pq4WensE7ch/+/fffcibYdtnrXD1ishpSDxMcB8o5n75S+hymquGGPJfNJOFSCCGEEEIIse1ZrYlPnyY5ew53aACVz6//Mawl+sJTtD75SdAGZ6Cf4ve+e8l1MG2ziZ6ZxT9yH96RI0sGy2aUMN+IuZaVvWpjKQYuw5UcjnPnstydRsKlEEIIIYQQYlu7IVgObkywNI0GzT/9AMmJk0A6M2zhu75zyWPZZhM9PYt/9EgaLB3nhtvnGxETcy1m6hGtRJPzHHqLPr7r3PRYdxMJl0IIIYQQQohtyyYJ8anTJOfPb1iwTC5fpvlH/wszNw+uS/7tbyN4+cuWnPTHNBqY2Tn8B+7Hu+++G4JlK9JcnWsyNtdAa6gUXHqLuWVNHnQ3kHAphBBCCCGE2JZskhC/cCoNlsNDqFxufR/fWqIvfpHWxz8JWqdlsO9+N+6epZcpMfUGdn4e/4GjeIcPd4KlNpapaotL0w2qrYS+ok8hWHr85d1MwqUQQgghhBBi27FxTPzCC+gLF9OlQ4JgfR+/2aTx/j/tKoN9mMJ3fdcte0ZNvY6dn8d74EG8Qwc7wXK+EXFppsFUNaTgO4z23js9lYtJuBRCCCGEEEJsK93B0tmAYJlcuULzD//oehns276N4BUvv2UoNLUatlrFe/BBvEOHUErRijVXZ5uMzzVJjGWoHODd5WMq70TCpRBCCCGEEGLbsFFEfPIk+tJlnF27UIG/fo9tLdGXvkzrYx9Py2D7+yi8+6/h7d17y/uYWg1bq6XB8uBBjIWpheY9XwK7FAmXQgghhBBCiG1hOcHSWou+dIn4G99ET0+v7ACtFnpsHADv4Ycovuu7bztBkKk3sAsLeA89hHfwIAvNmCszDSarIbl7vAR2KRIuhRBCCCGEEFvOhiHxiZPoK5dxRkZQ/o3B0szPE33jm8RPP42Znln9gVyX/Le9leCVr7htMLTNJmZuDv/BB0n27OPyZJ2xrAR2UEpglyThUgghhBBCCLFlbKuFmZ0lGRvDjE/gjI6ivDSm2DgmPnGS+OtfJzl7Fmx2p8DHf+SRJdeYvBNnz27cgYE7tknPzOLdf4SZgREuX1lgoRnTV/QoBBKhbkVeGSGEEEIIIcSmslpj5ubQU1OYa9cwtTrK93BGR8B1SS5fJv7608TPPodttTr3cw8dJHjiCfxjj6z7JD+dtoUhenoGs/8gF4pDjI3XCFwlJbDLIOFSCCGEEEIIseGstdhaDT0zgxkbx8zPAaDKZdw9u7G1GtFTXyR6+huYqanO/Zy+XvzHHyd44nGcO/Q4rrmNUYy+NkltZC+X80MszIf0lwJyvkzYsxwSLoUQQgghhBAbpl32qq9dw0xPY1shqljAGR4Ga0lOvkD09NMkp09fL3v1PfxHHiF48RO42dIfG97OOCYcG2eqd5grhSE8CyO9eemtXAEJl0IIIYQQQoh1ZbXGzM9jpqbQExPXy157elCDg+grV4m/8BTxM8/eWPZ6YD/Bi1+M/8jDt53Fdb2ZOGb+whUmSoNM9+5hoFyQ3spVkHAphBBCCCGEWDdmYYHk9Gn01BTWWpxyGXf3KLZeJ/ra14i+/jRm8nrZq+rtIXj8cfwnHscdHNz09kZRwuSpi0wW+0j2HmSkv4wjvZWrIuFSCCGEEEIIsWbWWsz4OPHp09hGE2doEJS6sezVZHWvvof/8MMETzyOe/jwimd8XS/z1RbXTl9kvtxH8eGH6CkXt6QddwsJl0IIIYQQQog1sXFMcu4cyYUL4HlgDa2PfZz4mWewzUVlr088jn/s2KaWvS6WaMu1uQYzZy+i+wbpe+IYTkGC5VpJuBRCCCGEEEKsmqlWSU6dQo9PQLFA688+SnLyhc7tqqdyvex1aGgLW5qqNmPGZps0Ll+hODyId+wYSLBcFxIuhRBCCCGEECtmrcVMTBCfOo1p1LFJQvM9v42dXwDXxX/kYfwnHse7774tK3tdbKYWcnm6jpqcpGfXIDz0MBQlWK4XCZdCCCGEEEKIFbFxTHLhAsnZs+D76LPnaH3yk6ANzuAAxe99N+7o6FY38wbT1ZBL03VyczMUhvowDz4I5fJWN+uuIuFSCCGEEEIIsWy3K4P1Hz1G4TvfuaXjKZcyVQ25MjZDvjpPfrAPc/RBqPRsdbPuOhIuhRBCCCGEEHd0UxmsTmi9572Y+XnwXPJvfzvBy16K2kbLeFhrmZprMnb2CjlfkT9yGLN3n4yx3CASLoUQQgghhBC31SmDPXcO63no8+dpffwTaRnsQH9aBrt791Y38wbGGKavXGP86jT+yAi5I4cxff2wjcLv3UbCpRBCCCGEEOKWTK2WlsGOjUMhT/ixj5OcOAmAf+wRCt/1nduuDNY0m0xdGGMsdvEefZTc3j1YT6LPRpNXWAghhBBCCLEkMztLfOIEen4edELzvf8DMzcPrkv+7W8jePnLtlcZrNboySlmaiGXKsPkDh6k0FfZ6mbdMyRcCiGEEEIIIW6iJyeJT5zANJskFy4SfvwToHVaBvvuv4a7Z89WN7HDWotdWMBUa0znKlzYc4DirkGKeX+rm3ZPkXAphBBCCCGEuIG+OkZ88gSm2SL6/OeJjz8PgP/IwxS++7u2VRmsbbXQUzNQKjK19z7OuWUqpTzF3M6JOmGsef7qPAo4MrJze1p3zisuhBBCCCGE2FDWWpJLl9KlRQKf8M//nOSFU2kZ7Nu+jeAVL982ZbDWGMzUFFiLe/AA4+VBzjegp+BRCLZ/zDHWcnGqwfEr85yZqNKINGFs+JYHd21101Zt+7/qQgghhBBCiA1njSE5d47k9GlUuUxy9mwnWJZ+5Ifw9u/f6iZ2WGPQExO4vX04993HFfJcmG7QU/ApBO5WN++2ZusRx6/Mc/zKPLVW0tneXwrY3VfYwpatnYRLIYQQQggh7nE2SYjPnCE5cw6nvw+MpvXhPwMg/6Y3bL9gOT6OOzCA89DDXG4pLkzX6Sv65P3tGSzDWPPCeJXnLs8zNtfsbC8ELg/u7uHY3l6Ugj39O3v9TQmXQgghhBBC3MNsFBGfOkVy4SLu0CDkcjR+9/ewrRbunt0Er3nNVjexw2qNHp/AHRrEeehhLjXh4lSN/lJAbpsFS2Mtl6bTstfTEzUSbQBwlOLQcIlH9vZyeLiE5zoATFXDrWzuupBwKYQQQgghxD3KNpvEJ0+ir17F3TWCCnyib3yjUw5beNe7UO72CG3Xg+UQPPAg5+uGK7PNDQ2WtVbMC+NVmpFe0f3ixHB6oka1FXe2DZZzHNvXy4O7eyjnb45hxtg1t3erSbgUQgghhBDiHmRqNeITJzGTkzijoyjPw1SrtD6SlsPm3vgG3JHtMbmM1Ro9NoG7axh79AHO1Qzj800GyzkCz1nXYyXacGaixvEr81yYbmDt6kNfznd5aHeFR/b1MtKTX3IypEQbZuoRge/SWwzW0vQtty3CpVLqF4G/AjwENIEvAD9vrT3ZtU8e+LfA9wM54KPAT1prJza/xUIIIYQQQuxcZm6O+PkT6IV53NERlOtiraX5oSexzbQcNvct26Mc1mqNGZ/AHd2FPnKUswuaqWrIcCXXKSld8zGsZXy+xfEr85wcqxLG13sq9w4U2VXJrejxlFKM9uU5sqt82zbWWgm1VsyunjwHhkqUd/i6nNsiXAJvAP4z8BXSNv0L4GNKqUestfVsn38HfAfwbmAe+A3gj4Fv2fzmCiGEEEIIsTPp6Wni4yewrQbu6GinNy1+5lmSEyezctjv3hblsFZrzNg47ugI4X1HOTObMN+M2NWTw3HWviRKrZXw/NV5nr+ywHTt+pjHSt7nkb09PLK3l77S+vcmJtowU4sJPIejoxVGegvrFpS30rYIl9bat3d/r5T6YeAa8FLgs0qpXuBHgR+w1n4q2+dHgOeVUq+y1n5xk5sshBBCCCHEjtIes5icOoXVCe7ISOe2tBz2IwDk3vD6G27bKt3BsnHofk7PRDRCzXBPDmcNa20m2nD2Wo3jVxY4P1XvlL16rsP9I2Ue2dvLgcHihq3nWQ8Tqs2EoZ4cBwdLVAo7u7ey27YIl0voza5nsuuXAj7wifYO1toTSqmLwKuBm8KlUipHWj7bVtmYpgohhBBCCLG9mdlZkgsXSMbGcUpF3IHhzm2dcthGE3f3KLnXbn1hoE2StBR2z24W9t3HmZmIWBuGe4JVhT5rLRMLLY5fWeDk1QVaXWWve/oLHNvby9HRyobOOKuNZaYW4bmKIyNldvfdHb2V3bZduFRKOcC/Bz5vrX022zwKRNbauUW7T2S3LeUXgV/aiDYKIYQQQgixE9hWi+TyZfTFi9g4wd01jPJv7CmLn30uK4d1KHzP1s8Oa+MYMzGBu3cfM3sOcnY2RAFDKxz3CGkv4YmrCxy/Mn/DUh+VvM/DWdlr/waUvS7WCBMWmgmD5RwHhoo7fuKeW9l24ZJ07OWjwGvX+Di/Cvx61/cV4PIaH1MIIYQQQohtzxqDGZ8gOX8OMzeH6h/AHSretJ+p1Wh9+MMA5F6/9eWw7WDp7N3LtV37OTcdkvMdelZQOqqNzcpe5zk/Wcd0lb0e2VXm2L5e9g8W11Rau1zGWKbrIa5yuG9XmT39d19vZbdtFS6VUr8BvBN4vbW2OwiOA4FSqm9R7+VIdttNrLUh0Pl4YqNqpoUQQgghhNhOzNwcyfnz6PEJyOdw9uxBOTcHGmstrSc/fL0c9nVr7dtZGxvFmGvXUHv3Mza8lwtzEeW8Ryl358hirWWyGnL88jwnxhZuWJdyd1+BR/b28uDujS17XawZJcw14rS3crC0IRMDbTfbIlyqNPn9J+B7gDdaa88t2uVrQAy8GXhfdp8HgQPAU5vYVCGEEEIIIbalxSWwzvDQTSWw3eLnniM+/nxaDvvd37Wl5bDtYMnevVwe2M3luYi+UkD+DmGwESacGFvgucs3lr2W8x4P7+nlkb09DJRXXk4LWfiONdWWxljLSruqPFdxeLjM3v4i/jqvxbldbYtwSVoK+wPAdwNVpVR7HOW8tbZprZ1XSv0W8OtKqRlggTSMPiUzxQohhBBCiHuZNQYzMUFy/jxmdhbV3487VLrtfUy9TuvJdjns63B3796Mpi4pboV87PkpTlCmtpBQjy+Q951lla3ONiKMycpeHcWRkQqP7O3hwFBp1WWvUWKohwlhbMj7Lrv78vQVgxU/nuequ3Zs5a1sl3D5E9n1ZxZt/xHgPdnXPwsY0p7LHPBR4Cc3oW1CCCGEEEJsS2ZujuTCRfTY2G1LYBdrPZnNDjs6Qu51r9uEll5njCXWhlgbJuaavO/EPFfIk+Q94lZI4Do0o+U/3mhfgUf29vDg7p479nTerk21MKER6jQUFnwOD6ehMh9s/XqfO8W2CJfW2jt+DGCtbQE/lV2EEEIIIYS4J1hjIAyxUYQNw/TSbGKqNez8XFoCOzSECpY36U387HPEz2XlsO/67mWVw9qsd3DZbSadWCcNkel1GBtacUKYGBJtOD3d4rNjIa1ckVxPidc/sIvhnjwrme+mnPdXPdtru+y11kowFko5j/t2lekrBVTynszZsgrbIlwKIYQQQghxr+uExyjCtkJsq4Wt1bD1GjaKsXGMTZJ07J/rQBCgikXc4s2zwN6KqddptsthX/va25bDRomh3kqYqYeEiVnx89HGdi4AjgLXUShH8eWJiG9OJ1Aqc2D3AO948b4VzQi7FrE21FppyM17LiO9BQbLOXqL/l09k+tmkHAphBBCCCHEFrJhSHL5CvrqVWwYQhKnNygHPA8V+KhCHtVTQXlre/uezg7bwBnZRe4Nr7/pdq0t9TBhvhkx34gJY4PnqlVNSBO4Dl6gcJ3rPYALkeED55tcq0ZQKPDSR/bymgdHbthnIy00Y1qRpr8UcHg4T2/RpxBIJFov8koKIYQQQgixBawxmGvXSM5lE/H09uD09YG/MSWZ8fHjxM8dB0dRfNe7OuWw1lpakabaipmpxTRiDRYKgcNA2V+3tpxZ0PzZxSZRGJMrF/m2Vx7hvt296/LYyzHfiNAGHtrTy1Alh7NJgfZeIuFSCCGEEEKITWYWFkjOnUePXYVcDmfP7mVNxLPq49UbND/0JJCVw+7Z3Sl7na2H1FoJsTbkA5e+greuwUtby+fGY/5yMoI4ZnSowjte+yA95fy6HeNO5hoRxsL9oxV29Wzece81Ei6FEEIIIYTYJDYMSa5cRV+4gIlC3KHhZU/EsxatD38YW2+gdg0TveLVTE03mGtEhInBcxSFwKXHW/92LESGJy9HjFUTSGJecqifb3nVQ7je5s3AOlePsMADoz0MVVa35qVYHgmXQgghhBBCbDBrDGZykuTsubQEtq8Xb3BgU44dHz9O/OxzWKVYeMO3MTXdwlpLIXAZKK1f2etiZxY0H70S0Yo0ORPztkd3cd9j98MG9tAuNluPUCiOjlYkWG4CCZdCCCGEEEJsILOwQHLhAvrqVfD9DS+BveHYWTmstZbai1/BRLGf3ryH7y4vUFprqcaWFa5EwjdmNV+bikFrdjsx73jJHir3H978YKnSYDlYlmC5GSRcCiGEEEIIsQFsGJJcvYo+n5XADg6igtWtybharY98BFOr0+jpZ/zYS+grBXjLGE+5EBmOz2mOz2nmopUvQwKA1rwkH/LaJw7iHDwIm7hu5EwtxHUcjo5WGJBguWkkXAohhBBCCLGOrLXpLLDnz2OmZ1C9PZtWAtstfv55wm8+QyuxXHvtW+jvKd52yY/YWE4vaJ6b01yqadqdla5SLLOjs6NgE97Q1+LIsfuw+/ZvarCcrob4nsvR0Qr9pc0N8/c6CZdCCCGEEEKsE9NsprPAXr4EnrepJbA3tKPRoP7BJ2lFmtnHXkbl8IElg6W1lqtNw/FZzckFTaSv17/uL7kc63O5v9clWO7ssdai5mZBa8zh+7B7NzdYTlVDclmw7JNguekkXAohhBBCCLFGnd7KM2cwc/M4w0Oo3NaVY9af/AjNmXmaPf3k3vD6m4JlNTY8P5f2Us6G18tee3yHY/0uj/S59AYrDMVJgpqewpbK2AeOYIeG1uOpLIu1lqlaSMH3ODpaobcowXIrSLgUQgghhBBiDWyzSXz+wvXeyr17NmwG1uVoPPc81a89TWws6ju+Aydb6iTJyl6Pz2kudJW9+o7iaI/LsX6XfUVndW1vNnHm5jAjo5hDh6FUWr8ndAfWWqaqEYVAguVWk3AphBBCCCHEKlhrMVNTJKfPYGZncYYGUfn8lrYpXKgx+773o7VBverVsHsPYw3Dc3MJJ+c1YVfZ675S2kP5QI9LsNJBlW1dZbD6viPp+Epv8yJGO1gWc2mw7Cls/Jqh4tYkXAohhBBCCLFCNgxJLlwguXABHHfLxlZ2i2LDxJ98CKo1zOAQXzn6Sp47HTLTVfZa8RXH+jwe6XPpy62xve0y2GIJ+8BD2MGhTR1faa1lshpRznncL8FyW5BwKYQQQgghxAroqal0bOX0NM7gIKpQ2OomEcaaS1/6BvE3nqFp4IP3fyvT0xaweO2y1z6X/aVVlr0u1myi5uawW1AGC2CMZbIa0lPwuX+kQkWC5bYg4VIIIYQQQohlsFFEcvEiyfkLoMDZs2fLeyuttZydjfjzF6Y4+CcfJh9ZTjzwUqYHd7On6PBov8fRHpfcastebz4gan4O4gRzX7bMiLe5wS7RhqlayGApx30jFUo5iTTbhZwJIYQQQggh7kDPzKS9lZNTqIF+nGJxS9uTGMtTYyFfHG9xYT7i5V/+FPmwQaunn8LrX8+PDOXoX2vZ62Jap2WwhSL26IObXgYLEGvDVDVkpCfPfSMV8r67qccXtyfhUgghhBBCiFswtRp6YgJ9/gLWGJzdoyh3awPNVFPzey/UubgQ04w1e66e5YnxE1SKLur7vosjezagTLddBrtrF+bwkU0vg4W09He2HrO3v8jh4TK+t7W9xuJmEi6FEEIIIYToYsMQMzuLnriGmZnGtlqovj7cLQhUiz0zHfG/TtWpRRqM4VvKIa899xm8goN+6StI9uxd/4MuzKNa4ZaVwQI0o4T5ZsKBoRIHBot4rgTL7UjCpRBCCCGEuOdZYzBz85jpKfT4BKZWQ3keTk8FZ3Bwq5tHYiwfPt/k81dbhImmz7O8bZ/H/s9/GrdRx/YPkHzL69b/wPUaKo4xDz2M3TWy6WWwALVWQiPSHB4qsX+whONs3Rqi4vYkXAohhBBCiHuWqdXSXsqxMcz8PFZrnEoFd/folk/W0zbT0vzuyToXFmJasebhiuJNe3OULp3DPf4sKEX8bd++/utLhiGqVsfcfxQ7Mrq+j71MC82YKDHcv6vM7v7C+sx0KzaMhEshhBBCCHFPsVF0vex1egrbbEKxiDMwgPK315IWz05H/K/TdaqhxhrDm3c5PDacw2k28D7+UQD0S16G3btvfQ+cJKiZGezBQ9iNKLVdhtl6BMADu3vY1ZPfkjaIlZFwKYQQQggh7glWa5LzF9BXxzDVKsrfPmWviyXG8mcXmnzuSloG2+tZ3rbXY09PgLp8Ef/JD6LqNWx/P8lr1rkc1hjU5CR2927MwYOwyT241lqmaiE5z+PISJnBcm5Tjy9WT8KlEEIIIYS461lrSS5cJH7hBZxKGXfP9il7XWy2pfmfL2RlsFFaBvvGPTmKvoP7pafwvvA5sBY7MEj8Xd8D69zbqqansQMDmMP3bfrkPcZapqoh5ZzPkZEyvcVgU48v1kbCpRBCCCGEuOuZsXGSM6dx+vpwSlu7RuXtHJ+J+MNT18tg37TL4fHhHG6rif+hD+GcPweAfuRRkm99KwTrG77U3Czkcpj7jkB+A5Y0uQ1tLJMLIf2lgPtHKpTyElV2GjljQgghhBDirqZnZolfeAGVy23bYLm4DLbHtbx9v8fuio9z5TL+kx9A1WvgecTf+lbMsRet/8yt9RpojTn6IPT0ru9j30GUGKZrEcM9Oe7fVSEfbO1aomJ1JFwKIYQQQoi7lqnXSU6ewMYx7siurW7OkmZbmt99oc75rAz2oXI6G2zRd3C/8iW8z38OrMH2DxC/87uxwxvwPMIQVa1hjh7FDg2v/+PfRq0VUw81+wYKHBwqE3jbs1xZ3JmESyGEEEIIcVeyUURy8iR6bh53z+6tbk6HMZZEWyKtOT4T8ydnGzQSi2stbxx2eGJXDjds4j/5JM65swDohx8hefPb1r0MFrg+M+yBg9g96zzr7G0Ya5muhfiOywO7exjpycsaljuchEshhBBCCHHXscYQnz6DHhvH3bN709dHtNaSGEgSTaQtiTaEiaEVJbQSQ5QYnppM+MasQQHDBcU79vqMlDycq1fwP/wBVLUKnkfypregH31s/ctgIZ0ZdmoKOzKKOXRo02aGbZfB9pcCDg+XZOKeu4SESyGEEEIIcddJLlwgOX8Bd9cwyt2c8XuxtjTDhHqYsNCMibUhMRZjLNaCcsBzFC2j+PiYZrxpCTzFiwc9Xjfi4ylwv/plvL/47MaXwWbU9DS2rw9z3+bNDNsug93bX+DgUImcL+Mr7xYSLoUQQgghxF1Fj42RnD6N09+Lym3cGonWWqLE0Ig01VZMrZnQijUAgafwXYdC4OJ2lXqerWr+7HJES1tynuJtewKO9rrQbOJ/9Emcs2cAMA8+TPzWt29MGWxGzc1BLsDcdz8UNn6iI2MtM7UI11EcHe1htFfKYO82Ei6FEEIIIcRdw8xmM8MGAU6ptO6Pb42lGWvqoWahGdEINZE2OA4UwiZDp0/gnXweVaveeD8Lky0DoeHtQN5V7C06BG4WruI4vbhuWgb7osc3pgy2rV6HJMY89Aj0bvzMsFFimKmF9BVzHN4lZbB3KwmXQgghhBDirmAaDeITJ7FRhDsyctPt1lqMWcXjAq0oodZKy12bsUYbi+8q8g70XDqLd/xZnHPnwN58gMTCtaZJeyuBHl8x6DuocFH7+vrTMthdN7d9XUURqlpNZ4bdwJLbtlorLRXe01/kwFCJvJTB3rUkXAohhBBCiB3HGIuxlsRYtLEkrZD4+HH0+CRm1whmIUQbQ6JtZ+xjog3WruJY1hJpC9aS8x3KORd/ehL3uWdwnz8OrWZnX7t7D/rYizC79wBwuW74zFhEy4Cv4HWjPj0Vl3jxQZTC9g/ARo8P1TodZ3ngwIbPDHtDGexIhdG+gpTB3uUkXAohhBBCiC2X6DQIamNJjEFnobF9SXQ6w2ps0nGOiTEYk4ZMrRPcc6fxLl0iGdoFU43O4zqOwlFphamrFEopVhpvXEdRDFycVhP32edwn3sGNTXZud2WyphHHkU/cgw7OASkweqpawlfqsVQgV15h3fuD+jLOawi366PJEFNXsOO7MYcPLyhM8N2l8EeGi7RV5Iy2HuBhEshhBBCCLElWrGm3kqYb8bM1EPiJA2VxlgsYKETBNvh0HEUbhYYPUfheg7e1Wv4MxOwf/dtJ8Cx1hKttCxWa9xzZ3Gfewbv/FkwJm2b65Lcdz/xsRehDxy6HtS0pZlYPnY15nI9ndzn8QGPN4z6eFvZaxfHqKnJNFgeuR/89Z8ZNow1zUjTSjSucqQM9h4k4VIIIYQQQmwKay2NSFNrxczWY+YbEa1Yo1AUAodiNrNq2tu4vCCmJq/hXDyHrfTcMljOhYbn5jTH5xKq8fL6DfvmJjl04TiHLp0gF14ve53uH+X8wYe5uO8BolwBmsDJcMnHCBzFW/f6PNi7xW+5wxbOzCxm337M4SPrFiyNtbSiNFDGxhJ4DuWcx/7BEuW8RyXvSxnsPWZbhEul1OuBnwNeCuwGvsda+/6u2xXwT4EfA/qAzwM/Ya09temNFUIIIYQQy5ZoQz1MJ8OZroXUwoQoNviuohC4VAq5ZQfJm8zN4Zw9na7PuGhm2EhbXljQPDerudLQy3q4IGxy8NJJDl94jv6562WvrXyJ8wce4tzBR1joGVzWY+0uOrx9b0B/buNKT5el2UDNL2AOHsIcPATe2t7+J9rQjDTNyGCx5H2XwUqe/pJPOe9TDFzURs5yK7a1bREugRLwDeC/A3+8xO3/APg/gR8CzgG/AnxUKfWItba1aa0UQgghhBB3FCeGhVbMfCMtd22GGm0Nec+lFLgMrHb8nTHQqKNqNdTUFKo6D3GCHR4G0p7RS/W0l/L0QtqbBmlp7cGyy7F+l8MVF7c7+2iNc/4c3vFncc+eAZMF0d4AfeR+kkcexRw6zCHH4Y0raKq7HQJWrYZqNDBH7sfu27/qMZaxNtRbCWFicBQUch77Bov0FnzKeY+clL2KzLYIl9bajwAfAW76pCPrtfwZ4J9ba/802/Y3gAngXcDvb2JThRBCCCHELTSjhOlqyPh8i3qYAFAMXPpLPp67yh68JEbValCtoqYmUfVauh6k72OLJegrMBcZjs9qjs9pFuLrgyr7cw7H+lwe7vOo+IveY05N4j73LO7zz0Gj3tluR0bRjzyKfugRKBRQwI6MTvNzqCTBPPAgdnT3qtbMtNay0IxpxYb+UsC+gYBKwaeU81Z/PsVdbVuEyzs4DIwCn2hvsNbOK6W+BLwaCZdCCCGEEFuq2oyZrIZcW2jRDGN6ZicZcdKxlKsStVCNBmqhmoakVhOMhVwOWyiA7xO3Qi5MNjhVNUxkZa8+sNtVHK643F9xGcorVKJgKntca3EmxnGPP4uaGL9+vGIR/XA22+smrPu40dTMNDgO5oGHVr1mZqwNM7WIYuDx8J4KQ5WcjJ8Ud7QTwuVodj2xaPtE1203UUrlgFzXpso6t0sIIYQQ4p5ljGW+GTM532KqFhJrQ0W3GP6D9+I9/xyrWlBSG4gjVBynJbBKYR0nXfsx63lraUs1ttRjSx54UXYpuIqKryh5anmddK6Lue8I+pEXYQ4d3vj1JTeDtaipKcjnMfcfxQ4sb3zoYgvNmGakGe0tsH+wSDG3EyKD2A7u5p+UXwR+aasbIYQQQghxN0m0YWauzrXJBebnqhDH9KiE/NlT+B/4E5zqPBZ10wQ7y5bPY8plcK+/TY2NZTayzIaWSFkIgAByjqI/p+gLFH5Xr9ptY22xiH7oEfRDD0OhuLo2bkfGpEuNlCuYow9AT++KHyLRhulaRCHweHB3D7t68tJbKVZkJ4TLds3CCDDWtX0EePo29/tV4Ne7vq8Al9e1ZUIIIYQQO4httTC12srvqDVhvcns5Cyz49PUa008EzOIxXXAfe4Z3K99GVCYgUHid74LO3LLArNb6+pyjIzldDbb66X69dleA0fxYK/LI/0uewoOSiksEK38aHcPrVHXrmEHhzD3H11VsK82Y+qRZqQnz4GhEiXprRSrsBN+as6RBsw3k4VJpVQP8Erg/7nVnay1IdBZdEimRBZCCCHEvcQYi84uSbVKfO0a+vIVdLV+5zsvEsYJc82Yllb4BZ/eUgEnV4EkwfvYh3HOngHPxzz4MPFb337L9SbvxFrL1UY62+vJ+Rtne91fSmd7vb/HvaGX8p4Xx6jpSezIbsyRI5AvrOjuiTbM1CMCz+30Vrry+opV2hbhUilVBu7v2nRYKfUEMGOtvaiU+vfAP1ZKneL6UiRXgfdvclOFEEIIIdadNpa5RrTiYYrWXg+QsTZEiSHRlkgbEq2x8wuoiQnU1AQ0W+hiCVMqr3jmUOtCoceh17++hqEau4r/oT9FVRfAdUne9Bb0ix4ntnBuPqFr0tZlqcaW43Oauej6HfsCh0f6XB7pc+kJZHbSjiRJZ8yNY1S9jt2zD3PfkRWH+lorodaK2ZX1Vpbz/gY1WNwrtkW4BF4GfLrr+3Y5628DPwz8K9K1MP8b0Af8BfB2WeNSCCGEEDtdvZVwYarGVDVkhXnshrlYlUrXVnSswa/O401ew5uZwjEa+npxRobXZ/yctbhf+wreX/w5GIPt6yd+53djd40w3TJ86FLEdLjSZ3Kd3y577XPZW3Tu3eozY64HyDhKA6Ux6YBSz02XYglymMOHsfsPgrf8t/XaWKarEYHncHS0wkhvQZYWEetC2dXM5LUDZaW08/Pz8/T09Gx1c4QQQghxj9PGcm2hxYWpOmGsGSwHa3uDH8eomWnU+DhqbiadabW3b9UlqktqtfA/+iTOmdMAmAceSstgczmOzyV88mpMbCxFT7Erv7Ln4jtwpOJyf69LcK+VZRoDjUa65IrOxpcqJw2Qvg+FQrqmZ6EAQYANAghy6bm9Rfg2xqKt7ZRHG9u+hjAxDFVyHBwsUSlIb6W4vYWFBXp7ewF6rbULt9t3u/RcCiGEEELcM+phwsWpOhMLLUqBy0hvfvUP1mqipqZQ42M41QVskEuXoFhBT9ZyqLGr+E9+ALUwn5bBvvHN6MeeILbw6SsRz84mABwouXz7/oCSd48FxJWKImg2UK1W+kFAoYgdGU1DZC6HDXIQ+GmIvMUyKWGsqbYSTDY2td1lZEl7sV1H4SiF46SXnO8SeA69BU96K8WGkHAphBBCCLFJjLFMVltcmGrQjBKGVttbaQzUqqiZaZyJcag3sKUiZtcIOOscGKzF/cuvpmWwWmN7+9Iy2JFRZsK0DHaqZVDAq3b5vHLYw7lXS1lvx1potVDNRhosfR9bKmP27INKBVupgLf8XsQw1sw2Yvb0Fcj7Lp7r4GUh0l108bLre7bEWGwaCZdCCCGEEJugESZcmm4wPt+ksNreymYDNT+PujaR9iDGCbZShtHRO0/SkyS4z3wDtcKlSNTkNZzzZwEwRx8g/rZvh1ye5+cSPtFVBvuOfQEHykv3sN2z2uWuzQZKa2w+j+3txw4OYstlKJVX9WFAlKQzvB4cKnNoqCRrUYptQ8KlEEIIIcQGMsYyVQ25OF2n1koYKAcE3goCRRKngXJmCjU1Dc1mWjZZ6Vn2eEo1N5vO7HptYnVPwnVJXv8m9BMvIcnKYJ/JymD3l1zesS+g5EvAAdJAWa+hGo008BeK2D17ML39aaAsFNf08FFimKlF7B8oclCCpdhmJFwKIYQQQmyQVqS5OF1nbK5JzncY6c0trzTRWqguoObm0l7KWg0clYaT3t4VLSXinDyB//GPpKWYhQL6oWM3TjN7J66LfvBh7K6Rm8pgXzns86pdUgYLQLOJqlVBG2y5jDl0H/T2YssV8Ndn0pxEG6ZrIXv7ixwaLst6lGLbkXAphBBCCLHOrE17Ky9M1amFMQOl3PJ6K1vNNFBOTqDm5yFJ0olehodXXj6ZJHh//incb3wdALN3P/E7vhMqlVU8Izgxl/DxrjLYb98XcPBeL4ON4zRQtkIo5LG7RrFDw9je3nULlG2JNkxWQ/b0FblvV1km4xHbkoRLIYQQQoh1Yq2l2kqYmG8yPtfCdxUjPfk791bW6zhXL6Omp6DZgsBfUdnrYovLYPUrXkXymtetanxfYiyfGY/55kxaBrsvK4Mt36tlsMZAvY5q1MF1sT192MNH0mVfimsreb0VbSyT1YjR3oIEyx1KW40xJr226bW2Gm00Jvs6Ngllv0x/vn+rm7tqEi6FEEIIIdbIGMtcI2JivsVMPSTRlr6iT86/Q8+eMahrEzgXL0C9ju3pgZ6Vlb0u5rxwAv9jfwZRCPkC8be/k+TQYS7UDC8sRIR6ZWucT4eW2TAtg33FsM+r79Uy2O6y11IJc+gwtn8w7Qle7xl6u7RnGB7uyXPfrjL+SsbrijUx1tBMmjTiOvW4jmVl/3aMtSQmJjFJFiYNxmgMBmM11gIqrYIHiE3EwcohCZdCCCGEEPeiRKezdk7MNZlrxAD0FLw7h0qAZgPn0kXU1SvYfB5GRtYUKkkSvM9+GvfpvwTA7NnL5FveyTNJieMnW9STlb0x7lZw0zLYQ5V7rAw2SbKy1xbk22WvQ2kv5TqXvS7FWMtkNWSwlOP+kcryfq7EmiQmoRHXqcV1ZluzNJIGiYlxlYNSKw/2rnJwlIujHHzHw3EDHOV0Lt1mWjPr9TS2jIRLIYQQQogVasWamVrE+FyTaivGdxX9JX955YrWoiavoc6fQ9Xr2IGBVZe/tqm5OfwnP4CaGMNYuHjs5fz5kVdydVwBaejNu4qHel2G8it7g+woOFxxKXn3SG9ld9mr42J7erAHD2P7+jes7HXJZljL5EJIXzHg/tEKeQmWGybUIfW4TjWsMh/N0UwaGGvJuTnKfgnf3fgPEu4WEi6FEEIIIZap3kqYqraYWAiphzHFwGW4klv+chCtZqe3kiCHXWtvJeCcOon3sY/QqreYcfJ8+sVv5dLIYQhBKcXhssOxPo/DFQdPZhe9tVYr7aVMEmypnJa99g1AT8+Glr0uxVrL1EJEbyENloVA3rKvJ2stzaRJPa4xF85TjaqEuoWjHPJenr5cP64jYX415CdVCCGEEOI2rLUsNGOuLbSYqoaEiaac8xntXcZEPdcfBDU9lfZWVhewA4Nr7q1Ea6JPfYrkq1+jGhvG+3fz1Cu/nUaxh4Gcw6P9Lg/1evfuxDvL0Sl7bUKukM70OrwL29O79vOzSulMwxHlvMf9o2VKuZ33dr0RN7jWuEZTN7e6KUsyRtNMmsQmwnN8Cl6BSlBe/r9ncUs776dVCCGEEGKDGWOphwm1MGG6GjLXiDDWUsn79JdWGDpaLZzLWW+l52FHRju9lYmxnKlqjs9p5qPljYn04pDdF1/g4AtPU5idBODE0Zdw8vHX8mB/wLF+j5G8kjfKt2IMNBpp2atyrpe99vZBqbTVrWO6FlEIXO4frVDO76xyzMQkTDYmGauPEeoWOTe31U1aklKKol8kcPu2uil3HQmXQgghhBBAnBhqYUK1GTNdC6mHCYmxBK6ip+Avb53KbtaipqdRF8+j5mfTmUVzOay1jDcMz80lnJzXy5u91VpGJi9x6MLz7L9yCleny4LEfp4Lr387+170AG+ouFL2eitap4Gy2QBjoVTC7D+Y9iBXKuBujxLImVpI4LkcHa3QU9g5wdJay1w4x1j9KnOteUpBkeHc8FY3S2wBCZdCCCGEuGc1o4RaK2G+ETFbj2nGGmsted+ht+jjr3Y9wTDEuXwJdeVyuhbirlFqWvH8ZMxzc5qZ0HR2rfiKY30e+0oOi7OhOz9L8eRzlE48h1tbSDfmIOkbov7Qi/AfexGHesurfPZ3uShCNRrpTK+Ogy0WsfsOYHv70iVftrDsNdaWWBtibUi0RZt0kYuC73L/SJne4ta0bTUacYPx+jiTzWs4ymGoOHjTLKji3iHhUgghhBDrLtHmzjttkWakqYUJM7WQajOhFSe4jqIQeAyVg+VPzrNYFKGqC1BdQE1NoarzxD39nIl9nrsYc6GmO6vkeY7iaI/LsT6X/SXnxhLWKMJ54QTu8WdxLl+6vr2YRz/4MPrYi/BHd9MnZa83shZazTRQxjEEAbZUxu7bD5UKtlwGb/N6AxNtOiGy/TWABQLXwXcdioFHMXAp5jwCz6Xgu5TyO+PteWISpv7/7d15kCTZXdjx7y+Puvruue/ZnWvn0CJhG2kJIS2sFCZANrIxEkcEyJKFwRJGmEtAmNOEF4gAY7ADOywsyZjLVrAgCXkJcUgYpNVhJM3O7DG7c/XcR5915vGe/3hZ3dU9vdNd3dNdVd2/T0RGV2VlVmbl66rMX77fe696m+vVG9STGkP5IXJ+7wTFam30xn+vUkoppbqaMZZqVgs4Xm5QjdLZgcG7TZSmxKlLdy3mAoZKbXTM08paqNWQmWlkchKZnIBaFYtwwytyJt3CC5cM9TSaXWV3yePUSMCRQZ+8L/PeS66M4Z85jX/uBRccAYhgDhwkPXEKc/goBBv40s0YN7XDWtfLa70GqXFjUY5ucVN/P5T61r2n1yQ1TFRiwBIGPvnAY6iYo5jzKYQ+ucAjDDzygbe8oWu6TDMF9kblOhP1SZcCW9IU2AchSiMaSb3Tu7EqG/gXSimllFJrKUkN5XrCTD3mbjmi0oiJE0MYeBRCf7UjbKyZgXAF7Seb0hQqZWRmBhm/g8yUodGAwMcWS8wMb+MT1xKuVFIgzbYnnBgOODHsM5JfsN2pSfyzZ/DPnkampmZn25FR0pOnSI+fhIHBFX7SHpAkUK0g9bqr0gvab/toc3ns7r3Y4WEXUBaKD34/l7MfWa/CtdiwdSDP3pESxZwLJjdK50q1pMbNyg1uVW8hIpoC+wAYa7havsqLEy/w0sRLPLbrazm65Vind2vFNLhUSiml1LLVs5RS10YxotpIsEA+9BgorCJoWy9JAkkESTsrWZdqOT3lOuipVtz75PPYUglGRgC4MJPyifMR9dQSeMLhAZ+TIy7t1VuY9vrSi/hnTuONXZ6bn8u5tNcTp7C796x6/MuuZC1EDaRShajhes/t68fs2AWDg9jcCnoXLeTXNd11MfU4ZbIS018IOL67n60DBfwN1LlSnMbcrd1xKbBxjaGCpsCu1mR9knOTL3Ju4hzVpAqAsSm3a7c7vGero8GlUkop1QXixJC0mxK4TlJjXbprJWK6FtOIU9eVf85jy0C++y+irXXtICcnkVs3kGbKaTsaEQjYQhE7PDIvPdVYy9/eSvjcbfe+24seb9mbY7i1ltJa5OoVl/b64vPz0173HSA9maW9hr3TQ+iyGePSh6sVJE2x+QJ2aBA7utXVNPb1d01vre1qpsB6Huzf2sfu4SKFXG9+ltSkxCYmMhFxGhGbmGpSoxa78SBrSY1iUGRbn6bArlQjbXB+8jznJl7kVu3W7Py8n+fw8GG2lbbzyPDxDu7h6mlwqZRSSnWQtZbbMw0u360QJ90ZXBprZ9NdSzmfoWK+N9L86rUsoLyJTE9BnLgeQ4srSJscHFq07d5MbPnTKxFXKy4F9tWjAW/YGc4NCTI9jX/2NP7ZM65NZsYOj5CeOEV64hQMbrC0V2NczW6zLaQFikXsjl2YkRFs/wAUiz1dM2utZaaeUItStmQpsMPtjn+6QGpTopb2uWvJBZIRURrTSOtUkxqNtE6SJiQ2xmTtpQPPJ/ACAi9gS1FTYFfCWMP18jVemHiRS9MXSa37rRCEvQN7OTpyjP0D+/E9n/H6eG/8tt6HBpdKKaVUh9SjlLHxCtcn6+R8oS/fnadlEVY+JMd6S2Jkasq1h7xzF2o1l746MAhBgExPQ7W6gje+d52xsuEvrrs02FFPeMOukENFHyZBblxzvb2OXWa2Z6MwnO3tdUOkvSYJxBHECRJH7jmAAEEOWyhgDhyEwSEXUHZo6I8HzaXARvQXQo7tGmTrQH7FHfPEaUwlqVCOykzUx4nSBuvRD5bBkpoUsHjiEXoBgRdSDIsE3sC8INJaSyWuMJPOrMOebRyJibkwdYFzk+eoxJXZ+cP5YY6OHOPw8GFKYamDe7g2uvMsppRSSm1g1lruliMu3akwU48Y7ct3f1vFbmYtlGeQiQlXS1kugycu5XJoCJmaJPj8Z/HOPovMPJgL5ImGRSLDE0DeE7YXPcJXKMJ5aa+dDLCMcem4abqidSWO3PrWutrIMIAwxIY5N3ZkX5/7fPm8azuZz/dsuutiktQwUY0RYP/W/hWlwFprqad1qnGF6Wia6cYUtax30HyQpxiWENb+poMnHr639L7XkzqfuvJXjM2MLbmsemV5P8ehocMcGTnK1uLWnq+dvB8NLpVSSql1VI9TrtytcH2qTuAJOwZXOAzGRpCm2ZS4vytocyrVKnLnFjI5CUmCLZaw27ZBkrixIs+cxrt6ZW4F31/VcB6JgWs1Q81aCGE4J2wreCxsdmpLfaTHT2Rpr0Mr3l7brM1qFGOIIyRO3PGFrAo6t6LPbz3BDg7N9cYahth8HnJ51050A/8PG2MpNxKqjYStAwX2jraXApvalFpcpRJXmWxMUIkrNNIGvngUgiKjxdGuTDe9WbnJX4z9OZW4giCE3gZsD7yGRGBbcbtLex3cT+BtjrBrc3xKpZRSqsOstYyXIy7frTBZjRntC8mHG6dWZ54oynpUTcG0BJBRjEQRxA2IE0gSxKRgrFvOWNoeHNMYyIUu7TUMkbHL+H/zafyXXlwwVuRDpCdfhTl0eMXB5aVyyieuRFQTS+gJb94dMjwcsILugVauGZBb48Z1TBPXQVEcu9pEwX2+MOc6HxotYUt9rjYxzEE+t7JOgzx/2eNFWmuJTIPUttUlb1eJEkM9SqgnBk+EYs5n77YiW/oF328wEzWWfI/UppSjMpONCWpJjdgk5PyQol9kIDfQtTeVrLWcvnOaL9z4HAbLYG6QJ/a/iS3FLZ3eNdUDNLhUSiml1lgjTrk6UePqeBXfgx1D+flDU2wEaYrMTMP4ON6d21CrgIHZDD8RN3ke+D7W88H3sEGWOul5KxvsXgSZmsT/wjP4Z551+5Cxo1vmOs3p71/xRzPW8tlbCc/cjrHA1oLHW/blGF04ZmU7rJ2rrW3+NSmSmrmAvFmTa92hs+CCPN/L/vpY38cODM4GkHNBZH5de5411lBPq9TTKjPRJLW0RmrWNexeFYsLKOMkJTZuKJlc4DNYDCnmfLww4G4CdyfbeE9rsQiFIM9AbqAnaq7qSZ1PX/kUl2fcEDkPDx3i9Xter8OOqGXr/v9ypZRSqoeNlxtcvlNlotpgpC9HYZHayplazO2ZpWtCulKtlrV3HHdtHQFbKEBhCyyV6pdmUz2hcP0ykrQXjPjVCv3nnqNwfa49mMnlqRw+TvnYSRrbd7mozADTWTvDRgPa3M7/mxbGau7xowOWx7dA0GjAEkUm8wLHlpRfC3hktYFZkO354AfYQuhSV5tpp76fTQEELphsBpYE2fwO3ahITEw9rVJJypTjKRppHWNTAi8k7xcIgj5Yh/aDK2WMS1NvJCnGWAqBz5b+gMFSSCn0KeSCFd3vaNWttZOLuVW9yV9c/nPKcQVffF6363U8Mnq8pz6D6jwNLpVSSqk1ECWGaxNVroxXEYEdQ4V5tZVJanjpZpkzV6cYu1vFtpsO2knWuLZ8UcOlYxrjah2Dkgt0ZoClkkWtZXTiJgcvPceBsRcgrrfdS2YCTAIg3Ni+nwsHT3Bl9yGMH7jAb6xlWAeL69lUxAVnbV4vhz68aYfH8cHlRxs2dIGizYWuFtEPZoNFmwWLs4Fic+riC/lmums9rVKJZygn00Spi7Bzfp6+oB+/y2rnjHE1z8ZajHF/U+vGlUWEQuCxdaDAQCGklPc3bqr6fVhrOXP3WT53/ZmWNNgn2FLc2uldUz2ou34BlFJKqR5irSU1905xarg2UWO80mC4lKOY9ShpreX6ZJ2zV6d48fo0jZZxLbcNFubGRuxG1kIUQaOGVGtZoOZBX84FScuUq1XYdfE5dp8/y8DU3dn59f5+6qWB9nbJ87mz+yDXDh6n0efW3bHYgnHiaiwHitjBIZcy2oZS3uf1R7cx2p+nO0ciXTtz6a61LN21SmwifPHI+QUGc8Pr0hmNta5jHcPc985mgaI1ltTae5rrWsATwRfJMrIFaQaU/Xn6Cq6GMgi6+Hu3xhpJg09f+RSXZi4B8NDQQ3zdnjdoGqxaMQ0ulVJKqVcQJ4ZyIyFKUlLjahvj1Li2WdljYyDNakRMdtEL4Gc9wXqeUK7HPHdtmjNXppiozNWmDRZDTuwZ4sSeQYZKXXoxF0XIndtuiI9kGvIpdqQP+kaW30YyTfHOv4R/5lm8C+ddZzQAgznMoSOkpx7F7Nu/ojaXh+/3ojHI+F3wPMyefdi9eyHQHi+XkpiEelqhmlSYiadopLXZdNec52ooF0uVtBYSY0lTQ2IsZgWV8bZZy5it27oVTyQLEMkCRhcoBp4Q+h6B7+F74iYRxBP8LKhszmuur+B29TZ/fvmTlOMynni8btdjHNc0WLVKGlwqpZRSLepRykw9ZqoaMVmNqUbpbMqqMHeh2rzA9TwhDDxXQ+IJnrh2VklqOHdzhrNXp7h0Zy7tNfQ9juwc4MSeIfaOFrv3Qs4Y5O4d5PIlZGoKigXsyEhbPa3KrZv4Z07jP3cW6rXZ+XbXbtKTryI99gjkC2ux91CrIZOT2NEt2IMHscMja7OdDSJK69SydNdKlu5qgZyfoxT0z+uMJk0tiTGkxpCklqQligw8D993neEEfvv/274Ige8R+u671fxe+Z64Zqqem6+B4spZazl79wzP3HgGYw0DuQG+Yd8TbCtt6/SuqQ1Ag0ullFKbmjGWapQwU08YLzeYqSXU4wTfE4q5gK39Obxlpqtaa7k55dJen78+QyOeG6x+z2iJE3sGObpzkFzQfWPazTMzjXdlDLl50w3zsWPH8msVq1X8587gn30WuX1rdrbt68ecOEV68hR2dA2HNDAGGR8HAfPww9g9+9a119T1EpuIy+WXqCWVRV9v1qRbS/Y3SyHN0kgtlthEJKZB3VSJTYPUpghCICG+FyIt9YYWsNlYJ61BXs73yAUegS/4nofxhECEdAWB5axmR09qTdys3JhNgz04eJCv2/sG8n57qeJKvRINLpVSSm06SWoo1xOmazHj5YhKFBMlhnzgUcwFDJUKbdUolusJz1+b5uzVKe6W57oQHSiEnNgzyIk9Q20Nut4xUYRcv4Z39QrEEXZ0dHmBWZriXTyP/+xXXNprs2dU33dprydfhTlwcGVDjbSjXkcmx7HDo9gDB9c2iF0nLk00xWBITMKN6hgvz5zhUvkloiQiXaQjqOZwl8Jcb6UiIDRr+iyJjTHWYDEIHp54eHiv2NGR4GoRPWmOKuOed3FnsOo+PPF47c7XcmLLye7NnlA9SYNLpZRSbTMLOrBxKXKunVRqDKkB2u77c31UG4lLd20kWKAQegwUwrZrE5PUcOF2hTNXprh4pzKb9hr4Hod39HNizxD7t5R648KtmQI7dtmlkg4OwsjSaaRy+5ZLe33+LFSrs/Ptjl2kp15FevQRKBbXcs8dY5DJCUgNdv9Drv1mrgeC+Yy1lnpapZZWSU1CYiISm5DYBGNTyvE0VysXGKtcoBpXMNn/Wl/Yz47ilixNe37g1wwsm4+brzmC7wWEXoi/Dp3xqO7iez7HRh7RNNgOSU2KsQaDcX+zKbXpbO/LvUyDS6WUUotq1u5Vo4QoyTqxSQxRamaDytYu/tNFOuDoRp5AMRewZSCP32bvrNZabk7XOXt1mheuTVNvSXvdPVLk5J4hjuwc6K3hDMozWQrsDTe24lIpsLUq/vPP4Z85jdy6OTvb9vVhjp8kPfEq7NZ1HMKgUUcmxrFDI3O1lb0Q0ONSWyvxDFPRONWkTGoTEPDwMNZyu36NsfJFxhu3sdZ1aFMMSjw8dIgTWx9h78BOgm5PsVZqjaQmpZbUaKQNuvVmprHW3eCxzdRy8CXLFBAPXzxEfHJeSOiHbC1sZTA/2OndXhUNLpVSSs2qx2lLumiDaiPBWPA95nWu4YmQC8SdHL25jjc2qkpjLu31zsz8tNfjWdrrSC+kvbaKIuTGdbyrYxBFrsObV6rtS1O8ixfwz5zGu/AypFlQ7fuYhw+TnjyFOfjw/YNSY9x6Js0eGzApkqazj+8ZS2Ip1roxI/cdwOzdD4U16hzoAUptSi0pMxNPMRNP0kjrBF5IMSjhS8Cd2i0uzLzIteoYqY3dd80P2Tuwh0dGj3F45GFybXSqpNRGEqUR9aRGI4nwPI9iUGRnaReB15039EQ8fPHxPR8/e+wCy+Y8N/VEhssy6a+TUkptYtZaqo2UciPmbjliuhZTj1M8EUo5r+3avYlKxAvXp5mpxWu41+ur3Ei4fKc6m4oY+B6Htvdzcu8Q+7aU5gfVjQb+V77kAjDTpSMiWotUKzAxgdSq2Hzh/uM+pin+pQvz01637yA9dpz0yFEIcy4wnJlGmkFims5VJDQPj3juLoXvg+djfQ9yeWwuB7kcNgzb6ol2VqGE3dLdtZXWWmpxlal4iqnGONWkgrVC6OXxGaLSqHCudprrtQvUTRlP3NAaWwujPDJ6jEe2HKU/19/pj6HUurPW0kgb1JIaiUkIsxsxu/r20Jfroy/ow+/SwHKz0uBSKaU2mSQ1VBoJM7WYO+WIaiMhSg2hJ5TyPkPFfFt3URtx6obcuDLF1Yna0iv0qF3DRU7sGeLY9hJ5D0gTqJQhTvDPv4T/d1/Ef/bL0GhkXXJ2eo9fgUmRRgM8DxuE989jNgZJEzAWWyiQHjqCOXIUu3U7+J7rTdQYrO9DvogNgyxQzLlA0fdn/1rfBz/IAszstbXu4GedWGuJUzs7DmqcurTx2ETU0zIzySSRKWNIyPsFisEQFsPd6CrXqucZj264NpM+DOeLHB4+xCNbjrG9tGND1WgotRypSamndepJHWstOT/PcH6E4fwQfWE/xaCLh3BSvRdcish7gB8FdgJfBn7AWvu5zu6VUkp1t3qcUqknTGXprrUoITWuM5v+QrBoZzZRdZL61G3qM3cwZn5NpLVwoyK8NCFcmvZIsko6Edjdb9lRsiDdGl21xxfYW0wZ8iO4lTJxI0GsxZuaofT8OYrnzuNNlUnATUP91B86gOnW4S8EN7ZksMjdfmMhjiBOEGuwQQD5AvH+fTSOPAxhHgIP6/lZrrTvDpAEiwSpzfEkosVn96DEuDEd09S4x6kb0kOQ2aE4wsCjFHrkA4/UzBCaiJ1+SH+4nXyQ4279Fi9Pnebi9HkSmwBQygXs6tvNkZGjPDT00LwxJZVab27YmpTYxCQmyab1+9J6AsWgxM6+XQzkBugL+3SolB7SU79eIvJ24FeB7wOeAd4HPC0ix6y1t+63rlJKbSat6a4TlZipakQ9dmPYFXMeI305An9+QGnShEZ5nMb0LcrjV6lV7xJHVcTzkaxHyXLsc6lS4mKlj2oyF5wMhgkH+ioc6KtSDLo0HXQVbF2Y9ARJLf0XrzL4wiWK124huArKRilk5uhBpk8cor5r27wUTWMtBlcm1mSdOljrhpDIxiDsqCRF4gYSRYBg8zlMqR/T14cpFFvaYaZA1UXQm1SzzbHviRu2phAQ+m6MxyAb89HLxncUhG1+kUIwSiWucG7yec5NnGM6mp59v4HcAEeHj3J45AgDuYFOfSy1SaUmJTGJCyKtCyKb7Z59LyT0AnJenqH8MKWgiCdrn34qQN7PUwr79CZLjxLb6ZNaG0TkGeDz1tr3Zs89YAz4DWvtk0usOwhMTU1NMTjY270wKaXUYlrTXccrEeWG6+U19IRizqeQ8+/pdCeNazSm71CdvEV58gqN+hRJ0iAICuTzA4S5Egkel6Z9Xp70uVmdC0hD33Jw0HB4KGFr0XZzk7fVsZbc9ZuUzrxA8cXzSBzPZr3W9+xi+vgRZh46gAlCjLn3nCrigpLmuIAizAYozSnw5l5b+49jIYqgXnd/g8ANFzI8jPQPQKmIdGutawf54hH6QhB4hL63ZFklJuHi1AXOTZ7jWvnqbJZ06AU8NPQwR0eOsqO0c9H0vtbhCeZPKWn22FqT1Zkq1b5mr6WBFxB4IYWgQF9QIufnCf2QnJcj9ENCT38LFExPTzM0NAQwZK2dvt+yPRNcikgOqAL/zFr7VMv8DwHD1tpvWbB8HmitQx8AroyNjXVVcPnyi2f5w6d/rdO7oZTqVVnf5iarAWv+pDfHNl/swtVagzXZxalt7aHTBUALr5oTM78Tz9CHnGfJ+fPPH71yPmmXlyR4kUsLFsCEAdHwEMnwMDbnZ4PVWzeWIHZujEFvrgaLZnnQHHuwM58FXFmK70EYIvm8CySDUNswPWCTjQkiE2ffC8v20g4ODh5k98AefPFnA0ZrDc17EoLFfQ9dL5MeHl5LL5OhBPheSOD5hH5utudJLTnVLhEh9EJCP0fohXg63qm6j+npafbt2wfLCC57qb55K+ADNxfMvwk8ssjyPwH8zMKZ2YFRSimllFJKKbV8A8CGCS7b9e9x7TNbjQLjHdiXpQwAV4C9wEyH90XNp2XTvbRsupeWTffSsuleWjbdS8ume2nZrJ8B4NpSC/VScHkH15vAjgXzdwA3Fi5srW0AjQWz7xtpd0pLKtLMUlXNan1p2XQvLZvupWXTvbRsupeWTffSsuleWjbralnHt2cSrK21EfBF4InmvKxDnyeAz3Rqv5RSSimllFJK9VbNJbg01w+JyBeAz+GGIukD/nsnd0oppZRSSimlNrueCi6ttX8gItuAnwd2Al8CvtFau7CTn17TAH6Oe9N4Vedp2XQvLZvupWXTvbRsupeWTffSsuleWjZdpmeGIlFKKaWUUkop1b16ps2lUkoppZRSSqnupcGlUkoppZRSSqlV0+BSKaWUUkoppdSqaXCplFJKKaWUUmrVNLhsg4h8UESsiPzWIq/9p+y1D67Bdh8Vkb8WkbqIjInIjy14/aSIfERELmb78L4HvQ/drovLJhSRnxaRl7Nlviwi3/ig96ObdaJsRKSQbfe0iCQi8tR99mvhdOZB7ks361DZPC4ifywi10WkIiJfEpHvWrDMOxYpl/qD3I9eIiKPiX9iICAAAAoFSURBVEgqIh9f4+18m4g8n/1WnRaRb2p5LRSRX8rmV0Tkmoh8WER2r+U+dbv1KJvlnuNF5D3ZMnUReUZEvmat9qkXdEvZiIgvIr8gIhdEpJZdD/xbEZG12q9ut05l8+7s+mwimz652HdCRI6LyJ+IyFT22/Z5Edm/Vvu1GWhw2b4x4NtFpNicISIF4DuBy6t5YxEJF5k3CPwZcAn4e8CPAj8rIt/bslgJOA+8H7ixmn3ocd1YNv8O+JfADwAngN8C/khEXrOa/elB61o2gA/UgP8IfPIVVv1BYFfLtA8YB/7XavanB6132Xwt8BXgW4FHceMUf1hE3rJguWnml8+B1exLj3sX8BvAG1YbzGUXuvec+0Xka4HfAz4AvAZ4CnhKRE5li5SArwZ+Ifv7T4FjwJ+sZn82gDUvG5ZxjheRt+PGAv85XPl8GXhaRLavZp96XFeUDfDjwPcD7wWOZ89/DHddsFmtR9k8jvtN+3rgMdy57s9EZE/LuoeA/ws8ny3/KO43btPezHwgrLU6LXMCPog74Z4Gvqtl/nfifsifAj6YzftG3D/sJHAX+BhwqGWdg4AF3g58CveP/I5Ftvn9uAveXMu8J4HnX2EfLwLv6/Sx0rKZfX4NeM+C9T4C/E6nj9lGLpvFtr+M/XwrYIADnT5mm6VsWtb9OPDbLc/fAUx2+vh0wwT0AzO4QO73gZ9see3x7Jh/My5grwOfBU4tPJbAPwbOAglwcJHt/AHwsQXzPgv81n327R9k29/f6eO0kctmwTYvssg5HngG+M2W5x5wFXh/p4+Tlg0fAz6wYN6mug7odNlk6/m4m5bf3TLv94H/0eljstEmrblcmd8G/nnL83fi7r636sPdRfz7wBO4i9Y/WuTuypPAr+PuZj29yLYeAz5trY1a5j0NHBORkRV/go2r28omz713wGrA65f1aTaW9SyblXgX8Elr7aUH9H69pNNlM4S7UdOqX0QuiUs3/2MRObnM99po3oa7YfUC8DvAOxdJp/sV4Idxwd5t4KMLao1LuNqSfwGcBG4tsp3HuLeW/+ls/isZwl0ITi7rk2w861U29yUiOVz2zGz5WWtN9vx+5beRdUXZZP4WeEJEjgKIyFfhrgE+scL363WdKpsSEJKda7Jz1zcDL4rI0yJyK0snf+uKP5lyOh3d9tLE3F3+bbiA4UA21YCttNzlX2TdrbiT8Kns+cHs+Q8usc0/A/7LgnknsnWPL7L8RTZ3zWVXlQ3wu8AZ4AjuTvKbgSrQ6PQx28hls9j2l1hmN+7u59s6fbw2U9lk670NaAAnW+Y9Bnw38GrgjcBHgSlgb6ePWQfK6G+axxQIcBdaj2fPH8+O+dtblh/NfmPelj1/R7bMVy2xnQj4jgXz/hVw8xWWLwBfBP5np4/RRi+bBdu8yIJzfPb7ZYHHFsz/ZeCZTh+nzVw22XwPd9PNAHH29yc6fYw2U9lk6/1n4GWgkD3fmb1PBfgh3Pnm/Vn5vLHTx6mXJ625XAFr7W1cGtc7cHf7P26tvdO6jIgcEZHfE5HzIjKN+9EBWNhI+Ast65wRkXI2bdY7WqvShWXzg8A5XD5/BPwmrkbItPEeG0IXlk2r78HVvjy1wvV7WqfKRkS+Hvd9eLe1drYjJWvtZ6y1H7bWfsla+ylc+77buPbLm4aIHAO+BtduCGttgktffdeCRT/TfGCtHQdewNUcN0W4FDNEZH9LmZRF5CdXsF8h8IeA4JoHbDrdWjaqK8vmbcB34ZobfDXufPMjIvI9bX2wDaBTZSMi7we+Hfgn1tpmNlkzBvpja+2vZeebJ3FpzN+3yo+6qQWd3oEe9tu4QAHgPYu8/lFcRy/vxrW784BngdyC5Sotj78JV2UPruYAXAPxHQvW2dHymrpX15RNdtH+1qyDlC3Z9p7EdQCwGa1X2Sxblo7zTly7i2ip5TewdS0bEWnWSP6QtfbD99sxa20sIn8HHF76Y2wo78Kdp6+1ZI0J0BCR97bxPjWb3arHld2rW15rpiO/0u/ZvPNMS2B5APgGa+10G/uxkaxn2SzlDpCyjPLbJLqpbMCleD5prf397PlpETkA/ATwoTbeZyNY97IRkR/B1Ui+yVr7lZaX7uAyls4ueO/n2JxNlx4YDS5X7v/gLqosC9oVicgWXEPld1tr/zqbt+Q/ql28rddngF8UkdBaG2fz3gy8YK2dWMX+b2RdVzbZnbKr2YXZt+Iuzjaj9SqbdrwRF7R8YJXv0+vWrWxE5HHc3eEft9b+16XeR0R84FXAny617EYhIgEuNfiHcSn4rZ4CvgOXEQHwOrKefbP23kdxF0j3yGoKXlrkpc/g2tL+h5Z5b6alBqElsDwCfL219m4bH2nD6EDZ3Je1NhKRL+LK76lsW172/Dfvs+qG021lkylxb7ZSyiYbsaETZSNueLifAv6htfYLC9aLROTzuHNbq6O4G6lqhTS4XCFrbSoix5uPF7w8getN8XtF5DoubezJFW7qd4GfAT4gIr8EnMKlWv5Qc4GsMf+J7GkO2CMirwbK1tqV/hj2rC4rm9cCe4AvZX9/FndC+eUVbrOnrWPZICIncN+HUWAg+05grf3SgkXfhWuX9OxKt7URrFfZZKmwH8N1+vMREdmZvRRl6U+IyE/jegh8CRjGDfNzAPhvK9lmj3oLMILrZXKq9QUR+Qju//ZHs1k/LSJ3gZvAL+LuyD/V5vZ+HfiUiPwwLkX623GdN31vts0Q+N+4tL63AH5L2Y1vslr/dS2bZZ7jfxX4kIh8Afgc8D5cJ1wLO+ba6LqxbD4K/JSIXMb1wfAa4N/gskU2k/Uumx8Hfh6Xjnyx5feqbK0tZ49/BfgDEfk08Je4XtH/Ea7tp1qpTjf67KWJJToGYX63/W/CVbXXcV36vxFXI/DW7PWD2fNXL2O7jwJ/nb3XFdzd/tbXm++1cPqrTh8zLRve2LKtO8CHgd2dPl6bpGwuLva9WLDMEK6jgHd3+jhtlrLJtnnf3yvg13B3jhu4tL6PA6/p9PFa57L5KK7t62KvfU12zP519vctuBTlBm5Iikdbln0HyxzWBfg2XNumRvZ+39TyWrN8F5se7/Tx2shlc59j/1cLlntvy/fmGeC1nT5WWjYWYACXEXAJ1zzgZdwY2LnVfNZemzpQNhdfoWx+dsFy78T1jVHDVQR8S6ePVa9Pkh1YpZRSSvWQLL34L4ERa+1kR3dGzaNl0720bLqXls3GsKnyvZVSSimllFJKrQ0NLpVSSimllFJKrZqmxSqllFJKKaWUWjWtuVRKKaWUUkoptWoaXCqllFJKKaWUWjUNLpVSSimllFJKrZoGl0oppZRSSimlVk2DS6WUUkoppZRSq6bBpVJKKaWUUkqpVdPgUimllFJKKaXUqmlwqZRSSimllFJq1TS4VEoppZRSSim1av8fNV7de8I5Sk4AAAAASUVORK5CYII=\n", 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" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Set base parameters -- these will be shared across all scenarios\n", + "basepars = {'pop_size':10e3} \n", + "\n", + "# Configure the settings for each scenario\n", + "scenarios = {'baseline': {\n", + " 'name':'Baseline',\n", + " 'pars': {}\n", + " },\n", + " 'high_beta': {\n", + " 'name':'High beta (0.020)',\n", + " 'pars': {\n", + " 'beta': 0.020,\n", + " }\n", + " },\n", + " 'low_beta': {\n", + " 'name':'Low beta (0.012)',\n", + " 'pars': {\n", + " 'beta': 0.012,\n", + " }\n", + " },\n", + " }\n", + "\n", + "# Run and plot the scenarios\n", + "scens = cv.Scenarios(basepars=basepars, scenarios=scenarios)\n", + "scens.run()\n", + "scens.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t4.ipynb b/docs/tutorials/t4.ipynb new file mode 100644 index 000000000..14be597dc --- /dev/null +++ b/docs/tutorials/t4.ipynb @@ -0,0 +1,260 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T4 - People and data\n", + "\n", + "Modeling without data is like riding a bicycle while blindfolded – rarely dull, but often you don't get to where you want to go. This tutorial shows how to use data with Covasim. But first, an introduction to people, populations, and contact layers." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## People and contact network layers\n", + "\n", + "Agents in Covasim are contained in an object called `People`, which contains all of the agents' properties, as well as methods for changing them from one state to another (e.g., from susceptible to infected).\n", + "\n", + "Agents interact with each other via one or more *contact layers*. You can think of each agent as a node in a mathematical graph, and each connection as an edge. By default, Covasim creates a single random contact network where each agent is connected to 20 other agents, completely at random. However, this is not a very realistic representation of households, workplaces, schools, etc.\n", + "\n", + "For greater realism, Covasim also comes with a \"hybrid\" population option, which provides a more realism while still being fast to generate. (It's called \"hybrid\" because it's a combination of the random network and the [SynthPops](http://synthpops.org) network, described in Tutorial 9, which is much more realistic but requires a lot of data and is computationally intensive.) The hybrid option provides four *contact layers*: households `'h'`, schools `'s'`, workplaces `'w'`, and community interactions `'c'`. Each layer is defined by (a) which agents are connected to which other agents, and (b) the weight of each connection (i.e., transmission probability). Specifically:\n", + "* Households are small clusters, usually 2-5 people (depending on country), consisting of a wide variety of ages; this setting has high transmission probability\n", + "* Schools are split into classrooms, usually about 20 students each, of students aged 6–22; this setting has medium transmission probability\n", + "* Workplaces are clusters of about 5-20 people, aged (approximately) 22-65; this setting has medium transmission probability\n", + "* Community contacts (representing parks, restaurants, transport, places of worship, etc.) are estimated as 20 random contacts per day; this setting has low transmission probability\n", + "\n", + "Note that for most countries, you can load default data (age distribution and household size, both from the UN) by using the `location` keyword when creating a sim. For example, to create a realistic (i.e. hybrid) population 10,000 people for Bangladesh and plot the results, you would do:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import covasim as cv\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0) # Standard options for Jupyter notebook\n", + "\n", + "pars = dict(\n", + " pop_size = 10_000, # Alternate way of writing 10000\n", + " pop_type = 'hybrid',\n", + " location = 'Democratic Republic of the Congo', # Case insensitive\n", + ")\n", + "\n", + "sim = cv.Sim(pars)\n", + "sim.initialize() # Create people\n", + "fig = sim.people.plot() # Show statistics of the people" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Demographic data\n", + "\n", + "Covasim includes pre-downloaded data on country (and US state) age distributions and household size distributions. As we saw in Tutorial 1, you can load these data simply by using the `location` parameter. You can show a list of all available locations with `cv.data.show_locations()`. The data themselves are simply a set of dictionaries, and these can be modified directly; for example, to add a custom age distribution for Johannesburg would look like this:\n", + "\n", + "```python\n", + "# Note data format and key names!\n", + "joburg_pop = {\n", + " '0-9': 286620,\n", + " '10-19': 277020,\n", + " '20-29': 212889,\n", + " '30-39': 161329,\n", + " '40-49': 104399,\n", + " '50-59': 51716,\n", + " '60-69': 36524,\n", + " '70-79': 22581,\n", + " '80+': 7086}\n", + "\n", + "cv.data.country_age_data.data['Johannesburg'] = joburg_pop\n", + "```\n", + "\n", + "You can then use these data via `sim = cv.Sim(location='Johannesburg')`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Epidemiological data scrapers\n", + "\n", + "Covasim includes a script to automatically download time series data on diagnoses, deaths, and other epidemiological information from several major sources of COVID-19 data. These include the [Corona Data Scraper](https://coronadatascraper.com), the [European Centre for Disease Prevention and\n", + "Control](https://www.ecdc.europa.eu/en/geographical-distribution-2019-ncov-cases), and the [COVID Tracking Project](https://covidtracking.com). These scrapers provide data for a large number of locations (over 4000 at the time of writing), including the US down to the county level and many other countries down to the district level. The data they download is already in the correct format for Covasim.\n", + "\n", + "## Data input and formats\n", + "\n", + "The correct input data format for Covasim looks like this:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " date new_diagnoses new_tests new_deaths\n", + "0 2020-03-01 1 24 0\n", + "1 2020-03-02 3 22 0\n", + "2 2020-03-03 2 15 0\n", + "3 2020-03-04 8 40 0\n", + "4 2020-03-05 20 38 0\n", + "5 2020-03-06 9 61 0\n", + "6 2020-03-07 6 43 0\n", + "7 2020-03-08 13 98 0\n", + "8 2020-03-09 6 93 0\n", + "9 2020-03-10 25 170 0\n", + "10 2020-03-11 28 368 0\n", + "11 2020-03-12 27 437 0\n", + "12 2020-03-13 22 291 2\n", + "13 2020-03-14 43 328 0\n", + "14 2020-03-15 76 1147 0\n", + "15 2020-03-16 65 1438 1\n", + "16 2020-03-17 88 1209 0\n", + "17 2020-03-18 86 1269 0\n", + "18 2020-03-19 115 1195 1\n", + "19 2020-03-20 51 529 0\n", + "20 2020-03-21 55 482 3\n", + "21 2020-03-22 95 1106 2\n", + "22 2020-03-23 74 471 1\n", + "23 2020-03-24 63 438 4\n", + "24 2020-03-25 178 1111 2\n", + "25 2020-03-26 83 621 1\n", + "26 2020-03-27 140 1059 2\n", + "27 2020-03-28 137 951 1\n", + "28 2020-03-29 150 964 0\n", + "29 2020-03-30 144 1058 1\n", + "30 2020-04-03 145 1058 1\n", + "31 2020-04-11 0 0 1\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "df = pd.read_csv('example_data.csv')\n", + "print(df)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data can be CSV, Excel, or JSON format. There **must** be a column named `date` (not \"Date\" or \"day\" or anything else). Otherwise, each column label must start with `new_` (daily) or `cum_` (cumulative) and then be followed by any of: `tests`, `diagnoses`, `deaths`, `severe` (corresponding to hospitalizations), or `critical` (corresponding to ICU admissions). While other columns can be included and will be loaded, they won't be parsed by Covasim. Note that if you enter a `new_` (daily) column, Covasim will automatically calculate a `cum_` (cumulative) column for you." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "**Note:** Sometimes date information fails to be read properly, especially when loading from Excel files via pandas. If you encounter this problem, see Tutorial 8 for help on fixing this.\n", + " \n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This example shows how a simulation can load in the data, and how it automatically plots it. (We'll cover interventions properly in the next tutorial.)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pars = dict(\n", + " start_day = '2020-02-01',\n", + " end_day = '2020-04-11',\n", + " beta = 0.015,\n", + ")\n", + "sim = cv.Sim(pars=pars, datafile='example_data.csv', interventions=cv.test_num(daily_tests='data'))\n", + "sim.run()\n", + "sim.plot(to_plot=['cum_tests', 'cum_diagnoses', 'cum_deaths'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, this is not a great fit to data – but we'll come to calibration in Tutorial 7." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t5.ipynb b/docs/tutorials/t5.ipynb new file mode 100644 index 000000000..fb90556c9 --- /dev/null +++ b/docs/tutorials/t5.ipynb @@ -0,0 +1,597 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T5 - Using interventions\n", + "\n", + "Interventions are one of the most critical parts of Covasim. This tutorial shows how to implement standard interventions, as well as how to define your own custom interventions.\n", + "\n", + "## Change beta and clip edges\n", + "\n", + "The most basic intervention in Covasim is \"change beta\": this changes overall transmission rates on the specified day(s), no questions asked. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import covasim as cv\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0) # Standard options for Jupyter notebook\n", + "\n", + "# Define baseline parameters and sim\n", + "pars = dict(\n", + " start_day = '2020-03-01',\n", + " end_day = '2020-06-01',\n", + " pop_type = 'hybrid',\n", + ")\n", + "orig_sim = cv.Sim(pars, label='Baseline')\n", + "\n", + "# Define sim with change_beta\n", + "cb = cv.change_beta(days=['2020-04-15', '2020-05-01', '2020-05-15'], changes=[0.2, 1.5, 0.7])\n", + "sim = cv.Sim(pars, interventions=cb, label='With beta changes')\n", + "\n", + "# Run and plot\n", + "msim = cv.MultiSim([orig_sim, sim])\n", + "msim.run()\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A few things to note here:\n", + "\n", + "* By default, interventions are shown with vertical dashed lines. You can turn this off by passing `do_plot=False` to the intervention.\n", + "* Look at the new infections plot (middle) for the clearest illustration of the impact the intervention has.\n", + "* Note that like other \"parameters\", you can either pass interventions to the sim directly or as part of the pars dictionary; the examples below illustrate these options.\n", + "* All interventions handle dates automatically, so days can be specified as strings, integer numbers of days from the start of the sim, or datetime objects. You can even mix and match (e.g. `days=[10, '2020-05-05']`), although this is not recommended for obvious reasons!\n", + "\n", + "If your simulation has different layers (discussed in Tutorial 1), you can also define the beta change to only apply to a single layer. For example, an intervention that closed 90% of schools (`'s'`) on September 1st would be written as:\n", + "\n", + "```python\n", + "close_schools = cv.change_beta(days='2020-09-01', changes=0.1, layers='s')\n", + "```\n", + "\n", + "The \"clip edges\" intervention works similarly to the \"change beta\" intervention, with two important distinctions:\n", + "\n", + "1. Whereas beta changes affect the per-contact transmission probability, clip edges change the number of contacts. For example, in the `close_schools` example above, each school-aged child has an unchanged number of contacts (about 20), but 10 times lower probability of infection per contact (about 0.1% per contact per day). If clip edges were used instead, then each child would have unchanged probability of infection per contact (about 1% per contact per day), but 10 times fewer contacts (about 2).\n", + "2. While beta changes can be any value (greater or less than 1), as the name implies, clip edges can only *clip* edges, not create new ones. Edges that are clipped are saved and can later be restored, but you can never have a change of greater than 1.0 with clip edges." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "Overall, it's best to use `change_beta` for interventions that reduce per-contact risk (e.g., masks), and `clip_edges` for interventions that reduce the number of contacts per person. However, in practice, it tends to make relatively little difference to the simulation results. If in doubt, use `change_beta`.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Testing interventions\n", + "\n", + "There are two types of testing interventions in Covasim:\n", + "\n", + "1. `test_num` performs the specified *number* of tests per day;\n", + "2. `test_prob` performs testing with the specified *probability*.\n", + "\n", + "Typically, if you have actual data on number of tests, you would use `test_num`; otherwise, you would usually use `test_prob`. For `test_num`, other than the number of tests performed, the main parameter is `symp_prob`, which determines how much more likely someone with (true positive) COVID symptoms is to test than a person who is asymptomatic or uninfected. Higher values of `symp_prob` give more diagnoses per number of tests, since symptomatic people preferentially test. The default value is 100, meaning that on any given day, a person experiencing COVID symptoms is 100 times more likely to test than someone who isn't.\n", + "\n", + "Likewise, `test_prob` also lets you specify the (daily) probability of symptomatic vs. asymptomatic testing. Unlike `test_num`, however, the total number of tests is determined by these probabilities. For example, since symptomatic testing probabilities are usually much higher than asymptomatic, if the epidemic is growing, more people will be symptomatic and thus go to be tested." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "Note that test probabilities for `test_prob` are daily probabilities, not total. If you set `symp_prob = 0.3`, this means a person has a 30% chance of testing *per day of symptoms*, meaning that on average they will go to be tested after 2-3 days. Given that symptoms last for up to 8 days, the total probability that they will test at some point during their illness is much higher than the daily probability.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The example below illustrates (a) `test_num` with data, (b) `test_num` with a fixed number of tests per day, and (c) `test_prob`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import covasim as cv\n", + "\n", + "# Define the testing interventions\n", + "tn_data = cv.test_num('data')\n", + "tn_fixed = cv.test_num(daily_tests=500, start_day='2020-03-01')\n", + "tp = cv.test_prob(symp_prob=0.2, asymp_prob=0.001, start_day='2020-03-01')\n", + "\n", + "# Define the default parameters\n", + "pars = dict(\n", + " pop_size = 50e3,\n", + " pop_infected = 100,\n", + " start_day = '2020-02-01',\n", + " end_day = '2020-03-30',\n", + ")\n", + "\n", + "# Define the simulations\n", + "sim1 = cv.Sim(pars, datafile='example_data.csv', interventions=tn_data, label='Number of tests from data')\n", + "sim2 = cv.Sim(pars, interventions=tn_fixed, label='Constant daily number of tests')\n", + "sim3 = cv.Sim(pars, interventions=tp, label='Probability-based testing')\n", + "\n", + "# Run and plot results\n", + "msim = cv.MultiSim([sim1, sim2, sim3])\n", + "msim.run()\n", + "msim.plot(to_plot=['new_infections', 'new_tests', 'new_diagnoses', 'cum_diagnoses'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Contact tracing\n", + "\n", + "Contact tracing is the process of notifying the contacts of a diagnosed positive COVID case and letting them know that they have been exposed, so they can be tested, go into quarantine, or both. Since contact tracing uses diagnosed people to start with, and since people are only diagnosed if they are tested, you **must** include at least one testing intervention in your sim before including contact tracing. The main option for contact tracing is `trace_prob`, the probability that a person in each layer will be traced (usually high for households and lower for other layers). For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import covasim as cv\n", + "\n", + "# Define the testing and contact tracing interventions\n", + "tp = cv.test_prob(symp_prob=0.2, asymp_prob=0.001, symp_quar_prob=1.0, asymp_quar_prob=1.0)\n", + "ct = cv.contact_tracing(trace_probs=dict(h=1.0, s=0.5, w=0.5, c=0.3))\n", + "\n", + "# Define the default parameters\n", + "pars = dict(\n", + " pop_type = 'hybrid',\n", + " pop_size = 50e3,\n", + " pop_infected = 100,\n", + " start_day = '2020-02-01',\n", + " end_day = '2020-05-01',\n", + " interventions = [tp, ct],\n", + ")\n", + "\n", + "# Create and run the simulation\n", + "sim = cv.Sim(pars)\n", + "sim.run()\n", + "\n", + "# Plot the simulation\n", + "cv.options.set(font_size=8, show=True) # Make the font size a bit smaller here so the labels don't overlap\n", + "sim.plot(to_plot=['new_infections', 'new_tests', 'new_diagnoses', 'cum_diagnoses', 'new_quarantined', 'test_yield'])\n", + "cv.options.set(font_size='default', show=False) # Reset to the default value" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since it's assumed that known contacts are placed into quarantine (with efficacy `sim['quar_factor']`), the number of contacts who are successfully traced each day is equal to the number of people newly quarantined (bottom left panel). As is commonly seen using testing and tracing as the only means of epidemic control, these programs stop the epidemic from growing exponentially, but do not bring it to zero." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Vaccination\n", + "\n", + "Vaccines can do one of two things: they can stop you from becoming infected in the first place (acquisition blocking), or they can stop you from developing symptoms or severe disease once infected (symptom blocking). The Covasim vaccine intervention lets you control both of these options. In its simplest form, a vaccine is like a change beta intervention. For example, this vaccine:\n", + "\n", + "```python\n", + "vaccine = cv.vaccine(days=30, prob=1.0, rel_sus=0.3, rel_symp=1.0)\n", + "```\n", + "\n", + "is equivalent to this beta change:\n", + "\n", + "```python\n", + "cb = cv.change_beta(days=30, changes=0.3)\n", + "```\n", + "\n", + "But that's not very realistic. A vaccine given on days 30 and 44 (two weeks later), with efficacy of 50% per dose which accumulates, given to 60% of the population, and which blocks 50% of acquisition and (among those who get infected even so) 90% of symptoms, would look like this:\n", + "\n", + "```python\n", + "vaccine = cv.vaccine(days=[30, 44], cumulative=[0.5, 0.5], prob=0.6, rel_sus=0.5, rel_symp=0.1)\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Age targeting and other subtargeting\n", + "\n", + "For some interventions, you want them to preferentially apply to some people in the population, e.g. the elderly. For testing and vaccine interventions, this can be done using the `subtarget` argument. Subtargeting is quite flexible in terms of what it accepts, but the easiest approach is usually to define a function to do it. This function must return a dictionary with keys `inds` (which people to subtarget) and `vals` (the values they are subtargeted with). This example shows how to define a 20% transmission-blocking, 94% symptom-blocking vaccine with varying coverage levels by age (for the vaccine intervention, `subtarget` modifies `prob`, the probability of a person being vaccinated) applied on day 20:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import covasim as cv\n", + "import numpy as np\n", + "\n", + "# Define the vaccine subtargeting\n", + "def vaccinate_by_age(sim):\n", + " young = cv.true(sim.people.age < 50) # cv.true() returns indices of people matching this condition, i.e. people under 50\n", + " middle = cv.true((sim.people.age >= 50) * (sim.people.age < 75)) # Multiplication means \"and\" here\n", + " old = cv.true(sim.people.age > 75)\n", + " inds = sim.people.uid # Everyone in the population -- equivalent to np.arange(len(sim.people))\n", + " vals = np.ones(len(sim.people)) # Create the array\n", + " vals[young] = 0.1 # 10% probability for people <50\n", + " vals[middle] = 0.5 # 50% probability for people 50-75\n", + " vals[old] = 0.9 # 90% probability for people >75\n", + " output = dict(inds=inds, vals=vals)\n", + " return output\n", + "\n", + "# Define the vaccine\n", + "vaccine = cv.vaccine(days=20, rel_sus=0.8, rel_symp=0.06, subtarget=vaccinate_by_age)\n", + "\n", + "# Create, run, and plot the simulations\n", + "sim1 = cv.Sim(label='Baseline')\n", + "sim2 = cv.Sim(interventions=vaccine, label='With age-targeted vaccine')\n", + "msim = cv.MultiSim([sim1, sim2])\n", + "msim.run()\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you have a simple conditional, you can also define subtargeting using a lambda function, e.g. this is a vaccine with 90% probability of being given to people over age 75, and 10% probability of being applied to everyone else (i.e. people under age 75%):\n", + "```python\n", + "vaccine = cv.vaccine(days=20, prob=0.1, subtarget=dict(inds=lambda sim: cv.true(sim.people.age>50), vals=0.9))\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, lambda functions are not known for their easy readability, so their use is discouraged." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Dynamic parameters\n", + "\n", + "A slightly more advanced intervention is the dynamic parameters intervention. This is not an intervention the same way the others are; instead, it provides a consistent way to modify parameters dynamically. For example, to change the number of imported infections on day 15 from 0 to 100 (representing, say, resuming international travel), and then change back to 0 on day 30:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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//ZSUlDB16lSmTp2aaG1tiZtuuonbb7+dESNGcNNNN3HBBRewePFiQqFQq+1DOqf09HQee+yxxGuR7kafARHpaFwsRmzdOmIrVxJb5SeYa9YQW7mSeHn59lcMBAj26UOw/14E+/bxusT2LiRQWOi9VnfYLk3zfCbZlXk+6yIxrr7//fYJrIm7Lx9PRrjlI2hdeumlPPzww2T4N0tXV1fTt29fZsyYwYEHHtjsOrfffjvTp09nzpw5AOTl5fGnP/2JSy65ZJu6V1xxBcFgkHvuuSdR9tZbbzFx4kSqq6vJyMjY4YBDjS2f9913H1//+tcBmDdvHmPHjmX+/PmMHj26RfsQERERkdYVr6z0k8uVxFauIrZqFdFVq4mtXQux6HbXC/ToQXCvvQj170+wf3+Ce/UnuNdeBIuLMb8BQ7oOzfMpW5k8eTJ33XUXAGVlZfzlL3/hxBNP5P3332fQoEE8+uij3HHHHSxZsoSqqiqi0ehWCfj3vvc9rrjiCh566CGOO+44zj33XIYNGwZ4XXI/+eQTHnnkkUR95xzxeJylS5cyZsyYFsWYPPhR3759AdiwYQOjR49utX2IiIiIyLZcQwPRJUuILFxE9MsvE91m45UV213H0jMI9u/nJZl77eUlmP29JDOQldWO0UtnscvJp5kdDVwPHAT0Bc50zj2dtHwa0LR57CXn3Ak72e63/e32AT4GvuOcez9peQbwW+CrQDrwEvAt59z6pDoDgbuAyUAV8CDwI+fc9r+W2U3poQB3Xz6+tTfb4n3vquzsbIYPH554f99995Gfn89f//pXTj75ZC666CJuvfVWpkyZQn5+PtOnT+e3v/1tov4tt9zChRdeyHPPPccLL7zAzTffzPTp0znzzDOpqqriqquu4pprrtlmvwMHDmxxjOGkb8EauxXH417X5tbah3RO0WiUp556CoAzzzyTUEjfm0n3os+AiLQmF4sRW76CyKKFRBcsJLJwIdFlyyAWa7Z+oLA3ob36ExwwYKtEM1BYiAV2/f9S6b52569XNl5yeD/w5HbqvAhclvR+h+Mhm9n5wO+Aq4H3gGuBl8xslHNug1/t98DJwLlABXCnv/8j/W0EgeeAdcAReInx34EI8ONdOcCWMLNd6vra0ZgZgUCA2tpa3n77bQYNGsRNN92UWL58+fJt1hk5ciQjR47kuuuu44ILLuCBBx7gzDPP5MADD2TevHlbJbetrT32IR1XfX095513HuB9EaF/vKW70WdARHaXc47YmjVEFy70WjUXLiS6eEmz05UE8gsIjRxBePhwgoMGEuy/F6H+/bDMzBRELl3RLv/1cs69ALwA7GjQm3rn3Lpd2Oz3gL865x7wt3s1XqJ5OfBrM8sHvg5c6Jx7za9zGTDfzA5zzr0LfAXYGzjObw2da2Y/Bf7PzG5xzrVg3Oauq76+nnXrvEtSVlbGnXfeSVVVFaeeeiqVlZWsWLGC6dOnc8ghh/Dcc88lvmEHqK2t5frrr+ecc85hyJAhrFq1ig8++ICzzz4bgBtuuIHDDjuMqVOncsUVV5Cdnc28efN4+eWXufPOO1sl/vbYh4iIiEhn5uJxL9FcvJjo4iVEFy8msngJrrpqm7qWmUloxEjCI0cQGuk9B4qK9mhQS5GdaauvTieZ2QagDHgN+IlzbmNzFc0sDa8L722NZc65uJm9AjTOs3EQEAZeSarzhZmt8Ou86z9/mtwNF69r7l3AWOCjZvadjteFt1HuLh5np/Hiiy8m7qPMzc1l9OjRPP7440yaNAmA6667jqlTp1JfX8/JJ5/MT3/6U2655RYAgsEgGzdu5OKLL2b9+vUUFhZy1llnceuttwLevZpvvPEGN910ExMmTMA5x7Bhwzj//PNbLf722IeIiIhIZ+GiUWIrVhJZvJjokiXe48svcbW129S1cBqhoUP8JHMkoVEjCfbvry6z0u72aLRbM3Nse8/nV4EaYCkwDPgV3v2XhzvntulIbmb9gNXAEc65d5LKfwNMdM4damYXAg8459KbrPs+8Lpz7gYzuxcY5JybkrQ8C6gGTvJbbJvu+xbg5qblLRntVkTaT3V1NTk5OYDX5VBzu0p3o8+ASPfmolGiy5YRXbgo0ZoZW7YMF9m2Y5+lpRMaNpTQsGGEhg/zngcN0giz0qZSNtqtc2560ttPzewTYAkwCXi1tfe3h27Du9e0US6wKkWxiIiIiEg3l+g62zgQ0MKFRJd82XyimZVFaNhwQsOGEh4+nNDwYQQHDFCLpnRYbT5igXPuSzMrBYbTfPJZCsSA4iblxXiDB+E/p5lZgXOufAd1mg4/W5y0rLnY6kkaDEl93EVERESkvTjniG/cSPSLBUQWeYMBRRYtwlVXb1PXcnIJjxhOaOQIQkOHER4+nECfYiWa0qm0efJpZnsBvYC1zS13zjWY2YfAscDT/joB/33jSDIf4o1aeyzwhF9nFDAQaOyq+w5wk5kVJY2QezxQCcxr3aMSEREREdk1zjliK1bQMHcukbkfE1mwgHhZ2Tb1LC3d6zI7snFAoFEE+/VVQ4l0erszz2cOXitmoyFmdgCwyX/cjJcgrsO75/M3wGK8wX+253fAg2Y2B3gfb6qVbOABAOdchZn9DfidmW3CSyj/BLzjj3QL8B+8JPMhM/sh3nyhvwT+7LdwikgnlZaWxgMPPJB4LdLd6DMg0nnFSkuJzP2Yho8+omHuXOKbNm1dIRAgNHiwNxCQn2iGBg/Cgp13Sj+R7dnlAYfMbBLwejOLHgS+idd6OQ4oANbgJYU/TR6F1sxmAsucc5cmlU0FrsdLGucC1zjn3ktangH8FrgAb4Tal4BvJU/pYmaD8Ea3nYQ30NCDwI3OuWgLjy0PqNCAQyIiIiKyO+I1NUQ++cRr3fzoY6Irtp473cJphPcZS9q4cYTHjiU0dAiWkZGiaEVaR0sHHNqj0W53l5ktB252zk1r953vgJJPEREREdkVLh4nOv8Lr2Xzv/8lsmABxONbKpgRGj6CtAMPIO2AAwjvvTemHgzSxaRstNudMbOxQAXw9/bet4h0TtFolJde8nruT5kyhVCo3X91iaSUPgMiHYurraXho7nUv/suDe+9T7yyYqvlwX79SDvgAK91c//9COR22ankRXZJSlo+Oyq1fIp0TJrjULo7fQZEUi9eVkb9++9T/867RP770VZTn1h2DmkHHUjaOK91M9inTwojFWl/HbblU0RERESkM4iuXEn9O+/S8O67RL74ApIabYLFxaQddhjphx9GeOxYTD0SRHZKEwPJNmbOnImZUV5evsN6gwcP5g9/+MMubXvSpElce+21ux1bZ9KS82hmPP3007u03aeffprhw4cTDAbb9Fx2p2slIiIC3v2bkXnzqfrb/Wy84ko2feMqqh94gMj8+eAcoeEjyP7a1+j55z/T84H7yb36KtL231+Jp0gL6ZPShd19991cf/31lJWVJe4PqqqqokePHhx55JHMnDkzUXfmzJlMnjyZxYsXc8QRR7B27drGpnOmTZvGtddeu9NktCWefPJJwuHwHm+nrTSeh7KyMgoKCtp8f2vXrqVHjx67tM5VV13FZZddxjXXXENuK9xDsr1j7ujXSkREpDU454guWkT9G7Oom/Um8dKSLQuDIdL234/0ww4j7fDDCBYWpi5QkS5AyWcXNnnyZKqqqpgzZw6HHXYYAG+++SZ9+vThvffeo66ujgx/aO/XX3+dgQMHMmzYMAD6tNG9Cj179myT7baGSCTS7vvc1fNcVVXFhg0bmDJlCv369WujqDwd+VqJiIjsCecc0S+XUj9rFvWzZhFbl5i5D8vMJG38eNIPP4y0gw8moHusRVqNut12YaNGjaJv377btHCefvrpDBkyhHfffXer8smTJydeN3YXnTlzJpdddhkVFRWYGWbGLbfcklivpqaGyy+/nNzcXAYOHMi99967w5iaduUcPHgwv/zlL7n44ovJyclh0KBBPPvss5SUlHD66aeTk5PDfvvtx5w5cxLrTJs2jYKCAp5++mlGjBhBRkYGU6ZMYeXKlVvt66677mLYsGGkpaUxatQoHnrooa2Wmxl33XUXp512GtnZ2Vx55ZWJc9CjRw/MjEsvvRSAeDzObbfdxpAhQ8jMzGT//ffnX//611bbe/755xk5ciSZmZlMnjyZZcuW7fBcNMbQ2O122bJlmBlPPvkkkydPJisri/3335933nkH8K5LY0vnMcccg5klru1bb73FhAkTyMzMZMCAAVxzzTVUV1cn9lNfX88NN9zAgAEDSE9PZ/jw4fztb39j2bJl2z3mpteqrKyMiy++mB49epCVlcWJJ57IokWLtrkuL730EmPGjCEnJ4cTTjiBtWvXJurMnDmT8ePHk52dTUFBAUceeSTLl289/5mIiEhbiS5fTvXfH2LTld+gbOpUah57jNi6dVh6BulHH03+TTdR+M9/kH/jDWRMnKjEU6S1Oef08B9AHuAqKirczsTjcRevqUnNIx7faXyNLrzwQveVr3wl8f6QQw5xjz/+uLv66qvdz372M+ecczU1NS49Pd1NmzbNOefc66+/7gBXVlbm6uvr3R/+8AeXl5fn1q5d69auXes2b97snHNu0KBBrmfPnu7Pf/6zW7RokbvttttcIBBwX3zxxXbjmThxovvud7+beN+4jbvvvtstXLjQffOb33R5eXnuhBNOcI899phbsGCBO+OMM9yYMWMSx/3AAw+4cDjsDj74YPf222+7OXPmuPHjx7sjjjgisd0nn3zShcNh9+c//9ktWLDA/fa3v3XBYNC99tpriTqAKyoqcvfff79bsmSJW7ZsmXviiScc4BYsWODWrl3rysvLnXPO/fKXv3SjR492L774oluyZIl74IEHXHp6ups5c6ZzzrkVK1a49PR0973vfc998cUX7uGHH3bFxcWJ87g9gHvqqaecc84tXbrUAW706NFuxowZbsGCBe6cc85xgwYNcpFIxNXX17sFCxY4wD3xxBNu7dq1rr6+3i1evNhlZ2e73//+927hwoVu9uzZbty4ce7SSy9N7Oe8885zAwYMcE8++aRbsmSJe+WVV9z06dNdNBrd7jE3vVannXaaGzNmjJs1a5abO3eumzJlihs+fLhraGjY6rocd9xx7oMPPnAffvihGzNmjLvwwgudc85FIhGXn5/vfvCDH7jFixe7efPmuWnTprnly5dv9/w0qqqqcoADXFVV1U7ri3Q1+gyI7L7IqlWu6pF/uI3fuNqtP+HExGPDqae78l/80tXOnOniNTWpDlOkU6uoqGj8O5XndpBvqdvt7qqro+Sss1Oy695PPgGZmS2qO3nyZK699lqi0Si1tbV89NFHTJw4kUgkwt133w3AO++8Q319faIFLFlaWhr5+fmYWbNdRE866SS+9a1vAXDDDTfw+9//ntdff51Ro0a1+HhOOukkrrrqKgB+9rOfcdddd3HIIYdw7rnnJrZ7+OGHs379+kQMkUiEO++8k0MPPRSABx98kDFjxvD+++8zfvx4br/9di699NJEbN/73vd49913uf3227c6zgsvvJDLLrss8X7p0qUAFBUVJe5/rK+v51e/+hWvvPIKhx9+OABDhw7lrbfe4p577mHixImJVtbf/va3gNfq/Omnn/J///d/LT4PjX7wgx9w8sknA3DrrbcyduxYFi9ezOjRoykqKgK8LrGN5+K2227joosuSrRSjhgxgjvuuCMR14oVK3jsscd4+eWXOe644xLxN2rsXpt8zE0tWrSIZ599ltmzZ3PEEUcA8MgjjzBgwACefvrpxLVq/Llq7L49depUfv7znwPeENwVFRWccsopieVjxoxp0TlJS0vjzjvvTLwW6W70GRDZNfGyMureeIO6V18junjxlgXBEGkHH0TG0UeTdvhhBFr4/5RIKjnnWFtey7zVlcxfU8HZhwygX4+sVIe1W5R8dnGTJk2iurqaDz74gLKyMkaOHEnv3r2ZOHEil112GXV1dcycOZOhQ4cycODAXd7+fvvtl3jdmKBu2LBht7dRXFwMwL777rtN2YYNGxIJVygU4pBDDknUGT16NAUFBcyfP5/x48czf/58vvGNb2y1nyOPPJI//vGPW5UdfPDBO41v8eLF1NTUcPzxx29V3tDQwLhx4wCYP39+IhFu1Jio7qrk89G3b1/AO/bRo0c3W//jjz/mk08+4ZFHHkmUOeeIx+MsXbqUTz/9lGAwyMSJE3crHvCOLxQKbXWMvXr1YtSoUcyfPz9RlpWVlUgsG+Nv/Hno2bMnl156KVOmTOH444/nuOOO47zzzksc446Ew2G+/e1v73b8Ip2dPgMiO+caGqh/9z3qXn2VhjlzIB73FgSDpI0bR/qECaQfcTgBf85ckY7KOUfJ5nrmr65g/ppK5q+uoKJ2y9gko/vlKfnsdjIyvBbIFO27pYYPH85ee+3F66+/TllZWSIB6devHwMGDODtt9/m9ddf55hjjtmtUJqOhmpmxBt/2e/GNsxsu2W7ut2WaMlE7VVVVQA899xz9O/ff6tl6enprR7Trh57VVUVV111Fddcc802ywYOHMji5G9821hzPw8uaU60Bx54gGuuuYYXX3yRRx99lJ/85Ce8/PLLiQGxREREdoVzjui8+dS9+ip1s2bhksY7CI0cRcaxx5Ax8WgC/gj+Ih3Vpqp6vljjtWzOW13Jxqr6rZaHgwFG9Mll7/75jO3feX+elXzuJjNrcdfXVJs8eTIzZ86krKyM66+/PlF+9NFH88ILL/D+++/zzW9+c7vrp6WlEYvF2iPUFotGo8yZM4fx48cDsGDBAsrLyxPdOMeMGcPs2bO55JJLEuvMnj2bvffee4fbbezOlny8e++9N+np6axYsWK7rYdjxozh2Wef3aoseUCntnTggQcyb948hg8f3uzyfffdl3g8zhtvvJHodpusuWNuasyYMUSjUd57771Et9uNGzeyYMGCnZ7TpsaNG8e4ceP40Y9+xOGHH84//vGPnSafsViMN998E4AJEyYQDAZ3aZ8inZ0+AyJbi61ZS91rr1H36qtbjVQbKOztJZzHHkNowIAURiiyY9V1UeatqWD+6grmra5gXUXdVssDZgwrzmHvfvmM6Z/PsKIcwqHOP1asks9uYPLkyXz7298mEolslTxNnDiRqVOn0tDQ0Oz9no0GDx5MVVUVr776Kvvvvz9ZWVlkZaW2qT8cDvOd73yHO+64g1AoxNSpUznssMMSyej111/Peeedx7hx4zjuuOP497//zZNPPskrr7yyw+0OGjQIM2PGjBmcdNJJZGZmkpubyw9+8AOuu+464vE4Rx11FBUVFcyePZu8vDwuueQSrr76an77299y/fXXc8UVV/Dhhx8ybdq0djgT3j2xhx12GFOnTuWKK64gOzubefPm8fLLL3PnnXcyePBgLrnkEi6//HLuuOMO9t9/f5YvX86GDRs477zzmj3mnCZdkkaMGMHpp5/OlVdeyT333ENubi433ngj/fv35/TTT29RnEuXLuXee+/ltNNOo1+/fixYsIBFixZx8cUX73Tdurq6xM9oVVVVi1qsRboSfQZEIF5dTf2sWdS98iqRefMS5ZaZSfpRR5Fx7DGE990XC3T+f9Cl64nHHcs3VvPpinI+WVnOlxs2E9/SOYyAwaDCHEb3y2Pv/vmMKM4lI63rfdGo5LMbmDx5MrW1tYwePTpx/yR4yefmzZsTU7JszxFHHMHVV1/N+eefz8aNG7n55pu3mm4lFbKysrjhhhu48MILWb16NRMmTOBvf/tbYvkZZ5zBH//4R26//Xa++93vMmTIEB544AEmTZq0w+3279+fW2+9lRtvvJHLLruMiy++mGnTpvGLX/yC3r17c9ttt/Hll19SUFDAgQceyI9//GPA6976xBNPcN111/GnP/2J8ePH86tf/YrLL7+8LU8D4N0j+sYbb3DTTTcxYcIEnHMMGzaM888/P1Hnrrvu4sc//jHf+ta32LhxIwMHDkzEvr1jbuqBBx7gu9/9LqeccgoNDQ0cffTRPP/889t0td2erKwsvvjiCx588EE2btxI3759+fa3v50YbEpERKQ5kUWLqJ3xHPVvzMLV+61DgQBp48aRccwxpB9+GNZJeqNJ91JdF+WzVeV8sqKcT1eVU1m79Zzy/Xtksnd/r2VzVJ88sjO6fmpmyfdjdXdmlgdUVFRUkJeXl+pwZDumTZvGtddeS3l5eapDkXZSXV2daI1Vq490R/oMSHfj6uqomzWL2hnPE120MFEeGjiIjOOPI33yJIK9eqUuQJFm7Kx1MyMcZEy/PPYb2IP9BhTQK7f1xw5JlcrKSvK9e6vznXOV26vX9dNrEREREekUoqtWUfvc89S9/Aqu2hvwj1CYjKOOJOPkkwmP3TsxGJ9IRxCLOz5fVc57Szby6crmWzf3G9CDfQcWMLJPLqFg9+4WruRTRERERFLGRaPUv/Mudc89R8PHHyfKg8XFZJx0EpnHH0egR48URiiyrRWl1cxeWMK7i0u3mgalK7dutgZ1u02ibrciHZO6HEp3p8+AdEWxkhLqXniR2pdeIr5pk1cYCJB2yCFknnwyaQcdqMGDpEMpq27g3cWlzF5YwqpNNYnynPQQhw4v5KAhPbtt66a63YqIiIhIhxOZP5+aJ56k/p13wJ/HOlBQQMaUKWSeeALBpMERRVKtLhLjv8s28fbCEuatrkjcwxkKGPsP6sFRI3uz74CCbplw7g4lnyLS4YXDYX7zm98kXot0N/oMSGfn4nEa3nmXmief3GqalPC++5J58kmkH3EEpp9t6SDiccf8NRW8vaiUD5duoi6yZS70EcW5HDGyN+OH9uoWo9O2NnW7TaJutyIiIiKtx9XVUffKq9Q89RSxNWu8wlCYjGMmk3XmGYQGD05pfCLJ1pXX8tbCEmYvLKGsuiFR3js3nSNH9ubwEYUU52tan+ao262IiIiIpES8rIzaf8+gdsZzxDd7/4daTi6ZJ59E5mmnEuzZM8URinhqG6K8v2Qjby0oYdH6zYnyrLQg44cVcuTIQoYX52qU5Vai5FNEOrxYLMZ///tfAA488ECCwWCKIxJpX/oMSGcRXbGCmiefov6113ERr+UoWFxM5llnkXn8cVimWo0k9Rq71c5eWMIHX24iEvPvPTbYZ68CjhpVxLhBPQiHdB9na1PyKSIdXl1dHePHjwc00qd0T/oMSEfmnCPy2WfU/OsJGt5/P1EeHjWKzLPPJv3IIzRqrXQIGyrqEt1qN1bVJ8r7FmQyYVRvDh/Rmx7ZaSmMsOtT8ikiIiIiu8w5R8N771Ez/VEiCxZ4hWakH344WWedRWjvMeqqKClX1xDj/S83MnthCQvWbrkVMTMtyGHDCjlqVG+GFuXoZ7WdKPkUERERkRZz8Tj1b82m5tFHiX75JQAWTiPjK8eTeeYZhPr3T3GE0t3F446F6yp5c0EJc77cSH3U61ZrwNi9CpgwqjfjBvckTd1q252STxERERHZKReLUT/zDaqnP0ps1UoALDOTzFNOIevMMwj06JHiCKW7K6msY/bCEt5aWELp5i3daovzM5gwqogjRhTSMyc9hRGKkk8RERER2S7X0OBNl/L448TWrQPAsnPIOuN0Mk8/jUBuboojlO6sLhLjw6WbeGvBBuav2dKtNiMc5NBhvThqVBHDi9WttqNQ8ikiIiIi23B1ddS+9BI1/3qCeGkpAIH8AjLPOpPMU04mkJWV4gilu3LOsWjdZt5csIEPvtxEXSQGeN1qx/TP56hRvTlocE/SwxoZvKNR8ikiIiIiCfHaWupmPEfNk08SLy8HIFBYSNY5Z5M5ZQqWkZHaAKXb2lhVz9sLS3hrQQnrK+sS5b1z0zlqVBFHjuxNYa661XZkSj5FpMMLh8PcfPPNidci3Y0+A9Ie4ps3U/vMs9Q88yyuajPgzdGZdd55ZBx3LJamKSik/UVjcT5aXsYb8zfw+apynF+eHgowflgvjhxZxKi+uepW20mYc27ntboJM8sDKioqKsjLy0t1OCIiIiJtLl5WRs2TT1H73HO42loAgnvtRfb555M+aSIWUluFtL/Vm2p444sNvL2ohKq6aKJ8VN88JozqzcFDepGRpm61HUVlZSX5+fkA+c65yu3V028TERERkW4otmEDNf96groXX8JFGgAIDR1K1vnnkX7UUVhA01BI+6priPHeklJmfbGBJRuqEuUFWWGOGlnEhNG9Kc7PTGGEsqeUfIpIhxePx5k/fz4AY8aMIaB/iKSb0WdAWlN09RpqHnuMuldfg5jXohQePZqsr55P2vjx6r4o7co5x+L1Vcz6Yj3vL9kyJ2fAYP+BPZg4pph9BxQQDOjnsitQ8ikiHV5tbS377LMPAFVVVWRnZ6c4IpH2pc+AtIbosmVUT3+U+jffhLj3D37a/vuT9dXzCe+/v5JOaVeVtRFmLyzhzS82sKa8NlFenJ/B0aOLOGpkb/KzdJ9xV6PkU0RERKQLiyxcSM0/p1P/7ruJsrTx48n+6vmEx4xJYWTS3XitnJt59fP1zPlyI9G4N/ZMOOgNHnT06CJG9tHgQV2Zkk8RERGRLqjh00+pmf4oDf/9r1dgRvpRR5F1/vmEhw1NbXDSrdQ1xHh7cQmvfb6eVZtqEuWDC7OZOKaYQ4f1IitdaUl3oKssIiIi0kU452iY8yE1jz5K5PPPvcJAgIxjjiHrvHMJDRiQ2gClW1m1qYbXPl/H24tKqYvEAK+V87DhvThm7z4MKcpJcYTS3pR8ioiIiHRyLh6n4Z13qZ7+KNHFi7zCUJjMrxxP1rnnEOzTJ7UBSrcRjcX5cOkmXpu3ngVrt8y4UZyfwTF7F3PUyCKyM5SCdFe68iIiIiKdlIvFqH9jFjWPPkZ0xXIALD2DzJNOJPPsswj26pXiCKW72Li5ntfnr2fWFxuorI0A3oi14wb35Ji9ixnTL5+ARqzt9pR8ioiIiHQyLhKh7tVXqXnscWJr1wJgWVlknnoqWWeeQcCb7F2kzS3dUMWMuav5aNkm/PGDKMgKM2lMMUePLqJnTnpqA5QORcmniHR44XCYH/zgB4nXIt2NPgPSyNXVUfvSS9T86wnipaUABHLzyDzrDDJPOYVAju6hk7bnnGPe6gqem7uGeasrEuVj+uVz7NhiDhjUg1BQ8xHLtsw5l+oYOgwzywMqKioqyMvLS3U4IiIiIgC42lpqZzxHzZNPEi8vByDQsydZZ59N5oknYJmZqQ1QuoV43PHR8k0899EaviypAryutYcNL+TkA/rTv2dWiiOUVKmsrCTf63GR75yr3F49tXyKiIiIdFAuEqH2hRep+ec/E0lnsKiYrPPOJeP447C0tNQGKN1CNBbn3cWlPD93DWvKawFv1NqjRxdx4v79KMxV11ppGSWfItLhxeNxVqxYAcDAgQMJBNSVR7oXfQa6HxePU//6TKofeojY+vUABIuLybrwQjKOmYyF9C+ctL36SIxZX2zghY/XsKm6AYDMtCDHju3D8fv0IT9LX37Irtnl31xmdjRwPXAQ0Bc40zn3dNJyA24FrgQKgNnAN51zi3ay3W/72+0DfAx8xzn3ftLyDOC3wFeBdOAl4FvOufVJdQYCdwGTgSrgQeBHzrnorh6niHQctbW1DBkyBICqqiqys7NTHJFI+9JnoPtwztHw7rtUT/t7YvTaQI8eZF9wARknTMF0z6+0g+q6KK9+vo7/fLaWqjrv3+i8zDBT9uvLMXsXk5mmLz9k9+zOT042XnJ4P/BkM8t/CFwDXAIsBX4BvGRmezvn6prboJmdD/wOuBp4D7jWX2eUc26DX+33wMnAuUAFcKe//yP9bQSB54B1wBF4ifHfgQjw4904ThEREZF20/Dxx1RPe5DIF18AYNk5ZJ17Dlmnnap7OqVdlFc38NKna3l93nrqIjEACnPTOemAfkwYWUQ4pF4Xsmf2aMAhM3MktXz6rZ5rgN865273y/KB9cClzrnp29nOe8AHzrmp/vsAsBL4k3Pu1/42SoALnXP/8uuMBuYDhzvn3jWzE4EZQL/G1lAzuxr4P6C3c66hBcejAYdEOqDq6mpy/BEc1eoj3ZE+A11bZOFCqqc9SMNHHwH+PJ1nnEbW2WcTyM1NcXTSHWyoqOP5j9cwe2EJkVgcgL16ZnHyAf0YP6yQoObnlJ1I1YBDQ/C6zb7SWOCcq/CTy8OBbZJPM0vD68J7W9I6cTN7xV8Hf3m4yXa/MLMVfp13/edPk7vh4nXNvQsYC3zUGgcoIiIi0hqiK1dS/eDfqZ892ysIhsg86USyvvpVgj17pDY46RZWbKzmuY/W8MGXpYk5OocX53LKuP7sP7AAr11JpPW0dvLZx39e36R8fdKypgqB4HbWGZ203QbnXPkOtttnO9tIjmsrZpaOd/9oI329KCIiIm0qXlZG1bQHqXvlFYjHwYyMyZPJ/tr/EOyzvX+XRFrPwrWVPDd3NR+vKE+U7TuggJMP6M+ovrlKOqXNdPe7hX8E3JzqIERERKTrc7EYtf/+N9UPPYyrqQEg/bDDyL7kYkKDB6c2OOnynHN8srKcGR+tZtG6zYA3R+chQ3tx8gH9GVio7vzS9lo7+VznPxcDa5PKi4G521mnFIj5dZIVJ21vHZBmZgVNWj+b1hnfzDaS42rqNryBjhrlAqu2U1dERERktzR8+ilVf/4L0eXeCLah4SPI/ebVhPcek+LIpKuLxx0ffLmR5+auZsVG70uPUMA4cmRvTjqgH8X5GsxK2k9rJ59L8RK9Y/GTTX8Qn0Px7r3chnOuwcw+9Nd52l8n4L+/06/2Id6otccCT/h1RgEDgXf8Ou8AN5lZUdIIuccDlcC87ey7HqhvfK8uBiIdUygU4lvf+lbitUh3o89A5xXbuJHq+/5G3cyZAFhOLjmXXepNm6L5WqUN1TZEeWthCS9/uo4Nld6EE+mhAJP3LmbKfv3oka05OqX97fJot2aWAwz3334EfA94HdjknFthZjcAN7L1VCv7ATubauVB4CrgfbypVs4DRieNXHsXcBJwKV5C+ScA59wR/vIgXsK7Bm+6lz7AQ8B9zrkWTbWi0W5FRESkNbhIhNpnnqX6H//A1daCGZknnkj2JRcT0P8Y0oZWb6rh1c/X8fai0sR0KTnpIY7bpw/H79OX7Ax9gSWtry1Huz0YL9ls1Nht9UG8xPA3eHOB3gsUAG8BJyQnnmY2E1jmnLsUwDn3qJn1Bn6OlzTO9ddJHkDoOiCO1/KZjjeS7bcaFzrnYmZ2Cl4L6ztAtR/Tz3bjGEVERER2S8NHH7H5L3cTW7USgPDo0eR8+1uEhw/fyZoiuycWd3y0bBOvfr6O+Wu2/N/fryCTY8b24ahRvckIB1MYoYhnj+b53O2dmi0HbnbOTWv3ne+AWj5FOibnHKWlpQAUFhaqi7x0O/oMdA6xkhKq/nof9W++CUAgv4Dsyy8l47jj1MVW2kRFTQOzvtjAa/PWU1btTWkfMBg3uCfHju3DmH55+n0h7SJV83zulJmNBSqAv7f3vkWkc6qpqaGoqAiAqqoqsrM1Ip90L/oMdGyuoYGaJ5+kZvpjuPo6CATIPOUUsr/2PwRyclIdnnQxzjmWbKjitc/X8f6SjUT9CTpzM8JMHFPE5DHF9MpN38lWRFKj3ZNP59znePeAioiIiHRazjka3nmXqr/9jdiaNQCE99mH3G9+k9DQISmOTrqahmic95aU8upn61hWWp0oH1qUw3Fj+3DI0F6EQ2phl45NdxyLiIiI7KLIki+puvevRD75GIBAjx7kXHEF6ZMnqZujtKrVm2qYOX89sxeWUNPgDSAUDgY4dFgvjh3bhyFFal2XzkPJp4iIiEgLxTaVUf3gg9S9/DI4h4XTyDzrTLLOP49ApuZLlNbREI0z58uNvD5/PYvWbU6UF+amM3nvYo4eVURuZjiFEYrsHiWfIiIiIjvhGhqoeeopah59zJs6BUg/+mhyLr+MYHFxiqOTrmJNWW2ilbO6Pgr4AwgN6smkvYsZ2z+fQEAt69J5KfkUERER2Q7nHPWzZlF9/zRiG7wZ4EIjR5F71TcI7z0mxdFJVxCJxpmzdCMz529gwdotg4T2ykln4ugiJowuokd2WgojFGk9Sj5FREREmhFZuJCqe+4lMm8eAIHCQnIuu4z0SRM1dYrssXXlXivnWwtKqEpq5dxvYA8m713MvnsVqJVTuhwlnyLS4YVCIS655JLEa5HuRp+B9hUrLaX6gWnUvfYaAJaeQda555B19llYRkaKo5PObkVpNc/8dxUfLt2UKOuRncbE0UUcPbqInjmaJkW6LnPOpTqGDsPM8oCKiooK8vLyUh2OiIiItCNXW0vNE09S8/i/cA31AGQcdxzZl1xMsLAwxdFJZ7d0QxXP/HcVc5eXAWDAfgMLmDSmmP0G9iCoVk7pxCorK8nPzwfId85Vbq+evj4VERGRbs3F49S/9jpV06YR37gRgPDYseR840rCI0emODrp7Jas38wzH67ik5XlgJd0jh9WyGkH9qd/z6yUxibS3pR8ikiH55yjpqYGgKysLM2hJ92OPgNtp+Gzz6i6569EFy8CIFhcTPbll5M+4SidZ9kji9Z5Sednq8oB737Ow4YXcsq4vejXQ9PySPek5FNEOryamhpycrxJtKuqqsjOzk5xRCLtS5+B1hdbu5aqv91P/ezZAFhmJtkXXEDm6adhaRpZVHbfF2sqefa/q5i3ugLwks4jRvTmlHH96VOgpFO6NyWfIiIi0m3Eq6upmf4oNU8/A9EIBAJkTplC9tf+h0CPHqkOTzop5xzz11TyzIerEtOlBMw4apSXdBblaaAqEVDyKSIiIt2Ai8Woe/Elqh96mHhFOQBp48aRc+UVhIYMSW1w0mk55/hsVQXPfriKRes3AxAMGEePKuLkcf0pzNXItSLJlHyKiIhIl1Y/50Oq/3of0RXLAQjuNYCcb1xB2sEH675O2S3OOeYuL+PZ/65maUkVAOFggKNHF3HSAf3opelSRJql5FNERES6pOiKFVT99T4a5swBwHJyyf7a/5B50omY5kuV3RCPO+Ys3cS//7uKlZu8QcDCwQCT9y7mxP370SNb9wuL7Ih+84qIiEiXEt+8meqHH6F2xgyIxyEYIvPUU8i+8AICubmpDk86oVjc8d7iUv790WrWltcCkBEOcuzYYr6yb1/ys5R0irSEkk8RERHpElw0Su3zL1D90MO4Ku/+u7RDD/Xu6+zfP8XRSWcUjcWZvbCEGR+tpmRzPQBZaUG+sm9fjt+nL9kZ+ldaZFfoEyMiHV4wGOScc85JvBbpbvQZ2Ln6OR9Sde9fia1cAUBo0CByrvoGaePGpTgy6Ywi0ThvfLGB5+euZlN1AwA5GSFO2K8fx44tJjNN/0KL7A5zzqU6hg7DzPKAioqKCvLy8lIdjoiIiOxEdNUqqu79Kw0ffABAIC+f7Iu/RsYJUzAl6rKL6iIxZs5fzwtz11BRGwGgICvMifv3Y+KYYjLC+pkSaU5lZSX5+fkA+c65yu3V09c2IiIi0unEN2+m+h//pPbf/4ZYDIJBsk47jawLLyCQk5Pq8KSTqWuI8dq8dbzw8Vo213lJZ8/sNE4e15+jRxURDgVSHKFI16DkU0RERDoNF4tR59/XGd/sfbmu+zpld9XUR3n183W8+MlaquujAPTOTeeUcf05cmRvQkElnSKtScmniHR41dXV5PgtGVVVVWRnZ6c4IpH2pc+Ap+Gjj6i6516iy735OkMDB5HzjStJO+jAFEcmnU11XZSXP1vLfz5dS01DDIDi/AxOO3AvDhteSDCg+V9F2oKSTxEREenQIku+pHratMR8nYHcPLK/9j9knHSi7uuUXVJVF+HFT9by6mfrqI14SWe/gkxOPbA/hw4rJKCkU6RNKfkUERGRDim6eg3Vf/879bNmeQXBIJmnnEL2RRdqvk7ZJRU1Dbz0yVpem7eeOj/p7N8ji9MO6s8hQ3op6RRpJ0o+RUREpEOJbdxIzT/+Se1LL3mDCQHpEyeS/bWvEerfL8XRSWdSXt3ACx+v4fX562mIxgEY2CuL0w/ai3GDeirpFGlnSj5FRESkQ4hv3kzN4/+i9plncQ31AKQdcgjZl1xCeNjQFEcnncmashpe/GQtby8sIRr3phUc0juH0w7szwGDemCmpFMkFZR8ioiISEq5ujpqnnmWmsf/hauuAiA8ZgzZl11K2r77pjg66SyccyxYu5kXP1nD3OVlifLhxbmcdmB/9h1QoKRTJMWUfIqIiEhKuGiUuhdfovof/yBe5iULoUGDyL70EtIOPVSJgrRILO74cOkmXvh4DUtLvC8vDDhgUA9OOqAfw4tz9bMk0kEo+RSRDi8YDHLSSSclXot0N13tM+DicepnzaL67w8RW7sWgGBxMdlf+xrpkydhAc2tKDtXF4nx1oISXvxkDaWbvW7a4WCAI0f2Zsp+felbkJniCEWkKXPOpTqGDsPM8oCKiooK8vLyUh2OiIhIl+LicRrefofqhx9OzNUZKCgg64ILyDzxBCwcTnGE0hlU1DTw8mfreH3eeqrrowDkpIc4dmwfjhlbTH5WWoojFOl+Kisryc/PB8h3zlVur55aPkVERKRNOedoeOddL+lcuhQAy84m65yzyTz9dAKZaqGSnVtTVsuLn6zhnUWlRGLeyLVFeRlM2a8vR43sTXq48/cKEOnqlHyKiIhIm3DO0fDee1Q//AjRJUsAsMxMss48k8wzzyCQk5PiCKWjc84xb3UFL32ylk9WlifKhxblcNL+/ThwsKZLEelMlHyKSIdXXV1NUVERABs2bCA7OzvFEYm0r872GXDO0TBnDtUPPUJ00ULASzozTzuNrLPPIpCbm+IIpaOLROO8u6SUlz5Zy6pNNcCWQYRO3L8fI/poECGRzkjJp4h0CjU1NakOQSSlOsNnwDlHw4f/pebhh4ksWACApWeQedqpXtLp3Q8ksl2VtRFen7eeVz9fR2VtBIC0UIAJo4r4yr59KM5XF22RzkzJp4iIiOwR5xyRuXOpfuhhIvPnA2Bp6WSeeoqXdPbokeIIpaNbU1bDfz5dx+yFJYn7OXtkp3HcPn2YNLqY7Az9yyrSFeiTLCIiIrvFOUfkvx9R/eijRD79FAALp5Fx8klknXsuwZ5KOmX7Gu/nfPGTtXyadD/n4MJspuzXl0OG9iIU1LQ7Il2Jkk8RERHZJYkpUx59jOjiRV5hKEzmSSeSdd65BHv1Sm2A0qHVNcR4d0kpr3y2bqv7OccN7smU/foyUvdzinRZSj5FRESkRVw0St1rr1Pz+L+IrVoJeN1rM06cQtY55xAsLExxhNJROedYVlLNzPnreW/JRuoiMQDSQwGO0v2cIt2Gkk8RERHZIVdXR+1L/6HmX08QLy0BvHk6M089lazTTyNQUJDaAKXDqqmP8u7iUmbOX8+KjVsGzSrOz2DSmGKOHlWk+zlFuhF92kWkwwsEAkycODHxWqS7SdVnIF5VRe2MGdQ+/SzxinJv/wUFZJ11Fhknn0QgK6vdYpHOwznH4vVVzPrCa+VsiHoDCIWDAQ4e0pOJY4oZ1Vdda0W6I3POpTqGDsPM8oCKiooK8vLyUh2OiIhISsQ2lVH79NPUzpiBq60FIFhcTNa555Jx/HFYWlqKI5SOqLouytuLSpg5fwOry7a0cvbvkcnRo4s4cmRvcjLCKYxQRNpKZWUl+d50WvnOucrt1VPLp4iIiAAQW7OWmiefpO4/L+MiDQCEBg0i67zzSJ94NBYMpjhC6WgaWzlfn7eOD77clJgmJRwMMH5YLyaNKWJ4sVo5RcSj5FNERKSbiyxcSM2/nqB+9myI+8nD6NFknX8eaePHY+ruLk00ROO8u7iUVz9fx/LS6kT5Xj2zmDSmmMOHF+peThHZhn4riEiHV11dzeDBgwFYtmwZ2dnZqQ1IpJ21xWfAxeM0zJlDzb+eSMzRCZB28MFknXM24f32U2uVbKOkso7X5q1n1hcbqK6PAl4r56HDejF572KGFuXo50ZEtkvJp4h0CqWlpakOQSSlWusz4CIR6l6fSe0TTxJdsdwrDAbJmDiRrLPPJjR0SKvsR7oO5xyfr67glc/W8fHyMhpHC+mVk86xY4uZMKqI3EzdyykiO9fqyaeZ3QLc3KR4gXNu9A7WORf4BTAYWATc4Jx7Pmm5AbcCVwIFwGzgm865RUl1egJ/Ak4F4sATwHedc1V7fFAiIiKdXLy6mrrnX6Dm2WeJ+4msZWaSeeKJZJ5xOsHevVMcoXQ0tQ1RZi8s5ZXP1rKuoi5RPrZ/Psft04f9B/YgEFArp4i0XFu1fH4OHJf0Prq9imZ2BPBP4EfADOBC4GkzO9A595lf7YfANcAlwFK8RPUlM9vbOdf42/ARoC9wPBAGHgDu9bcnIiLSLcVKS6l9+hlqn38+MXJtoGdPss44g4wTTyCQk5PiCKWjWVNWw6ufr2f2whLqIjEAMsJBjhzZm2PH9qFfj8wURyginVVbJZ9R59y6Ftb9LvCic+7/+e9/ambHA1OBq/1Wz2uBXzrnngEws4uB9cAZwHQzGwOcABzinJvj1/kO8LyZ/cA5t6aVjktERKRTiH65lJqnnqLu9ZkQ874DDg0cRObZZ5IxaZKmS5GtVNZGeH/JRt5dXMri9ZsT5X0LMjl2bB+OHFlIZpru1hKRPdNWv0VGmNkaoA54B/iRc27FduoeDvyuSdlLeIklwBCgD/BK40LnXIWZveevO91/Lm9MPH2v4HW/PRR4qrkdm1k6kJ5UlLvTIxMREemgXDxOw4f/pfbJJ2mYOzdRHt53X7LOOZu0gw/WyLWSUB+JMXd5Ge8sKuWTleXE/bnfAwYHDOrJsWOL2bt/vgYQEpFW0xbJ53vApcACvG6wNwNvmtk+zrnNzdTvg9eKmWy9X07S887qbEhe6JyLmtmmpDrN+RHb3p8qIiLSqbj6eupef52aJ58mttL/rjcQIP2oo8g68wzCo7c77IJ0M/G4Y96aCt5ZVMqHSzclutUCDC7M5vARhRw6rJCCbLWMi0jra/Xk0zn3QtLbT/wWyuXAecDfWnt/e+g2tm51zQVWpSgWEdmOQCDAwQcfnHgt0t1s7zMQLyuj9rnnqZ3xHPGKcsAfROiEE8g87VSCfXb0/at0F845lpdW886iUt5bUkp5TSSxrDA3ncOGF3LEiEL69chKYZQi0h20eed951y5mS0Ehm+nyjqguElZsV9O0nMxsLZJnblJdYqSN2BmIaBn0vrNxVYP1Cets72qIpJCmZmZfPDBB6kOQyRlmn4GosuXU/PkU9S/PhMXaQAgWFRM5hmnkTFlCoEsJRECG6vqeXthCe8sKmVNeW2iPDs9xPihvThiZCHDi3P1/4+ItJs2Tz7NLAcYBjy0nSrvAMcCf0gqO94vB29023V+nbn+NvPw7uW8K2kbBWZ2kHPuQ7/sGCCA1w1YRESkU3POEfloLjVPPUXDnC1DHIRGjiLr7DNJP/JILBhMYYTSEUSicf67bBNvLtjA56sqEnNyhoMBDhjUgyNGFLLvgAJCQfUiEZH21xbzfN4O/Buvq20/vPk5Y3jTqTTnj8AbZvZ94Dngq8DBwDcAnHPOzP4A/MTMFrFlqpU1wNN+nflm9iLwVzO7Gm+qlTuB6RrpVkREOjMXiVD/xixqnniC6LJlXqEZ6UccQdZZZxEaM1otV92cc45lJdW8uWAD7y4upaZhy32co/rmceTI3hw8pCdZ6RqtVkRSqy1+C+2Fl2j2AkqAt4DDnHMlAGY2DRjsnJsE4Jx728wuBH4J/ApYBJyRNMcnwG+AbLx5Owv8bZ6QNMcnwEV4CeereKPcPoE3N6iIdHI1NTXsvffeAMybN48sdSmUbiBeU0Pd8y9Q88wzVK1fz9FvvglmfPDr2yg851yC/fqmOkRJsYqaBt5ZXMqbX5SwuqwmUd4zO42jRhVx1MjeFOVnpDBCEZGtmXNu57Vac4dmbwCvO+duadcdt4DfnbeioqKCvLy8VIcjIr7q6mpycnIAqKqqIjs7O8URibSdWGkptc88S+3zz+NqvISiNjeXwY8/Bugz0N1FY3E+WVnOm19s4OMVW6ZHCQcDHDi4JxNG92bvfvkEAmoNF5H2U1lZSX5+PkC+c65ye/Xatf+FmeXj3f95cnvuV0REpKOLLltGzRNPUvf6TIhFAQjuNYCsc88m65BDwE8+pXtaubGa2QtLeHtRKZW1W0arHdo7h6NG9+bQYYVkq1utiHRw7fpbyjlXgdctV0REpNtzzhH55BNq/vXEVoMIhffZh6yzzyJt/HgsEKC6ujqFUUqqbK6N8O7iUt5aWMLy0i0/A3mZYY4c0ZujRvWmf0/dhiAinYe+IhMREWlnLhajfvZsav71JNFFC73CxkGEzjmb8OjRqQ1QUqaxW+1bC0r4eEUZsbjXrTYYMA4Y1IOjRvbWaLUi0mkp+RQREWkn8epq6v7zH2qfeZbY+vUAWDiNjK8cT+aZZxLq3y/FEUoqOOdYsbGGtxaU8M7iEqrqoollgwuzOWpUEYcO60VuZjiFUYqI7DklnyIiIm0stmYtNc8+Q91/XsbV1gIQyM0j87RTyTzlZAIFBakNUFKicbTa2QtKWLlpy2i1+ZlhjhjRmyNH9WYvdasVkS5EyaeIdHhmlphqRfMZSmfhnCPy6afUPvU09e+9B/6opKGBg8g84zQyJk/GMlo2DYY+A11HTX2UucvLeG9JKZ+uLMfvVUsoYIwb3JOjRvVmn70KCGq0WhHpgtp9qpWOTFOtiIjInnINDdS9MYvap58m+uWXifK0gw8m64wzCB84TglkN1PXEOOj5Zt4f8lGPl1ZTjS+5X+voUU5HDXSH602Q20CItI5dcipVkRERLqqeFkZtc+/QO2MGcTLywGwtHQyjjuWzDNOJzRgQGoDlHZV1xDj4xVlvL9kI5+sLCcSiyeW9S3I5NBhvRg/rBf9eqhbrYh0H0o+RURE9kBkyZfUPvss9a/PxEUaAAgUFpJ56qlknngCgdzcFEco7aUuEuOTFeW8v6SUj1dsnXAW52dw6LBCxg/rRf8emWr9FpFuScmniHR4NTU1HHLIIQB88MEHZGWppUBSy9XXUzfrTeqef57IF18kykMjR5F11hmkH3kkFmq9P7H6DHRc1XVRPltdzodfbmLuijIaokkJZ14GhwzrxfihvRjQK0sJp4h0e0o+RaTDc84xb968xGuRVImuXk3tjOeoe+VVXNVmrzAYIv3II8g6/XTCe49pk/3qM9BxxOOOFRur+XRlOZ+sKGfJhs0k3cJJ79x0xg/rxfhhhQxUwikishUlnyIiIjvgolHq33mXuueeo+HjjxPlwaJiMk46gcyvfIVAjx4pjFDaWnVdlM9Wecnmp6vKqayNbLW8f49M9hvYg/HDejG4MFsJp4jIdij5FBERaUZswwZqX3iRupdeIl5W5hWakXbIIWSecjJpBx2EBQKpDVLaRDzuWF5azScry/l0ZTlfNmndzAgHGdMvj/0G9mDfAQUU5qanLlgRkU5EyaeIiIjPxeM0fPghtc89T8MHH0Dcu38v0KMHGVOmkHnCFILFxSmOUtpCSWUd89dUMn91BZ+vrmi+dXNAD/YdWMDIPrmEgvriQURkVyn5FBGRbs05R3TxYupfn0ndrFnEN25MLEvbf38yTj6Z9MMPa9UBhCT1yqobmL+mgvmrK5i/ppLSzfVbLc8IBxnbP599Bxaw74ACeuWodVNEZE/pL6mIiHRLsTVrqZs5k7rXXye2alWi3HJyvbk5Tz6J0F57pTBCaU1VdRG+WFPJPD/ZXFteu9XygBnDinIY0z+fvfvnMbxYrZsiIq1NyaeIdHhmxqBBgxKvRXZXvKyMulmzqH99JpEFCxLlFk4j7fDDyJg8ybuXMxxOXZDN0Gdg1zjnKKtuYGlJFQvXbmb+mgpWbqwheZxgAwYVZjOmfz5j+uUxsk8eGWnBVIUsItItmIZs38LM8oCKiooK8vLyUh2OiIi0gnhtLQ2z36Zu5kwaPvoocR8ngQBp48aRMWkSaUceQSAzM7WBym6rrouytLSKpRuqWLKhimUlVZTXRLap179HFmP65TGmfz6j++aRnaHv4EVEWkNlZSX5+fkA+c65yu3V029dERHpclx9PQ1zPqRu1iwa3n0P17Dlfr7wqFGkT55ExtFHa4qUTqghGmd5aTVLS6r4ckMVS0uqWF9Rt029gMFePbMYWpTLmH55jO6XR35WWgoiFhGRRko+RUSkS3B1ddR/MIf6t96i4f33cXVbEpLgXnuRMXky6RMnEurfL4VRyq7aVFXPonWbWbhuM4vWbWbVphrizfTaKs7LYHDvHIYWZTO0KJeBvbJID6sbrYhIR6LkU0Q6vNraWo4++mgAZs2aRaa6R4rP1dZS/8EH1L/5Fg0fzMHVJyWcRcWkH3Uk6ZMmEho+vFPfK9ldPgPOOdaW17Jw3WYWrq1k4brN24xCC5CXGWZoUQ5De+cwtCiHIb1z1IVWRKQT0G9qEenw4vE4c+bMSbyW7i1eW0vD++9vSTiTutQGi4tJnzCB9AlHERoxolMnnMm66mcgGvO60DYmm4vWbaaqPrpVnYDBwF7ZjOiTx8i+uQwtyqFndlqXubYiIt2Jkk8REenw4ps309DYpXbOh7hIQ2JZsG/fLQnnsGFKSjqwmvooi9d73WcXr9/M4vVVRGJbJ9PhYIBhRTmM7Oslm8OLcjUKrYhIF6HkU0REOqTo6tU0vPse9e+9T+Tzz7aMUgsE+/cn/aijSJ8wgdDQIUo4OyDnHKWbvfs1F63bzKL1m1m9aevpTgCy00OM6JPLqL55jOiTy+DCbM2vKSLSRSn5FBGRDsHFYkTmzfMTzveIrV691fLQwEGkH3kE6UcdRXDIYCWcHUw0FmflxhoWrqtMtGw2N91JUV4GI4pzGd4nl5F9culbkEkgoGspItIdKPkUEZGUiVdV0fDhh17COedDXNXmLQuDIdL23Ye0ww4l/dBDCfbpk7pAZSuRaJzVZTWs3FTDyo01ialPGqJbd6ENmDG4dzYjinMZ0cd7aLoTEZHuS8mniIi0GxePE1u2nIa5c7d0p43FEssDuXmkjT+EtEMPJe2gAwlkZaUwWnHOUV4TYeXGalZuqmFFaQ2rNlWztryW+LaznZCVFmR4ItHMY2hRDmkhdaEVERGPkk8R6RQKCwtTHYLsptjatTTMnUvD3I+JfPwJ8YryrZaHBg4i7dDxpB96KKExo7GAkpXmtPVnoC4SY21ZLavKvNbMlRtrWLmpmqq6aLP1s9NDDOiZxYBe2QzolcWwohx1oRURkR1S8ikiHV52djYlJSWpDkNaKLapjMjHjcnmx8TWr99quaVnEN53H9IOOtDrTtu3b4oi7Txa8zPQEI2zpqyGNWW1rNrkP5fVNDufJnhTnRTnZzKwl5do7tUzi4G9suih6U5ERGQXKfkUEZE9Eq+uJvLppzTMnUvko4+Jrli+dYVgiPCY0aTtvz/hA/YnPGoUFg6nJthuJBKNs7a8ltVlNaze5CWYa8pqKams22bE2UZ5mWH6FWQywE80B/TMon/PLHWdFRGRVqHkU0REdklsUxmRzz4j8vnnRD77jOiyZVtNg4IZoaFDSTvgAML770/aPmOxzMyUxdvVxeOO0qp6Vm2qYdXGGu95Uw3rKpq/LxMgJz1E/55Z9O+R6T9n0a9HJnmZ+lJARETajpJPEenwamtrOfHEEwF44YUXyFQi026cc8TWrCXy+WdEPp9H5LPPiK1Zs029YP/+fsvmAaTtvx+BvLwURNt1NX4GonHHHfc/SmmtSySaq8tqqG8yymyjrLRgIrns3zPTe/aTTHWZFRGR9qbkU0Q6vHg8zhtvvJF4LW3HxeNEly7bqmUzXla2dSUzQkOGEB47lvA+YwmPHUuwV6/UBNxFba6NsLqsljVlNawuq2XpmtLEZ+C3z88jnL71FzDhYIC+BRns1TNrq4fuyxQRkY5EyaeISDcWr6wk8sUXROZ/QfSLL4gsWICrrd26UihMeOQIwvvs4yWbY8YQyMlJTcBdTGOSudq/H3P1Ji/Z3FwX2apepH7LNemdm8HQfj3Zq6fXmjmgZxbF+ZkENcqsiIh0cEo+RUS6CReLEV22nOj8+V7C+cUXxFav3qaeZWYS3nvvRKtmeNQoLC0tBRF3fvG4o7ymgdLN9ZRsrqekso6Syno2bK5jXXndNklmssLcdPr3yKRfjyx6psf5h1/+v+ftT3Z2dvscgIiISCtS8iki0gU554iXlRFduJDIfL9lc9FCXF3dNnWDe+1FePRowmPGEBo1itDgQVgwmIKoO6e6hhgbKuso2VznJ5j1bKiso3RzPaWb64nEdtxVPDnJ7N/Duy+zb49MMsJbrkF1dXVbH4aIiEibU/IpItLJuUiE6IqVxJYuJfrll0SXLiW6dBnxivJt6lpWFuFRowiPHk1ozBjCo0ZqcKCdcM5RVRdlfWUdGyrr2FDhP/tJZmXt9lsvwZsns2dOOr1zM+idl05RXga9c73npkmmiIhIV6bkU0SkE4mXl3vJ5ZdJieaKlRCLbls5ECC01wBCo0cRHuO1bAYHDMACmrMxmXOOmvoY5TUNlFU3sKm6gQ0VdVslm7WR2A63kZ0eoigvg6K8dApz0+ntJ5i98zLomZ1GKKhzLiIiouRTRDqFrKysVIfQbpxzuPJyoitXEluxkugq/3n5cuKbNjW7jmVnExo6lNCQIYSGDPZeDxyIZWS0c/QdS0M0Tnl1A2U1DYnnsqqGRKJZXhOhrLphp11jAXpkp1GUl0FxXgZF+V4rZnFeBkV5GWSlt/2f0+70GRARka5JyaeIdHjZ2dld8p43F48TX7ee6MoVxFau8pLNlSuJrlyFq9rc/EpmBPv29ZLMoUMJDR1CaMgQAkVF3WZKjUg0TkVthMraCBU1Dd7rmggV/vvK2kiibGctlsmy00P0yE5LJJlFfhfZorwMeudlkBZKXetlV/0MiIhI96LkU0SkDSVaMVevIbZmNbE1a4itXkNs9Wpiq1bjIg3Nr2hGsLiY4ICBhAYOIDhwAKEBAwgOHkwgM7P5dTqh+kiMqvoo1XVRNtdFqK6PUVUf8d975dX1UarqveWVtRFqG1qeUII3B2bP7DQKstMoyEqjR3aYHonXXnmPrDTCKUwuRUREugMlnyIie8g5h6us9JLKNWuIrvaTTP/hamq2u66F0wj270dw4EAvuRywF6EBAwnu1b/DT28SjztqIzFq6qPUNsSoaYhR27Dl9Zby5pdX10db1N21OcGAkZ8ZJj8rjbzMEPmZaeRlhcnPDPvPaeRlhsnPCpOVFuw2rcIiIiIdmZJPEenw6urqOPvsswF44oknyGjn+xjjNTXES0qIl24ktrGUeOlG4qWlxEpLiW/cSGz9Blx11fY3YEawdxHBfn0J9u/vJZv9+hEaMJBAn+KUDQAUjcWpj8SpjcSoj8SojcSoi8SobYhRVRelpsFreWxMFKvro9Q0PvuJZNzteRwBM3IyQuSkh8j2n3MyQuRkhMlufJ3uvc/L9BLMrPTulVCm+jMgIiLSGpR8ikiHF4vFeP755xOvW4traCBeVkZ80ybim7zn2MaN3vuSEmKlG4lvLMXV1rZoe4HCQoL9+hPyk8vGJDPYt2+rtGI2tjTWRWLUNfjPiUc88bq2wUsmG18nL2t81Efiu93q2FQ4GCArLUhmWpCstBCZzb1OD/llQTL98sYkMyPcvRLJ3dFWnwEREZH2pORTRLocF4l4LZKlG4lv2rhVcrnlUUZ8c2WLt2nZOQQLexHo3ZtAz54Ee/cmUNiLQK9CAoW9oKiYaDiNhmic+pgjEosTicZpiMWJltbSEK32ymKOhmjcf3iJYX0kRn007ieFya/j1EdbP1lsKhwMkB4KkJEWJCMcJDMcJDsjRHZaiKz0ENnpQbLTQ2Snb3mflRZKlOleSREREWmJLpd8mtm3geuBPsDHwHecc++nNioRaS2uoYFYRaXX/XVDCbHSUqIlpUQ3lBDbWEqspBRXXo5z4HD+s39fJkDT8kCQSF4+kVzvUZ+TT11uATU5BdTk5LM5K4/qrFxqg+lEYl7CWB/1E8v1cRpWx4jG1hF369rtHAQDRkY4mHhkpgXJCAdI9xPHjHAwkUg2Lm+aXKYnngOag1JERETaRZdKPs3sfOB3wNXAe8C1wEtmNso5tyGVsYl0drFojFhDhFgkSqwhQrShgWgkSqy+gWhdAw11dcRq64jU1ROrqydaW0e0to54vfc+XldPvKEBV1eHi0RwDQ0Qi+NiMYhGIR6HWDTptVdu8Ti19fWJOOYedxoZwSDOzyTddu45jAZD1GTlUZ2dR3VmLjVZuVRn5W3zXJ+eCdvr8hkDNgOb64C6Fp+rcDBAOGikhbzELi3oP4cCiWXhUICMsJcUpvtJYno4QHpoSyK51bLQluRSLY0iIiLSGXWp5BP4HvBX59wDAGZ2NXAycDnw61QGJqkRj8dx/ogozjlcPA7ObVO25b332sXixONx4rEYOEcsGvPqxuI4FycejeHijng87iVQOK9u3Hmtav42wJ/LMe53l4zFvBY354hHIrhYzNt2JEo8FsPFYsQjUeLRKC4Ww0VjuMbXMf913CXe0/gcj+OiMXDxRDmxOC7uPROLJj3HEg+LxSDuv47Hvfd+ucWiBGJRLBbznreX5bVA0H/sLku6xy0Wd9SHQ1Rn51OVnZ94rsrJpyorn5rcfOpyexDPziHkJ32hoBEKeElfKBggJ2AUJMqNcFKdkJ80hv1kMS0U9J+Ty7yEMi0UIOy/bnwOBU33L4qIiIg0o8skn2aWBhwE3NZY5pyLm9krwOEpC6wVfP7v19jw7xe3LmyaCOxBYtBkQ1u25wAXb+yz6C1zbsu+tloe91qrnPOe43EvWUkqM+e21MNhcZfYrsWTtw/m4kn7cYn3lug36RLJkDk/sfO3saW8tc5Japn/6GicGS4YJB4I4oIh4uEw8bQ0XCgNl5YG4TCkpUF6OoTTsPQ0LC0dS08jmJGOhdOwYAALhbBQiEAohIW950Ao6JWFQ1gwSDAWgbNOBKDwob+T16eIcChIyG9FbEwaw8EAgUBHPFsiIiIi0mWST6AQr3FlfZPy9cDo5lYws3QgPakoF6CysuWDkLSHdfMXYB/MTnUYu6xrpH6AGc7MeyaQ9D6A8xMd1zhVRiCAw/yM0XAW8DNH85Y1vjbDBYIQCHjlwSCEQon3BIIQDEAw6D0CQcx/JmhYIIgF/bohL0EzC2BB8+qGgljAT+yCIQgFvOQu2PgcIhj2thnwE79AOIyFjGA4TDAUJhgOEwgHCYZDBNPTCKWlEQwFCaWnEUwLEwgGCLTTFCHV1dWJ1z17ZZKdFgf8Lz6iXu/YGFC/nfVFOrvkz0BlZaVGvBURkQ6lpflTV0o+d8ePgJubFg4YMCAFoYhIS/Tr1y/VIYiklD4DIiLSgeUC281Eu1LyWYrX+FHcpLwY2N4wlLfhDVCUrCewqXVDaxW5wCpgL7whUKTj0LXpuHRtOi5dm45L16bj0rXpuHRtOi5dm/aTC6zZUYUuk3w65xrM7EPgWOBpADML+O/v3M469WzbU69j9bn1JQ1gstk51yFj7K50bTouXZuOS9em49K16bh0bTouXZuOS9emXe30/HaZ5NP3O+BBM5sDvI831Uo28EAqgxIREREREenuulTy6Zx71Mx6Az8H+gBzgROcc00HIRIREREREZF21KWSTwDn3J1sp5ttJ1cP3IoG9OyIdG06Ll2bjkvXpuPStem4dG06Ll2bjkvXpgMx10XmQhQREREREZGOq30m6RMREREREZFuTcmniIiIiIiItDklnyIiIiIiItLmlHy2MjObZmbOzO5uZtmf/WXT2mC/+5nZm2ZWZ2YrzeyHTZaPNbMnzGyZH8O1rR1DR9eBr03YzH5mZkv8Oh+b2QmtHUdHloprY2YZ/n4/NbOomT29g7iaPj5vzVg6shRdm0lm9oyZrTWzajOba2YXNalzaTPXpa414+hMzOxwM4uZ2XNtvJ9zzewL/3fVp2Z2UtKysJn9n19ebWZrzOzvZtavLWPq6Nrj2rT0b7yZfduvU2dm75nZ+LaKqTPoKNfGzIJm9gszW2pmtf7/Az+1pAkqu5t2ujZX+v+flfmPV5r7TJjZGDN71swq/N9tH5jZwLaKq6tT8tk2VgJfNbPMxgIzywAuBFbsyYbNLNxMWR7wH2A5cBBwPXCLmX0jqVoW8CVwI7BuT2Lo5DritfklcBXwHWBv4G7gKTMbtyfxdELtem2AIFAL3AG8sp1Vvwv0TXoMADYBj+9JPJ1Qe1+bI4BPgLOB/fDmav67mZ3SpF4lW1+fQXsSSyf3deBPwNF7muz5/whv8/+BmR0B/BP4GzAOeBp42sz28atkAQcCv/CfzwJGAc/uSTxdQJtfG1rwN97MzsebD/1WvOvzMfCSmRXtSUydXIe4NsANwDeBqcAY//0P8f4v6K7a49pMwvudNhk4HO9v3X/MrH/SusOAt4Av/Pr74f2O67Zfdu4x55werfgApuH9Qf4UuCip/EK8X/RPA9P8shPwfqDLgY3ADGBY0jqDAQecD7yB94N+aTP7/CbeP8RpSWW/Br7YTozLgGtTfa50bRLv1wDfbrLeE8DDqT5nXfnaNLf/FsR5BhAHBqX6nHWXa5O07nPA/UnvLwXKU31+OsIDyAE24yV604EfJy2b5J/zk/ES+jrgXWCfpucSOA2YB0SBwc3s51FgRpOyd4G7dxDbIf7+B6b6PHXla9Nkn8to5m888B5wZ9L7ALAauDHV50nXhhnA35qUdav/A1J9bfz1gnhfal6cVDYdeCjV56QrPdTy2XbuBy5Len853rf3ybLxvoU8GDgW75/ap5r5dubXwB/xvg17qZl9HQ7Mcs41JJW9BIwysx67fQRdV0e7Nuls+w1aLXBUi46ma2nPa7M7vg684pxb3krb60xSfW3y8b7ISZZjZsvN687+jJmNbeG2uprz8L7QWgA8DFzeTHe9/wd8Hy8ZLAH+3aTVOQuvteUKYCywoZn9HM62vQRe8su3Jx/vH8XyFh1J19Ne12aHzCwNr/dN4vo55+L++x1dv66sQ1wb39vAsWY2EsDM9sf7H+CF3dxeZ5eqa5MFhPH/1vh/u04GFprZS2a2we+ufsZuH5mo5bO1H2xpJeiNl1AM8h+1QCFJrQTNrFuI90d6H//9YP/9d3eyz/8A9zQp29tfd0wz9ZfRvVs+O9S1Af4BfA6MwPsm+nigBqhP9Tnrytemuf3vpE4/vG9Pz0v1+epO18Zf7zy8ycHHJpUdDlwMHABMBP4NVAB7pfqcpeAazW48p0AI7x+xSf77Sf45Pz+pfk//d8x5/vtL/Tr772Q/DcAFTcq+BazfTv0M4EPgkVSfo65+bZrscxlN/sb7v78ccHiT8t8A76X6PHXna+OXB/C+lIsDEf/5R6k+R93p2vjr/QVYAmT47/v426kGrsP7e3Ojf30mpvo8ddaHWj7biHOuBK+b2KV4rQXPOedKk+uY2Qgz+6eZfWlmlXi/lACa3sQ8J2mdz82syn9012/E9kgHvDbfBRbh3U/QANyJ16IU34VtdAkd8NokuwSv9ebp3Vy/U0vVtTGzyXifhyudc4mBnpxz7zjn/u6cm+ucewPv/sISvPunuw0zGwWMx7tvCedcFK977NebVH2n8YVzbhOwAK/luVEDXhc2zGxg0jWpMrMf70ZcYeAxwPBuP+h2Ouq1kQ55bc4DLsK7neFAvL83PzCzS3bpwLqAVF0bM7sR+CpwpnOusTdaY570jHPu9/7fm1/jdZO+eg8PtdsKpTqALu5+vEQC4NvNLP833kA0V+Ld9xcAPgPSmtSrTnp9El6XAPBaHsC7gb24yTrFSctkWx3m2vj/1J/hD+DSy9/fr/EGKOiO2uvatJjf3edyvPs+GnZWvwtr12tjZo0tmtc55/6+o8CccxEz+wgYvvPD6FK+jve3fE1SrzQD6s1s6i5sp9b5X/XjXbsDkpY1dnfe3u+zrf7OJCWeg4BjnHOVuxBHV9Ke12ZnSoEYLbh+3URHujbgdSH9tXNuuv/+UzMbBPwIeHAXttMVtPu1MbMf4LVoHuec+yRpUSlej6d5TbY9n+55a1SrUPLZtl7E+6fL0eS+JjPrhXcj9ZXOuTf9sp3+ILvm7zV7B/hfMws75yJ+2fHAAudc2R7E35V1uGvjf9O22v/H7Wy8f966o/a6NrtiIl5S87c93E5n127Xxswm4X27fINz7t6dbcfMgsC+wPM7q9tVmFkIr+vx9/G6+Cd7GrgAr0cFwGH4IxP795uPxPsHaht+S8PiZha9g3cv7x+Syo4nqQUiKfEcAUx2zm3chUPqMlJwbXbIOddgZh/iXb+n/X0F/Pd37mDVLqejXRtfFtv2dorRzWalSMW1MW/6u5uAKc65OU3WazCzD/D+tiUbifdFq+wGJZ9tyDkXM7Mxja+bLC7DGw3yG2a2Fq9b2q93c1f/AG4G/mZm/wfsg9eV87rGCv5gA3v7b9OA/mZ2AFDlnNvdX5adVge7NocC/YG5/vMteH9wfrOb++zU2vHaYGZ7430eegK5/mcC59zcJlW/jndf1Ge7u6+uoL2ujd/VdgbeoERPmFkff1GD370KM/sZ3giHi4ECvGmMBgH37c4+O6lTgB54o2RWJC8wsyfwfm6v94t+ZmYbgfXA/+J9o//0Lu7vj8AbZvZ9vC7YX8UbXOob/j7DwL/wug2eAgSTrt2mbtZroF2vTQv/xv8OeNDM5gDvA9fiDRLWdOCwrq4jXpt/AzeZ2Qq8MSDGAd/D623SnbT3tbkB+Dled+dlSb+vqpxzVf7r/wc8amazgNfxRnU/Fe/eU9kdqb7ptKs92MnAJWw9LcFxeE35dXhTFkzEa1E4w18+2H9/QAv2ux/wpr+tVXitBcnLG7fV9DEz1edM14aJSfsqBf4O9Ev1+eom12ZZc5+LJnXy8QYyuDLV56m7XBt/nzv8fQX8Hu+b53q8boPPAeNSfb7a+dr8G+/e2+aWjffP2TX+8yl4XaDr8abc2C+p7qW0cNoa4Fy8e6vq/e2dlLSs8fo295iU6vPVla/NDs79zCb1piZ9bt4DDk31udK1cQC5eD0KluPdfrAEbw7wtD051s72SMG1Wbada3NLk3qX443NUYvXUHB6qs9VZ36Yf1JFRESki/G7L78O9HDOlac0GNmKrk3HpWvTcenadH7dqi+5iIiIiIiIpIaSTxEREREREWlz6nYrIiIiIiIibU4tnyIiIiIiItLmlHyKiIiIiIhIm1PyKSIiIiIiIm1OyaeIiIiIiIi0OSWfIiIiIiIi0uaUfIqIiIiIiEibU/IpIiIiIiIibU7Jp4iIiIiIiLQ5JZ8iIiIiIiLS5pR8ioiIiIiISJtT8ikiIiIiIiJtTsmniIh0SWY208xm7sH6XzOzL8wsYmblrRdZi/a9zMymtec+uwKdNxGRjk3Jp4iI7BIzu9TMnJnVmVn/ZpbPNLPPUhFbazGz0cA0YAlwJfCNNtjHEWZ2i5kVtPa2RUREOqJQqgMQEZFOKx24EfhOqgPZjq/swbqT8L6g/a5zbnHrhLONI4Cb8ZLc8ibLRgHxNtqviIhISqjlU0REdtdc4Eoz65fqQJrjnGtwzjXs5upF/nN5K4WzS5xz9c65SCr23RGYWcDMMlIdh4iItC4lnyIisrt+BQTxWj93ysz+x8w+NLNaM9tkZtPNbEDS8mvMLJbcDdXMvu938f1dUlnQzDab2f/tZH9b3fNpZpP8bZ1nZjeZ2Sq/6/CrZjY8qd4y4Fb/bYm/zi1Jy080szfNrNqP4zkzG9vM/keb2WNmVuIf8wIz+19/2S3A//OrLvX34cxscGMMTe9dNLOhZva4f+5qzOxdMzu5SZ0WHaNfd4SZPWFm6/w6q/xrkt+C8/qZmR1kZm/7x7bUzK5upm66md1qZovNrN7MVprZb8wsvUk9Z2Z3mtlFZvY5UA+csIMYzMx+4sdcY2avb+ca9DSz283sUzOrMrNKM3vBzPZPqpPjX8s/NrP+Xv7P5I92dE5ERKRl1O1WRER211Lg73itn792zq3ZXkUzuwn4BfAYcB/QG6+77iwzG+ecKwfexPtS9Chghr/qBLzupxOSNjcOyAFm7WbcN/rbvB3IB34IPAIc6i+/FrgYOBP4JlAFfOIfx9eAB4GXgBuALL/OW/5xLPPr7ecfTwS4F1gGDANOBW4CngRGAhcA1wGl/r5LmgvYzIqBt/393QFsBC4BnjWzc5xzT+3KMZpZmn8M6cCfgHVAf+AUoACo2PEppAfwPN71/CdwHnCXmTU45+739xEAnsW7nvcC84F9/eMdCZzRZJvH+Nu50z8fy3aw/58DP/FjeB44EPgPkNak3lB/P4/j/bwWA1cBb5jZ3s65Nc65KjN7CjjfzL7nnIslrX8BYHjnTkRE9pRzTg899NBDDz1a/AAuBRxwMN4/9xHgj0nLZwKfJb0fBESBHzfZzj7+uj/23wfwkp7/898bXhLymL9+jl9+HRADCnYS50xgZtL7SX7c84C0pPJr/PJ9kspu8csKk8pygDLg3ib7KcbrnntvUtkbQCUwsEldS3r9A38fg5uJfRkwLen97/26RzWJ50u8pCqwK8cIHOC/P2c3rv9Mf93vJZWlAR8B64GwX/Y//nU6qsn6V/nrH5FU5vy6e7dg/73xWkZnNDmf/+tvJ/m8pTeem6SywUAd8NOksq/4657QpO7HyT9Deuihhx567NlD3W5FRGS3Oee+BB4CvmFmfbdT7Sy8xPIxMytsfOC1ti0CJvvbiuO17h3trzcG6AX8Gi8RPdwvn4CX3JbvZtgPuK3vBX3Tfx66k/WOx2sV/GeT44gB7zUeh5n19o/hfufciuQNOOfcbsZ8EvC+c+6tpG1V4bUoDgb2blJ/Z8fY2LI5xcyydiOeKHBPUiwN/vsi4CC/+Fy81s4vmpyv1/zlk5ts8w3n3LwW7Ps4vGT3T03O5x+aVnTevbNxSHTX7oXXkr0Ar7W00SvAGuCixgIz2wfYD3i4BTGJiEgLKPkUEZE99Uu82zi2d+/nCLzkcRFet9Lkxxi2DO4DXpJ0kJll4iWZa51z/8VrgWrsensUW5Kp3bGiyfsy/7nHTtYb4T+/xrbH8RW2HEdjgtea080MwkuYmpqftDzZDo/RObcU+B1wBVBqZi+Z2bd3dr9nkjXOueomZQv958H+8whgLNueq8Z6ydcdvBbclmg81kXJhc65ErYcJ5AYuOg6M1uE11pa6sewH1535MZ143hda89ISsYvwmshfbyFcYmIyE7onk8REdkjzrkvzexhvNbPXzdTJYDXpfFEvFbCpqqSXr8FhPFaOSewJcl8E5hg3vybvdmz5LO5GMBLkHek8Qvbr+G12jYV3e2IWt9Oj9E5931/UKPT8ZLnO4AfmdlhzrlVrRBDAPgU+N52lq9s8r62FfbZ1I/x7jW+H/gpsAnvXtg/sO0X8H8HrsdLQP8JXAjMcM7t7P5XERFpISWfIiLSGn6Jd4/fDc0sW4KX9Cx1zi1sZnmy94EGvMRzAltGhJ0FXAkcm/S+vS3xnzc4517ZQb0v/ed9drK9XemCuxxv7s+mRict32XOuU/xEsRfmtkRwGzgarzBfHakn5llN2n9HOk/L/OflwD7A6/uQXfj5jQe6wi2nOvG7s5NW6/PAV53zn09udC8EZVLk8ucc5+Z2Ud4LZ6rgIF03DlsRUQ6JXW7FRGRPeacW4J3b9xVQJ8mi5/Ea4m72cy2al30p8zolbSdOuADvFFGB7J1y2cm3sA5S5xza9viOHbiJbxBhH5sZuGmC/3kp7H75yzgcjMb2KRO8vE3Jm4FLdj388B4M2u87xUzywa+gZfsteReyeQ48sys6RfQn+K1CqY3s0pTIbxr3bi9NP99CfChX/wY3gi6Vzaz/0w//t3xCt5AVd9pcj6vbaZujCYt2mZ2rh9Xcx7CawW+Fm9E4Rd2M0YREWmGWj5FRKS1/C9el9RRwOeNhc65JWb2E+A2YLCZPQ1sBobgTWdyL96UII3exLt/tAIvIcI5t8HMFvjbntbWB9Ic51ylmX0TL0H5r5lNx0u2BgIn47UaTvWrX4PXhfi/ZnYv3v2Mg/16B/h1GpO0//W3FQH+3cy9lOANunQB8IKZ3YHXffQSvHN4duOgOrvgGOBOM3sc7x7MEN61iwFPtGD9NcAN5s1LuhA43z+ubzjnIn6dh/CmTrnbzCbjnZ8gXmvtecAUYM4uxo1zrsTMbgd+BMwws+fxpt85kSatmXgj4v7MzB7AG8xqX7yWzS9p3j+A3+D9XN6VdCwiItIKlHyKiEircM4t9u/9vKSZZb82s4V406Tc7BevxJub8dkm1RuTz7ebJFVv4iWfe3K/5x5xzv3DzNbgxXc9Xivhaj+mB5LqfWxmh+Hdb/hNIAOvu+hjSXU+MLOf4nVzPQGvN9IQtrSIJu93vd8t9v/wuoJm4M09eqpz7rndOJSP8VpyT8VrBazxy050zr3bgvXL8K7zn/BaNtcDU51zf02KOW5mZ+Bd88Z5U2vwEr8/smXgod3xE7zBgK7GGzX3PbwWy6bn4ldANt79m+cD/8X7AqC5e5Mbz/N/8EYXfmgP4hMRkWZY696GISIiIl2Zmc3Em/90Z/e0dkpm9hSwr3NueKpjERHpanTPp4iIiAjgz1V7Mmr1FBFpE+p2KyIiIt2amQ0BjsSb9zQC3JPaiEREuia1fIqIiEh3NxGvtXMIcIlzrrl5XEVEZA/pnk8RERERERFpc2r5FBERERERkTan5FNERERERETanJJPERERERERaXMa7TaJmRnQD9ic6lhEREREREQ6kVxgjdvBoEJKPrfWD1iV6iBEREREREQ6ob2A1dtbqORza5sBVq5cSV5eXqpjERFfdXU1/fr1A2DNmjVkZ2enOCKR9qXPgIiIdGSVlZUMGDAAdtKDVMlnM/Ly8pR8inQgwWAw8TovL0//eEu3o8+AiIh0BRpwSERERERERNqckk8RERERERFpc+p2KyIdXnp6OjNmzEi8Fulu9BkQEZGuwHYwEm63Y2Z5QEVFRYXu+RQREREREWmByspK8vPzAfKdc5Xbq6dutyIiIiLtLF5eTry2NtVhiIi0K3W7FZEOLxKJ8MgjjwBw0UUXEQ6HUxyRSPvSZ6DrcJEI1f/4JzWPPUawXz96/ukOLCMj1WGJiLQLdbtNom63Ih1TdXU1OTk5AFRVVWmaCel29BnoGiKLl7D5d78junRpoizr/PPJufSSFEYlIrLn1O1WREREpANw0SjVDz9C2bXXEl26lEBePplnnAFAzb+eILpqVWoDFBFpJ0o+RURERNpIdOlSyq69jupHHoFYjPQjj6Tn3X8h5xtXknbIIRCLUvXnv6CeaCLSHSj5lHYxePBg/vCHPyTemxlPP/10yuIRERFpSy4Wo3r6dDZ957tElyzBcnLJu/EG8m76MYEePTAzcr95NRZOo2HuXOpnzUp1yCIibU7JZzdw6aWXYmaJR69evTjhhBP45JNPUhbT2rVrOfHEE1O2fxERkbYSXb6csuu+T/WDf4dYlLRDD6XnPXeTMXEiZpaoF+zbl6wLvgpA1T33Eq+uTlXIIiLtQslnN3HCCSewdu1a1q5dy6uvvkooFOKUU05JWTx9+vTRROkiItKmXEMDsTVrcbFY++wvHqfm8X9R9p3vEl20EMvOJu8HPyD/5p8R7Nmj2XWyzj6LYP/+xMvKqH7ooXaJU0QkVZR8dhPp6en06dOHPn36cMABB3DjjTeycuVKSkpKALjhhhsYOXIkWVlZDB06lJ/+9KdEIpHE+h9//DGTJ08mNzeXvLw8DjroIObMmZNY/tZbbzFhwgQyMzMZMGAA11xzDdU7+AY3udvtsmXLMDOefPJJJk+eTFZWFvvvvz/vvPPOVuvs6j5ERKT7ildVUfb969n49a9TcsZZbPrmt6i47ddU/3M69bPfJrp6NS4eb7X9RVetovwH11N1//24SANpBx9Mz7vvIuPYY7Zq7WzK0tLI/da3AKj99wwii5e0WkwiIh2N5vncTc456qOt90drV6SHAjv8Q7YzVVVVPPzwwwwfPpxevXoBkJuby7Rp0+jXrx+ffvopV155Jbm5ufzwhz8EvHnlxo0bx1133UUwGGTu3LmJeeaWLFnCCSecwC9/+Uvuv/9+SkpKmDp1KlOnTuWBBx5ocVw33XQTt99+OyNGjOCmm27iggsuYPHixYRCoVbbh3RO6enpPPbYY4nXIt2NPgO7Jl5TQ8VPfkp08SKvIBohumwZ0WXLtrq30sJpBAfsRWjgQIKDBhIaOIjgoIEEe/bE1dfj6uq858bXdXW4ui2v8ZfFKyupe/ElXKQBy8wk5+qryDj++Bb/rU47cBzpRx9N/axZVN15JwW/+y0WUPuAiHQ9muczya7M81kXiXH1/e+3T2BN3H35eDLCwRbXv/TSS3n44YfJ8Cexrq6upm/fvsyYMYMDDzyw2XVuv/12pk+fnmjdzMvL409/+hOXXLLtXGRXXHEFwWCQe+65J1H21ltvMXHiRKqrq8nIyGDw4MFce+21XHvttYDX8vnUU09xxhlnsGzZMoYMGcJ9993H17/+dQDmzZvH2LFjmT9/PqNHj27RPkREROK1tVT89GdEPv8cy8ml4Ne3EcjOIrpiBbHlK4guX050+QpiK1bgGupbdd9pBxxA7nXXEiwq2uV1Yxs3sunKb+Bqa8m95jtkalwEEelEWjrPp1o+u4nJkydz1113AVBWVsZf/vIXTjzxRN5//30GDRrEo48+yh133MGSJUuoqqoiGo1ulYB/73vf44orruChhx7iuOOO49xzz2XYsGGA1yX3k08+4ZFHHknUd84Rj8dZunQpY8aMaVGM++23X+J13759AdiwYQOjR49utX2IiEjX5errqbjl517imZ1Nwa9+SXjYUACCffrA+PFb6sbjxNev95PR5YnENLZyFS7SAHgto6SnYxkZ/iPpdWO5/xwaMZz0JgMK7Ypgr15kf+1/qLr3r1TdP430ww8nUFCwx+dERKQjUfK5m9JDAe6+fPzOK7bRvndVdnY2w4cPT7y/7777yM/P569//Ssnn3wyF110EbfeeitTpkwhPz+f6dOn89vf/jZR/5ZbbuHCCy/kueee44UXXuDmm29m+vTpnHnmmVRVVXHVVVdxzTXXbLPfgQMHtjjGxm68QOKPd9y/H6e19iGdUzQa5amnngLgzDPPJBTSry7pXvQZ2DnX0EDFL35J5JOPscxMCn7xc8IjRmy3vgUCBPv2Jdi3L+mHHbZlO/E4rr7eSyrbuetr5mmnUffyK0SXLqXqgWnkXXdtu+5fRKSt6a/XbjKzXer62tGYGYFAgNraWt5++20GDRrETTfdlFi+fPnybdYZOXIkI0eO5LrrruOCCy7ggQce4Mwzz+TAAw9k3rx5WyW3ra099iEdV319Peeddx7gfRGhf7ylu9FnYMdcJELFr26j4cMPsfQM8n9+K+Hd7BFjgQCWmdnKEbZw38EguVOnUvb971P3n/+Q+ZWvEB67d0piERFpC7qbvZuor69n3bp1rFu3jvnz5/Od73yHqqoqTj31VEaMGMGKFSuYPn06S5Ys4Y477kh8ww5QW1vL1KlTmTlzJsuXL2f27Nl88MEHia6uN9xwA2+//TZTp05l7ty5LFq0iGeeeYapU6e2WvztsQ8REel8XCxG5f/9hob33sPCaeTf8jPS9tkn1WHttvDeY8iYMgWAzXfe2W7TxIiItAd9ddpNvPjii4n7KHNzcxk9ejSPP/44kyZNAuC6665j6tSp1NfXc/LJJ/PTn/6UW265BYBgMMjGjRu5+OKLWb9+PYWFhZx11lnceuutgHev5htvvMFNN93EhAkTcM4xbNgwzj///FaLvz32ISIinYuLx6n8f7dTP3s2hMLk/eynpB1wQKrD2mM5l19Gw9vvEF22jNpnniXrrDNTHZKISKvQaLdJdmW0WxFpP9XV1eTk5ABel8Ps7OwURyTSvvQZ2JaLx9n8hz9S9/LLEAyS/5Obtrp3s7OrfeklNv/hj1hmJj3vvYdgYWGqQxIR2a6WjnarbrciIiLSqTjnqLrzz17iGQiQf+ONXSrxBMg4/njCY8bgamupuvevqQ5HRKRVKPkUERGRTsM5R9Xd91D7wgtgRt71PyD9qCNTHVars0CAnG9/GwIB6t98k/o5H6Y6JBGRPdZhkk8z629mD5vZRjOrNbNPzezgpOVmZj83s7X/n737Do+qTBs4/Hunp0w6EELvhA4qigqIFVnbqquufqvo2nsXe++9t3VFV10bioprF0QQEZDeeyihpE0yk+nn/f44kxgiNSSZSfLc1zVXMqc+55yczHnmbbH53yuletTaRpZS6l2lVLlSqkwp9YZSKrXxj0YIIYQQ9U1rje+Nf+P//HMA3NdeiyvWd0FzZO/WlaSTTgLA+/LL6FAozhEJIcT+SYgOh5RSmcB0YDJwPLAd6AGU1ljsZuBq4DxgLXA/8I1Sqo/WOhBb5l2gLXAMYAfeBF4Dzm6EwxBCNBCHw8Gbb75Z/bsQLY3cAybf2/+hcsIEANxXXUXSscfEOaKGl/KP/yM4dSrRzZup/OhjUs6RRxohRNOVEB0OKaUeAQ7TWg/fxXwFbAae1Fo/EZuWDmwFxmqt31dK5QNLgIO01rNjy4wG/ge011pv3os4pMMhIYQQIsEYZWX43nob/9dfA5B66aUkn3xSnKNqPIGffqL8kUdRdgdZr7yMNa9tvEMSQogdNLUOh04CZiulPlJKbVNKzVVKXVRjfhcgF/i+aoLW2gPMBIbFJg0DyqoSz5jvAQM4eGc7VUo5lVJpVS/AXX+HJIQQQoj9ocNhKid8QvGFF/2ReP7zny0q8QRwjhiBY9AgdDhE+dNPS/VbIUSTlSjJZ1fgMmAlcBzwMvCcUuq82Pzc2M+ttdbbWmNeLrCt5kytdQQoqbFMbbcCnhqvjXU/BCFEQ4lEInz55Zd8+eWXRCKReIcjRKNrafeA1prgLzMoueRSvP/6F9rnw9atGxmPPUry6afFO7xGp5Qi9corUElJhBctovyxx9GGEe+whBBinyVEm0/MJHi21vq22Pu5Sql+wKXAWw2434eBp2q8dyMJqBAJJxgMcsIJJwDmGIc2W6L86xKicbSkeyC8eg3eV18jvHABAJbMTFLGnofr6KNRlkT5zrzx2dq1I/3uuyi74y6C06fjff4FUq++CrNlkhBCNA2J8ulViNles6alQNXXm1tiP9vElqXG+3k1lmldcwNKKRuQVWP9HWitg0CwxvL7HrkQQggh9lu0pBTfW2+ZY3dqjbI7SDr1rySfeQaWpKR4h5cQHAMHkn7LzXgefhj/11+j0tNJHXvenlcUQogEkShfIU4HetWa1hNYH/t9LWYCeVTVzFgbzYOBGbFJM4AMpdQBNbZxJOYxzmyAmJutKVOmoJSirKxst8t17tyZZ555Zp+2fcQRR3DttdfWObamZG/Oo1KKiRMn7tN2J06cSPfu3bFarQ16LlvStRJCxI8OBvG9/z4lF15I4NtvQWucI0aQ9fqrpI49TxLPWpyHH4b7iisAqPzgAyr38TNECCHiKVGSz6eBQ5RStymluiulzgYuBl4E0GaXvM8AdyilTlJK9QfexuwBd2JsmaXA18DrSqmhSqnDgBeA9/emp9vm6JVXXsHtdu/QPsjr9WK32zmi1rhoVYnS6tWrOfTQQyksLKzqsYrx48eTkZFRLzF98skn3H///fWyrYawt4l3fSksLOT444/fp3UuueQSTj/9dDZs2FAv53JXx5zo10oI0bRprQn89BMlF1+K76230X4/9l69yHzySdJvHYe1TZt4h5iwksYcT8p55wLgffU1Aj9OjnNEQgixdxKi2q3WepZS6q+YbTDvwizpvFZr/W6NxR4DUjDH7cwApgGja4zxCXAOZsL5A2YvtxMwxwZtkUaNGoXX62X27NkccsghAPz888/k5uYyc+ZMAoEALpcLgMmTJ9OxY0e6desGQG7urvpo2j9ZWVkNst36EA6HG32f+3qevV4v27Zt47jjjiMvL6+BojIl8rUSQjRtkfXrqXj2OcJLlwJgyckh9fzzcR4xskW369wXyWeeiVFWhv+zzyl/6imU243zoAPjHZYQQuxWwvyH11pP0lr311q7tNb5WuvXa83XWuu7tNa5sWWO1lqvqLVMidb6bK21W2udrrW+QGvtbdwjSRy9evWibdu2TJkypXralClTOPnkk+nSpQu//vrrDtNHjRpV/XtVSdiUKVM4//zz8Xg8KKVQSnHPPfdUr1dZWckFF1yA2+2mY8eOvPbaa7uNqXZVzs6dO/PAAw9w7rnnkpqaSqdOnfj888/Zvn07J598MqmpqQwYMIDZs/8YQaeqJHbixIn06NEDl8vFcccdx4YNG3bY18svv0y3bt1wOBz06tWL//znPzvMV0rx8ssvc9JJJ5GSksJFF11UfQ4yMzNRSjF27FgADMPg4YcfpkuXLiQlJTFw4EA+/vjjHbb3v//9j549e5KUlMSoUaNYt27dbs9FVQxV1W7XrVuHUopPPvmEUaNGkZyczMCBA5kxw6xZPmXKFNxuczSgI488EqVU9bWdNm0aw4cPJykpiQ4dOnD11Vfj8/mq9xMMBrnlllvo0KEDTqeT7t2788Ybb7Bu3bpdHnPta1VaWsq5555LZmYmycnJHH/88axcufJP1+Wbb74hPz+f1NRURo8eTWHhH820p0yZwtChQ0lJSSEjI4PDDjuM9evXI4RoOQI//UTpNdcRXroU5XSR8o9/kP36a7iOHCWJ5z5QSpF68cU4R46EaJTyBx+qTuaFECJhaa3lFXsBaYD2eDx6TwzD0EZlZXxehrHH+KqcffbZ+thjj61+f9BBB+mPPvpIX3rppfquu+7SWmtdWVmpnU6nHj9+vNZa68mTJ2tAl5aW6mAwqJ955hmdlpamCwsLdWFhoa6oqNBaa92pUyedlZWlX3zxRb1y5Ur98MMPa4vFopctW7bLeEaOHKmvueaa6vdV23jllVf0ihUr9GWXXabT0tL06NGj9YcffqiXL1+uTznlFJ2fn1993G+++aa22+36wAMP1L/88ouePXu2Hjp0qD700EOrt/vJJ59ou92uX3zxRb18+XL95JNPaqvVqn/88cfqZQDdunVr/e9//1uvXr1ar1u3Tk+YMEEDevny5bqwsFCXlZVprbV+4IEHdO/evfXXX3+tV69erd98803tdDr1lClTtNZaFxQUaKfTqa+//nq9bNky/c477+g2bdpUn8ddAfSnn36qtdZ67dq1GtC9e/fWkyZN0suXL9enn3667tSpkw6HwzoYDOrly5drQE+YMEEXFhbqYDCoV61apVNSUvTTTz+tV6xYoadPn64HDx6sx44dW72fM844Q3fo0EF/8sknevXq1fr777/X77//vo5EIrs85trX6qSTTtL5+fl66tSpet68efq4447T3bt316FQaIfrcvTRR+tZs2bpOXPm6Pz8fH322WdrrbUOh8M6PT1d33jjjXrVqlV6yZIlevz48Xr9+vW7PD9VvF6vBjSgvV7vHpcXorlpDveAEQrp8pdf1ltHH6+3jj5el467VUe2b493WE2eEQrp0tvv0FtHH6+3nX6GDq9bF++QhBAtkMfjqfqcStO7ybcSotptkxQIsP3U+Iw11uqTCbCXHTCMGjWKa6+9lkgkgt/vZ+7cuYwcOZJwOMwrr7wCwIwZMwgGg9UlYDU5HA7S09NRSu20iuiYMWO4/PLLAbjlllt4+umnmTx5Mr161e4/atfGjBnDJZdcAsBdd93Fyy+/zEEHHcTf/va36u0OGzaMrVu3VscQDod54YUXOPjggwF46623yM/P57fffmPo0KE88cQTjB07tjq266+/nl9//ZUnnnhih+M8++yzOf/886vfr127FoDWrVtXt3MNBoM89NBDfP/99wwbNgyArl27Mm3aNF599VVGjhxZXcr65JNPAmap88KFC3n00Uf3+jxUufHGG/nLX/4CwL333kvfvn1ZtWoVvXv3pnVrs0PnrKys6nPx8MMPc84551SXUvbo0YPnnnuuOq6CggI+/PBDvvvuO44++ujq+KtUVa+tecy1rVy5ks8//5zp06dz6KGHAvDuu+/SoUMHJk6cWH2tqv6uqqpvX3nlldx3330AlJeX4/F4OOGEE6rn5+fn79U5cTgcvPDCC9W/C9HSNPV7IFpcvEPJXPKZZ5By7rlS0lkPlN1O+u23UXbrbYSXL6fsjjvJfPIJrK1b73llIYRoZJJ8NnNHHHEEPp+PWbNmUVpaSs+ePWnVqhUjR47k/PPPJxAIMGXKFLp27UrHjh33efsDBgyo/r0qQd22bVudt9Em1sFE//79/zRt27Zt1QmXzWbjoIMOql6md+/eZGRksHTpUoYOHcrSpUu5+OKLd9jPYYcdxrPPPrvDtAMP3HP7mFWrVlFZWckxxxyzw/RQKMTgwYMBWLp0aXUiXKUqUd1XNc9H27ZtAfPYe/fuvdPl58+fz4IFC3j33T+aSGutMQyDtWvXsnDhQqxWKyNHjqxTPGAen81m2+EYs7Oz6dWrF0trVPNKTk6uTiyr4q/6e8jKymLs2LEcd9xxHHPMMRx99NGcccYZ1ce4O3a7nStivTsK0RI15XsgtHAh5Q89jFFWhkpOJu3GG3DW8f+j2DmVlET6ffdSeuPNRDcUUHb7HWQ+8TiWWMeBIrEYhqa0MkSJN0TH7GScdmu8QxKi0UjyWVcul1kCGad9763u3bvTvn17Jk+eTGlpaXUCkpeXR4cOHfjll1+YPHkyRx55ZJ1CsdvtO7xXSmEYRp23UTXW6s6m7et290ZKSsoel/F6zWbDX375Je3atdthntPprPeY9vXYvV4vl1xyCVdf/ee+tTp27MiqVavqPcZd2dnfgzartAPw5ptvcvXVV/P111/zwQcfcMcdd/Ddd99Vd4glhGg+tNb4J3yC9803wTCwde5M2h13YGvXsJ2ltVSWtDQyHryf0utvJLpxI2V33k3Gow/LUDX7aGNJJa/+sJIib5BWbic5bhc5bucOr1ZuJ0mO3T9Ca60p94fZVh6gsCzAVo+fLZ4AW2OvcNT8XD+oazZXHNOzMQ5NiIQgyWcdKaX2uuprvI0aNYopU6ZQWlrKTTfdVD19xIgRfPXVV/z2229cdtllu1zf4XAQjUYbI9S9FolEmD17NkOHDgVg+fLllJWVVVfjzM/PZ/r06Zx33h+Db0+fPp0+ffrsdrtV1dlqHm+fPn1wOp0UFBTssvQwPz+fzz//fIdpNTt0akhDhgxhyZIldO/efafz+/fvj2EY/PTTT9XVbmva2THXlp+fTyQSYebMmdXVbouLi1m+fPkez2ltgwcPZvDgwdx6660MGzaM9957b4/JZzQa5eeffwZg+PDhWK3yLbFoWZraPWBUVlLx1NMEp08HwHXkkbivuhK1D1+ein1nbdWKjIceoOyGm4isXEH5/Q+Qfu89qFpfDIqdW7rJw3PfLscfMj8PC4orKSiu3OmyKU7bHwlpqpNst5PKYIStngBbPAG2ePzV29kZi1IYWjNrTTGbSyvJy0xukGMSItFI8tkCjBo1iiuuuIJwOLxD8jRy5EiuvPJKQqHQTtt7VuncuTNer5cffviBgQMHkpycTHJyfP9J2u12rrrqKp577jlsNhtXXnklhxxySHUyetNNN3HGGWcwePBgjj76aL744gs++eQTvv/++91ut1OnTiilmDRpEmPGjCEpKQm3282NN97Iddddh2EYHH744Xg8HqZPn05aWhrnnXcel156KU8++SQ33XQTF154IXPmzGH8+PGNcCbMNrGHHHIIV155JRdeeCEpKSksWbKE7777jhdeeIHOnTtz3nnnccEFF/Dcc88xcOBA1q9fz7Zt2zjjjDN2esypqak77KNHjx6cfPLJXHTRRbz66qu43W7GjRtHu3btOPnkk/cqzrVr1/Laa69x0kknkZeXx/Lly1m5ciXnnnvuHtcNBALVf6Ner3evSqyFaE6a0j0QWb8ezwMPEt24Eaw23JdcjOuEv1TX5BANy9ahA+n330vZuFsJzZ1L+RNPknbzTaj9+MJCGwba50N7vRheL9rrRfsqMXxetNeH4fWirFZcY8Zgzcqsx6NpPL+uKuL1yauIGpoebdycc1hnPP4wRRVBisqDbK8IUOwNsb08gDcYwRd7rS/y7XKbCshKddIm3UVuuovcjKTq33PcLl76bgVz1pXw1fzN/POInX+BLERzI8lnCzBq1Cj8fj+9e/eubj8JZvJZUVFRPSTLrhx66KFceumlnHnmmRQXF3P33XfvMNxKPCQnJ3PLLbdw9tlns2nTJoYPH84bb7xRPf+UU07h2Wef5YknnuCaa66hS5cuvPnmmxxxxBG73W67du249957GTduHOeffz7nnnsu48eP5/7776dVq1Y8/PDDrFmzhoyMDIYMGcJtt90GmNVbJ0yYwHXXXcfzzz/P0KFDeeihh7jgggsa8jQAZhvRn376idtvv53hw4ejtaZbt26ceeaZ1cu8/PLL3HbbbVx++eUUFxfTsWPH6th3dcy1vfnmm1xzzTWccMIJhEIhRowYwf/+978/VbXdleTkZJYtW8Zbb71FcXExbdu25YorrqjubEoI0fQFfvqJimeeRQcCWHJySL/tVux72bGYqD/2Xr1Iv+MOyu6+h+DUqWyfOhUsFpTVBjYrWG0omxVs9lo/bSibDZRC+/0YXh/a50X7/Xu1X/+XX5I27hYcAwc28BHWH601X83fzIczCwA4oEsWlx7ZA7tt151hBUJRirxBtpcHKPKayWmRN0iyw0puRhK56S7apCfROs2FYzfbOX5QHnPWlfDLyiJOPagjmSlNrzMxIfaVqtkeq6VTSqUBHo/HQ1paWrzDEbswfvx4rr32WsrKyuIdimgkPp+vujQ20Ut9hGgIiX4P6EgE77/ewP/ZZwA4Bg4kbdwtWHbRg7ZoHIGffqLi2ef2OnncE+VyoVJTsSSnoNypqJQULKnmz/D8BUQK1oPFQso//o/kM85I+N6MDUPz7i/r+GHxFgCO7d+Wsw7phMXSeKX0D322iBVbKjh+YB5nHtKp0fYrRH0rLy8n3ezkLF1rXb6r5aTkUwghhBB1orUmvGgRvvFvEV6yBIDkM84g5dx/7Fc1T1E/XCNH4hw2DO33o6NRiETQ4QhE//hJJIqORsx5EfMnUQOVnIxKTdkhwVS2XT826kCAipdeJvDdd/jeepvwosWk3XRjwva4G4oYvPLDSn5fV4ICzhrWieMGNH5nWGMGtWPF18uYsmQrJw5uR7IzMR7NQxEDw9i3Aiq7zYK1ERN30TQlxl+4EEIIIZqM6LZtBL7/gcB33xHdYpYayTAqiUk5HKhGGBtWuVykXX8d9n598b74MqE5cyi58irSx43D3nffOqZraBX+MM9+s5xVWyuwWy1cNKo7Q7tlxyWWAR0yaJeZxKZSP1OWbmXMoHZ7XqkBaa15d7pZGryvdSNTXTZuP7kfbTOaRoecIj6k2m0NUu1WiMSU6FUOhWhoiXAP6GCQ4C+/EPj2O0Lz50Ps+UElJeEcPpyUM8/EmrfncXtF8xdZuxbPQw+bnU5ZLKSefz5Jp52aEJ1ObSsP8OT/lrLVEyDFaePq43rRq218n/mmLd/Gv6asJiPZzuN/H7Lb9qYN7ZsFm/nvjPV1Xr9Lq1RuP7kvNmtiV7kW9U+q3QohhBBiv2itiSxbRuC77wlMnYr2/dGzp33AQJKOORrnYYeimsjQY6Jx2Lp0IfO5Z6l49jmCP/2E9403CC1aRNoN12Nxu+MW19ptXp7+ehnl/jDZqU5uGNM7IYY4OaR7DhNmbaDUF2LGqiJG9G4dlzgWbyzjg1/NxPPvwzpxRH6bPazxB48/zD0TFrB2u5fPf9/EqQd1aKgwRRMnyacQIuHZ7XYee+yx6t+FaGka+x6IlpQQ/OFH/N99T3RDQfV0a+s2uI45GtfRR2HNzW3wOETTZUlKIu2WmwkMGEDFy68QmjmT0iuvJu22cdh79Wr0eOatL+Wl71cQihh0zE7h+uN7k5EgvcvarBaO7d+WD35dz1fzN3N4z1aN2ukRwPbyAC99vxJDw2E9W3Fs/7b7VFLd2m7lvOFdefmHlUyau5H+HTLokRu/LxpE4pJqtzVItVshhBCJSEejhGbPRofCOAYOwNIAn1HRoiJCv80i+OuvhObMAcMAQDmcOA8/DNcxR2MfMCDhezAViSe8ahXlDz5ktg+22ki96EKSTjqx0arhTl6ylf9MW4OhoV/7DK48picuR2J1iOUPRbj+3d/xh6JcfVwvhnTOarR9B8JRHpy4iA0llXRplcptJ/Wtc9XfV39YyYxVRbROc3HfaQMS7jyLhrO31W4l+axBkk8hhBCJxPB6CXzzLf7PvyC6bas5USls3XvgGDIYxwFDsPfujapDaag2DCLLlxOc+RuhWbOIrFmzw3x7fj6uY47GOWIEFmlnLfaT4fNR8fQzBKdPB8B5+OG4r72mwf62AqEoK7dWMHtNMT8t2wbA8F6tOG9414Rtj/jxzAImzdtE9zZu7jilX6PsU2vNS9+vZNaaYtKS7Nxzan+yUp113p4vGOHOj+ZT4gsxondrLhjZrR6jFYlMks86kORTiMQUjUb5/fffARgyZAhWGcJBNHPRzYVUfvYZge++Q/v9RLVmUTSKSnXT11+JtUaJkUpKwj5gAI4hQ3AcMARrXt4uS5QMr5fQ778TmvkbodlzMMo9f8xUCnuvXjgOHorzsMOwdZA2W6J+aa3xf/YZ3n+9AdEo1rw8Mu6/v146qgqGzWRz2eZylm0uZ802L0aNZ9xTDmjPyQe0T4hOj3bFUxnihnd/J2Jobj+5Lz1yG/5ZdNLcTXz8WwFWi2LciX3qZZ/LNnt49IslaOCa43oxuBFLcUX8SPJZB5J8CpGYEqGnTyEaWtWYmf5PPiU4c2Z1b7K2jp0wxoym1SmnAOBZvx778hWEf/+d0Nx5GJ6yHbZjbd0Gx5DB2IcMwTFoIEZpqVmd9rffCC9eXF2dFkClpOA44ACcQ4fiOGAIloyMRjpa0ZKFly3D89AjGNu3YclpReZjj2Btu28JaChisHJL+R/J5nYv0VrjUua4nfRum8ZB3bIZ2DGzPg+hwbz502p+WraNQZ0yuXZ07wbd1/yCUp75ahkaOG94V0b12fsOhvbkgxnr+WrBZtwuOw/8bQDpyYnRvlY0HEk+60CSTyESkySfojnT4TDBqT9T+emnRFavrp7uOPBAkv/6V+yDB1FZWbnTe0AbBpG168xEdM4cQouXQCS82/1ZO3TEOfQgHAcPxZ6fj7JJ34Oi8UVLSim7ZRzRjRuwtGptJqB76MRqmyfA9BXbWVZYzuqtFURqJZtZKQ7y89LplZdGfl4ardJcDXkIDaKwzM9tH8xDAw+dMbDBeuPdUubn3k8X4g9FOSK/DWNHdK3X7YcjBvd9upANJZUM7JjBtaN7J3Sps9h/knzWgSSfQiQmST5Fc2R4PPi/+gr/F5MwSkoAs3Mf11FHknTKydg6dqxedm/vAe33E1q0mNDvvxP+fS6RgvVgs+MY0B/H0KE4hx60zyVMQjSUaEkJZTffQnTTJqyt25Dx6MO7TEA3lVTy4GeLqAxFq6dlJDvIz0sjv106vfPSaOV2NosE5/lvljNnXQnDe7Xin0d0r/ft+0MR7v90EZvL/PRo4+aWE/s0SDvYDcU+7v1kIRFD13vJqkg8knzWgSSfQiQmST5Fc6JDIXxvvY3/i0nocAgAS1YWSSeeQNKYMTvtybau94BRVoZyOmUcTpGwosXFZgnopk1Y27Qh47FHsbbecZzLUl+IByYuotgbpGN2CqP6tCE/L4026a5mkWzWtnprBfdPXITVonj874P3qwOg2gxD89y3y5m3vpTMFAf3nNq/QavEfr1gM+/PWI/DZuG+0waQmyH/i5qrvU0+E7O7LyGEEKIZimzcSOl111P5ySfocAhb9+6k3Xgj2ePfJOWss+p9CBVLRoYkniKhWbOzyXjkYax5eUS3bjVLQrdvr54fCEV5+qulFHuDtEl3cdNf8hnVpw25GUnNMvEE6NbGTa+2aUQNzXeLttTrtj+bs5F560uxWy1cfWyvBm+LeWy/tuTnpROKGLz24yoiUWPPK4lmTZJPIYQQohEEvv+B0quuJrJmDZb0DNLvvovM557FddSRdRoqRYjmwpqTQ8ajZqdD1QloURGRqMEL3y2noLiStCQ7N4zJx53UMu6V4wfmAeYYpZXBSL1sc87aYj77fSMA5w3vQpfWqfWy3d2xWBQXjupGssPKmu1eJs3d1OD7FIlNkk8hhBCiARl+P+WPP0H5k0+iAwEcAweS+eLzOA85pNmW3Aixr6oT0Nxcolu2UHbzON77Yg6LNnpw2CxcN7o3rZtgB0J1NaBDBu0ykwiEo0xZunW/t7eppJLXJ5sdmh3Try2H92q9hzXqT3aqk/OGmx0aff77RlZtrWi0fYvEI8mnECLh2e127r77bu6++27sUkIkmpDw6jWUXnU1gR9/BIuFlHPPJf2hB7FmZ+/TduQeEC2BtVUrMwFt04biVevJff4RUivLufzono1SSpdILBZVXfr57cJCwpG6V1f1BSI8+81yAuEo+XlpnHlIxz2vVM8O7p7DId1zMDS89uMqAjU6jhIti3Q4VIN0OCSEEKI+aK3xfzEJ7+v/gkgYS04OabfcjKNfv3iHJkS9KyzzM33Fdg7v2apeOpSZPn0x/jtuJ62ilLSunejxyjNYs7LqIdKmJRI1uOm/cyn1hbhgZDdG9N730krD0Dz11VIWbfSQnerknlP7x63qsi8Y4c6P5lPiCzGyd2vOH9ktLnGIhiEdDgkhhBBxYFRUUH7/A3hffhkiYRwHH0zWiy9I4imapWA4ytNfLWPS3E3c8dF8Ppm1gdB+lNItKCjljcXlfPaXi0jOyyWrosjsDbektB6jbhpsVgvHDTCHRvrfvE0Yxt4XGBmGZvaaYh76fDGLNnqwWy1cc1yvuLaZTXHauGhUdxTw07JtzF1XErdYRPxI8imESHiGYbB48WIWL16MYUhPeSJxhRcvoeTyKwnOmAE2O6mXXkr63Xftdy+2cg+IRPXp7A1sKw9gtSgihubz3zdy24fzmF+w78niuu1eXvxuBYaG/kN60vuVZ7DktCK6cSNl427FKG15CegRvduQ5LCyxRNg3l6cU38owjcLNnPz+3N54bsVrNpagdWiuPjI7nTMif8wZfnt0qsT6n//tAZPZSjOEYnGJtVua5Bqt0IkJhnnUyQ6bRhUfvghvv+8A4aBtV070sbdgr17/QwQL/eASERrtnl5YOJCDA3Xju5NJGrw7i/rKPWZCcUBnbM4+9DOZLv3PE7l9vIAD0xchMcfpk+7dK4/vjc2q4Xo5kJKb7kFo6gIW8dOZDzyEJbMzIY+tITy8cwCJs3bRPc2bu44Zec1KLaXB/hu0RamLttGIGy2p0xx2hjVpw1H9c0lM6Vhh1TZF+GIwb2fLmRjSSX92mdwxTE9SHLY4h2W2E97W+1Wks8aJPkUIjHJg7dIZNGSUioef5zQvHkAuI48ktQrr8BSj+Nryj0gEk04YnDPJwvYVOpnWPccLjmqB2COy/nZnI18s3AzhgaHzcIpB7Tn2P5tsVl3XuHOF4jwwGeLKCzz0z4rmdtO6kuy849kJLJpM2Xjxv2RgD76MJaMjMY4zITgqQxx43tzCUcNbjupLz3bms+oWmtWba3g6wWFzF1XQlWt3LYZSRzbvy2H9sjBabfGMfJd21Ds495PFhIxNOlJds44pBPDuudgsUgP4E2VJJ91IMmnEIlJHrxFojIqKym9+hqimzahnC5Sr7gc19FH1fsQKnIPiEQzcfYGJs7ZiNtl56EzBv6pLeGGYh9vT1vLyi3msBrtMpP4x+Fd6Z234/NVOGLw+JdLWLGlgswUB3ee0o+s1D+XlEY2baLslnEYxcXYunYl45GHsbjdDXeACWb81DVMWbqVQZ0yufKYnsxeW8I3CwpZu91bvUzfWJXWfu0zmkQSt3hjGW//vJat5QEAurdxc85hnenSqmX1bNxcSPJZB5J8CpGY5MFbJCKtNeUPPUxw2jQsOTlkPPQgtg4dGmRfcg+IRLKh2MfdExZiaM1lR/Xg4O45O11Oa830Fdt5/9f1eAMRAA7r0YozDulIerIDw9C88sNKfltTTJLdym0n96VD9q7/tiMbN1J2080YZWXYevQk4+EHsbSQe2FLmZ9bP5iHBjJTHNVVm+1WC8O653DsgLa0z0qOb5B1EI4YfLuokM/nbCQYMVDAiN6tOW1oR9Li2DmS2HeSfNaBJJ9CJCZ58BaJqHLiRLyvvgZWG5mPP4o9P7/B9iX3gEgUUUPzwMRFrN3uZXCnTK4+rtceS/p9gQgf/1bAlKVb0UCyw8rpQzuy1RPgm4WFWC2KG8bk06dd+h73H1m/nrKbx2GUe7Dn55P+4AP1WsU9kT3/7XLmrDV7iE1LsnNknzaM6tOG9OTEac9ZVyXeIB/OLODXVUWA+Tfy14M6cGSfXKxNoBRXSPJZJ5J8CpGY5MFbJJrwkqWU3nwzRKOkXnopySef1KD7k3tAJIr/zdvEhzMLSHJYeeiMQfvUkc2abV7e+nkN64t8O0y/eFR3Du3Zaq+3E169hrJxt6K9Fdj79yfjvntRLtder99UFVcE+WzORrrnuhnWPQe7rfkNWrGisJx3pq+loLgSgPZZyfzfYZ3pnbfnLyZEfEnyWQeSfAqRmOTBWyQSo6yMkquuxigqwjliBGnjbqn3Np61yT0gEsGWMj93fryAcNTggpHdGNG79T5vwzA0Py7ZyoTfCvCHo5x2UAdOHNJ+n7cTXrGCsltvQ1dW4hg0iPR770E5mn4JoDD/RqYs3cqEWRvwBc3q2kO7ZnPmsE5k76Q9sEgMe5t8Sr/GQoiEZ7fbufHGG6t/FyJetGFQ/tjjGEVFWNu3x33tNQ2eeILcAyL+DEPz759WE44a9G2XzvBee19SWZPFoji6Xy4Hd8umqCJI51Z1+yLF3rMnGfffT9nttxOaNw/PAw+SfsftkoA2AxaL4si+uQztls0nszYwZelWfltTzLyCUk4c3I7RA/KaZalvSyElnzVIyacQQojd8f3nHXzvvYdyush89mlsnTrFOyQhGsWPi7fw9rS1OG0WHvjbQFqlJUY119DChXjuuAsdCuIcNoy0225F2aRspTlZX+Tjnel/9Jyc4rTRp106/dqn0699xl6NIysanlS7rQNJPoUQQuxKcNZsPHffDVqTduONuI46Mt4hCdEoiiuC3P7RfALhKOcc2plj+reNd0g7CM2di+fue9HhkFkV/uabUNbEHN9S1I3Wml9XFfHhzILqnn6r5Ka76Nc+g34dMujdNg2XQ659PEjyWQeSfAqRmAzDoKCgAICOHTtisUh1G9G4otu2UXLFVWhvBUljxuC+6spG3b/cA2JfBUJRtpUHKPGF6No6tc7DVmiteeqrZSzcUEb3Nm5uO6lvQo4hGZw1C8+990M0guvII3HfcD1K7pNmJ2po1mzzsnhjGYs2elizrQKjRipjtSi6t3FXl4p2yklJyL/X5kiSzzqQ5FOIxCSdrYh40uEwpTfeTGTFcmzde5D55OON3q5M7gGxM+GIwfaKAFs8AbZ6Amwp81f/Xlb5R+mQ02bhqL65HD8wD/c+JqHTV2zn9cmrsFst3HvaAPIyE3dYk+AvM/A8+CAYBq5jj8V9zdWSgDZzvmCEZZs9LNrgYdHGMrZXBHeYn+K00bddOjn7WDVXKbOn3T7t0pvFUDaNQZLPOpDkU4jEJA/eIp4qXn4F/+efo1LdZD3/LNbc3EaPQe4BYRhmtcM127xs8QTY4vFT4g3uUOpTW6rLRpLdWv1A7rJbObpvLqMHtiXVteck1FMZ4rYP5+MLRjh9aEdOGNyuvg6nwQSmTqX80cfAMEg64QRSL7+sUToFE4lhmyfAolip6NJNHvzh6H5vs2N2ilmS2iGDHm3c0tnRLkhvt0IIIcR+Cvz0E/7PPwcg7cbr45J4ChGKGLz6w0rmrCv50zyX3UqbdBe56S7apCeRm+4iNyOJNmkuUlw2tNbMW1/Kp7M3UlDsY9K8TXy/eAvH9Mtl9IA8Uly7fhT8z7S1+IIROmanMHpAYrXz3BXXiBEQjlD+5JP4J00Cm43Uiy+SBLSFaJ3u4sj0XI7sm0skarB2u5clm8qrh2zZW5GowaqtFRQUV1JQ7KOg2Mf/5m/GYbPQq21adbXevMwk+dvaR5J8CiGEEDsRKSig4plnAUg+8wycBx8c54hES1ThD/PsN8tZtbUCW2wIivZZybROc9E2w0Vakn23D79KKQZ3zmJQp0zmri9l4uwNFBRX8sXcTXy/aAvH9m/LsQPakuLc8ZFw9ppiZq8twaLgn0d0w2ZtOqU9rqOOREfCVDzzLP6JE1FWKykXnC9VcFsYm9VCj9w0euTWvTajpzLE4k0eFseq9Xr8YRZuKGPhhjJgPZkpjupEtE+79H2u1t4SSbXbGqTarRCJSaocisam/X5Kr72eSMF67AMGkvHQA3HtPVPugZZpW3mAJ/+3lK2eAMkOK1cf15veefv3fGIYmt/XlTBxzkY2llQCkOSwclz/thzbvy3JThu+QIRbP5xHuT/MCYPbcfrQjvVxOI3O/8UkKl56CQBbj56kXX8tts6d4xuUaLK01mwsqWTRRg+LN5axvLCCcNSonm9RMHZEN0b0bh3HKOOnSbf5VEqNAx4GntVaXxub5gKeBM4CnMA3wOVa66011usIvAyMArzAW8CtWuu9KmuX5FOIxCQP3qIxaa2pePwJApMnY8nKIvP557FmZcY1JrkHWp6127w8/fUyyv1hslOdXH98b9plJdfb9g1DM2ddCRNnb2BTqR+AZIeV0QPy2Fzm59dVRbTNSOK+0wY06TZugR9+pOLll9E+H1htpJx1JslnnoGySwmV2D+hiMGKLeUs3uBhwYYyNpVWkuyw8vjfh+y2Ontz1WSTT6XUQcCHQDkwuUby+TLwF2As4AFeAAyt9WGx+VZgHrAFuAloC7wNvK61vm0v9y3JpxAJSB68RWPyf/k/Kl54ASwWMh59BEe/fvEOSe6BFmZ+QSkvfbeCYMSgY3Yy1x2fT2ZKw/S4aRiaWWuK+WzORjaX+aunK+C2k/vRI9fdIPttTNHiYiqef4HQzJkA2Dp1wn39ddh79oxzZKK5MAzNnR8vYFNpZZOuLbA/mmSHQ0qpVOBd4CLgjhrT04F/AmdrrX+MTTsfWKqUOkRr/StwLNAHODpWGjpPKXUn8KhS6h6tdQghRJNks9m4/PLLq38XoqGEFi2m4pVXAUg9//yESDxB7oGW5KelW3nr5zUYGvq1T+fKY3rhcjRclW+LRXFw9xwO6prNb2uKmTh7A1s8AUYPyGsWiSeANTub9LvvIjh1Kt6XXiGyfj2l111P8l//Sso//g/l3LdhOISozWJRnDa0A899s5xvFxZyTL9cGaJlFxKq5FMp9RZQorW+Tik1BZintb5WKXUk8AOQqbUuq7H8euAZrfXTSqn7gJO01oNqzO8CrAGGaK3n7sX+peRTCCFaoGhJKb633iLw3XegNc5hw0i78w7pxVA0Gq01E2dv5LPfNwJwWM9WnD+ia6N39GMYmi2eAG0zXM3y798oK8P76msEpkwBwJqXh/vaa3D07x/fwESTp7Xm/k8XsWa7l2P65XLOYV3iHVKj2tuSz4SpxK+UOgsYAty6k9m5QKhm4hmzNTavapmtO5lPjWVq79OplEqregHN4ys+IYQQe0WHQvg++ICSCy8k8O23ZuI5YgTuG29olg/eIjFFogZvTFldnXieNKQ9F8aph1mLRTXr4SMsGRmk3XIz6XffhSU7m+jmzZTdfAsVL7yIUVkZ7/BEE6aUWfoJMHnJVopj4+uKHSVE3R2lVAfgWeAYrXWgEXd9K3B3I+5PCFEHWmuKiooAyMnJabYPRaLxaK0JTp2K79/jiW4zv6e09eyF+5KLsffJj3N0fyb3QPMVCEV54bvlLNrowaLg3OFdOSK/TbzDavachxyCvV8/fG/8G//XX+P/8kuCM3/DffVVOA86MN7hiSaqb/sM8vPSWLq5nM/mbOSCI7rFO6SEkxDVbpVSpwCfAtEak62ABgzgOOB76rnarVLKidlzbhU3sFGq3QqRWKSzFVGfwitW4H31NcJLlgBgyckhdexYnKOOSNhxAOUeaJ7KfCGe+moZBcU+HDYLlx/dk0Gd4tuzcksUmjePimeeJbrV/CLKddRRpF5yMRa3VIgT+27llgoe/GwRFgUPnjGIthlJ8Q6pUTS1arc/AP2BQTVeszE7H6r6PQwcVbWCUqoX0BGYEZs0A+ivlKo5uM4xmL3mLtnZTrXWQa11edULqKivAxJCCJFYokVFlD/+BKXXXEt4yRKU00XK//0f2a+/huuoIxM28RTN0+bSSu6fuIiCYh9pSXZuPbGvJJ5x4hg0iKyXXyLplFNAKQI//EDJZZcTWrQo3qGJJqhHrptBnTIxNEycvSHe4SSchKh2q7WuAHa4w5VSPqBYa70o9v4N4CmlVAlmQvk8MCPW0y3At5hJ5n+UUjdjtvN8AHhRay2VroUQooXSfj+VEz6h8qOP0SHz48B11FGkjD0Pa05OnKMTLdGWMj8PfrYYXzBCm3QXN4zJp3WaK95htWgqKQn3JRfjGjGc8qeeJrpxI2W3jCPlvPNIPv00+XJK7JNTD+rAvPWlzFxdzF8G+eiYI7VVqjSlO+k6YBIwAZiKOZ7nqVUztdZR4ATMqrszgHcwx/m8q9EjFUIIEXfaMAj88CPFF1+C79130aEg9j59yHz2GdJuvEESTxEX/lCE575Zji8YoUurVO44uZ8kngnEnp9P5nPP4ho1CgwD35tv4rnnPozyXdYiFOJPOmancHA38zNmwqyCOEeTWBKizWeikKFWhEhM0t5N7KtocTEVTzxJaN48AKxt2pBywQU4hx/eJDvrkXugeTAMzXPfLmfe+lIyUxzcc2p/GQswQWmtCXz9Nd6XX0WHQ1hyWpF+2zjs+YnXIZlITFvK/Nz24TwMDbef3K/ZjJu7K02tzacQQghRL4IzZlB62RWE5s1DOZykjB1L1muv4hoxvEkmnqL5+Pz3jcxbX4rdauHqY3tJ4pnAlFIkHX88GU8/hTUvD6NoO6U33Uzlp58iBTdib+RmJHF4L7Mrmo9/K5C/mxhJPoUQQjQLOhCg4rnn8dx3P0ZFObZu3ch84TlSzjwD5ZCHfBFfc9YWM3GOOY7n2BFd6dI6Nc4Rib1h79aVzOefwzl8OESjeF97nfIHHsTweuMdmmgCTj6gPTaLYnlhOYs3eeIdTkJIiA6HhBBid2w2G+edd17170LUFl61mvJHHyO60exZMPm000g59x/NJumUe6Bp21RSyeuTVwNwTL+2HNazVZwjEvvCkpxM2q3j8Pfrh/e11wn+8guRNWtIu/027N27xzs8kcCyU50c2TeXbxcWMuG3DfRtl97ia+BIm88apM2nEEI0Ldow8H86Ee+b4yEawZKVRdqNN+AYPDjeoQkBgC8Q4b5PF7K1PEB+Xho3jMnHZpWKZ01VeMUKyh98mOi2rWCz4770Elxjjm/xCYXYNU9liJv/O5dgxOCqY3tyQJfseIfUIKTNpxBCiGYtWlKC54478f7rXxCN4DzkELJeelEST5EwDEPzyo8r2VoeIDvVyeVH95TEs4mz9+xJ5gvP4Tj4YIiEqXjhBcofeRTD7493aCJBpSc7OKZ/WwA+mbUBw2jZBX/yH1AIkfC01vh8Pnw+nzTYFwAEf/2V0ksvJzR3LsrhxH3VVaTddScW81vXZkfugabp498KWLihDLvVwjXH9cKdZI93SKIeWNxu0u++i9QLLwSLheDUqZRedTWRdeviHZpIUMcPzCPZYWVTqZ9fVxXFO5y4kuRTCJHwKisrSU1NJTU1lcrKyniHI+JIBwJUPP8Cnnvv26FToaRmXu1N7oGmZ+aqIv43fzMAFx7RTQaZb2aUUiSfdiqZjz+OJSeH6KZNlN54M+FVq+IdmkhAKU4bYwa1A+DT2RuIRI04RxQ/knwKIYRoEsKr11By9bX4//c/wOxUKPOpJ7F16BDnyITYUUGRj39NMTsYGjMwj4O758Q5ItFQ7H3yyXrheez5+Wifl7Jbbye8anW8wxIJ6Oh+uaQl2dleEWTq8m3xDiduJPkUQgiR8AI/Tqb02uuIbijAkpVFxoMPknrhP5tNb7ai+ajwh3n2m+WEowb92mdw+tCO8Q5JNDBLejrpD9yPvXdvtLeCsltvI7x6TbzDEgnGZbdy0pD2AHw+ZyOhSMss/ZTkUwghRELzf/k/yp94AiJhHAcfbHYqNEQ6FRKJJ2poXvp+BcXeIG3SXFx2VA8sluZbHVz8wZKcTPoD92Pr2QvtrcBz621E1qyNd1giwYzs3ZrsVCdllWF+WLwl3uHEhSSfQgghElblRx9T8cILoDVJJ55IejPuVEg0fe/PWM/SzeW47FauPq4XKS4Zk7UlsaSkkPHg/dh69MSoKKfs1tuIrJUEVPzBbrNw8gFm6eeXczfhD0XiHFHjk+RTCCFEwtFa433rbbz//jcAyWeeQepll6Is8rElEtO05dv4blEhABeN6ka7rOQ4RyTiwZKaSsZDD5gJaLmHsltvJ7J+fbzDEgnksJ6tyE134Q1G+GZBYbzDaXTyKS6EECKhaMPA++prVL7/PgApY8eSOnZss+7NVjRta7d5eetns4Tr5CHtm+0g8mLvWFJTzRLQ7t0xPGWUjbtVElBRzWpRnHqQ2Rb86wWFVPjDcY6ocUnyKYRIeFarldNPP53TTz8dq9Ua73BEA9KGQcWzz+H/7DMA3JdfTsqZZ8Q5qviTeyBxzV5TzFNfLSMcNRjUKbO6Sp1o2SxuNxkPPYita1eMslgCWlAQ77BEgjiwSxYds1MIhKM88NkiVm6piHdIjUbJYNV/UEqlAR6Px0NaWlq8wxFCiBZFh8OUP/4EwZ9/BouFtOuuw3X0UfEOS4id8lSGeHvaWuasLQGgY3Yyt57UlySHtPMUfzDKY20/16zBkplJxmOPYmsvX1AIWLvdy7NfL6esMoRFwXED8jj1wA7YbU2zbLC8vJx0s0+GdK11+a6Wk+SzBkk+hRAiPnQwiOfBhwjNmgVWG+njbsF5+GHxDkuIP9FaM33Fdv47Yz2+YASLUvxlUB4nDWnfZB8aRcMyPJ7qzocsWVlmAtquXbzDEgnAF4jw3i/rmL5yOwB5GUlcNKo7XVqnxjmyfSfJZx1I8imEEI3P8Pvx3H0P4YULUQ4naXfegfPAA+IdlhB/UlwRZPzPa1i4oQyATjkp/HNkNzrmpMQ3MJHwqqverl+PJTubjEcfkQRUVJu7roQ3p66h3B/GomDMoHac3MS+0JLksw4k+RQiMfl8PlJTzW8BvV4vKSnyoNdcGBUVlN1xF5EVy1FJSaTfdy+Ofv3iHVbCkXsgvgxDM3npVj6aWUAgHMVuNYdLOH5gHlYZx1PsJaO0lLJxtxEpWI8lJ4eMRx7B1i4v3mGJBOENhHln+jp+XVUEQLvMZC4a1Y3OrZpGKagkn3UgyacQiUkevJunaEkpnttvJ7JuHRZ3GukP3Ie9Z894h5WQ5B6Iny1lfv7902pWxDoE6dHGzQVHdKNtRlKcIxNNUe0ENPOxR7G2bRvvsEQCmb2mmLd+XktFIIxFKU4a0o4TBrfDZk3sUlBJPutAkk8hEpM8eDc/0W3bKLvtdqKbNpmdcDz8ELZOneIdVsKSe6DxRQ3NNws28+nsjYSjBk6bhb8d3Ikj+7TBIqWdYj8YpaWU3jyO6MYN2Dp2IvO5Z1BOZ7zDEgmk3B/m7Z/XMLtGh2YXjupOx+zE/d8vyWcdSPIpRGKSB+/mQ2tNaPYcKp57HqNoO9bWbUh/6EGperYHcg80roJiH2/+tIa1270A9G2XztgRXWmV5opzZKK5iJaUUHrFlRhlZSSdcALuKy6Pd0giAc1cVcTb09biC0awWhSnHNCeMYPaJWR1f0k+60CSTyESkzx4Nw/hVavwvfFvQvPmAWBt356Mhx/CmpMT38CaALkHGs9X8zfz0cwCDK1Jdlg5a1hnhvdqhVKJ97Anmrbg7Dl47rwTgPS778J5yCFxjkgkIk9liPFT1zB3fSkAXVqlcuER3WiXlRznyHa0t8lnYlceFkII0eRFt2yh/LHHKb3qajPxtNlJPvVUMp96UhJPkVAmL9nKB7+ux9CaIZ2zeOiMQYzo3VoST9EgnAceQPJf/wpAxVPPEC0qinNEIhGlJzu4+rheXHxkd5IdVtZu9/L7upJ4h1VnMhKyEEKIBmFUVFD53/ep/GISRMIAuEaNIuXcf2DNzY1zdELsaEFBKf+ZtgaAk4e055QD20vSKRpcytjzCC1YQGT1aiqeeJL0hx5EWaRsSOxIKcWhPVqRn5fOtwsKGTOo6Q7TI8mnECLhWa1WxowZU/27SGw6FML/+Rf43v8A7TPbzDkGDiTlwn9i7949ztE1TXIPNKyCIh8vfb8SQ8NhPVpJ4ikajXI4SBt3C6VXXk1o/nwqP55Ayhl/i3dYIkFlpjg4c1jT7pxP2nzWIG0+hRCi7rRhEJw8Be9bb2Ns3waArXNnUi64AMeBB8jDvEhIJd4g909cRKkvRH5eGjeMyU/4IQ1E8+P/5hsqnnkWrFYyn3pShp0STc7etvmUkk8hhBD7LTR3Lt5/vUFkjVlt0ZKTQ8o//oHr6KOkCplIWIFQlGe+XkapL0ReRhJXHtNLEk8RF65jjyU0ew7BadMof+RRMl98AUuSjCUrmh9JPoUQQtSJNgxCc37H/+mnhObOBUAlJ5N85pkkn3ySjFsn6o3WmnJ/mFDEqLfhTqKG5sXvV1BQXElakp3rju9Niksei0R8KKVwX30V4WXLiRYW4n3pZdJuuD7eYQlR7+S/rBAi4fl8Plq3bg3Atm3bZJiJODMqKgh8/z3+SV8S3bzZnGi1kXTiCaScdSYWs9qNqEct5R7wBSNs9QTYUuY3f3qqfgYIhKMAHNAli3MP70J6sqPO+9Fa8860tSzcUIbdauHa0b1lDE8Rdxa3m7RbbqLslnEEvv8exwFDcB1xRLzDEqJeSfIphGgSKisr4x1CixdevYbApEkEfpyMDgUBUCkpuI45huSTT5IebBtYc7oHooZmQUEpG0sqq5PLLR4/3kBkl+tUjak+Z20JyzaXc/ahnTm0R06d2hJ/vaCQyUu3ooBLj+pB19apdTwSIeqXo18/Us46C99771Hx/AvYe/eW/62iWZHkUwghxC7pSITg9On4J31JeNGi6um2zp1JOvFEXKOOQEm7JLEPDEPz4ncrdjlOXUaygzbpLnLTXeRmJFX/3srtorDMzxs/rWZ9kY/XJ6/i11VFjB3elWz33lfxnr2mmA9+XQ/AWcM6cUCXrHo5LiHqS/LZfyc0dy7hpUspf+xxMh5/DCW9XItmQnq7rUF6uxUiMfl8PlJTzZIJr9fbbKscJpJocTGBr77G/9VXGCWxJMFqxXnYYSSdeAL2vn2l99pG1Jzugfd+Wce3CwuxWy0c1DWL3PQk2mS4zJ9pLlyO3T9kRw3NV/M389mcjYSjBi67lb8d3JFR+W2wWHb/N7lqawWPfrGEcNTgqL65/N9hneXvWCSk6JYtlFxxJbqykpS//52Uc/8R75CE2C3p7VYIIcQ+Cy9fTuUnnxKcPh2iZhs7S2YmSWPG4Dp+NNbs7DhHKJqy7xdt4duFhQBceEQ3Du6es8/bsFoUJwxuxwFdsvj3lNWs3FrBf6at5bfVxZw/oiu5GTsvid9WHuDZr5cTjhoM6pjJOYdK4ikSlzU3F/fVV1H+yKP4PvgA++BBOPr3j3dYQuw3KfmsQUo+hUhMzanUJ5H5//cVFS++CIYBgL1vX5JOPAHnoYei7PY4R9eyNYd7YO66Ep7/djmGhtOHduSEwe32e5uGoflhyRY+nllAMGJgt1r464HtOW5AHtYapaC+QIT7Jy5kiydAp5wUbj2x7x5LWIVIBOVPPU3gu++w5OSQ9dKLWNzueIckxE5JyacQQoi9orWm8r3/4nvnHQCcw4eTfOaZ2Lt1jXNkorlYu93Lyz+sxNAwondr/jIor162a7EojunXlkEdMxk/dQ2LN3n4cGYBs9aUcMHIrnTITiEcMXju2+Vs8QTISnFw3ejekniKJiP1sksJL15MdPNmKp57nrTbbpUSe9GkSfIphEh4FouFkSNHVv8u6o82DLwvvYz/yy8BSD7rLFLO/Yc83CSYpnwPFFcEeearZYQiBv3ap3Pu4V3q/e+rVZqLG/+Sz8/Lt/P+jHWs3e7l7gkLOXFwO7aVB1heWE6S3cp1x/cmI6XuQ7QI0dgsSUmk3XIzpdffQHDaNALffEPS6NHxDkuIOpNqtzVItVshREuiQyHKH3vcbN+pFKmXXkrySSfGOyzRjFQGIzz42SI2lfppn5XM7Sf3JcnRsN97l/pC/Gfa2h1607UoxfVjetOvfUaD7luIhlL50cd4//1vlNNF2ribcRx4IMrWMPeSUVaGUVqKrUuXBtm+aJ72ttqtJJ81SPIphGgpDK8Xz333E164EGx20m6+Cdfww+MdlmhGIlGDp75axpJNHjKS7dz51/5kp+79kCj7Q2vNb2uKeWfaOioCYS4Y2Y0RvVs3yr6FaAjaMPDcfgehefMAUKlunIcdimvECOwDB+z3UCzRLVsIzphBcMavhBcvBsPAfeWVJP1lTD1EL1oCST7rQJJPIURLEC0uxnPnXUTWrkUlJ5N+1504Bg6Md1iiGdFa8+ZPa5i6fBtOm4VbT+pL51apjR6HPxTBUxneZQ+4QjQlRkUFvv+8Q/DnnzHKyqqnW9LScR52KM7hh2MfsHeJqNaa6Np1BH/5heCMGUTWrPnzQjY7mU8+jr1nz3o8CtFcSfJZB5J8CpGYfD4fnTt3BmDdunVNsqfPRBHZtAnPbXcQ3bYVS2Ym6fffLx0LNQFN7R744veNTJi1AYuCq4/rzaBOmfEOSYhmQxsG4YULCf40leD0XzDKPdXzLOkZZiI6cgT2fv1QNdqIa8MgsnSZmXD+8gvRLVv+2KjFgr1vP5yHHoLzkEPwvvY6wRkzsLZuQ+bzz2KR52KxB5J81oEkn0IkpuYwzEQiCC9fjueuezDKPVjz8sh48AGsubnxDkvshaZ0D/y6qohXflgJwP8d1oWj+8nfmBANRUejhBcsIDj1ZzMRrfjjmd+SkYFz+HDsffIJz19A8NdfdygxVXYH9iGDcR56KM6Dh2IxEwfAbJpRevU1RAsLcRx0EOn33L1DIitEbZJ81oEkn0Ikpqb04J2ogrNmU/7gQ+hgAFuPnmTcezeWTCmNaiqayj2worCcxyYtIWJojuvflr8f2jneIQnRYuhIhPD8BQSmTiX4ywy0t+JPy6iUVJwHD8U5bBiOA4agknZdJT28eg1l112PDodIOe9cUs46qyHDF02cjPMphBACgMAPP1L+9NMQjeIYMoS0O27HspsHDiHqYkuZn2e/WU7E0BzQOYszD+kU75CEaFGUzYbjgCE4DhiCvvIKQvPmE5w2jciqVdj79ME5bBj2Af33updce7eupF55ORVPP4PvP+9g79ULx+DBDXwUorlLiORTKXUrcCrQG/ADvwC3aK2X11jGBTwJnAU4gW+Ay7XWW2ss0xF4GRgFeIG3gFu11pFGOhQhhEgolR9PwPvGGwC4Ro3Cfd21KLs9zlGJ5qbcH+apr5bhC0bo2iqVi4/sjsUiY8UKES/Kbsd50IE4Dzpwv7aTdOyxhBcvIfDtt5Q/9jiZzz+HNSennqIULVGiVN4eCbwIHAIcA9iBb5VSNesVPQ2cCPwttnwe8EnVTKWUFfgScACHAucBY4H7Gj58IYRILEZlJRUvvVydeCb/9a+4b7xBEk9R74q9QZ77ZjnbygPkuJ1cM7oXTvv+DfsghEgc7ssvw9alC0ZZGeUPP4KOSJmOqLuEbPOplGoFbANGaq2nKqXSge3A2Vrrj2PL9AaWAsO01r8qpY4HJgF5VaWhSqlLgUeBVlrr0F7sV9p8CpGAmkp7t0SgDYPAN9/ge/s/1R1LpP7znySfflp8AxP7JdHugRJvkNlrS/htdTGrtprtypIdVu44pR95mclxjU0IUf8imzZTevXV6MpKkk89ldSLLox3SCLBNPU2n1XdbZXEfh6AWRr6fdUCWutlSqkCYBjwa+znwprVcDGr5r4M9AXmNnTQQoiGYbFYOPDAA6t/FzsXmjcP72uvE1m7FgBru3akXnIxzoMOinNkYn/V5R6IRA02lfqxWxWt01zYrPt375T5QrGEs4iVWyqo+upaAT1y3Zx5SCdJPIVopmzt8ki7/no8DzxA5SefYM/Px3n4YfEOSzRBCZd8KqUswDPAdK31otjkXCCktS6rtfjW2LyqZbbuZD41lqm9Lydm+9Eq7rpFLYRoSElJScyaNSveYSSsyKZNeF//F6GZMwGzN8OUc/5O0gknSDXbZmJP94BhaLaWB1i7zcvqbV7WbvNSUOwjYpgpotWiyE1Pon1WEnmZybTLTKJdVjKt01xYd9M201MZqi7hXFFYTs26Uj3auBnaLZsDu2aTmeKor0MVQiQo52GHknzqqVR+8gnlTz9NZpfO2Nq1i3dYoolJuOQTs+1nP+DwRtjXrcDdjbAfIYSod0ZFBb73/ov/i0kQjYDFQtIJJ5ByztkyIHgzV+oLsSaWZK7Z7mXtdi/+UPRPy6U4bUQNTSAcZVNpJZtKK4Hi6vl2q4W2Ga4/JaQrt1Tw2+oilheWY9TIOLu3cXNQ1ywO6ppNVqrzT/sTQjRvKeePJbx8OeHFiyl/8CEyn34K5ZT/BWLvJVTyqZR6ATgBGKG13lhj1hbAoZTKqFX62SY2r2qZobU22abGvJ15GHiqxns3sHEXywohRELQ0Sj+L/9H5TvvVg8o7jjoIFIv/Ce2jh3jHJ1oCFprpq3Yztx1pazd7qXU9+duDOxWC51zUujSOpVurVPp0jqVVm4nWkOJL2QmnyWVbCrxs6m0ks1lfkIRg4LiSgqKK3e5766tUxnaLZuDumST7ZaHTCFaMmWzkXbrOEqvvIrI2rVUvPQyadddG++wRBOSEMmnUkoBzwN/BY7QWq+ttcgcIAwcBUyIrdML6AjMiC0zA7hdKdVaa70tNu0YoBxYsrP9aq2DQLBGHPVyPEKI+lVZWUmfPn0AWLJkCcnJLbddWXDWbLyv/4vohgIAbB07kXLRhTgPPCDOkYmGEo4YvPrtYsb941gATrnnPRxOF+0yk+nSOpWurVPp2iqVdlnJO61CqxTkuJ3kuJ0M7JhZPd0wNEXeoJmQlvrZXFrJxhI/28oD5Ka7zISzazat0lyNdqxCiMRnzc4mbdwtlN12O4Fvv8Xetw9Jxx4b77BEE5EQvd0qpV4CzgZOBpbXmOXRWvtjy7wMjMEcPqUcM1lFa31obL4VmAdsBm7GbOf5H+BfWuvb9jIO6e1WiASUaD19NjatNZGVK/H95x1Cs2cDYHGnkXLuP3AdPxpllWEtmqtyf5jnv1nOkoJtvHfNUQD8vmoz+R1b45LhTIQQceR7/318b72NsjvIePop7N26xjskEUdNrbfby2I/p9Safj4wPvb7dYCBWfLpxOzJ9vKqBbXWUaXUCZi9284AfMBbwF0NFbQQQjSkaGEhgSk/EfjxR6IbYy0CrDaSTz6J5L+fhSWWkIvmaVNJJU9/vYyiiiBJjj8SzZ65aZJ4CiHiLvmMMwgvWUZo1m+UP/ggmc89K59LYo8SouQzUUjJpxCJqSWVfBoeD8GpPxOYPJnw0qXV05XdgfPww0g+5xxs7fLiGKFoDAsKSnn5+5X4w1Fap7m4eHgHenRoBTT/e0AI0XQYFRWUXnk10W1bcQwahHPUEVjS07FkZJg/09NRSUnxDlM0gqZW8imEEC2WDgQIzpxJ4MfJhObMgWis11KLBcfAgThHjcJ52KFYWnBb15bk+0VbeO+XtRgaerVN46pje6Kif+5gSAgh4s3idpN2+62U3nAToXnzCM2b96dllNNlJqFVSWlGenViau/TB3uf/MYPXMSNJJ9CCBEH2jAIz5tP4McfCf7yC9rvr55n694d15GjcI4ciTUrK45RisYUiRq898s6flxiDlE9vFcrzhveFZvVgm8nvdsKIUQisPfsScaD9xP49jsMjwejzINRVob2eNDhEDoYILotANu27nT91MsuI/mkExs5ahEvknwKIUQj8//vK3zvvINRWlo9zdqmDc4jjsB15CgZLqUF8gUjvPTdChZv8qCAvx3ckeMH5kkv7EKIJsExYACOAQN2mKa1RgcC6LIyjLIyMzGtkZxGN20iNGsW3pdfhlCI5NNPi1P0ojFJ8imESHhKqeqhVpryw7g2DLyv/wv/xIkAqFQ3rhHDcR15JLY++U362ETdbfMEePrrZRSW+XHYLFx6VA+GdN6xxLu53ANCiJZDKWW290xKwtq27Z/ma63xvfU2lR98gPeNN9DhMCl/PysOkYrGJB0O1SAdDgkhGor2+yl/7HGCv/4KQMq555J8+mkouz3OkYn9EYkaTPhtA4s2ltEqzUVeZhLts5Jpl5lEbnoSdptlt+sv21zOC98uxxuMkJni4LrRvemYI50JCSFaDt9/38f39tsAJJ95JinnnStfsjVB0uGQEEIkiGhJKZ577iWycgXK7sB9w3W4Ro6Md1hiP/kCEZ7/djnLCs3P2A0llfy+7o/5FgVt0pPMhDQzmbws82ebdBc2q4Wpy7bx1s9riBqaLq1Suea4XmSkOOJzMEIIEScpfz8L5XDg/de/qPzgAwiFSLnoQklAmykp+axBSj6FEPUtsm4dZXfdg7F9GxZ3Gul334W9b594hyX205YyP09/vYytngAuu5UzD+lEOGqwqaSSTaV+NpVU4g9Hd7quRSlapTnZ6gkAMLRrNheO6o5jD6WkQgjRnFV+/oXZ/hNIOuEEUi+7FGWR/4tNhZR8CiGajcrKSg466CAAZs2aRXITGXIk9PtcPA8+iK6sxNquHen33itjdDYDizeW8eJ3K6gMRclOdXLt6F50yN6xqqzWmlJfyExESyurk9LNpX4C4Wh14nnykPacfEB7LJbdf8PfVO8BIYTYW8knnYhy2Kl47nn8kyahQyHc11wtCWgzI8mnECLhaa1ZsmRJ9e9Ngf+bb6h4/gWIRrH360f6nXdgkRoVTd7kJVv5z7S1GFrTvY2bq47tSXryn6vKKqXISnWSleqkf4eM6ulaa0q8ITaVVpKR7Njr9p1N8R4QQoh9lTR6NMruoPyppwh8+y2Ew7hvuB5ltdZpe9owiK5bjyUzA0tmZj1HK+pCkk8hhKhH2jDwvf02lR98CIBr1Cjc116DckhbvqbMMDTv/7qebxcWAnBI9xz+ObLbHjsUqk0pRbbbSbbb2RBhCiFEk+c66kiw2yl/7DECkyejw2HSbr5przvo01oTWbaMwNSfCU6bhlFUBFYbrpEjSPrrKdi7d2/gIxC7I8mnEELUEx0KUf7kUwSnTgUg5eyzSf6/c6TThCbOH4rwyg8rmV9QBsCpB3bgxCHt5LoKIUQDcY0YjrLb8Dz0CMFp0/CEw6Tfdusuv8jVWhNZsYLg1J8J/DwNY/u26nnK7kCHQwR+/JHAjz9i79+f5FNOwXHIwVKlNw6kw6EapMMhIRKTz+cjNTUVAK/XS0pK4g1FYXg8eO69j/DSpWC14b7mapKOOTreYYn9tL08wDNfL2dTaSV2q4ULR3Xj4G45jR5HU7gHhBCivgVnzab8/gfQ4RCOIUNIv/MOlMsFxBLOlSsJ/jyN4NSfiW7bWr2eSkrCefDBOEcMx3HAAUTWraPyk08JTpsGUbMzOGvbtiSdfDKuY4/BkpQUl+NrTva2wyFJPmuQ5FOIxJToD96RTZvw3HkX0cJCVEoq6XfejmPgwHiHJfbTyi0VPPfNcioCYdKT7Fw7ujddWqfGJZZEvweEEKKhhObNw3PPfehgAHv/AaSOPY/gr78SnDqV6NYaCafLhWPoUFwjRuA48ACU88/NG6JFRfg//wL/V1+jvRXmeikpJI0eTdJJJ2Jt3brRjqu5keSzDiT5FCIx1eXBO1JQgOe++7FkZuIYMgTHkMHYevSotyo2OhIhsmIloQXzqZzwKdpbgbVNG9Lvuxdbx471sg8RP7+s3M6/p6wmYmg6Zidz7ejeZKXGr52mJJ9CiJYstGgxnrvuQvv9O0xXTheOg4fiGj7cTDhjpaJ7ov1+At//QOVnnxHdtMmcaLHgPPxwkk85GXt+fn0fQrMnyWcdSPIpRGKqrKykTx9zbMwlS5bs1TATnoceJvjzzztMU6luHIMH4RgyGMeQIfv0DaeORomsXElo/gLCCxcSXrwYHQhUz7f36kX63XdJb3pNnGFoPp29gS/mmg8jQzpncfGo7rgcdetpsb7U5R4QQojmJLx8OZ4770YHAjiGHoRzxHCcBx2E2o8qs9owCM2ahf/TiYTmz6+ebu/dm5R//APHkMH1EXqLIMlnHUjyKUTzEC0spPjCi8AwSDnvXCKrVhOaNw/t8+2wnLV9++pSUfuAATu0+dDRKJHVqwnPX0BowQIz2az9jWuqG8fAATgGDcJ1zNE7reIjEl8karC8sJz5BWXMX1/K1nLzS4UxA/M4fWjHPY7BKYQQonFovx+U2usSzn0RXr0G/2efEZg8BSJhAFzHHEPqRRdicbvrfX/NjSSfdSDJpxDNQ8VLL+P/4gscBxxAxgP3A7FkcvkKQr//Tuj33wkvXw6G8cdKVhv2PvnYe/cmsm494cWL0JWVO2xXpbpx9O+HfUB/HAMGYu3cSXrKa6I8lSEz2SwoZfFGD4FwtHqe3WrhH4d3YURvafsjhBAtTbSklMoPPsD/xRegNZbMTNyXX47z8MPiHVpCk+SzDiT5FKLpMzweis8diw4FyXjoQRyDd15lxvB6zVLNWDIa3bLlT8uolBTs/frhGDgAe/8B2Lp2kWSziTIMzfpiH/PXlzK/oIy12707zE9LsjOwYwYDO2bSt306SQ4ZiUwIIVqy8OIllD/zDNGNGwFwHn447ssvk+Y1uyDJZx1I8ilEYvL7/YwYMQKAqVOnkrSb9h2+d9/D98472Lp3J/O5Z/d6LMbo5kJCc+cSXrECW4cO2AcOwNatmySbTVg4YrBgQynz1peyoKAMjz+8w/wurVKrE85OOSkJXb12X+4BIYQQ9UOHQvje+y+VH30EhoFKdeO+9BKcR46SsZ5rkeSzDiT5FCIx7W1PnzoYpPi88zE8ZaSNuwXXyJGNGaZIEEUVQSYv2cJPy7bhDUSqp7vsVvq2T2dgx0wGdMggI2Xng5UnIuntVggh4ie8ajUVTz9NZM0aABwHHoj76quwtmoV58gSx94mn1KvSAjRbAS+/wHDU4a1TRuchx8e73BEI9Jas2STh+8XbWF+QSlG7HvVzBQHB3bJZlCnDHrmpmG3SUm2EEKIfWPv3o3MZ5+h8uOP8b37X0KzZ1NyyaWk/vOfuI4fvU+1pKIlpURWryayZjXa6yPp+OOx5rVtwOgTiySfQohmQRsGlRMmAJD011NQ1vgOjSEahz8UYdqK7fy4eCuFZX/0RtynXTpH9c1lUKdMrAlcnVYIIUTToGw2Us46C+ehh1LxzLOEly6l4oUXCPz0E+5rrsbWrt0Oy2vDIFpYSGTVKiJr1hJZs4bIqlUYZWU7LBf49jvS77mrxYwtKtVua5Bqt0Ikpr2pchicNh3Pgw+iUt1kvz1+h2FTRPOzqaSSHxZv4ZeVRdU91brsVg7r2Yqj+rYhL7N5jYMp1W6FECJxaMPA//nn+Ma/jQ4GUHYHyef8HUtamplorl5NZO3aHcYDr2axYG3XHlvXLkQ3bCCyZg3K4SRt3M04hw1r/IOpJ1LtVgjRYmitqfz4YwCS/jJGEs9mKmpo5q4r4YfFW1i6+Y/PtbyMJI7sm8thPXOkl1ohhBANTlksJJ9yCs6DD6biuecJzZuHb/xbf17O4cTWpTO2rl2xdeuGrVtXbJ06oWLPKYbfT/nDjxCaNQvPAw/ivvRSkk48obEPp1HJp7QQoskLL15MePly85vHk0+Kdziinm0qqeSXldv5ZWURpb4QABYFgztlcVS/XPLz0qTXQSGEEI3O2rYt6Q89SODbb/F/MQmL242te3dsXbtg69YNa7t2u20GZElKIv3uu6h4/gUC33xDxUsvEd2+nZSx5zXb3vYl+RRCNAk5OTm7nFf5sdnW03XUkTL+VjNR4g0yc3UxM1Zup6C4snp6qsvGEfltGJXfhmy3M44RNr7d3QNCCCHiQylF0nHHkXTccXVb32rFfc3VWFu3xvef/1D50UcYRUW4r7sWZbfXc7TxJ8mnECLhpaSksH379p3OixQUEJo5E5Qi6bRTGzmylk1rzaqtFcxYWYTVouiQnULnnBTyMpOwWff9G9vKYITZa0uYsbKIZZs9VPVIYLUo+nfIYFiPHIZ0ymqRPdbu7h4QQgjRtCmlSDn771hycqh47jkCkydjlJSQducdWJpZG39JPoUQTVrlhE8AcB58MLb27eMcTcvgC0SYvnI7Py3dyqZS/5/mWy2KdplJdMxOoWNOivkzO5lk558/ciJRgwUbypixsoh560sJR43qeT1y3QzrkcPQrtmkuprft79CCCFETUnHHoMlK4vyhx4iNH8+ZTfeRPr992FtRjVfpLfbGqS3WyGalmhJCcXnnQ+RMJlPPIG9b594h9Rsaa1ZuaWCKUu3MmtNSXWS6LBZOLhbNkkOGxuKfawv8lEZiu50GzluJ51iyWhuuoulm8uZtaYYXzBSvUxeRhLDeuRwSPccWqW5GuXYhBBCiEQSXrUaz113YZSWYsnJIeO+e7F16RLvsHZrb3u7leSzBkk+hUhMfr+f448/HoCvvvqKpFgvcd7x46n84EPs+flkPvVkPENstnZVytkxO5kj8ttwSPecHUo0tdYUe0MUFPsoKDKT0YLiSoq9wV3uIyPZzsHdcji0Zys6ZidL50E7sat7QAghRPMU3bqVsjvvJrqhAJWcTPpdd+IYODDeYe2SJJ91IMmnEIlpZ2McGn4/xf84F+3zkX7nnTgPbbpjYyUarTUrtlTw005KOQ/plsMRfdrQpVXKPiWJvkCEgmIf62NJaWFZgLzMJA7tkUN+XjoWiyScuyPjfAohRMtjVFTgue9+wosWgdVG2g3X4Ro1Kt5h7ZSM8ymEaNYCX3+N9vmwtmuH45CD4x1OXBmGpqwyRFFFkKKKINsrghRVBCiqCOIPRbFZLVgtaoeXzaKwWizmT2vVe4VSikUbythc9udSzmE96j6OZorLRn67dPLbpdfXYQshhBDNmsXtJuPBByh/4kmCP/9M+WOPYxQVk3T6aU22lpAkn0KIJkdHIlR+MhGA5FNPbbZjYdUUCEXZUFJZnVRujyWaRRVBir1Bokb91mJx2iwc3D2HUflt6LyPpZxCCCGEqB/K4SBt3C34cnKo/PRTvP/+NzoUIuWcs+MdWp1I8imEaHKCU3/GKNqOJSMD19FHxTucBlPuDzNvfSm/ry1h8SbPDj3B1mZRiuxUBzluF63cTnJirxSXjaihiUQ1UcMwfzd0bJr5vuoVMTTRqKZ1uotDumfXuZRTCCGEEPVHWSykXnwRllY5VP73A5zDD493SHUmTxZCiCZFa03lhAkAJJ10EsrhiHNE9Wt7eYDf15Xw+7pSVm4pp2aBZmaKgzZprurEslWai+xUJ63cTjJTHNJuUgghhGjGkv/6V1xHH43F7Y53KHUmyacQokkJz19AZM0alNNF0l/GxDscguEo28oDJDtspCXZsdv2rQqw1pqNJZXMWVvC7+tKKCiu3GF+p5wUDuicxZAuWbTLTJLqr0IIIUQL1pQTT5DkUwjRSKKRKGtnzGXzt1PQv/+OkZxM2vHH0fdvY3C599xzZ3JyMgCVn36KHXAddyyWOPRK7akMsXJLBSu2VLBqSwXrinwYNXoNd9mtuF1mIupOspPmsuNOir132aunB8JR5sZKOLeVB6rXtyjomZvGkC5ZDOmcRY7b2ejHKBJT1T0ghBBCNFUy1EoNMtSKEPUrHAiy6scZbPt+Kta5s3FUeP60TMSZRPjQ4XQ9+690GNxn99tbvYbSK68Ei4XsN/6FNTe3oUIHzF5kC8v8rNxawcrCClZurdghUayS7LASjBh17vTHbrXQt306QzpnMbhTJu4k+/6GLoQQQgjRaGSoFSFEXPg9XlZ8/RMlU37GuWAetqCfpNi8iNNFsP9gMkceRuXGzUS+/RZXaRG2yd9SOPlbVnXsivuEMfTbRWmoP9bW03n44btNPH2BCGuLvBQU+Yga+o/hRWJDjtiqhxyxYLPuOPRI1DBYu93Hyi3lrNrqxReM7LBtBbTLSqZHGzc92rrp0cZdXTpZGYpS4Q9TEQhT7o9Q7g/XeB+mIvDHNENDv/bpHNAli37tM3A5rPVy/oUQQgghEpWUfNYgJZ9C1I1nSxErv/yRiqnTSVq+CEvkj4QtlJpGZMiBtD5yBN2PHIYj2VU9LxqJsuL76Wz5+HOSFszBYpi9uUacLsKHjqDL30+h45C+5rJbt1J8wT/BMMh87lnsPXoAEI4YrC/2sXablzXbvKzZ7mWr58+lk3Vlt1ro3iaV7m3c9Mh1062NmxSnfG8nhBBCCFFlb0s+JfmsQZJPIf4sGolSsa0Yz+ateDdtpXLLdoLbi4hsL0KXFGMpKcG1bTOqxv+SQFYr1NCDaXvcKLoMG4zVtudSvbLN21jy7qfVpaFVKjt2xX7c0dz77EPo7dt55cyz2XTlbazd5mXtdi8FxZU7tLms0jrNRZdWKTht1tgwIkb1ECPRnQw1UjXP0JoOWcn0yHXTMzeNDtnJ2KzNfxxRkdgCgQCnnXYaABMmTMDlcu1hDSGEEKLxSPJZB5J8ikTlLS5jy5JVOFOTScpMJyUzHac7GYul7kmRv8JHxdYifNtLqNxWjL+4lFBJKZHiEqJFxVBSjNVThqO8DIsR3eP2KvM6Yh82jE5jjiSvf886xxaNRFn5wy8UfvRZdWmoPxrliHnTAbjlplfY0m3ADuukJdnp2iqVLq1T6do6lS6tUkh1SbtJ0Xz4fD5SU1MB8Hq9pKTsuZMuIYQQorFIm08hmjBfiYd1P8+i+LffMRYtJGnzhh1KFgG0UkRcyUSTkjGSktEpKZCcjEpJxZKagjU1FYvDTrjMg1Fahi73oMrLsXgrsHvLsUbCf9qvjV3/UwiluImkZ6Izs1DZWdhbtcLZphUpua1o1bs7OV3b18uxW21Weh83nN7HDTdLQ9+bSOB/X1bP39apJ73apsWSTDPZzE51yBAkQgghhBAJTko+a5CSz8YRDoaIBEL7XXLXnPg9Xtb+PIuimXMwFi4kadP6PyWbwbQMVDSKzV+5VyWRe8Ow2QinpBFNdaPT0lBp6ViyMnG0yiEptzUpbVuTnteGjHatsbviN+RHuaec9Ix08/fyCtzu1LjFIkQ8SMmnEEKIRNZiSz6VUlcANwG5wHzgKq31b/GNqmWJhCOUrN9E2fpNVBRsxr+pkEjhFnTRdmxF23CUl6G0jiU+bqKpaX8kPhnp2LMysWdm4MrJIqWV+XK3ySFpL8aCbAiGYVBZ7KFs81YqNm3Bt2U7wa3biWwvwigpQZWVoh0OSE5BpaRgSU3B4nZjc6dic6fiTE/DmeHGlZ6GK8NNcmY6VpuNdb/MoejXOUQWLiR5w1qU1tRsxRXIbo3Rpy8ZBw2h4/CDyOrQtjqesD+Ir6QMf0k5/vIKgmXlhDzlhDwVRL1eohVeol4vhMNY0tOxZWbgyM7ClZVBcqtsUlpnkdY6p8l8AVCzzajFIiWcQgghhBBNUbNKPpVSZwJPAZcCM4FrgW+UUr201tviGVtzsdNErHAL4S3b0Nu2Yi0pwllWskOpnSP2qs0SieD0lIKnFDbV2g9QGXttj03TSqGtVgyLFW21oa3W2MtW/ZPYNOx2sFpjLxvYrGCzo6xWsNlQdluN3+0omw2L3Vw/4iknWlQEJSVYy0qxe0r/VEXVHnvt8XwB/thrZ5yxF0AgMwcjvw9pBw6h08iDye6Ut9N1LBYLzpQknClJEEtIhRBCCCGESHTNKvkErgde11q/CaCUuhT4C3AB8Eg8A9sfgQof/rIKouEIkVCIaDhMNBwhGgwTjUQwwhGMcBgjHCEa+6kjEYxIFIvNWp1YWe12LHYblthPq82G1WnHGptnczgwjCjlhdvxbd6Kf8s2wtuLiBQX73MiZlitBDOzMbJbodq0wdE2l+T2ebg75JHdtQNOd0p1Zze+7SUEikoIl5YRLinFKPNUt0+0esux+yqwRCIorVGRCBYiQLDBzveubopwUjKRtEyMzCxUVia2Vq1wtm6Fq3U2RihMqLyCSHkFkQovhteL4fWBzwuVlVgqfVj9ldgCldXDkAQysjHy+5J24GA6Dh9ab20mhRBCCCGESETNJvlUSjmAA4CHq6ZprQ2l1PfAsF2sU7PgCcANZp3lRDLrpf+gPngv3mEQib0AIq5kwmkZ6IxMVFYWjtzWOPNycXfII7NjHum5rXY7vEZYR3G1zsTVOpNsuu12v4ZhECj3EvBWYoQiRCNhokEz0Y5GIkQjEXQ4SjQUwohEzFcoghEJm7+HI+hIFB0OoyOR6pcRMSASxohEIRJGR6IQjWJJTcGek42rdSuS27QiLa8V6XltzJLGehCqDBCq9JOak7nD9ET7u0skPp+v+vfy8nKi0fpp8ypEUyH3gBBCiES2t8+xzSb5BHIAK7C11vStQO9drHMrcHftiR06dKjfyIQQ9SYvb+fVkYVoKeQeEEIIkcDcQMvpcGgfPYzZRrSmLKAkDrHsiRvYCLQHKuIci9iRXJvEJdcmccm1SVxybRKXXJvEJdcmccm1aTxuYPPuFmhOyWcREAXa1JreBtiysxW01kH+3HgwIes+1hjDsGJ33ReLxifXJnHJtUlccm0Sl1ybxCXXJnHJtUlccm0a1R7Pb+KPsbCXtNYhYA5wVNU0pZQl9n5GvOISQgghhBBCCNG8Sj7BrEL7llJqNvAb5lArKcCb8QxKCCGEEEIIIVq6ZpV8aq0/UEq1Au4DcoF5wGitde1OiJqiIHAvDTnGiKgruTaJS65N4pJrk7jk2iQuuTaJS65N4pJrk0CU1jreMQghhBBCCCGEaOaaTZtPIYQQQgghhBCJS5JPIYQQQgghhBANTpJPIYQQQgghhBANTpJPIYQQQgghhBANTpLPeqaUGq+U0kqpV3Yy78XYvPENsN8BSqmflVIBpdQGpdTNteb3VUpNUEqti8VwbX3HkOgS+NrYlVJ3KaVWx5aZr5QaXd9xJLJ4XBullCu234VKqYhSauJu4qr9WlyfsSSyOF2bI5RSnymlCpVSPqXUPKXUObWWGbuT6xKozziaEqXUMKVUVCn1ZQPv529KqWWx/1ULlVJjasyzK6UejU33KaU2K6XeVkrlNWRMia4xrs3efsYrpa6ILRNQSs1USg1tqJiagkS5Nkopq1LqfqXUWqWUP/Y8cKdSSjVUXImuka7NRbHns9LY6/ud3RNKqXyl1OdKKU/sf9sspVTHhoqruZPks2FsAM5SSiVVTVBKuYCzgYL92bBSyr6TaWnAt8B64ADgJuAepdTFNRZLBtYA44At+xNDE5eI1+YB4BLgKqAP8ArwqVJq8P7E0wQ16rUBrIAfeA74fherXgO0rfHqAJQAH+1PPE1QY1+bQ4EFwGnAAMyxmt9WSp1Qa7lydrw+nfYnlibun8DzwIj9TfZiD8J/ej5QSh0K/Bd4AxgMTAQmKqX6xRZJBoYA98d+ngr0Aj7fn3iagQa/NuzFZ7xS6kzM8dDvxbw+84FvlFKt9yemJi4hrg1wC3AZcCWQH3t/M+ZzQUvVGNfmCMz/aaOAYZifdd8qpdrVWLcbMA1YFlt+AOb/uBb7Zed+01rLqx5fwHjMD+SFwDk1pp+N+Y9+IjA+Nm005h90GVAMTAK61VinM6CBM4GfMP/Qx+5kn5dhPhA7akx7BFi2ixjXAdfG+1zJtal+vxm4otZ6E4B34n3OmvO12dn+9yLOUwAD6BTvc9ZSrk2Ndb8E/l3j/VigLN7nJxFeQCpQgZnovQ/cVmPeEbFz/hfMhD4A/Ar0q30ugZOAJUAE6LyT/XwATKo17Vfgld3EdlBs/x3jfZ6a87Wptc917OQzHpgJvFDjvQXYBIyL93mSa8Mk4I1a01rUc0C8r01sPSvml5rn1pj2PvCfeJ+T5vSSks+G82/g/BrvL8D89r6mFMxvIQ8EjsJ8qP10J9/OPAI8i/lt2Dc72dcwYKrWOlRj2jdAL6VUZp2PoPlKtGvj5M/foPmBw/fqaJqXxrw2dfFP4Hut9fp62l5TEu9rk475RU5NqUqp9cqszv6ZUqrvXm6ruTkD8wut5cA7wAU7qa73OHADZjK4HfiiVqlzMmZpy4VAX2DbTvYzjD/XEvgmNn1X0jEfFMv26kian8a6NrullHJg1r6pvn5aayP2fnfXrzlLiGsT8wtwlFKqJ4BSaiDmM8BXddxeUxeva5MM2Il91sQ+u/4CrFBKfaOU2harrn5KnY9MSMlnfb/4o5SgFWZC0Sn28gM51Cgl2Mm6OZgf0v1i7zvH3l+zh31+C7xaa1qf2Lr5O1l+HS275DOhrg3wHrAY6IH5TfQxQCUQjPc5a87XZmf738MyeZjfnp4R7/PVkq5NbL0zgCDQt8a0YcC5wCBgJPAF4AHax/ucxeEaTa86p4AN80HsiNj7I2Ln/Mway2fF/secEXs/NrbMwD3sJwT8vda0y4Gtu1jeBcwB3o33OWru16bWPtdR6zM+9v9LA8NqTX8MmBnv89SSr01sugXzSzkDCMd+3hrvc9SSrk1svZeA1YAr9j43th0fcB3m58242PUZGe/z1FRfUvLZQLTW2zGriY3FLC34UmtdVHMZpVQPpdR/lVJrlFLlmP+UAGo3Yp5dY53FSilv7NVSvxHbLwl4ba4BVmK2JwgBL2CWKBn7sI1mIQGvTU3nYZbeTKzj+k1avK6NUmoU5v1wkda6uqMnrfUMrfXbWut5WuufMNsXbsdsP91iKKV6AUMx2y2htY5gVo/9Z61FZ1T9orUuAZZjljxXCWFWYUMp1bHGNfEqpW6rQ1x24ENAYTY/aHES9dqIhLw2ZwDnYDZnGIL5eXOjUuq8fTqwZiBe10YpNQ44C/ir1rqqNlpVnvSZ1vrp2OfNI5jVpC/dz0NtsWzxDqCZ+zdmIgFwxU7mf4HZEc1FmO3+LMAiwFFrOV+N38dgVgkAs+QBzAbsbWqt06bGPPFnCXNtYg/1p8Q6cMmO7e8RzA4KWqLGujZ7LVbd5wLMdh+hPS3fjDXqtVFKVZVoXqe1fnt3gWmtw0qpuUD3PR9Gs/JPzM/yzTVqpSkgqJS6ch+249exr/oxr92gGvOqqjvv6v/ZDp8zNRLPTsCRWuvyfYijOWnMa7MnRUCUvbh+LUQiXRswq5A+orV+P/Z+oVKqE3Ar8NY+bKc5aPRro5S6EbNE82it9YIas4owazwtqbXtpbTMplH1QpLPhvU15kOXpla7JqVUNmZD6ou01j/Hpu3xD1nvvK3ZDOBBpZRdax2OTTsGWK61Lt2P+JuzhLs2sW/aNsUe3E7DfHhriRrr2uyLkZhJzRv7uZ2mrtGujVLqCMxvl2/RWr+2p+0opaxAf+B/e1q2uVBK2TCrHt+AWcW/ponA3zFrVAAcQqxn4lh7856YD1B/EitpWLWTWTMw2/I+U2PaMdQogaiRePYARmmti/fhkJqNOFyb3dJah5RSczCv38TYviyx9y/sZtVmJ9GuTUwyf67tFKWFjUoRj2ujzOHvbgeO01rPrrVeSCk1C/OzraaemF+0ijqQ5LMBaa2jSqn8qt9rzS7F7A3yYqVUIWa1tEfquKv3gLuBN5RSjwL9MKtyXle1QKyzgT6xtw6gnVJqEODVWtf1n2WTlWDX5mCgHTAv9vMezA+cx+q4zyatEa8NSqk+mPdDFuCO3RNorefVWvSfmO2iFtV1X81BY12bWFXbSZidEk1QSuXGZoVi1atQSt2F2cPhKiADcxijTsC/6rLPJuoEIBOzl0xPzRlKqQmYf7c3xSbdpZQqBrYCD2J+oz9xH/f3LPCTUuoGzCrYZ2F2LnVxbJ924GPMaoMnANYa166khdUaaNRrs5ef8U8BbymlZgO/AddidhJWu+Ow5i4Rr80XwO1KqQLMPiAGA9dj1jZpSRr72twC3IdZ3Xldjf9XXq21N/b748AHSqmpwGTMXt1PxGx7Kuoi3o1Om9uLPXRcwo7DEhyNWZQfwByyYCRmicIpsfmdY+8H7cV+BwA/x7a1EbO0oOb8qm3Vfk2J9zmTa8PIGvsqAt4G8uJ9vlrItVm3s/ui1jLpmB0ZXBTv89RSrk1sn7v9fwU8jfnNcxCz2uCXwOB4n69GvjZfYLa93dm8obFzdnXs5wmYVaCDmENuDKix7Fj2ctga4G+YbauCse2NqTGv6vru7HVEvM9Xc742uzn3U2otd2WN+2YmcHC8z5VcGw3gxqxRsB6z+cFqzDHAHftzrE3tFYdrs24X1+aeWstdgNk3hx+zoODkeJ+rpvxSsZMqhBBCiGYmVn15MpCptS6LazBiB3JtEpdcm8Ql16bpa1F1yYUQQgghhBBCxIckn0IIIYQQQgghGpxUuxVCCCGEEEII0eCk5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYQQQgghRIOT5FMIIYSoI6XUeKXUunre5lillFZKda7P7daVUuoepZSO0747x87FjfHYvxBCiPolyacQQoi4Ukp1U0q9qpRao5QKKKXKlVLTlVLXKKWS4h1fQ1FK3aaUOiXecSQCpdQYpdQ98Y5DCCFEw5LkUwghRNwopf4CLATOAL4ArgJuBQqAx4Fn4xddg7sNOGUn0/8DJAHrGzWa+BoD3B3vIIQQQjQsW7wDEEII0TIppboA72MmWUdqrQtrzH5RKdUd+EtcgosjrXUUiMY7DiGEEKK+ScmnEEKIeLkZSAX+WSvxBEBrvUpr/Szs0PZvbO3lYtPvqfH+nti0nkqpd5RSHqXUdqXU/crUQSn1Wax67xal1A21trfTNpdKqSNi04/Y3UEppW5USv2ilCpWSvmVUnOUUqfXjhlIAc6LbVMrpcbvbP9KqUlKqTW72NcMpdTsWtP+L7ZPv1KqRCn1vlKqw+5irrHu4UqpWbHqz6uVUpfsZtk97kcpNVwp9ZFSqkApFVRKbVBKPV2zOnXsuK+oOi9Vr53s7+JYTMFYjAfVmp+rlHpTKbUxtkxh7Dp33ptjF0II0fCk5FMIIUS8nAis0Vr/0kDb/wBYCozDLEG9AygBLgF+BG4BzgGeUErN0lpPraf9XgN8DrwLOICzgI+UUidorb+MLfMP4F/Ab8BrsWmrd3McbyulDtJaz6qaqJTqBBwC3FRj2u3A/cCHse23wqzKPFUpNVhrXbaroJVS/YFvge3APZjPCPcCW3ey7N7u529AMvAyUAwMjS3XPjYP4FUgDzgmdl525mzAHVtWY35x8YlSqqvWOhxbZgLQF3geWAe0jm2zY+y9EEKIOJPkUwghRKNTSqUB7YDPGnA3v2mtL4nt7zXMBORJ4Fat9aOx6f8FNgMXAPWVfPbUWvur3iilXgB+B64HvgTQWr+jlHoFM/l+Zw/b+wwIAmcCs2pMPwMzEfswtp9OmMniHVrrh2rs/xNgLnA58BC7dh+ggOFa64LYuhMw2+RW28f93FLzXACvKaVWAQ8ppTpqrQu01jOUUiuAY3ZzLjoCPbTWpbF9LY+dl+OASUqpDOBQ4Cat9RM11nt4N8crhBCikUm1WyGEEPGQFvtZ0YD7+FfVL7F2lLMxk6s3akwvA5YDXetrp7USz0wgHfgZGFLH7ZUDXwFnKKVUjVlnAr9WJYrAqZif6x8qpXKqXsAWYCUwalf7UEpZMRO5iTW2h9Z6KfBNrcX3ej+1zkVKbLlfMK/D4H04DR9UJZ4xP8d+Vl03PxACjoidcyGEEAlISj6FEELEQ3nsp7sB91FQ670HCGiti3YyPbu+dqqUOgGziu8gwFlj1v6MlfkBZs+4w4BflFLdgAOAa2ss0wMzqVu5i22EdzEdzGqzSbtYdzlmb7T7vB+lVEfMEtWTgNpJYfpu4qlth2uptS6N5eGZsfdBpdQtmCXbW5VSvwKTgLe11lv2YT9CCCEakCSfQgghGp3WulwptRnot7er7GxirMRuV3bWY+yuepGtWaK4qyRxd/uqimc4ZnvPqZjVTwsxk7HzMdst1tUXQCVmVdtfYj8N4KMay1gwYz+enR+ndz/2X9Ne7Sd2bb4DsoBHgWWAD7O69Xj2rfbVHq+b1voZpdQXmEn6cZhtUm9VSh2ptZ67D/sSQgjRQCT5FEIIES+TgIuVUsO01jP2sGxVlcuMWtM71XtU+7ev04AAcJzWOlg1USl1/k6W3euSUK21Tyk1CfibUup6zCq3P2utN9dYbDVmMrZWa71ib7cdsx2z6mqPnczrVev93u6nP9ATOE9r/XbVRKXUMTtZdn9Khf/YiNarMUs/n1RK9QDmATcA/1cf2xdCCLF/pM2nEEKIeHkMsyTsX0qpNrVnKqW6KaWugep2j0XAiFqLXd4AcVX1Olu9r1gp3sV7sW4UM5GqLiWNDfVxyk6W9fHnBHd3PsDsFfZCYGDsfU2fxPZ/d622oSjTLqsWx9rEfgOcEqsqW7VePmYpYl32U1VaqWrOx+wNuDZfbH7GrmLcHaVUslLKVWvyasw2xc6drCKEECIOpORTCCFEXGitVyulziY2JIpS6m1gEebwJIdiDsUxvsYq/wLGKaX+hdl50AjMkrX6jmtxrM3gw0qpLMzhWc5i7z4zv8Ts1fZrpdR7mMN9XAGsAgbUWnYOcHSsJHMzZknizN1s+3+YydQTmIndhFpxr1ZK3YHZw2tnpdTE2PJdgL9iDulSsyfY2u4GRgM/K6Vewjzeq4DFNWPfh/0sw0wAn1BKtcNs53saf277WXUuAJ5TSn0DRLXW7+8m1tp6Aj8opT4ElgCRWCxtgH3ZjhBCiAYkyacQQoi40Vp/rpQagDlW5cnAZZjDiizArC75eo3F78PsGOd0zDaPX2G2O9zWAKGdgzmm5DigDLOH3MmYbRh3SWv9o1Lqn7H1ngHWYo4n2pk/J5/XYyZqD2B29vMWsMvkU2sdUEp9Hovte631n45ba/1IbNiS6zCTSYANmON3fr6H2BcopY4DnsI81xtj22hbO/a92Y/WOqyUOhF4DrgVszryp8ALwPxau/8Ec3zOszCryCr2LWncAPwXOApzrNAIZvJ7htZ6wu5WFEII0XiU1vXSzEIIIYQQQgghhNglafMphBBCCCGEEKLBSfIphBBCCCGEEKLBSfIphBBCCCGEEKLBSfIphBBCCCGEEKLBSfIphBBCCCGEEKLBSfIphBBCCCGEEKLByTifNSilFJCHOVi2EEIIIYQQQoi94wY2692M5SnJ547yMAfVFkIIIYQQQgixb9oDm3Y1U5LPHVUAbNiwgbS0tHjHIoSI8fl85OXlAbB582ZSUlLiHJEQjUvuASGEEImsvLycDh06wB5qkEryuRNpaWmSfAqRQKxWa/XvaWlp8uAtWhy5B4QQQjQH0uGQEEIIIYQQQogGJ8mnEEIIIYQQQogG12Sq3SqlrMA9wP8BucBmYDzwQFWPSrHeau8FLgIygOnAZVrrlY0fsRCivjidTiZNmlT9uxAtjdwDQgghmgO1m55wE4pS6jbgeuA8YDFwIPAmcLvW+rnYMrcAt8aWWQvcD/QH+mitA3uxjzTA4/F4pM2nEEIIIYQQQuyF8vJy0tPTAdK11uW7Wq4pVbs9FPhMa/2l1nqd1vpj4FtgKFSXel6LWRL6mdZ6AXAu5vApp8QnZCGEEEIIIYTYfzoaxSgtjXcY+6UpJZ+/AEcppXoCKKUGAocDX8Xmd8Gsjvt91Qpaaw8wExi2sw0qpZxKqbSqF+bAqEKIBBMOhxk/fjzjx48nHA7HOxwhGp3cA0IIISo//IiSSy8nOHNmvEOpsybT5hN4BEgDlimlooAVs8rtu7H5ubGfW2utt7XGvNpuBe6u70CFEPUrFApx/vnnA/C3v/0Nu90e54iEaFxyDwghRMsWXrEC37vvQjSK9vriHU6dNaWSzzOAc4CzgSGY7TpvVEqdtx/bfBhIr/Fqv79BCiGEEEIIIUR90YEA5Y8/AdEozuHDcR45Kt4h1VlTKvl8HHhEa/1+7P1CpVQnzNLLt4AtseltgMIa67UB5u1sg1rrIBCsem82GxVCCCGEEEKIxOB9499EN27Ekp2N+6orm3TO0pRKPpMBo9a0KH8cw1rMBPSoqpmxdpwHAzMaI0Cxa507d+aZZ56pfq+UYuLEiXGLRwghhBBCiEQXnDUbf2yorbTrr8fibtpd1DSl5PML4Hal1F+UUp2VUn/FHHrlU4DYWJ/PAHcopU5SSvUH3sYcD3RifEJODGPHjkUpVf3Kzs5m9OjRLFiwIG4xFRYWcvzxx8dt/0IIIYQQQiQyw+Oh4umnAUg6+SQcQwbHOaL915SSz6uAj4GXgKXAE8CrwJ01lnkMeB54DZgFpAKj92aMz+Zu9OjRFBYWUlhYyA8//IDNZuOEE06IWzy5ubkyULoQQgghhBA7obWm4rnnMUpLsXXsRGqs07mmrskkn1rrCq31tVrrTlrrJK11N631HVrrUI1ltNb6Lq11rtbapbU+Wmu9Ip5xJwqn00lubi65ubkMGjSIcePGsWHDBrZv3w7ALbfcQs+ePUlOTqZr167ceeedO3TnP3/+fEaNGoXb7SYtLY0DDjiA2bNnV8+fNm0aw4cPJykpiQ4dOnD11Vfj8+26J66a1W7XrVuHUopPPvmEUaNGkZyczMCBA5kxY8fa0vu6DyGEEEIIIZqiwHffEfzlF7DacN98E6qZFNo0meRT1B+v18s777xD9+7dyc7OBsDtdjN+/HiWLFnCs88+y+uvv87TsWJ+gHPOOYf27dsza9Ys5syZw7hx46q7+l+9ejWjR4/mtNNOY8GCBXzwwQdMmzaNK6+8cp/iuv3227nxxhuZN28ePXv25O9//zuRSKRe9yGaJqfTyYcffsiHH34oJeaiRZJ7QAghWo5oYSHeV14FIOXcf2Dv1jXOEdUfZTaVFFDdQZHH4/GQlpa222W11gQjtfs/ahxOm2WferkaO3Ys77zzDi6XCwCfz0fbtm2ZNGkSQ4YM2ek6TzzxBO+//3516WZaWhrPP/88553355FtLrzwQqxWK6+++mr1tGnTpjFy5Eh8Ph8ul4vOnTtz7bXXcu211wJmyeenn37KKaf8f3v3HV9Vff9x/PW92fdmQEABGQGZwYG4wQG4cLSiFXH1pzhwUlelaFUc2DpaZ7HOCrVqHYVSrasOQAuI4K7sEZYMAyE3N7lZ935/f5zLNYQESEhy7s19Px+P88i9Z37u+d6Tez/3O85ZFBQU0KNHD55//nkuv/xyABYuXMgBBxzAokWL6Nev3x4dQ0REREQkntlQiG2/GU/VwoWkHHggbR58AOOJ/fpCv99PTk4OQI611l/fevF0q5WYUlEd5uoXPnfl2E9fdiTpKUkN2mbYsGE89dRTABQVFfHnP/+Z0047jc8//5y8vDxee+01nnjiCVasWEEgEKC6unqHBPzmm2/miiuu4G9/+xsnnXQS5557Lj179gScJrnffvstL7/8cnR9ay3hcJhVq1aRn5+/RzEefPDB0cedOnUCYPPmzfTr16/JjiEiIiIiEqvK3niDqoULMRkZZP/65rhIPBtCyWeC8Pl89OrVK/r8+eefJycnh+eee44zzjiDiy66iHvuuYfhw4eTk5PDq6++ysMPPxxd/+677+bCCy/k7bff5t133+Wuu+7i1Vdf5eyzzyYQCHDVVVdx/fXX73Tcbt267XGM25vxwk/3XA2HndrlpjqGxKfq6mr++c9/AnD22WeTnKx/XZJYdA2IiLR+VUuXUvqSU9GSde21JHXs6HJETU+fXo2Uluzh6cuOdO3Ye8sYg8fjIRgMMmfOHPLy8rj99tujy1evXr3TNn369KFPnz7cdNNNXHDBBUyePJmzzz6bQw89lIULF+6Q3Da1ljiGxK6KigpGjRoFOD9E6Iu3JBpdAyIirZstL8f/hz9CKETasceSduIJbofULPTp1UjGmAY3fXVTRUUFGzduBJxmt5MmTSIQCPDzn/8cv9/PmjVrePXVVzniiCN4++23o7+wAwSDQcaNG8fIia1nDAAAPiZJREFUkSPp0aMH69atY/78+ZxzzjmAM1Lu0UcfzdixY7niiivw+XwsXLiQDz74gEmTJjVJ/C1xDBERERERNwRemExo3To8ublk/Wpsg8Z3iSdKPhPEe++9F+1HmZWVRb9+/XjjjTcYOnQoADfddBNjx46loqKCM844gzvvvJO7774bgKSkJLZs2cLFF1/Mpk2baN++Pb/4xS+45557AKev5qxZs7j99ts57rjjsNbSs2dPzjvvvCaLvyWOISIiIiLS0irmLyD41lsAZN98M57dDHwazzTabQ0NGe1WRFpOaWkpmZmZgNPk0OfzuRyRSMvSNSAi0jqFi4vZes21hIuKyDjzTLKuudrtkBplT0e7bV3DJ4mIiIiIiMQBay0lf5pEuKiIpK7dyLzsUrdDanZKPkVERERERFpY+QcfUjF7NiQlkf2bWzBpaW6H1OyUfIqIiIiIiLSg6vU/EHj6aQB8//dLUhLkjg4acEhEYl5qaiqTJ0+OPhZJNLoGRERaj4r/zsb/+BPYYJCUAw7Ae+65bofUYjTgUA0acEhERERERJqDDQYpeeZZyt9/H4Dk3n3ImXAHSe3buxzZ3tvTAYdU8ykiIiIiItKMqpYtw//gQ4TWrwdj8I46F98vf4lJTqx0LLFerYjEperqat6P/Eo4fPhwkhPsH7WIrgERkfhkw2GCU6cR+OuLEKrG07492eNuIfXgg90OzRVqdluDmt2KxCbd41ASna4BEZH4EyosxP+Hh6n69hsA0o45hqwbrseTleVyZE1PzW5FRERERERcEB1UKFCCSUsn85qrSD/lFIwxbofmKt1qRXYyc+ZMjDFs27Ztl+t1796dxx57rEH7Hjp0KDfeeGOjY4sne3IejTFMnz69QfudPn06vXr1IikpqVnPZSKVlYiIiEhTsMEg/scep/h3v8MGSkju3Ye2T/6JjOHDEz7xBCWfrdrTTz9NVlYW1dXV0XmBQICUlBSGDh26w7rbE6UVK1YwePBgNmzYsL3qnClTptCmTZsmiWnatGlMnDixSfbVHPY08W4qGzZs4LTTTmvQNldddRUjR45k7dq1TXIu63vNsV5WIiIiIrGkatkytv7qemc0W2PwjhpF24f/QHLnzm6HFjPU7LYVGzZsGIFAgAULFnD00UcD8Omnn9KxY0fmzZtHeXk56enpAMyYMYNu3brRs2dPADp27NgsMeXm5jbLfptCVVVVix+zoec5EAiwefNmhg8fzn777ddMUTliuaxEREREYkWdgwrd8mtSBwxwO7SYo5rPVqxv37506tSJmTNnRufNnDmTESNG0KNHDz777LMd5g8bNiz6eHtN2MyZM7n00kspLi7GGIMxhrvvvju6XVlZGZdddhlZWVl069aNZ599dpcx1W7K2b17d+677z4uvvhiMjMzycvL48033+THH39kxIgRZGZmcvDBB7NgwYLoNttrYqdPn07v3r1JT09n+PDhrF27dodjPfXUU/Ts2ZPU1FT69u3L3/72tx2WG2N46qmnOPPMM/H5fIwZMyZ6Dtq2bYsxhtGjRwMQDoe5//776dGjBxkZGQwYMIB//OMfO+zvnXfeoU+fPmRkZDBs2DAKCgp2eS62x7C92W1BQQHGGKZNm8awYcPwer0MGDCAuXPnAk65ZEU6qJ9wwgkYY6Jl+9///pfjjjuOjIwMunbtyvXXX09paWn0OBUVFYwfP56uXbuSlpZGr169+Mtf/kJBQUG9r7l2WRUVFXHxxRfTtm1bvF4vp512GsuWLdupXN5//33y8/PJzMzk1FNPZcOGDdF1Zs6cyZFHHonP56NNmzYcc8wxrF69erfnSURERCRWlU6eQuCFFyBUTdoxx5D75yeVeNbHWqspMgHZgC0uLratxYUXXmhPOeWU6PMjjjjCvvHGG/bqq6+2EyZMsNZaW1ZWZtPS0uyUKVOstdbOmDHDAraoqMhWVFTYxx57zGZnZ9sNGzbYDRs22JKSEmuttXl5eTY3N9c++eSTdtmyZfb++++3Ho/HLl68uN54hgwZYm+44Ybo8+37ePrpp+3SpUvtNddcY7Ozs+2pp55qX3/9dbtkyRJ71lln2fz8fBsOh6211k6ePNmmpKTYww8/3M6ZM8cuWLDAHnnkkXbw4MHR/U6bNs2mpKTYJ5980i5ZssQ+/PDDNikpyX788cfRdQC777772hdeeMGuWLHCFhQU2KlTp1rALlmyxG7YsMFu27bNWmvtfffdZ/v162ffe+89u2LFCjt58mSblpZmZ86caa21ds2aNTYtLc3efPPNdvHixfall16yHTp0iJ7H+gD2n//8p7XW2lWrVlnA9uvXz/773/+2S5YssSNHjrR5eXm2qqrKVlRU2CVLlljATp061W7YsMFWVFTY5cuXW5/PZx999FG7dOlSO3v2bDtw4EA7evTo6HFGjRplu3btaqdNm2ZXrFhhP/zwQ/vqq6/a6urqel9z7bI688wzbX5+vv3kk0/s119/bYcPH2579eplKysrdyiXk046yc6fP99+8cUXNj8/31544YXWWmurqqpsTk6OveWWW+zy5cvtwoUL7ZQpU+zq1avrPT/bBQIBC1jABgKB3a4v0troGhARiU3BmTPtplNPs5tOPc2WvflW9PtqoikuLt7+OZVtd5Vv7Wphok0NST7D4bANl5W5MzXgTf3cc89Zn89nq6qqrN/vt8nJyXbz5s32lVdesccff7y11tqPPvrIAtEkoGbyaa2TVOTk5Oy077y8PPvLX/5yh3Oy77772qeeeqreeOpKPmvuY8OGDRawd955Z3Te3LlzLWA3bNgQjQewn332WXSdRYsWWcDOmzfPWmvt4MGD7ZgxY3Y49rnnnmtPP/306HPA3njjjTusU/u1W2tteXm59Xq9ds6cOTuse/nll9sLLrjAWmvtbbfdZvv377/D8vHjxzcq+Xz++eejy7///nsL2EWLFllrrS0qKrKAnTFjxg5xXHnllTvs99NPP7Uej8cGg8FowvrBBx/UGUNdr9naHctq6dKlFrCzZ8+OLi8sLLQZGRn29ddft9b+VC7Lly+PrvPkk0/aDh06WGut3bJliwWiCXtDVFZW2kmTJtlJkyZFk12RRKJrQEQk9lQuX2E3n3mW3XTqabbkhcluh+OqPU0+1eezscrL+fEX57hy6H2mTYWMjD1ad+jQoZSWljJ//nyKioro06cP++yzD0OGDOHSSy+lvLycmTNnsv/++9OtW7cGx3JwjRvkGmPo2LEjmzdvbvQ+OnToAMBBBx2007zNmzdH+0gmJydzxBFHRNfp168fbdq0YdGiRRx55JEsWrSIK6+8cofjHHPMMTz++OM7zDv88MN3G9/y5cspKyvj5JNP3mF+ZWUlAwcOBGDRokUcddRROywfNGjQbvddl5rno1OnToDz2vv161fn+t988w3ffvstL7/8cnSetZZwOMyqVav47rvvSEpKYsiQIY2KB5zXl5ycvMNrbNeuHX379mXRokXReV6vN9pveHv8298Pubm5jB49muHDh3PyySdz0kknMWrUqOhr3JWUlBSuu+66RscvEu90DYiIxJaw349/4kRsZQWphx+O75KL3Q4pLij5bOV69epFly5dmDFjBkVFRdEEZL/99qNr167MmTOHGTNmcMIJJzRq/ykpKTs8N8YQDocbvY/tQ1DXNa+h+90Te3Kj9kAgAMDbb79N51qjlaWlpTV5TA197YFAgKuuuorrr79+p2XdunVj+fLlTR5jfep6P1inVQEAkydP5vrrr+e9997jtdde44477uCDDz6IDoglIiIiEutsKIT/gQcJbdpEUseOZP9mHMajoXT2hJLPxkpPd2ogXTp2QwwbNoyZM2dSVFTEuHHjovOPP/543n33XT7//HOuueaaerdPTU0lFAo1OtzmUF1dzYIFCzjyyCMBWLJkCdu2bSM/Px+A/Px8Zs+ezSWXXBLdZvbs2fTv33+X+01NTQXY4fX279+ftLQ01qxZU2/tYX5+Pm+++eYO82oO6NScDj30UBYuXEivXr3qXH7QQQcRDoeZNWsWJ5100k7L63rNteXn51NdXc28efMYPHgwAFu2bGHJkiW7Pae1DRw4kIEDB3LbbbcxaNAgXnnlld0mn6FQiE8//RSA4447jqSkpAYdUyTe6RoQEYkdpVP+SuVXX2HS08mZcCeeyICQsntKPhvJGLPHTV/dNmzYMK677jqqqqp2SJ6GDBnC2LFjqaysjI54Wpfu3bsTCAT46KOPGDBgAF6vF6/X2xKh1yslJYVf/epXPPHEEyQnJzN27FiOPvroaDI6btw4Ro0axcCBAznppJN46623mDZtGh9++OEu95uXl4cxhn//+9+cfvrpZGRkkJWVxS233MJNN91EOBzm2GOPpbi4mNmzZ5Odnc0ll1zC1VdfzcMPP8y4ceO44oor+OKLL5gyZUoLnAkYP348Rx99NGPHjuWKK67A5/OxcOFCPvjgAyZNmkT37t255JJLuOyyy3jiiScYMGAAq1evZvPmzYwaNarO15yZmbnDMXr37s2IESMYM2YMzzzzDFlZWdx666107tyZESNG7FGcq1at4tlnn+XMM89kv/32Y8mSJSxbtoyLL959M5Xy8vLoezQQCOxRjbVIa6JrQEQkNpTPmkVZ5I4HWTfdRHKPHi5HFF9UP5wAhg0bRjAYpFevXtH+k+AknyUlJdFbstRn8ODBXH311Zx33nnss88+PPTQQy0R9i55vV7Gjx/PhRdeyDHHHENmZiavvfZadPlZZ53F448/zh//+EcOOOAAnnnmGSZPnszQoUN3ud/OnTtzzz33cOutt9KhQwfGjh0LwMSJE7nzzju5//77yc/P59RTT+Xtt9+mR+QfTrdu3Zg6dSrTp09nwIABPP300/z+979vttdf08EHH8ysWbNYunQpxx13HAMHDmTChAk73Af0qaeeYuTIkVx77bX069ePMWPGRG/FUt9rrm3y5Mkcdthh/OxnP2PQoEFYa3nnnXd2ampbH6/Xy+LFiznnnHPo06cPV155Jddddx1XXXXV3p8EERERkWZWtWIlJY88BoD33HNJP/44dwOKQ6Zmf6xEZ4zJBoqLi4vJzs52Oxypx5QpU7jxxhvZtm2b26FICyktLY3WxqrWRxKRrgEREXeF/X6Krr+B0KZNpB52GDn33qN+njX4/X5ycnIAcqy1/vrW0xkTERERERGpx04DDI3/jRLPRtJZExERERERqUd0gKE0DTC0t5R8StwZPXq0mtyKiIiISLPbYYChm2/UAEN7ScmniIiIiIhILVUrVlLy6OMAeEeOJP34412OKP7pVisiEvNSUlKioyzv6ei6Iq2JrgERkZYVLinBP3EitqKc1EMPxXfpaLdDahU02m0NGu1WRERERCSx2XCY4jsnUPnllyR16EDbPz2hfp670SpHuzXGdDbGvGSM2WKMCRpjvjPGHF5juTHG3GuM2RBZ/qExprebMYuIiIiISPwonTyFyi+/jAwwNEGJZxOKm+TTGNMWmA1UAacB/YFfA0U1VvsNcD1wNXAUUAq8b4xJb9loRaQphUIh5s+fz/z58wmFQm6HI9LidA2IiLSM4H/+89MAQzfdQPL+GmCoKcVNs1tjzAPAMdba4+pZboAfgIettX+MzMsBNgGjrbWv7sEx1OxWJAaVlpaSmZkJQCAQwOfzuRyRSMvSNSAi0vwq/jub4vvvh3AY76hRZKqf5x5rjc1uzwQWGGPeMMZsNsZ8ZYwZU2N5D6Aj8OH2GdbaYmAeMKiuHRpj0owx2dsnQHXqIiIiIiIJpvLLryh+8CEIh0k/5RR8oy9xO6RWKZ6Sz/2Ba4BlwHDgKeAJY8z2d0bHyN9NtbbbVGNZbbcBxTWmdU0ZsIiIiIiIxLaqRYsonjgRqqtIO/ZYsm64HqdRpTS1eEo+PcCX1trfWmu/stY+CzyH07+zse4HcmpMXfY+TBERERERiQfVq1ax7c67sOXOLVWyx92C8cRTihRf4unMbgAW1pq3COgWebwx8rdDrXU61Fi2A2tthbXWv30CSpoqWBERERERiV3V639g2+13YEsDpOTnk3PH7ZjUVLfDatXiKfmcDfStNa8PsDryeBVOknni9oWRfpxHAXNbIkAREREREYl9ocJCim+/nXBREck9epBzz92YjAy3w2r1kt0OoAEeBeYYY34LvA4cCVwZmbDWWmPMY8AdxphlOMnoRJwRcKe7EbCIiIiIiMSWsN9P8e13Etq0iaROnci57z7dy7OFxE3yaa2db4w5G6ef5gSc5PJGa+3LNVZ7CPABzwJtgP8Cp1pry1s4XBFpQikpKdx1113RxyKJRteAiEjTCAeDbLtjAtVrVuNp1442v/8dSblt3Q4rYcTNfT5bgu7zKSIiIiLSOtnKSrbdeRdV336DJyubNn94kOS8PLfDahVa430+RUREREREGsyGQvjvf4Cqb7/BZGSQc9+9SjxdEDfNbkUkcYXDYRYtWgRAfn4+Hg2BLglG14CISOPZcJiSRx+j4rPPMCmp5Nw1gZQ+fdwOKyEp+RSRmBcMBjnwwAMBCAQC+Hw+lyMSaVm6BkREGsdaS+DZZyn/6CPweMj+7a2kDhjgdlgJS8mniIiIiIi0OraqitKXXyH4rzcByL75ZtKOPtrlqBKbkk8REREREWkVbDhM1cJFVMyYQfknn2IDJQBkXn016See4HJ0ouRTRERERETiWvWaNZR/PIOKmTMJbdoUne9p2xbv+efjPfPnLkYn2yn5FBERERGRuBPaupWKmbMonzGD6uXLo/NNRgZpxxxD+gnDSBkwAKNB2mKGkk8REREREYkL4bIyKmbPoeLjj6n89lsIh50FSUmkHn446cOGknbUUZj0dFfjlLop+RQRERERkRZjQyHKXvk7ld/9r4EbhqleugxbWRGdlZKfT/oJJ5B23LF4cnKaOFJpako+RSTmpaSkcMstt0QfiyQaXQMi0lrYYJDiBx6k8vPPG72PpC5dST9hGOlDh5DUqVMTRifNzVhr3Y4hZhhjsoHi4uJisrOz3Q5HRERERKTVCBcXU3zX3VQtWYJJScV32Wg8ubkN2kfSfp1J7rk/xphmilIaw+/3k+PUPOdYa/31raeaTxERERERaVahjRvZdsedhNavx2Rm0ebuu0g5oL/bYUkLU/IpIjEvHA6zZs0aALp164ZHo9ZJgtE1ICLxrGr5CoonTCBcVIRnn31pc9+9JHfr5nZY4gIlnyIS84LBID169AAgEAjg8/lcjkikZekaEJF4VfnlVxTfdx82GCS5Rw9yJt5LUrt2boclLlHyKSIiIiIiTa784xn4H3kEQiFSDh5AzoQ78OjHs4Sm5FNERERERJqMtZbgP6YSeOEFANKOP57sX9+MSU11OTJxm5JPERERERFpEjYcJvDscwT/9S8AMs46i8wxV2DUV11Q8ikiIiIiIk3AVlbi/+PDVHz6KQCZV1yB95xfuByVxBIlnyIiIiIislfCgQDF906k6rvvICmZ7FtuJn3oULfDkhij5FNERERERBotVFhI8Z0TqC4owGRkkHPnHaQOHOh2WBKDlHyKSMxLTk7m2muvjT4WSTS6BkQkVoW2bGHbuN8Q2rgRT9u25EycSErP/d0OS2KUsda6HUPMMMZkA8XFxcVkZ2e7HY6IiIiISMwK+/1sGzee6jWrSerYkTb3/56kjh3dDktc4Pf7ycnJAcix1vrrW0/DTomIiIiISIOEg0G23XkX1WtW48nNVeIpe0Rtd0Qk5llrKSwsBKB9+/YYY1yOSKRl6RoQkVhiKyvx3zuR6qVLMJlZtPn975R4yh5R8ikiMa+srIx9990XgEAggM/nczkikZala0BEYoUNhfA/8CCVX3+NycigzX33kpyX53ZYEifU7FZERERERHbLhsOUPP4EFXPnYlJSyZlwJyl9+7odlsQRJZ8iIiIiIrJL1loCzz1P+QcfgMdD9m3jST3kELfDkjij5FNERERERHap7JW/E5w+HYDsm24ibdAgdwOSuKTkU0RERERE6lX2r39R+tJLAGRefRXpJ53ockQSr5R8ioiIiIhInco/+pjA088A4LvoIrwjRrgckcQzJZ8iIiIiIrKTirlz8T/yCAAZI0bgvehClyOSeKdbrYhIzEtOTuaSSy6JPhZJNLoGRKSlVX7zDf77H4RwmPSTTybzyjG6x7DsNWOtdTuGmGGMyQaKi4uLyc7OdjscEREREZEWV7V0KdtuvQ0bDJI2aBDZt/8Wk5TkdlgSw/x+Pzk5OQA51lp/feup2a2IiIiIiABQvXo1xXdMwAaDpA4YQPat45V4SpNR8ikiMc9aS2lpKaWlpai1hiQiXQMi0hKqFi1i27jxhEv8JPfpS/ZdEzCpqW6HJa1IXCafxphbjTHWGPNYjXnpxpgnjTFbjDEBY8xUY0wHF8MUkSZSVlZGZmYmmZmZlJWVuR2OSIvTNSAiza1i3jy23fpbJ/Hs3Yc2E+/Bk5HhdljSysRd8mmMOQK4Cvi21qJHgZ8D5wJDgP2AaS0bnYiIiIhIfAm+9x7F907EVlaQevjhtHnwfjwa/0SaQVwNmWeMyQReBsYAd9SYnwNcDlxorf04Mu9SYJEx5mhr7WduxCsiIiIiEqustZS9/AqlL78MQPopp5D1q7EYjaotzSTeaj6fBN621n5Ya/5hQAoQnW+tXQysAQbVtzNjTJoxJnv7BGQ1Q8wiIiIiIjHFhkIEnvhTNPH0nn8+WTfeoMRTmlXcvLuMMecDhwJH1LG4I1Bprd1Wa/6myLL63Abc1SQBioiIiIjEAVteTvEDD1I5bx54PGRdey0ZZ5zudliSAOIi+TTGdAUeB0621pY34a7vBx6p8TwLWNeE+xcRERERiRnh4mKK776HqsWLMSmpZN86nrTB9TYUFGlScZF84jSr3Rf40hizfV4ScLwxZiwwHEg1xrSpVfvZAdhY306ttRVAxfbnNfYtIiIiItKqhDZuZNudEwitW4fJzKLN3XeRckB/t8OSBBIvyedHwEG15k0GFgMPAmuBKuBEYCqAMaYv0A2Y23JhikhzSEpKYuTIkdHHIolG14CI7K2qFSspvvNOwkVFePbZlzb33Utyt25uhyUJxsTrzaqNMTOBr621N0aePwWcDowG/MCfAKy1gxuwz2yguLi4mGwNLy0iIiIirUDlV19RPPE+bDBIco8e5Ey8l6R27dwOS1oRv99PTk4OQI611l/fevFS87knbgLCODWfacD7wLWuRiQiIiIi4qLyGTPwP/wohKpJOXgAORPuwOPzuR2WJKi4rflsDqr5FBEREZHWIvjBh5Q84oytmXb88WT/+mZMaqrLUUlrtKc1n/F2n08RSUClpaUYYzDGUFpa6nY4Ii1O14CINFRoyxYCTz8NQMaIM8ke/xslnuI6JZ8iIiIiIq1M4NnnsGVlJPfpS+aVV2I8+tov7tO7UERERESkFamYv4CKTz4Bj4es63+lxFNiht6JIiIiIiKthC0vJ/DkkwB4R4wgpef+Lkck8hMlnyIiIiIirUTp318ltGkTnvb74P2/X7odjsgOlHyKiIiIiLQC1QUFlE2dCkDWddfgychwOSKRHSn5FBERERGJczYcpuRPkyAUIm3QINKOPtrtkER2kux2ACIiu5OUlMTpp58efSySaHQNiMjulP/nP1QtXIjJyCDzmqvdDkekTsZa63YMMcMYkw0UFxcXk52d7XY4IiIiIiK7FS4qYsuVV2MDJWReOQbv2We7HZIkGL/fT05ODkCOtdZf33pqdisiIiIiEscCz/8FGyghef/9yTjzTLfDEamXkk8RERERkThV+dVXlH/8MRjj3NNTTfMlhin5FJGYV1pais/nw+fzUVpa6nY4Ii1O14CI1MVWVlLy5J8ByPjZz0jp29fliER2TQMOiUhcKCsrczsEEVfpGhCR2spef4PQ+vV4cnPxXXKx2+GI7JZqPkVERERE4kz1unWUvvY6AJlXXYXH53M5IpHdU/IpIiIiIhJHrLWUPDEJqqtIPfxw0o471u2QRPaIkk8RERERkThS8dHHVH33LSY1jazrrsUY43ZIIntEyaeIiIiISJwI+/0EnnseAO+FF5DUsaPLEYnsOSWfIiIiIiJxIvCXFwj7i0nulof3nF+4HY5Ig2i0WxGJeR6PhyFDhkQfiyQaXQMiAlD5v/9R/p//ADj39EzWV3mJL3rHikjMy8jIYObMmW6HIeIaXQMiYquqnEGGgPThw0k5oL/LEYk0nJJPEREREZEYVvn11wRemEJo7Ro8OW3IvPwyt0MSaRQlnyIiIiIiMahq+QpKp0yh8osvADDp6WTdeD2erCyXIxNpHCWfIhLzSktL6d69OwAFBQX4dCNtSTC6BkQSS2jDBgJ/fZGKWbOcGUnJZJx+Gr4LzsfTtq27wYnsBSWfIhIXCgsL3Q5BxFW6BkRav3BREaV/f5XgO+9CqBqA9KFD8V38fyR16uRydCJ7T8mniIiIiIiLwsEgwX9MpWzaNGx5OQCphx2Gb/RoUnr1dDk6kaaj5FNERERExAW2spLgu+9S9vfXCBdvAyC5dx8yLxtN6iGHuBqbSHNQ8ikiIiIi0oJsOEzFzFmUvvgioU2bAEjq3BnfJZeQduwxGGNcjlCkeSj5FBERERFpAdZaKhd8QemUKVSvXAmAJzcX30UXkX7KyZhkfTWX1k3vcBERERGRZla1eDGBFyZT9d13ABifD++5I/GOGIFJT3c5OokH1lrWbimjW/v4HfFcyaeIxDyPx8Phhx8efSySaHQNiMSv6rVrKf3ri1TMng2ASUkl48yf4x11Lp7sbJejk3gRClumfLKC2UsLufm0fhzYtY3bITWKkk8RiXkZGRnMnz/f7TBEXKNrQCT+hAoLKX3pZco/+ADCYfB4SD/pJHwXXUjSvvu6HZ7EkfKqEH/+YCnfrt2Gx8DW0kq3Q2o0JZ8iIiIiIk0kXFJC2Rv/IDj9X9gqJ0lIPeooMi8dTXJensvRSbzxB6t47N3FrPwxQEqSh2tP6s3A7rluh9VoSj5FRERERPaSragg+OZblL72OrY0AEDKAQeQeemlpBzQ3+XoJB5t9pfz8DuL2FRcji8tmRtP7Ufvjlluh7VXlHyKSMwrKyujf3/ng3vhwoV4vV6XIxJpWboGRFpO5bffElq3vkHb2NJSyt58k3BhIQDJ3fLwXXoJqUcdpdumSKOs+jHAo+8uxh+sol1mGreckU+nNhluh7XXlHyKSMyz1rJ69eroY5FEo2tApPmFy8oIPPlnyj/+uNH78OyzL77/+yXpJ56A0eBg0kj/W7uNSR8spbwqRLd2Xm4+LZ82vlS3w2oScZN8GmNuA34B9AOCwBxgvLV2SY110oGHgfOBNOB94Fpr7aaWj1hERERE4kHVokX4H/oDoY0bweMh9bDDGnbPTWNIOehAMk4/HZPaOpIEccecpT/y/MwVhK2lf+ccfnVKHzJS4yZl2614eiVDgCeB+Thx/x74jzGmv7W2NLLOo8AZwLlAMTAJmAYc0/LhioiIiEgss+EwZa++RunLL0M4TNK+Hcj+zTj10ZQWZ63lnW9+4I15awA4uld7rhjak+Sk1lWDHjfJp7X21JrPjTGjgc3AYcAnxpgc4HLgQmvtx5F1LgUWGWOOttZ+1sIhi4iIiEiMCm3ahP8Pf6Tq++8BSB86lMyx1+Hx+VyOTBJNOGx5eU4BH32/EYDTDt6Pc4/qhsfT+voLx03yWYecyN+tkb+HASnAh9tXsNYuNsasAQYBOyWfxpg0nOa528X38FEiIiIislvls2ZR8qdJ2NJSTEYGWdddR/qJJ7gdliSgquowz3y8jAWrnJTmgkF5DD94P5ejaj5xmXwaYzzAY8Bsa+3/IrM7ApXW2m21Vt8UWVaX24C7miNGEREREYkt4WDQGVToo48ASMnPJ3vcLSR16uRyZJKISsureeI/S1iywU+yxzBmWC+O6tXe7bCaVVwmnzh9Pw8Ejt3L/dwPPFLjeRawbi/3KSJNzBgTvc2EhqyXRKRrQGTvVS1ejP/Bh6KDCvnOPx/vhRdgkpLcDk0SSChs2bgtyLqtZbz55TrWFwXJSEni+uF9ye+cs/sdxLm4Sz6NMZOAnwHHW2trJoobgVRjTJtatZ8dIst2Yq2tACpq7LvpAxaRveb1evk+0idHJBHpGhBpPBsOU/ba65S+9FJ0UKGscbeQeuABbocmrVxxWSVrt5axdksZ67aUsXZrGRu2BakKhaPrtPGmcvPp/ejWLjH6GsdN8mmczPBPwNnAUGvtqlqrfAFUAScCUyPb9AW6AXNbMFQRERERaWLhsjJCP2xo2EaVlQQmT6bqf04vrbQhQ8gaex2ezMxmiFASlbWWtVvLWF1Y6iSakYSzpLyqzvXTU5Lo3DaDvPY+zjikM+2y0upcrzWKm+QTp6nthcAIoMQYs70fZ7G1NmitLTbG/AV4xBizFfDjJKtzNdKtiIiISPyxlZVULviC8o8/pvLz+diqykbtZ/ugQmknDFNLN2lSpeXVTPl0JfNXbtlpmQH2zUmna66XLrleurbz0bWdl/aZaa1yJNs9EU/J5zWRvzNrzb8UmBJ5fBMQxqn5TAPeB65tgdhEpBmVlZVxxBFHADB//ny8Xq/LEYm0LF0DkkhsOEzV999TMWMm5Z/+FxsoiS7z5LSBlIZ9fU3u3p2sa6/RoELS5Bb/4OeZj5dRVFqJxxj6dsqOJJleuuZ62a9tBmkp6lNcU9wkn9ba3f48YK0tB66LTCLSSlhrWbhwYfSxSKLRNSCJoHr1aspnzKD845mEf9wcne9p1470IUNIO+EEkvfvoZpLcV11KMz0Bet4++v1WKBDTjpXn9CbHvuqOffuxE3yKSIiIiKtS6iwkIqZsyifMYPqlSuj801GBmnHHUf60CGkDBiA8XhcjFLkJ5uKgzz90XJW/RgA4Li++3DR4B6kp6qGc08o+RQRERGRZmetJVxYSPWqVVSvKqDqq6+o/PZb2F6bn5RM6uGHkX7CCaQddSQmLXEGYZHYZ63l0yU/8vLsVVRUh/GmJnHpkJ4csX87t0OLK0o+RURERKRJhYNBQgUFVK8qoLogMq1chS0N7LRuygEHOAnnscfgyc52IVqRXas9qFDfTtlceUIv2mXqB5KGUvIpIiIiIo0WDgap+uJLJ8FctYrqVasIbajnlihJSSR36UJyjx4k9+pF2jGDSerYse51RWLA4h/8PPvxMrZGBhX6xRFdOX3Afgk7Wu3eUvIpIiIiIg1mq6oIvvseZX//O+Ft23Za7snNdZLMHj1I7t6dpO7dSe7aBZOa2vLBijRQdSjM9C/W8fZXkUGFstO5+kQNKrS3lHyKSMwzxpCXlxd9LJJodA1ILLHhMBWffkrpX1+M1nAmdehAyoABJPfoHk02PTk5Lkcq0jibi8t5+qNlrNSgQk3OaMj2nxhjsoHi4uJistXnQERERGQHlV9+RWDyZKqXLwfA06YNvgsvJP3U4ZiUFJejE2m8cNiy6Idi5iwrZP7KLVRGBhUafXxPjuypQYV2x+/3k+P84JRjrfXXt55qPkVERERkl6qWLqV08hQqv/4acG6F4h05koyzz8KTkeFucCKNZK1ldWEpc5cVMm9FIdvKqqLL+nbK5sphvWiXpUGFmpKSTxERERGpU/X69ZS++DcqPvnEmZGcQsbPzsB33ig8bdq4GptIY/3oL+ez5YXMWVbIhm3B6HxfWjJH7t+OwX3a06tDlro5NAMlnyIS84LBIMcffzwAn3zyCRn6lV0SjK4BaWmhrVspe/kVgu+/D6EQGEP6sGH4/u+XGp1W4lKgvIrPV25h7tJClm0qic5PSfIwMK8tg3q356CubUhO8rgYZeun5FNEYl44HGbBggXRxyKJRteAtITt9+asmDeP4PQ3sRXlAKQecQSZo0eTvH8PlyOURFYdCrPoBz9FpZUN2y4c5ts12/hu7TZCYWesGwPkd85hUO/2HN4jl4xUpUQtRWdaREREJIHYcJjQhg1Ur1xFqOa9OTdu3GG9lH798F12KakHHeRSpJLorLWs2ByI9skMlFfv1f66tfMxqHd7jurZjtxM9eV0g5JPERERkVYqXFxMdTTBLKB6VQGh1auxlRV1ru9p147kHj3IOPVUUgcPUp83ccXGbUHmLitk7vJCNvvLo/OzM1LosY8PQ8Pel11yvQzq3Z7Oud6mDlUaSMmniIiISJyzlZVUr13n1GTWqM0Mb91a5/omNY2kvLzIfTl1b05xX3FZJfNWbGHuskJWRe6vCZCW7OGwHrkM6r0P/TvnkOTRDyLxTMmniIiISJyw1hIuLHQSzJWR5rIFBVSvW+cMDFSHpI4dneQyMiX16E5Sp04YjwZWEXeVV4b4smArc5YVsnD9NiJdMvEYOLBLGwb32YdD8tqSnpLkbqDSZJR8ioiIiLSgUGEhpX95gdCGDQ3azoYtoR9+wJYG6lxufJkk7+/UYCZ3d2o0k7p31304pcmFw5bCkgrWbi1l7ZYy1m4ta/BAQFhYV1RGZfVPg6jtv28mg3vvwxH755LjTW3iqCUWKPkUkbjQvn17t0MQcZWugdah4r+z8T/+BDZQsvuV6+PxkNylK0nd85xkM1Kj6WnfXn00pcmVllezdmsZa7eWsi6SaK7fWkZFddOMvN0hJ51BvdozqHd7OuToh5LWTsmniMQ8n8/Hjz/+6HYYIq7RNRD/bDBIyTPPUv7++wAk9+qN77xRkNyw5oSeffYluWsXTKpqhWJFRVWIz5YX4g9WuR1KkymrDLF+665rNFOSPOzXNoOuuV66tvPSPiudhnbHbOtLJa+9Tz+aJBAlnyIiIiLNqGrZMvwPPkRo/XowBu+55+L75UWYlBS3Q5O9EApbPlm8mX99sY5tZQ1schpn2mel0SXXS5dIotk110eHnHQN/iMNpuRTREREpBnYcJjg1GkE/voihKrxtG9P9i2/JnXAALdDk71greWLVVv5x+dr2Fjs3AakXWYaB3TOoYF3AIlZKUkeOuc6tZqd23rxpillkKahd5KIxLxgMMhpp50GwLvvvkuGBs+QBKNrIP6ECgsp+ePDVH7zDQBpxxxD1g3X48nKcjky2RuL1hfzxrw1rIzcCiQzLZkzD+vCsPwOpCRr9GCR3VHyKSIxLxwOM2vWrOhjkUSjayC+VMyeg/+xx7GBEkxaOpnXXEX6KaeoX1scW1NYyhufr+G7tdsA596Tww/ej9MGdCIjVV+nRfaUrhYRERGRJmCDQQLPPkfwvfcAZ1Ch7Ft/Q3Lnzi5HJo212V/OtPlr+Wx5IQAeYxjWvwNnHtpZtwIRaQQlnyIiIiJ7qWr5cmdQoXXrnEGFzjkH38X/p0GF4lRxWSVvfbmeGYs2EQpbAI7q2Y5fHNFVtwMR2QtKPkVEREQaaadBhdq1cwYVOuQQt0NLeEWllXy+opDN/ooGbVdVHebzlVsorwoBcGCXHEYe2Y3u+2Q2R5giCUXJp4iIiEgjhAoLKXn4ESq//hqAtMGDnUGFsrPdDSyBBSurmb9yK58tL2TR+mLsXuyrxz6ZjDyyKwd0adNU4YkkPCWfIiIiIg1UMWcu/kcf+2lQoavGkH7qqRpUyAXVoTDfrd3GnGWFfL26iKrQT4Ny9e6QRd9O2TS0WLrvk8mh3duqPEWamJJPEYkLXq/X7RBEXKVrIDbYYJDAc88TfPddAJJ79SJ7/G9I7tLF5cgSSzhsWb6phLnLCvl85RZKK6qjyzq1yWBw7/Yc3as9+2SnuxiliNSm5FNEYp7P56O0tNTtMERco2sgNlQtX4H/wQedQYUA78iRGlSohf1QVMacZYV8tryQwpKf+nK28aZwVM/2DOrdnrz2PtVYisQoJZ8iIiIiu2DDYYLT/klgyl9/GlTo1zeTOnCg26G1OGstW0srWbuljHVbyyJ/Sxs8qE9jj10d/qkXZ3pKEof3yGVQ7/bk75eDx6OEUyTWKfkUERERqUdoyxZK/vhwQg4qVF4ZYl1RWY1Es5R1W8soqwy5FpPHGA7u1oZBvdszMC+X1GSPa7GISMMp+RSRmFdeXs4555wDwNSpU0lPVx8eSSy6BtxRMWcuJY89TrjEj0lNI/OqK0k/reUGFbLWUlRaybqtTvK3fmuQiurmT/yqQ5b1RWX8WFJ3babHGDq1yaBrOy9dcr10beelU04GSUnNf158qcmkpyY1+3FEpHko+RSRmBcKhXjnnXeij0USja6BlrXToEI9ezqDCnXt2mzHLK8K8UNRkLVbSn+qadxatsNAOm5o402NJphdc710iSSaKapxFJFGUPIpIiIiLcYGg1SvWUNo/Q8QDu9+A6CiKkRhoAJ/WdVe3bdxj4RCZH7wNskbfwAgcPIZlIw4F4IpsPTHJjtM2Fq2lFSwdmsZ67aUsdlfXudr8xhn9NYuuU4tozet+b+6eYyhY046XXK9ZGVoMCURaTpKPkVERKTJ2XCY8MZNVK9a5UwFBVQXFBD64QewdaeQ1jr3bKwMhams/mkKhZs95dzBNqDUm8VHQ89jXbte8N/VLXLc7IwUum6vZWzno0uul/3aqJZRRFqPVpd8GmOuA8YBHYFvgF9Zaz93NyoREZGmEfixCFtW6XYYO7ChEOF16wivLiBcUECooIDwmtVQXnefQdMmBzp3odR6KCmvJlBeRaC8mtKKakL1JKbpyUl405JpiQFNy9q0Z8WQM2jrzaRtMx4nJyMl2m+yS66XHG9qMx5NRMR9rSr5NMacBzwCXA3MA24E3jfG9LXWbnYzNhERkT0RDocpWruRjd8upnjJcipWrKRi5cro8sVnn09GUnwMuFKdlExR233ZktuJwtxObM3tyJbcjgQzMuvdJi3ZE+lj6IsmZV1zvfjSW9VXFhGRhNTa/pPfDDxnrZ0MYIy5GjgDuAx4wM3AREREagsWB9jwv6VsWbiUsqUrCK9ZTeoPa0kJlgHOh3Qy4ImDQYb8WW3Z0rYjW3M7UpjbiS3tOlKc3R7rqbvJqAH2jfQr7BpJNrvmemmflab7NYqItFKtJvk0xqQChwH3b59nrQ0bYz4EBtWzTRqQVmNWFoDf72/GSBvuu6nvUzT9TbfDEHFNeXVV9PG7oy4nPVkDYEj8SwqUkFZUuFP/xwqgwhjK23Ug3KULad3zSO7WGS6bDUCPf76Mz+dzIeJdMAbTwNpYjzF1JJmVBAKx1aRYRER2b0/zJ2Pr6VsRb4wx+wHrgcHW2rk15j8EDLHWHlXHNncDd7VYkCIiIiIiIq1XF2vt+voWtpqaz0a6H6ePaE25wFYXYtmdLGAd0AUocTkW2ZHKJnapbGKXyiZ2qWxil8omdqlsYpfKpuVkAT/saoXWlHwWAiGgQ635HYCNdW1gra3AaeFUU2y1uY0wJto0qcRaG5MxJiqVTexS2cQulU3sUtnELpVN7FLZxC6VTYva7fltNTeOstZWAl8AJ26fZ4zxRJ7PrW87ERERERERaX6tqeYTnCa0fzXGLAA+x7nVig+Y7GZQIiIiIiIiia5VJZ/W2teMMfsA9wIdga+BU621m1wNrGlUAPewczNhcZ/KJnapbGKXyiZ2qWxil8omdqlsYpfKJoa0mtFuRUREREREJHa1mj6fIiIiIiIiEruUfIqIiIiIiEizU/IpIiIiIiIizU7Jp4iIiIiIiDQ7JZ9NzBgzxRhjjTFP17HsyciyKc1w3IONMZ8aY8qNMWuNMb+ptfwAY8xUY0xBJIYbmzqGWBfDZZNijJlgjFkRWecbY8ypTR1HLHOjbIwx6ZHjfmeMqTbGTN9FXLWn75sylljmUtkMNcb8yxizwRhTaoz52hhzUa11RtdRLuVNGUc8McYMMsaEjDFvN/NxzjXGLI78r/rOGHN6jWUpxpgHI/NLjTE/GGNeNMbs15wxxbqWKJs9/Yw3xlwXWafcGDPPGHNkc8UUD2KlbIwxScaYicaYVcaYYOT7wJ3GGNNcccW6FiqbMZHvZ0WR6cO6rgljTL4x5k1jTHHkf9t8Y0y35oqrtVPy2TzWAucbYzK2zzDGpAMXAmv2ZsfGmJQ65mUD/wFWA4cB44C7jTFX1ljNC6wEbgU27k0McS4Wy+Y+4CrgV0B/4Gngn8aYgXsTTxxq0bIBkoAg8ATwYT2b3gB0qjF1BbYCb+xNPHGopctmMPAtcA5wMM69ml80xvys1np+diyfvL2JJc5dDvwJOH5vk73IF+Gdvh8YYwYDfwf+AgwEpgPTjTEHRlbxAocCEyN/fwH0Bd7cm3hagWYvG/bgM94Ycx7O/dDvwSmfb4D3jTH77k1McS4mygYYD1wDjAXyI89/g/O9IFG1RNkMxfmfNgwYhPNZ9x9jTOca2/YE/gssjqx/MM7/uIT9sXOvWWs1NeEETMH5QP4OuKjG/Atx/tFPB6ZE5p2K84beBmwB/g30rLFNd8AC5wGzcN7oo+s45jU4X4hTa8x7AFhcT4wFwI1unyuVTfT5D8B1tbabCrzk9jlrzWVT1/H3IM6zgDCQ5/Y5S5SyqbHt28ALNZ6PBra5fX5iYQIygRKcRO9V4Lc1lg2NnPMzcBL6cuAz4MDa5xI4E1gIVAPd6zjOa8C/a837DHh6F7EdETl+N7fPU2sum1rHLKCOz3hgHjCpxnMPsB641e3zpLLh38Bfas1LqO8BbpdNZLsknB81L64x71Xgb26fk9Y0qeaz+bwAXFrj+WU4v97X5MP5FfJw4EScL7X/rOPXmQeAx3F+DXu/jmMNAj6x1lbWmPc+0NcY07bRr6D1irWySWPnX9CCwLF79Gpal5Ysm8a4HPjQWru6ifYXT9wumxycH3JqyjTGrDZOc/Z/GWMO2MN9tTajcH7QWgK8BFxWR3O9PwC/xkkGfwTeqlXr7MWpbbkCOADYXMdxBrFzK4H3I/Prk4PzRXHbHr2S1qelymaXjDGpOK1vouVnrQ1Hnu+q/FqzmCibiDnAicaYPgDGmAE43wHebeT+4p1bZeMFUoh81kQ+u84Alhpj3jfGbI40Vz+r0a9MVPPZ1BM/1RLsg5NQ5EWmINCeGrUEdWzbHudD+sDI8+6R5zfs5pj/AZ6pNa9/ZNv8OtYvILFrPmOqbIBXgO+B3ji/RJ8MlAEVbp+z1lw2dR1/N+vsh/Pr6Si3z1cilU1ku1FABXBAjXmDgIuBQ4AhwFtAMdDF7XPmQhnN3n5OgWScL2JDI8+HRs75eTXWz438jxkVeT46ss6A3RynErig1rxrgU31rJ8OfAG87PY5au1lU+uYBdT6jI/8/7LAoFrzHwLmuX2eErlsIvM9OD/KhYGqyN/b3D5HiVQ2ke3+DKwA0iPPO0b2UwrchPN5c2ukfIa4fZ7idVLNZzOx1v6I00xsNE5twdvW2sKa6xhjehtj/m6MWWmM8eP8UwKo3Yl5QY1tvjfGBCJTov4itldisGxuAJbh9CeoBCbh1CiFG7CPViEGy6amS3Bqb6Y3cvu45lbZGGOG4VwPY6y10YGerLVzrbUvWmu/ttbOwulf+CNO/+mEYYzpCxyJ028Ja201TvPYy2utOnf7A2vtVmAJTs3zdpU4TdgwxnSrUSYBY8xvGxFXCvA6YHC6HyScWC0bicmyGQVchNOd4VCcz5tbjDGXNOiFtQJulY0x5lbgfOBsa+321mjb86R/WWsfjXzePIDTTPrqvXypCSvZ7QBauRdwEgmA6+pY/hbOQDRjcPr9eYD/Aam11iut8fh0nCYB4NQ8gNOBvUOtbTrUWCY7i5myiXypPysygEu7yPEewBmgIBG1VNnssUhzn8tw+n1U7m79VqxFy8YYs71G8yZr7Yu7CsxaW2WM+QrotfuX0apcjvNZ/kONVmkGqDDGjG3AfoI28lM/TtkdUmPZ9ubO9f0/2+FzpkbimQecYK31NyCO1qQly2Z3CoEQe1B+CSKWygacJqQPWGtfjTz/zhiTB9wG/LUB+2kNWrxsjDG34NRonmSt/bbGokKcFk8La+17EYnZNapJKPlsXu/hfOmy1OrXZIxph9OReoy19tPIvN2+kW3dfc3mAr8zxqRYa6si804Gllhri/Yi/tYs5som8kvb+sgXt3NwvrwlopYqm4YYgpPU/GUv9xPvWqxsjDFDcX5dHm+tfXZ3+zHGJAEHAe/sbt3WwhiTjNP0+Nc4Tfxrmg5cgNOiAuBoIiMTR/qb98H5ArWTSE3D8joWzcXpy/tYjXknU6MGokbi2RsYZq3d0oCX1Gq4UDa7ZK2tNMZ8gVN+0yPH8kSeT9rFpq1OrJVNhJedWzuFSLC7UrhRNsa5/d3twHBr7YJa21UaY+bjfLbV1Afnh1ZpBCWfzchaGzLG5G9/XGtxEc5okFcaYzbgNEt7oJGHegW4C/iLMeZB4ECcppw3bV8hMthA/8jTVKCzMeYQIGCtbew/y7gVY2VzFNAZ+Dry926cD5yHGnnMuNaCZYMxpj/O9ZALZEWuCay1X9da9XKcflH/a+yxWoOWKptIU9t/4wxKNNUY0zGyqDLSvApjzAScEQ6XA21wbmOUBzzfmGPGqZ8BbXFGySyuucAYMxXnfTsuMmuCMWYLsAn4Hc4v+tMbeLzHgVnGmF/jNME+H2dwqSsjx0wB/oHTbPBnQFKNstuaYK0GWrRs9vAz/hHgr8aYBcDnwI04g4TVHjistYvFsnkLuN0YswZnDIiBwM04rU0SSUuXzXjgXpzmzgU1/l8FrLWByOM/AK8ZYz4BZuCM6v5znL6n0hhudzptbRO7GbiEHW9LcBJOVX45zi0LhuDUKJwVWd498vyQPTjuwcCnkX2tw6ktqLl8+75qTzPdPmcqG4bUOFYh8CKwn9vnK0HKpqCu66LWOjk4AxmMcfs8JUrZRI65y/9XwKM4vzxX4DQbfBsY6Pb5auGyeQun721dy46MnLPrI39/htMEugLnlhsH11h3NHt42xrgXJy+VRWR/Z1eY9n28q1rGur2+WrNZbOLcz+z1npja1w384Cj3D5XKhsLkIXTomA1TveDFTj3AE/dm9cab5MLZVNQT9ncXWu9y3DG5gjiVBSMcPtcxfNkIidVREREWplI8+UZQFtr7TZXg5EdqGxil8omdqls4l9CtSUXERERERERdyj5FBERERERkWanZrciIiIiIiLS7FTzKSIiIiIiIs1OyaeIiIiIiIg0OyWfIiIiIiIi0uyUfIqIiIiIiEizU/IpIiIiIiIizU7Jp4iIiIiIiDQ7JZ8iIiIiIiLS7JR8ioiIiIiISLNT8ikiIiIiIiLN7v8BgTCtr8vTWq4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import covasim as cv\n", + "\n", + "# Define the dynamic parameters\n", + "imports = cv.dynamic_pars(n_imports=dict(days=[15, 30], vals=[100, 0]))\n", + "\n", + "# Create, run, and plot the simulations\n", + "sim1 = cv.Sim(label='Baseline')\n", + "sim2 = cv.Sim(interventions=imports, label='With imported infections')\n", + "msim = cv.MultiSim([sim1, sim2])\n", + "msim.run()\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can see the sudden jump in new infections when importations are turned on." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Custom interventions\n", + "\n", + "Covasim also lets you define an arbitrary function or class to act as an intervention instead. If a custom intervention is supplied as a function (as it was in Tutorial 1 as well), then it receives the `sim` object as its only argument, and is called on each timestep. It can perform arbitrary manipulations to the sim object, such as changing parameters, modifying state, etc.\n", + "\n", + "This example reimplements the dynamic parameters example above, except using a hard-coded custom intervention:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def dynamic_imports(sim):\n", + " if sim.t == 15:\n", + " sim['n_imports'] = 100\n", + " elif sim.t == 30:\n", + " sim['n_imports'] = 0\n", + " return\n", + "\n", + "sim = cv.Sim(interventions=dynamic_imports)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "However, function-based interventions only take you so far. We saw in Tutorial 1 how you could define a simple \"protect the elderly\" intervention with just a few lines of code. This example explains how to create an intervention object that does much the same thing, but is more fully-featured because it uses the `Intervention` class." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pylab as pl\n", + "import covasim as cv\n", + "\n", + "class protect_elderly(cv.Intervention):\n", + "\n", + " def __init__(self, start_day=None, end_day=None, age_cutoff=70, rel_sus=0.0, *args, **kwargs):\n", + " super().__init__(**kwargs) # This line must be included\n", + " self._store_args() # So must this one\n", + " self.start_day = start_day\n", + " self.end_day = end_day\n", + " self.age_cutoff = age_cutoff\n", + " self.rel_sus = rel_sus\n", + " return\n", + "\n", + " def initialize(self, sim):\n", + " self.start_day = sim.day(self.start_day)\n", + " self.end_day = sim.day(self.end_day)\n", + " self.days = [self.start_day, self.end_day]\n", + " self.elderly = sim.people.age > self.age_cutoff # Find the elderly people here\n", + " self.exposed = np.zeros(sim.npts) # Initialize results\n", + " self.tvec = sim.tvec # Copy the time vector into this intervention\n", + " return\n", + "\n", + " def apply(self, sim):\n", + " self.exposed[sim.t] = sim.people.exposed[self.elderly].sum()\n", + "\n", + " # Start the intervention\n", + " if sim.t == self.start_day:\n", + " sim.people.rel_sus[self.elderly] = self.rel_sus\n", + "\n", + " # End the intervention\n", + " elif sim.t == self.end_day:\n", + " sim.people.rel_sus[self.elderly] = 1.0\n", + "\n", + " return\n", + "\n", + " def plot(self):\n", + " pl.figure()\n", + " pl.plot(self.tvec, self.exposed)\n", + " pl.xlabel('Day')\n", + " pl.ylabel('Number infected')\n", + " pl.title('Number of elderly people with active COVID')\n", + " return" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While this example is fairly long, hopefully it's fairly straightforward:\n", + "\n", + "- **__init__()** just does what init always does; it's needed to create the class instance. For interventions, it's usually used to store keyword arguments and perform some basic initialization (the first two lines).\n", + "- **initialize()** is similar to init, with the difference that it's invoked when the *sim* itself is initialized. It receives the sim as an input argument. This means you can use it to do a fairly powerful things. Here, since `sim.people` already exists, we can calculate up-front who the elderly are so we don't have to do it on every timestep.\n", + "- **apply()** is the crux of the intervention. It's run on every timestep of the model, and also receives `sim` as an input. You almost always use `sim.t` to get the current timestep, here to turn the intervention on and off. But as this example shows, its real power is that it can make direct modifications to the sim itself (`sim.people.rel_sus[self.elderly] = self.rel_sus`). It can also perform calculations and store data in itself, as shown here with `self.exposed` (although in general, analyzers are better for this, since they happen at the end of the timestep, while interventions happen in the middle).\n", + "- **plot()** is a custom method that shows a plot of the data gathered during the sim. Again, it's usually better to use analyzers for this, but for something simple like this it's fine to double-dip and use an intervention.\n", + "\n", + "Here is what this custom intervention looks like in action. Note how it automatically shows when the intervention starts and stops (with vertical dashed lines)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Define and run the baseline simulation\n", + "pars = dict(\n", + " pop_size = 50e3,\n", + " pop_infected = 100,\n", + " n_days = 90,\n", + " verbose = 0,\n", + ")\n", + "orig_sim = cv.Sim(pars, label='Default')\n", + "\n", + "# Define the intervention and the scenario sim\n", + "protect = protect_elderly(start_day='2020-04-01', end_day='2020-05-01', rel_sus=0.1) # Create intervention\n", + "sim = cv.Sim(pars, interventions=protect, label='Protect the elderly')\n", + "\n", + "# Run and plot\n", + "msim = cv.MultiSim([orig_sim, sim])\n", + "msim.run()\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because we collected information in the intervention itself, we can also plot that:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot intervention\n", + "protect = msim.sims[1].get_intervention(protect_elderly) # Find intervention by type\n", + "protect.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t6.ipynb b/docs/tutorials/t6.ipynb new file mode 100644 index 000000000..7c22a82ab --- /dev/null +++ b/docs/tutorials/t6.ipynb @@ -0,0 +1,338 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T6 - Using analyzers\n", + "\n", + "Analyzers are objects that do not change the behavior of a simulation, but just report on its internal state, almost always something to do with `sim.people`. This tutorial takes you through some of the built-in analyzers and gives a brief example of how to build your own.\n", + "\n", + "## Age histograms and snapshots\n", + "\n", + "Age histograms and snapshots both take \"pictures\" of the `sim.people` object at specified points in time. This is because while most of the information from `sim.people` is retrievable at the end of the sim from the stored events, it's much easier to see what's going on at the time. While the snapshot literally just makes a copy of the people object, the age histogram calculates results for different age bins:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n" + ] + }, + { + "data": { + "text/plain": [ + "[
]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import covasim as cv\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0) # Standard options for Jupyter notebook\n", + "\n", + "sim = cv.Sim(interventions=cv.test_prob(0.5), analyzers=cv.age_histogram())\n", + "sim.run()\n", + "agehist = sim.get_analyzer() # Only one analyzer so we can retrieve it like this\n", + "agehist.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Transmission trees\n", + "\n", + "Another useful analysis to perform on the simulation is to calculate the *transmission tree* – i.e., who infected whom. Since all this information is stored in the sim, it doesn't have to be inserted at run time; it can be added to an already finished simulation:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "tt = sim.make_transtree()\n", + "fig1 = tt.plot()\n", + "fig2 = tt.plot_histograms()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Custom analyzers\n", + "\n", + "Analyzers don't have to be complicated. While analyzers can derive from the `cv.Analyzer` class, they can also just be simple functions, unless they need to keep track of or update internal state. Here's an example of an analyzer that does keep track of internal state, namely by storing and plotting the S, E, I, and R compartments over time." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pylab as pl\n", + "import sciris as sc\n", + "import covasim as cv\n", + "\n", + "class store_seir(cv.Analyzer):\n", + "\n", + " def __init__(self, *args, **kwargs):\n", + " super().__init__(*args, **kwargs) # This is necessary to initialize the class properly\n", + " self.t = []\n", + " self.S = []\n", + " self.E = []\n", + " self.I = []\n", + " self.R = []\n", + " return\n", + "\n", + " def apply(self, sim):\n", + " ppl = sim.people # Shorthand\n", + " self.t.append(sim.t)\n", + " self.S.append(ppl.susceptible.sum())\n", + " self.E.append(ppl.exposed.sum() - ppl.infectious.sum())\n", + " self.I.append(ppl.infectious.sum())\n", + " self.R.append(ppl.recovered.sum() + ppl.dead.sum())\n", + " return\n", + "\n", + " def plot(self):\n", + " pl.figure()\n", + " pl.plot(self.t, self.S, label='S')\n", + " pl.plot(self.t, self.E, label='E')\n", + " pl.plot(self.t, self.I, label='I')\n", + " pl.plot(self.t, self.R, label='R')\n", + " pl.legend()\n", + " pl.xlabel('Day')\n", + " pl.ylabel('People')\n", + " sc.setylim() # Reset y-axis to start at 0\n", + " sc.commaticks() # Use commas in the y-axis labels\n", + " return\n", + "\n", + "sim = cv.Sim(n_days=180, analyzers=store_seir(label='seir'))\n", + "sim.run()\n", + "seir = sim.get_analyzer('seir') # Retrieve by label\n", + "seir.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And here's an example of an analyzer that doesn't need any internal state, so it can just be a function: it simply reports if anyone aged 88 is currently infected." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Oh no! 1 people aged 88 have covid on timestep 10 🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 11 🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 12 🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 13 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 14 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 15 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 16 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 17 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 18 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 19 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 20 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 21 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 22 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 23 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 24 🤯🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 27 🤯\n", + "Oh no! 3 people aged 88 have covid on timestep 28 🤯🤯🤯\n", + "Oh no! 3 people aged 88 have covid on timestep 29 🤯🤯🤯\n", + "Oh no! 3 people aged 88 have covid on timestep 30 🤯🤯🤯\n", + "Oh no! 3 people aged 88 have covid on timestep 31 🤯🤯🤯\n", + "Oh no! 3 people aged 88 have covid on timestep 32 🤯🤯🤯\n", + "Oh no! 4 people aged 88 have covid on timestep 33 🤯🤯🤯🤯\n", + "Oh no! 5 people aged 88 have covid on timestep 34 🤯🤯🤯🤯🤯\n", + "Oh no! 5 people aged 88 have covid on timestep 35 🤯🤯🤯🤯🤯\n", + "Oh no! 5 people aged 88 have covid on timestep 36 🤯🤯🤯🤯🤯\n", + "Oh no! 5 people aged 88 have covid on timestep 37 🤯🤯🤯🤯🤯\n", + "Oh no! 5 people aged 88 have covid on timestep 38 🤯🤯🤯🤯🤯\n", + "Oh no! 10 people aged 88 have covid on timestep 39 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 13 people aged 88 have covid on timestep 40 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 13 people aged 88 have covid on timestep 41 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 14 people aged 88 have covid on timestep 42 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 15 people aged 88 have covid on timestep 43 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 15 people aged 88 have covid on timestep 44 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 45 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 18 people aged 88 have covid on timestep 46 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 18 people aged 88 have covid on timestep 47 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 18 people aged 88 have covid on timestep 48 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 49 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 18 people aged 88 have covid on timestep 50 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 51 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 52 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 18 people aged 88 have covid on timestep 53 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 54 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 15 people aged 88 have covid on timestep 55 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 16 people aged 88 have covid on timestep 56 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 57 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 18 people aged 88 have covid on timestep 58 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 59 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 19 people aged 88 have covid on timestep 60 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 61 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 17 people aged 88 have covid on timestep 62 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 16 people aged 88 have covid on timestep 63 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 15 people aged 88 have covid on timestep 64 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 14 people aged 88 have covid on timestep 65 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 14 people aged 88 have covid on timestep 66 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 12 people aged 88 have covid on timestep 67 🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 9 people aged 88 have covid on timestep 68 🤯🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 8 people aged 88 have covid on timestep 69 🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 7 people aged 88 have covid on timestep 70 🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 7 people aged 88 have covid on timestep 71 🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 8 people aged 88 have covid on timestep 72 🤯🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 7 people aged 88 have covid on timestep 73 🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 7 people aged 88 have covid on timestep 74 🤯🤯🤯🤯🤯🤯🤯\n", + "Oh no! 6 people aged 88 have covid on timestep 75 🤯🤯🤯🤯🤯🤯\n", + "Oh no! 5 people aged 88 have covid on timestep 76 🤯🤯🤯🤯🤯\n", + "Oh no! 5 people aged 88 have covid on timestep 77 🤯🤯🤯🤯🤯\n", + "Oh no! 4 people aged 88 have covid on timestep 78 🤯🤯🤯🤯\n", + "Oh no! 3 people aged 88 have covid on timestep 79 🤯🤯🤯\n", + "Oh no! 3 people aged 88 have covid on timestep 80 🤯🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 81 🤯🤯\n", + "Oh no! 2 people aged 88 have covid on timestep 82 🤯🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 83 🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 84 🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 85 🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 86 🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 87 🤯\n", + "Oh no! 1 people aged 88 have covid on timestep 88 🤯\n" + ] + } + ], + "source": [ + "def check_88(sim):\n", + " people_who_are_88 = sim.people.age.round() == 88 # Find everyone who's aged 88 (to the nearest year)\n", + " people_exposed = sim.people.exposed # Find everyone who's infected with COVID\n", + " people_who_are_88_with_covid = cv.true(people_who_are_88 * people_exposed) # Multiplication is the same as logical \"and\"\n", + " n = len(people_who_are_88_with_covid) # Count how many people there are\n", + " if n:\n", + " print(f'Oh no! {n} people aged 88 have covid on timestep {sim.t} {\"🤯\"*n}')\n", + " return\n", + "\n", + "sim = cv.Sim(n_days=120, analyzers=check_88, verbose=0)\n", + "sim.run()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t7.ipynb b/docs/tutorials/t7.ipynb new file mode 100644 index 000000000..359e655d5 --- /dev/null +++ b/docs/tutorials/t7.ipynb @@ -0,0 +1,435 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T7 - Calibration\n", + "\n", + "We saw in Tutorial 4 how to load and plot data. But the next step is to actually *calibrate* the model to the data, i.e. find the model parameters that are the most likely explanation for the observed data. This tutorial gives an introduction to the Fit object and some recipes for optimization approaches.\n", + "\n", + "## The Fit object\n", + "\n", + "The Fit object is responsible for quantifying how well a given model run matches the data. Let's consider a simple example, building on Tutorial 4:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim 2.0.2 (2020-02-01) — © 2021 by IDM\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import covasim as cv\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0) # Standard options for Jupyter notebook\n", + "\n", + "pars = dict(\n", + " start_day = '2020-02-01',\n", + " end_day = '2020-04-11',\n", + " beta = 0.015,\n", + ")\n", + "sim = cv.Sim(pars=pars, datafile='example_data.csv', interventions=cv.test_num(daily_tests='data'))\n", + "sim.run()\n", + "sim.plot(to_plot=['cum_tests', 'cum_diagnoses', 'cum_deaths'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that tests match extremely well (they're input data!), diagnoses match reasonably well, and deaths match poorly. Can the Fit object capture our intuition about this?" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#0: cum_tests. 0.0\n", + "#1: cum_diagnoses. 34.03728294177732\n", + "#2: cum_deaths. 53.47826086956522\n", + "87.51554381134254\n" + ] + } + ], + "source": [ + "fit = sim.compute_fit()\n", + "print(fit.mismatches)\n", + "print(fit.mismatch)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So the results seem to match our intuition. (Note that by default the Fit object uses normalized absolute difference, but other estimates, such as mean squared error, are also possible.)\n", + "\n", + "What if we improve the fit? Does the mismatch reduce?" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "#0: cum_tests. 0.0\n", + "#1: cum_diagnoses. 33.20480081716037\n", + "#2: cum_deaths. 28.26086956521739\n", + "61.46567038237776\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sim.initialize(reset=True) # Reinitialize the sim\n", + "sim['rel_death_prob'] = 2 # Double the death rate since deaths were too low\n", + "\n", + "# Rerun and compute fit\n", + "sim.run()\n", + "fit = sim.compute_fit()\n", + "\n", + "# Output\n", + "sim.plot()\n", + "fit.plot()\n", + "print(fit.mismatches)\n", + "print(fit.mismatch)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As expected, the fit is improved." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Calibration approaches\n", + "\n", + "Calibration is a complex and dark art and cannot be covered fully here; many books have been written about it and it continues to be an area of active research. A good review article about calibrating agent-based models like Covasim is available [here](https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1007893). Calibration is usually expressed as an optimization problem: specifically, find a vector of parameters *θ* that minimizes the mismatch between the data *D* and the model *M(θ)*.\n", + "\n", + "In practice, most calibration is done simply by hand, as in the example above. Once deaths are \"calibrated\", the user might modify testing assumptions so that the diagnoses match. Since we are only fitting to deaths and diagnoses, the model is then \"calibrated\".\n", + "\n", + "However, automated approaches to calibration are possible as well. The simplest is probably the built-in SciPy optimization functions, e.g. `scipy.optimize`. A wrinkle here is that normal gradient descent methods **will not work** with Covasim or other agent-based models, due to the stochastic variability between model runs that makes the landscape very \"bumpy\". One way of getting around this is to use many different runs and take the average, e.g.:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```python\n", + "import covasim as cv\n", + "import numpy as np\n", + "import scipy\n", + "\n", + "def objective(x, n_runs=10):\n", + " print(f'Running sim for beta={x[0]}, rel_death_prob={x[1]}')\n", + " pars = dict(\n", + " start_day = '2020-02-01',\n", + " end_day = '2020-04-11',\n", + " beta = x[0],\n", + " rel_death_prob = x[1],\n", + " verbose = 0,\n", + " )\n", + " sim = cv.Sim(pars=pars, datafile='/home/cliffk/idm/covasim/docs/tutorials/example_data.csv', interventions=cv.test_num(daily_tests='data'))\n", + " msim = cv.MultiSim(sim)\n", + " msim.run(n_runs=n_runs)\n", + " mismatches = []\n", + " for sim in msim.sims:\n", + " fit = sim.compute_fit()\n", + " mismatches.append(fit.mismatch)\n", + " mismatch = np.mean(mismatches)\n", + " return mismatch\n", + "\n", + "guess = [0.015, 1] # Initial guess of parameters -- beta and relative death probability\n", + "pars = scipy.optimize.minimize(objective, x0=guess, method='nelder-mead') # Run the optimization\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This should converge after roughly 3-10 minutes, although you will likely find that the improvement is minimal.\n", + "\n", + "What's happening here? Trying to overcome the limitations of an algorithm that expects deterministic results simply by running more sims is fairly futile – if you run *N* sims and average them together, you've only reduced noise by √*N*, i.e. you have to average together 100 sims to reduce noise by a factor of 10, and even that might not be enough. Clearly, we need a more powerful approach.\n", + "\n", + "One such package we have found works reasonably well is called [Optuna](https://optuna.org/). You are strongly encouraged to read its documentation, but below is a full example to help get you started. You may wish to copy this example into a separate .py file and run it outside of the Jupyter notebook environment." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\u001b[32m[I 2021-03-11 15:58:27,171]\u001b[0m A new study created in RDB with name: my-example-calibration\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:28,896]\u001b[0m Trial 1 finished with value: 244.05371497091087 and parameters: {'beta': 0.01824826549069546, 'rel_death_prob': 1.0818925721903123}. Best is trial 1 with value: 244.05371497091087.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:29,722]\u001b[0m Trial 0 finished with value: 118.69587422836078 and parameters: {'beta': 0.009708637485353805, 'rel_death_prob': 0.5627606411919845}. Best is trial 0 with value: 118.69587422836078.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:30,013]\u001b[0m Trial 2 finished with value: 144.61540169649598 and parameters: {'beta': 0.006123389295603373, 'rel_death_prob': 0.8592587625144819}. Best is trial 0 with value: 118.69587422836078.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:30,970]\u001b[0m Trial 3 finished with value: 406.1836612337345 and parameters: {'beta': 0.01805526840024343, 'rel_death_prob': 1.90766641001436}. Best is trial 0 with value: 118.69587422836078.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:31,158]\u001b[0m Trial 4 finished with value: 78.66722920460097 and parameters: {'beta': 0.011048616225423729, 'rel_death_prob': 2.308903528761509}. Best is trial 4 with value: 78.66722920460097.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:32,131]\u001b[0m Trial 5 finished with value: 123.8257760802949 and parameters: {'beta': 0.010068911639014737, 'rel_death_prob': 0.8727108848394844}. Best is trial 4 with value: 78.66722920460097.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:32,366]\u001b[0m Trial 6 finished with value: 159.28653905937736 and parameters: {'beta': 0.016551689103494645, 'rel_death_prob': 0.6761667978477353}. Best is trial 4 with value: 78.66722920460097.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:33,258]\u001b[0m Trial 7 finished with value: 141.15745880889995 and parameters: {'beta': 0.0064569263498680494, 'rel_death_prob': 2.7788204248604265}. Best is trial 4 with value: 78.66722920460097.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:33,475]\u001b[0m Trial 8 finished with value: 124.09002087311808 and parameters: {'beta': 0.009756788070461039, 'rel_death_prob': 2.2632754336901013}. Best is trial 4 with value: 78.66722920460097.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:34,414]\u001b[0m Trial 9 finished with value: 70.42034906959185 and parameters: {'beta': 0.012339003927509702, 'rel_death_prob': 1.200789197563759}. Best is trial 9 with value: 70.42034906959185.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:34,656]\u001b[0m Trial 10 finished with value: 245.73011502420394 and parameters: {'beta': 0.01660686940120882, 'rel_death_prob': 2.112198819878239}. Best is trial 9 with value: 70.42034906959185.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:35,626]\u001b[0m Trial 11 finished with value: 179.52469245458985 and parameters: {'beta': 0.014394982732043074, 'rel_death_prob': 1.4063415521294298}. Best is trial 9 with value: 70.42034906959185.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:35,813]\u001b[0m Trial 12 finished with value: 69.02151707598703 and parameters: {'beta': 0.013443334852855229, 'rel_death_prob': 1.41827635602287}. Best is trial 12 with value: 69.02151707598703.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:36,951]\u001b[0m Trial 13 finished with value: 53.746391615224056 and parameters: {'beta': 0.012648652502840769, 'rel_death_prob': 2.6679674004081466}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:37,086]\u001b[0m Trial 14 finished with value: 59.65292889816583 and parameters: {'beta': 0.01352550928382879, 'rel_death_prob': 1.452767453456804}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:38,186]\u001b[0m Trial 15 finished with value: 55.89621175112137 and parameters: {'beta': 0.014070686499559643, 'rel_death_prob': 2.913368751584507}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:38,339]\u001b[0m Trial 16 finished with value: 55.72589598969668 and parameters: {'beta': 0.01419334552788963, 'rel_death_prob': 2.6750475300511134}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:39,588]\u001b[0m Trial 17 finished with value: 204.75562908025046 and parameters: {'beta': 0.015598462379576947, 'rel_death_prob': 2.8866528825826556}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:39,748]\u001b[0m Trial 18 finished with value: 413.84676022560734 and parameters: {'beta': 0.019928638914609866, 'rel_death_prob': 2.590465895089769}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:40,893]\u001b[0m Trial 19 finished with value: 717.6784207487676 and parameters: {'beta': 0.019905978590013307, 'rel_death_prob': 2.570336938890906}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:40,898]\u001b[0m Trial 20 finished with value: 127.09541679619842 and parameters: {'beta': 0.00815648029295165, 'rel_death_prob': 2.6209411942872927}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:42,038]\u001b[0m Trial 21 finished with value: 56.80496957854066 and parameters: {'beta': 0.011681931528116526, 'rel_death_prob': 2.96407781043377}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:42,048]\u001b[0m Trial 22 finished with value: 70.31664964249234 and parameters: {'beta': 0.012043491824471328, 'rel_death_prob': 2.997583820043615}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:43,217]\u001b[0m Trial 23 finished with value: 88.00628414087134 and parameters: {'beta': 0.015032640694676743, 'rel_death_prob': 2.4326376731986854}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:43,236]\u001b[0m Trial 24 finished with value: 61.35708575742772 and parameters: {'beta': 0.014960402329708276, 'rel_death_prob': 2.4645170501559654}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:44,381]\u001b[0m Trial 25 finished with value: 60.613980548030376 and parameters: {'beta': 0.013255554129551228, 'rel_death_prob': 2.7702912796297383}. Best is trial 13 with value: 53.746391615224056.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:44,427]\u001b[0m Trial 26 finished with value: 38.751498867522315 and parameters: {'beta': 0.013370818913529654, 'rel_death_prob': 2.7605943459698556}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:45,692]\u001b[0m Trial 27 finished with value: 291.3997202113958 and parameters: {'beta': 0.016286813229591315, 'rel_death_prob': 2.012570895423004}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:45,730]\u001b[0m Trial 28 finished with value: 261.9058933250433 and parameters: {'beta': 0.016181440934606797, 'rel_death_prob': 2.0199373881560767}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:47,029]\u001b[0m Trial 29 finished with value: 113.03448505573567 and parameters: {'beta': 0.010876096451091982, 'rel_death_prob': 1.7772172495562841}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:47,103]\u001b[0m Trial 30 finished with value: 113.76626548829773 and parameters: {'beta': 0.010758935568118211, 'rel_death_prob': 1.7091093478489159}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:48,287]\u001b[0m Trial 31 finished with value: 50.39536794421992 and parameters: {'beta': 0.013813545618044586, 'rel_death_prob': 2.7700066766560214}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:48,320]\u001b[0m Trial 32 finished with value: 51.59368477150598 and parameters: {'beta': 0.014002957208240793, 'rel_death_prob': 2.768167987028574}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:49,614]\u001b[0m Trial 33 finished with value: 52.94832793000844 and parameters: {'beta': 0.01260498472664888, 'rel_death_prob': 2.82260991156624}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:49,674]\u001b[0m Trial 34 finished with value: 62.90325087711507 and parameters: {'beta': 0.012728655326325514, 'rel_death_prob': 2.7886921766944197}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:50,943]\u001b[0m Trial 35 finished with value: 431.6970511169339 and parameters: {'beta': 0.017808397899209665, 'rel_death_prob': 2.318743002569512}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:51,003]\u001b[0m Trial 36 finished with value: 330.20195852022914 and parameters: {'beta': 0.01770409205954878, 'rel_death_prob': 2.3461325631269156}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:52,184]\u001b[0m Trial 37 finished with value: 131.0633077230537 and parameters: {'beta': 0.00848204412242551, 'rel_death_prob': 2.8787966284137405}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:52,221]\u001b[0m Trial 38 finished with value: 131.0633077230537 and parameters: {'beta': 0.008506940038827735, 'rel_death_prob': 2.8649522698156824}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:53,540]\u001b[0m Trial 39 finished with value: 75.92918683661233 and parameters: {'beta': 0.011646761210065835, 'rel_death_prob': 2.2090852827664365}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:53,579]\u001b[0m Trial 40 finished with value: 73.17060443220677 and parameters: {'beta': 0.011253664401633435, 'rel_death_prob': 2.486362395817011}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:54,873]\u001b[0m Trial 41 finished with value: 59.30041746236177 and parameters: {'beta': 0.012804791732709238, 'rel_death_prob': 2.7378889975834886}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:54,919]\u001b[0m Trial 42 finished with value: 59.30041746236177 and parameters: {'beta': 0.01279851038280995, 'rel_death_prob': 2.7072422055559975}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:56,271]\u001b[0m Trial 43 finished with value: 151.88457609805926 and parameters: {'beta': 0.014885599790485524, 'rel_death_prob': 2.9923150142124864}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:56,301]\u001b[0m Trial 44 finished with value: 152.64899853444064 and parameters: {'beta': 0.014854968361267257, 'rel_death_prob': 2.9920066624353563}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:57,624]\u001b[0m Trial 45 finished with value: 71.42947550739441 and parameters: {'beta': 0.01368128822476286, 'rel_death_prob': 2.5001875994981972}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:57,671]\u001b[0m Trial 46 finished with value: 88.23333481369632 and parameters: {'beta': 0.013597479312683689, 'rel_death_prob': 2.552589116084251}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:58,780]\u001b[0m Trial 47 finished with value: 54.46085180086157 and parameters: {'beta': 0.012205847560468226, 'rel_death_prob': 2.8327117518152294}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:58:58,812]\u001b[0m Trial 48 finished with value: 114.77539192610028 and parameters: {'beta': 0.010234581850719184, 'rel_death_prob': 2.8038799604319675}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n", + "\u001b[32m[I 2021-03-11 15:59:00,010]\u001b[0m Trial 49 finished with value: 194.0907980636852 and parameters: {'beta': 0.015601775844176718, 'rel_death_prob': 2.656030147223467}. Best is trial 26 with value: 38.751498867522315.\u001b[0m\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Output: {'beta': 0.013370818913529654, 'rel_death_prob': 2.7605943459698556}, time: 33.2 s\n" + ] + } + ], + "source": [ + "'''\n", + "Example for running Optuna\n", + "'''\n", + "\n", + "import os\n", + "import sciris as sc\n", + "import covasim as cv\n", + "import optuna as op\n", + "\n", + "\n", + "def run_sim(pars, label=None, return_sim=False):\n", + " ''' Create and run a simulation '''\n", + " pars = dict(\n", + " start_day = '2020-02-01',\n", + " end_day = '2020-04-11',\n", + " beta = pars[\"beta\"],\n", + " rel_death_prob = pars[\"rel_death_prob\"],\n", + " interventions = cv.test_num(daily_tests='data'),\n", + " verbose = 0,\n", + " )\n", + " sim = cv.Sim(pars=pars, datafile='example_data.csv', label=label)\n", + " sim.run()\n", + " fit = sim.compute_fit()\n", + " if return_sim:\n", + " return sim\n", + " else:\n", + " return fit.mismatch\n", + "\n", + "\n", + "def run_trial(trial):\n", + " ''' Define the objective for Optuna '''\n", + " pars = {}\n", + " pars[\"beta\"] = trial.suggest_uniform('beta', 0.005, 0.020) # Sample from beta values within this range\n", + " pars[\"rel_death_prob\"] = trial.suggest_uniform('rel_death_prob', 0.5, 3.0) # Sample from beta values within this range\n", + " mismatch = run_sim(pars)\n", + " return mismatch\n", + "\n", + "\n", + "def worker():\n", + " ''' Run a single worker '''\n", + " study = op.load_study(storage=storage, study_name=name)\n", + " output = study.optimize(run_trial, n_trials=n_trials)\n", + " return output\n", + "\n", + "\n", + "def run_workers():\n", + " ''' Run multiple workers in parallel '''\n", + " output = sc.parallelize(worker, n_workers)\n", + " return output\n", + "\n", + "\n", + "def make_study():\n", + " ''' Make a study, deleting one if it already exists '''\n", + " if os.path.exists(db_name):\n", + " os.remove(db_name)\n", + " print(f'Removed existing calibration {db_name}')\n", + " output = op.create_study(storage=storage, study_name=name)\n", + " return output\n", + "\n", + "\n", + "if __name__ == '__main__':\n", + "\n", + " # Settings\n", + " n_workers = 2 # Define how many workers to run in parallel\n", + " n_trials = 25 # Define the number of trials, i.e. sim runs, per worker\n", + " name = 'my-example-calibration'\n", + " db_name = f'{name}.db'\n", + " storage = f'sqlite:///{db_name}'\n", + "\n", + " # Run the optimization\n", + " t0 = sc.tic()\n", + " make_study()\n", + " run_workers()\n", + " study = op.load_study(storage=storage, study_name=name)\n", + " best_pars = study.best_params\n", + " T = sc.toc(t0, output=True)\n", + " print(f'\\n\\nOutput: {best_pars}, time: {T:0.1f} s')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see how well it did:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9pBYKESwuTkGUIl2LElMRERERkQ6y6qtFfHHRlYTXrqY2J5cBN09k5Lj9Uh2WSJfX7u1izOzbZvZ3M1thZs7MTmjy/lT/eOLjtTbUO8HMFplZ1MzeM7N9m7wfMrMpZrbOzCJm9pyZDWhSZpiZvWJmlWa22szuMDMl3yIiIiLS4WKlpdQtWtTw+Ppv/+SrMy8gtGYV0V59KHnwXiWlIm20NUlbGPgYeBR4voUyrwFnJLyubq1CMzsFuBs4D3gPuBSYZmajnHOr/WL3AMcAJwFlwGT/+gf5dQSBV4BS4EBgIPAEUAtc154bFBERERFpTay0lPUTLsRFIgAsdDnUrVpNZqyOirxe7HbHr+i766gURymSPtqdmDrnXgVeBTCzlopVO+dK21Ht5cBDzrnH/HrPw0tCzwRuM7NC4CzgJ865f/tlzgDmmtn+zrl3gSOBnYDvOOdWAbPN7Abgt2Y20TlX09577SqysrKYPHlyw3MRERERSS0XjXpJaVY2X8RzyVq6iAznKC/sy6i8OL1656U6RJG0kqxhruPMbDWwAfg3cL1zbl1zBc0sC9gLuLX+mHMubmavAwf4h/YCMoHXE8p8YWZL/DLv+l/n+ElpvWnA74Cdgf81c+1sIDvhUH4777NTZGZmMmHChFSHISIiIiIJ4s7xWU2IvBULASgfMISdCwNkRMpTHJlI+mn3HNM2eA04DTgcuBo4BHjVH2rbnL5AEFjV5PgqoH6JsmKgxjm3cQtlmquDhDJNXYs3LLj+sayFciIiIiIiDWpravkkmk3eisUARIaOYPdBeWQGWhxRKCKt6PAeU+fcUwkv55jZJ8B8YBzwRkdfbxvdije3tV4+XTA5jcVivP322wAcfPDBBIMt5fgiIiIikmwV68t477rfUrh+FS4QoGbEDuzey/v7LJ7i2ETSVdJXrHXOLTCztcBImk9M1wIxYECT4wPwFjLC/5plZr2a9Jo2LdNoJd+EOpud7+qcqyZhYaZW5symVDQa5dBDDwUgEokQDodTHJGIiIhIz7Ru8QrmTLiC8Mpl1AUzyBg8mDFZ1cQrvfeb26tURLYsGUN5GzGzIUAfYGVz7/uLEn2IN/S3/pyA/3qmf+hDvNV1E8uMAoYllJkJ7Gpm/ROqPwIoBz7viHsRERERkZ5ryaxP+Xz8+eSWLqc2nE9eyVBGxMpx5WUND2qqsbw8LBRKdbgiaaXdPaZmlofX+1lvhJntDqz3HzcBz+H1Um4P3A58jbcQUUvuBh43s1nA+3jbxYSBxwCcc2Vm9ghwt5mtx0s2HwBm+ivyAvwTLwH9k5ldhTev9BZgit8zKiIiIiKyVea++hYbbv412TXVVPUfyE4P3EFROLPZHlILhQgWt7TEiYg0Z2uG8u4NvJnwun6O5uPA+cBuwOlAL2AFXsJ4Q2JyaGbTgUXOufEAzrmnzawf8Cu8hHI2cHSTFXYvwxu2/xzeSrrTgAvq33TOxczsWLxVeGcCFX5MN27FPYqIiIhIDxQrLd0s2fzf868T/8ufyAAqth/FPg/eTl6fXimJT6S7Mudc51/UbDFwk3NuaqdfvBVmVgCUlZWVUVBQkOpwGlRUVJCX5+2FpTmmIiIiIskRKy1l/YQLvf1J8beDqcslb/UKMKNiv4P41v2/JitXw3RFEpWXl1NYWAhQ6Jzbqv2Skr74UVNmtjPe1ixPdPa1RURERERa4qJRLynNyqYuK5tPN9RSuGYlmLGp30C+fd0EJaUiSdLpialz7jO84b4iIiIiIl1OdVaIeWuqKNywGmdGzdASdqvbQCCQ9HVDRXqsTk9Mpf0yMzO5/fbbG56LiIiISHJUugBfrywnf9MG6jIyydx+e8ZYFVs3OFFE2kqJaRrIysriyiuvTHUYIiIiIt1aZEM588vqyK8spzYzm4IdtmNwiIY9SkUkeZSYioiIiEiPV75qHbOv+w15FWXUZGbTa/hgiuOVxCtpdksYEelYSkzTQCwW46OPPgJgzz33JBgMpjgiERERke5j44rVfHz2xeSsXkF1Voiifr3oX7mexL0rLC8PC2nhI5FkUWKaBqLRKPvuuy+g7WJEREREOtL6pSuZc+6l5KwppbqgN9v/6pcMGNp/s3IWChEsLk5BhCI9gxJTEREREemR1i5azuc/v5ScdaupLuzNDlPupnj0dqkOS6RHUmIqIiIiIj3O6q8X88X5lxHasI5o7z6M/t099B85PNVhifRYSkxFREREpFuLlZY2WsBo1YLlLPjVbWRvKiPadwA7/eFe+pYMTmGEIqLEVERERES6rVhpKesnXIiLRABYQxbr1pSRXROlMjefXW69UUmpSBcQSHUAIiIiIiLJ4qJRLynNymZNbhHr1pSTXVtNRW4Bw3pl07soP9UhigjqMRURERGRbi7uHPPJJb5kuZeU5vVixKBehCMbUx2aiPiUmKaBzMxMbrrppobnIiIiItI2iz75kkXlkF+xEIBIQRE7jhhAqLqy0T6lIpJaSkzTQFZWFhMnTkx1GCIiIiJpY93iFcy5fQo5775NfnU1sYxMooOHs1NRFlkBiKc6QBFpRImpiIiIiKSdpivt1quOOWY/8yqBv71Abm0NDigrGkBJQQa9c+ogWkccmj1XRFJHiWkaiMfjzJ07F4AxY8YQCGjNKhEREem5mq60C9480q9dmNiGDYRcDDOjYvj2DDv7Z2z38BRcJIKrbVyP5eVhoVAnRy8izVFimgaqqqrYZZddAIhEIoTD4RRHJCIiIpI6iSvtWijE8roga1dtJH/TCjKdo7rvAAp+fg57n3IMgUCA2B5jmu0htVCIYHFxCu5ARJpSYioiIiIiaak6K4cvNtRRsGox+UAsmEFVUT/2n3Ir4TGjG8op+RTp+pSYioiIiEjaqSbAvJXlFGxaD0D5gCGMKMikoGID2TkaniuSbpSYioiIiEhaiVZUMa/ckR/ZQG1mFuGR27NnDsQrtQWMSLpSYioiIiIiaSO6qYL3b7yD/E3rqcvIJG/YEAa7SuKVWmlXJJ0pMRURERGRtFBTGWXmeVcSXvQ1dRmZ5Azoy6Cq9biqb8popV2R9KTEVERERES6vJrKKDPOu5LwvM+IZWXT95or2X7sjpuV00q7IulJiWkayMzM5Iorrmh4LiIiItKT1EarmXHBNYQ//4RYRiZ9bpnEjocfmOqwRKQDmXOaIl7PzAqAsrKyMgoKClIdjoiIiEiPV1tdw38nXEt49iziGRn0mjSR0UcdnOqwRCRBeXk5hYWFAIXOufKtqSPQsSGJiIiIiHSMuto6/nvx9V5SGgxScP31SkpFuikN5U0D8XicJUuWADBs2DACAX2eICIiIt1PrLS0YWXdWCzGO7+ZQu7sWcQDQfKvu46djj00xRGKSLIoMU0DVVVVjBgxAoBIJEI4HE5xRCIiIiIdK1ZayvoJF+IiEWLOMSeaTeH6VTgz3PASRu+3S6pDFJEkUtebiIiIiKSci0ZxkQh1mdl8GsujcMNqXCBAbMgwtq/dqD1KRbo59ZiKiIiISMqtWbqKz2pzyFq7gYKaKM6M2Mgd2TEYZeuWUhGRdKLEVERERESSJnHeaCILhXB9+vLFK2+y5rmXyP38E/Krq8GMmqwQweHDGZ0fIF6ZgqBFpNMpMRURERGRpEicN5poo8tgKblk1VSRHSknDDigvKAP4T692KFXFpkBS0nMIpIaSkxFREREJCnq542SlU08O5tFNRls2hghf8Nq8pyD7GxqwvnEDzmU7Q7dnxG/vQWowKIx4gl1iEj3p8RURERERJKmkiALanMIlq4hFK2gwD++Kb+I3j/9MXuccQpZuSGvdzUvDxeJ4GqqG9VheXlYKNT5wYtIp1FimgYyMjK44IILGp6LiIiIdHXLP57Hl79/jOyVGwi7dQDUZmYT7T+QQbkBRlSsp+iYQ8jI9RLOYHExRVMmtzgfNVhc3Knxi0jnUpaTBrKzs5kyZUqqwxAREREBWl7QKJ6ZyVez5rL66ecIf/k5uc5BPEZFXi+yigewfX6QrADEKytxzdSr5FOk51JiKiIiIiJt1tyCRlGM+bEcrKyMnHgtYTOcGRVjdqVg1TJ2yooTzKyGKMTRvFER2ZwS0zTgnGPt2rUA9O3bFzOtUiciIiKpkbig0bqMMMsiNeSuKSU3tgGco66gkNjhRzJm/CkUhTMbklhXW9OoHs0bFZFESkzTQGVlJf379wcgEokQDodTHJGIiIj0dJ/HcggtXkiB8wblVubmE8jPZ6/7fk3ezmMaymneqIi0RaC9J5jZt83s72a2wsycmZ3Q5H0zs1+Z2UozqzKz181shzbUO8HMFplZ1MzeM7N9m7wfMrMpZrbOzCJm9pyZDWhSZpiZvWJmlWa22szuMDMl3yIiIiId6PNYLjlLF2HOUV40gODo0ew0tDdjgpWEwjmNygaLi8koKdnsoaRURBK1OzEFwsDHwIQW3r8KuBg4D9gPqACmmVmLYzXM7BTgbmASsKdf/zQz659Q7B7gOOAk4BBgEPB8Qh1B4BUgCzgQOB0YD/yqvTcoIiIiIs378JlXySldDkBk6Ah2H96bEblGQFONRGQbtDsxdc696py73jn3QtP3zJv8eClwi3PuJefcJ8BpeEnkCa1UeznwkHPuMefc53hJbSVwpl9vIXAWcLlz7t/OuQ+BM4ADzWx/v44jgZ2AnzrnZjvnXgVuACaYWVZ771NEREREGpv18NPw9F8B2NR/MLvkxqCqyltlVwsaicg22Joe09aMAIqB1+sPOOfKgPeAA5o7wU8a92pyTtx/XX/OXkBmkzJfAEsSyhwAzHHOrUqofhpQAOzcwrWzzayg/gHkt/lORURERHqQDx/7f8T+8DsANhUPZZdgBNtUjisvw5WXQU21FjQSka3W0fMv6ycLrGpyfFXCe031BYItnDM6od4a59zGVuotbqGOxLiauha4qYX3RERERAT46IkXqHtwMuYcVYcfzSGXjsdqajYrpwWNRGRr9fSFgW7Fm9taLx9YlqJYRERERLqc2X/5G7UP3OclpeO+w8G3XUMg0NGD7kSkp+voxLTU/zoAWJlwfAAwu4Vz1gIxv0yiAQn1lQJZZtarSa9p0zKNVvJNqLOUZjjnqoHq+tdddX/QjIwMTj/99IbnIiIiIp3h46dfofqeuzHnqPzWOA6+7TolpSKSFB2d5SzESwIPx09E/bmb+wG/a+4E51yNmX3on/Oif07Afz3ZL/YhUOsfe84vMwoYBsz0y8wEfmlm/Z1zq/1jRwDlwOcddYOpkJ2dzdSpU1MdhoiIiHRjsdLSRgsYfTptBtUP/RGco/LAQzj4zhsJZgRTGKGIdGftTkzNLA8YmXBohJntDqx3zi0xs3uB683sK7xE9WZgBX7S2YK7gcfNbBbwPt7KvmHgMfAWUDKzR4C7zWw9XrL5ADDTOfeuX8c/8RLQP5nZVXjzSm8Bpvg9oyIiIiLSjFhpKesnXIiLRACY73KwlaWYi1PWbxDjrjlPSamIJNXW9JjuDbyZ8Lp+jubjePuG3o6XVP4R6AX8FzjaOdfwEZyZTQcWOefGAzjnnjazfnh7jhbj9bYe3WSF3cuAOF6PaTbeirsX1L/pnIuZ2bF4PbMz8fZPfRy4cSvusUtxzlFZWQlAbm5ulx1yLCIiIunJRaNeUpqVzQILw6JFGI6yPsXsmllJoLY21SGKSDfX7sTUOTcdaDEzcs45vGSwtYRwBDC1yXmT+WbobnP1RoEJ/qOlMouB77Vy3bRUWVlJXl4eAJFIhHA4nOKIREREpLuJEGRRbYiclYsJuDjl/Qaxa1EmwU0aeCYiydfpK+mY2c5AGfBEZ19bRERERBpb/ulXfDnlEbJXbiDs1gFQ3m8guw0uIBCtwqU4PhHpGTo9MXXOfQbs1tnXFREREelJmi5mVM9CIax/f7781wxWPvkM4c8/Idc5iMeI5PcmVDyAsflG0Ix4CuIWkZ5Je4+IiIiIdDNNFzOqV+tgfkYv4s6Ru6aUMODMqBi1MwVrVrJzVoxgRhSqvIU9mktsRUSSQYmpiIiISDeTuJiRhUJE4saCiCNzbSnZNRsgO5tYVjY13xrHqLP+j369cv1EtgpXW9OoLsvLw0KhFN2JiPQUSkxFREREuqmyzFwWlcUIr1pGXjwGQDQrh4zjvs/YCWeQ1693Q9miKZNbHPobLC7utJhFpGdSYioiIiLSzaxatILPotkUrFxEgfOWL4oUFBHq3YsdatbTf/yJZCQkpYCSTxFJKSWmaSAYDPKjH/2o4bmIiIj0TK0taBQsLmb5nHl89fvHyXlvBoXRKJixqXc/eg/ow245QFUVTluSikgXpMQ0DYRCIZ599tlUhyEiIiIp1NKCRgCrcgpZ26uY3M8+Jtc5nHOUF/ahT68wY3MDQBVUaTEjEem6lJiKiIiIpIGmCxoBLK8NsnrdJgqXLyI3eyVmRsVuezHspOPY7uEpuMgmXHnjerSYkYh0RUpMRURERNKIhUKszwizZMU6CtavohBvy5fKXfZg5CXnMmzPnQGI7TFGixmJSNpQYpoGKioqyMvLAyASiRAOh1MckYiIiKTKhliA0kWLKIhW4swo71PM4KwYe0+6jIySkoZySj5FJJ0oMRURERFJE5UEWbZ8HeFoJZW5BQzabgjb11XgystSHZqIyDYJpDoAEREREdmyaEUVX5fVEa4sJ5qdw5DBfSiqq9CCRiLSLajHVERERKSLq62u4f1b7ie/oozaYCZ9+hRQWLEB57+vBY1EJN0pMRURERHpwmJ1MWZcPom8rz4nlhum/1W/YLu9dmpURgsaiUi6U2IqIiIi0oW9M/Fuct/7L86MguuuZcfjv5PqkEREOpzmmIqIiIh0UTPvfpjs114GIOOCC9lZSamIdFPqMU0DwWCQ733vew3PRUREpPv76PHnCf7lTwDE/u+n7HvGj1IckYhI8igxTQOhUIhXXnkl1WGIiIhIJ/ns7/+mdvL9GBA98nt867KzUh2SiEhSKTEVERERSaFYaWmjLV8WfPg55bffSSAep3L/b3Hwr64gENDsKxHp3pSYioiIiKRIrLSU9RMuxEUiAKwmm42r1pNZV0N57/4cfPX5BDM0jUdEuj99/JYGKioqCIfDhMNhKioqUh2OiIiIdBAXjXpJaVY2G8O9WbeunMxYLZvyezM6p46MeCzVIYqIdAr1mKaJysrKVIcgIiIiSRLNymH5ivXkVldRGS5g5KBeZEc2pjosEZFOox5TERERkRSqczBvdQW5kTKqs3MYsv1gwgGX6rBERDqVElMRERGRFInH43xanU3BxjXEghn0GllCkcaziUgPpB99IiIiIiky689/o3BdKc4MGzaMgbFK4pU0WqVXRKQnUI+piIiISArMee41gi+9AGZU9R/E9tXrceVluPIyqKnG8vKwUCjVYYokzcSJExkwYABmxosvvpjqcNpl4sSJ7L777g2vx48fzwknnNDwety4cVx66aWdGlM6tmMi9ZiKiIiIdLKFM2cTueNOggaV477DQZedudlepRYKESwuTlGEIs0bP348jz/+eMProqIi9tlnH26//XZ22223Ntczd+5cJk2axAsvvMD+++9P7969kxFup7nvvvtwrnPmhk+cOJEXX3yR2bNnNzq+cuXKtG5HJaZpIBAIcMghhzQ8FxERkfS1dsEyll97A1l1tVSM2ZWD755IRqb+JJP0cfTRR/PYY48BUFpayvXXX8+xxx7LkiVL2lzH/PnzATj++OMxs62Opba2lszMzK0+v6MUFhZucx01NTVkZWVt9fnFaf5BlrKcNJCTk8P06dOZPn06OTk5qQ5HREREtlLlxnI+u+gqsiLlVBYPZr8HfqOkVNJOdnY2xcXFFBcXs/vuu3PNNdewdOlS1qxZ01Bm6dKlnHzyyfTq1YuioiKOP/54Fi1aBHg9fscddxzgdbrUJ6bxeJxf/epXDBkyhOzsbHbffXdee+21hjoXLVqEmfH0009zyCGHEAqFePLJJwF4+OGHGTNmDKFQiNGjR/Pggw+2eg/xeJzbb7+dkSNHkp2dzbBhw/j1r3/d8P7VV1/NjjvuSG5uLttttx033HADtbW1LdbXdCgvQF1dHRdeeCGFhYX07duXG264oVGvaklJCTfffDOnnXYaBQUFnHvuuVu89tSpU5k0aRIff/wxZoaZMXXqVGDzobxz5szhsMMOIycnhz59+nDuuecSiUQ2i/nOO+9k4MCB9OnThwkTJrR6n8mkn4QiIiIinaCuto73LryO8Krl1OQVsMv9t5PbqyDVYUkX4Zyjui7e6dfNzghsU49lJBLhz3/+MyNHjqRPnz6A14t51FFHccABB/D222+TkZHBLbfcwtFHH80nn3zCFVdcQUlJCWeccQYrV65sqOu+++7jrrvu4g9/+AN77LEHjz76KN///vf57LPP2GGHHRrKXXPNNdx1113sscceDcnpjTfeyOTJk9ljjz343//+xznnnEM4HOb0009vNu5rr72Whx56iHvuuYdvfetbrFy5ki+++KLh/fz8fKZOncqgQYOYM2cO55xzDvn5+Vx11VVtbpvHH3+cs846i/fff59Zs2Zx7rnnMmzYMM4555yGMnfeeSc33ngjN910U5uufcopp/Dpp5/y2muv8frrrwPN99ZWVFQ0/Bt88MEHrF69mrPPPpsLL7ywIZEFePPNNxk4cCBvvvkmX3/9Naeccgq77757oxg7ixJTERERkQ4WKy1ttLJuPB7nnTsfInfuJ8Syshn821vou92QFEYoXU11XZzzHn2/06/7+zP3JZQZbNc5L7/8Mnl5eYCXAA0cOJCXX365YcrZ008/TTwe5+GHH25Ieh977DF69erF9OnTOfLII+nVqxfQePjpnXfeydVXX82Pf/xjAH7729/y5ptvcu+99zJlypSGcpdeeiknnnhiw+ubbrqJu+66q+HYiBEj+Pzzz/nDH/7QbGK6adMm7rvvPiZPntzw/vbbb8+3vvWthjLXX399w/OSkhKuuOIKnnrqqXYlpkOHDuWee+7BzBg1ahRz5szhnnvuaZT0HXbYYfziF79odF5r187JySEvL4+MjIxWh+7+5S9/IRqN8sQTTxAOhwGYPHkyxx13HL/97W8ZMGAAAL1792by5MkEg0FGjx7NMcccwxtvvKHEVJpXUVFBSUkJ4A1hqP/mEhERka4nVlrK+gkX4hKGzH1Wl0vuquU4M8IXX8yI/camMEKRbXPooYfyu9/9DoANGzbw4IMP8t3vfpf333+f4cOH8/HHH/P111+Tn5/f6LxoNNowt7Sp8vJyVqxYwUEHHdTo+EEHHcTHH3/c6Njee+/d8LyiooL58+dz1llnNUqm6urqWpz3OXfuXKqrqzn88MNbvMenn36a+++/n/nz5xOJRKirq6OgoH0jHPbff/9GvdEHHHAAd911F7FYjGAwuNm9dOS1586dy9ixYxvlDQcddBDxeJx58+Y1JKY777xzQywAAwcOZM6cOe26VkdRYpom1q5dm+oQREREpA1cNOolpVnZWCjE19EgOSsWNGwLs/chm/8hKpKdEeD3Z+6bkuu2VzgcZuTIkQ2vH374YQoLC3nooYe45ZZbiEQi7LXXXg3zPxP169dvm+Ktv369+jmTDz30EPvtt1+jcokJV6Itrdkyc+ZMTj31VCZNmsRRRx1FYWEhTz31FHfdddc2Rr65ph1OnXltYLOFo8yMeLzzh5SDElMRERGRpLBQiJWBXNzSrwgA5f2HsGtwU6rDki7KzNo9pLarMDMCgQBVVVUA7Lnnnjz99NP079+/zT19BQUFDBo0iBkzZjTsRgEwY8YM9t235YR9wIABDBo0iAULFnDqqae26Vo77LADOTk5vPHGG5x99tmbvf/OO+8wfPhwfvnLXzYcW7x4cZvqTvTee+81ev3uu++yww47tJgwt/XaWVlZxGKxVq89ZswYpk6dSkVFRUPyO2PGDAKBAKNGjWrvrXQKrcorIiIikgRr64KUfb2QYKyO8qIB7NI7SGAbFpkR6Sqqq6spLS2ltLSUuXPnctFFFxGJRBpW2j311FPp27cvxx9/PG+//TYLFy5k+vTpXHzxxSxbtqzFeq+88kp++9vf8vTTTzNv3jyuueYaZs+ezSWXXNJqPJMmTeLWW2/l/vvv58svv2TOnDk89thj3H333c2WD4VCXH311Vx11VU88cQTzJ8/n3fffZdHHnkE8BLXJUuW8NRTTzF//nzuv/9+XnjhhXa305IlS7j88suZN28ef/3rX3nggQe2eC9tuXZJSQkLFy5k9uzZrF27lurq6s3qOfXUUwmFQpx++ul8+umnvPnmm1x00UX87Gc/axjG29Wox1RERESkg21yQVYtW0VOTZSKvF7sNKw3GdEq3JZPFenyXnvtNQYOHAh4K8iOHj2aZ599lnHjxgGQm5vLf/7zH66++mpOPPFENm3axODBgzn88MNb7UG9+OKLKSsr4xe/+AWrV69mp5124m9/+1ujFXmbc/bZZ5Obm8sdd9zBlVdeSTgcZtddd+XSSy9t8ZwbbriBjIwMbrzxRlasWMHAgQM577zzAPj+97/PZZddxoUXXkh1dTXHHHMMN9xwAxMnTmxXO5122mlUVVWx7777EgwGueSSSxq2hGlJW679wx/+kOeff55DDz2UjRs38thjjzF+/PhG9eTm5jJt2jQuueQS9tlnH3Jzc/nhD3/YYrLeFVjiXjo9nZkVAGVlZWXtnmCcTBUVFQ0rn0UiES1+JCIi0oVt+vRz3j/rUvIqy6kKhRk6rD8Fgbi3Sm9NNUV/+D0Z/qKGIiLdQXl5ef1iU4XOufKtqUM9piIiIiIdpDZazQc330teZTk1GVn0LwqTH9nQ0FNqeXlYKJTSGEVEuqIOT0zNbCJwU5PD85xzo1s55yTgZqAE+Aq42jn3j4T3DZgEnAP0AmYA5zvnvkooUwQ8ABwHxIHngEucc9+s1Z6mAoFAw1LS9ftDiYiISNcSq4vx38smkjd/HrHcMAN/eTUlu+3YqIyFQgRb2XtQRKSnSlaP6WfAdxJe17VU0MwOBP4KXAu8DPwEeNHM9nTOfeoXuwq4GDgdWIiXxE4zs52cc/W7Vz8JDASOADKBx4A/+vWltZycHD744INUhyEiIiKtmDHpHsIfvEM8EKDwhusZeeyhqQ5JRCRtdPgcU7/H9ATn3O5tLP80EHbOHZtw7F1gtnPuPL+3dAVwl3PuTv/9QmAVMN4595SZjQE+B/Zxzs3yyxwN/AMY4pxb0cZYuuQcUxEREena3r3vMQJ/mgpAxkWXsOfpJ6Y2IBGRTtQRc0yTNS50BzNbYWYLzOxJMxvWStkDgNebHJvmHwcYARQnlnHOlQHvJZQ5ANhYn5T6Xscb0tt4p10RERGRDjT7L39rSErrfnyqklIRka2QjMT0PWA8cDRwPl5i+baZ5bdQvhiv9zPRKv84CV+3VGZ14pvOuTpgfUKZzZhZtpkV1D+AlmJMqcrKSkpKSigpKaGysjLV4YiIiIjvi2lvE733XgCihx/F/pefndqARETSVIfPMXXOvZrw8hMzew9YDJwMPNLR19tG17L5Qk1djnOOxYsXNzwXERGRzhcrLfW2fPEt/Ww+62++lWCsjoq99ufbv75aixSKiGylpG8X45zbaGZfAiNbKFIKDGhybIB/nISvA4CVTcrMTijTP7ECM8sAihLOb86tQOIus/nAslbKi4iISA8UKy1l/YQLcRFvsf/1LpPVa8rJro2yqVdfDrpuAsGMYIqjFBFJX0n/WM/M8oDtaZxUJpoJHN7k2BH+cfBW4S1NLOMPu90vocxMoJeZ7ZVQx2F49/deS7E556qdc+X1D2BTm25KREREehQXjXpJaVY2kXAvSjdWkV1XTUW4kB1yHZloRJOIyLbo8MTUzO40s0PMrMTfCuYFIIa3JUxz7gOONrNfmNlof1XfvYHJAM4bu3ovcL2Zfd/MdgWewFup90W/zFzgNeAhM9vXzA7yz3+qrSvyioiIiGxJLDvEgtURcqoiRENhhg0pIsfiqQ5LpEtxznHuuedSVFSEmTF79uxUh7RF48eP54QTTmh4PW7cOC699NKG1yUlJdzrzyfvDIsWLUqbtusoyegxHYKXhM4DngHWAfs759YAmNlUM5teX9g59w7eXqPnAh8DP8LbbubThDpvBx7A25f0AyAPODphD1OAU4EvgDfwton5r1+niIiISIf4rDxOftla6jIy6T9yOIUB9ZRKzzRz5kyCwSDHHHPMZu+99tprTJ06lZdffpmVK1eyyy67YGa8+OKLnR/oVnr++ee5+eabO+VaTZNigKFDhza0XU+RjMWPfryFIiOAN5uc8yzwbCt1OuBG/9FSmfV4Ca6IiIhIh1vgcslfuRSAwHbb0z/LEa9LcVAiKfLII49w0UUX8cgjj7BixQoGDRrU8N78+fMZOHAgBx54YIdft7a2lszMzA6vt6mioqJtrmNbYg0GgxQXt7i5SLfUqUvHmVkh3nzTOzvzuunOzNhpp53YaaedMLNUhyMiItLjrFm6irrVawAoLx7CyEAV8crKRqv0ivQUkUiEp59+mvPPP59jjjmGqVOnNrw3fvx4LrroIpYsWYKZNWx5CPCDH/yg4Vi9l156iT333JNQKMR2223HpEmTqKv75hMfM+N3v/sd3//+9wmHw/z6179uNqbq6mquvvpqhg4dSnZ2NiNHjuSRR7wNQWKxGGeddRYjRowgJyeHUaNGcd9997V6j02H8gJs2rSJ//u//yMcDjN48GCmTJnS6P3mYt3StSdOnMjjjz/OSy+9hJlhZkyfPr3ZobxvvfUW++67L9nZ2QwcOJBrrrmmUVuNGzeOiy++mKuuuoqioiKKi4uZOHFiq/fZlSR9Vd5EzrkyvKG+0g65ubl89tlnqQ5DRESkR6qNVvPFHZPJjdUSyS1gp0AFrvybIbyWl4eFQimMULoD5xyk4oOOUKjdHR/PPPMMo0ePZtSoUfz0pz/l0ksv5dprr8XMuO+++9h+++354x//yAcffEAw6K1W3b9/fx577DGOPvrohmNvv/02p512Gvfffz8HH3ww8+fP59xzvZl4N930zY6OEydO5LbbbuPee+8lI6P59OW0005j5syZ3H///YwdO5aFCxeydu1aAOLxOEOGDOHZZ5+lT58+vPPOO5x77rkMHDiQk08+uc33fccdd3DdddcxadIkpk2bxiWXXMKOO+7IEUcc0WKsW7r2FVdcwdy5cykvL+exxx4DvN7aFSsaL5OzfPlyvve97zF+/HieeOIJvvjiC8455xxCoVCj5PPxxx/n8ssv57333mPmzJmMHz+egw46qFGMXVWnJqYiIiIi6WbmpHsIr1hCbX4hO902iX7DGg+vs1CIYA8bcidJEI2y5sQfdvpl+z3/HOTktOucRx55hJ/+9KcAHH300ZSVlfHWW28xbtw4CgsLyc/Pb3Yoaq9evRodmzRpEtdccw2nn346ANtttx0333wzV111VaPE9Cc/+QlnnHFGi/F8+eWXPPPMM/zrX//iO9/5TkNd9TIzM5k0aVLD6xEjRjBz5kyeeeaZdiWmBx10ENdccw0AO+64IzNmzOCee+5plPQ1F2tr187LyyMnJ4fq6upWh+4++OCDDB06lMmTJ2NmjB49mhUrVnD11Vdz4403NuyhvNtuuzW03Q477MDkyZN54403lJiKiIiIpLNPnn2V0L9eBaDwqisY+O39UxyRSGrNmzeP999/nxdeeAGAjIwMTjnlFB555BHGjRvXrro+/vhjZsyY0Wh4biwWIxqNUllZSW5uLgB77713q/XMnj2bYDDIIYcc0mKZKVOm8Oijj7JkyRKqqqqoqalh9913b1e8BxxwwGavm67U21ysHXHtuXPncsABBzTq3T7ooIOIRCIsW7aMYcOGAV5immjgwIGsXr26XddKFSWmaaCyspJ99tkHgA8++KDhP6mIiIgkz6p5C4ncex8ZQPXRx7LvCV2/x0HSWCjk9V6m4Lrt8cgjj1BXV9dosSPnHNnZ2UyePJnCwsI21xWJRJg0aRInnnhiM2F9E1c4HG61npwt9Pg+9dRTXHHFFdx1110ccMAB5Ofnc8cdd/Dee++1Oda2ahprZ14b2GyxJTMjHk+PLa2UmKYB5xyff/55w3MRERFJrprKKHOvupHc6ioqhm/Pt264JNUhSTdnZu0eUtvZ6urqeOKJJ7jrrrs48sgjG713wgkn8Ne//pXzzjuv2XMzMzOJxWKNju25557MmzePkSNHblNcu+66K/F4nLfeeqthKG+iGTNmcOCBB3LBBRc0HJs/f367r/Puu+9u9nrMmDGtntOWa2dlZW3WNk2NGTOG5557DudcQ6/pjBkzyM/PZ8iQ7rGET6euyisiIiKSDmbeeCe5y5dQmxNmt7tvITM7K9UhiaTcyy+/zIYNGzjrrLPYZZddGj1++MMfNqyC25ySkhLeeOMNSktL2bBhAwA33ngjTzzxBJMmTeKzzz5j7ty5PPXUU1x//fXtiqukpITTTz+dM888kxdffJGFCxcyffp0nnnmGcCbazlr1iymTZvGl19+yQ033MAHH3zQ7vufMWMGt99+O19++SVTpkzh2Wef5ZJLWv/Qqi3XLikp4ZNPPmHevHmsXbuW2trazeq54IILWLp0KRdddBFffPEFL730EjfddBOXX355w/zSdNc97kJERESkg8z+69/Jmf4vAHpffSV9hg/awhkiPcMjjzzCd77znWaH6/7whz9k1qxZfPLJJ82ee9ddd/Gvf/2LoUOHssceewBw1FFH8fLLL/PPf/6TffbZh/3335977rmH4cOHtzu23/3ud/zoRz/iggsuYPTo0ZxzzjlUVFQA8POf/5wTTzyRU045hf32249169Y16sFsq1/84hfMmjWLPfbYg1tuuYW7776bo446qtVz2nLtc845h1GjRrH33nvTr18/ZsyYsVk9gwcP5h//+Afvv/8+Y8eO5bzzzuOss85qdxLflZmGhn7DzAqAsrKyMgoKClIdToOKigry8vIAbyz+lsbZi4iISNvESksb7UVaumAZS66bSLC2hprvn8jBN12auuBERNJEeXl5/QcWhc658q2pQ3NMRUREpEeKlZayfsKFuEgEgFpnfLmxjnDlJjYV9uXgM3+U4ghFRHoODeUVERGRHslFo15SmpWNFRTyeV0O4apNVGeFKMkzgrG6VIcoItJjqMc0DZhZw1j7xL2LREREZNtZKMS8uhAFaxbjzMgZOpiC6PpUhyUi0qMoMU0Dubm5LFq0KNVhiIiIdEvzq4NkLPoKgMqhI9g1K4aLbuEkERHpUBrKKyIiIj3WYpdDfPFizMUp7z+YXfpoWxgRkVRQYioiIiI90sKP5lKzajXBeIzyogHs0jsDq6pqtEqviIh0DiWmaaCqqop99tmHffbZh6qqqlSHIyIikvaWzPqU1XfeS0Y8Rnl+ETtlVxPcVIYrL4OaaiwvDwuFUh2miEiPoTmmaSAejzNr1qyG5yIiIrL1ln/6FUt+cQ1ZNVEqRo7mgFuuJhTOaVTGQiGCxcUpilBEpOdRYioiIiI9xuqvF7Pg4ivIrthE5eBh7PvIfYSLClMdlohIj6ehvCIiItIjrF+6ki/Ov5zs8o1U9R/Inn+8V0mpiEgXocRUREREur3yVeuY8/PLCG1YS7SoH7v+4R4KBvRJdVgiaWf8+PGYGWZGZmYmAwYM4IgjjuDRRx9t15SzqVOn0qtXr+QFKmlHiamIiIh0K7HSUuoWLWp4lH38KR+deSGhVSuoLujF6AfvomjowFSHKZK2jj76aFauXMmiRYt49dVXOfTQQ7nkkks49thjqaurS3V4kqY0x1RERES6jVhpKesnXIiLRACodsa8TY78TRuoyQoxYuJ19B85PMVRinSMWGlps9sbJXvxruzsbIr9+gcPHsyee+7J/vvvz+GHH87UqVM5++yzufvuu3nsscdYsGABRUVFHHfccdx+++3k5eUxffp0zjjjDC9WMwBuuukmJk6cyJ/+9Cfuu+8+5s2bRzgc5rDDDuPee++lf//+Sbsf6RqUmKaJvn37pjoEERGRLs9Fo15SmpVNbVaIL1ZXUBBZS21mFoX9elE8bECqQxTpEE0/hElkeXkUTZncqStLH3bYYYwdO5bnn3+es88+m0AgwP3338+IESNYsGABF1xwAVdddRUPPvggBx54IPfeey833ngj8+bNAyAvLw+A2tpabr75ZkaNGsXq1au5/PLLGT9+PP/4xz867V4kNZSYpoFwOMyaNWtSHYaIiEjKtLVnqK62jiUuh43RDDJWr6OgMkIsmEl4+FCKq9Z3ZsgiSZX4IUzinrv1x5v7/5Jso0eP5pNPPgHg0ksvbTheUlLCLbfcwnnnnceDDz5IVlYWhYWFmFlDz2u9M888s+H5dtttx/33388+++xDJBJpSF6le1JiKiIiIl3alnqGsn9zKws++oIN/3mHrI8/IqN8I/n+8MC6jExCI0cyhEpcVWdHLpJ8FgoRyM1teB0HXE11SmJxzjUMzX399de59dZb+eKLLygvL6euro5oNEplZSW5CfE29eGHHzJx4kQ+/vhjNmzY0LCg0pIlS9hpp5065T4kNZSYioiISJfWXM/Q+liAFZE66lZWkH/qOQRwhPH+MK7JzKKqV1/yehdQEjZCAYhXpvYeRHqCuXPnMmLECBYtWsSxxx7L+eefz69//WuKior473//y1lnnUVNTU2LiWlFRQVHHXUURx11FE8++ST9+vVjyZIlHHXUUdTU1HTy3UhnU2KaBqqqqvjud78LwKuvvkpOTk6KIxIREdl27Vm4pcYZKwJhyjfFCW7cQG5FGbkAzkF2NlX9B2J778OA3UZT8NADBLPjWDAKUb8HKQXDGkV6kn//+9/MmTOHyy67jA8//JB4PM5dd91FIOBtAvLMM880Kp+VlUUsFmt07IsvvmDdunXcdtttDB06FIBZs2Z1zg1IyikxTQPxeJy33nqr4bmIiEi629Lw3ML772P5kjWsfPs9ou+9R07pRgJuA/l+GWdGpKCIYHY2O/7yFww+7KBv6n0q35tj12Q4o+XlNZqLJ9IduGiUeJPXyVZdXU1paSmxWIxVq1bx2muvceutt3Lsscdy2mmn8emnn1JbW8sDDzzAcccdx4wZM/j973/fqI6SkhIikQhvvPEGY8eOJTc3l2HDhpGVlcUDDzzAeeedx6effsrNN9+c9PuRrkGJqYiIiHS65obnrosFWFURo3p1JeGTziSzJkoGEHYO4nGioVxqevclnJ/L0NwAoepKXHkZRdsNbqg3WFxM0ZTJKdlCQ6QzWSiE5eWl5EOY1157jYEDB5KRkUHv3r0ZO3Ys999/P6effjqBQICxY8dy991389vf/pZrr72Wb3/729x6662cdtppDXUceOCBnHfeeZxyyimsW7euYbuYqVOnct1113H//fez5557cuedd/L9738/afciXYc551IdQ5dhZgVAWVlZGQUFBakOp0FFRUXDKmSRSIRwOJziiERERLZN3aJFrP/5eawNF7GiMk7G+rXkVPm9p/7w3Fgoh+pROxPaYXsK35xGURYEE6azuGgUaqop+sPvySgpSc2NiKRQqvYxFWmqvLycwsJCgELnXPnW1KEeUxEREelUNZVR5rzyFhvKjfwVCxKG5waI5PfGsrMYduG5jDjuCDIyM7zhubPe9HqGahsvgKLhudKTKfmU7kSJqYiIiHSY1npwVq+v4Ou/PI/9ZzqZFZvIr67GBQJsKhpAQZ9eDM01sqL+8Nw9x5CR6f2ZouG5IiLdnxJTERER6RDNLWhUi7EoHqKqqob8qk1k+3scVucVUl2YwbBcY/ucTKAKoi0v3KLkU0Ske1NimiZa24hYRESkK0hc0GhtRi4rKurIXruarNoN5PvzRit2Hku/HxzH2L3GUH7ppf7w3Mb1aHiuiEjPo8Q0DYTDYSoqKlIdhoiI9FBtXWBl9eIVzK3LwcoqCVesapg7Wp2dQ01BL3b51bUUf2vfhvIanisiIvWUmIqIiEiLtrTfaOyqX7Lwv7Oofvu/5CxdSF51NZjhLMCmon7k9+nNDlZFcFMZRUP6NzpfyaeIiNRTYioiItIDtbUXtLn9RjfGAiyL1BFbXk7+BZcQNCMXcGaUF/Qhq3chI3qFCPt/ZcQrQZvTiYhIa5SYpoFoNMoPf/hDAJ577jlCmncjIiLNaGuyuaVe0KIpkxvK10RrWEU2mwgTrTTiZWXkl60lFxr2G63YfhThw8Yxcs8xxK6/FgKVWE2cuL+zS0sLGomIiNRTYpoGYrEY//jHPxqei4hIz5GMZLO5XtBI3FhfFSNSFoPf/p74+vUEV64ge/0aiEYJmhFOqHNTQREZOSF2+fX19N1vz29iyMvzFjSqqd4sBi1oJCIiLVFiKiIi0gHamkC2p+y2Jps1caiorqVyUx2l0/5LjYOadRuoWb6C6qosrDJOIFZOdrSSzFovkQw5BxvWYv62Ls45ajMyiebm43LDZObmMDQvg+1qvf1Gew0oaohJ+42KiMjW6naJqZlNAK4EioGPgYucc++nNioREWmvZCR6ySrbngRyW5PN6jhEquuojNSx/O9vUhuHmrVrqVmxktrKDAKRWjLqKsmsiZJR5+/D4hzcfz9mRhAv+Qz5ixQlqgqFqc3KJmvvfcjdaTSFO4ygT342tb+8hkB2FhYKAjVQW6P9RkVEpEN1q8TUzE4B7gbOA94DLgWmmdko59zqVMYmIiJtl6xErzMTSIBYVRW1kUrWLVhK7ZoyomURqhYuprw8Tm0gn3ggSNw5XNzh6upwa2vIuPa3Xm9ldRQqKohvjBOgkkB8E5m1tQRjCcnm73+HmZEJZDgHzSSbzoyazGzi/QfiioqwXr2wzExic+aQEcomlJNNboZRlOnIjFbhyssouuwMMkpKvmmH/HwNzxURkaTqVokpcDnwkHPuMQAzOw84BjgTuC2VgYmISNu1lOjVH0/srWtP2bqKCmoiFZCZTTw7RB1GnTNqa2qojdSyYcZHxPPyqauKUrNiJZGyOPFgPm6zBLKWzOvvhGAAqmtwFRHi5WBUE3BRArE6Muq8JNLicbjoF42Gxgarqwk2SSD9NyGysVHZ5pLNWCBITUYWbtBg6NMX692LQFYm8Q8/JCsnRCgnm5ygkRd0ZEUrsE3lFP3utoZks27RItb//DwIxDCLQwyINb9IkYbniohIZ+g2iamZZQF7AbfWH3POxc3sdeCAlAXWAZZ+9FnD8w9+9yQ52dkpjEZEZNs553CxGK62DldbQ7wu5iV8tXVQV0t8U4TaqiysxqCiBuLOS9piMSxmBC++wUveYjGoqYb1NZjVYK4ccw5zDlwci8cJnHwmhiMQj7eY6PlBEf3NbY2SwuxWyhLZsMUEsoEZtTm5xEI5xDMyqdtYhsvMgsxMCAaxQADicSxWS864Q8ns349gTohAVSXVz/0/grk5ZGVnkx0w8jIcGVV+svnALU2SzbeBGOZiUAfUgauu3jycUAhrxyJFSj5FRCTZuk1iCvQFgsCqJsdXAaObO8HMsoHELC8foLy8PBnxbbWvp7/T8LzyiUeJB4MpjEZEpBM4R0Z1DTSX5zlwVWW4+iTQOWilLOa+SRj95DaxbDwQJBYIEg8Y5BXgsnNwWZnEgdiaNZCR6T0C5iWQLg51deQceCAZRUVYKAuLVlH76msEQiEysrPICEB2AII1UUKRcvrdcydZI0YAULd4MRsuvQzLzyWQ800CGK+qwW3aRO8TDiVj+PBvyj7zGESrMfw5pnjbiFFXR8amTWT4v7NitbVEsrNxFRVQWdGoGSwc9oYB1/9+y80l47ZbW+wFrcjNhS72u1BERLqujsifzLnuseW1mQ0ClgMHOudmJhy/HTjEObdfM+dMBG7qtCBFRERERES6ryHOueVbc2J36jFdizdLZkCT4wOA0hbOuRVvsaRERcD6jg2tQ+QDy4AhwKYUx9IdqX2TS+2bfGrj5FL7JpfaN7nUvsmnNk4utW9ydVT75gMrtvbkbpOYOudqzOxD4HDgRQAzC/ivJ7dwTjXeqKhEXXLskn0zb2mTc65LxpjO1L7JpfZNPrVxcql9k0vtm1xq3+RTGyeX2je5OrB9t+nfptskpr67gcfNbBbwPt52MWHgsVQGJSIiIiIiIi3rVompc+5pM+sH/AooBmYDRzvnmi6IJCIiIiIiIl1Et0pMAZxzk2lh6G6aqwYmsfnQY+kYat/kUvsmn9o4udS+yaX2TS61b/KpjZNL7ZtcXaJ9u82qvCIiIiIiIpKeAqkOQERERERERHo2JaYiIiIiIiKSUkpMuxAzc2Z2Qqrj6M7Uxsml9k0uta+IiIh0V0pMO5iZTfX/eGz6GJnEaw4zs1fMrNLMVpvZHWaWkfD+QDP7i5l9aWZxM7s3WbF0hq7Yxn6ZCWY218yqzGyemZ2WrHiSKUXte7+ZfWhm1WY2u5n3J7YQU0WyYkqWzm5fMxtrZn81s6X+9+ZcM7ukSZlxLcRUnIyYkimhfX/fzHtT/PemJuG6u5nZ22YW9dv6qlbK/tiP48WOjqMzpKKNzSzkX3eOmdU113ZmdqKZ/cvM1phZuZnNNLOjOjKOzpCi9h1nZi+Z2UozqzCz2WZ2ajPlTjKzL/zv8zlm9r2OjKMzdPH2vdT/+6HK/zlyj5mFOjKWzmRmB5hZzMxeSfJ1Wv2+bOH37mvJjKmzdEYbm9nOZvacmS3y2+7SZsqcb2af+D9763/+fre911JimhyvAQObPBYm40JmFgReAbKAA4HTgfF4W+bUywbWALcAHycjjhToUm1sZucDtwITgZ2Bm4ApZnZcMmLqBJ3WvgkeBZ5u4b07m4nnc+DZJMeULJ3ZvnsBq4Gf4n1v/hq41cwubKbsqCYxrU5STMm2FPixmeXUH/D/uPsJsGRbKjazzGaOFQD/BBbjtfeVwEQzO7eZsiV4389vb0scXUCntjEQBKqA+4HXWzj128C/gO/h/Tu8CfzdzPbYlnhSpLPb90DgE+CHwG54+78/YWbHJpx3IPBX4BFgD+BF4EUz22Vb4kmRrti+PwFuw1sZdQxwFnAK8JttiSfFzgIeAL5tZoO2pSIzC5rZZnlLO74vm/7e/b9tiacLSXobA7nAAuAaoLSF05f57+8F7A38G3jJzHZuVxDOOT068AFMBV5s4b3jgY+AqP8PfBOQkfC+A84HXsX7BbwA+NEWrvddIAYMSDh2HlAGZDVTfjpwb6rbqbu1MfAOcEeT8+4C/pvq9urq7duk/onA7DaUG+tf6+BUt1c6tW9CPVOAfye8HufX3SvV7dNR7QvMAU5NOP4TvA/mXgSm+seOBv4LbATWAS8D2yecU+K3yynAW/6/y/hmrnk+sD7xZy7eH5hfNCkXBGbg/SHR4vdBV3+koo2bu34bY/0MuDHVbZZO7Ztw7ivAowmvnwZeblLmXeD3qW6zbtK+k4E3mpRJy78j/NjzgE14H3g+BVyX8N44v92OwUvYo/730i4JZcb77f59vA+i64CSZq6zxe/L9vzMSKdHZ7Vxk2suAi5tY3zrgbPac0/qMe0kZnYw8ARwH7AT8HO8b4hfNil6M/Ac3h/eTwJPmdmYVqo+AJjjnFuVcGwaUIDXO9JjpLiNs/H+0yeqAvZt4dPTtJPE9t0aZwNfOufSvdepQSe3byHeL4ymZvtDzf5lZge1s86u5lHgjITXZ+L1UiQKA3fjfbp7OBAHXmjmE+Pb8P5dxuD932/qAOA/zrmahGPTgFFm1jvh2I3AaufcI+28l66qM9u43fxr5NP893o6SHX7Nv05cQCb91ZP84+no67Wvu8Ae5nZvgBmth1e7/8/2lhfV3My3odz84A/A2eamTUpcwfwC2AfvJF9f2/yN1MucDXe7/ydaX4UT1u/L8eZNxVrnpn9zsz6bM1NdTGd1cbt4ve8/hjv/8/Mdp2c6my/uz3wPpWpAyIJj2fx/tNc26TsT4EVCa8d8LsmZd4FHmzlen8EpjU5luvX9d1myk+ne/SYdqk2xhtqsxJvCIPh/RIr9csMTHWbdeX2bVJ2IlvoMQVCeL/Mr0p1W6Vb+/rlDwRqgSMTjo3CS4T38t9/1C+zZ6rbayvb90WgH96HRcP9RxXQl4TekGbO7eu38S7+6xL/9SVbuOY/gT80ObaTf+4Y//W38IY69U2MM9XtlS5t3Nz121DuKv9nRf9Ut1k6ta9/3slANbBzwrEa4P+alLsAWJXqNusO7esfv9hv51qa+XmfTg+80SGX+M8z8JKicf7rcf79nZJQvgioBE72X4/3y4zdwnW2+H0J/BivV3BX4AS83sH3gWCq2ykd2rjJNRfRQo+p374RvL9xNgLfa+89NVq8RTrMm3hDu+pV4HWjH2Rmib0fQSBkZrnOuUr/WNNPFmYCuwOY2avAwf7xxc65HtUj2kRXa+ObgWK8JMGAVcDjeH8YxdtYR1fS1do30Q/wekEe34pzu4qUtK8/5+YlYJJz7p/1x533aeu8hKLvmNn2wGXAz9p/e6nnnFvjLwYxHu//5CvOubWJHyab2Q54c8X3w/uDs74XZBjwaUJ1sxLO+Qzvj1iAt51zW1zcwczygT8B5zjn1m7tPXU1XamNm/Ln690EHO+cS8u50qlqXzM7FK/n8Bzn3GcdeU9dSVdrXzMbB1yHl1S9B4wE7jOzG5xzN2/j7XYqMxsF7Iv3+xrnXJ2ZPY03jWF6QtGG32fOufVmNg+v17leDd7vRsxsGF5CWe83zrk2zb91zj2V8HKOmX0CzMdL3t5o2111LV2tjX3z8P4eKQR+BDxuZoc45z5v9awESkyTo8I593XiATPLw/sl+Xwz5ZsOAW3J2UD9RP1a/2sp3jdmogEJ73VXXaqNnXNVeEMofu6/txI4F2/s/5o2Xrsr6cz2ba+z8eaTrNpiya6r09vXzHbC+wX8R+fcLW2o6328Xr509ijevC2ACc28/3e8BYvOAVbg/dH5Kd5CZ4kSV3/+HlA/DKrK/1rKNz8T6iX+jNger2fl7wl/9AYAzKwOGOWcm9+WG+qCOquN28wfQvYwcJJzrqWFktJFp7avmR3i13mZc+6JJnW09H2ezn9rdKX2vRn4k3PuYf/1HDMLA380s18759LpQ+6z8HKMFQk/8wyobmHhvZZUOb8rDq/9d094r34YdLu/L51zC8xsLV7yn5aJKZ3bxm3ivOks9X/bfGhm+wCX4I3IahMlpp3nI7w/Pr7eQrn98eaZJb7+H4Bzbnkz5WcCvzSz/gmfCh8BlNP4U4+eIOVt7JyrxRuuV//H0ctp9sukNclq3zYzsxHAoXhDcrqbpLWvvyrev4HHnXNN56y2ZHe8D1jS2Wt4f0A6msz78ucXjcLrtXjbP7bFRNw5t7iZwzOBX5tZpv8zALyfEfOccxvMrApviFOiW/B6/i/BWyE0XXVWG7eJmf0fXrLxY+dcUreo6CSd1r5+j93LwNXOuT82U2Qm3jzLexOOHUF755B1LV2pfXPZfIRVrP70LV23qzBvK73T8OY1/rPJ2y/irYb7hf96f/xVkP35+DsCc5ur1zlXxzdJT6J2f1+a2RCgD2n6Oy4Fbby1AnhrsLSZEtPO8yvgZTNbAvw/vB8+Y/HmKVyfUO4kM5uFtwrcqXg9dWe1Uu8/8ZKjP5m3b14x3h88U5xz1fWFzGx3/2ke0M9/XdOe7vU0kLI2NrMd/XreA3oDlwO74G0t010kq30xbw/PPLy2zUn4fv3cNV5Q5ky8XySvbvvtdDlJaV9/+O6/8f7outu+2Zs05pxb45e5FG+7ms/w5vCeDRwGHNlhd5cCzrmY+QtDOediTd7egLfK5rlmthJvaN5tW3mpv+D1dj9iZr/F+79/Cd5QaJxzURoP+8PMNvrvNTqebjqxjet7/bPw5knl1/+ccM7N9t//Cd4Q/0uA9xK+16ucc2Vbe91U6qz29YeXvoy3gM9zCW1X45yr7zW5D3jLzH6Bt6Lsj/HWU9hsW6R00cXa9+/A5Wb2P74Zynsz8PdmYuvKjsX7O+iRpv/vzOw5vN9XV/qHbjSzdXjTn34NrMVLrNqj1e/LhNFIz/HNCJbb8RKwDlloLQU6tY3NLAtv3QTwfgYP9n/+Ruo/TDezW/H+NluC96HrT/CGSrdvL+n2TkrVY4uTgqfS8lYQR+FNVK7E22rkPbxP4urfd3hzC/6JN3RvIf4E5S1cczjeqm2VeMNG7yRhi4mEups+FqW6vbpLG+ON1/9fwnVfxOv9Snl7pUn7Tm/he7QkoUwAr2fp16luo3RqX7wFpVr9/483F/prvGFn6/DmwB6a6rbq6Pb133+Rb7aC+A7eh05RvG0iDvHb5gT//RL/9e5tuO5ueHuTRvFGTVy9LXF25UcK23hRc9/LCe+39HNkaqrbrKu3r3/N5tpuepNyJ+HNI6vG+7Cl3YubpPrRVdsXr7PoJr75WbwEb2uvXqlus3a279/x5us2996+/n1f7H891v8+qsb7fbdbQtnxwMY2XrPF70u86S3T8FabrfF/jvyRhC0A0+3R2W2c8H3e2vfvI37bVvtt/TpwRHvvzfzKREREREREksof1vwm0Ns5tzGlwXRT6drG2sdUREREREREUkqJqYiIiIiIiKSUhvKKiIiIiIhISqnHVERERERERFJKiamIiIiIiIiklBJTERERERERSSklpiIiIiIiIpJSSkxFREREREQkpZSYioiIiIiISEopMRUREREREZGUUmIqIiIiIiIiKaXEVERERERERFJKiamIiIiIiIiklBJTERERERERSSklpiIi0uOZ2VQzW9TBdY43M2dmJR1Z79Yys4lm5pocW2RmU1MUkoiISAMlpiIi0iHMbHsz+4OZLTCzqJmVm9kMM7vEzHJSHV+ymNl1ZnZCquMQERFJZxmpDkBERNKfmR0DPAtUA08AnwJZwLeAO4CdgXNTFmByXQf8P+DFJsf/BDyF1yZd1SggnuogRERElJiKiMg2MbMReAnYYuAw59zKhLenmNlI4JiUBJdCzrkYEEt1HK1xznXlpFlERHoQDeUVEZFtdRWQB5zVJCkFwDn3tXPuPgAzK/HnXY5vWs4/PjHh9UT/2I5m9mczKzOzNWZ2s3mGmtlL/pDhUjP7RZP6mp3jaWbj/OPjWrspM7vCzN4xs3VmVmVmH5rZj5rGDISB0/06Xf2czabXN7OXzWxBC9eaaWazmhz7qX/NKjNbb2ZPmdnQ1mJOOPdbZvaBP6R6vpn9vIVyjeaYmlmRmd1pZnPMLOK37atmNraZc4eb2d/MrMLMVpvZPWZ2VNO2NbPpZvapme1kZm+aWaWZLTezq5qps7+ZPWJmq/zYPzaz05sp92O/bTb5Mc4xs0ualOllZvea2VIzqzazr83sajMLtLcuERFJPvWYiojItjoOWOCceydJ9T8NzAWuwet5vR5YD/wc+DdwNXAqcKeZfeCc+08HXfcS4G/Ak3jDkn8MPGtmxzrnXvHL/Ax4GHgf+KN/bH4r9/GEme3jnPug/qCZDQf2B65MOPZL4GbgGb/+fsBFwH/MbA/n3MaWgjazXYF/AmuAiXi/6ycBq9pwz9sBJ+ANy14IDMBr57fMbCfn3Ar/GmG8th8I3AeUAj8BDm2h3t7Aa8Dz/j39CPitmc1xzr3q15kDTAdGApP9658ETDWzXgkfbhwB/BV4A+/fHmAMcJAfC2aWC7wFDAb+ACwBDgRu9WO+tK11iYhI51BiKiIiW83MCvD++H8piZd53zn3c/96fwQWAXcB1zrnfusf/yuwAjgT6KjEdEfnXFX9CzObDHwEXA68AuCc+7OZ/R4vMf/zFup7CW++6SnABwnHTwYcXsJWn6hOAq53zv0m4frPA/8DLgB+Q8t+BRhwsHNuiX/uc8CcLd2wX2ZH51zDvFMz+xPwBXAWXrIMXrK6HXCCc+4lv9wf/PiaMwg4zTn3J7/sI3hDv88CXvXLnIuXFP7UOfekX+73eAnmLWb2qHNuE96HE+XAUf5w6eZcDmwP7OGc+8o/9gczWwFcaWZ3OeeWtrEuERHpBBrKKyIi26LA/7opidd4uP6JnzzMwku8Hkk4vhGYh5csdYgmSWlvoBB4G9hzK+srx0vCTjYzS3jrFODd+iQSOBHv9/MzZta3/oHXK/kVLfdKYmZB4CjgxYT6cM7NBaa1Icbq+qTUzIJm1geI4LVt4n0fDSzH61GuPzcKPNRC1RHgzwlla/B6mRP/vb7n3+NfE8rVAvfjDRU/xD+8EW/49BGt3MpJeP9WG5q04etAEPh2O+oSEZFOoMRURES2Rbn/NT+J11jS5HUZEHXOrW3meO+OuqiZHWtm75pZFG/o8BrgfLwEdWs9DQwFDvCvsT2wl3+83g54ifdX/jUTH2OA/q3U3w/I8c9tat6WgjOzgJldZmZf4fXurvWvuxuN73s4MN8555pU8XULVS9rpuwGGv97DQe+Suyt9c1NeB/gQeBL4FUzW2Zmj5rZ0U3O2QEveW7afq/77/dvR10iItIJNJRXRES2mnOu3B8euUtbT2nuoN/T15Lmhli2NOwysSey2Wvh9Zi1yswOxusN/A/e0NmVQC1wBt5cyq31d6ASb/juO/7XON6cznoBvNi/S/P3GdmG62/JdXjDdR8FbsBLyOPAvWzbh9lt+fdqE+fcajPbHa9n+Lv+4wwze8I5V79QUgD4F3B7C9V82Y66RESkEygxFRGRbfUycK6ZHeCcm7mFshv8r72aHB9Ox9uWa/0QiOLNPWzYUsXMzmimbEsJ8OYFnasws5eBk8zscrxhvG/XLyrkm4+XsC10zn3Z1rp9a4AqvB7Dpka14fwfAW86585KPGhmvfB6T+stBnYyM2vSEzqyfeE2shjYzcwCTXpNRye8DzQMBf478Hd/ld0HgZ+b2c3Oua/x2jDPOfc6W9CGukREpBNoKK+IiGyr24EK4GEzG9D0TTPbvn77DX+e5Vq+meNX74IkxFW/Om7Dtfye2XPbcG4ML+Fs6F01b9uXE5opW8HmyW9rnsZbDOhsYCyNh/GCt3JtDLipyVxUzNOnpYr9ObjTgBPMbFjCeWPwegW3JEaTXkwzOwlvgatE0/xj308oFwLOacM1WvIPoBgvWa+vMwNvNeII3iJINL1/P4n9xH+Z7X99BjjAzDa7Z38bmYx21CUiIp1APaYiIrJNnHPzzewn+Nu6mNkTwKd4W6wciL/lR8IpDwPXmNnDeAsZfRvYMQlxfWZm7wK3mlkR3rDUH9O2332v4K3s+pqZ/QVvTuIEvDmUuzUp+yHwHb8HdAVeT+d7rdT9D7zFou7ESwSfaxL3fDO7Hm9rkxIze9EvPwL4Ad62NHe2Uv9NePMr3zazB/Hu9yLgs2Zib+pl4EYzewxvqPGueFvxNN1/9Q/AhcBfzew+vKHOp+L1MkM7epET/BFvtd+pZrYX3urLP8LbuuVSf0Ve8D4AKcLbrmYZXg/4RcBsvpmPegde0vyyefu0foi3yNGufp0leB+QtKUuERHpBEpMRURkmznn/mZmu+HtxXk83iJB1Xi9T7+g8Wqtv8JbpOdHeHMsX8Wb27c6CaGdipdEXYO3AusjwJt48w9b5Jz7t5md5Z93L96emlfjJTRNk7vL8ZKqW/AWHnocaDExdc5FzexvfmyvO+c2u2/n3G1m9iVwGV6iCbAUb3/SvzUt3+TcT/yewrvx2nqZX8fAZmJv6jd4CdxP8HouP8LbUuW2JteImNlhwAN4+71GgCfwktnn+CZBbTPnXJWZjfOvdTreis/zgDOcc1MTiv4Zr9f7Arye6lK8D0Um1g8Bds5VmtkheHNmTwJOw1uo60u8tihra10iItI5bPNF8kRERETaz8wuBe4Bhjjnlqc4HBERSSNKTEVERKTdzCynyV6vIeB/QNA51+FDs0VEpHvTUF4RERHZGs+b2RK8+ZiFwE/xVtA9NZVBiYhIelJiKiIiIltjGt7KwqfirV78OfBj51zTVYZFRES2SEN5RUREREREJKW0j6mIiIiIiIiklBJTERERERERSSklpiIiIiIiIpJSWvwogZkZMAjYlOpYRERERERE0kg+sMJt5SJGSkwbGwQsS3UQIiIiIiIiaWgIsHxrTlRi2tgmgKVLl1JQUJDqWBpUVFQwaNAgAFasWEE4HE5xRCIiIiIiIp7y8nKGDh0K2zDyVIlpMwoKCrpUYhoMBhueFxQUKDEVEREREZFuRYsfiYiIiIiISEopMRUREREREZGU0lDeNJCdnc3LL7/c8FxERERERKQ7UWKaBjIyMjjmmGNSHYaIiIiIiEhSKDEVEREREZFttqmqltKyaKrD6Pb6F2RTmJuV6jA6nBLTNFBbW8uTTz4JwKmnnkpmZmaKIxIRERER+Ua0Jsb1z35MWVVtqkPp9s48ZHu+Pbp/qsPocB2emJrZtcCJwGigCngHuNo5N6+Vc8YDjzU5XO2cCyWUMWAScA7QC5gBnO+c+yqhTBHwAHAcEAeeAy5xzkW2+cZSqKamhjPOOAOAk046SYmpiIiIiHQpb85dRVlVLdkZgW7Zm9eV5GQFt1woDSWjx/QQYArwgV//b4B/mtlOzrmKVs4rB0YlvHZN3r8KuBg4HVgI3AxM8+utHzPwJDAQOALIxEt2/wj8ZJvuSEREREREmlVbF2faJysBOPWgEd2yN0+Sr8MTU+fc0Ymv/d7Q1cBewH9aP9WVNveG31t6KXCLc+4l/9hpwCrgBOApMxsDHA3s45yb5Ze5CPiHmV3hnFuxDbclIiIiIiLNmPn1WjZW1tArN4sDRvZNdTiSpjpjH9NC/+v6LZTLM7PFZrbUzF4ys50T3hsBFAOv1x9wzpUB7wEH+IcOADbWJ6W+1/GG9O7X3AXNLNvMCuofQH6b70pEREREpIeLxx2vzF4OwNFjB5KZ0RnphXRHSf3OMbMAcC8wwzn3aStF5wFnAscDP/XjesfMhvjvF/tfVzU5b1XCe8V4PbMNnHN1eAlxMc27FihLeCxr/Y5ERERERKTeR4vWs6osSjg7g3GjB6Q6HEljyf5IYwqwC/Dj1go552Y6555wzs12zr2Ft3jSGuDnSY7vVrwe3frHkNaLi4iIiIgIgHOOV2Z7s+UO37mYUDddlEc6R9K2izGzycCxwLedc+3qiXTO1ZrZ/4CR/qH6uacDgJUJRQcAsxPKNJppbWYZQFHC+U2vUw1UJ5RvT5giIiIiIj3W58vLWLgmQmYwwHd2aWmAokjbJGO7GMPbsuUHwDjn3MKtqCMI7Ar8wz+0EC+5PBw/EfXnhO4H/M4vMxPoZWZ7Oec+9I8dhtcr/N5W3UwXkZ2dzTPPPNPwXEREREQk1ep7Sw8Z3Z+CHG1nKNsmGT2mU/C2Zzke2GRm9R+flDnnqpo7wcxuBN4Fvsbbo/RKYDjwMHjL9ZrZvcD1ZvYV32wXswJ40S8z18xeAx4ys/PwtouZDDyV7ivyZmRkcNJJJ6U6DBERERERABaujvD58jICBkePHZTqcKQbSEZier7/dXqT42cAUwHMbCpQ4pwb57/XG3gIb5GiDcCHwIHOuc8Tzr8dCOPtS9oL+C9wdMIepgCn4iWjb+Ctxvsc3t6nIiIiIiLSQepX4t1/ZF/65mtEn2y7ZOxj2paJmiOANxPOuQy4bAv1OuBG/9FSmfV4vbXdSl1dHS+88AIAP/jBD8jISNrUYBERERGRVpVurOLDhd5OkN/bfXCKo5HuotMzHDMrBLYHjunsa6er6upqTj75ZAAikYgSUxERERFJmX98vAIH7D68N0OKclMdjnQTnZ7hOOfK0LYsIiIiIiJpZ32kmhlfrgHgGPWWSgdK9j6mIiIiIiLSTfxrTimxuGPH4nx2KM5PdTjSjSgxFRERERGRLaqI1vHm3FUAHLOHekulYykxFRERERGRLXrjs1KitTGGFOWy29BeqQ5HuhklpiIiIiIi0qrq2hj//HQlAMfsPgiztmzEIdJ2SkxFRERERKRVb89bQyRaR9/8bPbdvm+qw5FuSPuOpIGsrCwee+yxhuciIiIiIp2lLhbn1Y9XAPDdsYMIBtRbKh1PiWkayMzMZPz48akOQ0RERER6oPfnr2NdpJqCnEwOHtU/1eFIN6WhvCIiIiIi0qx43PHK7OUAHLnrQLIylD5IcqjHNA3U1dUxbdo0AI466igyMvTPJiIiIiLJ98nSjSzfUEUoM8ihOw1IdTjSjSnDSQPV1dUce+yxAEQiESWmIiIiIt3cuk3VvPrxCtZFqlMax5J1lQAcutMAwtn6G1SSR99dIiIiIiJdRGV1Ha/MXs4/55RSG4unOhwAMoMBjtp1YKrDkG5OiamIiIiISIrVxeJMn7uaFz9cSiRaB8CogQXsN7IPRmpXwR3RL0yvsHaGkORSYioiIiIikiLOOf63eANPv7uYVWVRAIoLQ5yy/3B2H94bM23NIj2DElMRERERkRRYuDrCU+8uZt7KcgDyQ5n8YO8hfHt0fzKCWv1WehYlpiIiIiIinWhNeZT/9/5S3pu/FvDncO42kGN2H0ROlv48l55J3/kiIiIiIp0gEq3llf+t4F+frqQu7jDgwB36ceK+Q+mTl53q8ERSSolpGsjKymLy5MkNz0VEREQkfURrYrz2yQqmfbKSqtoYAGMGFXLK/sMo6ZeX4uhEugZzzqU6hi7DzAqAsrKyMgoKClIdjoiIiIiksZq6OG98Vsors5c3rLQ7tCiXH+47jLHDemlhI+k2ysvLKSwsBCh0zpVvTR3qMRURERER6UB1sThvz1vDSx8uY2NlDQADCkOcuPdQ9tmuD4GAElKRppSYpoFYLMbbb78NwMEHH0wwGExxRCIiIiLSVDzuePfrtbwwaylrNlUDUBTO4oS9h3LQjv0IKiEVaZES0zQQjUY59NBDAYhEIoTD4RRHJCIiIiL1nHN8tGg9z3+wlOUbqgAoyMnkuD0HM270ADIztPWLyJYoMRURERER2UqL1kR44u2FLFgTASA3K8j3dh/Md3YpJpSpUW4ibaXEVERERESknWrq4rwwaynTPllB3EF2RoAjdx3I0WMHEc7Wn9gi7dXh4wrM7Foz+8DMNpnZajN70cxGteG8k8zsCzOLmtkcM/tek/fNzH5lZivNrMrMXjezHZqUKTKzJ82s3Mw2mtkjZqY1uEVERESkw3yxoowbnv2YVz/2ktJ9t+vD7f+3Bz/cd5iSUpGtlIwB74cAU4D9gSOATOCfZtbixEgzOxD4K/AIsAfwIvCime2SUOwq4GLgPGA/oAKYZmahhDJPAjv71z0W+Dbwxw65KxERERHp0Sqr65j6nwXc9vfPWVUepVduFpccNYoLjtiRwlztNS+yLZK+j6mZ9QNWA4c45/7TQpmngbBz7tiEY+8Cs51z55m3ydMK4C7n3J3++4XAKmC8c+4pMxsDfA7s45yb5Zc5GvgHMMQ5t6INsXbJfUwrKirIy/M6frX4kYiIiEjn+9+i9Tz+9sKG7V/GjRnAyfsNI1c9pCJps49pof91fStlDgDubnJsGnCC/3wEUAy8Xv+mc67MzN7zz33K/7qxPin1vQ7E8XpYX2h6UTPLBrITDuVv4V5EREREpAcpq6zhyRmLeH/BOgAGFIQ445DtGT2o63RipFqstBQXjW523EIhgsXFKYioe+kp7ZvUxNTMAsC9wAzn3KetFC3G6/1MtMo/TsLXLZVZnfimc67OzNYnlGnqWuCmVuLqEjIzM7n99tsbnouIiIhIcjnneOertfzlnUVUVNcRMDh6t0GcsPdQsrT9S4NYaSnrJ1yIi0Q2e8/y8iiaMrlbJU+drSe1b7J7TKcAuwDfSvJ1ttatNO6pzQeWpSiWFmVlZXHllVemOgwRERGRHmHtpmqm/mcBny7bCMCwPrmcecj2lPTTmppNuWjUS5qysrFQaLPjzfX0Sdv1pPZNWmJqZpPxFyByzm0p2SsFBjQ5NsA/TsLXAcDKJmVmJ5Tp3ySGDKAo4fxGnHPVQHVC+S2EKSIiIiLdVTzumD53Fc+8t4RobYzMYIDj9xrC0bsNJCOoXtLWWChEIDe34XUccDXVLZ8g7dIT2rfDE1N/oaIHgB8A45xzC9tw2kzgcLxhv/WO8I8DLMRLLg/HT0T9hYr2A36XUEcvM9vLOfehf+wwvJWH39vK2+kSYrEYH330EQB77rknwaA2axYRERHpSKvLojz61ny+WOmt27JDcT5nHbI9xb1yUhyZSM+QjB7TKcBPgOOBTWZWP+i5zDlX1cI59wFvmdkvgFeAHwN7A+cCOOecmd0LXG9mX+ElqjfjrdT7ol9mrpm9BjxkZufhbVMzGXiqLSvydmXRaJR9990X0Kq8IiIiIh0pHne8/lkp/+/9JdTUxcnKCHDSfsM4fKdiAgGNphPpLMlITM/3v05vcvwMYCqAmU0FSpxz4wCcc++Y2U+AW4DfAF8BJzRZMOl2IIy3L2kv4L/A0c65xIHVp+Ilo2/g9XA/h7f3qYiIiIhIIys3VvHI9Pl8vWoTAGMGFXDGIdvTvyC0hTOlKReNEm/yWjpOT2jfDk9MnXNt+WhpBPBmk/OeBZ5tpV4H3Og/WiqzHq+3VkRERESkWbG4Y9onK3hh1jJqY3FCmUFO3n8Y40YPUC9pO1kohOXleQvxNJnzaHl5jRbskfbrSe1rXr7XiRc0KwQ+A0Y75zZf9ziF/HmrZWVlZRQUdJ29qSoqKsjL81aB01BeERERka23fH0lD0+fz8I13p+huwwp5Ixvb0+f/OwtnCkt6Sn7bKZKOrRveXk5hYWFAIXOufKtqSPZ28VsxjlXBgzp7OuKiIiISM9VF4vzj9kreOmjZcTijpysIP93QAkHj+qnnRm2UVdJjrqrntK+nZ6YioiIiIh0pi9XlvP42wtYvsFbh3P3Yb057eARFOV1zV7SdOghE+loSkxFREREpFuKRGt55t0l/GfeagDyQhn85IASDtihb5ftJY2VlrJ+woW4yOYz3iwvj6Ipk5WcSrekxDQNZGZmctNNNzU8FxEREZGWOef475dreHrmYiLVdQB8e3R/TtlvOOFQ1/7z10WjXlKald1oYZv6491xNVYRUGKaFrKyspg4cWKqwxARERHp8lZsqOTxtxcyb6W3/srg3rmM//YIdijuOgtbtoWFQgRycxtex2GzVVlFuhMlpiIiIiKS9mrq4vzto2W8+vEKYnFHZjDAD/YewpG7DiQjGEh1eCKyBUpM00A8Hmfu3LkAjBkzhkBAP1xFRERE6s1ZupEn3l7Amk1ej+LYYb346UEj6FfQffZ4FOnulJimgaqqKnbZZRdA+5iKiIiI1NtYUcNfZy7ivfnrAOgdzuLUA0vYa0RRl13cqK1cNEq8yWuR7kyJqYiIiIiklXjcMf2LVTz73hKqamIEDL6zy0BO3HsooaxgqsPbJhYKYXl53kJHTeaUWl5eowWRRLoTJaYiIiIikjaWrqvg8bcX8vWqTQCM6JfH6QePoKRfXooj6xjB4mKKpkzWPqbS4ygxFREREZEur7o25i9utJK4c4Qyg/xw36EcvlMxgUB6D9ttSsmn9ERKTEVERESkS5uzdCOPv72Atf7iRnuVFHHqQSUU5WWnODIR6ShKTEVERESkSyqrrOEv7yzmvflrAW9xo599awR7lhSlOLL2i5WWaniuSCuUmIqIiIhIlxKPO976YjXPvreYym6wuFGstJT1Ey7ERSKbvWd5eRRNmazkVHo8JaZpIDMzkyuuuKLhuYiIiEh39VXpJp55dzFf+YsbDe8bZvy3t2NEGi9u5KJRLynNym60qm79cW0FI6LENC1kZWVxxx13pDoMERERkaRZuDrC87OWMmfpRgBCmUFO3Gcoh+9cTLCbLG5koRCB3NyG13HYbEsYkZ5KiamIiIiIpMzitRW8MGspsxdvACBg8K0d+3P83kPoo8WNRHoMJaZpIB6Ps2TJEgCGDRtGIBBIcUQiIiIi22bpugpe/HAZHy5cD3gJ6QEj+/H9vQYzoDAnxdGJSGdTYpoGqqqqGDFiBACRSIRwOJziiERERES2zvL1lbz04TLeX7AOAAP2G9mX4/cawsBe3TshddEo8SavRcSjxFREREREkq50YxUvfriM975ei/OP7bNdH07YawiDi3JbPTfdWSiE5eV5Cx01mVNqeXmNFkQS6amUmIqIiIhI0pRurOJvHy3j3a/XEvcz0r1Kijh+7yEM69MzRoEFi4spmjJZ+5iKtEKJqYiIiIh0uBUbvIT0/fnfJKS7D+vNCXsPoSSNt37ZWko+RVqnxFREREREOszy9ZV+QrquYcju7sN7c/yeQxjRv+clpCLSNkpMRURERGSbLVtfyd8+XMYHC75JSPcY3pvj9+q+PaSx0lINzxXpIB2emJrZt4Ergb2AgcAPnHMvtlJ+HPBmM28NdM6VJpSb4NdbDHwMXOScez/h/RBwF/BjIBuYBlzgnFu1bXckIiIiIi1Zsq6ClxK2fQF/DuleQxjWt/vOIY2VlrJ+woW4SGSz9ywvj6Ipk5WcirRDMnpMw3iJ46PA8+04bxRQnvB6df0TMzsFuBs4D3gPuBSYZmajnHP15e4BjgFOAsqAyf71D9qqu+hCMjIyuOCCCxqei4iIiKTaukg1f3lnUaOEdO8RRXx/r56xqJGLRr2kNCu70aq69ce1FYxI+3R4luOcexV4FcDM2nPqaufcxhbeuxx4yDn3mF/veXhJ6JnAbWZWCJwF/MQ592+/zBnAXDPb3zn37tbcS1eRnZ3NlClTUh2GiIiICAALVke477UvKKuqxfC2ffn+XkMY0s23fWmOhUIEcr+57zhstiWMiGxZV+p+m21m2cCnwETn3AwAM8vCGxZ8a31B51zczF4HDvAP7QVkAq8nlPnCzJb4ZZpNTP3rZSccyu+42xERERHpft77ei0PT59PbSzO4N65nP+dHXpkQioiHasrJKYr8YbozsJLEs8GppvZfs65j4C+QBBoOld0FTDaf14M1DTT47rKf68l1wI3bVP0ncA5x9q1awHo27dve3uiRURERLaZc46XPlzGix8uA2DssF6cf/iOhLKCKY5MRLqDlCemzrl5wLyEQ++Y2fbAZcDPknz5W/HmrtbLB5Yl+ZrtVllZSf/+/QGIRCKEw91/3oaIiIh0HbV1cR6ePp/35nsflB+160BO2X84gYA+LHfRKPEmr0Wk/VKemLbgfeBb/vO1QAwY0KTMAKB+1d5SIMvMejXpNU0ssxnnXDXQMAlAPZEiIiIijZVV1nDftHksWB0hYMZpB49g3Jimf5b1PBYKYXl53kJHTeaUWl5eowWRRGTLumpiujveEF+cczVm9iFwOPAigJkF/NeT/fIfArX+sef8MqOAYcDMToxbREREpNtYsq6C+16bx7pINeHsDC48YkfGDC5MdVhdQrC4mKIpk7WPqUgHScY+pnnAyIRDI8xsd2C9c25JM+UvBRYCnwEhvDmmhwFHJhS7G3jczGbh9aZeirctzWMAzrkyM3sEuNvM1uNtO/MAMDPdV+QVERERSYX/LVrPH/79NdHaGAMKQ1x29GiKe+WkOqyki5WWtjnZVPIp0nGS0WO6N/Bmwuv6OZyPA+PNbCIw3jlX4h/PAu4CBgOVwCfAd5xzDXU45542s37Ar/AWM5oNHO2cS1wQ6TK8Fbqfw1tEaRpwQUfemIiIiEh355xj2pyVPD1zMQ4YM6iQC4/YkXCoqw606zix0lLWT7jQ25+0CcvLo2jKZCWjIkmSjH1MpwOtTdYcAUxPKH87cHsb6p3MN0N3m3s/CkzwHyIiIiLSTrV1cf40YyH/+WI1AOPGDOCnB5WQEQykOLLO4aJRLynNym40R7T+uBY2EkmeTv3oy7zVhcbxzcJGIiIiIpJi5VW1/PuzUt74bBWborUEDE7ZfzhH7jqwRy4OaaEQgdxv9maNw2YLHIlIx+rUxNQ554DhnXnN7iAjI4PTTz+94bmIiIhIR1i5sYppn6xkxpdrqI15m570ycvmtINHMHZY7xRHJyI9ibKcNJCdnc3UqVNTHYaIiIh0A8455q3cxGufrODjxRtw/vGSvmG+O3YQe2/Xh6D2JxWRTqbEVERERKQHiMUdsxas47VPVrJwzTeL++w+vDdH7zaIUQPze+Sw3ea4aJR4k9ciklxKTNOAc47KykoAcnNz9UtDRERE2ixaE+OtL1bxzzmlrIt48yQzgwEO2rEfR+46kEG9u/8WMG1loRCWl+ctdNRkTqnl5TVaEElEOpYS0zRQWVlJXl4eAJFIhHA4nOKIREREpKvbUFHDv+as5M25q6iqiQGQH8rk8J0HcNjOxRTkZKY4wq4nWFxM0ZTJbd7HVEQ6jhJTERERkW5k+fpKXv14BTO/Xkss7s0gHVAY4ujdBnHQjv3IyugZW79sLSWfIqmhxFREREQkzXkLGpXzj9kr+GTpxobjOxTn872xgxg7rDcBLWgkSeZqaoiVlqY6jG4vUFREwB9N2Z0oMRURERFJU7G4Y9bCdbz28TcLGhmw54givjt2ECMH5Kc2wC4iVlqq4blJVrdgIRtvuIH4+vWpDqXby7/sUnKOPDLVYXQ4JaYiIiIiaaamLs5bX6xi2icrWbvpmwWNDh7lLWhU3EsLGtWLlZayfsKFuEhks/csL4+iKZOVnG6j2i+/ZOMvb8BFNmHZISwrK9UhdWuW2T3nhysxFREREUkjny3byONvL2R1udcDmJedwXd2KdaCRi1w0aiXlGZlN1pVt/64toLZNrWffc7GG2/EVVaSOXo0hTf/qlsOM5XkU2IqIiIikgY2VdXy1LuLmfHlGgB65WZx3J6D+daO/cjODKY4uq7PQiECubkNr+Ow2ZYw0j41//sfZZNuxlVHydx1Nwon3UQgR731snWUmKaBYDDIj370o4bnIiIi0nM455j51Vr+MnMRkWgdBhy2czH/n737Do+qSh84/j0zycykQ2gJNTQpKk1AigpWUFGxrLjqAooIVtBF0F0VWPWngiAi2BHQLXYsqKAiWBApKlVEKSG0UNMmyfTz++NOxklIQgJJZiZ5P88zD7n3nnvve09CMu+cdm2vFsRa5a2cCA3nmjXkPv5/aLcLy1lnkfTwP2WdV3FK5LdZBLDZbLz77ruhDkMIIYQQNexQroOF3+5ky74cAJrVj2XkeW1onyKTGonQcXz3PblPTwOvB2vfviQ+OEnGlYpTJompEEIIIUSY8Xh9fLHpAIvW7cXt9RFtNnFlj2Zc2rUpUWZZhxQqP9OudjjwldgWledY9jW5M2eCz4f1vPNIfGACKkpSCnHq5KdICCGEECKM7DpkZ/63O8g4WgBAp6ZJjDi3tcy0G6QyM+0qmw0VH29MdFRiTKmKj5fup5VQ+Nnn5M2ZA1pju+QSEsbdizLJByWiakhiGgHy8/OJ989uZrfbiYuLC3FEQgghhKhqDpeX99fu4avNB9BAnDWKv/ZtRf/TGqGUCnV4YaUyM+2aU1JInjtH1jE9RQWLFmF/5VUAYq64gvixYyQpFVVKElMhhBBCiBDbvDeb+d/s5KjdaNHr174hN/RNk+VfTqCiM+1K8nlq8t96i/yFbwAQe911xN16i3xYIqqcJKZCCCGEECFS4PTw1o+7+fa3QwA0TLAy8tw2nNGiXmgDEyHn2bcP54pv8OXkhDQO37FjOFeuBCDu5puJvfGvkpSKaiGJqRBCCCFECGzIyGLBtzvJyncBcNHpKVzXuyU2iywNV1f57Hac336H46uvcG/dGupwiokfNYrY664NdRiiFpPEVAghhBCiBuU7PPz3h3RW/nEYgCaJNm4d2JYOqYkhjizy1IaZdrXXi+vnX3B89RWuVT+i3cYHFZhMWHr0ILp9ewhxC2VUp05Ye54V0hhE7SeJqRBCCCFEDflp1zHe+G4nOYVuTAouOTOVq3u2wBotraSVURtm2vWkp+P4ahmOr7/Gl5UV2B/VqhW2iy7CesH5mJOTQxihEDVLElMhhBBCiGqWW+jmPyt3sXrHUQCa1ovh1oFtadckIcSRRaZInWnXe/AgzlWrcCz7Gs/27YH9psQkrOcPwHbRRUS1bStjOEWdJIlpBDCbzVx22WWBr4UQQggRGbTWrNl5lH9/n06ew2glvaxrM646qznRUbLUxqkI1+QzmNYaz/btuFb9iHP1ajw7d/550ByFtXcvbBdfhKVnT1S0zMAs6jaltQ51DGFDKZUI5OTk5JCYKOM8hBBCCHHyDmQX8r8f0tm4JxuA5smxjBrYltaN4kMbmKhW2uXCtWEjrtWrca5eje/IkT8PmkxEn3461v79sQ0cgCkpKXSBClGFcnNzSTJ+npO01rknc40qbzFVSp0HPACcBaQCV2utPzzBOQOBmcDpwB7gca31ghJl7vJfNwXYANyjtV4TdNwGzABuAKzAUuBOrfXBKngsIYQQQogKyXd4+OjnvXy1OROf1phNiiu6N2NI92ZEmaWVtDby5eXhWrMW548/4vrpJ3RhYeCYstmwnHUW1j59sPTuhUkaP4QoVXV05Y3DSBxfBz44UWGlVGvgU+Al4CbgQuA1pdQBrfVSf5lhGInrWGA1MB5YqpTqoLU+5L/Us8DlwF+AHGCO//79q+zJhBBCCCHK4PVpvtl6kA/W7sHu9ADQrVV9bujTipR6MSGOLjJ4MzMjZtyo1hr35s0ULv4U58ofwOsJHDMlJ2M9+2wsffti6doFZbGEMFIhIkO1duVVSmlO0GKqlHoauFxrfUbQvreAelrrwf7t1cBarfXd/m0TRsvq81rrp5RSScBh4Eat9Xv+Mh2BrUBfrfWPFYw3LLvy5ufn07hxYwAOHTpEXFxciCMSQgghRLAte7P57w+72ZdVAECz+jH8tW8aZ7SoF9rAIog3M5Njd92NttuPO6bi40meOycsklNfQYExm+6nn+HJ2B3YH5WWhqVPH6x9+xDVrh3KJK3jou4Iy668J6Ev8FWJfUuBWQBKKQtGt+Aniw5qrX1Kqa/85+I/Hh18Ha31b0qpDH+ZUhNTpZQVo9tvkbCdGq+goCDUIQghhBCihMzsQt76cTfrdxvLfcRZo7i6ZwvO79wEs0lmVq0M7XAYSanFWmy5l6L9oV6j1L1jJ45PP8WxfHkgFmW1YTt/ILbLLye6XduQxidEpAuHxDQFKDkO9CCQqJSKAeoD5jLKdAy6hktrnV1KmfI+WnsImHwSMQshhBCiDitwevjk5318sfkAXp/GpODC01MYelYL4mzh8PYqcimbDVNsbGDbB8etVVpTtMuF87vvKVy8GPdvvwX2m1u0JObyy7BddCEm6ckmRJWo6785n8QYu1okAdgboliEEEIIEea01nz/+2He+TGDPIcbgDNb1OOvfVvRtH7sCc4W4U5rje/IETzbfse1eTPOr5fjy/P3SjRHYe3fj5ghlxN9xhmy1qgQVSwcEtNMoEmJfU2AXK11oVLKC3jLKJMZdA2LUqpeiVbT4DLH0Vo7gcBHcPILRgghhBBlycwuZOF3O9m630hUUpJs3NgvjS4t64c4svAWzhMa+XJzcf/+B57ff8f9++94tm3Dl51drIypUWNiLhtMzKBBmOrL91qI6hIOiekq4LIS+y7270dr7VJK/YQxW++HEJj86EKMmXcBfgLc/n3v+8t0AFoWXUcIIYQQ4mR4vD4+37Cfj3/eh9vrI9ps4uqezbnkzFRZ/uUETmZCI+1w4CuxXRV8BQV4du7E8/sfuLdtw/P773gzS2m/MJmISksj+rTTsJzdG0vv3jKRkRA1oDrWMY0H2gXtaq2U6gYc01pnlHLKS8DdSqlpGEvMXABcj7H0S5GZwEKl1DpgDcZyMXHAfACtdY5Sah4wUyl1DMgFngdWVXRGXiGEEEKIkv7IzGPBtzvYl2WsS3lG8yRGnNuGRom2E5wpoHITGimbDRUfb+wvMaZUxccXO7/ce2qN79gxIwndsQPPDuNf74EDpZY3N2tGdPv2RHU4jejTOhDVpnWF7yVOzZQpU3jxxRc5dOgQixYtYujQoaEOqcKmTJnChx9+yPr16wEYOXIk2dnZfPjhhwAMHDiQbt26MWvWrBqLSSkVcfUYrDpaTHsCy4O2i8ZwLgRGKqWmACO11mkAWutdSqnLMdYhHYcxxvO2ojVM/WXeVko1Av6FMZnRemCw1jp4QqT7MMbHv48x0+5S4M6qfrhQMJlMDBgwIPC1EEIIIapXgdPDe2syWP7rQTSQYIvmr/1a0bddQxn6cxIqMqGROSWF5LlzKtXtV2uNd/9+PNu349m+w0hGd+48rjtuEVPDhkYSelp7Iwlt3w5TQtguyhCWRo4cycKFCwPbycnJ9OrVi2nTptGlS5cKX2fr1q1MnTqVRYsW0adPH+pHeDfp5557jupchjNYyaS4yIEDByK6Hqs8MdVarwDK+43dGlhRyjndT3DdOfzZdbe04w7gLv+rVomJiWHFihWhDkMIIYSoE37adZQ3v08nu8AFwDmnNeKGvq2It0WHOLLaryJjTr3HsnD/8guu9etxrV+P78iR4wuZTEQ1b0FU2zZEtWkT+NdkrLMoTtHgwYOZP38+AJmZmTz88MMMGTKEjIzSOkeWbseOHQBcddVVp/Rhj9vtJjo69P83k6rgZ8vlcmGxWE76/JQwWOf3VNRo85syfuoGAo/U5H2FEEIIIU7kmN3J7KXbeP6L38kucNEk0cbEIZ257fx2kpSW4M3MxJOeftyr1DGbp8hXWIhz7VryXn6FY2Pv4OhNN5H7zDM4vvoK35EjqGgL0R07EnPZZSTccw/1Zz1Low/eJ/nlF0mc+ACx112LpXt3SUqrkNVqJSUlhZSUFLp168aDDz7Inj17OHz4cKDMnj17uP7666lXrx7JyclcddVVpKenA0aL3xVXXAEYvQGLElOfz8e//vUvmjdvjtVqpVu3bixZsiRwzfT0dJRSvP322wwYMACbzcZ//vMfAF577TU6deqEzWajY8eOvPDCC+U+g8/nY9q0abRr1w6r1UrLli154oknAscnTZrEaaedRmxsLG3atOGRRx7B7XaXeb2RI0ce14XW4/Fw9913k5SURMOGDXnkkUeKtaqmpaXx2GOPMXz4cBITE7n99ttPeO8FCxYwdepUNmzYgFIKpRQLFiwAjK68RV2JATZt2sQFF1xATEwMDRo04Pbbb8ceNN67KOZnnnmG1NRUGjRowF133VXuc1anGp38SBvfiVY1eU8hhBBCiBP59rdD/PeHdBxuLyaluKxbU67s0RxLlAyhKam6JzTSHg+eP/7A9YvRIur+dSt4PUE3UUS1bYule3cs3bsR3bkzymo91ccKOa01To/vxAWrmDXKdEotlna7nX//+9+0a9eOBg0aAEYr5qBBg+jbty/fffcdUVFRPP744wwePJiNGzcyYcIE0tLSuOWWWzgQNPb3ueeeY8aMGbz88st0796d119/nSuvvJItW7bQvn37QLkHH3yQGTNm0L1790By+uijjzJnzhy6d+/OL7/8wujRo4mLi2PEiBGlxv3QQw/x6quv8uyzz3LOOedw4MABfgtaqzYhIYEFCxbQtGlTNm3axOjRo0lISGDixIkVrpuFCxcyatQo1qxZw7p167j99ttp2bIlo0ePDpR55plnePTRR5k8eXKF7j1s2DA2b97MkiVL+Oqrr4DSW2vz8/MD34O1a9dy6NAhbrvtNu6+++5AIguwfPlyUlNTWb58Odu3b2fYsGF069atWIw1JRxm5RUnkJ+fT1paGmB8UhQnCzkLIYQQVcLj9fGfleks32pMW9G2cTwjz2tDiwbyt7YsVT2hkXY6cW/bhnvTZtybN+Pe+hvaWTxxNTdpgqV7d6K7d8PStWutbP10enyMfX1Njd/3pVt7Y4s2V+qcxYsXEx8fDxjvU1NTU1m8eHFgLpS3334bn8/Ha6+9Fkh658+fT7169VixYgWXXHIJ9erVA4p3P33mmWeYNGkSN9xwAwBPP/00y5cvZ9asWcydOzdQbvz48VxzzTWB7cmTJzNjxozAvtatW/Prr7/y8ssvl5qY5uXl8dxzzzFnzpzA8bZt23LOOecEyjz88MOBr9PS0pgwYQJvvfVWpRLTFi1a8Oyzz6KUokOHDmzatIlnn322WNJ3wQUX8Pe//73YeeXdOyYmhvj4eKKiosrtuvvf//4Xh8PBG2+8Ecgd5syZwxVXXMHTTz9NkybGSpz169dnzpw5mM1mOnbsyOWXX86yZcskMRVlO1La+AkhhBBCnLScAhdzvvidPw7moYChPVtwRfdmmEwyuVFFnOyERr6CAmO23J27yJ02HffvfxRvEQVUfAKWrl38raLdMaWmyKRTYeT888/nxRdfBCArK4sXXniBSy+9lDVr1tCqVSs2bNjA9u3bSSgxsZTD4QiMLS0pNzeX/fv3079//2L7+/fvz4YNG4rt69mzZ+Dr/Px8duzYwahRo4olUx6Pp8xxn1u3bsXpdHLhhReW+Yxvv/02s2fPZseOHdjtdjweD4mJiWWWL02fPn2K/dz27duXGTNm4PV6MZvNxz1LVd5769atdO3atViDVv/+/fH5fGzbti2QmJ5++umBWABSU1PZtGlTpe5VVSQxFUIIIUSds/OQnee/2EZWvouYaDNjLmxPt1aRO5tluPIVFuLLzsaTkYFn507cW37Fs3Mn+Ip3WTU1aED06adjOfNMos88A3OLFnVu7VBrlImXbu0dkvtWVlxcHO3a/bk65GuvvUZSUhKvvvoqjz/+OHa7nbPOOisw/jNYo0aNTineovsXKRoz+eqrr3L22WcXKxeccAWLiYkp9/qrVq3ipptuYurUqQwaNIikpCTeeustZsyYcYqRH69kT8iavDdw3MRRSil8vprvUg6SmAohhBCijvn2t0O88d1OPD5Nar0Y7h3UgdR65b9RFeXTXi+6oABfXh4F776HLy8P7+4MvIcOllre3LQp0Wec4U9Gz8CUIi2iSqlKd6kNF0opTCYThYXGer89evTg7bffpnHjxhVu6UtMTKRp06asXLkysEwiwMqVK+ndu+yEvUmTJjRt2pSdO3dy0003Vehe7du3JyYmhmXLlnHbbbcdd/yHH36gVatW/POf/wzs2717d4WuHWz16tXFtn/88Ufat29fZsJc0XtbLBa8Xm+59+7UqRMLFiwgPz8/kPyuXLkSk8lEhw4dKvsoNUISUyGEEELUCR6vj/+t2s2yLcbMsd1b1ef2C9oRY5G3Q5Wl3W58Bw7gcTqNbrpOJ2gNPh+Fny9BWf9c8sKUnExUq1aYW7UiumMHos84A7N/khwRmZxOJ5n+GZizsrKYM2cOdrs9MNPuTTfdxPTp07nqqqsCs+zu3r2bDz74gIkTJ9K8efNSr/vAAw8wefJk2rZtS7du3Zg/fz7r168vteU12NSpU7n33ntJSkpi8ODBOJ1O1q1bR1ZWFvfff/9x5W02G5MmTWLixIlYLBb69+/P4cOH2bJlC6NGjaJ9+/ZkZGTw1ltv0atXLz799FMWLVpU6XrKyMjg/vvvZ8yYMfz88888//zzJ2z5rMi909LS2LVrF+vXr6d58+YkJCRgLTEB2E033cTkyZMZMWIEU6ZM4fDhw9xzzz387W9/C3TjDTfym1gIIYQQtV5OgYu5X/7O75l5AAw9qzlX9mgu40mDeDMzS50tV9lsmBo3xvP77zh/XI3z2+/w7t0HJVtszGZUYiK2QZdgOeMMzK1aEtWqFaYS4wxF5FuyZAmpqamAMYNsx44deffddxk4cCAAsbGxfPvtt0yaNIlrrrmGvLw8mjVrxoUXXlhuC+q9995LTk4Of//73zl06BCdO3fm448/LjYjb2luu+02YmNjmT59Og888ABxcXGceeaZjB8/vsxzHnnkEaKionj00UfZv38/qampjB07FoArr7yS++67j7vvvhun08nll1/OI488wpQpUypVT8OHD6ewsJDevXtjNpsZN25cYEmYslTk3tdeey0ffPAB559/PtnZ2cyfP5+RI0cWu05sbCxLly5l3Lhx9OrVi9jYWK699lpmzpxZqWeoSSp4LZ26TimVCOTk5ORUeoBxdcrPzw/MfGa322VWXiGEEKISdh2yM9s/ntQWbWbMBe3onpYc6rDCSmlLwGifD11QCB435mbN0YUFQSd4MbdujaVrV6Jat8bcrCmmxESUzXbcUjFCiNovNze3aLKpJK117slcQ1pMI4DJZArM2GWqYxMBCCGEEKfi+22HWPjdLtxeHylJNu4d1JGm9WU8aUna4cCXlwfKBC4XvtxcdH6+0Srq86Hi4jHVS8LSsyfWs8/G0vOsWrlkixAidCQxjQAxMTGsXbs21GEIIYQQEWN/VgEf/7yPH7cby611a2mMJ421ylufYN6jR3Gv34Djm2/w7s4wxokGfwhutaKsFhIn3I/t4otRJWbwFEKIqiK/nYUQQghRa+w6ZGfx+n38vOsYRYOVrurRnKvOqnvjSUsbM+rLz8ezcxfePXtw/bIe7949AGinCzweiIrClJiIKSkJVa8eWmvIyyW6c2dJSoUQ1UoSUyGEEEJENK012w7ksfiXvWzemxPY3yMtmSu6N6N14/gQRhcaRWNGfbm5aIcDXVhojBd1OcFkxtyyJSo6CpQiqm07olq2oODjjzE1aow5aLIiX0EBMhuJEKImSGIaAQoKCujcuTMAv/76K7GxsSGOSAghhAg9rTUbMrJZ/Ms+th80Zts1KejTriGXd2tGs+S69/dSezx4tv1O4bKvcG/73VjGJXh9UGUCsxnb+QOwDTyf6C5nYkpIwJOejuOrr8Dtxlfw5yRHpc3SK4QQ1UES0wigtQ4srCuzKAshhKjrfD7N2p1HWfzLPvYcM5KoaLOJczs04tKuTWmUaAtxhDVH+3x4dqXjXr8e1/r1uDdvNlpInS4oLDSWcLHZjK65iYkQHQ2FBcTddBNRaWmB6yibDRUfj7bb0S5nsXuo+HiUre7UqRAiNCQxFUIIIUREcHt8/PDHYT5bv5+DuUZLni3azPmdmzDozFTqxVlCHGH182Zm4svNxfXLelw//4xn61Z89nwwmYyuuYApIRFzlzScBQWYGjfGVK8eyt9q6isoQBcef11zSgrJc+eUuY6pLAEjhKhukpgKIYQQIqw5XF6Wbz3I0o37yS5wAxBnjeKSM1O56PQU4my1/+2M9vlwfvMt2Q8+iO9YFvh8fx40mVCJCSTcdRfWAQOIap2GNyMD9/r1KKs1kJSeiCSfQohQqv2/yYUQQggRkXIKXHy5OZOvt2RS4PICUD/OwuAuqQzo2ASbxRziCKufZ+9eHF8tw7l8BZ49e/AdOWos5xITY7SEJiYaianbhe2C84t1zwX/+qQltoUQIhxJYiqEEEKIsHI418GSjQf49rdDuL1GWpWSZOOybs3o174hUWbTCa4Q2Xw5OTi++RbHsq/x/L4tsF/F2FCJCZhSUjE3alS8e67bVewaMmZUhJLWmjFjxvDee++RlZXFL7/8Qrdu3UIdVrlGjhxJdnY2H374IQADBw6kW7duzJo1C4C0tDTGjx/P+PHjaySe9PR0WrduHRF1V1UkMRVCCCFEWNhzNJ/PN+znx+1H8Pnn+mvdKJ4h3ZvSvVVyrV6H1JedjWvdTzi+/x7XunXgNVqIMZmwnHUWtgsvwJyaStY99xqJ5Qm658qYUVHdVq1axTnnnMPgwYP59NNPix1bsmQJCxYsYMWKFbRp04aGDRuilGLRokUMHTo0NAFX0gcffEB0Da3dWzIpBmjRogUHDhygYcOGNRJDOJDENAIopQLLxVR0nIgQQggRKTKO5PPB2j2sz8gK7Du9WRKXd29Gp6aJtfJvn9Yaz46duNaswbVmDe7ff4egmfej2rXDdsH52AYOxFS/PgCe9PRK3UOST1Gd5s2bxz333MO8efPYv38/TZs2DRzbsWMHqamp9OvXr8rv63a7ayRhTE5OPuVrnEqsZrOZlDr2f7h294WpJWJjY9myZQtbtmyRNUyFEELUKhsysnjsw82sz8hCAb3aNGDyNWfywJDOdG6WVKuSUl9hIc4fVpE76zmO/m04WffcQ/6bb+Letg20JqpNG2KHDSP5pRdJfn42sVdfHUhKg2mHA19BQeAl40ZFTbPb7bz99tvccccdXH755SxYsCBwbOTIkdxzzz1kZGSglCItLY00/9jnq6++OrCvyEcffUSPHj2w2Wy0adOGqVOn4vF4AseVUrz44otceeWVxMXF8cQTT5Qak9PpZNKkSbRo0QKr1Uq7du2YN28eAF6vl1GjRtG6dWtiYmLo0KEDzz33XLnPOHDgwOO67ebl5fHXv/6VuLg4mjVrxty5c4sdLy3WE917ypQpLFy4kI8++gilFEopVqxYQXp6Okop1q9fHyj7zTff0Lt3b6xWK6mpqTz44IPF6mrgwIHce++9TJw4keTkZFJSUpgyZUq5zxlOpMVUCCGEECGx6o/DvLp8Bz6tOaN5PW7un0ZKvZhQh1WlvPsP4Fy7Bteatbg2bgKPO3BMWW1YunfD0rsXll69MJ+gy56MG63dtNYQig8ZbLZKfwD0zjvv0LFjRzp06MDNN9/M+PHjeeihh1BK8dxzz9G2bVteeeUV1q5di9lsTFLWuHFj5s+fz+DBgwP7vvvuO4YPH87s2bM599xz2bFjB7fffjsAkydPDtxvypQpPPXUU8yaNYuoqNLTl+HDh7Nq1Spmz55N165d2bVrF0eOHAHA5/PRvHlz3n33XRo0aMAPP/zA7bffTmpqKtdff32Fn3v69On84x//YOrUqSxdupRx48Zx2mmncfHFF5cZ64nuPWHCBLZu3Upubi7z588HjNba/fv3F7v3vn37uOyyyxg5ciRvvPEGv/32G6NHj8ZmsxVLPhcuXMj999/P6tWrWbVqFSNHjqR///7FYgxXkpgKIYQQosZ9tTmT/6zchQb6tGvIbQPb1opJjbTbjXvLFlxr1uJcuxbv3r3FjptTUrD07o2lVy8sXc5EWSx4MzPRdjseu71Y2ZJjQWXcaC3ncHD4mmtr/LaNPngfYir3gdC8efO4+eabARg8eDA5OTl88803DBw4kKSkJBISEkrtilqvXr1i+6ZOncqDDz7IiBEjAGjTpg2PPfYYEydOLJaY3njjjdxyyy1lxvP777/zzjvv8OWXX3LRRRcFrlUkOjqaqVOnBrZbt27NqlWreOeddyqVmPbv358HH3wQgNNOO42VK1fy7LPPFkv6Sou1vHvHx8cTExOD0+kst+vuCy+8QIsWLZgzZw5KKTp27Mj+/fuZNGkSjz76KCaT8fuzS5cugbpr3749c+bMYdmyZZKYiqpRUFBAr169AFi7dq105xVCCBGxtNZ89NNePvzJSNguPD2Fm/qlRfTERr6sLJxr1+FauxbXTz+hCwv/PGg2E935dKxn98bSuxfm5s2LtU55MzM5dtfd6BJJKRitoMlz5xyXnAoRStu2bWPNmjUsWrQIgKioKIYNG8a8efMYOHBgpa61YcMGVq5cWax7rtfrxeFwUFBQEHjP27Nnz3Kvs379esxmMwMGDCizzNy5c3n99dfJyMigsLAQl8tV6dlu+/bte9x20ay9RUqLtSruvXXrVvr27Vvs90f//v2x2+3s3buXli1bAkZiGiw1NZVDhw5V6l6hEhaJqVJqCjC5xO5tWuuO/uM2YAZwA2AFlgJ3aq0PBl2jJfAicD5gBxYCD2mtPUQ4rTW//vpr4GshhBAiEvl8mv+tSufLzZkADD2rOVed1TzixpFqrfFs345r9Rqca9bi+eP3YsdNSfWw9OpptIqe1QNTXFzZ13I4jKTUYi3WFbdov4wfrUNsNqP1MgT3rYx58+bh8XiKTXaktcZqtTJnzhySkpIqfC273c7UqVO55pprSgnrz7jiyvk/BBBzghbft956iwkTJjBjxgz69u1LQkIC06dPZ/Xq1RWOtaJKxlqT9waOm2xJKYXP5yujdHgJi8TUbwtwUdB2cEL5LHA58BcgB5gDfAD0B1BKmYFPgUygH5AKvAG4gX9Ud+BCCCGEKJ/H6+P1b3bwwx/GmK+b+qVx8ZmpIY6q4rTPh/vXX3F+vxLnypX4/GPXikS1a4+1dy8svXsR1b49ylS5bsnKZsMU1CPKB8eNIxW1m1Kq0l1qa5rH4+GNN95gxowZXHLJJcWODR06lP/973+MHTu21HOjo6PxFi2D5NejRw+2bdtGu3btTimuM888E5/PxzfffBPoyhts5cqV9OvXjzvvvDOwb8eOHZW+z48//njcdqdOnco9pyL3tlgsx9VNSZ06deL9999Hax34MG/lypUkJCTQvHnzyjxG2AqnxNSjtc4suVMplQSMAm7UWn/t33cLsFUp1Udr/SNwCdAZuMjfirpeKfUI8LRSaorW2lXyukIIIYSoGS6Pjxe++p31u7MwKbhtYDv6ndYo1GGdkPZ6cW/ciHPlD0Yymp0dOKZiYrB07/7nxEVVsLSEEOFu8eLFZGVlMWrUqONaRq+99lrmzZtXZmKalpbGsmXL6N+/P1arlfr16/Poo48yZMgQWrZsyXXXXYfJZGLDhg1s3ryZxx9/vMJxpaWlMWLECG699dbA5Ee7d+/m0KFDXH/99bRv35433niDpUuX0rp1a958803Wrl1L69atK/X8K1euZNq0aQwdOpQvv/ySd99997g1XEuqyL3T0tJYunQp27Zto0GDBqW2Ot95553MmjWLe+65h7vvvptt27YxefJk7r///sD40kgXTk/RXim1Xym1Uyn1H3/XXICzgGjgq6KCWuvfgAygqKN3X2BTcNdejO6+icDpZd1QKWVVSiUWvYCEKnweIYQQos4rcHqY8dlW1u/OItps4p5LOoR1Uqrdbpxr15H77CyO/vUmsv/xTwo//RRfdjYqLh7bhReSNPlRGr71P5IeeZiYQYMkKRV1xrx587joootKTZyuvfZa1q1bx8aNG0s9d8aMGXz55Ze0aNGC7t27AzBo0CAWL17MF198Qa9evejTpw/PPvssrVq1qnRsL774Itdddx133nknHTt2ZPTo0eTn5wMwZswYrrnmGoYNG8bZZ5/N0aNHi7VgVtTf//531q1bR/fu3Xn88ceZOXMmgwYNKvecitx79OjRdOjQgZ49e9KoUSNWrlx53HWaNWvGZ599xpo1a+jatStjx45l1KhRPPzww5V+jnClwmHMolLqUiAe2IbRDXcy0Aw4A7gCmK+1tpY4Zw2wXGs9SSn1CtBKaz0o6HgskA9cprX+vIz7TuH4sa3k5OSQmJhYFY9WJfLz84mPjweMvvgn6mcvhBBChIOcAhczPvuNjKP5xESbGTe4Ix2bhs/f1yLa58P18y84ly/HuXo12v9mFsCUmISlbx+s/ftj6dYVVWL8Vlm8mZkVmj3Xk57OsTFjSx1jistJ8ssvERW05qMQQoSj3Nzcog8skrTWuSdzjbDoylsicdyolFoN7AauBwpLP6tKPAnMDNpOAPaWUVYIIYQQFXQkz8n0T3/lYI6DBFs0Ey7vRKuG4fXBqvfQIRxffEnhF1/iO/znrJWm+vWx9u+PtX8/os88E+Vfc7HC163ETLuyNqkQQhjCIjEtSWudrZT6HWgHfAlYlFL1tNbZQcWaYEx2hP/f3iUu0yToWFn3cQKBvwLhOiugUirQpSFcYxRCCCGKHM518OTHWziW76JBvJUHLu9ESr3wmNRFezy4flxN4dKluH76Cfw9x1RcPLYLzsd63nlEd+5U6cmLit2jEjPtytqkQghhCMvEVCkVD7QF3gR+wphd90Lgff/xDkBLYJX/lFXAP5VSjbXWRR95XgzkAr/WYOjVIjY2lvT09FCHIYQQQpzQkTwnTy/+lWP5LlKSbEwc0pnkeOuJT6xmnn37cCxZiuOrr4pNYhTdpSsxgy/B2q8fylq1cVZ0pl1JPoUQIkwSU6XUM8AnGN13mwJTAS/wP611jlJqHjBTKXUMI9l8Hljln5EX4AuMBPRNpdREIAV4HJjrbxUVQgghRDU7anfy9CdbOJLnpEmSjUlXnE79OEvI4tGFhTh/WEXh0qW4N20K7DfVr4/t4ouxXXIJUc2alnMFIYQQNSUsElOgOfA/oAFwGPge6KO1Puw/fh/GB43vA1aMGXcD01lprb1KqSHAixitp/nAQuDRmnoAIYQQoi47Zncy7ZNfOZznpFGClUlDOockKfXl5OBcvRrnD6tw//wL2u1fMc5kwtKzJzGDB2Hp1QsVFS5vgYQQQkCYJKZa6xtOcNwB3OV/lVVmN3BZFYcWFgoLCznvvPMA+Pbbb4kJ88WXhRBC1C3Z+S6eXvwrB3MdNEyw8uAVp9do911vZibOVatwrvoR95Yt4PMFjplTUrANugTbRRdhbtjwlO9TmbGg2uHAV2JbCCFE6cIiMRXl8/l8rFu3LvC1EEIIES5yClxMW2zMvtsg3mgpbZBQvUmp1hrPzl24Vq3CuWoVnp07ix2PatsWa9++WPv2xdw6rUomDpSZdoUQonpJYiqEEEKIk5Jb6Gba4l/Zn11I/TgLk67oTKPE6km6vMeycG/aiHvjJlw//YT34ME/D5pMRJ9+BtZ+fYxktEmTsi90kmSmXSGEqF6SmAohhBCi0uwON9MX/8q+rELqxVqYNKQzjaswKfUeOYJ70ybcmzbj2rgR7759xY4rixXLWT2w9O2LtXcvTMbC7tVOZtoVQojqIYmpEEIIISol3+Fh2uKt7DlWQFJMNJOu6HzK65R6Dx82WkM3bsS9eTPe/fuLF1CKqNatie7SBUvXLli6dZMusUIIUYtIYiqEEEKICst3enjms61kHM0n0Z+Upp5kUurZtx/nd9/iXPENnt27ix80mYhq0xbLmWcQ3eVMok8/HVNCQhU8QXGVndBIiLpu5MiRLFy4EICoqCiSk5Pp0qULf/3rXxk5ciQmk6lC11mwYAHjx48nO2hdYVG3SWIqhBBCiAopcHqY8elWdh22E2+LYuKQzjStH3viE4N4jxzB+e13OFZ8g+eP3/88YDIR1bYdli5n/pmIxsVV8ROUiKUSExoVkZl2hYDBgwczf/58vF4vBw8eZMmSJYwbN4733nuPjz/+mChZjkmcBPmpiRANT3GKeyGEEOJU7DpsZ/43O8g4WkCc1UhKmydXLCn1ZWfjXPkDjm++wb15M2htHDCZsHTrhnXAeVj79q2WFtHyVGZCI5lpV4SjULX4W61WUvzXb9asGT169KBPnz5ceOGFLFiwgNtuu42ZM2cyf/58du7cSXJyMldccQXTpk0jPj6eFStWcMsttxix+mfNnjx5MlOmTOHNN9/kueeeY9u2bcTFxXHBBRcwa9YsGjduXG3PI8KDJKYRIC4ujsOHD4c6DCGEEHVQgdPD+2v3sPzXTHyaQFLaskH5rZm+wkKc36/E+e23uH7+udjaotGnn45twACs5/THVL9+dT/CCVVkQiOZaVeEm5Np8a9OF1xwAV27duWDDz7gtttuw2QyMXv2bFq3bs3OnTu58847mThxIi+88AL9+vVj1qxZPProo2zbtg2A+Ph4ANxuN4899hgdOnTg0KFD3H///YwcOZLPPvusxp5FhIYkpkIIIYQ4jtaaH7cf4X+rdpNb6Aagb7uG3NC3FUmxlnLPda5eTd5zs/FlZQX2RbVrj23gAKznnYu5UaNqjb26SPIpwkllWvxrSseOHdm4cSMA48ePD+xPS0vj8ccfZ+zYsbzwwgtYLBaSkpJQSgVaXovceuutga/btGnD7Nmz6dWrF3a7PZC8itpJElMhhBBCFHMgu5A3v9/Fr/tyAEhJsjH83DZ0blb+kiy+/Hzsr7yK44svACORs118MdYB5xHVrFm1xy1EXVTRJYxqgtY60DX3q6++4sknn+S3334jNzcXj8eDw+GgoKCA2NiyhwH89NNPTJkyhQ0bNpCVlYXP39siIyODzp0718hziNCQxDQCFBYWcumllwLw+eefExNzalPyCyGEEKVxeXx88vNePt+wH49PE202cWWPZgzu0pToqPJn2nT98gu5M2fhO3IYlCL2mmuIG/43lKX81tXqUNlxdzKhkRBVY+vWrbRu3Zr09HSGDBnCHXfcwRNPPEFycjLff/89o0aNwuVylZmY5ufnM2jQIAYNGsR//vMfGjVqREZGBoMGDcLlctXw04iaJolpBPD5fHzzzTeBr4UQQoiqtiEjize/38WRPKOlpUuLetx8TmsaJ5Y/qY+vsJD81+dTuHgxAObUVBLuvx/LGadXe8ylqcy4O5nQSIiq8/XXX7Np0ybuu+8+fvrpJ3w+HzNmzAgsH/POO+8UK2+xWPB6vcX2/fbbbxw9epSnnnqKFi1aALBu3bqaeQARcpKYCiGEEHXY4VwHb/24m592HQOgfpyFm/qlcVbr5ECXvLK4Nm8mb8ZMvJmZAMRccQXxt4xEhbBnT2XG3cmERqI2CEWLv9PpJDMzs9hyMU8++SRDhgxh+PDhbN68GbfbzfPPP88VV1zBypUreemll4pdIy0tDbvdzrJly+jatSuxsbG0bNkSi8XC888/z9ixY9m8eTOPPfZYtT+PCA+SmAohhBB1iNaavccK+CU9i192Z7HrsNGyaFJwyZmpDD2rBTaLufxrOJ3kv/EmBYsWgdaYGjUm8b5xWLp3r7a4K9s9t6Lj7iT5FJEqlC3+S5YsITU1laioKOrXr0/Xrl2ZPXs2I0aMwGQy0bVrV2bOnMnTTz/NQw89xHnnnceTTz7J8OHDA9fo168fY8eOZdiwYRw9ejSwXMyCBQv4xz/+wezZs+nRowfPPPMMV155ZbU9iwgfShetJSZQSiUCOTk5OSQmJoY6nID8/PzALGR2u524al5wXAghRO3i8fr4PTOPX9KP8cvurEB33SKdmibx136tTrgEDIB72zZyn5mJd+8eAGyXXEL8mNuLJYEVVdFkszLdcz3p6RwbMxaVmFQ8MS0oQOfmkPzyS0SlpVU6ViHCUajWMRWipNzcXJKSkgCStNa5J3MNaTEVQgghaqECp4dNe7L5ZXcWGzOyKHD9OZYr2mzi9GZJdE+rT7dW9U+4/IvWGs/27Ti+/IrCTz8Fnw9T/fokjB+HtXfvk4qvMslmOC6LIUQ4kORT1CaSmAohhBC1RL7Dw0/px1iz4yhb9+fg9f3ZKyrBFk23VvXo1iqZ05snYYsuv7sugGffPpzLV+BYsQLvvn2B/dYBA0i48w5MpfQuqmgLzskkm5VZFkNm2hVCiMgiiWmEKG+9JyGEEHVXocvDL+lZrN5xhM17iyejKUk2uqcl0yOtPm0bJ2AylT+ZEYD32DGc33yDY/k3eP74PbBfRVuw9O1jrEva86zSz61EK2hgfxWvwSgz7QohRGSSxDQCxMXFkZ+fH+owhBBChAmHy8v6jCzW7DjKpj3ZuL1/tg02qx/L2W0b0LNNA5rWr9jsuD67HecPP+BcvgLXxo1QtDSZyYSlRw8sXbsSfcbpgaTOk54OVE0raFWTmXaFECIySWIqhBBCRACH28umPdms3n6EDRnFk9HUejGc3bYBvdo0oFly+T1stNuNd89ePLt2Ga8dO3Bv+RXt/nPx+uhOnbAOHIjt3HPQTmfIW0EDsVewe64kn0IIEXkkMRVCCCHCiMPlZX92IfuyCtifVciBLOPrI3lOgufRb5xoo3fbBvRu24AWybEopfBmZuJJPxQo48vNw7t3D97MTHzHsoxEdHcGeD1ot+fPllHA3Kwp1rPPxjrgPCxnnhnY70lPr9ZW0Iokm9I9Vwghaj9JTCOAw+Hg2muvBeD999/HJn+AhRAionl9mqx8F0fynGTmFLI/q5D9WQXsyyokK99VrKx2uwMJZMPYKHo2jaNX01jSmiQSlZpqlHG5cP78M9n/+Ce+nFxwudAuF3g8xkXMZswtW6Ki/X/2o6LwZWaCMqGsFpTVhvfgQQo/+QTH8uVhNxZUuucKIUTtJ4lpBPB6vXz22WeBr4UQQoSf4NloPT5NtsPLkQIPRz2KrKhYDuc5OZLn5KjdydEsOz6v7/iLmEyo6GiSYqJpWj+W1CgPCe+8SZOcgzRx5BDncaA8HrTTxRGTwnbuuXgPH8G7fx+60IF3dwaYTKD8kxyZzRAVhYqOIubKK7D26klU69b4CgvJGntHSFtBK5tsSvIphBC1mySmQgghRCVprckpcHM4z8HhXCcH9x5izzsfcQQLxyxx5ETHoilKDk3+1spo41y3G29GBiaPh2R3Pg1ceTQpzKFZ/hFSfAW0uX0EMdZofFkZeH7bSf4vy4puis/pNFpPtQafD+ePq1FWYw1SFRcHMTGYEhMxJSWhYmJQsbFopxOdm0PslVcQlZZmXCpo8qJQzogryaYQQogikpgKIYQQpXB7fGTu3MPBY/kcyvdwuMDN4XwPRwo8HHH48Jj//BOqnU68cc2NlkqTCYAo7SXZkUtq7iFapsXQ2BpFfXc+Cdn7MC17D6vXjdIa7fEYXW59PvD5cE0/iNufbGqnC52XZ7R8+q9rtIBGg1LEXn8dlp69iGqdhi83l6yxd6ASk4olm8HjUk9FdbSCCiGEEEVqXWKqlLoLeABIATYA92it14Q2KiGEEJUV3DU2WGkJzsmW9fg0Rwo8HLS7OeRSHFZWDuY4OJjr4GiWHe+uXdgchdjcDiweFxaPC6vHTWvtJrZeIvWiFfWVh0SnHeuGn4jDS6zPjc1VSJTLCS4XeL2Y9/wQaNnUThfe7GNgNqOLkk2ljJfZjLlZU6KaNUPVqwdoCj/4EJWQgCk+HqxG11tdWIjOzSFm8OA/W0Hz8k6twssgraBCCCFqQq1KTJVSw4CZwFhgNTAeWKqU6qC1PlTeuUIIIcKHNzOz1CVKvChcifWIe3oarvoNcXq8FGYe4tC0GbgKnXg0uFF4MOFVJtzRVsznDUCbzbidLty5dhybNuHz+PACXg1WtxOb24nN4yTOGk1nt4MezgKshflY8nOJ0j6i0Ma/2keUz4PZ58Xaojmm4GTz4O7iLZtFlMLUIJmoZs0wNWgASlH40ceoxEQj2YyORkVH43O7IS+Xeo/9K5BsetLTcS5fUalW0IouqVLRstIKKoQQoibUqsQUuB94VWs9H0ApNRa4HLgVeCqUgZ2Kwrz8wNdZew/iii1/jTohhAh3Pu3D4XBRmO+gIN9JQYEDR6GDwgInznwHhUeOYScVd2IUbpMZ5fVi9riJdjux5jix3TcVm8eF1VWItTAfa24OMbqUyeG0ht9/RvknA9Jag9P55+RAgEIT5fMS5fNiqV+PaGs00VEmomI1+kgWymxGWSwQZQZzNOgo8Hiw9u6FOSUFFRODdjgo+O9/UXHxqNhYVFQUREejPR50vp3606cVTza/++64ZFN5PGUmnFW9pIq0ggohhAg3tSYxVUpZgLOAJ4v2aa19SqmvgL5lnGMFrEG7EgByc3OrMdLK+/HV/wa+3viXG7GZzSGMRgghqk/RL+VErWnidIEqpZAGrBZMJpPRA1ZrvM4CfAqUUkb3WJMyklINUY2SUXGxmKKjUT4v3t9+wxQdjTkqimilsZqVMb7T7SL+1puJatsWU0I8vtxccv71GCqpHubgCYIKC9F5uVhvuhFatUIDnt27yf/4Y4i2GEkpgNttJJBeL9F5eUT5/7Z48vLI83ggLw/ldv/5WA4HeDxEBZX1ut3YrVZ0fj4U/PkhJRiTHUW73ZiL/mbFxhL11JNlJq35sbFwMmWFEEKIE6iK/ElpXVXTIoSWUqopsA/op7VeFbR/GjBAa312KedMASbXWJBCCCGEEEIIUXs111rvO5kTa02L6Ul6EmNMarBk4FgIYjmRBGAv0Byonhku6jap3+ol9Vv9pI6rl9Rv9ZL6rV5Sv9VP6rh6Sf1Wr6qq3wRg/8meXJsS0yOAF2hSYn8TILO0E7TWTqDkgm1h2XdJ/TkeKk9rHZYxRjKp3+ol9Vv9pI6rl9Rv9ZL6rV5Sv9VP6rh6Sf1Wryqs31P63phOXCQyaK1dwE/AhUX7lFIm//aqss4TQgghhBBCCBFatanFFIxuuQuVUuuANRjLxcQB80MZlBBCCCGEEEKIstWqxFRr/bZSqhHwLyAFWA8M1lofDGlgVcMJTOX4rseiakj9Vi+p3+ondVy9pH6rl9Rv9ZL6rX5Sx9VL6rd6hUX91ppZeYUQQgghhBBCRKZaM8ZUCCGEEEIIIURkksRUCCGEEEIIIURISWIqhBBCCCGEECKkJDENI0oprZQaGuo4ajOp4+ol9Vu9pH6FEEIIUVtJYlrFlFIL/G8eS77aVeM9WyqlPlVKFSilDimlpiulooKOpyql/quU+l0p5VNKzaquWGpCONaxv8xdSqmtSqlCpdQ2pdTw6oqnOoWofmcrpX5SSjmVUutLOT6ljJjyqyum6lLT9auU6qqU+p9Sao//Z3OrUmpciTIDy4gppTpiqk5B9ftSKcfm+o8tqIb7dlFKfaeUcvjremI5ZW/wx/FhVcdRE0JRx0opm/++m5RSntLqTil1jVLqS6XUYaVUrlJqlVJqUFXGURNCVL8DlVIfKaUOKKXylVLrlVI3lVLuL0qp3/w/55uUUpdVZRw1Iczrd7z//UOh//fIs0opW1XGUpOUUn2VUl6l1KfVfJ9yfy7L+Lu7pDpjqik1UcdKqdOVUu8rpdL9dTe+lDJ3KKU2+n/3Fv3+vbSy95LEtHosAVJLvHZVx42UUmbgU8AC9ANGACMxlswpYgUOA48DG6ojjhAIqzpWSt0BPAlMAU4HJgNzlVJXVEdMNaDG6jfI68DbZRx7ppR4fgXereaYqktN1u9ZwCHgZoyfzSeAJ5VSd5dStkOJmA5VU0zVbQ9wg1IqpmiH/83djUDGqVxYKRVdyr5E4AtgN0Z9PwBMUUrdXkrZNIyf5+9OJY4wUKN1DJiBQmA28FUZp54HfAlchvF9WA58opTqfirxhEhN128/YCNwLdAFY/33N5RSQ4LO6wf8D5gHdAc+BD5USp1xKvGESDjW743AUxhLdnQCRgHDgP87lXhCbBTwPHCeUqrpqVxIKWVWSh2Xt1Ti57Lk392/nko8YaTa6xiIBXYCDwKZZZy+13/8LKAn8DXwkVLq9EoFobWWVxW+gAXAh2Ucuwr4GXD4v8GTgaig4xq4A/gc4w/wTuC6E9zvUsALNAnaNxbIASyllF8BzAp1PdW2OgZ+AKaXOG8G8H2o6yvc67fE9acA6ytQrqv/XueGur4iqX6DrjMX+Dpoe6D/2vVCXT9VVb/AJuCmoP03Ynww9yGwwL9vMPA9kA0cBRYDbYPOSfPXyzDgG//3ZWQp97wDOBb8OxfjDeZvJcqZgZUYbyTK/DkI91co6ri0+1cw1i3Ao6Gus0iq36BzPwVeD9p+G1hcosyPwEuhrrNaUr9zgGUlykTk+wh/7PFAHsYHnm8B/wg6NtBfb5djJOwO/8/SGUFlRvrr/UqMD6I9QFop9znhz2VlfmdE0qum6rjEPdOB8RWM7xgwqjLPJC2mNUQpdS7wBvAc0BkYg/ED8c8SRR8D3sd44/0f4C2lVKdyLt0X2KS1Phi0bymQiNE6UmeEuI6tGP/pgxUCvcv49DTiVGP9nozbgN+11pHe6hRQw/WbhPEHo6T1/q5mXyql+lfymuHmdeCWoO1bMVopgsUBMzE+3b0Q8AGLSvnE+CmM70snjP/7JfUFvtVau4L2LQU6KKXqB+17FDiktZ5XyWcJVzVZx5Xmv0cCpf+sR4JQ12/J3xN9Ob61eql/fyQKt/r9AThLKdUbQCnVBqP1/7MKXi/cXI/x4dw24N/ArUopVaLMdODvQC+Mnn2flHjPFAtMwvibfzql9+Kp6M/lQGUMxdqmlHpRKdXgZB4qzNRUHVeKv+X1Boz/P6sqdXKos/3a9sL4VMYD2INe72L8p3moRNmbgf1B2xp4sUSZH4EXyrnfK8DSEvti/de6tJTyK6gdLaZhVccYXW0OYHRhUBh/xDL9ZVJDXWfhXL8lyk7hBC2mgA3jj/nEUNdVpNWvv3w/wA1cErSvA0YifJb/+Ov+Mj1CXV8nWb8fAo0wPixq5X8VAg0Jag0p5dyG/jo+w7+d5t8ed4J7fgG8XGJfZ/+5nfzb52B0dWoYHGeo6ytS6ri0+1eg3ET/74rGoa6zSKpf/3nXA07g9KB9LuCvJcrdCRwMdZ3Vhvr177/XX89uSvl9H0kvjN4h4/xfR2EkRQP92wP9zzcsqHwyUABc798e6S/T9QT3OeHPJXADRqvgmcBQjNbBNYA51PUUCXVc4p7plNFi6q9fO8Z7nGzgsso+U7HJW0SVWY7RtatIPkYzen+lVHDrhxmwKaVitdYF/n0lP1lYBXQDUEp9Dpzr379ba12nWkRLCLc6fgxIwUgSFHAQWIjxxshXwWuEk3Cr32BXY7SCLDyJc8NFSOrXP+bmI2Cq1vqLov3a+LR1W1DRH5RSbYH7gL9V/vFCT2t92D8ZxEiM/5Ofaq2PBH+YrJRqjzFW/GyMN5xFrSAtgc1Bl1sXdM4WjDexAN9prU84uYNSKgF4ExittT5yss8UbsKpjkvyj9ebDFyltY7IsdKhql+l1PkYLYejtdZbqvKZwkm41a9SaiDwD4ykajXQDnhOKfWI1vqxU3zcGqWU6gD0xvh7jdbao5R6G2MYw4qgooG/Z1rrY0qpbRitzkVcGH8bUUq1xEgoi/yf1rpC42+11m8FbW5SSm0EdmAkb8sq9lThJdzq2G8bxvuRJOA6YKFSaoDW+tdyzwoiiWn1yNdabw/eoZSKx/gj+UEp5Ut2AS3LbUDRQH23/99MjB/MYE2CjtVWYVXHWutCjC4UY/zHDgC3Y/T9P1zBe4eTmqzfyroNYzzJwROWDF81Xr9Kqc4Yf4Bf0Vo/XoFrrcFo5Ytkr2OM2wK4q5Tjn2BMWDQa2I/xpnMzxkRnwYJnf74MKOoGVej/N5M/fycUCf4d0RajZeWToDe9JgCllAfooLXeUZEHCkM1VccV5u9C9hrwF611WRMlRYoarV+l1AD/Ne/TWr9R4hpl/ZxH8nuNcKrfx4A3tdav+bc3KaXigFeUUk9orSPpQ+5RGDnG/qDfeQpwljHxXlkKtb8pDqP+uwUdK+oGXemfS631TqXUEYzkPyITU2q2jitEG8NZit7b/KSU6gWMw+iRVSGSmNacnzHefGw/Qbk+GOPMgrd/AdBa7yul/Crgn0qpxkGfCl8M5FL8U4+6IOR1rLV2Y3TXK3pztDjC/piUp7rqt8KUUq2B8zG65NQ21Va//lnxvgYWaq1LjlktSzeMD1gi2RKMN5CaEuO+/OOLOmC0Wnzn33fCRFxrvbuU3auAJ5RS0f7fAWD8jtimtc5SShVidHEK9jhGy/84jBlCI1VN1XGFKKX+ipFs3KC1rtYlKmpIjdWvv8VuMTBJa/1KKUVWYYyznBW072IqO4YsvIRT/cZyfA8rb9HpJ7pvuFDGUnrDMcY1flHi8IcYs+H+5t/ug38WZP94/NOAraVdV2vt4c+kJ1ilfy6VUs2BBkTo37gQ1PHJMmHMwVJhkpjWnH8Bi5VSGcB7GL98umKMU3g4qNxflFLrMGaBuwmjpW5UOdf9AiM5elMZ6+alYLzhmau1dhYVUkp1838ZDzTyb7sq07weAUJWx0qp0/zXWQ3UB+4HzsBYWqa2qK76RRlreMZj1G1M0M/rr7r4hDK3Yvwh+fzUHyfsVEv9+rvvfo3xpmum+nNtUq/W+rC/zHiM5Wq2YIzhvQ24ALikyp4uBLTWXuWfGEpr7S1xOAtjls3blVIHMLrmPXWSt/ovRmv3PKXU0xj/98dhdIVGa+2geLc/lFLZ/mPF9keaGqzjolZ/C8Y4qYSi3xNa6/X+4zdidPEfB6wO+lkv1FrnnOx9Q6mm6tffvXQxxgQ+7wfVnUtrXdRq8hzwjVLq7xgzyt6AMZ/CccsiRYowq99PgPuVUr/wZ1fex4BPSoktnA3BeB80r+T/O6XU+xh/rx7w73pUKXUUY/jTE8ARjMSqMsr9uQzqjfQ+f/ZgmYaRgFXJRGshUKN1rJSyYMybAMbv4Gb+37/2og/TlVJPYrw3y8D40PVGjK7SlVtLurKDUuV1wkHBCyh7KYhBGAOVCzCWGlmN8Ulc0XGNMbbgC4yue7vwD1A+wT1bYczaVoDRbfQZgpaYCLp2yVd6qOurttQxRn/9X4Lu+yFG61fI6ytC6ndFGT+jaUFlTBgtS0+Euo4iqX4xJpQq9/8/xljo7Rjdzo5ijIE9P9R1VdX16z/+IX8uBXERxodODoxlIgb462ao/3iaf7tbBe7bBWNtUgdGr4lJpxJnOL9CWMfppf0sBx0v6/fIglDXWbjXr/+epdXdihLl/oIxjsyJ8WFLpSc3CfUrXOsXo7FoMn/+Ls7AWNqrXqjrrJL1+wnGeN3SjvX2P/e9/n+H+H+OnBh/77oElR0JZFfwnmX+XGIMb1mKMdusy/975BWClgCMtFdN13HQz3l5P7/z/HXr9Nf1V8DFlX025b+YEEIIIYQQQlQrf7fm5UB9rXV2SIOppSK1jmUdUyGEEEIIIYQQISWJqRBCCCGEEEKIkJKuvEIIIYQQQgghQkpaTIUQQgghhBBChJQkpkIIIYQQQgghQkoSUyGEEEIIIYQQISWJqRBCCCGEEEKIkJLEVAghhBBCCCFESEliKoQQQgghhBAipCQxFUIIIYQQQggRUpKYCiGEEEIIIYQIKUlMhRBCCCGEEEKElCSmQgghhBBCCCFCShJTIYQQQgghhBAhJYmpEEIIcZKUUguUUulVfM2RSimtlEqryuueLKXUFKWUDtG90/x1MSEU9xdCCFFzJDEVQggRUkqptkqpl5VSO5VSDqVUrlJqpVJqnFIqJtTxVRel1D+UUkNDHUc4UEpdppSaEuo4hBBChI4kpkIIIUJGKXU5sAm4HvgEuAd4CMgApgPPhS66avcPYGgp+98EYoDdNRpNaF0GTA51EEIIIUInKtQBCCGEqJuUUq2BtzASsAu01geCDs9VSrUDLg9JcCGktfYC3lDHIYQQQtQkaTEVQggRKhOBeGBUiaQUAK31dq31c1BsrOHIkuX8+6cEbU/x7ztNKfVvpVSOUuqwUuoxZWihlPrI32U4Uyn19xLXK3WMp1JqoH//wPIeSik1QSn1g1LqqFKqUCn1k1LqupIxA3HACP81tVJqQWn3V0otVkrtLONeq5RS60rsu9l/z0Kl1DGl1FtKqRblxRx07jlKqbX+LtU7lFJjyil7wvsopc5VSr2rlMpQSjmVUnuUUs8Gd9H2P/ddRfVS9Crlfrf7Y3L6Y+xV4niKUmq+Umqvv8wB//c5rSLPLoQQIrSkxVQIIUSoXAHs1Fr/UE3XfxvYCjyI0fL6MHAMGAN8DUwCbgKeUUqt1Vp/W0X3HQd8DPwHsAA3AO8qpYZorT/1l/kb8BqwBnjFv29HOc/xhlKql9Z6bdFOpVQroA/wQNC+fwKPAe/4r98Io3v0t0qp7lrr7LKCVkqdCXwBHAamYLxHmAocLKVsRe/zFyAWeBE4CvT2l2vuPwbwMtAUuNhfL6W5EUjwl9UYH2p8oJRqo7V2+8u8D5wOPA+kA43912zp3xZCCBHGJDEVQghR45RSiUAz4KNqvM0arfUY//1ewUhOZgAPaa2f9u//H7AfuBWoqsT0NK11YdGGUmoO8DNwP/ApgNb630qplzAS83+f4HofAU5gGLA2aP/1GEnaO/77tMJIJB/WWv9f0P0/AH4B7gT+j7L9C1DAuVrrDP+572OMAQ6o5H0mBdcF8IpSajvwf0qpllrrDK31KqXU78DF5dRFS6C91jrLf69t/noZBCxWStUD+gEPaK2fCTrvyXKeVwghRBiRrrxCCCFCIdH/b1413uO1oi/84zbXYSRe84L2ZwPbgDZVddMSSWl9IAn4DuhxktfLBT4HrldKqaBDw4Afi5JI4BqMv+vvKKUaFr2ATOAP4Pyy7qGUMmMkeR8GXQ+t9VZgaYniFb5PibqI85f7AeP70L0S1fB2UVLq953/36LvWyHgAgb661wIIUSEkRZTIYQQoZDr/zehGu+RUWI7B3BorY+Usr9BVd1UKTUEo9twN8AadOhU1gJ9G2MG377AD0qptsBZwPigMu0xEr4/yriGu4z9YHTFjSnj3G0Ys+ZW+j5KqZYYLbFXAiUTxqRy4imp2PdSa53lz9Hr+7edSqlJGC3iB5VSPwKLgTe01pmVuI8QQogQkcRUCCFEjdNa5yql9gNnVPSU0nb6W/rKUtrMtmXNdhvcEllWAlnevYriORdjfOm3GF1aD2AkardgjJM8WZ8ABRjdd3/w/+sD3g0qY8KI/VJKf077Kdw/WIXu4//efAkkA08DvwH5GF24F1C5Xlsn/L5prWcppT7BSOAHYYyBfUgpdYHW+pdK3EsIIUQISGIqhBAiVBYDtyul+mqtV52gbFE3znol9req8qhO7V7XAg5gkNbaWbRTKXVLKWUr3IKqtc5XSi0G/qKUuh+jG+93Wuv9QcV2YCRqu7TWv1f02n6HMbrDti/lWIcS2xW9z5nAacAIrfUbRTuVUheXUvZUWpP/vIjWOzBaTWcopdoD64G/AzdXxfWFEEJUHxljKoQQIlSmYbSgvaaUalLyoFKqrVJqHATGWR4BzitR7M5qiKtodtzAvfytf7dX4FwvRpIVaF31L1cytJSy+Ryf/JbnbYzZa28Duvq3g33gv//kEmNRUYYyuyv7x+AuBYb6u98WndcJo/XxZO5T1Mqpgo9jzFpcUr7/eL2yYiyPUipWKWUrsXsHxhhmaymnCCGECDPSYiqEECIktNY7lFI34l/WRSn1BrAZY4mVfhjLiSwIOuU14EGl1GsYExmdh9EiV9VxbfGPUXxSKZWMscTMDVTsb+anGLPvLlFK/RdjyZK7gO1AlxJlfwIu8reA7sdogVxdzrU/w0i0nsFI+t4vEfcOpdTDGDPRpimlPvSXbw1cjbEsTfCMtSVNBgYD3ymlXsB43nuALcGxV+I+v2Ekh88opZphjCu+luPHmhbVBcBspdRSwKu1fqucWEs6DVimlHoH+BXw+GNpAlTmOkIIIUJEElMhhBAho7X+WCnVBWMtzquAOzCWRtmI0QXz1aDi/8KYpOc6jDGWn2OMczxUDaHdhLFm5oNANsZMvssxxkyWSWv9tVJqlP+8WcAujPVS0zg+Mb0fI4l7HGPioYVAmYmp1tqhlPrYH9tXWuvjnltr/ZR/6ZX7MBJNgD0Y65N+fILYNyqlBgEzMep6r/8aqSVjr8h9tNZupdQVwGzgIYwuzouAOcCGErf/AGP90Rswut0qKpdQ7gH+B1yIsRaqByMxvl5r/X55JwohhAgPSusqGdYhhBBCCCGEEEKcFBljKoQQQgghhBAipCQxFUIIIYQQQggRUpKYCiGEEEIIIYQIKUlMhRBCCCGEEEKEVMQkpkqph5RSa5VSeUqpQ0qpD5VSHUqUWaGU0iVeL4UqZiGEEEIIIYQQJxYxiSkwAJgL9AEuBqKBL5RScSXKvYoxtX3Ra2JNBimEEEIIIYQQonIiZh1TrfXg4G2l1EiMtevOAr4NOlSgtc48mXsopRTQFGOhcCGEEEIIIYQQFZMA7NcnuR5pxCSmpUjy/3usxP6blFI3A5nAJ8BjWuuC0i6glLIC1qBdqRgLcgshhBBCCCGEqJzmwL6TOTEiE1OllAmYBazUWm8OOvRfYDewH+gCPA10AK4p41IPAZNL7tyzZw+JiYlVGfIpyc/Pp2nTpgDs37+fuLiSvZeFEEIIIYQQIjRyc3Np0aIFnELPU3WSLa0hpZR6EbgUOEdrvbecchcAy4B2WusdpRwv2WKaAOzNyckJu8Q0Pj4eALvdLompEEIIIYQQImzk5uaSlJQEkKS1zj2Za0Rci6lSag4wBDivvKTUb7X/33bAcYmp1toJOIOuXVVhCiGEEEIIIYSooIhJTP0TEz0PXA0M1FrvqsBp3fz/HqiuuIQQQgghhBBCnJqISUwxloq5EbgKyFNKpfj352itC5VSbf3HPwOOYowxfRb4Vmu9MRQBVxWr1crixYsDXwshhBBCCCFEbRIxY0yVUmUFeovWeoFSqgXwb+AMIA7YAywCHq9oP2elVCKQE25jTIUQQgghhBAiXNWpMaZa63IHgGqt9wADaigcIYQQQgghhKhR3mPHMCcnhzqMamEKdQDixNxuNwsWLGDBggW43e5QhyOEEEIIIYSoQdrlwj7vdY6NvBX3jp2hDqdaRExX3poQrl15ZbkYIYQQQggh6ibPzl3kTp+OJz0dgLgRw4m74YbQBlVCnerKK4QQQgghhBB1hfb5KHz/A+xvvAkeN6akeiSMvxdrnz6hDq1aSGIqhBBCCCGEEGHEm5lJ7sxncW/aBIDl7LNJHHcvpvr1QxxZ9ZExpkIIIUQVmjJlCk2aNEEpxYcffhjqcCplypQpdOvWLbA9cuRIhg4dGtgeOHAg48ePr9GYIrEehRDiZGmtcXy1jGN33oV70yZUTAwJ48eRNPnRWp2UgrSYCiGEEIwcOZKFCxcGtpOTk+nVqxfTpk2jS5cuFb7O1q1bmTp1KosWLaJPnz7Uj/A3Ec899xw1NRfFlClT+PDDD1m/fn2x/QcOHIj4ehRCiIrw5eSQ9/wcnCtXAhDduTOJE/4OSuHdvfu48spmw5ySUtNhVhtJTIUQQghg8ODBzJ8/H4DMzEwefvhhhgwZQkZGRoWvsWPHDgCuuuoqlCp3lbNyud1uoqOjT/r8quKfyOKUuFwuLBbLSZ+fUovedAkhRFmca9eSN/NZfNnZYDYT97ebif3LX/AdOsSxu+5G2+3HnaPi40meO6fWJKfSlVcIIYQArFYrKSkppKSk0K1bNx588EH27NnD4cOHA2X27NnD9ddfT7169UhOTuaqq64i3T9L4pQpU7jiiisAMJlMgcTU5/Pxr3/9i+bNm2O1WunWrRtLliwJXDM9PR2lFG+//TYDBgzAZrPxn//8B4DXXnuNTp06YbPZ6NixIy+88EK5z+Dz+Zg2bRrt2rXDarXSsmVLnnjiicDxSZMmcdpppxEbG0ubNm145JFHyl2GrGRXXgCPx8Pdd99NUlISDRs25JFHHinWqpqWlsZjjz3G8OHDSUxM5Pbbbz/hvRcsWMDUqVPZsGEDSimUUixYsAA4vivvpk2buOCCC4iJiaFBgwbcfvvt2IPesBXF/Mwzz5CamkqDBg246667ZLk1IURY0oWF5D0/h5xHJ+PLziaqZSvqz5pF3LBhKJMJ7XAYSanFikpMCrywWNF2O9rhCPUjVBlpMY0AVquVd955J/C1EEKI6mW32/n3v/9Nu3btaNCgAWC0Yg4aNIi+ffvy3XffERUVxeOPP87gwYPZuHEjEyZMIC0tjVtuuYUDBw4ErvXcc88xY8YMXn75Zbp3787rr7/OlVdeyZYtW2jfvn2g3IMPPsiMGTPo3r17IDl99NFHmTNnDt27d+eXX35h9OjRxMXFMWLEiFLjfuihh3j11Vd59tlnOeecczhw4AC//fZb4HhCQgILFiygadOmbNq0idGjR5OQkMDEiRMrXDcLFy5k1KhRrFmzhnXr1nH77bfTsmVLRo8eHSjzzDPP8OijjzJ58uQK3XvYsGFs3ryZJUuW8NVXXwGlt9bm5+cHvgdr167l0KFD3Hbbbdx9992BRBZg+fLlpKamsnz5crZv386wYcPo1q1bsRiFECLUtM9HztR/4dqwAYCYoUOJv2UkqpReJspmwxQbG9j2AdrlrKlQa4bWWl7+F5AI6JycHC2EEKJq+Hw+Xejy1PjL5/NVOMYRI0Zos9ms4+LidFxcnAZ0amqq/umnnwJl3nzzTd2hQ4di13U6nTomJkYvXbpUa631okWLtPGn9U9NmzbVTzzxRLF9vXr10nfeeafWWutdu3ZpQM+aNatYmbZt2+r//ve/xfY99thjum/fvqU+Q25urrZarfrVV1+t8HNPnz5dn3XWWYHtyZMn665duwa2R4wYoa+66qrA9oABA3SnTp2K1cGkSZN0p06dAtutWrXSQ4cOPeV7FwH0okWLtNZav/LKK7p+/frabrcHjn/66afaZDLpzMzMQMytWrXSHo8nUOYvf/mLHjZs2AljEkKImmR/6y19cPCl+tDQq7Xz559LLePetUsfvGSQPnTd9frI8JGB16HrrtcHLxmk3bt21WzQZcjJydGABhL1SeZi0mIqhBCiWjk9Psa+vqbG7/vSrb2xRZsrXP7888/nxRdfBCArK4sXXniBSy+9lDVr1tCqVSs2bNjA9u3bSUhIKHaew+EIjC0tKTc3l/3799O/f/9i+/v3788G/yfkRXr27Bn4Oj8/nx07djBq1KhirXwej6fMcZ9bt27F6XRy4YUXlvmMb7/9NrNnz2bHjh3Y7XY8Hg+JiYllli9Nnz59io2f7du3LzNmzMDr9WI2m497lqq899atW+natStxcXGBff3798fn87Ft2zaaNGkCwOmnnx6IBSA1NZVN/iUXhBAiHLh/+438N94EIP7OO7F07x7iiEJPEtMI4PF4WLRoEQBXX301UVHybRNCiKoWFxdHu3btAtuvvfYaSUlJvPrqqzz++OPY7XbOOuuswPjPYI0aNaqS+xcpGjP56quvcvbZZxcrF5xwBYuJiSn3+qtWreKmm25i6tSpDBo0iKSkJN566y1mzJhxipEfL/hZavrewHETRyml8Pl81XIvIYSoLF9BAblPTwOfD+t552G7qOwPFItohwNfie3aRjKcCOB0Orn++usB482KJKZCiEhijTLx0q29Q3LfU6GUwmQyUVhYCECPHj14++23ady4cYVb+hITE2natCkrV65kwIABgf0rV66kd++y66RJkyY0bdqUnTt3ctNNN1XoXu3btycmJoZly5Zx2223HXf8hx9+oFWrVvzzn/8M7NtdyvIDJ7J69epi2z/++CPt27cvM2Gu6L0tFgter7fce3fq1IkFCxaQn58fSH5XrlyJyWSiQ4cOlX0UIUQV8WZmlpoo1bblTKqKfe4LeDMzMTduQsI9d5c7i7uy2VDx8cZERyXGlKr4eJTNVt3h1hjJcIQQQlQrpVSlutSGitPpJDMzEzC68s6ZMwe73R6Yafemm25i+vTpXHXVVYFZdnfv3s0HH3zAxIkTad68eanXfeCBB5g8eTJt27alW7duzJ8/n/Xr15fa8hps6tSp3HvvvSQlJTF48GCcTifr1q0jKyuL+++//7jyNpuNSZMmMXHiRCwWC/379+fw4cNs2bKFUaNG0b59ezIyMnjrrbfo1asXn376aaA3TmVkZGRw//33M2bMGH7++Weef/75E7Z8VuTeaWlp7Nq1i/Xr19O8eXMSEhKOm/DvpptuYvLkyYwYMYIpU6Zw+PBh7rnnHv72t78FuvEKIWqWNzOzzixnUhUcXy/H8fXXYDKROGkipvj4csubU1JInjunTiT+kpgKIYQQwJIlS0hNTQWMGWQ7duzIu+++y8CBAwGIjY3l22+/ZdKkSVxzzTXk5eXRrFkzLrzwwnJbUO+9915ycnL4+9//zqFDh+jcuTMff/xxsRl5S3PbbbcRGxvL9OnTeeCBB4iLi+PMM89k/PjxZZ7zyCOPEBUVxaOPPsr+/ftJTU1l7NixAFx55ZXcd9993H333TidTi6//HIeeeQRpkyZUql6Gj58OIWFhfTu3Ruz2cy4ceMCS8KUpSL3vvbaa/nggw84//zzyc7OZv78+YwcObLYdWJjY1m6dCnjxo2jV69exMbGcu211zJz5sxKPYMQouoUW84kqPWuaH9t7HJ6srwHDpA3Zw4AcTfeSHTnThU6rzYln+VROmjtsbpOKZUI5OTk5FR6QobqlJ+fT7z/0xS73X7c2B0hhBBCCCFCwZOezrExY1GJScWXMykoQOfmkPzyS0SlpYUuwDChPR6yJzyAe9s2ok8/nXpPP4UqZwhEpMnNzS2anC9Ja517Mtc4tQE4QgghhBBCCCHKlf+f/+Letg0VF0fiAxNqVVJaVSQxFUIIIYQQQohq4tq0iYK33wYg4d57MMuY+FLJGFMhhBBCCCHEKakLy5mcDF9eHrnTpoPW2C65BNt554U6pLAliWkEsFgszJ8/P/C1EEIIIYQQ4aAuLWdSWVpr8p6bje/IEczNmhE/dkyoQwprMvlRkHCd/EgIIYQQQtQdkbYuaKTFW1MKlywh77nZYI6i/rMziD7BbOyRrComP5IWUyGEEEIIIcJEJK4LGm7xhAPPnj3YX3oFgPgRw2t1UlpVJDGNAB6Ph6VLlwIwaNAgoqLk2yaEEEIIURvJuqCRT7tc5D49De10YOnWjZhrrwl1SBFBMpwI4HQ6GTJkCGCsYyqJqRBCCCFE7aZstuLrgsJxYzhFzfAVFpI/fwGuNWugAqMgtcuJLzsbU2ISCQ9MQJlkIZSKkAxHCCGEEEIIIUrh/nUrudOn483MrNyJSpFw3zjMycnVE1gtJImpEEIIUQFaa8aMGcN7771HVlYWv/zyC926dQt1WOUaOXIk2dnZfPjhhwAMHDiQbt26MWvWLADS0tIYP34848ePr5F40tPTad26dUTUnRCibtNuN/n/+S8F774LPh+mRo1JGDsGU8MGFTrflJCAOTW1mqOsXSQxFUIIIfxWrVrFOeecw+DBg/n000+LHVuyZAkLFixgxYoVtGnThoYNG6KUYtGiRQwdOjQ0AVfSBx98QHR0dI3cq2RSDNCiRQsOHDhAw4YNayQGISKZrAsaOp7du8md/gyeHTsAsF10EfFjx2CKiwtxZLVbxHR4Vko9pJRaq5TKU0odUkp9qJTqUKKMTSk1Vyl1VCllV0q9r5RqEqqYhRBCRJZ58+Zxzz338O2337J///5ix3bs2EFqair9+vUjJSWlSsf7u93uKrtWeZKTk0lISDila5xKrGazucrrTojapmhdUFxOdG5O4IXLWefXBa1u2uej4MMPybpnHJ4dOzAlJJL0z3+S+Pf7JSmtARGTmAIDgLlAH+BiIBr4QikV/FPyLHAF8Bd/+abABzUcpxBCiAhkt9t5++23ueOOO7j88stZsGBB4NjIkSO55557yMjIQClFWloaaWlpAFx99dWBfUU++ugjevTogc1mo02bNkydOhWPxxM4rpTixRdf5MorryQuLo4nnnii1JicTieTJk2iRYsWWK1W2rVrx7x58wDwer2MGjWK1q1bExMTQ4cOHXjuuefKfcaBAwce1203Ly+Pv/71r8TFxdGsWTPmzp1b7HhpsZ7o3lOmTGHhwoV89NFHKKVQSrFixQrS09NRSrF+/fpA2W+++YbevXtjtVpJTU3lwQcfLFZXAwcO5N5772XixIkkJyeTkpLClClTyn1OIWqKNzMTT3r6ca/SxiNWtKw5JYXkuXNIfvml419huFRMbeE9fJicfz6M/eVX0G4Xlp49qf/SC1jP6R/q0OqMiPnIUms9OHhbKTUSOAScBXyrlEoCRgE3aq2/9pe5BdiqlOqjtf6xhkMWQggRQd555x06duxIhw4duPnmmxk/fjwPPfQQSimee+452rZtyyuvvMLatWsxm80ANG7cmPnz5zN48ODAvu+++47hw4cze/Zszj33XHbs2MHtt98OwOTJkwP3mzJlCk899RSzZs0qswVx+PDhrFq1itmzZ9O1a1d27drFkSNHAPD5fDRv3px3332XBg0a8MMPP3D77beTmprK9ddfX+Hnnj59Ov/4xz+YOnUqS5cuZdy4cZx22mlcfPHFZcZ6ontPmDCBrVu3kpuby/z58wGjtbZkK/S+ffu47LLLGDlyJG+88Qa//fYbo0ePxmazFUs+Fy5cyP3338/q1atZtWoVI0eOpH///sViFKKmVWa90cquTSrJZ81yLF9O3twX0Pn5KKuN+NG3YbvsUpRSoQ6tTomYxLQUSf5/j/n/PQujFfWrogJa69+UUhlAXyBiE1OLxcKcOXMCXwshRCTRWkMoxkbZbJV6UzFv3jxuvvlmAAYPHkxOTg7ffPMNAwcOJCkpiYSEhEBX1GD16tUrtm/q1Kk8+OCDjBgxAoA2bdrw2GOPMXHixGKJ6Y033sgtt9xSZjy///4777zzDl9++SUXXXRR4FpFoqOjmTp1amC7devWrFq1infeeadSiWn//v158MEHATjttNNYuXIlzz77bLGkr7RYy7t3fHw8MTExOJ3O4+or2AsvvECLFi2YM2cOSik6duzI/v37mTRpEo8++igm/xILXbp0CdRd+/btmTNnDsuWLZPEVIRUZdYblbVJT40vPx/vvn1Vf2GtKfhgEc5vvwUg6rQOJE6cQFSzZlV/L3FCEZmYKqVMwCxgpdZ6s393CuDSWmeXKH7Qf6y061gBa9CuUxt4U02io6O56667Qh2GEEKcHIeDw9dcW+O3bfTB+xATU6Gy27ZtY82aNSxatAiAqKgohg0bxrx58xg4cGCl7rthwwZWrlxZrHuu1+vF4XBQUFBArH9dwp49e5Z7nfXr12M2mxkwYECZZebOncvrr79ORkYGhYWFuFyuSs9227dv3+O2i2btLVJarFVx761bt9K3b99iHyD0798fu93O3r17admyJWAkpsFSU1M5dOhQpe4lRHWpzHqjsjZp5fnsdrLuvgfvwYPVdxOTibgbbyT2hmEof+8XUfMiMjHFGGt6BnDOKV7nIWDyCUsJIYSo1ebNm4fH46Fp06aBfVprrFYrc+bMISkpqZyzi7Pb7UydOpVrrrnmuGO2oJaSuBNMpBFzgqT6rbfeYsKECcyYMYO+ffuSkJDA9OnTWb16dYVjraiSsdbkvYHjZhJWSuHz+cooLYSoLbTW5D0/B+/Bg8akUAmJVX4Pc6OGxI+5nejTTqvya4vKibjEVCk1BxgCnKe13ht0KBOwKKXqlWg1beI/VpongZlB2wnA3jLKhozX6+W7774D4Nxzzw2MYxJCiIhgsxmtlyG4b0V4PB7eeOMNZsyYwSWXXFLs2NChQ/nf//7H2LFjSz03Ojoar9dbbF+PHj3Ytm0b7dq1O7m4/c4880x8Ph/ffPNNoCtvsJUrV9KvXz/uvPPOwL4d/qUNKuPHH388brtTp07lnlORe1ssluPqpqROnTrx/vvvo7UOtJquXLmShIQEmjdvXpnHEELUQo4vvzS62ZrN1HvqSaI7dDjxSSJiRUxiqoy/WM8DVwMDtda7ShT5CXADFwLv+8/pALQEVpV2Ta21Ewj0nwjXAc4Oh4Pzzz8fMD6JP9Gn7EIIEU6UUhXuUhsKixcvJisri1GjRh3XMnrttdcyb968MhPTtLQ0li1bRv/+/bFardSvX59HH32UIUOG0LJlS6677jpMJhMbNmxg8+bNPP744xWOKy0tjREjRnDrrbcGJj/avXs3hw4d4vrrr6d9+/a88cYbLF26lNatW/Pmm2+ydu1aWrduXannX7lyJdOmTWPo0KF8+eWXvPvuu8et4VpSRe6dlpbG0qVL2bZtGw0aNCi11fnOO+9k1qxZ3HPPPdx9991s27aNyZMnc//99wfGlwoR7iqz3qisTVpxnn37sL/4EgBxf/ubJKV1QCT91p8L3AzcCOQppVL8rxgArXUOMA+YqZQ6Xyl1FjAfWCUz8gohhCjLvHnzuOiii0pNnK699lrWrVvHxo0bSz13xowZfPnll7Ro0YLu3bsDMGjQIBYvXswXX3xBr1696NOnD88++yytWrWqdGwvvvgi1113HXfeeScdO3Zk9OjR5OfnAzBmzBiuueYahg0bxtlnn83Ro0eLtWBW1N///nfWrVtH9+7defzxx5k5cyaDBg0q95yK3Hv06NF06NCBnj170qhRI1auXHncdZo1a8Znn33GmjVr6Nq1K2PHjmXUqFE8/PDDlX4OIWpaZdYblbVJK0e73eQ+NQ3tcBDdpSuxf7ku1CGJGqC01qGOoUKUUmUFeovWeoG/jA2YAfwVY1KjpcCdWuuyuvKWvEcikJOTk0NiYtX3YT9Z+fn5xMfHA9JiKoQQQghRnbyZmaW2ZCqb7bhlXKqrbF1nn/c6Be+9h4pPIPnFuZgbNgx1SOIEcnNziz7gTdJa557MNSKmK6/W+oT9bLXWDuAu/0sIIYQQQogKq871RiX5rBjXL79Q8N57ACTeN16S0jokkrryCiGEEEIIUW2KrTeamBR4YbHKeqM1wJedTe4zMwCIuewyrP36nuCMumXbgVxeWvYH+U5PqEOpFhHTYiqEEEIIIURNkPVGa57WmtxZz+E7dgxzi5bEj74t1CGFlXyHh5eX/cGxfBf1YqO5oW9aqEOqctJiKoQQQgghhAgpx+JPca1eDVHRJE6aKBNCBdFas/C7nRzLd9Ek0cbQs1qEOqRqIS2mESA6Oppp06YFvhZCCCGEEKK28KSnY3/1NQDiR91CdNs2IY4ovHy37TBrdh7FpBRjL2yPzWIOdUjVQhLTCGCxWHjggQdCHYYQQgghRJ0g643WHO10kvvU02i3C0vPnsRcdVWoQwormdmF/GflLgCu7d2C1o3jQxxR9ZHEVAghhBBCCP5cb1Tb7ceNKZX1RquHfd7reHbvxlSvHon334dSJ1yIo87weH28tOwPnB4fnZomcWmXpqEOqVpJYhoBvF4vP//8MwA9evTAbK6dzfdCCCGEEKFkTkkhee4cWW+0hjhXr6bwk08ASLj/fkz164c4ovDy/to9pB/JJ84axejz22Iy1e6kXRLTCOBwOOjduzcAdruduLi4EEckhBBCCFE7SfJZM7zHjpE3cxYAMUOHYu3VM7QBhZkte7P5fMN+AEYNbEtyvDXEEVU/mZVXCCGEEEIIUWN8WVnk/t+T+HJziGrThvhbRoY6pLCSW+jm1eXbAbigcxN6pCWHOKKaIYmpEEIIAYwcORKlFEopoqOjadKkCRdffDGvv/46Pp/vxBfwW7BgAfXq1au+QIUQIoI5f1jFsbF34t6yBWWzGUvDWCyhDitsaK15/ZsdZBe4aVY/hmF9WoU6pBojiakQQgjhN3jwYA4cOEB6ejqff/45559/PuPGjWPIkCF4PJ5QhyeEEBHLV1hI7rOzyHnsMaOltHVr6s+cQVTLlqEOLax8/etB1u/OItpsYsyF7bFG1525ZSQxFUIIIfysVispKSk0a9aMHj168I9//IOPPvqIzz//nAULFgAwc+ZMzjzzTOLi4mjRogV33nkndrsdgBUrVnDLLbeQk5MTaH2dMmUKAG+++SY9e/YkISGBlJQUbrzxRg4dOhSiJxVCiJrj2ryFrDvuxPHFF6AUsdddR/1ZzxLVunWoQwsre48V8Naq3QBcf3ZLWjaoW/PKSGIqhBAirHgzM/Gkpx/38mZmhiSeCy64gK5du/LBBx8AYDKZmD17Nlu2bGHhwoV8/fXXTJw4EYB+/foxa9YsEhMTOXDgAAcOHGDChAkAuN1uHnvsMTZs2MCHH35Ieno6I0eODMkzCSFETdBuN/b5C8ieOBHvwYOYGzeh3tNPET/qVum+W4LL4+PFr/7A7fXRpUU9Ljqj7k3CJbPyCiGECBvezEyO3XU32t8CGUzFx5M8d05IZszs2LEjGzduBGD8+PGB/WlpaTz++OOMHTuWF154AYvFQlJSEkopUkrEeeuttwa+btOmDbNnz6ZXr17Y7Xbi42vvgulChANvZqYsAVPDPOnp5E5/Bs/OnQDYLr6Y+LFjMMXGhjiy8PT2j7vZl1VAYkw0owa2rZPruUpiGgGio6OZPHly4GshhKittMNhJKUWa7GF7Iv2l/bGskbi0jrwJuGrr77iySef5LfffiM3NxePx4PD4aCgoIDYct5w/fTTT0yZMoUNGzaQlZUVmFApIyODzp0718hzCFEXhesHXrWV9vko/Ogj8ucvRLtdmBKTSLj3Hqz9+4U6tLC1fncWy7YYvYJGn9+OpNi62ZosiWkEsFgsgTFKQghRFyibrdin6j5Au5whi2fr1q20bt2a9PR0hgwZwh133METTzxBcnIy33//PaNGjcLlcpWZmObn5zNo0CAGDRrEf/7zHxo1akRGRgaDBg3C5XLV8NMIUbeE6wdekcKXl4f30OGKFXY6sS98A/fGDQBYevUmYfw4zMn1qzHCyJad7+K1FcbSMIPOTOXMFvVCG1AISWIqhBBClOPrr79m06ZN3Hffffz000/4fD5mzJiByWRM0/DOO+8UK2+xWPB6vcX2/fbbbxw9epSnnnqKFi1aALBu3bqaeQAhBBB+H3hFAu/hw2TdfS++3JxKnaesNuJvH43t0sF1sktqRfl8mleXb8fu8NCyQRzX9a7bMxRLYhoBfD4fW7duBaBTp06BN0NCCCGqltPpJDMzE6/Xy8GDB1myZAlPPvkkQ4YMYfjw4WzevBm3283zzz/PFVdcwcqVK3nppZeKXSMtLQ273c6yZcvo2rUrsbGxtGzZEovFwvPPP8/YsWPZvHkzjz32WIieUgghTkz7fOROfwZfbg4qJgZVwbGhUWlpxN9xB1HNmlZzhJFv6aYDbNmXgyXKxNgL2xMdVbff40tiGgEKCws544wzALDb7cTF1a2po4UQdY92OPCV2K4JS5YsITU1laioKOrXr0/Xrl2ZPXs2I0aMwGQy0bVrV2bOnMnTTz/NQw89xHnnnceTTz7J8OHDA9fo168fY8eOZdiwYRw9epTJkyczZcoUFixYwD/+8Q9mz55Njx49eOaZZ7jyyitr5LmEEKKyCt5+B/emTaiYGJLnzMHcNDXUIdUquw7beW9NBgA39Uujaf2YEEcUekprHeoYwoZSKhHIycnJITExMdThBOTn5wdmbJTEVAhRm8kkJUKIquZJT+fYmLGljjHF5ST55ZeISksLXYBhyP3rVrIeeAB8PhInTMB24QWhDqlWcbi8TP5gIwdzHJzVOpm7Lz4t4rs85+bmkpSUBJCktc49mWtIi6kQQoiwYU5JIXnuHFnWQQhRZZTNhoqPNyY6KjGmVMXHF0tWBfjy88mdNg18PmwDB2K94PxQh1Tr/PeHdA7mOKgfZ+HW8+rm0jClkcRUCCFEWJHkUwhRERVdm1Q+8Koc+9wX8B48iLlJE+LvvkuSpiq2ZsdRvt12CAWMuaA9cTZJx4pITQghhBBCiIhS2W7/knxWjGPZ1ziWLweTicSJEzHJ8LEqdTTPyYJvdwBwefdmdGwaPkMHw4EkpkIIIYQQIqLI2qRVz7v/AHlz5wIQd/PNRHfuFOKIahefT/PS139Q4PLSpnE8Q89qHuqQwo4kpkIIIYQQIiLJ2qRVQ3s85Dw9DV1YSPQZZxA77PpQh1TrfPLLPv7IzMMWbWbshe2JMtftpWFKI4lpBIiOjmbChAmBr4UQQgghhKgq+f/+D57ft6Hi4kl8YALKJElTVfojM4+PftoDwPBzW9M4USbcKo0kphHAYrEwffr0UIchhBBCCCFqGdfGjRS88w4ACePuxdy4cYgjql0KnB5e/voPfBr6tW9Iv/aNQh1S2JLEVAghhBBCRCTtcOArsS0qzpeXR+70Z0BrbJdcgu3cc0IdUq2itWbhdzs5kuekYYKVv53TOtQhhbWIaadXSp2nlPpEKbVfKaWVUkNLHF/g3x/8WhKicKuUz+cjPT2d9PR0fD7fiU8QQgghhKjFitYmxeVE5+YEXricsjZpBWmtyXtuNr4jRzA3a0b82DGhDqnW+eGPI6zecRSTgrEXtifGIm2C5Ymk2okDNgCvAx+UUWYJcEvQdq0Y/V5YWEjr1sYnLHa7nTiZulsIIYQQdZisTXrqHJ8vwblyJZijSJw0EVNMTKhDqlUO5hTy5ve7ALi6ZwvaNUkIcUThL2ISU63158DnQHkL/Tq11pk1FpQQQgghhAgJST5PnicjA/vLrwAQP3IE0e3bhzii2sXj9fHSsu043F46pCZyebdmoQ4pIkRMYlpBA5VSh4As4GvgYa310bIKK6WsgDVol3yUIYQQQgghIopn337sr7yCd//+CpX3ZeegXU4s3bsTc83V1Rxd3eL2+Hjz+13sOmwnzhrF7Re0w2Qqs1FNBKlNiekSjC6+u4C2wP8Bnyul+mqtvWWc8xAwuYbiE0IIIYQQosporXF8vgT7K6+inZWb+MlUrx4JE/4uS8NUoYwj+bz89Xb2ZRUAcMt5bWgQbz3BWaJIrUlMtdZvBW1uUkptBHYAA4FlZZz2JDAzaDsB2FstAQohhBBCCFFFvMeyyJs1C9fatQBEd+lK3F+HQVTF3t5HNWuGqX796gyxzvD5NEs27uf9tXvw+jSJMdHccl4buqclhzq0iFJrEtOStNY7lVJHgHaUkZhqrZ0ETZBUzthVIYQQQgghwoJz5Q/GjLp5uahoC3G3jCDmqquk9TMEDuc6eHX5dn7PzAOge6v63DKgLYkx0SGOLPLU2sRUKdUcaAAcCHUsQgghhBBCnCpfQQH2l17G8eWXAES1aUPiAxOISksLbWB1kNaa77Yd5r8/pONwe7FFm7mxXxrndmgkjV0nKWISU6VUPEbrZ5HWSqluwDH/azLwPpCJMcZ0GrAdWFqzkVa9qKgo7rzzzsDXQgghhBC1kTczU5aAKYNr0ybynpmJ99BBUIrYv/yFuJtvQkVLy1xNyy10s/DbnfyUfgyA9k0SGH1BOxonyvq5p0JprUMdQ4UopQYCy0s5tBC4A/gQ6A7UA/YDXwCPaK0PVuIeiUBOTk4OiYmJpxawEEIIIYSoMG9mJsfuuhtttx93TMXHkzx3Tp1MTrXLRf6b/6bg/fdBa8xNmpAwYQKWM04PdWh10vrdWbz+zQ5yC92YTYqre7bgsq5N6/zMu7m5uSQlJQEkaa1zT+YaEdP8prVeAZT3HR9UQ6EIIYQQQogqph0OIym1WFE223H7S2tJrU7eo0fReXk1es+SfHl52F98Cc+uXQDYLrmE+LFjMMXEhDSuusjh8vLWj7tZsdVo82pWP4YxF7SnZcO4EEdWe0RMYlqXaa05cuQIAA0bNpR+60IIIYSotZTNhik2NrDtA7TLWfYJ1cD18y9kP/II+Hw1et+ymJLqkTDuHqx9+4Y6lDrJ4/XxzGdb2X7Q+KBi0JmpXNe7JdFRMtlUVZLENAIUFBTQuHFjAOx2O3Fx8smMEEIIIUR18GVlkTt9Ovh8qLh4VHRo3y5Hd+lCwtgxsrRLCH340162H8wj1mLm7ks60LlZUqhDqpUkMRVCCCGEEAKjl1rus7PwZWcT1bIV9WfPQlmtoQ5LhNBv+3P49Jd9ANwyoK0kpdVIElMhhBBCCBE2tMOBr8R2TSn8+BNca9eioi0kPjhRktI6Lt/h4eWvt6OB8zo0plebBqEOqVaTxFQIIYQQQoScstlQ8fHGREclxpSq+PhiEyJVB8/OXeTPex2AuNtGEdW6dbXeT4Q3rTWvf7uDrHwXTZJs3NgvLdQh1XqSmAohhBBCiJAzp6SQPHdOSNYx1U4nuU9PQ7tdWHr3JuaKIdV2LxEZVmw9xE+7jmE2KcZe2B6bxRzqkGo9SUyFEEIIIURYCNU6pfbX5uHJ2I2pfn0S7xsvKyDUcfuzCvjvD+kAXNe7Ja0bxYc2oDpC5jgWQgghhBB1lnPVKgoXLwYgccIETPXqhTYgEVJuj4+Xlv2B2+ujc7MkBp2ZGuqQ6gxpMY0AUVFRjBgxIvC1EEIIIYQ4dd4jR8idOQuA2GuvxdKje2gDEiH37poMMo4WEG+L4vbz22EySet5TZEsJwJYrVYWLFgQ6jCEEEIIIWoN7fOR98wMtD2PqHbtiBsxPNQhiRDbmJHFF5sOAHDbwHbUi7OEOKK6RbryCiGEEEKIOqfw/Q9wbdiAstpInDQRFR0d6pBECOUUuHhtxQ4ALjw9hW6t6oc4orpHWkwjgNaagoICAGJjY2VAvhBCCCHEKXD//jv2hQsBiL9jDFHNm4c4IhFKPp/mtRU7yC1006x+LMP6tAp1SHWStJhGgIKCAuLj44mPjw8kqEIIIYQQovJ8hYXkPj0NvF6s55yD7ZJLQh2SCLGvtmSyaU820WYTd1zUHkuUpEihILUuhBBCCCHqDPuLL+Hdvx9Tw0Yk3HuP9ESr4zKO5PPOj7sBGNanFc2TY0McUd0liakQQgghhKgTHN98g+PLL8FkInHSA5gSEkIdkgghp9vLi8v+wOPTdGtVnwtPbxLqkOo0GWMqhBBCCCEikmvjRvLf/Dc6N69C5b2ZmQDEDRuG5YwzqjM0EQIOl5f31mSwdX9Oxcq7fRy1O6kXG82oAW2l9TzEJDEVQgghhBARRbtc5C98g4JFi0DrSp0b3akTsTfdWE2RiVD5/UAuryzfzpE8Z6XOMym47fx2JMTIrMyhJompEEIIIYSIGO4dO8mbPh3PbmNcoG3QIGwDB1TsZJOJ6PbtUWZzNUYoapLH62PRuj18tn4/GmgQb+X6Pi1JsFUs0awXa6Fp/ZjqDVJUiCSmQgghhBAi7Gmfj4L33if/jTfB68FUrx4J4+7F2qdPqEMTIbL3WAGvfP0HGUeNVSv6n9aIm/unEWORFCcSyXctApjNZq677rrA10IIIYQQdYk3M5PcZ2bg3rIFAGufPiTcew+m+vVDHJkIBZ9P8+XmA7y3Zg9ur494axQjz2tDzzYNQh2aOAVKV7Jffm2mlEoEcnJyckhMTAx1OEIIIYQQdZrWGseXX2J/6WV0YSEqJob4sWOwXXyxTFRTRx3Nc/Laiu1s3Z8LQJcW9Rg1sC1JsZYQR1a35ebmkpSUBJCktc49mWtIi6kQQgghhAg7vuxs8mY/j3PVKgCiTz+dxL/fjzk1NcSRiVDQWrPqjyO8uXIXhS4vligTf+2bxsBOjeVDilpCElMhhBBCCBFWnKtXkzfrOXzZ2WCOIm7434i97lqUyRTq0EQI5Ds8LPhuJ2t3HgWgbeN4Rp/fjpR6MmlRbSKJaQTIz88nPj4eALvdTlxcXIgjEkIIIYSoHo6vlpE7YwYAUS1bkTDxAaLbtglxVCJUNu3JZt6KHWQXuDApxdCzmnN592aYTdJKWttIYiqEEEIIIcKCZ98+8ubOBSDm0kuJHzsGZZGxg3WR0+3lndUZLNuSCUBKko0xF7SndeP4EEcmqoskpkIIIYQQIuS0203u09PRDgfRZ3Yh/u67pOtuHbXrkJ2Xvv6DgzkOAC46PYW/nN0Sa7SsTlGbSWIqhBBCCCFCLv/Nf+P543dUfAKJEydIUloHeX2aT37ey8c/78WnoV6shdsGtuWMFvVCHZqoARHzP14pdZ5S6hOl1H6llFZKDS1xXCml/qWUOqCUKlRKfaWUah+icIUQQgghRAW5fvmFgvfeAyBx3L2YGzYMcUSipmVmF/LER5v58CcjKT27bQOe+EtXSUrrkEhqMY0DNgCvAx+UcnwicC8wAtgFPAYsVUp11lo7aixKIYQQQggR4M3MRDuOfyumbDbMKSn4cnLInTETtCbm0kuxntM/BFGKUNFas3zrQd5atRuXx0eMxcyIc9vQp518OFHXRExiqrX+HPgcOG6tImXsGA88rrX+yL9vOHAQGAq8VYOhCiGEEEIIjKT02F13o+32446p+Hjqz3ke+8uv4Dt6FHPzFsSPvi0EUYpQyc53Me+bHWzakw1Ap6ZJ3HZ+WxrEW0MbmAiJiElMT6A1kAJ8VbRDa52jlFoN9CXCE1Oz2cxll10W+FoIIYQQIhJoh8NISi1WlM123H7HkiW4Vq+GqGgSH5yEipF1KU+Gz6dZu/NoYLKgSOD2+lj+60HsTg/RZhN/ObslF52egkmWgamzaktimuL/92CJ/QeDjh1HKWUFgj+SSajiuKqEzWbj008/DXUYQgghhBAnRdlsmGJjA9s+wGfPo+Ctd8CkiL91pKxVepKO2Z28tmIHv+7LCXUoJ6VlgzjGXNCOZsmxJy4sarXakpierIeAyaEOQgghhBCiLtE+H96DBzGnpGLt34+Yq64KdUgR6cftR3jju50UuLxEm02c3bYB5ghqcWxaP4YLT08hyhwx87GKalRbEtNM/79NgANB+5sA68s570lgZtB2ArC3SiMTQgghhBDF+A4cAKcLU2IiifffJ0vDVFK+w8Mb3+9k9Y6jALRuFM/tF7QjtZ50hRaRq7YkprswktML8SeiSqlE4GzgxbJO0lo7AWfRdslJlcJFfn4+jRs3BuDQoUPExcWFOCIhhBBCiIrTDgc+/9e+3Fx8hw8DEHfrSEz164cusAi0ZW82r63YQVa+C5OCK3s0Z0j3ZtLqKCJexCSmSql4oF3QrtZKqW7AMa11hlJqFvCwUuoP/lwuZj/wYQ2HWi0KCgpCHYIQQgghBHDiJWCCt1V8PNpuR7ucaI8H75694PNhatwYa+/eNRl2RHN5fLy7ejdfbjY6CjZJsjHmgva0aRwf4siEqBoRk5gCPYHlQdtFXXAXAiOBaRhrnb4C1AO+BwbLGqZCCCGEEFXnREvAJM+dE0hOzSkpJM+dY8zC6/OR9+xzoCGqZQuSHvtXsSRWlG3XYTuvfL2dA9mFAFzQuQnX92mFLVpWaxC1R8QkplrrFUCZfW211hp41P8SQgghhBDV4ERLwJRsSS1KPgs+WIRn+x+YEhJImjqFqBYtajTuSOT1aT5bv49F6/bi05qkmGhGDWxLl5bS/VnUPhGTmAohhBBCiPBR2hIw2uUstaxz7Vrsr88HIH7M7US1alUTIYadAqeHV5Zv///27jxMivLc+/j37tl3hGETBGQJQTFiFFGMgFsSjTH6uptocNdootFoTs5532iOyUmOGqOJJorLcYm7KB41uETAICKCRiTiAiKLwLDDbD1b9/P+UTXYDD1MD0x3dff8PtfVF9NVT1XdfVPdXXc/VfWwuTZ+ntqqa4ywyW978L49OX/CUEoL85IZokhgVJiKiIiISFK4cJja+x8g7I/HXjB+PIXHfzvgqILhnOOh2ct4f8WWTi1XlJfDud/Yl8NHVKbtjTpFuoIKUxERERHpcs0ff0z1rb8nsno1AEXfO4nS88/vtsXVnE83MO+zTYQMLpw0nIqixHo+B1eWUJZgW5FMpsI0A4RCISZOnLj9bxEREZGgxQ4B0/ocwLW0UPfXR6l7/HHv7ruVlZRf81PyDzoomEDTwLptYR5583MATjlkH474Su+AIxJJPypMM0BRURGzZs0KOgwRERGRnYaA2UFeHtU330Jk1SoACiZOpOyKHxEqKwsg0vTQEoly9+tLaWyJMrJ/Od8ZMyDokETSkgpTEREREUlY7BAwrZxzNM6cRf0zzxBZtQorKaXsyh9ROGlScIGmiecWrOLzDbWUFORyydHDCYW656nMIh1RYSoiIiIinRI7/mhk0yZq/3A7Te++C0D+mDGUXXsNOZWVQYWXNhav3sbf3l8DwPkThtKrtCDgiETSlwrTDFBXV8eQIUMAWL58OSUlJcEGJCIiIgI0/GM2NX+6E1dbg+XlU3LhBRR990RM98SgtqGZKTOW4oCJX+3DIUN7BR2SSFpTYZohNm7cGHQIIiIiIgBEa2up/cvdNMyYAUDu8OGU/+zabjs+aVvOOe6f9Rlb65voV1HI2eOHBB2SSNpTYSoiIiIiCWtauJDqW28junEDhEIUn346Jd8/B8vTkCatZn60jn+u2EJOyLj82K9QmJcTdEgiaU+FqYiIiIh0yDU1UffgQ9Q/9xwAOf37U/6zn5G336iAI0svqzfX8/hbKwA4fdwgBlfqEiyRRKgwFREREZFdav5sGTU330LLSq/gKjr+eEouvohQUVHAkaWX5pYod7++hOZIlNEDe/DN0f2DDkkkY6gwFREREZG4XDRK/TNTqXv4EYi0EOrRg7Krr6Jg3LigQ0tLT81byarN9ZQV5nHxUcM0NIxIJ6gwFREREREiVVU7jE0a2bCR2vvuo+WzZVheLgWHH07ZT35MqEeP4IJMYwtXbuG1f60F4KKjhlFRnB9wRCKZRYVpBgiFQhxyyCHb/xYRERHpSpGqKjZfcSWuthbnHK6mhujGTRCNQl4eFb+6geIzzsBMPYDxbKtv4r6ZnwFw3Oh+HDhor4AjEsk8KkwzQFFREfPnzw86DBEREclSrqHBK0pzcolu2IDbtg3MoKSEnMpeFIwbl5ZFaWNzhLeWbKSusSXQOBau2EJNQzP79CzmjHEaMkdkd6gwFRERERGcc0TXrcPV1UFODrkDB0JFBdRUBx1aXJ+vr+XuGUtYt62h48YpkJcT4rJjRpCXq7PbRHaHClMRERERwW2rxtXUQG4ueaNGESotJVpfjws6sDYiUccL733B/773BVEHPYrzOWCfiqDDYuzQXgzoWRx0GCIZS4VpBqivr2e//fYDYPHixRQX60NPREREuk7LypVEN22CUIjcQYMIlZYGHVJcVVvDTJmxlGUbagE4dGgvfnjkUEoKdUgrkun0Ls4AzjlWrFix/W8RERGRruIaGqi9Zwo4h5WUgN9T2jovHTjnmLl4HU+8vYKmlihF+Tmc9419OWx4ZVpe+yoinafCVERERKQbq51yL5F166GggFCvnlBTvcPpu1ZaihUWBhbf1rom7n/jMxat2grAqL0ruOioYfQqLQgsJhHpeipMRURERLqpxjlvEZ4+HcvPY68/3kHe8GE7tbHCQnL69QsgOliwbBMP/mMZtY0t5OWEOO3QfThudH9CIfWSimQbFaYiIiIi3VBk40aqb78DgOJTT6Xo2GMCjuhL9Y0tPDpnOXOWbABgUK9iLj16hG4uJJLFVJiKiIiIdDMuGqX6lt/jamvIHT6CkvPO7fQ63l+xhekL19DYhMob4QAAGxVJREFUHOny+DbXNVEdbiZkcMKBAzj5kIHk5mgYFpFspsJUREREpJupf/ppmj9YiBUWUv5v12N5eQkv29AU4Ym3VzDro3VJjBB6lxVwydHDGdGvPKnbEZH0oMI0A5jZ9uFidOc5ERER2RPNH39M3cOPAFB6+WXkDhiQ8LJLqmq4d+ZS1ld7d+v95gH92X9g148hmhMyRvQtoyAvp8vXLSLpSYVpBiguLubDDz8MOgwRERHJcNFwmOr/vhmiUQomTKDwuOMSWq4lEuX5d7/gpfdXE3XQsySfi44azn4Dur4oFZHuKasKUzO7EbihzeRPnHNfDSAcERERkbRSe9efiVRVEerdh7IfX5nQmVhrttQzZcZSlm+sA2D8iEq+f8S+lBRk1WGkiAQsGz9RPgSOjXneElQgIiIiIumiYeZMGl5/HUIhyq+/jlBp6S7bR6OO1z+s4ql5K2mORCkpyOW8I/dl3LDKFEUsIt1JNhamLc65qqCD6Er19fWMHTsWgPnz51NcrFuli4iISOIiVVXU3HkXACVnn03+6P132X5zbSP3zfqMxau3ATB6YAUXThrOXiX5SY9VRLqnbCxMR5jZGqABmAv8wjm3MuCY9ohzjsWLF2//W0RERCRRLhKh+uZbcPX15I0aRfHZZ+2y/bylG3lo9jLqmyLk5YQ487DBHLN/X92AUUSSKtsK03nAZOAToD/e9aazzWy0c66mbWMzKwAKYiaVpSJIERERkVQJP/sczR99hBUXU379dVhO+3e6nb5wDU++vQKAfXuXcsnRw+nfoyhVoYpIN5ZVhalzbnrM0w/MbB6wAjgDuD/OIr9g55sliYiIiGQFFw5T//QzAJReegk5/fq123bZ+lqenuedZPadMXtzyiH7kJsTSkmcIiJZ/WnjnNsKfAoMb6fJb4GKmMfA1EQmIiIiknzhl18mWlNNTr9+FB5zTLvtGpoi3P36EqLOcejQXpx26CAVpSKSUln9iWNmpcAwYG28+c65RudcdesD2Ol0XxEREZFM5JqaqJ/6LADFp5++y1N4H5nzOeurG+hVWsAPjxyq60lFJOWyqjA1s1vNbKKZDTGz8cBzQAR4PODQRERERFKq4e+vE920iVBlJYXHtt9b+vbSjcz5dAMhg0uOHk5JYVZd6SUiGSLbPnkG4hWhvYANwJvAYc65DYFGtYfMjMGDB2//W0RERLqnSFUVrqFhp+lWWLjD9aMuEqHur3/FNTZRcOSRRNasidt2Q3UDD/1jGQDfPWggI/uXJ/kViIjEl1WFqXNu1/c/z1DFxcUsX7486DBEREQkQJGqKjZfcSWutnaneVZaSs+77txecIanTaNpwbsA1D/9NOGpU3dqS5++3DNjKeHmCMP7lnHSwbrVhogEJ6sKUxEREZFs5RoavKI0vwArLNxpemtPqotGqZ/2PEQihPr0IdRjr7htX3j3C5auq6EoL4dLjx5OTkhnZYlIcFSYioiIiGQQKywkVFy8/XkUcE2N2583zX2byOo1EAoR6t8/bttPNzXwwj+3ADB5wlB6l39Z6IqIBCGrbn6UrcLhMGPHjmXs2LGEw+GgwxEREZE05Zyj7oknAbCKirh34q3Pyefe9zYSdXDEV3ozbnhlqsMUEdmJekwzQDQaZcGCBdv/FhEREYmn6d33aFm6BCvIJ9SjYqf5Dnh677FsDrfQt3cJ5x6xb+qDFBGJQz2mIiIiIhnENTQQra/f/oi9S2/9U08BUDBxApaTs1PbeQX9WFgxmJAZlx0zgsL89sc2FRFJJfWYioiIiCQg0aFaktXWCgux0lLv5kUx15SCd6fdlhUraF60CHLzKDrpJJrmL9ih7fr8Mp4deCDkhDjlgN4M7VOa+IsXEUkyFaYiIiIiHejMUC3JapvTrx8977qz3SK25q4/A1B03LHk77ffDm1boo47Z68luq2J0X1LOXHCqN3MhIhIcqgwFREREelAokO1JLMtsFNva6vmJUtoWrAAQiGKTzttp7ZT317BygajtLyES75zACENDSMiaUaFqYiIiEiCOhqqJRVt46l/0ru2tHDiRHL27r/DvLeWbGD6wjUAXDBxGD1LCxJer4hIqqgwzRCVlbqVu4iIiOysZeVKGt96C4DiM8/YPr2usYVH53zOW0s2AnDUqL4cvG/PQGIUEemICtMMUFJSwoYNG4IOQ0RERNJQ/ZNPgXMUjB9P7uDBAHy0ehv3zlzK5romQgYnjBnAyQcPDDhSEZH2qTAVERERSZBraCDa5nmq28aKrF1Lw6xZgNdb2twS5Zl3VvLKorUA9Ckv5OKjhjOiX1lC6xMRCYoKUxEREZEOdDRUS+yNi5LVNp76p5+BaJT8r3+dtT0HcM+zH7B6SxiASaP6ctZhgzVWqYhkBHPOBR1D2jCzcmDbtm3bKC8vDzqc7cLhMMcffzwA06dPp6ioKOCIREREUivoMUTTpe0Oy23axKbJF0BzM/+66Foe3VJCJOooL8rjgonDGDN4r3aXFRHpStXV1VRUVABUOOeqd2cd6jHNANFolDfeeGP73yIiIt1JOowhCu0P1RJPstrGCk99lpbGJj6pGMDDm4oBx9eH9GTyhKGUF+Xt1jpFRIKiwlRERETSWrqMIbp9vnNEt2yFaKQLX6WnOtxEIr9Bu/p6tk59ni1bwsw89BsU5uVwzvghHDmyN2Yao1REMo8KUxEREckI6TCGaKSqiurb/kDzokWdjn9XIlHHxppGwk2dK3Y3VO5NwSEHc9PRI+hdvuvrUUVE0pkKUxEREZEOOOdoeO01au++BxcOgxmEuuamQnWNLWyoaSQSBUI5JNrfGc0voPj88/nFSaMJhdRLKiKZTYWpiIiIyC5Et26l5o9/onHuXADy9t+f8muvIad//z1ab31jC4/OWc6cJd5Y5YN6lXDp0cMZ0LO4gyVFRLKPClMRERHJCEGMIdo4bx41t99BdOtWyMml5LxzKT7tVCwU6nT8sT5eU829M5eyqbaRkMEJYwZw8sEDyc3Zs/WKiGQqFaYZorhYv56KiEj3FMQYohQVUffY4zTOng1A7qDBlF1/HXnDhu7Ra2luifLs/FW8/MEaHNC7rIBLjh7OiH7pM0ydiEgQNI5pjHQdx1RERKS7S+UYos1Ll1L3wINEt2wGoPiUUyiZ/EMsP3+PXsPKTXVMmbGULzbXAzDhq3045/AhFOZ3zbWqIiJB0TimIiIi0i2kYgxR19JC3aOPUf/UUxCNEqrsTfm1PyV/zJjOhLqTaNTx8gdreHb+KlqijrLCPC6YOJSDhvTco/WKiGQTFaYiIm1srm3kveVbiCQymKCIpK28dWsp/mgRJHh2WNmCtyhYtRyAmkPGs/G0HxANlcAHa/YojveWb+GTtV4HwpjBe3H+hKFUFO9Z76uISLZRYZoBGhoaOPXUUwGYOnUqhYUap0wkGZxzzF26kUfe/LzTYwmKSPowF+XARW8ybv4rhKKJv5frgE0FRbxxxCl8NuxrsHAjsLFLYirMy+Gc8UM4cmRvzDS0i4hIWypMM0AkEuFvf/vb9r9FpOvVNbTw0OxlvLNsEwCDehXTv4duOiaSaQq2bmLks4/QY8USyDO2DfoqjRV7JbRsc3Epq77xLSrLe1DZhTGVFOTw7QP3pk+5flgWEWmPClMR6fYWrdrK/bM+Y2t9EyGD7x28DyceNIAcDVgvkjGcczS+PoOax/6MC4exPhWUXnoJhd/6lnooRUQygApTEem2GpsjPDVvJa9/WAVAv4pCLj16BPv2KQ04MhHpjOi2bdT86U4a58wBIG/UKMp/9jNy9u4fcGQiIpKorCtMzewK4DqgH7AQ+LFz7p1goxKRdPP5+lrumbGEqm3eMBHH7N+PM8YNoiBPwzaki1QOD6K26d+2PY3z51Nz2x+Ibt0KOTmUnPsDik8/HQuFElpeRETSQ1YVpmZ2JnAbcBkwD7gaeMXMRjrn1gcZm4ikh0jU8cJ7X/C/760m6hw9ivO4cNJwDtinR9ChSYxIVRWbr7gSV1u70zwrLaXnXXduL1zUNvvbxuPCYWrvu5+wfw+G3EGDKbvuWvKGD293GRERSV9ZVZgC1wD3Ouf+B8DMLgO+A1wA/C7IwEQkeFVbw0yZuZRl670D4bFDezH5yKGUFGbbR2Hmcw0NXsGSX4DF3Im8dXpsL5vaZn/btpo//pjqW24lssYbxqXo5JMpnfxDrKCg3WVERCS9mUtwbK90Z2b5QD1wmnNuWsz0h4AezrnvxVmmAIj9FisDvli1ahXl5eVJjjhx8x97nmMvPw+Ap084k8LcvIAjEslM9Y0tRKKO3JAxtG8ZlaUFoHuipCVXV0fj3Lex/Hws98sfDlxLC66piYLDD8NKStS2m7TdgXO0LFkCLkqoZy/KrryC/AMP3LmdiIikTHV1Nfvssw9AhXOuenfWkU2F6d7AamC8c25uzPSbgYnOuXFxlrkRuCFlQYqIiIiIiGSvgc651buzYHc/f+23eNekxuoJbA4glo6UAV8AA4GagGPJRspvcim/yaccJ5fym1zKb3Ipv8mnHCeX8ptcXZXfMmDN7i6cTYXpRiAC9G0zvS9QFW8B51wj0Nhm8m51PSdbzBhsNbvbPS7tU36TS/lNPuU4uZTf5FJ+k0v5TT7lOLmU3+Tqwvzu0f9N1txL3TnXBLwLHNM6zcxC/vO57S0nIiIiIiIiwcqmHlPwTst9yMwWAO/gDRdTAvxPkEGJiIiIiIhI+7KqMHXOPWlmvYH/BPoB7wPfds6tCzSwrtEI/IqdTz2WrqH8Jpfym3zKcXIpv8ml/CaX8pt8ynFyKb/JlRb5zZq78oqIiIiIiEhmypprTEVERERERCQzqTAVERERERGRQKkwFRERERERkUCpME0jZubM7OSg48hmynFyKb/JpfyKiIhItlJh2sXM7EH/4LHtY3gStznIzF4ys3ozW29mt5hZbsz8/mb2mJl9amZRM7s9WbGkQjrm2G9zhZl9ZGZhM/vEzM5LVjzJFFB+/2hm75pZo5m9H2f+je3EVJesmJIl1fk1swPN7HEzW+Xvmx+Z2VVt2kxqJ6Z+yYgpmWLye3eceXf58x5Mwna/ZmazzazBz/X1u2h7lh/HtK6OIxWCyLGZFfrbXWRmLfFyZ2b/x8xeM7MNZlZtZnPN7FtdGUcqBJTfSWb2vJmtNbM6M3vfzL4fp93pZvaxv58vMrMTujKOVEjz/F7tHz+E/c+RP5hZYVfGkkpmdriZRczspSRvZ5f7ZTvfuy8nM6ZUSUWOzWx/M5tqZsv93F0dp83lZvaB/9nb+vl7fGe3pcI0OV4G+rd5fJ6MDZlZDvASkA+MB34ITMYbMqdVAbAB+DWwMBlxBCCtcmxmlwO/BW4E9gduAO4ys+8mI6YUSFl+YzwAPNnOvFvjxLMYeDrJMSVLKvN7MLAe+AHevvkb4LdmdmWctiPbxLQ+STEl2yrgLDMrap3gH9ydA6zckxWbWV6caeXAq8AKvHxfB9xoZpfEaTsEb3+evSdxpIGU5hjIAcLAH4G/t7PoBOA14AS8/4eZwAtmdtCexBOQVOd3PPABcCrwNbzx3x82sxNjlhsPPA7cDxwETAOmmdnoPYknIOmY33OA3+EN2TEKuBA4E/ivPYknYBcCfwImmNnee7IiM8sxs53qlk7sl22/d8/ek3jSSNJzDBQDy4B/A6raWfwLf/7BwCHADOB5M9u/U0E45/TowgfwIDCtnXnfA94DGvz/4BuA3Jj5DrgcmI73BbwMOK2D7R0PRIC+MdMuA7YB+XHazwJuDzpP2ZZj4C3gljbL/R54M+h8pXt+26z/RuD9BNod6G/ryKDzlUn5jVnPXcCMmOeT/HX3CDo/XZVfYBHw/Zjp5+D9MDcNeNCf9m3gTWArsAl4ERgWs8wQPy9nAm/4/y+T42zzcmBz7Gcu3gHmx23a5QBz8A4k2t0P0v0RRI7jbT/BWD8Efhl0zjIpvzHLvgQ8EPP8SeDFNm3eBu4OOmdZkt87gdfbtMnI4wg/9lKgBu8HzyeAf4+ZN8nP23fwCvYGf18aHdNmsp/3k/B+iG4BhsTZTof7ZWc+MzLpkaoct9nmcuDqBOPbDFzYmdekHtMUMbMjgYeBO4D9gEvxdoj/aNP0JmAq3oH3o8ATZjZqF6s+HFjknFsXM+0VoByvd6TbCDjHBXhv+lhh4NB2fj3NOEnM7+64CPjUOZfpvU7bpTi/FXhfGG29759q9pqZHdHJdaabB4DzY55fgNdLEasEuA3v191jgCjwXJxfjH+H9/8yCu+939bhwD+cc00x014BRprZXjHTfgmsd87d38nXkq5SmeNO87dRRvx9PRMEnd+2nxOHs3Nv9Sv+9EyUbvl9CzjYzA4FMLOheL3/f0twfenmDLwf5z4B/gpcYGbWps0twLXAWLwz+15oc8xUDPwc7zt/f+KfxZPofjnJvEuxPjGzv5hZr915UWkmVTnuFL/n9Sy898/cTi0cdLWfbQ+8X2VagNqYx9N4b5pftGn7A2BNzHMH/KVNm7eBP+9ie1OAV9pMK/bXdXyc9rPIjh7TtMox3qk2a/FOYTC8L7Eqv03/oHOWzvlt0/ZGOugxBQrxvsyvDzpXmZZfv/14oBn4Zsy0kXiF8MH+/Af8Nl8POl+7md9pQG+8H4sG+48wUElMb0icZSv9HI/2nw/xn1/VwTZfBe5pM20/f9lR/vNv4J3qVBkbZ9D5ypQcx9t+Au2u9z8r+gSds0zKr7/cGUAjsH/MtCbg7DbtfgSsCzpn2ZBff/pP/Dw3E+fzPpMeeGeHXOX/nYtXFE3yn0/yX9+ZMe17AvXAGf7zyX6bAzvYTof7JXAWXq/gAcDJeL2D7wA5QecpE3LcZpvLaafH1M9vLd4xzlbghM6+ph1u3iJdZibeqV2t6vC60Y8ws9jejxyg0MyKnXP1/rS2vyzMBcYAmNl04Eh/+grnXLfqEW0j3XJ8E9APr0gwYB3wEN6BUTTBdaSTdMtvrFPwekEe2o1l00Ug+fWvuXke+JVz7tXW6c77tfWTmKZvmdkw4KfAuZ1/ecFzzm3wbwYxGe89+ZJzbmPsj8lmNgLvWvFxeAecrb0gg4B/xaxuQcwyH+IdxALMds51eHMHMysDHgEuds5t3N3XlG7SKcdt+dfr3QB8zzmXkddKB5VfMzsKr+fwYufch135mtJJuuXXzCYB/45XVM0DhgN3mNn/c87dtIcvN6XMbCRwKN73Nc65FjN7Eu8yhlkxTbd/nznnNpvZJ3i9zq2a8L4bMbNBeAVlq/9yziV0/a1z7omYp4vM7APgM7zi7fXEXlV6Sbcc+z7BOx6pAE4DHjKzic65xbtcKoYK0+Soc84tjZ1gZqV4X5LPxmnf9hTQ9lwEtF6o3+z/W4W3Y8bqGzMvW6VVjp1zYbxTKC71560FLsE7939DgttOJ6nMb2ddhHc9yboOW6avlOfXzPbD+wKe4pz7dQLregevly+TPYB33RbAFXHmv4B3w6KLgTV4B53/wrvRWazYuz+fALSeBhX2/63iy8+EVrGfEcPwelZeiDnoDQGYWQsw0jn3WSIvKA2lKscJ808huw843TnX3o2SMkVK82tmE/11/tQ593CbdbS3n2fysUY65fcm4BHn3H3+80VmVgJMMbPfOOcy6UfuC/FqjDUxn3kGNLZz4732hJ3fFYeX/zEx81pPg+70fumcW2ZmG/GK/4wsTEltjhPivMtZWo9t3jWzscBVeGdkJUSFaeq8h3fwsbSDdofhXWcW+/yfAM651XHazwX+w8z6xPwqfBxQzY6/enQHgefYOdeMd7pe68HRixn2ZbIrycpvwsxsX+AovFNysk3S8uvfFW8G8JBzru01q+0Zg/cDSyZ7Ge8A0tHmui//+qKReL0Ws/1pHRbizrkVcSbPBX5jZnn+ZwB4nxGfOOe2mFkY7xSnWL/G6/m/Cu8OoZkqVTlOiJmdjVdsnOWcS+oQFSmSsvz6PXYvAj93zk2J02Qu3nWWt8dMO47OXkOWXtIpv8XsfIZVpHXxjrabLswbSu88vOsaX20zexre3XA/9p8fhn8XZP96/K8AH8Vbr3OuhS+Lnlid3i/NbCDQiwz9jgsgx7srhHcPloSpME2d/wReNLOVwDN4Hz4H4l2n8H9j2p1uZgvw7gL3fbyeugt3sd5X8YqjR8wbN68f3gHPXc65xtZGZjbG/7MU6O0/b+pM93oGCCzHZvYVfz3zgL2Aa4DReEPLZItk5RfzxvAsxcttUcz+utjteEOZC/C+SKbv+ctJO0nJr3/67gy8g67b7MuxSSPOuQ1+m6vxhqv5EO8a3ouAo4FvdtmrC4BzLmL+jaGcc5E2s7fg3WXzEjNbi3dq3u92c1OP4fV2329m/4333r8K71RonHMN7HjaH2a21Z+3w/RMk8Ict/b65+NdJ1XW+jnhnHvfn38O3in+VwHzYvb1sHNu2+5uN0ipyq9/eumLeDfwmRqTuybnXGuvyR3AG2Z2Ld4dZc/Cu5/CTsMiZYo0y+8LwDVm9k++PJX3JuCFOLGlsxPxjoPub/u+M7OpeN9X1/mTfmlmm/Auf/oNsBGvsOqMXe6XMWcjTeXLM1huxivAuuRGawFIaY7NLB/vvgngfQYP8D9/a1t/TDez3+Idm63E+9H1HLxTpTs3lnRnL0rVo8OLgh+k/aEgvoV3oXI93lAj8/B+iWud7/CuLXgV79S9z/EvUO5gm4Px7tpWj3fa6K3EDDERs+62j+VB5ytbcox3vv4/Y7Y7Da/3K/B8ZUh+Z7Wzjw6JaRPC61n6TdA5yqT84t1Qapfvf7xroZfinXa2Ce8a2KOCzlVX59efP40vh4I4Fu9Hpwa8YSIm+rk52Z8/xH8+JoHtfg1vbNIGvLMmfr4ncabzI8AcL4+3L8fMb+9z5MGgc5bu+fW3GS93s9q0Ox3vOrJGvB9bOn1zk6Af6ZpfvM6iG/jys3gl3tBePYLOWSfz+wLe9brx5h3qv+6f+P+e6O9HjXjfd1+LaTsZ2JrgNtvdL/Eub3kF726zTf7nyBRihgDMtEeqcxyzn+9q/73fz22jn+u/A8d19rWZvzIREREREZGk8k9rngns5ZzbGmgwWSpTc6xxTEVERERERCRQKkxFREREREQkUDqVV0RERERERAKlHlMREREREREJlApTERERERERCZQKUxEREREREQmUClMREREREREJlApTERERERERCZQKUxEREREREQmUClMREREREREJlApTERERERERCZQKUxEREREREQnU/weTeDszj1G7vwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Plot the results\n", + "initial_pars = dict(beta=0.015, rel_death_prob=1.0)\n", + "before = run_sim(pars=initial_pars, label='Before calibration', return_sim=True)\n", + "after = run_sim(pars=best_pars, label='After calibration', return_sim=True)\n", + "msim = cv.MultiSim([before, after])\n", + "msim.plot(to_plot=['cum_tests', 'cum_diagnoses', 'cum_deaths'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compared to `scipy.optimize.minimize()`, Optuna took less time and produced a much better fit." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.9.2" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t8.ipynb b/docs/tutorials/t8.ipynb new file mode 100644 index 000000000..60125947c --- /dev/null +++ b/docs/tutorials/t8.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T8 - Tips and tricks\n", + "\n", + "This tutorial contains suggestions that aren't essential to follow, but which may make your life easier.\n", + "\n", + "## Versioning\n", + "\n", + "Covasim contains a number of built-in tools to make it easier to keep track of where results came from. The simplest of these is that if you save an image using `cv.savefig()` instead of `pl.savefig()`, it will automatically store information about the script and Covasim version that generated it:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import covasim as cv\n", + "import matplotlib.pyplot as plt\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0) # Standard options for Jupyter notebook\n", + "\n", + "sim = cv.Sim()\n", + "sim.run()\n", + "\n", + "%matplotlib inline\n", + "sim.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Covasim version: 2.0.2\n", + "Covasim branch: master\n", + "Covasim hash: 5f7cf50\n", + "Covasim date: 2021-03-12 21:31:25 UTC\n", + "Covasim caller branch: master\n", + "Covasim caller hash: 5f7cf50\n", + "Covasim caller date: 2021-03-12 21:31:25 UTC\n", + "Covasim caller filename: /Users/sophieayling/Documents/GitHub/covasim/covasim/misc.py\n", + "Covasim current time: 2021-Mar-13 16:23:47\n", + "Covasim calling file: , line 2\n" + ] + } + ], + "source": [ + "filename = \"my-figure.png\"\n", + "cv.savefig(filename, bbox_inches='tight') # Save including version information\n", + "plt.show()\n", + "cv.get_png_metadata(filename) # Retrieve and print information\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This can be extremely useful for figuring out where that intriguing result you generated 3 weeks ago came from!\n", + "\n", + "This information is also stored in sims and multisims themselves:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.0.2\n", + "{'covasim': {'version': '2.0.2', 'branch': 'master', 'hash': '01046e6', 'date': 'Date N/A'}, 'called_by': {'branch': 'master', 'hash': '01046e6', 'date': 'Date N/A', 'filename': '/Users/sophieayling/Documents/GitHub/covasim/covasim/base.py'}}\n" + ] + } + ], + "source": [ + "print(sim.version)\n", + "print(sim.git_info)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, the function `cv.check_version()` and `cv.check_save_version()` are useful if you want to ensure that users are running the right version of your code. Placing `cv.check_save_version('2.0.0')` will save a file with the information above to the current folder – again, useful for debugging exactly what changed and when. (You can also provide additional information to it, e.g. to also save the versions of 3rd-party packages you're importing). `cv.check_version()` by itself can be used to provide a warning or even raise an exception (if `die=True`) if the version is not what's expected:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: Covasim is newer than expected (2.0.2 vs. 1.5.0)\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cv.check_version('1.5.0')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Working with dates\n", + "\n", + "Dates can be tricky to work with. Covasim comes with a number of built-in features to work with dates. By default, by convention Covasim works with dates in the format `YYYY-MM-DD`, e.g. `'2020-12-01'`. However, it can handle a wide variety of other date and `datetime` objects. In particular, `sim` objects know when they start and end, and can use this to do quite a bit of date math:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2020-11-22\n", + "2020-12-09\n", + "17\n" + ] + } + ], + "source": [ + "sim = cv.Sim(start_day='20201122', end_day='2020-12-09 02:14:58.727703')\n", + "sim.initialize() # Date conversion happens on initialization\n", + "print(sim['start_day'])\n", + "print(sim['end_day'])\n", + "print(sim.day(sim['end_day'])) # Prints the number of days until the end day, i.e. the length of the sim" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also easily calculate the difference between two dates, or generate a range of dates. These are returned as strings by default, but can be converted to datetime objects via Sciris:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[30, 31]\n", + "['1970-01-01', '1970-01-01', '1970-01-01', '1970-01-01', '1970-01-01', '1970-01-01', '1970-01-01', '1970-01-01', '1970-01-01']\n", + "1970-01-01 00:00:00\n" + ] + } + ], + "source": [ + "import sciris as sc\n", + "\n", + "print(cv.daydiff('2020-06-01', '2020-07-01', '2020-08-01'))\n", + "dates = cv.date_range('2020-04-04', '2020-04-12')\n", + "print(dates)\n", + "print(sc.readdate(dates))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, one gotcha is that when loading Excel spreadsheets in pandas, dates are loaded in pandas' internal `Timestamp[ns64]` format, which nothing else seems to be able to read. If this happens to you, the solution (as far as Covasim is concerned) is to convert to a `datetime.date`:\n", + "\n", + "```python\n", + "data = pd.read_excel(filename)\n", + "data['date'] = data['date'].dt.date\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Working with dictionaries\n", + "\n", + "\"I already know how to work with dictionaries\", you say. Yes, you do. But there are a couple tricks that might make things easier.\n", + "\n", + "Covasim is built on Sciris, which includes containers `odict` and `objdict`. While these are [documented elsewhere](https://sciris.readthedocs.io/en/latest/_autosummary/sciris.sc_odict.odict.html#sciris.sc_odict.odict), a couple examples will serve to illustrate how they work.\n", + "\n", + "An `odict` is just an ordered dict that you can refer to by *position* as well as by key. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Entry foo: [1, 2, 3]\n", + "Entry 0: [1, 2, 3]\n", + "Item 0 is named foo and has value [1, 2, 3]\n", + "Item 1 is named bar and has value [4, 5, 6]\n" + ] + } + ], + "source": [ + "mydict = sc.odict(foo=[1,2,3], bar=[4,5,6]) # Assignment is the same as ordinary dictionaries\n", + "print('Entry foo:', mydict['foo'])\n", + "print('Entry 0:', mydict[0]) # Access by key or by index\n", + "for i,key,value in mydict.enumitems(): # Additional methods for iteration\n", + " print(f'Item {i} is named {key} and has value {value}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An `objdict` is exactly the same as an odict except it lets you reference keys as if they were attributes:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Entry foo: [1, 2, 3]\n", + "Entry 0: [1, 2, 3]\n", + "\"Attribute\" foo: [1, 2, 3]\n" + ] + } + ], + "source": [ + "myobjdict = sc.objdict(foo=[1,2,3], bar=[4,5,6])\n", + "print('Entry foo:', myobjdict['foo'])\n", + "print('Entry 0:', myobjdict[0]) # Access by key or by index\n", + "print('\"Attribute\" foo:', myobjdict.foo)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using this approach, you can get all the power and flexibility of dictionaries, while writing code as succinctly as possible. For example:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "total_pop = 44_483 # This many total people\n", + "\n", + "pars= sc.objdict(\n", + " pop_type = 'hybrid',\n", + " pop_size = 10e3,\n", + ")\n", + "pars.pop_scale = total_pop/pars.pop_size # Instead of pars['pop_scale'] = total_pop/pars['pop_size'] \n", + "sim = cv.Sim(**pars) # It's still a dict, so you can treat it as one!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, Sciris also contains a function called `mergedicts`. This acts very similarly to `dict.update()`, with the main difference being that it returns the result of merging the two dictionaries. This is especially useful for handling keyword arguments in functions:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'foo': [1, 2, 3], 'bar': 18, 'other_args': 'can be anything'}\n" + ] + } + ], + "source": [ + "def myfunc(args=None, **kwargs):\n", + " defaults = dict(foo=[1,2,3], bar=[4,5,6])\n", + " merged_args = sc.mergedicts(defaults, args, kwargs)\n", + " print(merged_args)\n", + "\n", + "myfunc(args=dict(bar=18), other_args='can be anything')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, it merged the default settings, the arguments supplied to the function via the keyword `args`, and then other keywords, into a single dictionary." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.9.2" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/t9.ipynb b/docs/tutorials/t9.ipynb new file mode 100644 index 000000000..a23b2a0da --- /dev/null +++ b/docs/tutorials/t9.ipynb @@ -0,0 +1,188 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# T9 - Advanced features\n", + "\n", + "This tutorial covers advanced features of Covasim, including custom population options and changing the internal computational methods.\n", + "\n", + "## Defining populations with SynthPops\n", + "\n", + "For complex populations, we suggest using [SynthPops](http://synthpops.org), a Python library designed specifically for this purpose. In contrast the population methods built-in to Covasim, SynthPops uses data to produce synthetic populations that are statistically indistinguishable from real ones. For a relatively complex example of how SynthPops was used to create a complex school network for the Seattle region, see [here](https://github.com/institutefordiseasemodeling/testing-the-waters/blob/main/covasim_schools/school_pop.py).\n", + "\n", + "## Defining contact layers\n", + "\n", + "As mentioned in Tutorial 1, contact layers are the graph connecting the people in the simulation. Each person is a node, and each contact is an edge. While enormous complexity can be used to define realistic contact networks, a reasonable approximation in many cases is random connectivity, often with some age assortativity. Here is an example for generating a new contact layer, nominally representing public transportation, and adding it to a simulation:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import covasim as cv\n", + "cv.options.set(dpi=100, show=False, close=True, verbose=0) # Standard options for Jupyter notebook\n", + "\n", + "# Create the first sim\n", + "orig_sim = cv.Sim(pop_type='hybrid', n_days=120, label='Default hybrid population')\n", + "orig_sim.initialize() # Initialize the population\n", + "\n", + "# Create the second sim\n", + "sim = orig_sim.copy()\n", + "\n", + "# Define the new layer, 'transport'\n", + "n_people = len(sim.people)\n", + "n_contacts_per_person = 0.5\n", + "n_contacts = int(n_contacts_per_person*n_people)\n", + "contacts_p1 = cv.choose(max_n=n_people, n=n_contacts)\n", + "contacts_p2 = cv.choose(max_n=n_people, n=n_contacts)\n", + "beta = np.ones(n_contacts)\n", + "layer = cv.Layer(p1=contacts_p1, p2=contacts_p2, beta=beta) # Create the new layer\n", + "\n", + "# Add this layer in and re-initialize the sim\n", + "sim.people.contacts.add_layer(transport=layer)\n", + "sim.reset_layer_pars() # Automatically add layer 'q' to the parameters using default values\n", + "sim.initialize() # Reinitialize\n", + "sim.label = f'Transport layer with {n_contacts_per_person} contacts/person'\n", + "\n", + "# Run and compare\n", + "msim = cv.MultiSim([orig_sim, sim])\n", + "msim.run()\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Defining custom population properties\n", + "\n", + "Another useful feature is adding additional features to people, for use in subtargeting. For example, this example shows how to define a subpopulation with higher baseline mortality rates. This is a simple example illustrating how you would identify and target people based on whether or not the have a prime-number index, based on the protecting the elderly example from Tutorial 1." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import sciris as sc\n", + "import covasim as cv\n", + "\n", + "def protect_the_prime(sim):\n", + " if sim.t == sim.day('2020-04-01'):\n", + " are_prime = sim.people.prime\n", + " sim.people.rel_sus[are_prime] = 0.0\n", + "\n", + "pars = dict(\n", + " pop_type = 'hybrid',\n", + " pop_infected = 100,\n", + " n_days = 90,\n", + " verbose = 0,\n", + ")\n", + "\n", + "# Default simulation\n", + "orig_sim = cv.Sim(pars, label='Default')\n", + "\n", + "# Create the simulation\n", + "sim = cv.Sim(pars, label='Protect the prime', interventions=protect_the_prime)\n", + "sim.initialize() # Initialize to create the people array\n", + "sim.people.prime = np.array([sc.isprime(i) for i in range(len(sim.people))]) # Define whom to target\n", + "\n", + "# Run and plot\n", + "msim = cv.MultiSim([orig_sim, sim])\n", + "msim.run()\n", + "msim.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing Numba options\n", + "\n", + "Finally, this example shows how you can change the default Numba calculation options. It's not recommended – especially running with multithreading, which is faster but gives stochastically unreproducible results – but it's there if you want it." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import covasim as cv\n", + "\n", + "# Create a standard 32-bit simulation\n", + "sim32 = cv.Sim(label='32-bit, single-threaded (default)', verbose='brief')\n", + "sim32.run()\n", + "\n", + "# Use 64-bit instead of 32\n", + "cv.options.set(precision=64)\n", + "sim64 = cv.Sim(label='64-bit, single-threaded', verbose='brief')\n", + "sim64.run()\n", + "\n", + "# Use parallel threading\n", + "cv.options.set(numba_parallel=True)\n", + "sim_par = cv.Sim(label='64-bit, multi-threaded', verbose='brief')\n", + "sim_par.run()\n", + "\n", + "# Reset to defaults\n", + "cv.options.set('defaults')\n", + "sim32b = cv.Sim(label='32-bit, single-threaded (restored)', verbose='brief')\n", + "sim32b.run()\n", + "\n", + "# Plot\n", + "msim = cv.MultiSim([sim32, sim64, sim_par, sim32b])\n", + "msim.plot()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.13" + }, + "pycharm": { + "stem_cell": { + "cell_type": "raw", + "metadata": { + "collapsed": false + }, + "source": [] + } + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/t1_full_usage_example.py b/examples/t1_full_usage_example.py new file mode 100644 index 000000000..ea66dd543 --- /dev/null +++ b/examples/t1_full_usage_example.py @@ -0,0 +1,25 @@ +''' +Full Covasim usage example, including a custom intervention +''' + +import covasim as cv + +# Custom intervention -- see Tutorial 5 +def protect_elderly(sim): + if sim.t == sim.day('2020-04-01'): + elderly = sim.people.age>70 + sim.people.rel_sus[elderly] = 0.0 + +pars = dict( + pop_size = 50e3, # Have 50,000 people total in the population + pop_infected = 100, # Start with 100 infected people + n_days = 90, # Run the simulation for 90 days + verbose = 0, # Do not print any output +) + +# Running with multisims -- see Tutorial 3 +s1 = cv.Sim(pars, label='Default') +s2 = cv.Sim(pars, interventions=protect_elderly, label='Protect the elderly') +msim = cv.MultiSim([s1, s2]) +msim.run() +fig = msim.plot(to_plot=['cum_deaths', 'cum_infections']) \ No newline at end of file diff --git a/examples/t1_hello_world.py b/examples/t1_hello_world.py new file mode 100644 index 000000000..65ff063d4 --- /dev/null +++ b/examples/t1_hello_world.py @@ -0,0 +1,20 @@ +''' +Simple Covasim usage +''' + +import covasim as cv + +# Set the parameters of the simulation +pars = dict( + pop_size = 50e3, + pop_infected = 100, + start_day = '2020-04-01', + end_day = '2020-06-01', +) + +# Run the simulation +sim = cv.Sim(pars) +sim.run() + +# Plot the results +fig = sim.plot() \ No newline at end of file diff --git a/examples/t1_populations.py b/examples/t1_populations.py new file mode 100644 index 000000000..0e10d1be8 --- /dev/null +++ b/examples/t1_populations.py @@ -0,0 +1,15 @@ +''' +Illustrate different population options +''' + +import covasim as cv + +pars = dict( + pop_size = 10_000, # Alternate way of writing 10000 + pop_type = 'hybrid', + location = 'Bangladesh', # Case insensitive +) + +sim = cv.Sim(pars) +sim.initialize() # Create people +sim.people.plot() # Show statistics of the people \ No newline at end of file diff --git a/examples/t2_save_load_sim.py b/examples/t2_save_load_sim.py new file mode 100644 index 000000000..0609a1c72 --- /dev/null +++ b/examples/t2_save_load_sim.py @@ -0,0 +1,14 @@ +''' +Demonstration of saving and resuming a partially-run sim +''' + +import covasim as cv + +sim_orig = cv.Sim(start_day='2020-04-01', end_day='2020-06-01', label='Load & save example') +sim_orig.run(until='2020-05-01') +sim_orig.save('my-half-finished-sim.sim') + +sim = cv.load('my-half-finished-sim.sim') +sim['beta'] *= 0.3 +sim.run() +sim.plot(to_plot=['new_infections', 'n_infectious', 'cum_infections']) \ No newline at end of file diff --git a/examples/t3_nested_multisim.py b/examples/t3_nested_multisim.py new file mode 100644 index 000000000..6c52083ff --- /dev/null +++ b/examples/t3_nested_multisim.py @@ -0,0 +1,22 @@ +''' +Example of running a nested multisim object +''' + +import covasim as cv + +n_sims = 3 +betas = [0.012, 0.016, 0.018] + +msims = [] +for beta in betas: + sims = [] + for s in range(n_sims): + sim = cv.Sim(pop_size=10e3, beta=beta, rand_seed=s, label=f'Beta = {beta}') + sims.append(sim) + msim = cv.MultiSim(sims) + msim.run() + msim.mean() + msims.append(msim) + +merged = cv.MultiSim.merge(msims, base=True) +merged.plot(color_by_sim=True) \ No newline at end of file diff --git a/examples/t3_scenarios.py b/examples/t3_scenarios.py new file mode 100644 index 000000000..3f2f44276 --- /dev/null +++ b/examples/t3_scenarios.py @@ -0,0 +1,32 @@ +''' +Example of a simple set of scenarios +''' + +import covasim as cv + +# Set base parameters -- these will be shared across all scenarios +basepars = {'pop_size':10e3} + +# Configure the settings for each scenario +scenarios = {'baseline': { + 'name':'Baseline', + 'pars': {} + }, + 'high_beta': { + 'name':'High beta (0.020)', + 'pars': { + 'beta': 0.020, + } + }, + 'low_beta': { + 'name':'Low beta (0.012)', + 'pars': { + 'beta': 0.012, + } + }, + } + +# Run and plot the scenarios +scens = cv.Scenarios(basepars=basepars, scenarios=scenarios) +scens.run() +scens.plot() \ No newline at end of file diff --git a/examples/t4_loading_data.py b/examples/t4_loading_data.py new file mode 100644 index 000000000..cd6d0d11e --- /dev/null +++ b/examples/t4_loading_data.py @@ -0,0 +1,14 @@ +''' +Loading and plotting data +''' + +import covasim as cv + +pars = dict( + start_day = '2020-02-01', + end_day = '2020-04-11', + beta = 0.015, +) +sim = cv.Sim(pars=pars, datafile='example_data.csv', interventions=cv.test_num(daily_tests='data')) +sim.run() +sim.plot(to_plot=['cum_tests', 'cum_diagnoses', 'cum_deaths']) \ No newline at end of file diff --git a/examples/t5_change_beta.py b/examples/t5_change_beta.py new file mode 100644 index 000000000..e749037cf --- /dev/null +++ b/examples/t5_change_beta.py @@ -0,0 +1,22 @@ +''' +Demonstrate change beta and clip edges interventions +''' + +import covasim as cv + +# Define baseline parameters and sim +pars = dict( + start_day = '2020-03-01', + end_day = '2020-06-01', + pop_type = 'hybrid', +) +orig_sim = cv.Sim(pars, label='Baseline') + +# Define sim with change_beta +cb = cv.change_beta(days=['2020-04-15', '2020-05-01', '2020-05-15'], changes=[0.2, 1.5, 0.7]) +sim = cv.Sim(pars, interventions=cb, label='With beta changes') + +# Run and plot +msim = cv.MultiSim([orig_sim, sim]) +msim.run() +msim.plot() \ No newline at end of file diff --git a/examples/t5_contact_tracing.py b/examples/t5_contact_tracing.py new file mode 100644 index 000000000..4ef8fefd7 --- /dev/null +++ b/examples/t5_contact_tracing.py @@ -0,0 +1,22 @@ +''' Demonstrate contact tracing ''' + +import covasim as cv + +# Define the testing and contact tracing interventions +tp = cv.test_prob(symp_prob=0.2, asymp_prob=0.001, symp_quar_prob=1.0, asymp_quar_prob=1.0) +ct = cv.contact_tracing(trace_probs=dict(h=1.0, s=0.5, w=0.5, c=0.3)) + +# Define the default parameters +pars = dict( + pop_type = 'hybrid', + pop_size = 50e3, + pop_infected = 100, + start_day = '2020-02-01', + end_day = '2020-05-01', + interventions = [tp, ct], +) + +# Create, run, and plot the simulation +sim = cv.Sim(pars) +sim.run() +sim.plot(to_plot=['new_infections', 'new_tests', 'new_diagnoses', 'cum_diagnoses', 'new_quarantined', 'test_yield']) \ No newline at end of file diff --git a/examples/t5_custom_intervention.py b/examples/t5_custom_intervention.py new file mode 100644 index 000000000..185542b41 --- /dev/null +++ b/examples/t5_custom_intervention.py @@ -0,0 +1,71 @@ +''' +More complex custom intervention example +''' + +import numpy as np +import pylab as pl +import covasim as cv + +class protect_elderly(cv.Intervention): + + def __init__(self, start_day=None, end_day=None, age_cutoff=70, rel_sus=0.0, *args, **kwargs): + super().__init__(**kwargs) # This line must be included + self._store_args() # So must this one + self.start_day = start_day + self.end_day = end_day + self.age_cutoff = age_cutoff + self.rel_sus = rel_sus + return + + def initialize(self, sim): + self.start_day = sim.day(self.start_day) + self.end_day = sim.day(self.end_day) + self.days = [self.start_day, self.end_day] + self.elderly = sim.people.age > self.age_cutoff # Find the elderly people here + self.exposed = np.zeros(sim.npts) # Initialize results + self.tvec = sim.tvec # Copy the time vector into this intervention + return + + def apply(self, sim): + self.exposed[sim.t] = sim.people.exposed[self.elderly].sum() + + # Start the intervention + if sim.t == self.start_day: + sim.people.rel_sus[self.elderly] = self.rel_sus + + # End the intervention + elif sim.t == self.end_day: + sim.people.rel_sus[self.elderly] = 1.0 + + return + + def plot(self): + pl.figure() + pl.plot(self.tvec, self.exposed) + pl.xlabel('Day') + pl.ylabel('Number infected') + pl.title('Number of elderly people with active COVID') + return + + +# Define and run the baseline simulation +pars = dict( + pop_size = 50e3, + pop_infected = 100, + n_days = 90, + verbose = 0, +) +orig_sim = cv.Sim(pars, label='Default') + +# Define the intervention and the scenario sim +protect = protect_elderly(start_day='2020-04-01', end_day='2020-05-01', rel_sus=0.1) # Create intervention +sim = cv.Sim(pars, interventions=protect, label='Protect the elderly') + +# Run and plot +msim = cv.MultiSim([orig_sim, sim]) +msim.run() +msim.plot() + +# Plot intervention +protect = msim.sims[1].get_intervention(protect_elderly) # Find intervention by type +protect.plot() \ No newline at end of file diff --git a/examples/t5_dynamic_pars.py b/examples/t5_dynamic_pars.py new file mode 100644 index 000000000..a5e1910e5 --- /dev/null +++ b/examples/t5_dynamic_pars.py @@ -0,0 +1,13 @@ +''' Demonstrate dynamic parameters ''' + +import covasim as cv + +# Define the dynamic parameters +imports = cv.dynamic_pars(n_imports=dict(days=[15, 30], vals=[100, 0])) + +# Create, run, and plot the simulations +sim1 = cv.Sim(label='Baseline') +sim2 = cv.Sim(interventions=imports, label='With imported infections') +msim = cv.MultiSim([sim1, sim2]) +msim.run() +msim.plot() \ No newline at end of file diff --git a/examples/t5_testing.py b/examples/t5_testing.py new file mode 100644 index 000000000..d9ae5b976 --- /dev/null +++ b/examples/t5_testing.py @@ -0,0 +1,26 @@ +''' Illustrate testing options ''' + +import covasim as cv + +# Define the testing interventions +tn_data = cv.test_num('data') +tn_fixed = cv.test_num(daily_tests=500, start_day='2020-03-01') +tp = cv.test_prob(symp_prob=0.2, asymp_prob=0.001, start_day='2020-03-01') + +# Define the default parameters +pars = dict( + pop_size = 50e3, + pop_infected = 100, + start_day = '2020-02-01', + end_day = '2020-03-30', +) + +# Define the simulations +sim1 = cv.Sim(pars, datafile='example_data.csv', interventions=tn_data, label='Number of tests from data') +sim2 = cv.Sim(pars, interventions=tn_fixed, label='Constant daily number of tests') +sim3 = cv.Sim(pars, interventions=tp, label='Probability-based testing') + +# Run and plot results +msim = cv.MultiSim([sim1, sim2, sim3]) +msim.run() +msim.plot(to_plot=['new_infections', 'new_tests', 'new_diagnoses', 'cum_diagnoses']) \ No newline at end of file diff --git a/examples/t5_vaccine_subtargeting.py b/examples/t5_vaccine_subtargeting.py new file mode 100644 index 000000000..fdb7338ff --- /dev/null +++ b/examples/t5_vaccine_subtargeting.py @@ -0,0 +1,27 @@ +''' Demonstrate the vaccine intervention with subtargeting ''' + +import covasim as cv +import numpy as np + +# Define the vaccine subtargeting +def vaccinate_by_age(sim): + young = cv.true(sim.people.age < 50) # cv.true() returns indices of people matching this condition, i.e. people under 50 + middle = cv.true((sim.people.age >= 50) * (sim.people.age < 75)) # Multiplication means "and" here + old = cv.true(sim.people.age > 75) + inds = sim.people.uid # Everyone in the population -- equivalent to np.arange(len(sim.people)) + vals = np.ones(len(sim.people)) # Create the array + vals[young] = 0.1 # 10% probability for people <50 + vals[middle] = 0.5 # 50% probability for people 50-75 + vals[old] = 0.9 # 90% probbaility for people >75 + output = dict(inds=inds, vals=vals) + return output + +# Define the vaccine +vaccine = cv.vaccine(days=20, rel_sus=0.8, rel_symp=0.06, subtarget=vaccinate_by_age) + +# Create, run, and plot the simulations +sim1 = cv.Sim(label='Baseline') +sim2 = cv.Sim(interventions=vaccine, label='With age-targeted vaccine') +msim = cv.MultiSim([sim1, sim2]) +msim.run() +msim.plot() \ No newline at end of file diff --git a/examples/t6_seir_analyzer.py b/examples/t6_seir_analyzer.py new file mode 100644 index 000000000..3e5671041 --- /dev/null +++ b/examples/t6_seir_analyzer.py @@ -0,0 +1,45 @@ +''' +Demonstration of mapping Covasim onto a compartmental SEIR model +''' + +import pylab as pl +import sciris as sc +import covasim as cv + +class store_seir(cv.Analyzer): + + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) # This is necessary to initialize the class properly + self.t = [] + self.S = [] + self.E = [] + self.I = [] + self.R = [] + return + + def apply(self, sim): + ppl = sim.people # Shorthand + self.t.append(sim.t) + self.S.append(ppl.susceptible.sum()) + self.E.append(ppl.exposed.sum() - ppl.infectious.sum()) + self.I.append(ppl.infectious.sum()) + self.R.append(ppl.recovered.sum() + ppl.dead.sum()) + return + + def plot(self): + pl.figure() + pl.plot(self.t, self.S, label='S') + pl.plot(self.t, self.E, label='E') + pl.plot(self.t, self.I, label='I') + pl.plot(self.t, self.R, label='R') + pl.legend() + pl.xlabel('Day') + pl.ylabel('People') + sc.setylim() # Reset y-axis to start at 0 + sc.commaticks() # Use commas in the y-axis labels + return + +sim = cv.Sim(n_days=180, analyzers=store_seir(label='seir')) +sim.run() +seir = sim.get_analyzer('seir') # Retrieve by label +seir.plot() diff --git a/examples/t6_simple_analyzers.py b/examples/t6_simple_analyzers.py new file mode 100644 index 000000000..59a4c645f --- /dev/null +++ b/examples/t6_simple_analyzers.py @@ -0,0 +1,32 @@ +''' +Demonstrate simple analyzer usage +''' + +import covasim as cv + + +# Age histograms +sim = cv.Sim(interventions=cv.test_prob(0.5), analyzers=cv.age_histogram()) +sim.run() +agehist = sim.get_analyzer() # Only one analyzer so we can retrieve it like this +agehist.plot() + + +# Transmission trees +tt = sim.make_transtree() +fig1 = tt.plot() +fig2 = tt.plot_histograms() + + +# A custom analyzer +def check_88(sim): + people_who_are_88 = sim.people.age.round() == 88 # Find everyone who's aged 88 (to the nearest year) + people_exposed = sim.people.exposed # Find everyone who's infected with COVID + people_who_are_88_with_covid = cv.true(people_who_are_88 * people_exposed) # Multiplication is the same as logical "and" + n = len(people_who_are_88_with_covid) # Count how many people there are + if n: + print(f'Oh no! {n} people aged 88 have covid on timestep {sim.t} {"🤯"*n}') + return + +sim = cv.Sim(n_days=120, analyzers=check_88, verbose=0) +sim.run() \ No newline at end of file diff --git a/examples/t7_optuna_calibration.py b/examples/t7_optuna_calibration.py new file mode 100644 index 000000000..315361ff3 --- /dev/null +++ b/examples/t7_optuna_calibration.py @@ -0,0 +1,85 @@ +''' +Example for running Optuna +''' + +import os +import sciris as sc +import covasim as cv +import optuna as op + + +def run_sim(pars, label=None, return_sim=False): + ''' Create and run a simulation ''' + print(f'Running sim for beta={pars["beta"]}, rel_death_prob={pars["rel_death_prob"]}') + pars = dict( + start_day = '2020-02-01', + end_day = '2020-04-11', + beta = pars["beta"], + rel_death_prob = pars["rel_death_prob"], + interventions = cv.test_num(daily_tests='data'), + verbose = 0, + ) + sim = cv.Sim(pars=pars, datafile='/home/cliffk/idm/covasim/docs/tutorials/example_data.csv', label=label) + sim.run() + fit = sim.compute_fit() + if return_sim: + return sim + else: + return fit.mismatch + + +def run_trial(trial): + ''' Define the objective for Optuna ''' + pars = {} + pars["beta"] = trial.suggest_uniform('beta', 0.005, 0.020) # Sample from beta values within this range + pars["rel_death_prob"] = trial.suggest_uniform('rel_death_prob', 0.5, 3.0) # Sample from beta values within this range + mismatch = run_sim(pars) + return mismatch + + +def worker(): + ''' Run a single worker ''' + study = op.load_study(storage=storage, study_name=name) + output = study.optimize(run_trial, n_trials=n_trials) + return output + + +def run_workers(): + ''' Run multiple workers in parallel ''' + output = sc.parallelize(worker, n_workers) + return output + + +def make_study(): + ''' Make a study, deleting one if it already exists ''' + if os.path.exists(db_name): + os.remove(db_name) + print(f'Removed existing calibration {db_name}') + output = op.create_study(storage=storage, study_name=name) + return output + + +if __name__ == '__main__': + + # Settings + n_workers = 4 # Define how many workers to run in parallel + n_trials = 25 # Define the number of trials, i.e. sim runs, per worker + name = 'my-example-calibration' + db_name = f'{name}.db' + storage = f'sqlite:///{db_name}' + + # Run the optimization + t0 = sc.tic() + make_study() + run_workers() + study = op.load_study(storage=storage, study_name=name) + best_pars = study.best_params + T = sc.toc(t0, output=True) + print(f'Output: {best_pars}, time: {T}') + + # Plot the results + initial_pars = dict(beta=0.015, rel_death_prob=1.0) + before = run_sim(pars=initial_pars, label='Before calibration', return_sim=True) + after = run_sim(pars=best_pars, label='After calibration', return_sim=True) + msim = cv.MultiSim([before, after]) + msim.plot(to_plot=['cum_tests', 'cum_diagnoses', 'cum_deaths']) \ No newline at end of file diff --git a/examples/t8_versioning.py b/examples/t8_versioning.py new file mode 100644 index 000000000..49a66c99d --- /dev/null +++ b/examples/t8_versioning.py @@ -0,0 +1,21 @@ +''' +Demonstrate versioning +''' + +import covasim as cv + +# Check the version +cv.check_save_version('1.5.0', filename='my-version.gitinfo', die=False) # Old version, will raise a warning + +# Run and plot the sim +sim = cv.Sim(verbose=0) +sim.run() +sim.plot() + +# Save the figure +filename = 'my-figure.png' +cv.savefig(filename) # Save including version information + +# Retrieve and print information +print('Figure version info:') +cv.get_png_metadata(filename) diff --git a/examples/t9_custom_layers.py b/examples/t9_custom_layers.py new file mode 100644 index 000000000..bc233973d --- /dev/null +++ b/examples/t9_custom_layers.py @@ -0,0 +1,33 @@ +''' +Demonstration of custom population layers +''' + +import numpy as np +import covasim as cv + +# Create the first sim +orig_sim = cv.Sim(pop_type='hybrid', n_days=120, label='Default hybrid population') +orig_sim.initialize() # Initialize the population + +# Create the second sim +sim = orig_sim.copy() + +# Define the new layer, 'transport' +n_people = len(sim.people) +n_contacts_per_person = 0.5 +n_contacts = int(n_contacts_per_person*n_people) +contacts_p1 = cv.choose(max_n=n_people, n=n_contacts) +contacts_p2 = cv.choose(max_n=n_people, n=n_contacts) +beta = np.ones(n_contacts) +layer = cv.Layer(p1=contacts_p1, p2=contacts_p2, beta=beta) # Create the new layer + +# Add this layer in and re-initialize the sim +sim.people.contacts.add_layer(transport=layer) +sim.reset_layer_pars() # Automatically add layer 'q' to the parameters using default values +sim.initialize() # Reinitialize +sim.label = f'Transport layer with {n_contacts_per_person} contacts/person' + +# Run and compare +msim = cv.MultiSim([orig_sim, sim]) +msim.run() +msim.plot() \ No newline at end of file diff --git a/examples/t9_numba.py b/examples/t9_numba.py new file mode 100644 index 000000000..bbc5752c8 --- /dev/null +++ b/examples/t9_numba.py @@ -0,0 +1,28 @@ +''' +Illustrate different Numba options +''' + +import covasim as cv + +# Create a standard 32-bit simulation +sim32 = cv.Sim(label='32-bit, single-threaded (default)', verbose='brief') +sim32.run() + +# Use 64-bit instead of 32 +cv.options.set(precision=64) +sim64 = cv.Sim(label='64-bit, single-threaded', verbose='brief') +sim64.run() + +# Use parallel threading +cv.options.set(numba_parallel=True) +sim_par = cv.Sim(label='64-bit, multi-threaded', verbose='brief') +sim_par.run() + +# Reset to defaults +cv.options.set('defaults') +sim32b = cv.Sim(label='32-bit, single-threaded (restored)', verbose='brief') +sim32b.run() + +# Plot +msim = cv.MultiSim([sim32, sim64, sim_par, sim32b]) +msim.plot() \ No newline at end of file diff --git a/examples/t9_population_properties.py b/examples/t9_population_properties.py new file mode 100644 index 000000000..ab5c7e87c --- /dev/null +++ b/examples/t9_population_properties.py @@ -0,0 +1,32 @@ +''' +Demonstrate custom population properties +''' + +import numpy as np +import sciris as sc +import covasim as cv + +def protect_the_prime(sim): + if sim.t == sim.day('2020-04-01'): + are_prime = sim.people.prime + sim.people.rel_sus[are_prime] = 0.0 + +pars = dict( + pop_type = 'hybrid', + pop_infected = 100, + n_days = 90, + verbose = 0, +) + +# Default simulation +orig_sim = cv.Sim(pars, label='Default') + +# Create the simulation +sim = cv.Sim(pars, label='Protect the prime', interventions=protect_the_prime) +sim.initialize() # Initialize to create the people array +sim.people.prime = np.array([sc.isprime(i) for i in range(len(sim.people))]) # Define whom to target + +# Run and plot +msim = cv.MultiSim([orig_sim, sim]) +msim.run() +msim.plot() \ No newline at end of file diff --git a/tests/unittests/experiment_test_disease_mortality.py b/tests/unittests/experiment_test_disease_mortality.py new file mode 100644 index 000000000..954abcc4b --- /dev/null +++ b/tests/unittests/experiment_test_disease_mortality.py @@ -0,0 +1,113 @@ +import covasim as cv +from unittest_support_classes import CovaSimTest + + +class SimKeys: + ''' Define mapping to simulation keys ''' + number_agents = 'pop_size' + initial_infected_count = 'pop_infected' + start_day = 'start_day' + number_simulated_days = 'n_days' + random_seed = 'rand_seed' + pass + + +class DiseaseKeys: + ''' Define mapping to keys associated with disease progression ''' + modify_progression_by_age = 'prog_by_age' + scale_probability_of_infected_developing_symptoms = 'rel_symp_prob' + scale_probability_of_symptoms_developing_severe = 'rel_severe_prob' + scale_probability_of_severe_developing_critical = 'rel_crit_prob' + scale_probability_of_critical_developing_death = 'rel_death_prob' + pass + + +class ResultsKeys: + ''' Define keys for results ''' + cumulative_number_of_deaths = 'cum_deaths' + pass + + +def define_base_parameters(): + ''' Define the basic parameters for a simulation -- these will sometimes, but rarely, change between tests ''' + base_parameters_dict = { + SimKeys.number_agents: 1000, # Keep it small so they run faster + SimKeys.initial_infected_count: 100, # Use a relatively large number to avoid stochastic effects + SimKeys.random_seed: 1, # Ensure it's reproducible + SimKeys.number_simulated_days: 60, # Don't run for too long for speed, but run for long enough + } + return base_parameters_dict + + +def BaseSim(): + ''' Create a base simulation to run tests on ''' + base_parameters_dict = define_base_parameters() + base_sim = cv.Sim(pars=base_parameters_dict) + return base_sim + + +class ExperimentalDiseaseMortalityTests(CovaSimTest): + ''' Define the actual tests ''' + + def test_zero_deaths(self): + ''' Confirm that if mortality is set to zero, there are zero deaths ''' + + # Create the sim + sim = BaseSim() + + # Define test-secific configurations + test_parameters = { + DiseaseKeys.modify_progression_by_age: False, # Otherwise these parameters have no effect + DiseaseKeys.scale_probability_of_critical_developing_death: 0 # Change mortality rate to 0 + } + + # Run the simulation + sim.update_pars(test_parameters) + sim.run() + + # Check results + total_deaths = sim.results[ResultsKeys.cumulative_number_of_deaths][:][-1] # Get the total number of deaths (last value of the cumulative number) + self.assertEqual(0, total_deaths, + msg=f"There should be no deaths given parameters {test_parameters}. " + f"Channel {ResultsKeys.cumulative_number_of_deaths} had " + f"bad data: {total_deaths}") + + pass + + + def test_full_deaths(self): + ''' Confirm that if all progression parameters are set to 1, everyone dies''' + + # Create the sim + sim = BaseSim() + + # reminder: these are the defaults for when "no_age" is used + # symp_probs = np.array([0.75]), + # severe_probs = np.array([0.2]), + # crit_probs = np.array([0.08]), + # death_probs = np.array([0.02]), + + # Define test-secific configurations + test_parameters = { + SimKeys.initial_infected_count: sim[SimKeys.number_agents], # Ensure everyone is infected + DiseaseKeys.modify_progression_by_age: False, # Otherwise use age-specific values, but we want simple + DiseaseKeys.scale_probability_of_infected_developing_symptoms: 1.0/0.75, # Scale factor for proportion of symptomatic cases + DiseaseKeys.scale_probability_of_symptoms_developing_severe: 1.0/0.2, # Scale factor for proportion of symptomatic cases that become severe + DiseaseKeys.scale_probability_of_severe_developing_critical: 1.0/0.08, # Scale factor for proportion of severe cases that become critical + DiseaseKeys.scale_probability_of_critical_developing_death: 1.0/0.02 #Scale factor for proportion of critical cases that result in death + } + + # Run the simulation + sim.update_pars(test_parameters) + sim.run() + + # Check results + total_deaths = sim.results[ResultsKeys.cumulative_number_of_deaths][:][-1] # Get the total number of deaths (last value of the cumulative number) + self.assertEqual(sim[SimKeys.number_agents], total_deaths, + msg=f"Everyone should die with parameters {test_parameters}. " + f"Channel {ResultsKeys.cumulative_number_of_deaths} had " + f"bad data: {total_deaths} deaths vs. {sim[SimKeys.number_agents]} people.") + + pass + + diff --git a/tests/unittests/get_unittest_coverage.py b/tests/unittests/get_unittest_coverage.py new file mode 100644 index 000000000..c49eadc52 --- /dev/null +++ b/tests/unittests/get_unittest_coverage.py @@ -0,0 +1,37 @@ +import coverage +import unittest +loader = unittest.TestLoader() +cov = coverage.Coverage(source=["covasim.base","covasim.interventions", + "covasim.parameters","covasim.people", + "covasim.population","covasim.misc"]) +cov.start() + +# First, load and run the unittest tests +from unittest_support_classes import TestSupportTests +from test_miscellaneous_features import MiscellaneousFeatureTests +from test_simulation_parameter import SimulationParameterTests +from test_disease_transmission import DiseaseTransmissionTests +from test_disease_progression import DiseaseProgressionTests +from test_disease_mortality import DiseaseMortalityTests +# from test_diagnostic_testing import DiagnosticTestingTests + +test_classes_to_run = [TestSupportTests, + SimulationParameterTests, + DiseaseTransmissionTests, + DiseaseProgressionTests, + DiseaseMortalityTests, + MiscellaneousFeatureTests] + +suites_list = [] +for tc in test_classes_to_run: + suite = loader.loadTestsFromTestCase(tc) + suites_list.append(suite) + pass + +big_suite = unittest.TestSuite(suites_list) +runner = unittest.TextTestRunner() +results = runner.run(big_suite) + +cov.stop() +cov.save() +cov.html_report() \ No newline at end of file diff --git a/tests/unittests/test_disease_mortality.py b/tests/unittests/test_disease_mortality.py new file mode 100644 index 000000000..df832b175 --- /dev/null +++ b/tests/unittests/test_disease_mortality.py @@ -0,0 +1,123 @@ +""" +Tests of simulation parameters from +../../covasim/README.md +""" + +from unittest_support_classes import CovaSimTest, TestProperties + +DProgKeys = TestProperties.ParameterKeys.ProgressionKeys +TransKeys = TestProperties.ParameterKeys.TransmissionKeys +TSimKeys = TestProperties.ParameterKeys.SimulationKeys +ResKeys = TestProperties.ResultsDataKeys + + +class DiseaseMortalityTests(CovaSimTest): + def setUp(self): + super().setUp() + pass + + def tearDown(self): + super().tearDown() + pass + + def test_default_death_prob_one(self): + """ + Infect lots of people with cfr one and short time to die + duration. Verify that everyone dies, no recoveries. + """ + total_agents = 500 + self.set_everyone_is_going_to_die(num_agents=total_agents) + self.run_sim() + recoveries_at_timestep_channel = self.get_full_result_channel( + ResKeys.recovered_at_timestep + ) + recoveries_cumulative_channel = self.get_full_result_channel( + ResKeys.recovered_cumulative + ) + recovery_channels = [ + recoveries_at_timestep_channel, + recoveries_cumulative_channel + ] + for c in recovery_channels: + for t in range(len(c)): + self.assertEqual(0, c[t], + msg=f"There should be no recoveries" + f" with death_prob 1.0. Channel {c} had " + f" bad data at t: {t}") + pass + pass + cumulative_deaths = self.get_day_final_channel_value( + ResKeys.deaths_cumulative + ) + self.assertEqual(cumulative_deaths, total_agents, + msg="Everyone should die") + pass + + def test_default_death_prob_zero(self): + """ + Infect lots of people with cfr zero and short time to die + duration. Verify that no one dies. + Depends on default_cfr_one + """ + total_agents = 500 + self.set_everyone_is_going_to_die(num_agents=total_agents) + prob_dict = { + DProgKeys.ProbabilityKeys.RelativeProbKeys.crt_to_death_probability: 0.0 + } + self.set_simulation_prognosis_probability(prob_dict) + self.run_sim() + deaths_at_timestep_channel = self.get_full_result_channel( + ResKeys.deaths_daily + ) + deaths_cumulative_channel = self.get_full_result_channel( + ResKeys.deaths_cumulative + ) + death_channels = [ + deaths_at_timestep_channel, + deaths_cumulative_channel + ] + for c in death_channels: + for t in range(len(c)): + self.assertEqual(c[t], 0, + msg=f"There should be no deaths" + f" with critical to death probability 0.0. Channel {c} had" + f" bad data at t: {t}") + pass + pass + cumulative_recoveries = self.get_day_final_channel_value( + ResKeys.recovered_cumulative + ) + self.assertGreaterEqual(cumulative_recoveries, 200, + msg="Should be lots of recoveries") + pass + + def test_default_death_prob_scaling(self): + """ + Infect lots of people with cfr zero and short time to die + duration. Verify that no one dies. + Depends on default_cfr_one + """ + total_agents = 500 + self.set_everyone_is_going_to_die(num_agents=total_agents) + death_probs = [0.01, 0.05, 0.10, 0.15] + old_cumulative_deaths = 0 + for death_prob in death_probs: + prob_dict = { + DProgKeys.ProbabilityKeys.RelativeProbKeys.crt_to_death_probability: death_prob + } + self.set_simulation_prognosis_probability(prob_dict) + self.run_sim() + deaths_at_timestep_channel = self.get_full_result_channel( + ResKeys.deaths_daily + ) + recoveries_at_timestep_channel = self.get_full_result_channel( + ResKeys.recovered_at_timestep + ) + cumulative_deaths = self.get_day_final_channel_value( + ResKeys.deaths_cumulative + ) + self.assertGreaterEqual(cumulative_deaths, old_cumulative_deaths, + msg="Should be more deaths with higer ratio") + old_cumulative_deaths = cumulative_deaths + pass + diff --git a/tests/unittests/test_disease_progression.py b/tests/unittests/test_disease_progression.py new file mode 100644 index 000000000..e05657e3c --- /dev/null +++ b/tests/unittests/test_disease_progression.py @@ -0,0 +1,144 @@ +""" +Tests of simulation parameters from +../../covasim/README.md +""" +import unittest + +from unittest_support_classes import CovaSimTest, TestProperties + +ResKeys = TestProperties.ResultsDataKeys +ParamKeys = TestProperties.ParameterKeys + + +class DiseaseProgressionTests(CovaSimTest): + def setUp(self): + super().setUp() + pass + + def tearDown(self): + super().tearDown() + pass + + def test_exposure_to_infectiousness_delay_scaling(self): + """ + Set exposure to infectiousness early simulation, mid simulation, + late simulation. Set std_dev to zero. Verify move to infectiousness + moves later as delay is longer. + Depends on delay deviation test + """ + total_agents = 500 + self.set_everyone_infected(total_agents) + sim_dur = 60 + exposed_delays = [1, 2, 5, 15, 20, 25, 30] # Keep values in order + std_dev = 0 + for exposed_delay in exposed_delays: + self.set_duration_distribution_parameters( + duration_in_question=ParamKeys.ProgressionKeys.DurationKeys.exposed_to_infectious, + par1=exposed_delay, + par2=std_dev + ) + prob_dict = { + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.inf_to_symptomatic_probability: 0 + } + self.set_simulation_prognosis_probability(prob_dict) + serial_delay = { + TestProperties.ParameterKeys.SimulationKeys.number_simulated_days: sim_dur + } + self.run_sim(serial_delay) + infectious_channel = self.get_full_result_channel( + ResKeys.infectious_at_timestep + ) + agents_on_infectious_day = infectious_channel[exposed_delay] + if self.is_debugging: + print(f"Delay: {exposed_delay}") + print(f"Agents turned: {agents_on_infectious_day}") + print(f"Infectious channel {infectious_channel}") + pass + for t in range(len(infectious_channel)): + current_infectious = infectious_channel[t] + if t < exposed_delay: + self.assertEqual(current_infectious, 0, + msg=f"All {total_agents} should turn infectious at t: {exposed_delay}" + f" instead got {current_infectious} at t: {t}") + elif t == exposed_delay: + self.assertEqual(infectious_channel[exposed_delay], total_agents, + msg=f"With stddev 0, all {total_agents} agents should turn infectious " + f"on day {exposed_delay}, instead got {agents_on_infectious_day}. ") + pass + + def test_mild_infection_duration_scaling(self): + """ + Make sure that all initial infected cease being infected + on following day. Std_dev 0 will help here + """ + total_agents = 500 + exposed_delay = 1 + self.set_everyone_infectious_same_day(num_agents=total_agents, + days_to_infectious=exposed_delay) + prob_dict = { + ParamKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.inf_to_symptomatic_probability: 0.0 + } + self.set_simulation_prognosis_probability(prob_dict) + infectious_durations = [1, 2, 5, 10, 20] # Keep values in order + infectious_duration_stddev = 0 + for TEST_dur in infectious_durations: + recovery_day = exposed_delay + TEST_dur + self.set_duration_distribution_parameters( + duration_in_question=ParamKeys.ProgressionKeys.DurationKeys.infectious_asymptomatic_to_recovered, + par1=TEST_dur, + par2=infectious_duration_stddev + ) + self.run_sim() + recoveries_channel = self.get_full_result_channel( + TestProperties.ResultsDataKeys.recovered_at_timestep + ) + recoveries_on_recovery_day = recoveries_channel[recovery_day] + if self.is_debugging: + print(f"Delay: {recovery_day}") + print(f"Agents turned: {recoveries_on_recovery_day}") + print(f"Recoveries channel {recoveries_channel}") + self.assertEqual(recoveries_channel[recovery_day], total_agents, + msg=f"With stddev 0, all {total_agents} agents should turn infectious " + f"on day {recovery_day}, instead got {recoveries_on_recovery_day}. ") + + pass + + def test_time_to_die_duration_scaling(self): + total_agents = 500 + self.set_everyone_critical(num_agents=500, constant_delay=0) + prob_dict = { + ParamKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.crt_to_death_probability: 1.0 + } + self.set_simulation_prognosis_probability(prob_dict) + + time_to_die_durations = [1, 2, 5, 10, 20] + time_to_die_stddev = 0 + + for TEST_dur in time_to_die_durations: + self.set_duration_distribution_parameters( + duration_in_question=ParamKeys.ProgressionKeys.DurationKeys.critical_to_death, + par1=TEST_dur, + par2=time_to_die_stddev + ) + self.run_sim() + deaths_today_channel = self.get_full_result_channel( + TestProperties.ResultsDataKeys.deaths_daily + ) + for t in range(len(deaths_today_channel)): + curr_deaths = deaths_today_channel[t] + if t < TEST_dur: + self.assertEqual(curr_deaths, 0, + msg=f"With std 0, all {total_agents} agents should die on " + f"t: {TEST_dur}. Got {curr_deaths} at t: {t}") + elif t == TEST_dur: + self.assertEqual(curr_deaths, total_agents, + msg=f"With std 0, all {total_agents} agents should die at t:" + f" {TEST_dur}, got {curr_deaths} instead.") + else: + self.assertEqual(curr_deaths, 0, + msg=f"With std 0, all {total_agents} agents should die at t:" + f" {TEST_dur}, got {curr_deaths} at t: {t}") + pass + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/tests/unittests/test_disease_transmission.py b/tests/unittests/test_disease_transmission.py new file mode 100644 index 000000000..59c837ceb --- /dev/null +++ b/tests/unittests/test_disease_transmission.py @@ -0,0 +1,58 @@ +""" +Tests of simulation parameters from +../../covasim/README.md +""" + +from unittest_support_classes import CovaSimTest, TestProperties + +TKeys = TestProperties.ParameterKeys.TransmissionKeys +Hightrans = TestProperties.SpecializedSimulations.Hightransmission + +class DiseaseTransmissionTests(CovaSimTest): + """ + Tests of the parameters involved in transmission + pre requisites simulation parameter tests + """ + + def setUp(self): + super().setUp() + pass + + def tearDown(self): + super().tearDown() + pass + + def test_beta_zero(self): + """ + Test that with beta at zero, no transmission + Start with high transmission sim + """ + self.set_smallpop_hightransmission() + beta_zero = { + TKeys.beta: 0 + } + self.run_sim(beta_zero) + exposed_today_channel = self.get_full_result_channel( + TestProperties.ResultsDataKeys.exposed_at_timestep + ) + prev_exposed = exposed_today_channel[0] + self.assertEqual(prev_exposed, Hightrans.pop_infected, + msg="Make sure we have some initial infections") + for t in range(1, len(exposed_today_channel)): + today_exposed = exposed_today_channel[t] + self.assertLessEqual(today_exposed, prev_exposed, + msg=f"The exposure counts should do nothing but decline." + f" At time {t}: {today_exposed} at {t-1}: {prev_exposed}.") + prev_exposed = today_exposed + pass + + infections_channel = self.get_full_result_channel( + TestProperties.ResultsDataKeys.infections_at_timestep + ) + for t in range(len(infections_channel)): + today_infectious = infections_channel[t] + self.assertEqual(today_infectious, 0, + msg=f"With beta 0, there should be no infections." + f" At ts: {t} got {today_infectious}.") + pass + pass \ No newline at end of file diff --git a/tests/unittests/test_miscellaneous_features.py b/tests/unittests/test_miscellaneous_features.py new file mode 100644 index 000000000..2512e8dcd --- /dev/null +++ b/tests/unittests/test_miscellaneous_features.py @@ -0,0 +1,71 @@ +""" + +""" + +import unittest +import pandas as pd +from unittest_support_classes import CovaSimTest +from covasim import Sim, parameters +import os + +class MiscellaneousFeatureTests(CovaSimTest): + def setUp(self): + super().setUp() + self.sim = Sim() + self.pars = parameters.make_pars() + self.is_debugging = False + + def test_xslx_generation(self): + super().tearDown() + self.is_debugging = False + root_filename = "DEBUG_test_xlsx_generation" + excel_filename = f"{root_filename}.xlsx" + if os.path.isfile(excel_filename): + os.unlink(excel_filename) + pass + test_infected_value = 31 + params_dict = { + 'pop_infected': test_infected_value + } + self.run_sim(params_dict) + self.sim.to_excel(filename=root_filename) + simulation_df = pd.ExcelFile(excel_filename) + expected_sheets = ['Results','Parameters'] + for sheet in expected_sheets: + self.assertIn(sheet, simulation_df.sheet_names) + pass + params_df = simulation_df.parse('Parameters') + observed_infected_param = params_df.loc[params_df['Parameter'] == 'pop_infected', 'Value'].values[0] + self.assertEqual(observed_infected_param, test_infected_value, + msg="Should be able to parse the pop_infected parameter from the results sheet") + results_df = simulation_df.parse('Results') + observed_day_0_exposed = results_df.loc[results_df['t'] == 0, 'n_exposed'].values[0] + self.assertGreaterEqual(observed_day_0_exposed, test_infected_value, + msg="Should be able to parse the day 0 n_exposed value from the results sheet.") + if not self.is_debugging: + os.unlink(excel_filename) + pass + + def test_set_pars_invalid_key(self): + with self.assertRaises(KeyError) as context: + self.sim['n_infectey'] = 10 + pass + error_message = str(context.exception) + self.assertIn('n_infectey', error_message) + self.assertIn('pop_infected', error_message) + pass + + def test_update_pars_invalid_key(self): + invalid_key = { + 'dooty_doo': 5 + } + with self.assertRaises(KeyError) as context: + self.sim.update_pars(invalid_key) + pass + error_message = str(context.exception) + self.assertIn('dooty_doo', error_message) + pass + + +if __name__ == '__main__': + unittest.main() \ No newline at end of file diff --git a/tests/unittests/test_population_types.py b/tests/unittests/test_population_types.py new file mode 100644 index 000000000..0ef8746b2 --- /dev/null +++ b/tests/unittests/test_population_types.py @@ -0,0 +1,42 @@ +from unittest_support_classes import CovaSimTest, TestProperties + +TPKeys = TestProperties.ParameterKeys.SimulationKeys + + +class PopulationTypeTests(CovaSimTest): + def setUp(self): + super().setUp() + pass + + def tearDown(self): + super().tearDown() + pass + + def test_different_pop_types(self): + pop_types = ['random', 'hybrid'] #, 'synthpops'] + results = {} + short_sample = { + TPKeys.number_agents: 1000, + TPKeys.number_simulated_days: 10, + TPKeys.initial_infected_count: 50 + } + for poptype in pop_types: + self.run_sim(short_sample, population_type=poptype) + results[poptype] = self.simulation_result['results'] + pass + self.assertEqual(len(results), len(pop_types)) + for k in results: + these_results = results[k] + self.assertIsNotNone(these_results) + day_0_susceptible = these_results[TestProperties.ResultsDataKeys.susceptible_at_timestep][0] + day_0_exposed = these_results[TestProperties.ResultsDataKeys.exposed_at_timestep][0] + + self.assertEqual(day_0_susceptible + day_0_exposed, short_sample[TPKeys.number_agents], + msg=f"Day 0 population should be as specified in params. Poptype {k} was different.") + self.assertGreater(these_results[TestProperties.ResultsDataKeys.infections_cumulative][-1], + these_results[TestProperties.ResultsDataKeys.infections_cumulative][0], + msg=f"Should see infections increase. Pop type {k} didn't do that.") + self.assertGreater(these_results[TestProperties.ResultsDataKeys.symptomatic_cumulative][-1], + these_results[TestProperties.ResultsDataKeys.symptomatic_cumulative][0], + msg=f"Should see symptomatic counts increase. Pop type {k} didn't do that.") + diff --git a/tests/unittests/test_simulation_parameter.py b/tests/unittests/test_simulation_parameter.py new file mode 100644 index 000000000..d5b9666ab --- /dev/null +++ b/tests/unittests/test_simulation_parameter.py @@ -0,0 +1,185 @@ +""" +Tests of simulation parameters from +../../covasim/README.md +""" +import unittest + +from unittest_support_classes import CovaSimTest, TestProperties + +TPKeys = TestProperties.ParameterKeys.SimulationKeys +ResKeys = TestProperties.ResultsDataKeys + +class SimulationParameterTests(CovaSimTest): + def setUp(self): + super().setUp() + pass + + def tearDown(self): + super().tearDown() + pass + + def test_population_size(self): + """ + Set population size to vanilla (1234) + Run sim for one day and check outputs + + Depends on run default simulation + """ + TPKeys = TestProperties.ParameterKeys.SimulationKeys + pop_2_one_day = { + TPKeys.population_scaling_factor: 1, + TPKeys.number_simulated_days: 1, + TPKeys.number_agents: 2, + TPKeys.number_contacts: {'a': 1}, + TPKeys.initial_infected_count: 0 + } + pop_10_one_day = { + TPKeys.population_scaling_factor: 1, + TPKeys.number_simulated_days: 1, + TPKeys.number_agents: 10, + TPKeys.number_contacts: {'a': 4}, + TPKeys.initial_infected_count: 0 + } + pop_123_one_day = { + TPKeys.population_scaling_factor: 1, + TPKeys.number_simulated_days: 1, + TPKeys.number_agents: 123, + TPKeys.initial_infected_count: 0 + } + pop_1234_one_day = { + TPKeys.population_scaling_factor: 1, + TPKeys.number_simulated_days: 1, + TPKeys.number_agents: 1234, + TPKeys.initial_infected_count: 0 + } + self.run_sim(pop_2_one_day) + pop_2_pop = self.get_day_zero_channel_value() + self.run_sim(pop_10_one_day) + pop_10_pop = self.get_day_zero_channel_value() + self.run_sim(pop_123_one_day) + pop_123_pop = self.get_day_zero_channel_value() + self.run_sim(pop_1234_one_day) + pop_1234_pop = self.get_day_zero_channel_value() + + self.assertEqual(pop_2_pop, pop_2_one_day[TPKeys.number_agents]) + self.assertEqual(pop_10_pop, pop_10_one_day[TPKeys.number_agents]) + self.assertEqual(pop_123_pop, pop_123_one_day[TPKeys.number_agents]) + self.assertEqual(pop_1234_pop, pop_1234_one_day[TPKeys.number_agents]) + + pass + + def test_population_size_ranges(self): + """ + Intent is to test zero, negative, and excessively large pop sizes + """ + pop_neg_one_day = { + TPKeys.population_scaling_factor: 1, + TPKeys.number_simulated_days: 1, + TPKeys.number_agents: -10, + TPKeys.initial_infected_count: 0 + } + with self.assertRaises(ValueError) as context: + self.run_sim(pop_neg_one_day) + error_message = str(context.exception) + self.assertIn("negative", error_message) + + pop_zero_one_day = { + TPKeys.population_scaling_factor: 1, + TPKeys.number_simulated_days: 100, + TPKeys.number_agents: 0, + TPKeys.initial_infected_count: 0 + } + self.run_sim(pop_zero_one_day) + self.assertEqual(self.simulation_result['results'][ResKeys.susceptible_at_timestep][-1], 0) + self.assertEqual(self.simulation_result['results'][ResKeys.susceptible_at_timestep][0], 0) + + pass + + def test_population_scaling(self): + """ + Scale population vanilla (x10) compare + output people vs parameter defined people + + Depends on population_size + """ + scale_1_one_day = { + TPKeys.number_agents: 100, + TPKeys.population_scaling_factor: 1, + TPKeys.number_simulated_days: 1 + } + scale_2_one_day = { + TPKeys.number_agents: 100, + TPKeys.population_scaling_factor: 2, + TPKeys.population_rescaling: False, + TPKeys.number_simulated_days: 1 + } + scale_10_one_day = { + TPKeys.number_agents: 100, + TPKeys.population_scaling_factor: 10, + TPKeys.population_rescaling: False, + TPKeys.number_simulated_days: 1 + } + self.run_sim(scale_1_one_day) + scale_1_pop = self.get_day_zero_channel_value() + self.run_sim(scale_2_one_day) + scale_2_pop = self.get_day_zero_channel_value() + self.run_sim(scale_10_one_day) + scale_10_pop = self.get_day_zero_channel_value() + self.assertEqual(scale_2_pop, 2 * scale_1_pop) + self.assertEqual(scale_10_pop, 10 * scale_1_pop) + pass + + + def test_random_seed(self): + """ + Run two simulations with the same seed + and one with a different one. Something + randomly drawn (number of persons infected + day 2) is identical in the first two and + different in the third + """ + self.set_smallpop_hightransmission() + seed_1_params = { + TPKeys.random_seed: 1 + } + seed_2_params = { + TPKeys.random_seed: 2 + } + self.run_sim(seed_1_params) + infectious_seed_1_v1 = self.get_full_result_channel( + ResKeys.infectious_at_timestep + ) + exposures_seed_1_v1 = self.get_full_result_channel( + ResKeys.exposed_at_timestep + ) + self.run_sim(seed_1_params) + infectious_seed_1_v2 = self.get_full_result_channel( + ResKeys.infectious_at_timestep + ) + exposures_seed_1_v2 = self.get_full_result_channel( + ResKeys.exposed_at_timestep + ) + self.assertEqual(infectious_seed_1_v1, infectious_seed_1_v2, + msg=f"With random seed the same, these channels should" + f"be identical.") + self.assertEqual(exposures_seed_1_v1, exposures_seed_1_v2, + msg=f"With random seed the same, these channels should" + f"be identical.") + self.run_sim(seed_2_params) + infectious_seed_2 = self.get_full_result_channel( + ResKeys.infectious_at_timestep + ) + exposures_seed_2 = self.get_full_result_channel( + ResKeys.exposed_at_timestep + ) + self.assertNotEqual(infectious_seed_1_v1, infectious_seed_2, + msg=f"With random seed the different, these channels should" + f"be distinct.") + self.assertNotEqual(exposures_seed_1_v1, exposures_seed_2, + msg=f"With random seed the different, these channels should" + f"be distinct.") + pass + + +if __name__ == '__main__': + unittest.main() diff --git a/tests/unittests/unittest_support_classes.py b/tests/unittests/unittest_support_classes.py new file mode 100644 index 000000000..ef503b3b2 --- /dev/null +++ b/tests/unittests/unittest_support_classes.py @@ -0,0 +1,531 @@ +""" +Classes that provide test content for tests later, +and easier configuration of tests to make tests +easier to red. + +Test implementation is agnostic to model implementation +by design. +""" + +import unittest +import json +import os +import numpy as np + +from covasim import Sim, parameters, change_beta, test_prob, contact_tracing, sequence + + +class TestProperties: + class ParameterKeys: + class SimulationKeys: + number_agents = 'pop_size' + number_contacts = 'contacts' + population_scaling_factor = 'pop_scale' + population_rescaling = 'rescale' + population_type = 'pop_type' + initial_infected_count = 'pop_infected' + start_day = 'start_day' + number_simulated_days = 'n_days' + random_seed = 'rand_seed' + verbose = 'verbose' + enable_synthpops = 'usepopdata' + time_limit = 'timelimit' + quarantine_effectiveness = 'quar_factor' + # stopping_function = 'stop_func' + pass + + class TransmissionKeys: + beta = 'beta' + asymptomatic_fraction = 'asym_prop' + asymptomatic_transmission_multiplier = 'asym_factor' + diagnosis_transmission_factor = 'iso_factor' + contact_transmission_factor = 'cont_factor' + contacts_per_agent = 'contacts' + beta_population_specific = 'beta_pop' + contacts_population_specific = 'contacts_pop' + pass + + class ProgressionKeys: + durations = "dur" + param_1 = "par1" + param_2 = "par2" + + class DurationKeys: + exposed_to_infectious = 'exp2inf' + infectious_to_symptomatic = 'inf2sym' + infectious_asymptomatic_to_recovered = 'asym2rec' + infectious_symptomatic_to_recovered = 'mild2rec' + symptomatic_to_severe = 'sym2sev' + severe_to_critical = 'sev2crit' + aymptomatic_to_recovered = 'asym2rec' + severe_to_recovered = 'sev2rec' + critical_to_recovered = 'crit2rec' + critical_to_death = 'crit2die' + pass + + class ProbabilityKeys: + progression_by_age = 'prog_by_age' + class RelativeProbKeys: + inf_to_symptomatic_probability = 'rel_symp_prob' + sym_to_severe_probability = 'rel_severe_prob' + sev_to_critical_probability = 'rel_crit_prob' + crt_to_death_probability = 'rel_death_prob' + pass + class PrognosesListKeys: + symptomatic_probabilities = 'symp_probs' + severe_probabilities = 'severe_probs' + critical_probabilities = 'crit_probs' + death_probs = 'death_probs' + pass + + class DiagnosticTestingKeys: + number_daily_tests = 'daily_tests' + daily_test_sensitivity = 'sensitivity' + symptomatic_testing_multiplier = 'sympt_test' + contacttrace_testing_multiplier = 'trace_test' + pass + pass + + class SpecializedSimulations: + class Microsim: + n = 10 + pop_infected = 1 + contacts = 2 + n_days = 10 + pass + class Hightransmission: + n = 500 + pop_infected = 10 + n_days = 30 + contacts = 3 + beta = 0.4 + serial = 2 + # serial_std = 0.5 + dur = 3 + pass + class HighMortality: + n = 1000 + cfr_by_age = False + default_cfr = 0.2 + timetodie = 6 + # timetodie_std = 2 + pass + + class ResultsDataKeys: + deaths_cumulative = 'cum_deaths' + deaths_daily = 'new_deaths' + diagnoses_cumulative = 'cum_diagnoses' + diagnoses_at_timestep = 'new_diagnoses' + exposed_at_timestep = 'n_exposed' + susceptible_at_timestep = 'n_susceptible' + infectious_at_timestep = 'n_infectious' + symptomatic_at_timestep = 'n_symptomatic' + symptomatic_cumulative = 'cum_symptomatic' + symptomatic_new_timestep = 'new_symptomatic' + recovered_at_timestep = 'new_recoveries' + recovered_cumulative = 'cum_recoveries' + infections_at_timestep = 'new_infections' + infections_cumulative = 'cum_infections' + tests_at_timestep = 'new_tests' + tests_cumulative = 'cum_tests' + quarantined_new = 'new_quarantined' + GUESS_doubling_time_at_timestep = 'doubling_time' + GUESS_r_effective_at_timestep = 'r_eff' + + pass + + +DurationKeys = TestProperties.ParameterKeys.ProgressionKeys.DurationKeys + + +class CovaSimTest(unittest.TestCase): + def setUp(self): + self.is_debugging = False + + self.simulation_parameters = None + self.simulation_prognoses = None + self.sim = None + self.simulation_result = None + self.interventions = None + self.expected_result_filename = f"DEBUG_{self.id()}.json" + if os.path.isfile(self.expected_result_filename): + os.unlink(self.expected_result_filename) + pass + + def tearDown(self): + if not self.is_debugging: + if os.path.isfile(self.expected_result_filename): + os.unlink(self.expected_result_filename) + pass + + # region configuration methods + def set_simulation_parameters(self, params_dict=None): + """ + Overrides all of the default sim parameters + with the ones in the dictionary + Args: + params_dict: keys are param names, values are expected values to use + + Returns: + None, sets self.simulation_params + + """ + if not self.simulation_parameters: + self.simulation_parameters = parameters.make_pars(set_prognoses=True, prog_by_age=True) + if params_dict: + self.simulation_parameters.update(params_dict) + pass + + def set_simulation_prognosis_probability(self, params_dict): + """ + Allows for testing prognoses probability as absolute rather than relative. + NOTE: You can only call this once per test or you will overwrite your stuff. + """ + ProbKeys = TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys + RelativeProbabilityKeys = ProbKeys.RelativeProbKeys + supported_probabilities = [ + RelativeProbabilityKeys.inf_to_symptomatic_probability, + RelativeProbabilityKeys.sym_to_severe_probability, + RelativeProbabilityKeys.sev_to_critical_probability, + RelativeProbabilityKeys.crt_to_death_probability + ] + if not self.simulation_parameters: + self.set_simulation_parameters() + pass + + if not self.simulation_prognoses: + self.simulation_prognoses = parameters.get_prognoses(self.simulation_parameters[ProbKeys.progression_by_age]) + + PrognosisKeys = ProbKeys.PrognosesListKeys + for k in params_dict: + prognosis_in_question = None + expected_prob = params_dict[k] + if k == RelativeProbabilityKeys.inf_to_symptomatic_probability: + prognosis_in_question = PrognosisKeys.symptomatic_probabilities + elif k == RelativeProbabilityKeys.sym_to_severe_probability: + prognosis_in_question = PrognosisKeys.severe_probabilities + elif k == RelativeProbabilityKeys.sev_to_critical_probability: + prognosis_in_question = PrognosisKeys.critical_probabilities + elif k == RelativeProbabilityKeys.crt_to_death_probability: + prognosis_in_question = PrognosisKeys.death_probs + else: + raise KeyError(f"Key {k} not found in {supported_probabilities}.") + old_probs = self.simulation_prognoses[prognosis_in_question] + self.simulation_prognoses[prognosis_in_question] = np.array([expected_prob] * len(old_probs)) + pass + pass + + def set_duration_distribution_parameters(self, duration_in_question, + par1, par2): + if not self.simulation_parameters: + self.set_simulation_parameters() + pass + duration_node = self.simulation_parameters["dur"] + duration_node[duration_in_question] = { + "dist": "normal", + "par1": par1, + "par2": par2 + } + params_dict = { + "dur": duration_node + } + self.set_simulation_parameters(params_dict=params_dict) + + + def run_sim(self, params_dict=None, write_results_json=False, population_type=None): + if not self.simulation_parameters or params_dict: # If we need one, or have one here + self.set_simulation_parameters(params_dict=params_dict) + pass + + self.simulation_parameters['interventions'] = self.interventions + + self.sim = Sim(pars=self.simulation_parameters, + datafile=None) + if not self.simulation_prognoses: + self.simulation_prognoses = parameters.get_prognoses( + self.simulation_parameters[TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.progression_by_age] + ) + pass + + self.sim['prognoses'] = self.simulation_prognoses + if population_type: + self.sim.update_pars(pop_type=population_type) + self.sim.run(verbose=0) + self.simulation_result = self.sim.to_json(tostring=False) + if write_results_json or self.is_debugging: + with open(self.expected_result_filename, 'w') as outfile: + json.dump(self.simulation_result, outfile, indent=4, sort_keys=True) + pass + # endregion + + # region simulation results support + def get_full_result_channel(self, channel): + result_data = self.simulation_result["results"][channel] + return result_data + + def get_day_zero_channel_value(self, channel=TestProperties.ResultsDataKeys.susceptible_at_timestep): + """ + + Args: + channel: timeseries channel to report ('n_susceptible') + + Returns: day zero value for channel + + """ + result_data = self.get_full_result_channel(channel=channel) + return result_data[0] + + def get_day_final_channel_value(self, channel): + channel = self.get_full_result_channel(channel=channel) + return channel[-1] + # endregion + + # region interventions support + def intervention_set_changebeta(self, + days_array, + multiplier_array, + layers = None): + self.interventions = change_beta(days=days_array, + changes=multiplier_array, + layers=layers) + pass + + def intervention_set_test_prob(self, symptomatic_prob=0, asymptomatic_prob=0, + asymptomatic_quarantine_prob=0, symp_quar_prob=0, + test_sensitivity=1.0, loss_prob=0.0, test_delay=1, + start_day=0): + self.interventions = test_prob(symp_prob=symptomatic_prob, + asymp_prob=asymptomatic_prob, + asymp_quar_prob=asymptomatic_quarantine_prob, + symp_quar_prob=symp_quar_prob, + sensitivity=test_sensitivity, + loss_prob=loss_prob, + test_delay=test_delay, + start_day=start_day) + pass + + def intervention_set_contact_tracing(self, + start_day, + trace_probabilities=None, + trace_times=None): + + if not trace_probabilities: + trace_probabilities = {'h': 1, 's': 1, 'w': 1, 'c': 1} + pass + if not trace_times: + trace_times = {'h': 1, 's': 1, 'w': 1, 'c': 1} + self.interventions = contact_tracing(trace_probs=trace_probabilities, + trace_time=trace_times, + start_day=start_day) + pass + + def intervention_build_sequence(self, + day_list, + intervention_list): + my_sequence = sequence(days=day_list, + interventions=intervention_list) + self.interventions = my_sequence + # endregion + + # region specialized simulation methods + def set_microsim(self): + Simkeys = TestProperties.ParameterKeys.SimulationKeys + Micro = TestProperties.SpecializedSimulations.Microsim + microsim_parameters = { + Simkeys.number_agents : Micro.n, + Simkeys.initial_infected_count: Micro.pop_infected, + Simkeys.number_simulated_days: Micro.n_days + } + self.set_simulation_parameters(microsim_parameters) + pass + + def set_everyone_infected(self, agent_count=1000): + Simkeys = TestProperties.ParameterKeys.SimulationKeys + everyone_infected = { + Simkeys.number_agents: agent_count, + Simkeys.initial_infected_count: agent_count + } + self.set_simulation_parameters(params_dict=everyone_infected) + pass + + DurationKeys = TestProperties.ParameterKeys.ProgressionKeys.DurationKeys + + def set_everyone_infectious_same_day(self, num_agents, days_to_infectious=1, num_days=60): + """ + Args: + num_agents: number of agents to create and infect + days_to_infectious: days until all agents are infectious (1) + num_days: days to simulate (60) + """ + self.set_everyone_infected(agent_count=num_agents) + prob_dict = { + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.inf_to_symptomatic_probability: 0 + } + self.set_simulation_prognosis_probability(prob_dict) + test_config = { + TestProperties.ParameterKeys.SimulationKeys.number_simulated_days: num_days + } + self.set_duration_distribution_parameters( + duration_in_question=DurationKeys.exposed_to_infectious, + par1=days_to_infectious, + par2=0 + ) + self.set_simulation_parameters(params_dict=test_config) + pass + + def set_everyone_symptomatic(self, num_agents, constant_delay:int=None): + """ + Cause all agents in the simulation to begin infected + And proceed to symptomatic (but not severe or death) + Args: + num_agents: Number of agents to begin with + """ + self.set_everyone_infectious_same_day(num_agents=num_agents, + days_to_infectious=0) + prob_dict = { + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.inf_to_symptomatic_probability: 1.0, + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.sym_to_severe_probability: 0 + } + self.set_simulation_prognosis_probability(prob_dict) + if constant_delay is not None: + self.set_duration_distribution_parameters( + duration_in_question=DurationKeys.infectious_to_symptomatic, + par1=constant_delay, + par2=0 + ) + pass + + def set_everyone_is_going_to_die(self, num_agents): + """ + Cause all agents in the simulation to begin infected and die. + Args: + num_agents: Number of agents to simulate + """ + ProbKeys = TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys + self.set_everyone_infectious_same_day(num_agents=num_agents) + prob_dict = { + ProbKeys.inf_to_symptomatic_probability: 1, + ProbKeys.sym_to_severe_probability: 1, + ProbKeys.sev_to_critical_probability: 1, + ProbKeys.crt_to_death_probability: 1 + } + self.set_simulation_prognosis_probability(prob_dict) + pass + + def set_everyone_severe(self, num_agents, constant_delay:int=None): + self.set_everyone_symptomatic(num_agents=num_agents, constant_delay=constant_delay) + prob_dict = { + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.sym_to_severe_probability: 1.0, + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.sev_to_critical_probability: 0.0 + } + self.set_simulation_prognosis_probability(prob_dict) + if constant_delay is not None: + self.set_duration_distribution_parameters( + duration_in_question=DurationKeys.symptomatic_to_severe, + par1=constant_delay, + par2=0 + ) + pass + + def set_everyone_critical(self, num_agents, constant_delay:int=None): + """ + Causes all agents to become critically ill day 1 + """ + self.set_everyone_severe(num_agents=num_agents, constant_delay=constant_delay) + prob_dict = { + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.sev_to_critical_probability: 1.0, + TestProperties.ParameterKeys.ProgressionKeys.ProbabilityKeys.RelativeProbKeys.crt_to_death_probability: 0.0 + } + self.set_simulation_prognosis_probability(prob_dict) + if constant_delay is not None: + self.set_duration_distribution_parameters( + duration_in_question=DurationKeys.severe_to_critical, + par1=constant_delay, + par2=0 + ) + pass + + + def set_smallpop_hightransmission(self): + """ + Creates a small population with lots of transmission + """ + Simkeys = TestProperties.ParameterKeys.SimulationKeys + Transkeys = TestProperties.ParameterKeys.TransmissionKeys + Hightrans = TestProperties.SpecializedSimulations.Hightransmission + hightrans_parameters = { + Simkeys.number_agents : Hightrans.n, + Simkeys.initial_infected_count: Hightrans.pop_infected, + Simkeys.number_simulated_days: Hightrans.n_days, + Transkeys.beta : Hightrans.beta + } + self.set_simulation_parameters(hightrans_parameters) + pass + + # endregion + pass + + + + +class TestSupportTests(CovaSimTest): + def test_run_vanilla_simulation(self): + """ + Runs an uninteresting but predictable + simulation, makes sure that results + are created and json parsable + """ + self.assertIsNone(self.sim) + self.run_sim(write_results_json=True) + json_file_found = os.path.isfile(self.expected_result_filename) + self.assertTrue(json_file_found, msg=f"Expected {self.expected_result_filename} to be found.") + pass + + def test_everyone_infected(self): + """ + All agents start infected + """ + + total_agents = 500 + self.set_everyone_infected(agent_count=total_agents) + self.run_sim() + exposed_channel = TestProperties.ResultsDataKeys.exposed_at_timestep + day_0_exposed = self.get_day_zero_channel_value(exposed_channel) + self.assertEqual(day_0_exposed, total_agents) + pass + + def test_run_small_hightransmission_sim(self): + """ + Runs a small simulation with lots of transmission + Verifies that there are lots of infections in + a short time. + """ + self.assertIsNone(self.simulation_parameters) + self.assertIsNone(self.sim) + self.set_smallpop_hightransmission() + self.run_sim() + + self.assertIsNotNone(self.sim) + self.assertIsNotNone(self.simulation_parameters) + exposed_today_channel = self.get_full_result_channel( + TestProperties.ResultsDataKeys.exposed_at_timestep + ) + prev_exposed = exposed_today_channel[0] + for t in range(1, 10): + today_exposed = exposed_today_channel[t] + self.assertGreaterEqual(today_exposed, prev_exposed, + msg=f"The first 10 days should have increasing" + f" exposure counts. At time {t}: {today_exposed} at" + f" {t-1}: {prev_exposed}.") + prev_exposed = today_exposed + pass + infections_channel = self.get_full_result_channel( + TestProperties.ResultsDataKeys.infections_at_timestep + ) + self.assertGreaterEqual(sum(infections_channel), 150, + msg=f"Should have at least 150 infections") + pass + pass + + +