From 3d5a97f47c787ea0e305418dbe5d6ad7f31eb85f Mon Sep 17 00:00:00 2001 From: Sev Date: Wed, 1 Jun 2022 14:33:01 +0200 Subject: [PATCH 1/3] Making all pm.sample return_inferencedata=False when needed --- .../case_studies/bayesian_ab_testing.ipynb | 1221 ++++++++++++----- .../case_studies/bayesian_ab_testing.myst.md | 36 +- 2 files changed, 869 insertions(+), 388 deletions(-) diff --git a/examples/case_studies/bayesian_ab_testing.ipynb b/examples/case_studies/bayesian_ab_testing.ipynb index 7526d7426..aa2668542 100644 --- a/examples/case_studies/bayesian_ab_testing.ipynb +++ b/examples/case_studies/bayesian_ab_testing.ipynb @@ -4,13 +4,20 @@ "cell_type": "code", "execution_count": 1, "id": "b48cad3d", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:46.644500Z", + "iopub.status.busy": "2022-06-01T12:26:46.643111Z", + "iopub.status.idle": "2022-06-01T12:26:54.607973Z", + "shell.execute_reply": "2022-06-01T12:26:54.603374Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Running on PyMC3 v3.11.2\n" + "Running on PyMC v4.0.0b5\n" ] } ], @@ -22,19 +29,26 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", - "import pymc3 as pm\n", - "import pymc3.math as pmm\n", + "import pymc as pm\n", + "import pymc.math as pmm\n", "\n", "from scipy.stats import bernoulli, expon\n", "\n", - "print(f\"Running on PyMC3 v{pm.__version__}\")" + "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "30cc5507", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:54.620533Z", + "iopub.status.busy": "2022-06-01T12:26:54.616597Z", + "iopub.status.idle": "2022-06-01T12:26:54.648726Z", + "shell.execute_reply": "2022-06-01T12:26:54.644759Z" + } + }, "outputs": [], "source": [ "RANDOM_SEED = 4000\n", @@ -98,20 +112,27 @@ "\n", "With this, we can sample from the joint posterior of $\\theta_A, \\theta_B$. \n", "\n", - "You may have noticed that the Beta distribution is the conjugate prior for the Binomial, so we don't need MCMC sampling to estimate the posterior (the exact solution can be found in the VWO paper). We'll still demonstrate how sampling can be done with PyMC3 though, and doing this makes it easier to extend the model with different priors, dependency assumptions, etc.\n", + "You may have noticed that the Beta distribution is the conjugate prior for the Binomial, so we don't need MCMC sampling to estimate the posterior (the exact solution can be found in the VWO paper). We'll still demonstrate how sampling can be done with PyMC though, and doing this makes it easier to extend the model with different priors, dependency assumptions, etc.\n", "\n", "Finally, remember that our outcome of interest is whether B is better than A. A common measure in practice for whether B is better than is the _relative uplift in conversion rates_, i.e. the percentage difference of $\\theta_B$ over $\\theta_A$:\n", "\n", "$$\\mathrm{reluplift}_B = \\theta_B / \\theta_A - 1$$\n", "\n", - "We'll implement this model setup in PyMC3 below." + "We'll implement this model setup in PyMC below." ] }, { "cell_type": "code", "execution_count": 3, "id": "a5376bb4", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:54.658021Z", + "iopub.status.busy": "2022-06-01T12:26:54.657128Z", + "iopub.status.idle": "2022-06-01T12:26:54.670189Z", + "shell.execute_reply": "2022-06-01T12:26:54.666269Z" + } + }, "outputs": [], "source": [ "@dataclass\n", @@ -124,7 +145,14 @@ "cell_type": "code", "execution_count": 4, "id": "a0c80bf2", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:54.677766Z", + "iopub.status.busy": "2022-06-01T12:26:54.677168Z", + "iopub.status.idle": "2022-06-01T12:26:54.688981Z", + "shell.execute_reply": "2022-06-01T12:26:54.685386Z" + } + }, "outputs": [], "source": [ "@dataclass\n", @@ -137,7 +165,14 @@ "cell_type": "code", "execution_count": 5, "id": "b625c349", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:54.697372Z", + "iopub.status.busy": "2022-06-01T12:26:54.696618Z", + "iopub.status.idle": "2022-06-01T12:26:54.709618Z", + "shell.execute_reply": "2022-06-01T12:26:54.706445Z" + } + }, "outputs": [], "source": [ "class ConversionModelTwoVariant:\n", @@ -181,14 +216,21 @@ "id": "8e1f6ca4", "metadata": {}, "source": [ - "Note that we can pass in arbitrary values for the observed data in these prior predictive checks. PyMC3 will not use that data when sampling from the prior predictive distribution." + "Note that we can pass in arbitrary values for the observed data in these prior predictive checks. PyMC will not use that data when sampling from the prior predictive distribution." ] }, { "cell_type": "code", "execution_count": 6, "id": "4a103373", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:54.717833Z", + "iopub.status.busy": "2022-06-01T12:26:54.716986Z", + "iopub.status.idle": "2022-06-01T12:26:54.726848Z", + "shell.execute_reply": "2022-06-01T12:26:54.723272Z" + } + }, "outputs": [], "source": [ "weak_prior = ConversionModelTwoVariant(BetaPrior(alpha=100, beta=100))" @@ -198,7 +240,14 @@ "cell_type": "code", "execution_count": 7, "id": "1d8702af", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:54.734507Z", + "iopub.status.busy": "2022-06-01T12:26:54.733876Z", + "iopub.status.idle": "2022-06-01T12:26:54.743552Z", + "shell.execute_reply": "2022-06-01T12:26:54.740082Z" + } + }, "outputs": [], "source": [ "strong_prior = ConversionModelTwoVariant(BetaPrior(alpha=10000, beta=10000))" @@ -208,34 +257,55 @@ "cell_type": "code", "execution_count": 8, "id": "9e1e0769", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:26:54.752078Z", + "iopub.status.busy": "2022-06-01T12:26:54.751128Z", + "iopub.status.idle": "2022-06-01T12:27:03.608875Z", + "shell.execute_reply": "2022-06-01T12:27:03.604849Z" + } + }, "outputs": [], "source": [ "with weak_prior.create_model(data=[BinomialData(1, 1), BinomialData(1, 1)]):\n", - " weak_prior_predictive = pm.sample_prior_predictive(samples=10000)" + " weak_prior_predictive = pm.sample_prior_predictive(samples=10000, return_inferencedata=False)" ] }, { "cell_type": "code", "execution_count": 9, "id": "4df134b8", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:27:03.618017Z", + "iopub.status.busy": "2022-06-01T12:27:03.616128Z", + "iopub.status.idle": "2022-06-01T12:27:05.357724Z", + "shell.execute_reply": "2022-06-01T12:27:05.351877Z" + } + }, "outputs": [], "source": [ "with strong_prior.create_model(data=[BinomialData(1, 1), BinomialData(1, 1)]):\n", - " strong_prior_predictive = pm.sample_prior_predictive(samples=10000)" + " strong_prior_predictive = pm.sample_prior_predictive(samples=10000, return_inferencedata=False)" ] }, { "cell_type": "code", "execution_count": 10, "id": "a3d30bb9", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:27:05.367195Z", + "iopub.status.busy": "2022-06-01T12:27:05.366290Z", + "iopub.status.idle": "2022-06-01T12:27:06.065770Z", + "shell.execute_reply": "2022-06-01T12:27:06.063110Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -244,16 +314,17 @@ }, { "data": { - "image/png": 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\n", 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"text/plain": [ - "
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" ] }, "metadata": { "image/png": { - "height": 711, - "width": 711 - } + "height": 512, + "width": 512 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -300,7 +371,14 @@ "cell_type": "code", "execution_count": 11, "id": "7631f294", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:27:06.075360Z", + "iopub.status.busy": "2022-06-01T12:27:06.073430Z", + "iopub.status.idle": "2022-06-01T12:27:06.086286Z", + "shell.execute_reply": "2022-06-01T12:27:06.083512Z" + } + }, "outputs": [], "source": [ "def generate_binomial_data(\n", @@ -321,7 +399,14 @@ "cell_type": "code", "execution_count": 12, "id": "5ff1e081", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:27:06.094869Z", + "iopub.status.busy": "2022-06-01T12:27:06.093757Z", + "iopub.status.idle": "2022-06-01T12:27:06.144515Z", + "shell.execute_reply": "2022-06-01T12:27:06.141795Z" + } + }, "outputs": [ { "data": { @@ -356,8 +441,8 @@ " \n", " \n", " successes\n", - " 23110\n", - " 22688\n", + " 22867\n", + " 22962\n", " \n", " \n", "\n", @@ -366,7 +451,7 @@ "text/plain": [ " A B\n", "trials 100000 100000\n", - "successes 23110 22688" + "successes 22867 22962" ] }, "execution_count": 12, @@ -391,7 +476,14 @@ "cell_type": "code", "execution_count": 13, "id": "0030ee2b", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:27:06.154460Z", + "iopub.status.busy": "2022-06-01T12:27:06.153098Z", + "iopub.status.idle": "2022-06-01T12:27:06.171171Z", + "shell.execute_reply": "2022-06-01T12:27:06.167826Z" + } + }, "outputs": [], "source": [ "def run_scenario_twovariant(\n", @@ -404,9 +496,9 @@ " generated = generate_binomial_data(variants, true_rates, samples_per_variant)\n", " data = [BinomialData(**generated[v].to_dict()) for v in variants]\n", " with ConversionModelTwoVariant(priors=weak_prior).create_model(data):\n", - " trace_weak = pm.sample(draws=5000, return_inferencedata=True, cores=1, chains=2)\n", + " trace_weak = pm.sample(draws=5000, cores=1, chains=2)\n", " with ConversionModelTwoVariant(priors=strong_prior).create_model(data):\n", - " trace_strong = pm.sample(draws=5000, return_inferencedata=True, cores=1, chains=2)\n", + " trace_strong = pm.sample(draws=5000, cores=1, chains=2)\n", "\n", " true_rel_uplift = true_rates[1] / true_rates[0] - 1\n", "\n", @@ -432,7 +524,14 @@ "cell_type": "code", "execution_count": 14, "id": "1f72ff74", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:27:06.179619Z", + "iopub.status.busy": "2022-06-01T12:27:06.178389Z", + "iopub.status.idle": "2022-06-01T12:27:57.787451Z", + "shell.execute_reply": "2022-06-01T12:27:57.783844Z" + } + }, "outputs": [ { "name": "stderr", @@ -444,25 +543,37 @@ "NUTS: [p]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:03<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:09<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -473,25 +584,37 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:07<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -506,32 +629,45 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 6 seconds.\n", + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 16 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (2 chains in 1 job)\n", "NUTS: [p]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:07<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -542,25 +678,37 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:06<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -575,21 +723,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 5 seconds.\n" + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 14 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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qY23g8uz3D4FPgV6L2iGEUAXcDRwCROA6UtD0UODpEMLBMcYHS/bpQTqH6wNPZvtvABxDOu/bxRjfLWwfY6wOIVwG3EMKFN3ZvLcpqaUYAJCWQDHGC0uXZbWAXUk1ihNaOUuVcFtxDUoI4Rek2sYtgB+SAgS5EWN8v55VfYApX6OAyB9JX/JPjTFeW1gYQvgDqXB+KXB8pdPKvtD+FLg1xnhstuwBUq3kESz8ggxwGbAcqfDREl4tvWezWrrXgR2zn+EtdOxmKZPv3UiFvUEhhGsa8qyJMX5FKuC1uBBCV1KLj2HW/jfJaGAA8FqMcXo9LbRKnUEq/N8HHFqo2Q0h3EMKfN0SQtikpMa3ks8F1fYesDswJsb4WVFrtUX5AanwPwrYLcY4ByCEcAPwDHBjCOHJGOOMon1+Qyr8X1kcDAwhnEoKAv2R1Lqj2IOkCooTMQAgLbEMAEhfc0Vf4DqSmmgeRqohuCvGePSimjBmfSfHA4NjjEeXrOtMKjAdSmouWA38G7gmxnhXc/MdY5wSQhhK+qKwFSUBgKz56C+A7wKrkWrFnwV+HWN8qbnHb6qs6fQI4EekguW3gRWB/5K6MzToS0/hvMUYq7K/b6PoS1xRE+33ste1stenilsDFPZvCyGEdYA9SS07ri9ZfQHwE+CIEMKZMcYvKpxWT1ILiheLtiv8XvisCCEMAE4Avhdj/KzBb66ZYoyfhxBeItWU9ixdnzWt/Rmpxn1t4EtS4eyyGOPjRdsNZ2EB7dYQQnGXg2/EGCeEEPoAx5GuxXVJNXufkoIOv66viXY9+R4WQniLVKO/FTCh+BlCClCdBmwEfBpjXHsxz5HewK+AvbN9pwEjgUtjjC+XbHs0WVcHYCLp/t8c6FJ0nf+QdN7vKZf/LI19s/16k7rQ/Bv4U4zx9oZ8Blk//qdIrSP+Cfw6+yzakQpQ58YYRy9i/0OAs4GNgTmkridnxhg/KtluS1JLoJ1J10ln4APg/5GaZVe8mXzWbLu06Xa9skBboaB+dnEhP8b4YAhhJCnAtRPpM6voc6GB2oUQzsjSXZt07f+d1D1hepn31KD/LSGECSzmuRtCWJ/UpH73bNsupGv3n8DFZZrJN1t2XQxr5G4nZK+/KhT+s7ReygI5R5ACBLcChBCWz5Z9QTpnxa4jBXG+HUJYp6QVwNzs//rRWUusVgkMSmocBwGUlh5DSIXpUcBVpC+9TZLVXj5DqgGYD9xCKqD3BO4MIVzSzLwWFL7Uf1Vy/C1I3RpOJDVXvBZ4iFRz9UwI4bsVOn5TdSd9zpuQvjD9ldSX9o4Qws+amOZQUoFjWvZzUfZzVfYzIttucNG6cl1FWtOu2evjpf09s5qkZ0mFmm1bIK3JpD6sWxZt2i97fQ9q+i3fBAyJMQ5pyBuqlKymeitS3/oxJevWAl4mFUImAzeQCrQbAo+FEAYWbX4bqVaN7LX43H+eLR+QpfU56TlwJalv7yHASyGETRuZ/cJ9WTpOwJmkZ8H7pELAo4tKJITwDVJQ40TgHeD3pILR3sCoEMI+9ex6CPAwMIP02dxbtG737PWZevb9E6kQ+DTpvrmbVDD7Wwjh14vKbxnbkIIoc0kF2UeB3YCRIYQd69nnROB2FhZ+/0MKov4ra0pfbCCpZjaSniM3kPrJnwE8G0JYsZH5bQnrAmsCY2OM48usL1wDuxYtq+RzoSGuJHULGUGqmf6U1GXuyRDCcsUbNvJ/y1Us/rl7EClA8gFwV5bef0kBuZdCCKtV5i02XXbdbQ/MIgXfSpU7h9sBnYBnS1oFkJ3TQpBylzLpPZu97l5mnaQlgC0ApKXHWsDGMcZPK5DWVaQatJ/HGGuaUmdfpoYCvwwh3BdjfLWpBwgh9CTVfkLRl/kQQnvSF/4VSK0WRhSt6wO8BNwcQlg7xji3qcdvpm+Raph+UNQc9rekQt2lIYQhxbUiDRFjHAoMzWowyzXN7kaqZavVlaIhQskMBA0wvIHHKFSJja1n/dukmsD1WXyNVaPSyvqb/gU4NStsf0SqsZoBFAawu4RUG37SYo7dXJsVfcbtSP1x9yF12Tm1zOBqg0n36w9jjHcXFmbneDhwTQjh/8UY/xdjvC2redwfGFrPIIBPAr1Kv6hnBf9nSWMlfKchbySEsDvpXFST7rViuwLbxRjH1NmxvBtItf6/ijFeWnSMP5IK6INDCGvFuoOAfhf4bozxsTJp9ied4/quk41jjO+UvKdlSYWcX4QQbiitiV+EvYBTYozXFaW1PwubvYcyA53tBWwVY/x30T53klou7E/tYMb/ASeVjg8RQvgxKXB1IqmVUWF5N1LBtjGGNuc5TcPuS0j3ZWP2aehzoSF2ADaLMRYCf+eQns8HkVrZ/Dpb3qj/LTHGqxrw3P0bqYl8rf9FIYQ9Sdfcr1hY+15Yd2Ej319Dn8f1WY80SOC7McZ5ZdY39RyW7lNQeG4MIAUKJS1hDABIS4/zKlH4zwb+ORwYXVz4B4gxzgkh/JzU1PhHNG7wwaOzprWFQQAPJI0MfS9pNoCCvUm1Tr8r/oKWHf/jEMLlpADFbsA/GnH8SppPCo4UN4cdH0K4htRc8gjavna+WGkTzoYY3oBtumav9Q3+VljerYXS+jmpFcAPSQX9McBZMcaPQgjbkApLRwKfhhAuINXU9SQN2ndqjPFZKmPT7KfUXaTCeY2sUL4TcF9x4R9qug1cQCpgHkzqY7tYMcZJ9Sx/LYTwJLBnCKFD1le/lqLCSPEggFWkQs17JZv/paGF/6yZ9Z6k1gKlz5FRIYS7SM+Zg0gtaIo9WK7wnxXkewFvxxjLzpRSWvjPln0ZQrieFMDYrczx6jOOknOQNXsfQTqHO7KwhrjgmuLCf+ZG0jW6NUUBgDKfb8EtwB9Iz9nLipZ3o/H38gSaN0hsU+7LSj4XGuLq4s8yxrgga4l1AKl5fqHlR8X/t9QXTIoxPh5CeIN0Dku11PO4Pq19Didmr2s2IG+S2oABAGnp8eLiN2mQrUi1BXXmrs90yF43bGS65QYpui3GeEzJsu2y17XqOX7fouO3VQDg/Xqaww4nfbnbvHWzs2htOE5AfU3JK5JWVut2TvZTIyso3gL8I8Z4RwhhEGnGiYtINeLnkprarxdj/F8F8lar73sIoRep+evVwD4hhJ3jwqkJC9d313qu78J4AY26v0IIe5MCHP2Alan7/31lUvPyUoXCSDWpC8FI0jSA5frLN+YZU7gHRpYLPJACI4dn25UWyOs7To/std6+8SGENUmBod1IBZBOJZs0pkn2yDI1/JDu851IeS8NAJQbG6AwWGH3krx2IA1k+QPgm6RCV3HXzFp5jWlAxjYb86MeTbnHK/lcgLrngBjjuyGED4C1QwjdYoyf0wL/W7IxEg4DjiYFAbuT/n8W1BnMtS3HbalHpc9hYayVlZucI0ktygCAtPSYuPhNGqTwJXur7Kc+KzQy3V1ijMOzL70bkvptHh1CeCfGWDymQOH431tMeo09frHCl/pFjYNSWFeuAFBfobFwDrrWs35pU6gFqu/9dinZrrXSuoBUeNoz+/tnpG4DFwKEECKpZvQk0hzXFZUFFe7IxiC4kdTUu1ATWLi+98h+6tPg6zssHJV7KmkE//dJ/X2rSbWgm5IGCS2X18YURhrzjCmcx3JBh+Ll3RpxnNnZ63LlVmaDz71IKoSNJPVTnkZqsbM2KQhZ9nOoR1Pu88/LLCs0u16mZPk9pJZQ75LGd5hIGm8AUuuVxuS1pTTlvqzkvdwQizpPa2X5+JyW+d/yB9K5+oQ0vsVHLLxOj6ZoQNI21NrnsBB0m11mnaQlgAEAaSlRX5NYFhZgy93v3cosK/xDrzX1T6VktYGvhxD2JQ2WdFEI4ZGipsWF4+8fY/x/lT5+yTF6LGKbQu3F52XW1Tfn8qol6S8RWrDPacxey/UDhYU1avX1I614WiGEzUkjsB+fdQXoQupyUhgXgBjj+yGET0kj2bekwtzoWxctK1wbp8UYr2nuAbJ+zReRCjtbxBg/KVm/Xdkdm6YxNYSF97lqPet7l2y32ONkXSS+pP779oxs3TGlYyWEEH7I4qdKK9Vi93kIoR+p8P8v0ngHXxWta0e6hkv36UbrjwHQlPuyks+FhuhVdMxipeepov9bQgirAKeSBnrcvswYHD+sZ78LG3mo5o4BMI4UBFsnhNC+zDgAlT6HhfuzbNckSW3PAIC09Cs0l12jzLp+ZZa9SAoa1DfKdUXEGGdl4wncTeojXKgNfT573ZE0HVZLeI1UM7odabCoWrJCVb+ibUutmQ0UNaFk+c7Za0MHSWuMwkBhpbWIDdFSfU6fyl73DCG0K24unY1gvgOpFuj5cjtXOq3svN0CPBVjvLlkdWltatla5AorNPkubmlSfH03NACwqHO/MimQd3+Zwv8KwBYNPEalFe6B/vUUOgqjh79C4/wb2DyE0CXWneJtvey13IwPi5vrvpz+pddiZufstTn3eSGv/69MF4mtqdt1AdpmDIB3SC1K1g8hfKNM16fC4JLFY11U8rnQEDuRBpWskbUGWQOYkDX/h6b9b1nUvbcO6d5+vEzhf/VsfTmtOgZATFPzjSK97x1ZeH4Kyp3D50nnaIcQworF7y8LUBVaV5WmBbBB9vpqU/MsqWU5DaC09Cv0pz0mKyABEEJYgzLNn7MBxe4A+oUQzivep2jfdUOa4qu57gVeB3YPIRQKBA+SvnSeFOqZ7i+EsF0IoXMzjns76YvdwBDCJmXW/4rUF3t4PQN1LQNcln0RKuTpG6TaoHlZ+pU2JXtt9MBKMcaqRv5c2MB03yE1s16buiPtXwQsD/w1Fs31HULoEELYIISwbnPTKuMcUsGqZhq9rJD4EbBX4VoOIewErAi8UbxzCGF4CKE6G6yyWUIIywCnZX8OL8rPaFLz9INCCMfWs+8mWe1iwaLO/SRSc/8tswJ/IY0OpG4BbdIPN6b5z58gnc9BxeuyARp/RApOPlC672IMJ3132brMugnZ684lx/s2aVq2xupLGom/OK39SQXOcZSfUq2hJmSvO5ekvwpp+sA6YowTmnAv39aMPBZalt2Q/Xl5yTNvf1KB8r8U9cNv6r0cQpiQ3X9rNzKbp4U0tWYhnXbAFaTr5Nai7Zryv2VR996E7LV/dr8X0liB1PWnbCVbSz2PF+NP2esloWhqxBDCVqRpKidTFDiLaWaOv5HOVenxTyad23/G8rPdFKZ3LBcckLQEsAWAtJSLMb4QQniaNCXPi9mo4L2AfUl9Fsu1DDiZ9OX3YuCIEMIzpH6WfUj997cijWpdbiC8xuStOhv1/AHgUlIzyq9CCAdleXskq7l4lVTIWSM79jqkJsSzmnjccSGE00g1sC+FEB4iNWVcjvTlfkvgY+ovNLxOmiP85RDC46R+koeSaujOLjcSeQU8RWqZ8X8hhI3JWnaUjJ/QFk4ERpGmrtsNeJP02exC+kzPLdl+tWyb90hfIpuTVo0QwkakwM0ZZYI2l5MKwyNDCC+QBu2aSd2CVqFwU26qrEUpngYQYBXSiPOBNCd5aXPuH5Fq227O+u+/QOpqsjppismNSa1TCk1onyNd64NCCCuxsM/ztTHGaSHNPvEL4N8hhAeBZUmf2Uqk66bcXN2t4XjSoItXhDQt2mjSPfw90rV8TGnNaQMMAc4kjanwr5J1fwSOAf4eQhhCCvxsTJqa717SPdoYjwG/DyF8h9QSaD3SrAVzgB/XM0BgQ71E+mwOyp5xz5Cey98hNb/+uBlpL1II4baiPwu1tZeFEArn4qYY4zNF2/yBNK3lIcALIYRhpALx90jX5bFlPoum3MtNvf+eBV4NIdxDaub/bdK4Fy9TNANFE/+31PvcjTFODCHcTRrE8dWi/wV7kK6RV4HNGvleGiSE8DsWBvf6Z68/CyEcnv0+NKapZQvuJl27hwBjsv95PUj3xDLAwDItan5JClCdEULYjFSZsCFpOstJ1D+96p6k59mT9ayX1MZsASDlw/6keaVXB04hjV59Nmm07DqyLwI7Zdt+SpqS7AzSl7cZwOmk2r1my76kvAxsl40LQIzxddIXuMtIX6iOIc2lvCWp2e0RWb6ac9zrSUGRB0mFrZ+RRuReljRv+qaLKMhPBbYn1SAfQxrsaTxwWIzxiubkaxH5fZPUh3ki6cv1r1k4vVWbyT6jfsBtpC/4Z5Km2rqGNGf8lPr3rkxaWe3bLaSCdLmp864FziN9yT+BdK72ikUzAIQ0mvdGpFq9xjZN3pTUrLfwcwypH/vVpOuoVv/krHZ8S1IhaD4pIHEq6Zp6n3Qd/rto+6mke/C/WdqFc1/oYnAe6bOane17EKmwvXWWXpvIagf7kWqQA3AWqYD7GLBDjPHBJqT5HOkZcFhxrWu27nXSM2oU8F3Sue5C+jxuoPFeIBWAOpKCot8hFWoGxBifXsR+ixVjnA/sR6qZ7UM6//1Jz+lvA+VmTqiUo4p+CuMcHFS0bL3ijWOabWN3UkC4G+n5vwdpusqtYowvUKKx93IIoTspOPhsdn80xunAJaRzdRqp9dbVwK4xxjkl+WrU/5YGPHd/DPyG1GXjJNK5e5h0L7fkWDCHsPB8FVpT7Vm0bLPijbOWHD8k/R+fR/rffhCp68SAcvdido62I52z9UjncBtSq4oty/1/DCGsT2oBMDjG2KQAvaSWV1VdXalZWCRp6RdCqAZGxBh3buu8qHJCCN8i1fKeFGMsF0TQEiIbXO1O4KAYY2O7EDQk/Z1JNb8XVaj5tRYjhLAfKRi7d4yxraZ3VTOFEH5PCpZtWE/3AElLAFsASJKUWrz8j9SSQEu2u0m18xdmLTf09bcT8JqF/6+vEEJvUmuKay38S0s2xwCQJOVejPFaUlcBLeGysUN+QmrC3IfU119fYzHGM9s6D2q2tUldK65u43xIWgwDAJIk6Wsl68v9elvnQ1KSjc/xXFvnQ9LiOQaAJEmSJEk54BgAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQD7Zu649SpU6srmRG1jhVXXBGAGTNmtHFOpNbjda886rbmmlTNnEn1Civw+fvvt3V2pFbjM1955HWfP927d69qyn62AJAkaSlUNXNmrVdJkiQDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOVA+7bOgCRJahtPDKuu9fceu1W1UU4kSVJrMAAgSVJOlBb4JUlSvtgFQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5UD7ts6AJEla8nz22WfcdNNNPPvss3z22WestNJK9O/fn+OOO47u3bs3Or3q6mqGDh3K0KFDee+991h22WXZcMMNOfLII9lyyy0rmo8vv/ySe+65h8cff5wPPviAZZZZhnXXXZeDDz6Yb3/724vM58yZM7nzzjsZMWIEH3/8MVVVVfTs2ZNvfetbDBw4kFVWWaXR712SpCVFVXV1dZN2nDp1atN2VJtaccUVAZgxY0Yb50RqPV73yqPuK61U8/vUzz4D4Ilhi/7XvcduVQBMnDiRgQMHMnnyZNZaay3WW289xo0bx3vvvccqq6zCTTfd1OiC8EUXXcSjjz5K586d2XrrrZk1axYvv/wyCxYs4Nxzz2Wfffaps09T8jFnzhxOPvlk/vOf/7D88suzySabMH/+fP7zn/8we/ZsDjnkEM4666yyeRw/fjynnnoqkydPZtVVV2XDDTdkwYIFfPDBB7z77rvccMMNbLbZZo1632p9PvOVR173+dO9e/eqpuxnCwBJklTLpZdeyuTJkznwwAM5++yzqaqqorq6mssvv5wHHniA3/zmN1x11VUNTu+xxx7j0UcfpU+fPvz5z3+mZ8+eAIwZM4ZTTjmFyy+/nH79+rHqqqs2Ox/XX389//nPf1hvvfW48sora4710Ucfcdppp3Hfffex1VZbsdNOO9Xab8aMGZx66ql8+umnnH766Xz/+9+nqmrhd6sPP/yQ5ZdfvhGfoiRJSx7HAJAkSTVijLz00kt07dqVQYMG1RSCq6qqGDRoEF27duX555/n7bffbnCat99+OwAnn3xyTYEcYPPNN2f//ffnyy+/5O677252Pr788kseeughAM4888xax1pttdU45ZRTABg8eHCdPN58881MnjyZQw89lEMPPbRW4R9g9dVXb1LXB0mSliS2AJAkLZW23XZbVl11VYYMGcIdd9zBI488wsSJE+nevTt77703xxxzDO3bt+eTTz7hxhtv5IUXXmDGjBmsvfba/PSnP2WHHXYom+6UKVO4/fbbGTVqFBMnTqR9+/b07duXgw8+mD322KPO9q+++ipPPvkkY8aMYdKkScyaNYuVV16ZrbfemqOOOoo+ffrU2eeEE05gzJgx3H///UyYMIHBgwfXFHQ32WQTjj/+eDbccMPKfmCZkSNHArDjjjvSsWPHWus6duzIjjvuyMMPP8zIkSPp27fvYtObOHEi48aNq9m31O67786QIUMYOXIkgwYNalY+3nvvPebMmUOHDh3YdNNN6xyrX79+APz3v/9l0qRJNd0H5s6dyyOPPEK7du047LDDFvueJEn6urIFgCRpqXb++edz6623svrqq7P11lvzxRdfcPPNN3P55ZfzwQcfcOyxxzJ69Gg22mgjNtxwQ8aOHcvZZ5/Nyy+/XCetN998k8MPP5y77rqLL7/8km222YZvfvObjB07lvPOO49rr722zj7XXnstDzzwAO3bt2ezzTZj++23p3379jz44IMcffTRvPfee/XmfejQoZx55pnMnj2bbbfdll69evHCCy9wwgknMGHChEp+TDUKgYYNNtig7PoQQq3tFmfs2LEArLPOOnTo0KHe9D766CO++OKLZuVj9uzZAKywwgq0a1f3K07nzp1r8lDIF8Bbb73FjBkz+MY3vkHPnj154YUXuPbaa7nsssv461//ushzJEnS14ktACRJS62JEyfSsWNH7r333prm4P/73/848sgjefjhh3n99dfZZZddOOOMM2jfPv1LHDJkCFdccQU333xzrdHpv/jiC37+858zdepUzjzzTA4++OCaQuakSZM466yzuOOOO9hmm23Yeuuta/b78Y9/zEYbbUTXrl1rlhVGxL/sssu48sor6+1Pf88993DFFVfQv3//mv0K/d//9re/cd5559Xa/oADDmDixInpj/XXX7hi223r/Yx22fXH7LrbcbU+M6DeQf4Kyz/55JN60yy2uPQ6d+7MCiuswMyZM5k4cSLrrrtuk/PRrVs3AD7//HNmz55Np06dau0zefJkvvrqqzr7jR8/HkjdBH7+858zYsSIWvvdcMMNHHXUUfz0pz9d/BuWJGkJZgBAkrRUO+OMM2r1Be/Vqxd77bUX99xzD3PnzuX000+vKfxDKkT/5S9/4fXXX2fevHk16x5++GEmTZrE/vvvz/e+971ax1hllVU455xzOOaYYxgyZEitAMD2229fJ09VVVUceOCB/OMf/+DFF1/kiy++KDvA3Pe///2awn9hv5/85Cc88MADZVso7Lrrrnz++ecAdLzrrprlc3/4QwDKldlX7V27Gf+sWbMAWG655epuDDWF6sJ2i7O49Appzpw5s1aaTcnHmmuuSc+ePZk8eTIPPfQQ3//+92vt8+CDD9ZJH2D69OkAPPvsswD85Cc/Ye+996ZDhw48+eSTXHvttdx666307t2b/fbbb/FvWpKkJZQBAEnSUqt9+/Zl55hfffXVAdhyyy3rNEtfZpll6N27N2+99Raff/45K6+8MgDPP/88ALvsskvZY22wwQZ07tyZN954o866zz77jGeeeYbx48czc+ZM5s+fX7N8wYIFfPjhhzVN2ottt912dZZ1796dLl26MGXKlDrrTj311IXbFbUqmHr++cDipwGE1MoAqDMIXun6hlpcepXOx1FHHcXvfvc7rr/+etq1a8euu+7K/Pnzefzxxxk8eDDLLLMM8+fPr5Vu4XzMnz+fww47jGOPPbZm3SGHHMK8efO46qqruOWWWwwASJK+1gwASJKWWj169KhVu19QqD2ur3l5Yf2XX35Zs6zQZLx4oLpy5s6dW+vvIUOGcM0119RZXqy473uxXr16lV3euXPnmlrrSuvcuTOwsD99qcL7KGzX3PQA5syZUyfNpubjkEMOYeLEidx555387ne/43e/+13Num233ZZOnTrx1FNP0aVLlzrHAth///3rHGv//ffnqquuYuLEiXz00Uesttpq9b4XSZKWZAYAJElLrcXVOjemVrpQ4zxgwABWWGGFBu3z5ptv8rvf/Y5OnTpxzjnn0K9fP3r06FHTrP28887jiSeeqLc2u7G15tdcc83CLgBFwYO5F18MlO8CsME3B/DNb+5U83fv3r0ZO3YskyZNKnuMwvJVV121QXnq3bt3rf1KzZ49mxkzZtRJszn5OPnkk9lnn30YMWIEn3zyCZ06daJfv35sv/32NbX766yzTp08lv5e0KlTJ7p3787UqVOZMmWKAQBJ0teWAQBJkhqgV69evPfee/zgBz9giy22aNA+Tz75JNXV1Zxwwglla5Y//PDDiubxySefXDgIYNGgg/zjH/Xu061771oBgL59+zJixAhijGW3LyxvyBSAxdu9++67fPXVV3W6XBTS69OnT61xEJqbj7XXXpu111671rKpU6cyduxYVlxxxVqzCxR3v5g+fTo9evSotd+CBQuYOXMmQJ2BBSVJ+joxACBJUgNsu+22vPjiiwwfPrzBAYBCM/1yTfnHjx9fayq6Shg6dGjN791XWqnm96mffQY0bAyA/v37c9NNN/HMM8/w5Zdfsuyyy9asmzt3LiNHjgRSS4iG6N27N+uuuy7vvPMOzzzzTJ0xFP71r3+VTa/S+QC46667mD9/PnvvvXet9Hr16kUIgRgjL7/8MnvuuWet/V577TW++uorlltuuTpBBUmSvk7qTpIrSZLq2H///VlllVW47777uPPOO5k3b16t9dXV1YwZM6ZmJHmAtdZaC0gF88L0c5AG//v1r39dM/jckmSDDTagX79+TJ06lauvvrqme0J1dXVNF4NtttmmTs378OHDOfTQQzn55JPrpHn44YcDcN111/Hpp5/WLH/11Vd58MEH6dChQ50R+5uaj88++4yPP/641rLq6mqGDBnCHXfcQc+ePfnxj39cJ49HHXUUAH/605/44IMPapZPmTKFK6+8EoD99tuvTgsGSZK+TmwBIElSAyy//PL8/ve/54wzzuCaa67hjjvuYN1116VLly5MnjyZDz74gM8++4xDDz2UHXbYAYB99tmHu+++m1GjRnHwwQez8cYbM3fuXMaMGUPPnj3Zaaed6sw5vyQ499xzGThwIEOGDOHll19mvfXWY9y4cUyYMIGePXvyy1/+ss4+M2fO5L333is72OFee+3Fc889x+OPP86hhx7KVlttxezZsxk9ejQLFizgF7/4BX369KlIPsaPH8/JJ59M37596dOnD+3ateO///0vEydOpGfPnlxzzTWsuOKKdfbbddddOeigg7j//vs54ogj2GSTTejQoQP//ve/mTFjBhtvvDEnnnhiEz9RSZKWDLYAkCSpgfr27cvtt9/OcccdR48ePfjPf/7D008/zf/+9z/WWWcdTj31VA477LCa7bt06cKtt97KvvvuS7t27XjmmWd499132W+//bjppptq9XlfkvTu3ZvBgwdz4IEHMmvWLEaMGMGsWbM48MADGTx4cL2zE9SnqqqKiy66iJ/97GesttpqPPfcc7zxxhtsscUWXHPNNWXHR2hqPlZffXX23ntv5syZwwsvvMCoUaNYfvnlOfbYY7nrrrv4xje+UW8+zz77bC666CL69u3LG2+8wcsvv0yvXr048cQTuf7662sGb5Qk6euqqrHz+RZMnTq1aTuqTRVqPQojLkt54HWvPGrKGAB77Na4WQekJZHPfOWR133+dO/evUn/tG0BIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAacBlCRpKbe4wf8kSVI+2AJAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknKgfVtnQJIkLRmeGFZd6+89dqtqo5xIkqSWYAsASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJyoH2bZ0BSZJUGU8Mq675/fttmA9JkrRksgWAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScqB9m2dAUmStGR6Ylh1rb/32K2qjXIiSZIqwRYAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTnQvq0zIEnS0ub9999n8ODBvPTSS0ydOpUuXbrQr18/jj32WNZaa60GpfHee+9xxBFH8OWXX7LRRhtx880319lm0qRJXHnllbzwwgtUVVXxjXW25bvfHcSKXVaus+2XX87mmqt+yIpdVuYnP72RqqqqRr2n++/7Need+w9+/OMfM3DgwHq3O+CAA5g4cSLXX389W265Zc3yG2+8sc576NixIyussAKrrbYaG264IbvvvjubbLJJvWlvu+22KS/330+fPn0alX9JkmQAQJKkinrllVc466yzmDVrFquvvjo77LADH3/8Mf/85z8ZPnw4V199NZttttki01iwYAGXXnopX3311SK3OfPMM3n77bdrCtovvzyMz6Z8yPEn3lpn+6eevJkZMz7lR4df1ujCfyWtvvrqfOtb3wJg3rx5TJ8+nbFjx/L6669zzz33sMUWW3D++eez6qqrtlkeJUlaWhkAkCSpQubMmcN5553HrFmzOOywwzjppJNo1y71tnv44Ye55JJL+NWvfsV9993HcsstV286f//733n99dc58MADeeCBB8puM2LECN5++22OO+44jjvuOAB+/osbGDH8Nt588+la206aNJ7nRt3DVlsfSJ8+oULvtmm+9a1vcf7559dZ/vLLL/OHP/yBV155heOPP56bb76ZHj16tEEOJUlaejkGgCRJFfLUU08xZcoU1lhjDU488cSawj/APvvsw4ABA/j00095+OGH603j448/5oYbbmCHHXZg9913r3e7GCMA+++/f82yrbc+EIBPPo61tn34//2OTp26sPseP23S+2oNW265JTfddBPrrLMOEydO5Oqrr27rLEmStNQxACBJUoUUCuWbb745yyyzTJ31/fr1A1LtfX1+85vfUFVVxdlnn73IY02fPh2ALl261Czr1LkrALNmTatZ9uCKKzJ+/Ct8+zunsNxyKzTwnbSNTp06cdpppwEwbNgwJk+e3MY5kiRp6WIAQJKkCpk9ezZQu1BerGvXVEAfO3Zs2fUPPvggo0eP5vjjj6dXr16LPFahj/yECRNqlk2enH7v3r03ADPateOKnj1Ze+3N2GyzvRr8PtrSNttsQ7du3Zg/fz6vvPJKW2dHkqSligEASZIqpFu3bgB88sknZdd//PHHAEybNo1Zs2bVWjdp0iSuvfZaNtpoIw455JDFHmv77benXbt2XH311UyaNIlJkybx2D+uoaqqHX3X3w6Aq3r0YOoyy7DPfj9rxrtqfX379gXg3XffbeOcSJK0dHEQQEmSKmSLLbZg8ODBjBo1iilTptQaxG7evHk88sgjNX/PmjWLzp071/x92WWXMWfOHM4555xaYwfUZ7311uOQQw7h3nvvZb/99qtZvkP/H9Kr17r8t2NH7urWjaOmTqVXr3Vq1n/11VyWWaZDg45Rzs0331x2SsJKKgRSCt0cJElSZRgAkCSpQrbeems22mgj3njjDU477TTOOuss1l9/fT766COuv/56Pv74Y9q1a8eCBQtqTcX3z3/+k2effZajjz6a9dZbr8HHO+OMM+jXrx8vvvgiAMt12pawwQ5UV1dz4Sqr0HPePE6eMoVHgDffHMnjj13Hp5++T/v2y7LRxruyz75nsdxyyzfqPfbt27emhr6cp556qqYrRFNVV1cDtOl0hZIkLY0MAEiSVCFVVVX83//9H2effTZvvfUWxx9/fM269u3bc/rpp/OHP/yBqqoqVlxxRQCmTp3KlVdeyZprrskxxxzT6GMOGDCAAQMGAPDEsFRwHv3Sg7zWqRNXf/wxy1dXM3HiOO6+8xzWWmtT9tjzBD777COG/esvzJ//FYf+4JJGH2/gwIH1rn/llVeaHQCYNi0NYljfWAqSJKlpDABIklRBq6yyCrfccgujRo1izJgxzJw5k169erH77rszb948qqurWWONNVh22WUBeP311/n888/p1KkTgwYNqpXWzJkzARg/fjwnnHACAL///e9rdR0oNWvWNJ54/E/0/+IL9sr2f2bkHbRv35EfHvZbOnVKgYc5c2YyYvht7LHH8azUY/VKfwxNVl1dXTNI4rrrrtvGuZEkaeliAECSpApr164d/fv3p3///rWW33333cDC6QCLffLJJ/UOHjhr1izGjBkDwPz58xd57H8+dh1ffTWH8yZNqlk26X/v0rPnWjWFf4A11tgYgP9NGr9EBQBefPFFpk2bxjLLLMPmm2/e1tmRJGmpYgBAkqRWMGfOHP7+979TVVXFgQceWLN8p5124vnnny+7z8svv8xJJ53ERhtt1KCB995//9+MeeURdtr5aNb+7zk1y6uq2vHlV3NqbfvlV6mZfruqJWdCoNmzZ3P11VcDsMcee7Dyyiu3cY4kSVq6LDn/9SVJWgq88847zJlTu7A9bdo0zj33XD766CMOOugg1l9//Yofd/78+Tz0/66gW7feDNjpyFrrevVah08nT+CD9/8DwIIFC3j1lUepqqpilaIZAtrSK6+8wsCBA3n33Xfp3bs3p512WltnSZKkpY4tACRJqqA77riD4cOHE0KgZ8+eTJ8+nVdffZU5c+aw6667cvrpp7fIce+77z4mfvI2hx9xBR06LFdrXf8Bh/Paa//ktltPZZ11t+LzqZ8wceLbbLb5d+jevXeL5Kc+r7/+OhdffDGQpkacPn06b7/9NlOmTAFS94jzzjuP7t27t2q+JEnKAwMAkiRV0E477cRnn33GO++8w3/+8x86d+7Mt771Lfbff3922223FjnmlClT+Mtf/sIGG+xI2KB/nfWrrPINjjjqD/zr8Rt4e+xzLLfcCmyzzcHsudfJLZKfRfnwww/58MMPAejYsSMrrLACffr0Yffdd2ePPfZg4403bvU8SZKUF1WFuXYba+rUqU3bUW2qMO3UjBkz2jgnUuvxuldeFKYBBPj+93rU/H7v36dUJP09dquqSDpSS/KZrzzyus+f7t27N+mfsmMASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTnQvq0zIEmSmuaJYdVtnQVJkvQ1YgsASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOVA+7bOgCRJ+np4Ylh1rb/32K2qjXIiSZKawhYAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQD7ds6A5IkFfvoo4+48cYbeemll5gxYwarrLIKu+66K8cccwydOnVqdHrz5s3jzjvv5NFHH+Xjjz+mU6dObLrpphx77LGEECqWj4cffphLLrmk3vSWXXZZnn766TrLTzjhBMaMGVPvfgceeCA///nPF/Mul3yfffYZN910E88++yyfffYZK620Ev379+e4446je/fujU6vurqaoUOHMnToUN577z2WXXZZNtxwQ4488ki23HLLOtvPnDmT5557jmeffZa3336bTz75hAULFrDaaqux44478qMf/YguXbos8pjDhg3joYceIsbIzJkz6datG3379uWAAw5gwIABjX4PkiS1NgMAkqQlRoyRE044gVmzZhFCYLPNNuONN97gr3/9K6NGjeLPf/4zyy+/fIPTmzdvHoMGDWL06NF0796d/v378+mnnzJixAhGjRrF7373O7bZZpuK5qNv37707du3zvL27Rf9L3eXXXYpG1jYeOONG/hul1wTJ05k4MCBTJ48mbXWWosBAwYwbtw4hgwZwsiRI7nppptYZZVVGpXmxRdfzKOPPkrnzp3ZdtttmTVrFqNHj+bFF1/k3HPPZZ999qm1/e23385tt91GVVUV66yzDttttx2zZs3ijTfe4LbbbuMf//gHf/zjH1l99dXrHGvevHlccMEFDBs2jI4dO7LpppvStWtX/ve///HKK6/Qo0cPAwCSpK8FAwCSpCXC/PnzOf/885k1axYnnngiRx55JABfffUVv/jFL3j22We57rrrGlUb/re//Y3Ro0fzzW9+k2uvvbam0P74449z/vnnc+GFFzJkyBA6d+5csXwMGDCAgQMHNvr9n3LKKfTp06fR+30dXHrppUyePJkDDzyQs88+m6qqKqqrq7n88st54IEH+M1vfsNVV13V4PQee+wxHn30Ufr06cOf//xnevbsCcCYMWM45ZRTuPzyy+nXrx+rrrpqzT6dOnXi8MMP56CDDqr1OU+fPp1f/epXvPjii1x88cX85S9/qXO8K6+8kmHDhrHNNttw4YUX1mqxMHv2bD7++OMmfCqSJLU+xwCQJC0RRo4cyXvvvce6667LEUccUbO8Q4cOnHPOOSyzzDI89NBDTJs2rUHpzZs3j7vvvhuAn/3sZ7Vq7Pfcc0+23357pk6dykMPPdSi+aikJ4ZV1/r5Oogx8tJLL9G1a1cGDRpEVVUVAFVVVQwaNIiuXbvy/PPP8/bbbzc4zdtvvx2Ak08+uabwD7D55puz//778+WXX9ac+4KjjjqKk08+uU6QpUuXLpx33nkAvP7660ycOLHW+rFjx3L//ffTq1cvfvvb39bprtCpUyfWXXfdBuddkqS2ZABAkrREGDlyJAC77rprTSGxYOWVV2azzTZj3rx5jBo1qkHpvf7660ybNo0+ffqw4YYb1lm/++671zpuS+Uj7wqf54477kjHjh1rrevYsSM77rhjre0WZ+LEiYwbN67WvsXqO6+L0rNnz5qC/eTJk2ute+CBB6iurubggw9u0hgUkiQtSewCIElaIhRqgDfYYIOy60MIvPzyy7z99tt85zvfqUh6xdtVKh8xRq677jpmzJhBly5d2Gijjdhhhx3o0KHDIvP78MMPM336dBYsWMCqq67KNttss8hBCr8uGvJ5Pvzwww1uATB27FgA1llnnbKfaeEz++ijj/jiiy8aNGbE9OnTmT59OgA9evSote6ll14CYOutt+bjjz/miSee4JNPPmGFFVZg8803Z/vtt68TKJIkaUllAECStEQoNL2ubzC4wvJPPvmkoulNmzaNWbNm1YwD0Nx8PPPMMzzzzDN19rnwwgvZYost6s3vLbfcUuvvP/7xj+y4446cd955ix2dfknW2ue1c+fOrLDCCsycOZOJEyc2qHn+Pffcw/z58+nbt2+tLgJffvklH374IQBvvPEG11xzDXPnzq1Zf/vtt7PRRhtx+eWX1wkcSJK0JLILgCRpiTBr1iwAlltuubLrC82vC9tVKr3SNJuaj5VXXpljjz2W2267jccff5zHH3+cP/3pT/Tr149JkyZxxhlnlK3l3nzzzTnvvPP4+9//zvDhw7n//vs599xz6dGjByNHjuRnP/sZCxYsaNB7XhK19nltbJqvv/46f/3rX6mqquLUU0+ttW7GjBlAGq/gD3/4AxtttBGDBw/mySef5IYbbmDdddfljTfe4Je//GWD8i5JUlszACBJWqLU15y6urpxg94Vtm9q8+zG5mPbbbflJz/5CRtssAFdunShS5cubL755lx33XXstttuzJkzhz/96U919vvJT37C3nvvzRprrMFyyy1Hnz592Hfffbn11lvp0qULr732Gk899VST3sOSYHHnobXPa7GPP/6Yc845h6+++oojjzySrbbaqtb6+fPn1xyzR48eXHnllYQQ6Ny5M5ttthlXXXUVHTt25LXXXmP06NHNzo8kSS3NLgCSpFZx8cUX11m26aabsv/++wOp6fb06dOZPXt22f0LTa+Lp+xblMJ29aU3Z86cOtu2RD4AjjnmGIYNG8ZLL73EV199tdjxACA1cd9777256667GDVqFLvttluDj7ckWdx5qPR5hYXndlFpfvrpp5x66qlMmTKFfffdl+OPP77ONsXjB3znO9+pM4hhz5496d+/P8OGDeOVV16hX79+DXoPkiS1FQMAkqRW8Y9//KPs8kIAYNVVV2X69OlMmjSJvn371tlu0qRJNds1RO/evWvtV196Xbp0qVVQrHQ+ANZaay0AvvrqK6ZNm8bKK6/cqP0+/fTTBh9rSdO7d2/Gjh272PNQqfM6e/bsmqb79aU5depUTjnlFD788EP22GMPzjnnnLItCpZffnm6dOnC9OnTa45bX36mTJnSoPxLktSWDABIklrF888/v8j1ffv2ZezYscQY2WGHHeqsjzHWbNcQhe0K+zU0vUrnA6gZYR5o1FRyhf2+ztPP9e3blxEjRjT6PCwqPYB33323bGuKQnp9+vQpOwPA9OnTOfXUUxk/fjw77bQTF1xwAe3a1d8jcv3112f06NG1zmGxadOmAV/vcyRJyg/HAJAkLRH69+8PwJNPPlln3ZQpU3j11VdZZpll2H777RuU3re+9S26dOnCRx99xFtvvVVn/b/+9S8ABgwY0KL5ABg2bBgAa665ZoOmpYPU77zQ93/DDTds8LGWNIXP85lnnuHLL7+stW7u3LmMHDkSqHse6tO7d2/WXXdd5s6dW2e2Baj/vAJ88cUXDBo0iLfffpttt92WSy65hPbtF10XUkjn5ZdfrrNu/vz5vPrqq0D90xxKkrQkMQAgSVoi7Ljjjqy55pqMGzeOv/3tbzXL582bx29/+1vmzZvHvvvuS7du3Wrt9/e//51DDz2Uiy66qNby9u3b84Mf/ACAK664gi+++KJm3RNPPMGzzz5Lt27d2GeffZqdjzlz5nD77bfz+eef13lf//znP2sG//v+979fa93o0aN5+umnawabK5gxYwaXXHIJb775Jp07d66Tx6+TDTbYgH79+jF16lSuvvrqmkH8qqurueaaa/j888/ZZptt6rQAGD58OIceeignn3xynTQPP/xwAK677rpa3SNeffVVHnzwQTp06FDns54zZw5nnnkm//3vf9lyyy357W9/26CxGPbZZx969OjBCy+8wIMPPlizvLq6mr/85S988MEH9OjRg5133rnBn4kkSW3FLgCSpCVC+/btufjiiznxxBO5/vrrefLJJ1lttdX4z3/+UzOfe7nC4Oeff857773HSiutVGfdEUccwejRo3nllVc45JBD2GKLLWpq8du3b88FF1xQp0a+Kfn46quvuO666/jzn//MBhtsQK9evZg7dy7jx4+vmUf+gAMO4OCDD66137hx47jqqqvo3r07IQS6dOnCp59+ytixY5k5cyadO3fm0ksv/drPMX/uuecycOBAhgwZwssvv8x6663HuHHjmDBhAj179iw7jd7MmTN57733agYJLLbXXnvx3HPP8fjjj3PooYey1VZbMXv2bEaPHs2CBQv4xS9+QZ8+fWrtc8MNN9TU1nft2pXLL7+8bF6PPPJI1l577Zq/O3fuzK9//WtOP/10/u///o8hQ4aw2mqr8c477/D+++/TuXNnLrnkkkVOSyhJ0pLCAIAkaYmxwQYbMHjwYG666SZeeuklxo0bxyqrrMLhhx/Oscce26iR9wE6dOjA1VdfzR133MFjjz3GyJEj6dSpEwMGDODYY4+tt9l2Y/Ox3HLLccwxx/DGG2/w/vvv8/bbbzN//ny6d+/Orrvuyn777ce2225b5zibb745Bx54IG+++SYxRmbMmEGHDh1YbbXV2Hrrrfn+97/fqMEGW9sTw2pP4bfHbuWn5uvdu3fN5/nss88yYsQIunfvzoEHHsjAgQPLBm8WpaqqiosuuohNN92UBx98kOeee44OHTqwxRZblJ3OD2qPw1Cue0fB3nvvXSsAALDFFlvw17/+lZtvvpnRo0fz7rvv0r17d7773e9y9NFHs+aaazYq/5IktZWqxs6/WzB16tSm7ag2teKKKwLUjJAs5YHXvZYWpQXuRfn+9xa2Grj3760zQn19AQCpNfnMVx553edP9+7dm/RP1zEAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAPt2zoDkiSpvCeGVTd4208+eadJ65qrd+91WyxtSZJUWQYAJElaCgw6detaf5+2iHWVdM/fp7RY2pIkqbLsAiBJkiRJUg7YAkCSJFVEaZeFPXaraqOcSJKkcmwBIEmSJElSDtgCQJKkpcBV17xYe0FRv/866yRJUi4ZAJAkaSmwqNH4HalfkiSBXQAkSZIkScoFAwCSJEmSJOWAXQAkSVpClI6iL0mSVEm2AJAkSZIkKQdsASBJklrE4lo07LFbVSvlRJIkAVRVV9vcME8uuuiiaoALLrjAb13KDa975ZHXvfLKa1955HWvhrILgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUA84CIEmSJElSDtgCQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJyoH1bZ0AtK4SwPfArYFtgOWAccAtwbYxxfjPSvRk4Nvuzb4xxXHPzKlVKJa77EEJf4CDg20BfoBcwFXgeuCrG+FQLZF1apBDC6sDFwF5AD+ATYChwUYxxamunI7WG5l6vIYQewIHA3sAmwGrAl8C/gVuBW2OMC1ok81ITtcRzOoRwBPDX7M+BMcabKpBVfc3YAmApFkLYH3gaGAA8AFwPLAtcCdzdjHT3JRX+Z1Ygm1JFVfC6/zXwW1LB/x/A74FnSV8gnwwhnFrBbEuLFUJYF3gZOAZ4kXRNvwucBjyXFXJaLR2pNVToev0ecCOwDfACcBUwBNgYuAm4N4RQVfHMS03UEs/pEMIawLX4/T33bAGwlAohdCH9s5sP7BxjHJ0tPw94EjgkhPCDGGOjAgEhhJ5ZuvcAqwI7VTTjUjNU+Lp/DLgsxjim5Bg7AU8AV4QQ/h5j/KSib0Kq3x+BVYBTY4zXFhaGEP4AnA5cChzfiulIraES1+tYYD/gkeKa/hDCL0mFq4NJLb6GVDbrUpNV9DmdBbhuBaYA9wNnVTS3+lqxBcDS6xCgJ3B3oRAEEGOcQ2oaDXBCE9L9S/Z6UvOyJ7WIil33McbbSgv/2fIRwHBSq4Ltm5thqSFCCOsAewITSK1ail0AfAEcEUJYvjXSkVpDpa7XGOOTMcaHSpv5xxgnAjdkf+5ciTxLzdVCz+lTgV1JLQq+qEA29TVmAGDptWv2+liZdU8Ds4DtQwgdG5pgCOFo4ADg+BjjlOZmUGoBFb/u6/FV9jqvmelIDVW4th8vU4iZQeqe0pk07kVrpCO1hta4Xn2ea0lT0es+hLAhqUvj1THGpyuZUX09GQBYeoXsdWzpihjjPGA8qQvIOg1KLIS1gKuB22OMQyuUR6nSKnrdlz1Auhd2IwUT/Eeq1lLvtZ15O3tdv5XSkVpDi16vIYT2wJHZn+UCx1JbqNh1n13jfwPeB37Z/KxpaeAYAEuvrtnrtHrWF5Z3W1xCIYR2wGDSoCEOfKYlWcWu+3KylgN3AB2Bsx0tXa2oUtd2i94jUoW19PX6W9JAgP+IMf6ziWlIlVbJ6/58YHOgf4xxdjPzpaWEAYAlWAhhArBWI3a5I8Z4eAO3LYx2W92AbU8nDfa3twUetbQl6LqvJYSwDCmKvgNpEMzfNTYNqQU1+dpuoXSk1tCcZ/qpwJnAW8ARlcyU1MIadN2HELYm1fr/Psb4XIvnSl8bBgCWbO8Acxqx/cdFvxeig13LbQh0KdmurGwu9EtJc+T+oxF5kZqqza/7Ulnh/3bSVFL3AofHGC0gqTVV6tpukXtEaiEt9Uw/idSt8b/AbjHGz5qWPalFNPu6L2r6PxY4r3JZ09LAAMASLMa4W3N2B/qR+ge9XLwieyh8gzTgzbuLSWcjUnPnY0IIx9SzzdshBIADHR9AzbWEXPel+91JKvzfCRwZY5zfjDxKTRGz1/r6fPbNXuvrM1rpdKTWUPHrNYQwiDSn+n9Ihf9JTc6d1DIqcd2vULT/nOx7eqkbQwg3kgYHHNTYTOrrywDA0utJ4DBgL+CuknUDSKOHPh1jnLuYdCYAN9ezbm9gVeDvwPRsW6ktVeq6ByCEsCypxn9/4K/AMaUj8kqt5Knsdc8QQruSucxXJHVNmQ0830rpSK2hotdrCOHnpH7/rwJ7xBg/rWx2pYqoxHU/l/q/v29BGhfgGVKwwe4BOWMAYOl1H3AZ8IMQwrWFOdFDCMsBl2Tb/Kl4hxBCV6A3MC3G+AlAjPFV4LhyBwghDCcFAH4ZYxzXAu9BaqyKXPfZ8o7A/cB3Sf9Ef2LhX20lxvhOCOFx0tzQJwHXFq2+CFge+HOM8QuAEEIHYF3gqxjjO01NR2pLlbrus3XnAReTWoftabN/Lakqcd1nA/7V9/39QlIAYHCM8aaWeh9achkAWErFGKeHEAaSCkTDQwh3A58B+5GmF7mPNJBZsQOBW0kj/h/dermVKqPC1/0NpML/p8BHwPllmtANjzEOr+y7kOp1IjAKuCaEsBvwJrANsAupKei5Rduulq1/D1i7GelIba3Z130I4ShS4X8+MBI4tczzfEKM8bYWeQdS41XqeS/VYQBgKRZjHBpC2In0kDgYWA4YB5wBXOMgZloaVfC6/0b2ujJpGp36DG9iVqVGyWqF+pEKMnuRAlSfANcAFzW0RrNS6UitoULXa+F5vgwwqJ5tRgC3NSuzUoX4nFZLqqqutgwoSZIkSdLSrl1bZ0CSJEmSJLU8AwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASGpRIYQLQwjVIYSd2zovpUIIO2d5u7Bk+fAQQnWZ7TuEEC4KIbwdQpib7XtAa+VXaqwQwtrZdXpbKx7z4hDCnBDCGs1Mp+x92IR0lthnkJquLa5ttb0QwsHZed+trfMifV21b+sMSF83TfhCekyM8baWyEtzhRCGAzuVLP4CGAc8APw+xjizjfK0S4xxeD3b3AYcRet/tmcC5wNPA/cCXwFvZQGEC1hEnttKCGF14GJgL6AH8AkwFLgoxji1pdIKISxL+qwOA1YCXgHOjDG+UibdPYDHgX1ijI80Jk+LyOvRwK1lVs0E3gbuA66KMc6q0HEqdi2WecYsAKYCrwM3xxjvqMRxWkJW6D8L+EuM8YO2zs/XSXZ/HQVsBmwOrANUAX1jjOMWsV8n4BfAD4C1gOnAcOCCGOObizhWo54LIYTtgV8B2wLLkf5P3AJcG2OcX88+RwEnAd8E5gNjgN/FGB+u7/0sabL7cUSMcee2zktB9szci4XXSnfg2Rhj/8Xs903gQmBnoAvwHnA38NsY4+x69tmHdE9vDiwDvAH8McY4uJ7tlwFOAY4F+gKzgeeBS2KMo+rZZyXS/4sDgN7AFOAx4PwY44clm99P+n/yhxDC5jHGBYt6z5LqMgAgNd5FZZYNAroCVwOfl6x7tWWzUxGDgQmkL5t9SP+ELwT2CyFsF2P8ss1y1jaOBDqXWb4PqQC5R/FnEkJorXw1SghhXWAUsArwIPAWsDVwGrBXCGGHGOOUFkrrt8DpwBDgQ+AI4KkQwgYxxk+K0l0BuBG4vVKF/xKvkQo2kFq9rQrsC1ya5XuX+govS4DCs6YDEEj35S4hhC1jjGc0MI2PgA2BaZXPXlnnAR2BK1rpeEuTfsAlQDUwnnTOui1qhxBCR+AJYAdgNOl/0BrA94C9Qwi7xhhfKNmn0c+FEML+pHt5DnAP8BnpProyO/b3yuTtd6Sg6Yeke3xZUpDioRDCKTHG6xryoaisk4D9SedjHCkAsEghhG2AJ0nPk/uAD4BdSQXv3UIIu8UY55bsczJwLalAfjvwJXAIcFsIYZMY41kl21eRAgqHABG4jhQAPhR4OoRwcIzxwZJ9epCux/Wz/N0NbAAcQ7qGt4sxvlvYPsZYHUK4jHQd/gC4c3HvXVJtBgCkRooxXli6LKsF7EqqUZzQylmqhNuKa65DCL8g1TZuAfyQFCDIjRjj+/Ws6gNM+RoFRP5I+pJ/aozx2sLCEMIfSIXzS4HjK51W9iXwp8CtMcZjs2UPkGoljwAuL0r3MlJt4mmNf3sN8mrpPRtC6Ea6vnfMfoa30LGbpUy+dyMV9gaFEK5pyLMmxvgVqYDX4kIIXUktPoZZ+98ko4EBwGsxxun1tNAqdQapAH4fcGihNjSEcA8p8HVLVlArriVt1HMhhNCFVICfD+wcYxydLT+PVGA7JITwgxjj3UX7bE8q/L8DbFVoVRBCuAJ4GfhdCOHhr+n/yyXBZcC5pHt7DVLAqF5ZrfytpMD2/jHG/5ctb0dqzXYw6dz/tmiftYHfkYI9/QrnKoRwMfAScGYIYUiM8bmiQ/2AVPgfBewWY5yT7XMD8AxwYwjhyRjjjKJ9fkMq/F9ZHNgMIZxKCmj9kdTaodiDpMqWEzEAIDWaAQCpBRV9getIaqJ5GLA2cFeM8ehFNR3P/vmOBwbHGI8uWdeZVGA6lNTErhr4N3BNjPGu5uY7xjglhDCU9M91K0oCAFnz0V8A3wVWI9WKPwv8Osb4UnOP31SFpprAj0hfkL4NrAj8l9SdoUFfFArnLcZYlf19G6lpbvFxIDWfhNTsFlINd006hf3bQghhHWBPUsuO60tWXwD8BDgihHBmjPGLCqfVk/RF88Wi7Qq/Fz4rQggDgBOA78UYP2vwm2umGOPnIYSXSF+ce5auz5qj/oxU4742qdZrNHBZjPHxou2Gs7CAdmsIobjLwTdijBNCCH2A40jX4rqk2rBPSUGHX9fXRLuefA8LIbxFqtHfCphQ/AwhBahOAzYCPo0xrr2Y50hvUpPuvbN9pwEjgUtjjC+XbHs0WVcHYCLp/t8c6FJ0nf+QdN7vKZf/LI19s/16k7rQ/Bv4U4zx9oZ8Blk//qdIrSP+Cfw6+yzakQod5xYKqPXsfwhwNrAxqfb0cVLXlI9KttuS1BJoZ9J10plUY/r/SE2ZG9V9piGyps6lzZ3rlQXaCgX1s4sL+THGB0MII0kBrp1In1lTnwuHkO6TvxZ/tjHGOSGEXwHDSPfx3UVpFfJ1afFnld0T15NaihyTHbPZQggbkAqvA0j/b8cAFxffryXb/5D0XjcDOpHukTuAKwq14CXdiHYq6ZpzUSFAV4nrurGKC90NbIG2E+m58XSh8J+lsyCEcDYpAHB8COGyGGPhfR5L+iwvKw7UxBinhhB+A9xMOs/FAYATstdfFQr/2T4vZUGpI0jX061Z3pfPln1B3WvhOlJQ4tshhHVKWgHMzb6jHJ21KmuVIKe0tHAQQKl1DCEVpkcBV5G+HDRJVnv5DClqPp/UB3Mw6QvanSGES5qZ14LCl/qvSo6/Balbw4mkJn7XAg+Rvng9E0L4boWO31TdSZ/zJqQvGX8l9aW9I4TwsyamOZRU4JiW/VyU/VyV/YzIthtctK5cV5HWtGv2+nhpH8ms9uVZUqFm2xZIazKp3+eWRZv2y17fg5p+yzcBQ2KMQxryhiolq6neitS3fkzJurVINZS/IL2PG0gF2g2Bx0IIA4s2v41UE0X2WnzuP8+WD8jS+pz0HLiS1B/2EOClEMKmjcx+4b4sHSfgTNKz4H3SF+dHF5VICOEbpKDGiaRa2t+TCtR7A6Oyfr/lHAI8DMwgfTb3Fq3bPXt9pp59/0QKqDxNum/uJgWE/hZC+PWi8lvGNqQgylxSQfZRYDdgZAhhx3r2OZHUjHlCts9/SEHUf2VN6YsNJNVmRtJz5AZSP/kzgGdDCCs2Mr8tYV1gTWBsjLFcDXDhGti1aFlTnguFfR4rc4yngVnA9iWf4aL2KZev5vgGqRDaA/gz8HfSs+fREMKhpRuHEG4m1RqvR+pPfj2plvvXpHu8UDn2Kguf4+9R+/4eXpRkJa/rllLv+cgK1mNJeV6nIftQ5hxm53970vUwsiH7ANuRAjDPlrQKILs+CwGcXcqk92z2unuZdZIWwRYAUutYC9g4xvhpBdK6ilTT8PMYY01T6hDCcqSC6i9DCPfFGF9t6gFCCD1JtZ9Q9GU++2J0L7ACqdXCiKJ1fUjNAm8OIaxd2pewFX2L9AXwB0XNYX9LKtRdmjVZfHdRCZSKMQ4FhmY1PeWaZncj1bDU6krREKFkBoIGGN7AYxSqhcbWs/5tUk3g+qQavIqllfXR/AtwalbY/ohUyzODVMsGqa/zSqS+rC1ps6LPuB3QizSWQ1dSE+jSwdUGk+7XH5Y0ae5G+tJ/TQjh/8UY/xdjvC2rfdsfGBrLDwL4JNCr9MttVvB/llRr+Z2GvJEQwu6kc1FNuteK7QpsF2McU2fH8m4g1fr/KsZ4adEx/kgqyAwOIawV6w4C+l3guzHGcoWC/qRzXN91snGM8Z2S97QsqWDwixDCDaU18YuwF1CrH3lI/dSHkpq9h9ICbrbPVjHGfxftcyep5cL+1A5m/B9wUiwZHyKE8GNS4OpEUiujwvJupLFgGmNoc57TNOy+hHRfNmaf0udCvfvEGOeFEMaTWp2sA7yZ1equBsyMReN9LCZfzTGANLBgTYA3hHAdKShwQwjh0Rjj9Gz50aSa7QeAw2LRwHdFrWlOAq7Ozs2rIYQLgAnluv9lGnVdZ61Ydm7MG1zEsRuqIed9/eyn8F4Wdd4/CSF8AaweQugc02Cq65EGCXw3xjivnmNA46/H0n0KCs/AAaSgp6QGMgAgtY7zKlH4D2mwnMOB0cWFf6hpjvlzUlPjH9G4wQePzr6UFAYBPJBUm3Iv6YtSwd6kWqffFRf+s+N/HEK4nBSg2A34RyOOX0nzScGR4uaw40MI15C+3B1B29fOF2tKE9jhDdima/Za3+BvheXdWiitn5NaAfyQVNAfA5wVY/wopMGoBpGaWH+afcE+ntSK5TVSwfxZKmPT7KfUXaTCeY2sUL4TcF9x4R9qug1cQCpgHkzql7pYMcZJ9Sx/LYTwJLBnCKFDTH31aykKXBQPAlhF6iv7Xsnmf2lo4T/rwrMnqbVA6XNkVAjhLtJz5iBSC5piD5Yr/GcFnl7A20VNiGspLSRly77MmoTvSnpulB6vPuMoOQdZs/cRpHO4Iwtb5hRcU1z4z9xIuka3pigAUObzLbgF+APpOXtZ0fJuNP5enkDzBoltyn3ZGvtU8tnTENNIMxrUiDGODiHcQeq6dSALu7GdBswDjo11R73/NXAyqave1Q09eBOu651p/LVyYSO3L9VS5335bLtZLXiM0n0KJmava9azr6R6GACQWseLi9+kQbYiRdjrzF2f6ZC9btjIdI8qs+y2GOMxJcu2y17Xquf4fYuO31YBgPfraQ47nPSla/PWzc6ixbYbJ6C+puQVSStrAXJO9lMjKyjeAvwjxnhHCGEQ6cvtRaQa8XNJzXDXizH+rwJ5q9X3PYTQi9Rk9GpgnxDCznHh1ISF67trPdd3YbyARt1fIYS9SQGOfsDK1P3fuzKpeXmpQiGhmtSFYCRpGsBy/Yob84wp3AMjywUeSIGRw7PtSgvk9R2nR/Zab9/4EMKapMDQbqQv7Z1KNlltEXkuNbJMDT+k+3wnUt5LAwDlxgYoDFZYaxT1EEIH0kCWPyBNYdeV2t0ma+U16yPdZmN+1KMp93hr7dOU7evzSmkLm8xw0v+2zUktWjqTgoGfkgbSLJfWXBp/fzfqus5q8y9szDFaQWuc90ofozBuzMqNSE8SBgCk1jJx8Zs0SOFL9lbZT31WaGS6u8QYh2dfejck9VM+OoTwToyxeEyBwvHrTPnUzOMXK3ypX9QYJYV15QoA9RUaC+egaz3rlzaFmpP63m+Xku1aK60LSF+I98z+/hmp28CFACGESKoZPYk0PVVFZUGFO7IxCG4kNfX+dra6cH3vkf3Up8HXd1g4kvVU0gj+75Nqy6pJNfqbkgbaKpfXxhQoG/OMKZzHckGH4uXdGnGcQm3qcuVWZoPPvUgqaI8k9e2dRmqxszapoFb2c6hHU+7zz8ssKzRVXqZk+T2kmuN3SeM7TCQVDiG1XmlMXltKU+7L1thncdsvrta3sRp6LXQnFSh7UrnBByt9XbeUpp73lbN9yk0XW9hnejOP0dh9CgqBltKWHJIWwwCA1ArqaxLLwgJsuXuxW5llhX+CtabLqZSsNvD1EMK+pJHzLwohPFLUtLhw/JpphFpA4Rg9FrFNIeL/eZl1verZZ9WS9JcILTgGQMxe6+tnW2itUV/fy4qnFULYnDQC+/FZV4AupC4nhXEBiDG+H0L4lNSnuCUV5kbfumhZ4do4LcZ4TXMPkI2ZcRGpILJFaX/oEMJ2ZXdsmsbUqhXe56r1rO9dst1ij5N1kfiS+u/bM7J1x5SOlRDSiOzlWiEtSovd5yGEfqTC/79I4x18VbSuHekaLt2nG60/BkBT7sum7tMv26d0doj2pEH45pGCJcQYvwghfASsFkLoXWYcgMY8exqioddC4XVMjHGLCh270dd1G40B0NTzvnK2T/FI/4UZRJYHPsz6/0PqljMfWCeE0L7MOACVuh4LCs+ast2sJNXPAIDUtgrNZdcos65fmWUvkoIG9Y1yXRExxlnZeAJ3k/oIF2pDn89edyRNh9USXiPVjG5HGsyvluwLZ7+ibUutmQ1COKFk+c7Za0MHSWuMwkBhpbWIDdFSYwA8lb3uGUJoV9xcOhvBfAdSzcnz5XaudFrZebsFeCrGeHPJ6tIasrK1yBVWaPJd3NKk+PpuaABgUed+ZVIg7/4yhf8VgEoVQhqrcA/0r+eLemHE7VdonH8Dm4cQuhQGXSuyXvZabsaHnRp5HEh5r3UtZnbOXptznxfy+v/KdJHYmrpNvKFtxgB4h9SiZP0QwjfKdH0qDC5ZPNZFU+7lJ0n94vcijZ1RbABp1oCnSwZ+fZI03speLJxKb1H5ao4tQggrlukGsHP2OgYgxjgzhPAGsFEIYaXY8KlHF1D/s70p1/XOtP4YAE+SulftRWr1VCNrxbA+aaaDd0v22SHbp1YAgDLnMKap+UaRnp87svBaq3cf0nU2G9ih9BxmwbZCS7HStAA2yF5fLbNO0iI4DaDUtgr9aY8pmnqIEMIalGn+nA0odgfQL4RwXvE+RfuuG9IUX811L/A6sHsIoVAgeJD0pfOkUM90fyGE7bK+lk11O6lQNTCEsEmZ9b8iNeEcXs9AXcsAl2VfHgp5+gZwKqmWqiXmZS40j2z0YEQxxqpG/lzYwHTfITVHXZu6I+1fRKq9+WtcONc3IYQOIYQNQgjrNjetMs4hfVmumUYvKyR+BOxVuJZDCDsBKwJvFO8cQhgeQqjOas+aJYSwDGkwMCgKpsQ0x/lI4KAQwrH17LtJCGGVokWLOveTSM39t8wK/IU0OpC6BbRJ39WY5pt/gnQ+BxWvywZo/BEpOPlA6b6LMZz0vWLrMusmZK87lxzv28BxjTwOpJrBE0vS2p9U6BpH+WnIGmpC9rpzSfqrkKaMqyPGOKEJ9/JtzchjoWXZDdmfl5c88/YnFcL+S9FYCE28l+8j9Zv/QdY6onCM5UizeUCaCq9YIV/nhhC6F+1TOO5cSgIDIYSjs3v8tkW97zK6UvL/MsvnYaRa/+Lr+A/AsqSZIrqVJhRC6B7SVLfFplA+SA9NuK5jjBc29lqp59iNMQJ4ExgQQtivKJ/tWDiY5Q0lrRVvJZ2nk7PzVtinO/DLwj4lxylcB5dk10dhn61IU25OpihYEtMsI38jXXcXlqR1Muk6/WcsP3NPYarKcsEBSYtgCwCpDcUYXwghPE2qRXkxGxW8F7AvaU7ucl86TiZ9+b0YOCKE8AypD2QfUv/9rUijWpcbCK8xeavORj1/ALgU2D7G+FUI4aAsb49k0f5XSYWcNbJjr0NqQjyrbMKLP+64EMJppBrYl0IID5Ga/y1H+nK/JfAx9RcaXifNEf5yCOFx0pfDQ0k1dGeXG7G5Ap4i1RL9XwhhY7KWHSXjJ7SFE4FRpKnrdiN9AdyGVMM7llQjVGy1bJv3SF+8mpNWjRDCRqTAzRllgjaXkwrDI0MIL5C+tM+kbkGrULgpN73UohRPAwiwCmlk7kAq1JQ25/4RqYbq5qz//gukriark6aY3JjUOqXQ7PQ50rU+KISwEgv7I18bY5wW0uwTvwD+HUJ4kFT42IU0M8JTlJ/fujUcTxp08YoQwp6kAfLWII3vsYDUpLncwGqLMgQ4kzSmwr9K1v0ROAb4ewhhCCnwszGpdvFe0j3aGI8Bvw8hfIfUEmg90qwFc4Af1zNAYEO9RPpsDsqecc+QnsvfITVZ/rgZaS9SSeG3UMN5WQihcC5uijE+U7TNH0jTWh4CvBBCGEYKRn2PdF0eW+azaNS9HGOcHkIYSAoEDA8h3E0agG0/0n10H2nMhOJ9RoUQ/kBqIv96COE+0rV/KOnaP6VMK62m3uNPA8dlwatnSf9/Ds3S+2lxa5QY4y0hhC2zz+CdEMI/Sa0oViJ1ZRhAKvgeX5T+MFLw4yFSF4h5pBYPT1P567pBQgj9Wfg/sBBc7Ft8/RQPfhpjnB9COIb0bLsvOx/vkwYu7Ef63K4sPkZMs+f8jPS/eHQI4R7gS9K1tjrw+xhjacuAu0n34SHAmOwz60H6HJYBBpZpHfRLUgDljBDCZqSKkQ1JU3NOov6pYvckPZsr1ZJEyg1bAEhtb3/SvNKrA6eQRiw+mzSqcB3ZP8+dsm0/JU1Jdgbpy9sM4HRS7V6zxRiHkr7wbBfSuADEGF8nDVx2GalwfQxwAqlgPobU7LNZUx7GGK8nfRF7kFTY+hlpRO5lSfOmb7qIgvxUYHtSDfIxwNGkYMhhMcYrmpOvReT3TVJfz4mkL5a/zn7aVPYZ9QNuI33BP5M0jeM1pDnjyw3sVNG0str2W0gF6XJT510LnEcqfJ5AOld7xaIZAEIIVaQxASbQsC4LxTYlNbct/BxD6sd+Nek6isUbZ7XjW5IKQfNJAYlTSdfU+6Tr8N9F208l3YP/zdIunPtCred5pM9qdrbvQaTC9tZZem0iq1HrR6rBC8BZpALuY8AOMcYHm5Dmc6RnwGHZeS9e9zrpGTUK+C7pXHchfR6ltYgN8QKp0NCRFBT9DqkgMCArmDVZjHE+qXD7J1Jg9VSgP+k5/W2g3MwJlXJU0U+hb/tBRcvWK944a3a/Oykg3I30/N+DNF3lVjHGFyjRlHs5+1+wE6mwfTDp/89XpP89P4hlxrmJMZ5Jev5OBH5CmvbzDWDfGGO5edsLLb7uLrNuUcaT7s+ppIL790ndV74bY7yndOMY40mkIPtzpM/uDNL57gpcQZrKtthppK4PW5Pu51+TgogtcV031HosvCYOzpatQu3rp5bsWtiK9H91T9K10pV07exR0oWjsM+1pM/mDdL5+wnpfB4dYzyrzPbVpAqIM0iBklNIn8XTpHuzznMlu962I11/65Gux21IgZgty/2vDyGsT2oBMDguHINAUgNVVVdXahYWSWpbIYRqYESMcee2zosqJ4TwLVIt70kxxnJBBC0hQhr47E7goBhjY7sQNCT9nUktJy5qaHcYfT2EEF4B5sUYy3UhkWqEEH5PCvxtWE/3AEmLYAsASdKSbidS0/pb2jojWqy7SbXzF2YtN6TFCiF0JbXW+U1b50VLtpBmIDiB1M3Kwr/UBI4BIElaomXNUK9t63xo8bKxQ35Cavbbh9QnWlqkGOM0mjaLivJnbVIXxKvbOB/S15YBAEmSVDFZv+jX2zofkpY+2VgjpYMPSmoExwCQJEmSJCkHHANAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknKgfVN3nDp1anUlM6LWseKKKwIwY8aMNs6J1Hq87pVH3dZck6qZM6leYQU+f//9ts6O1Gp85iuPvO7zp3v37lVN2c8WAJIkLYWqZs6s9SpJkmQAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBxo39YZkCRJLeuJYdU1v++xW1Ub5kSSJLUlWwBIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg60b+sMSJKk1vPEsOpaf++xW1Ub5USSJLU2WwBIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDrRv6wxIkqQlw2effcZNN93Es88+y2effcZKK61E//79Oe644+jevXuj06uurmbo0KEMHTqU9957j2WXXZYNN9yQI488ki233LJF8jFs2DAeeughYozMnDmTbt260bdvXw444AAGDBhQdp+ZM2dy5513MmLECD7++GOqqqro2bMn3/rWtxg4cCCrrLJKo9+7JElLIgMAkiSJiRMnMnDgQCZPnsxaa63FgAEDGDduHEOGDGHkyJHcdNNNjS4IX3zxxTz66KN07tyZbbfdllmzZjF69GhefPFFzj33XPbZZ5+K5WPevHlccMEFDBs2jI4dO7LpppvStWtX/ve///HKK6/Qo0ePsgGA8ePHc+qppzJ58mRWXXVVtt12WxYsWMAHH3zAQw89xN57720AQJK01DAAIEmSuPTSS5k8eTIHHnggZ599NlVVVVRXV3P55ZfzwAMP8Jvf/Iarrrqqwek99thjPProo/Tp04c///nP9OzZE4AxY8ZwyimncPnll9OvXz9WXXXViuTjyiuvZNiwYWyzzTZceOGFtVoKzJ49m48//rjOPjNmzODUU0/l008/5fTTT+f73/8+VVVVNes//PBDll9++Qa/Z0mSlnSOASBJUs7FGHnppZfo2rUrgwYNqikEV1VVMWjQILp27crzzz/P22+/3eA0b7/9dgBOPvnkmsI/wOabb87+++/Pl19+yd13312RfIwdO5b777+fXr168dvf/rZON4FOnTqx7rrr1snjzTffzOTJkzn00EM59NBDaxX+AVZfffUmdX2QJGlJZQsASdJSY9ttt2XVVVdlyJAh3HHHHTzyyCNMnDiR7t27s/fee3PMMcfQvn17PvnkE2688UZeeOEFZsyYwdprr81Pf/pTdthhh7LpTpkyhdtvv51Ro0YxceJE2rdvT9++fTn44IPZY4896mz/6quv8uSTTzJmzBgmTZrErFmzWHnlldl666056qij6NOnT519TjjhBMaMGcP999/PhAkTGDx4cE1Bd5NNNuH4449nww03rOwHlhk5ciQAO+64Ix07dqy1rmPHjuy44448/PDDjBw5kr59+y42vYkTJzJu3LiafUvtvvvuNU36Bw0a1Ox8PPDAA1RXV3PwwQfTqVOnBr3nuXPn8sgjj9CuXTsOO+ywBu0jSdLXnQEASdJS5/zzz2fUqFFsscUWrLnmmrz66qs1tb1HHHEEP/nJT+jQoQMbbbQR06ZN47XXXuPss8/mmmuuqTM43ZtvvskZZ5zB1KlT6d27N9tssw2zZ8/mjTfe4LzzzuOtt97ilFNOqbXPtddey9ixY1lvvfXYbLPNAHj33Xd58MEHeeqpp7jxxhtZa621yuZ96NCh/O1vf6Nv375su+22jB8/nhdeeIHXXnuN2267jbXXXrvin1ch0LDBBhuUXR9C4OGHH25wC4CxY8cCsM4669ChQ4ey6QF89NFHfPHFFzXN7Juaj5deegmArbfemo8//pgnnniCTz75hBVWWIHNN9+c7bffvk7t/ltvvcWMGTNYd9116dmzJy+88AIvvvgis2bNonfv3uy00071niNJkr6uDABIkpYqEydOpGPHjtx77701Tc//97//ceSRR/Lwww/z+uuvs8suu3DGGWfQvn36NzhkyBCuuOIKbr755loBgC+++IKf//znTJ06lTPPPJODDz6Ydu1S77lJkyZx1llncccdd7DNNtuw9dZb1+z34x//mI022oiuXbvWLCuMiH/ZZZdx5ZVX1tuf/p577uGKK66gf//+NfsV+r//7W9/47zzzqu1/QEHHMDEiRPrJrT++gt/P3e7Wqt22fXH7LrbcbU+M6Dewe4Kyz/55JOy60stLr3OnTuzwgorMHPmTCZOnFjTPL8p+fjyyy/58MMPAXjjjTe45pprmDt3bs3622+/nY022ojLL7+cHj161CwfP348AKuttho///nPGTFiRK1j3XDDDRx11FH89Kc/bdB7liTp68AAgPT/27vzOC3Len/gn2ETEFECRHCpn0iPprkgJrlg4ZKlSaRpp9KCxJ+ZuVWe1NS07Zy0FMVTmqWUlqWU/vK4YBgouIKaSfkgLqQoB2UndpjfH8PMYZgZHZiBGbnf79fL1wz3ct3f55nLZ+b+3Nd93cAW57zzzqt133mvXr1y9NFH53e/+12WL1+ec889t+bkP6k6ib7hhhvy7LPPZtWqVTXr7r777syePTtDhgzJZz7zmVrH2H777XPBBRdk2LBhGTNmTK0A4KCDDqpTU0VFRYYOHZp77rknTzzxRK0r3+s68cQTa07+q/c77bTT8sc//jFTpkyps/3gwYMzf/78Osu3+u1va75/5SP/VmvdDr1rD+NfsmRJkqRjx4512klSM6y+ert38k7tVbe5ePHiWm1uTB2LFi1KUvU+/eQnP8k+++yTs88+OzvvvHOmTZuWK664IlOnTs2FF16Y66+/vma/hQsXJkkmTZqUJDnttNNyzDHHpH379nnwwQdz7bXX5qabbkrv3r1z3HHHNep1A0BrJwAAYIvSrl27ep8xv9NOOyVJ9t9//zrD0tu2bZvevXvn+eefz/z589OjR48kyWOPPZYk+ehHP1rvsXbfffd07tw5U6dOrbNu7ty5mThxYl5++eUsXrw4q1evrlm+Zs2avPbaazVD4df14Q9/uM6ybt26pWvXrpkzZ06ddWeddVa9tXVbZ4TB70+4uN5tqlVWViZJnWHy669vrHdqrznrqH5fKysr071791x11VU18wfsu+++ufrqq3PCCSfkr3/9ayZPnpwBAwbU2m/16tX5/Oc/n+HDh9e0ecIJJ2TVqlW5+uqr88tf/lIAAMAWQwAAwBale/futa7uV6u+etzQ8PLq9StWrKhZVj3UfN2J6uqz7pDzpOqWgvWHoq/vX//6V73Le/XqVe/yzp0711y1bm6dO3dOUvW4vPpUv47q7ZraXpIsW7asTpsbU8e6oyg+/vGP15k8sGfPnjnkkEMybty4PPXUUzUBwLptDBkypM6xhgwZkquvvjqzZs3KzJkzs+OOOzb4WgDg3UIAAMAW5Z2uOm/IVenqK86DBg1Kly5dGrXPP/7xj1x55ZXp1KlTLrjgggwYMCDdu3evGdZ+8cUX54EHHmjwqvqGXjW/5ppr6r8FYJ0g4ZU7vltr3e4fGJQPfOCwmn/37t0706ZNy+zZs+s9RvXyHXbYoVE19e7du9Z+61u6dGnN0P1129yYOrbeeut07do1CxcurDluQ/WsO4Ji3W3r269Tp07p1q1b5s2blzlz5ggAANgiCAAAoAG9evXKjBkz8tnPfjb9+/dv1D4PPvhgKisr85WvfKXeK8vVE9Y1lwcffLD+SQDXmYAwT99Ta9V23XrXCgD69euXCRMmpFwu13uM6uWNeQTgutu99NJLWblyZZ1bLqrb69OnT60r+Btbx/vf//5Mnjy5wRESCxYsSJJajwhc9/aLhQsX1pogMEnWrFmTxYsX19k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\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:07<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -699,32 +880,45 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 5 seconds.\n", + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 15 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (2 chains in 1 job)\n", "NUTS: [p]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
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\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:08<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -768,21 +974,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 4 seconds.\n" + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 16 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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"text/plain": [ - "
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" ] }, "metadata": { "image/png": { - "height": 711, - "width": 711 - } + "height": 512, + "width": 512 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -837,7 +1045,14 @@ "cell_type": "code", "execution_count": 16, "id": "2023b905", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:28:45.952027Z", + "iopub.status.busy": "2022-06-01T12:28:45.949892Z", + "iopub.status.idle": "2022-06-01T12:28:45.972968Z", + "shell.execute_reply": "2022-06-01T12:28:45.965507Z" + } + }, "outputs": [], "source": [ "class ConversionModel:\n", @@ -871,7 +1086,14 @@ "cell_type": "code", "execution_count": 17, "id": "58ba7529", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:28:45.983803Z", + "iopub.status.busy": "2022-06-01T12:28:45.982254Z", + "iopub.status.idle": "2022-06-01T12:28:46.002430Z", + "shell.execute_reply": "2022-06-01T12:28:45.997953Z" + } + }, "outputs": [], "source": [ "def run_scenario_bernoulli(\n", @@ -884,7 +1106,7 @@ " generated = generate_binomial_data(variants, true_rates, samples_per_variant)\n", " data = [BinomialData(**generated[v].to_dict()) for v in variants]\n", " with ConversionModel(priors).create_model(data=data, comparison_method=comparison_method):\n", - " trace = pm.sample(draws=5000, return_inferencedata=True, chains=2, cores=1)\n", + " trace = pm.sample(draws=5000, chains=2, cores=1)\n", "\n", " n_plots = len(variants)\n", " fig, axs = plt.subplots(nrows=n_plots, ncols=1, figsize=(3 * n_plots, 7), sharex=True)\n", @@ -914,7 +1136,14 @@ "cell_type": "code", "execution_count": 18, "id": "55ea29a9", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:28:46.012323Z", + "iopub.status.busy": "2022-06-01T12:28:46.011092Z", + "iopub.status.idle": "2022-06-01T12:29:12.177355Z", + "shell.execute_reply": "2022-06-01T12:29:12.174060Z" + } + }, "outputs": [ { "name": "stderr", @@ -926,25 +1155,37 @@ "NUTS: [p]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:07<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -955,25 +1196,37 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:08<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -988,21 +1241,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 5 seconds.\n" + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 16 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:07<00:00 Sampling chain 0, 0 divergences]\n", "
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\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:07<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -1104,21 +1390,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 5 seconds.\n" + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 15 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", "text/plain": [ - "
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" ] }, "metadata": { "image/png": { - "height": 711, - "width": 911 - } + "height": 512, + "width": 656 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -1189,7 +1477,14 @@ "cell_type": "code", "execution_count": 20, "id": "46f94b80", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:36.322435Z", + "iopub.status.busy": "2022-06-01T12:29:36.321419Z", + "iopub.status.idle": "2022-06-01T12:29:36.332696Z", + "shell.execute_reply": "2022-06-01T12:29:36.328484Z" + } + }, "outputs": [], "source": [ "@dataclass\n", @@ -1202,7 +1497,14 @@ "cell_type": "code", "execution_count": 21, "id": "49ec3cc7", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:36.340739Z", + "iopub.status.busy": "2022-06-01T12:29:36.339395Z", + "iopub.status.idle": "2022-06-01T12:29:36.353890Z", + "shell.execute_reply": "2022-06-01T12:29:36.349136Z" + } + }, "outputs": [], "source": [ "@dataclass\n", @@ -1216,7 +1518,14 @@ "cell_type": "code", "execution_count": 22, "id": "cf970faf", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:36.365654Z", + "iopub.status.busy": "2022-06-01T12:29:36.364671Z", + "iopub.status.idle": "2022-06-01T12:29:36.386811Z", + "shell.execute_reply": "2022-06-01T12:29:36.383834Z" + } + }, "outputs": [], "source": [ "class RevenueModel:\n", @@ -1300,7 +1609,14 @@ "cell_type": "code", "execution_count": 23, "id": "7483a55e", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:36.396429Z", + "iopub.status.busy": "2022-06-01T12:29:36.395366Z", + "iopub.status.idle": "2022-06-01T12:29:36.406883Z", + "shell.execute_reply": "2022-06-01T12:29:36.404637Z" + } + }, "outputs": [], "source": [ "c_prior = BetaPrior(alpha=5000, beta=5000)\n", @@ -1311,7 +1627,14 @@ "cell_type": "code", "execution_count": 24, "id": "07f83462", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:36.415498Z", + "iopub.status.busy": "2022-06-01T12:29:36.414370Z", + "iopub.status.idle": "2022-06-01T12:29:36.426287Z", + "shell.execute_reply": "2022-06-01T12:29:36.423065Z" + } + }, "outputs": [], "source": [ "data = [\n", @@ -1324,23 +1647,37 @@ "cell_type": "code", "execution_count": 25, "id": "f2b0d0c8", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:36.434401Z", + "iopub.status.busy": "2022-06-01T12:29:36.433352Z", + "iopub.status.idle": "2022-06-01T12:29:42.488048Z", + "shell.execute_reply": "2022-06-01T12:29:42.485771Z" + } + }, "outputs": [], "source": [ "with RevenueModel(c_prior, mp_prior).create_model(data, \"best_of_rest\"):\n", - " revenue_prior_predictive = pm.sample_prior_predictive(samples=10000)" + " revenue_prior_predictive = pm.sample_prior_predictive(samples=10000, return_inferencedata=False)" ] }, { "cell_type": "code", "execution_count": 26, "id": "006b62e2", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:42.496693Z", + "iopub.status.busy": "2022-06-01T12:29:42.494630Z", + "iopub.status.idle": "2022-06-01T12:29:42.814912Z", + "shell.execute_reply": "2022-06-01T12:29:42.811090Z" + } + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 26, @@ -1349,16 +1686,17 @@ }, { "data": { - "image/png": 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\n", 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" ] }, "metadata": { "image/png": { - "height": 491, - "width": 783 - } + "height": 296, + "width": 565 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -1388,7 +1726,14 @@ "cell_type": "code", "execution_count": 27, "id": "1e109784", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:42.824698Z", + "iopub.status.busy": "2022-06-01T12:29:42.823888Z", + "iopub.status.idle": "2022-06-01T12:29:42.835789Z", + "shell.execute_reply": "2022-06-01T12:29:42.833554Z" + } + }, "outputs": [], "source": [ "def generate_revenue_data(\n", @@ -1420,7 +1765,14 @@ "cell_type": "code", "execution_count": 28, "id": "5e2d75f4", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:42.845181Z", + "iopub.status.busy": "2022-06-01T12:29:42.843591Z", + "iopub.status.idle": "2022-06-01T12:29:42.870669Z", + "shell.execute_reply": "2022-06-01T12:29:42.859000Z" + } + }, "outputs": [], "source": [ "def run_scenario_value(\n", @@ -1439,7 +1791,7 @@ " with RevenueModel(conversion_rate_prior, mean_purchase_prior).create_model(\n", " data, comparison_method\n", " ):\n", - " trace = pm.sample(draws=5000, return_inferencedata=True, chains=2, cores=1)\n", + " trace = pm.sample(draws=5000, chains=2, cores=1)\n", "\n", " n_plots = len(variants)\n", " fig, axs = plt.subplots(nrows=n_plots, ncols=1, figsize=(3 * n_plots, 7), sharex=True)\n", @@ -1470,7 +1822,14 @@ "cell_type": "code", "execution_count": 29, "id": "e4d49ea2", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:29:42.880845Z", + "iopub.status.busy": "2022-06-01T12:29:42.879552Z", + "iopub.status.idle": "2022-06-01T12:30:16.911614Z", + "shell.execute_reply": "2022-06-01T12:30:16.909230Z" + } + }, "outputs": [ { "name": "stderr", @@ -1478,29 +1837,43 @@ "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", + "/Users/severinhatt/miniconda3/envs/pymc-hack/lib/python3.10/site-packages/pymc/aesaraf.py:996: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", + " aesara_function = aesara.function(\n", "Sequential sampling (2 chains in 1 job)\n", - "NUTS: [lam, theta]\n" + "NUTS: [theta, lam]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:09<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -1511,25 +1884,37 @@ "metadata": {}, "output_type": "display_data" }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:03<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:09<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -1544,21 +1929,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 6 seconds.\n" + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 19 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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" ] }, "metadata": { "image/png": { - "height": 711, - "width": 821 - } + "height": 512, + "width": 590 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -1595,7 +1982,14 @@ "cell_type": "code", "execution_count": 30, "id": "4b661564", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:30:16.920380Z", + "iopub.status.busy": "2022-06-01T12:30:16.919789Z", + "iopub.status.idle": "2022-06-01T12:30:52.933575Z", + "shell.execute_reply": "2022-06-01T12:30:52.931368Z" + } + }, "outputs": [ { "name": "stderr", @@ -1603,29 +1997,43 @@ "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", + "/Users/severinhatt/miniconda3/envs/pymc-hack/lib/python3.10/site-packages/pymc/aesaraf.py:996: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", + " aesara_function = aesara.function(\n", "Sequential sampling (2 chains in 1 job)\n", - "NUTS: [lam, theta]\n" + "NUTS: [theta, lam]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:03<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:10<00:00 Sampling chain 0, 0 divergences]\n", "
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\n", - " \n", " \n", - " 100.00% [6000/6000 00:03<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:11<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -1669,21 +2089,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 6 seconds.\n" + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 22 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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zExMT1KpVC4sWLcLly5dzLX865Q21atXCpk2b5BqeNQUmv2aenp7C8duyZUumD/2GhYeHY+/evcJzWWpA8bECZLRprFu3Dj/88IPwd+I6MTNZo7TMb7/9hoEDB8q1ixgbG2PgwIH49ddfhddWr16NlJQUlev9559/hBShNWvWxNKlSxXmVqpXrx6WLVsmPD9+/DgCAgJUrvPgwYN4//49AMDW1hZbt26Va7QGgJIlS2LLli1CxqPAwEAcOXJE5Trp27Jq1Srhcf369bFs2TKFjm5mZmaYMGEC+vXrByAj28jy5cvVrjc/7e+FChUSrn8DAwNx/fp1tcvrQq61strb2+Pnn38GADx+/BiBgYFqlz979iySkpIAgKmViPIIcX5xBmm+HdWrV5er5Di6Ub2hQ4fKHR+yESXfmi9fvuD8+fMAMtLd1K5d28Aloq/Rnj17hMedOnWSmxNOzNLSEr///rvw/MCBA0Kv/MyOHj0q9MZydnZGjx49VH7+H3/8IRzvjx49wosXL5Qu9+TJE2EIv7GxMf744w+V6+zZsyecnZ0BZEyGeeLECZXLEuVUftnfJRIJDh06JDz//fffVfZ4rlChgtz9o/g8oUqrVq2Exx4eHhqX1zVvb28cOHBAeN6/f3+MHz8+S+twcnLCmjVr1G5v+vpUqFABjRo1Ep5/q9edQMZIBxnxMU3fnitXrgiBEXt7e7mOdJmZmppi3LhxwvM9e/YgPT1d6bKXL19GaGgogIzUmSNHjlS53lGjRgnBwpCQEJUNvJ8+fcKFCxeE5+K6NrOGDRsKoz7T0tKwb98+lZ8vDlQNHjxY5RwfRYsWlds+2tSZ9PULCAiQ67gyceJEtSNJxowZAwsLCwAZ9ZCqNqP8uL+L65PcCGTm6ni2jh07Cqlbjh07JncyzEw26sbExATt2rWDj49Plj8vICAAx48fx507d/Dhwwd8/vwZVlZWKFWqFOrXr4+ePXuqzFncpEkThISEyL02bdo0uV5fMtpMcB0TE4ODBw/i/PnzCA4ORmJiIhwdHVGnTh0MHDgwSyOGoqKicPjwYdy4cQOBgYGIiYlBoUKFULx4cdSrVw9dunRBuXLltF5fSkoKDhw4gLNnz+LNmzdISEhA0aJFUa1aNXTr1k3oYaZvUqkUFy9ehIeHB169eoVPnz7BxsYGrq6uaN++Pdq3b5+l4EB0dDSOHj2Kmzdv4s2bN4iKioK5uTmKFi2KOnXqoHPnzlrlH5VKpbh8+TLOnj2LZ8+eISIiAomJiTA3N4e9vT1KliyJKlWq4Oeff4a7u7tQRi8vL/Tv319hfaoakS5fvqwQ8dUVqVSKc+fO4eLFi3jy5AkiIyMBAA4ODqhWrRqaN2+OFi1aqDzxKitzSEiIwuu6ntBX1WTB9+/fx9GjR/HgwQNEREQgLi4O/fv3x4wZMxTWERoaCg8PD9y+fRvv379HTEwMLC0t8d1336FevXro3r27VnMgSCQSnDlzBhcvXoSvry+ioqKQnJwMc3NzFClSBKVLl0bVqlXRuHFjuXQDHh4eCucNZdtORpZrOq9xdHQUJmTTNqVGTra9eLI+mbVr18r1YJLp1KkTFi9eLPdaUlISbt26hbt37+L58+d49+4dPn/+DFNTUxQuXBgVK1ZEo0aN0KFDB51PuFu4cGGUKVNG6PGReSI7ZRMRfvz4ER4eHrh06RJCQ0MRFRWFQoUKCSMFAPl6SZvzRUhICA4fPozbt28jODgYnz9/ho2NDUqWLIn69eujW7duKF68uNp1iM9j7u7uwiTL169fx/Hjx4VzYkJCAqZNm4aBAwcKf3vhwgVhwsEmTZpodf6WSCS4e/cuPD098fTpU7x9+xaxsbEwMjKCnZ0dXFxchLJrylGrLWXbVTYB6O3bt4V0IiVKlECTJk3Qt29frSczFEtMTISHhwdOnTol7I8ODg5wc3NDnz594ObmpnEdhtg+eVl8fDw8PT2F55pSqbVo0QKzZ89GQkICYmJicO/ePaVzfMhGdMvWqe6m5LvvvkPdunWFhrGLFy+iUqVKCstdvnxZePzjjz+qPfaMjIzQsWNHoRfbxYsX5Y4tQ3jy5AkOHDiA+/fvIzw8HGZmZihdujSaN2+OPn36ZKnXsiwN8tWrV/Hs2TNERUVBKpXC3t4e1atXR6tWrdCsWTOl210XdeqzZ89w+/ZtPHz4EK9fv0ZUVBQkEglsbGxQunRp1KlTBz169MB3332n9XfKz/LL/u7t7S2MpilUqBBatGih9nt16tRJCOzcvn0bCQkJCr01xZo1a4bZs2dDKpXi1KlTmDJlSq5Oyi5LGQJk9PicNGlSttelaW68yMhIXLt2Dd7e3nj16hU+fPiA+Ph4FCxYEEWKFEGNGjXQunVroZOlOmvWrBGuzWT3xMnJyTh69ChOnz6Nt2/fIiYmBvb29qhbty6GDh2qcJ8aHx+PY8eO4dSpUwgKCkJsbCycnJzw888/Y9iwYShWrJjaMiirx9+9e4f9+/fj5s2bCA0NhUQigbOzM1q3bo0BAwYoBPnevHmD//77D/fu3UNISAiMjY3x/fffo0OHDujZs6dCL3xlDHluqVGjhnDcRUVFIT4+XrgOEJ83ZdfMaWlpOHfuHE6dOgU/Pz9EREQgOTkZ69atQ7NmzQAo/23VkUgkOHHiBC5fvgxfX19ERkbCxMQEjo6OcHNzQ5s2bfDTTz9p/C7Kfs/379/jyJEjuH79OsLCwhATEwNXV1e5TC0JCQnC+axQoUJazeEFZLQZ3bx5E/fv34e/vz8+fvyIlJQUWFtb47vvvkOtWrXQvXv3LLWvqKNsuyYkJAjHjOwasUiRIqhZsyZ69OihNs2kOp6enjh48CCePHmCjx8/wtLSEuXKlUOrVq3Qo0cPrVJZ5/b20ZUnT54Ij+vVq6fxfq9u3bowNzdHcnIyIiIi8PDhQ9SqVUthOXGd2bp1a7Up0goWLIhWrVoJddHFixfRvHlzheWuXLkiBIacnZ1Rs2ZNtWXt1KmTUA9fvnxZbp4PmXfv3sk1lHfq1EntOjt37izUw69evUJQUJAwEt0QoqOjcejQIVy4cAHBwcFCG2W9evXQq1cvpdce6jx58gSnTp2Cl5cXwsPDERcXB1tbW5QpUwYNGjRAjx49VM6jruwaU1k7HwAsWrRI4X5El3VubhIfQ46Ojhq3ua2tLWrUqCHcm50/f17peSE/7u9169aFtbU1vnz5gqtXrwrtKvqSq4Gaxo0bw9bWFrGxsThx4gTGjh2r9AI4ODhYaJyqX78+HBwcsvQ5KSkpmD9/Pg4fPoy0tDS596KjoxEdHY0nT55g+/bt+OOPP9C3b9/sfyktPHjwAOPHj0d4eLjc68HBwQgODsaxY8fw119/oXv37hrXdfjwYSxevBhfvnyRez0mJgYxMTHw9fXFrl270LdvX0yZMkXjRWVAQABGjRolzDsiExQUhKCgIJw6dQo9e/ZUejDoUlxcHCZPnix3YwdkRFs/ffqE27dvY//+/Vi3bp1W+8OePXvw999/K2ynlJQUfPnyBQEBAdi3bx86d+6Mv/76S2XF/enTJ4wePRqPHj1SeC8xMREhISEICQmBl5cXtm7dih07dhh0AlJlAgMDMX78eKW9HhMSEoTfuXLlyvjnn38MWiFrIju2xT0OVUlPT8eaNWuwbds2obFYJjY2FrGxsfD19cXu3bvx22+/Ydy4cSpvyN++fYtRo0YpHWqZkJCA9+/f4/3797h16xbWr1+PCxcu4H//+1/2vmQe9enTJ+GxpnlGdLnts8PHxwcDBw4UegiLSSQSJCQkICQkBJcuXcKGDRuwdu3aLF/saSKuuOPi4tQue+nSJUyfPh2xsbE6+/wNGzZgw4YNCts/MjISkZGR8PHxwdatWzF69GgMHTpU6/V++fIF06ZNw8WLFzUue/XqVeGxNgH/0NBQdOzYETExMUrfDw8PR3h4OG7evIkNGzZg5cqVWt3wZ9XBgwcxb948hfQEfn5+8PPzw759+7Bo0SIhiKyN169f4/fff1c4h4SFheH06dM4ffo0Ro0aJTfiI7O8sn3ykkePHgm/k6WlpcbOF+bm5qhRo4aQjvDu3bsKDTnJyclynYO0aRypU6eOcANx9+5djB07VmEZLy+vLK9TRvY9dR1U1taaNWuwfv16ud6liYmJePr0KZ4+fYo9e/bgn3/+0WrSei8vL8ycOVNITSAmu6Y6ffo0qlevjtWrV6udBD47unbtKoz0yEx2fnz06BG2bduGsWPHYsiQITr9/LwmP+3v4nXWqFFD4/FQtWpVFCxYEImJiUhOTsbjx4/VXqM7ODigfPnyQqP106dPdTLPhzaCgoLk0rP16tUL5ubmevms3bt3Cw31mX358gVfvnzB27dv4eHhgbp162LVqlUoXLiw1usPCgrC6NGj8fLlS7nXw8PDcfz4cZw9exbr168XGqSePHmC0aNHK9wnBwUFYe/evThx4gS2bduG6tWra12G48ePY/bs2Qodi169eoVXr17h/Pnz2Llzp9Aot379eqxZs0ahB72Pjw98fHxw7tw5bN68WW2DrKHPLZkbGOPi4lR22AgPD8f48ePx4MEDnX2+j48PJk2apHBuT05ORnx8vJBe5qeffsLy5csVUhaqc+DAASxYsEDhmjYzT09PISNLzZo1taozx44di3Pnzil9T9Zu9Pz5c+zevRv9+/fXqn0lq968eYPRo0crXCN++PABHz58wKlTp9C9e3f89ddfWn92SkoK5s2bh4MHDyq8fv/+fdy/fx8eHh7YunWr2t8iL2yf7BLfu2oTHDU1NUXRokURFBQEIGN/UhaoyU79JgvUyOaCU7dOZfOgKlunzIcPH/Du3TuFtgfxZzk7O2u8nnJycoKzs7OQ+eju3bsGaxd69OgRfv/9d2H+SRlZG+WRI0cwYsQIrebQio2NxZ9//ilkeRCTtTXeu3cPW7Zswbx589CyZUudfQ9A/3WuPmX1GMq83N27dzFq1CiFZfLj/i5LM3v16lVIJBLcvn1br6M2czVQY2ZmhlatWmH//v0ICQnBvXv3lJ7cjh07BqlUCiBj4p6sSEhIwK+//iqX37d06dKoXLkybGxsEBsbi4cPH+Ljx49ISkrCvHnzEBcXh+HDh8utR9YY4unpiTdv3gDIiMR///33Cp+p7iLe398fK1asQEJCAhwcHFCrVi3Y2dkhPDwcd+/eRVJSkjBBt4uLi9qL0G3btmHp0qXCczMzM7i7u6N48eL4/PkzvLy8EBMTg7S0NOzatQuhoaFYvXq1ygbQkJAQDBgwABEREcJr5cuXR6VKlWBkZIQXL17Az88P+/fvV3thqgvTpk3D5cuXYWRkhKpVq6Js2bJISUnBo0ePhB41jx49wsCBA7Fv3z61PTcXLFiA3bt3C88LFy6M6tWrw9HREcnJyfD19YWfnx+kUimOHDmCjx8/YvPmzQq9vdPS0jB06FA8f/5ceM3FxQXly5eHtbU1UlJSEBERgZcvX8ptQxknJyf06dMHgPxwOtlrmekjh25AQAD69u0rl+/bxcUFFStWlPuNAeD58+fo2bMn/vvvP4VRDrIyy3q8ARk9lTKnJbSzs9P5dxBbtGiREKRxcXFBhQoVYGJigsDAQLnfLy0tDePHj5erkJ2cnFC1alXY29sjPj4eT548wfv375GamoqNGzciKioK8+bNU/jMuLg4DBo0SBjibGxsjIoVK6Js2bKwtLREUlISwsPD8fLlS0RHRyv8fdmyZdGnTx+N2y4ve/r0qXDRCkDpRauMrrZ9s2bNUL58ebn0KVWqVFF6vq1WrZrc89jYWCFI4+DggHLlyqFYsWIoWLAgkpKS8O7dOzx9+hSpqakICQlB3759cfToUZ0G18TzOak7th89eoS1a9dCIpHAzs4OtWvXRuHChREZGQlfX99sffbcuXPlzjmWlpaoU6cOHB0dERERAS8vLyQkJCA5ORkrVqwQJtHURCqV4o8//sDVq1dhZGSEH374AeXKlYNUKoW/v79cXZOeni430kGb0SKyUQ5ARoNDuXLl8N1338HS0hISiQTBwcHw8fFBcnIyYmJiMHToUPz7778ae+FkxeXLl7Fw4UIAGfutm5sbLC0tERgYiIcPHyI9PR2xsbEYO3YsNmzYoFXPp48fP2LgwIGIiIiAjY0N3Nzc4OjoiOjoaNy9e1foULBu3TqUK1dOyIGbWV7YPrr04cMHHDp0CMHBwUhKSoKtrS1KliyJWrVqaX0zIG7UcHFx0Wri00qVKgmBGtn1ndjbt2+FxjojIyOtgrjiZZStM3NZs7rOtLQ0vH37VuWoEX3avXu30PP3f//7H6pWrQpTU1P4+fnh2bNnADIa/X777Tf8999/qFixosp1nT17Fn/88YeQRtXCwgLVqlVDiRIlYGxsjMDAQDx+/FiYHL1Hjx44fPiwXOeAnNapsrrczMwM5cuXR+nSpWFtbQ2pVIqIiAj4+PggOjoaEolEyK+dV4M1nz9/xtmzZ/H69Wt8+fIFVlZWKFq0KKpXrw5XV1etOkDkp/09q+s0NTWFi4uLEIgKCAjQ2JnKzc1NuC6+c+dOrgVqMo8gVlUP6MLHjx+FBqNSpUqhbNmysLe3h5mZGb58+QI/Pz/4+/sDyGi4GDRoEA4ePKhVo3dcXBx+++03BAYGwsrKCrVr1xauPe7evYvExESkpKRg9OjROHnyJCQSCQYNGoS4uDgULlwYtWvXhp2dHT58+AAvLy9IJBLExcVh1KhROHfuHKytrTWW4caNG5g3bx7S09Ph7OyMKlWqwNzcHK9evRKuJ1+8eIEJEyZg27Zt2LRpkzAXo6urKypUqIACBQrg6dOnwnbw9vbGokWLMHfuXJWfa+hzS+bOPqq2VUpKCkaMGIHnz5/DxMQENWrUQKlSpZCSkqIylaEm9+7dw5AhQ4TAmPh+XiKRwMfHRwjg3L59G7169cK+ffu0CtacO3dOmKOgaNGiqFmzJqytrfHx40eF7yxO+abuXkVM9ruZmJigbNmycHZ2hrW1NQoUKIDIyEg8ffoU4eHhkEql2LVrF1JSUuQmwM6pL1++YMiQIQgODpZr24mJiYGXl5dwP3Hw4EEkJyfLtQWpM2vWLBw9ehTGxsaoVq0aypQpA6lUisePHwsddJ8/f44pU6Zgy5YtKtdj6O2TE7L2xOySHf9iX758kWv3yWr9JhvJkfneMKv1m5OTE4oUKSI0pAcEBCjcx4rXqWmUpfizZQ3X6uYC0acPHz5g8eLFiI2NhaWlJerWrYsiRYrg48eP8PLyQmJiItLS0rB27Vqkp6cr7SwiExERgQEDBsh9l/Lly8PV1RWFChVCZGQk7t+/j5iYGHz+/Bnjxo3D0qVL0b59e7n1yNrCLl68KASPmjVrpjQYULZsWbnn+qxz9U0fxxCQf/d3Nzc3oSPqnTt3vp5ADZARANm/fz+AjICMskCNLDexjY1NlnqsAsCcOXOEII2zszPmzp2rEKVLS0vDgQMHsGjRIqSkpGD16tWoU6eOXE9AWa/WqVOnCjch7du315hWI7MlS5YgLS0NU6dORb9+/eQaEUJDQzF06FD4+fkhPT0dK1eulAswiD18+FBuUs4GDRpg0aJFcjevKSkpWLVqFbZt2wYgI+3Mzp07VebjnDFjhlDRWFtbY9myZWjcuLHcMtevX8cff/yBHTt2aDU0NjsePXoEiUSCkiVLYtWqVQo9Yg8dOoQ5c+ZAIpHAz88PS5cuVXmhfPjwYWEbWllZYerUqejYsaNC2e/evYvJkycLvY+3bdumcLF89epVIUjj6OiIdevWKTQIy/j7++P48eNyla6zszNmzZoFQD5QI3tN31JSUjBhwgQhSOPg4IDly5cr3KTeunULkyZNQnR0ND59+oSJEyfiwIEDcttMVmbZCDAgIyiTW98FyOh5vnfvXhQvXhzLly9XuAAX935fu3at3NwYs2bNQvPmzRUaLc6ePYs///wTX758wcGDB1GvXj2Fm+MjR44IF6nlypXDmjVrlAZspVIpnj59Cg8PD7mKtVq1aqhWrZpBt11OPHnyRC5NZfPmzYVc8sroatsPGDAAQEZPbtmNdcOGDbXqOWNra4vhw4ejTZs2KtNKRkZGYsmSJTh+/Dji4+Mxe/ZstRNHZkV0dLTcKEV1KcrWrFmDtLQ0oXel+LhTN+GkKmfOnJE733Tu3BkzZsyQOzfFxcVhzpw5Ql27a9cu1KpVS+MExI8ePUJqaipcXFywfPlyhUY0cXnfvHkjjCQqXLiwVr3iLSws0K9fP7Rv3x4//PCD0lRpcXFxWLduHbZv347U1FRMmzYNZ8+e1dmcWcuWLYOxsTEmT56MAQMGyK339evXGDduHPz9/SGRSDBt2jScPn1a5TB5mXXr1iElJQVDhgzBqFGj5Do+xMTEYOzYsUIvoJUrV6JVq1ZKG1j1sX2OHz+erdSy6vTv31/tOUJmzZo1Kt9zd3fHmDFjNPZUFB9n2gZ3xCmYlDUyi19zcHDQqle7+LNjYmIQFRUl1wAVGRkpF7zVpqwWFhawt7cX6vA3b94YJFCzdOlSmJubY/78+Qo3ruIR47KR0R4eHkqvF/39/TF16lRIJBIYGRlh0KBBGDFihELagKCgIEyZMgUPHjxAaGgopk2bJteIlNM6tXnz5mjcuDHq1Kkj5NEWS0tLw/HjxzFv3jwkJCTgn3/+QcuWLVX2svPx8ZFLvaMLDRs2RMOGDTUud/nyZYWR6DLOzs747bff0LVrV7UBm/y0v2f3eJed41QFlcTEgUZxyg99E6c5dXR01GvaPWdnZ/z5559o3ry5yrr55cuXmDFjBp49ewZfX19s3bpV7TwMMnv37kVKSgq6d++OKVOmyF17hIWFYdCgQXjz5g2SkpKwfv16+Pn5IT4+HmPGjMHQoUPlrp/9/f0xaNAgRERE4NOnT9i1axdGjx6tsQyLFi1CwYIFsXDhQoWe0WfOnMGkSZOQlpaGW7duYefOnfjnn39QtGhRrFixQqHO2bFjh5Ba99ChQxg6dKjKazpdn1uyStxJ1d7eXmWav/PnzyM1NRXu7u5YtGiRwvfJ6rVnbGwsJk6cKARpnJ2dsWLFCmFidpkTJ07gzz//RFJSEgIDAzF9+nRs3LhR4/r//vtvmJqaYtasWejWrZvc+SxzWcXXM9rWl3Xq1MGgQYPw888/K+1YJZVKcfXqVcyYMQNRUVHYt28f2rZtq3UgSJO9e/dCIpHgp59+wpIlS+RS6yYlJWHJkiXCvAvHjx9HgwYN0LZtW7XrfPz4Mby9vVGlShUsWbJEruFYKpVi9+7dQqekGzdu4N69eyrnkdT19gkMDFTZ3pVd1apVU9q5W1wvye7l1ZFIJHJBGFWdecS0OVdnXubNmzcKnQCyW7/JGq7fvHmDJk2a6GSd4nIawsaNGyGRSNCuXTv89ddfcvtdbGwsZs6cKcxvsnHjRvz8889KO6Wlp6dj4sSJQgN81apVMWfOHIXAQHJyMrZs2YK1a9dCKpVi9uzZQgBbRnaNKUv9B2Tc72gzGkQfda66TgPZYWdnpzSrg/gY+vDhg1brEh9r0dHRCteIQP7d33PzGjHXAzU1atQQhhidP38es2bNkruYefjwId69ewcgY8KerAz7vn//vnDTVrp0aZU9NQoUKIDevXvDwsIC06ZNQ1paGtatW4etW7fm7MspkZKSgrlz5yqdmLN48eJYsWIF2rdvD6lUCm9vb3z8+BFFixZVWHblypVCJLZGjRpYt26dQpTVzMwMkydPRkpKijCPwNq1a9GtWzeFivX27dtCb2cjIyOsXbtWaWqahg0bYv369ejbt6/cRPK6JJFIYGlpiR07dqB06dIK73fr1g0AhPRrBw8exG+//aawbFxcHJYsWQIgoxfd9u3bVQZW6tatix07dqBTp05ITk7G1q1b0bdvX7kGNPFw8LFjx6pcF5ARmc9JLml9OHnypJB2wNTUFFu3blUasa5fvz42b96MXr16ITU1Fc+fP8fp06fz3IiPtLQ0FCxYEDt27FA6r4nseAgODhbyfNvZ2WHv3r1K9ysg4xxTuHBhISiwdu1ahUZS8X4wY8YMpUEa4P96j+VW70tduX79usJIoPT0dKGHh3gCuebNmwu92pTR9bbPLllDnjoODg5YunQpoqOjcePGDXh6eiIgIEChF0x2bN68WS59hroc2ampqRg3bhxGjBih8F5We9Kkp6fLBfRbtmyJhQsXKmxTKysrLF26FPHx8UIj37Jly9CsWTO1AY/U1FQ4Ojpi165dSutWcXnF80JoMwcUkDEHjKY0m1ZWVpgyZQoSEhKwf/9+BAYG4ubNm1o1ampDIpFg4sSJSjs4lCtXDjt27EC7du0QHR2NiIgI7Ny5U21PLiDjOmDYsGGYMGGCwnt2dnZYsWIFmjdvLqSifPLkidL9Vx/bx9PTE0ePHlW7zqxq0aKFVoEadby9vTFgwACMHDlSbXBWnAZO2zS54kYQZekGs7POzOkgZfMxKFunsuXVrVfWcK3L1IhZIZFI8Pfffyvt4e/m5oZt27ahc+fOSElJgZ+fH44fP46uXbsqLDt//nwhJc3UqVNVzrlTqlQpbN26Fd26dcPr169x48YN+Pj4aDyna0tTT98CBQqgc+fOsLCwwPjx4yGRSLB//36Vk7MHBATofNLdwoUL5/icFhgYiJkzZ+Ly5ctYuXKlykbb/LS/i9er7To1He+Zia8BMqfu0idxw4aq60xdUXZ8ZlahQgXs3LkTrVq1QkREBPbu3Ythw4ZpTGmUkpKC9u3bKx2hXqxYMcyfPx+9e/cGAKHuGT16tNIATPny5TF58mTh2Dtz5oxWgRqJRIJNmzYpHT3VunVr3LlzR0hDtGjRIlhYWGDnzp1Kr/8GDRqEGzdu4M6dO0hPT8fZs2dVjoLR9bklK16+fCk3Sbmm604XFxds2bJFaUApq9eeu3btEtLW2draYufOnUrnpGrfvj0KFiwo/IZXr15VGyAQl3fZsmUKHQUyl1Uqlcrds2h7HE2cOFHt+0ZGRmjSpAk2btwopKn/77//dBaokUgkqFixIjZs2KDQ7mVhYYHZs2cjLi5O6Fy1cuVKtG7dWu31ekpKCpydnbFr1y6F9HdGRkYYMGAAHjx4IHSsO3XqlMrfQdfbJzw8XOd1ZkJCgtJATeXKlYWOFHfv3oVEIlHb8djb21u4TgEU6zIAcvfMVlZWSo+hzAoWLIhChQohPj4egGJdlJSUJPe5WakzZQxVZ+qDRCJBw4YNsXTpUoX93NbWFn///TcGDRoEb29v4d5X2T514sQJIcVW9erVsWvXLqW/l7m5OUaPHg2pVIq1a9ciISEBW7duxZw5c3TyffRR5+r6GCpRooTSQI044C7LJFShQgWV6/ny5YvClBGxsbFy14j5eX8XXye8fv0aqampWmVzyA7ddEHNItmJNC4uTm4yLgBCoEW8nLZ27NghPJ4yZYrG4bSdO3cWKvFbt24pTVuUUy4uLkqDNOL3ZSNIpFKpkEZCLCAgAPfu3ROez5o1S+1F1IQJE4S8hnFxcTh16pTCMrILVCCjUUXd/AG1atVCmzZtVL6vCwMHDlTZoAtkBGtkQ9ikUqlc+WWOHDki9ODr3bu3xpv6smXLCsGImJgY3Lx5U+598bwSeSVPZFaI53Hp2bOn2mGFVatWFQJiALBv3z69li27+vTpo7HRd/fu3UJQc+TIkWr3KyAjaFe/fn0AGcda5mH/4v0gK/mU8wvZ/ALif/v27RMmFwX+b0TZ2rVr1aZB1PW2zw3iiebEKROyIyUlBRs2bJCri8qXL692npCiRYvqLPXFrVu3EBwcDCAjODtz5kyVgS8jIyPMnj1buGF5//69kA5KnZEjR2p1HMjKAUDjJMDZ0aVLF+GxOMVaTpUsWRKDBw9W+b6jo6Ncrt3Dhw9rHBZub2+vND+vTJEiReQaZXXRQ0df2yenZCnzxo8fjz179sDT0xPPnz/H/fv3cfjwYYwePVpIoZmeno61a9cKo4SVEc9Dpc3NMgC5hhDZTXNO15l5uczzY2X+nOysV9mcW7mhVq1aatMwlS9fXi6lq7Lrs5cvXwqjxipVqiQE6FWxtLSU60l48uTJrBY7x1q0aCEEN/LSMQRk9BQcPHgwNm/ejOvXr+Pp06d4/Pgxzp07h9mzZ8s1UF69ehUTJ05UmHtDJj/t7+LXtO3IJ15Om2NI3Ns1PDxcaU55fRA3EGgzOW1gYCDmzp2r9l9OR0taW1sLk8pHRETITdKriqmpKaZMmaLyfTc3N7merkWKFMGwYcNULv/LL78I1ynikbrqNGnSRG2Ku8z3tD169FDbSUe8vKo5aLJC1+eW+/fvY9iwYXL7qqZz7KRJk7Q+LtWRSqVyc6CMHDlSaZBGpnnz5mjQoIHwXJv7zapVqyoN0mQWEREhN4eNrq89q1WrJuwnuq4TpkyZovacNm3aNKHtJyQkRKvr9YkTJ6qcowiQv07UxX6tz+2TXY0bNxYa+j99+qR2JE9qaipWr14t95qurhEzL5u5Lsr8XNv6LS/UmfpgZGSEmTNnqgxGmpiYyHVcu3//vtLREOJMGXPmzNH4ew0dOlSof0+fPq3yuklfslPn6purq6vcqMtVq1apXX79+vUKc8NlPo7y8/7u6Ogo7JepqakKc+vpUq6PqAEyAjCrV6+GVCrFsWPHhOGbKSkpOHv2LICMETHa5LSXSU1NFRrZrKysFFJ4qVKnTh28efMGUqkUDx8+zHKqNU20mYyqYsWKQsOMbD4WMfHESBUrVtSYx8/S0hJt27YVRtV4eXmhZ8+ecsuIJ3DSZuREp06dlAZ8dEWbMnTs2FFIRSYuv8yNGzeEx5qGBMvUrVtXCGg8ePBALvWP+ALv0KFDaNy4cZ6ZHE+TuLg4uaCfNpH8bt26CRfMT58+RUJCgsoemIaiTcBQ3KOsXbt2Wq23bt26wiSuDx48kMtrKd4P9u3bp7PeFflJREQExowZg7Zt22LmzJkqUz3petvrQmJiIh4/fgw/Pz9ERUUhPj5e7sJLXMFqOyfM7t275ebgSU9PF3LciueDkqXeUNfrrUWLFjrriSGuKxo2bCjXS0QZJycn1K9fX8i16uXlpXHOFW3z5osnH8zO3FWynOavXr1CREQE4uPj5RohxBd92Z3LR5m2bdtq/D3at2+PRYsWIS0tDR8/fsSbN2/UNvI0btxY4wVjpUqVhOsfZdcBmelq+yxevFhI65IbJk+erLTjg7W1NapUqYIqVaqgR48eGDFihFCH/f333/jll1+UpocRN8pom55V3NFF2cTEOV0nALmeYoBiepbsrDfzOnOLttdnsgC1susHcd3Qpk0brUZOijsQ6XLCa7GXL1/C19cXISEhiIuLU/idZOWUpShWdi7v3LlzltMi50SzZs3QsWNHpWUpU6YMypQpg65du2L27Nnw8PAAAFy5cgUnT55U2gEuP+3vOS2rNseQ+PyUmpqK6OhorXtm5oT4nK3NvKDa9Er/4YcfNHZai4yMxOPHjxEQEIDPnz8jMTFRrvOB+F7C19dXYzqpWrVqadxe5cuXF1KoNG7cWG3nQwsLC5QuXRoBAQGQSqUICQnRWIYWLVqofT/z32taXpxCV9wJRR1dnFvEfHx8FFLdJCQkwNfXV2Hk16+//qr2d7e1tRU6SeVUQECAkCqqQIECWnWy7datm3DPnnluJmW07SwaGRkpPC5YsGCWsrLIvH37Fs+ePcP79++F3018PMjmFIyJiUFoaKjaoJS2ihUrprbDLJDR4adhw4a4ePEiAM3X6+bm5hrbwsTtSdpcdwK62T516tSRG3WvT6VLl0abNm2Ezh4rV66Eqakp+vTpI9emExUVhZkzZ+Lx48dyf6+ra0RAfV2U+XO0HdWWF+pMfahRo4bGzp6urq6oVKmS0MnTy8tLrpPKx48fhfufcuXKqR0FImNubo7q1avjxo0bQmYRbf4uK3RV5+bWMWRkZIThw4cLgbGrV69i2rRpmD59utw8aCkpKdi0aRO2b9+usI6vaX83MTGBtbW10Lnm06dPKFGihFaflVUGCdSUKFECtWvXhre3N+7cuYOIiAg4Ojri8uXLwoiIrI6mefXqlRAFMzExwYIFC7T6O3EPgrCwsCx9pja0yY8qvilQ1lNI3MginkdHnZo1awqBmsy91MPDw+UaE7VJJ1G9enUYGRnleEIpZQoXLqzVJN7Vq1cXHvv6+kIqlcrd7IuH2R08eFBudJYq4t88c+7Sli1bCpOUXbt2DW3btkWXLl3QoEEDlC9fXicpmvTl1atXQqOdpaWlVvthxYoVYWlpiYSEBKSlpeHly5d5ahJq2aSw6kRHRwsTgpmamgoTIGsi7rGQeT9o1aoVjhw5AgDYv38/nj9/jk6dOqF+/fo6nXzeUEaPHq00tVBCQgJCQkJw48YNbN26FVFRUThx4gR8fX2xZ88ehWCNPrZ9TsTExGD16tU4duyY0h5Rymg7qjLzSFBlSpcujWXLlmlMhZc5h3dOZLeukAVqNI1oKlmypNZBF3Fvmqz0OEtKSsLGjRuxf/9+rX8PXY6G1Wa72draokyZMsK+6+vrqzZQo+m8BcgHs9T1GDb09skpbUanFi1aFJs3b0arVq0QGxsLiUSCnTt34s8//1RYVtwQo216VnGDmbKGnJyuE1Dc5zPfhEgkEq0akcTr1UXv5+wQX3up4urqKnf98OrVK7ljSXx95uXlpVWea/H1pi7rBiAj5dLGjRuFOksTiUSCL1++aJyPKjdoM9rCzMwMCxYswPv374W5T7Zu3ar03io/7e/m5uZC3ZKdsmpzDGVeJnPPUH0R93zPjc98/fo1li9fjhs3bmg9akhZGqDMypcvr3EZ8T5crlw5jcuLjzttRtRoqnMzH0OaypyVz9fXueXNmzca8+ebmpoKc/2oU6FCBZ11PBRfN5YpU0arOl58bxkREYHw8HC18xhq24EruyMdAODatWv4559/sjSyPzo6WieBmmrVqmnVplC9enUhUKOpg1KZMmU0NlRqe90JGHb75NSff/6JJ0+e4N27d0hNTcWCBQuwdetW1KpVC1ZWVggNDcW9e/eQmJiIAgUKoFGjRkJaaGUjkrJTZwLq66LM9aO280RpU2fK6KvO1Adtrjtly8n2yczHhDjolpSUpPWcLu/fvxceh4WF6SxQo686Nzd069YNN2/eFDqpenh44Pz583B3d0fRokURExOD+/fvC8HyX375RZhDCIDCFBz5fX+3sLAQAjX6HHVmkEANkBGI8fb2RlpaGk6ePInBgwcLOSSNjIyyHKiRTeoEZOzU2cnbp488jMomXctM3Hs3NTVV4X1xUEXbiZHEkb3MjTSZe3xrk8bGysoK1tbWcpOD6oq230m8XEpKCuLj44XtGx8fL9cYqyz1hiaZv1vZsmXxxx9/YOnSpZBKpXjz5g2WLVuGZcuWwdbWFjVq1EDt2rXRtGlTredgyC3i37x48eJaXQAaGxujWLFiwo1AXmrcAzJurDT1dBdPACiRSLJ1Hsi8H/z888/o16+fEPh8+vSpEOAtUqQI3Nzc4O7ujmbNmuklxZOhWFpaonz58ihfvjzatm2Lbt26ITw8HP7+/li8eDEWLVokt7w+tn12hYSEoG/fvlpPeiejbUAnM2NjYxQqVAiOjo6oXLkymjZtimbNmmnVm0OXaRWzU1eIhzNrOub1nfovNjYWAwYMyPIImez+bspoe1NZvHhxIVAj3u7KiHscqaLpOgDIG9sntzg4OKB3797YsGEDAPkRs2LiURva9vwT97hSdhOenXVmXi7zaNTMn5OUlKRVw7V4vYYa4arNMWFkZCR3/ZD5mBBfo6v6LdXRVd0glUoxffp0YaRJVsTHx+eJQI22jI2NMXr0aGEuID8/P4SFhSlcp+Sn/d3S0lIIYijr6ayMeDltjiF9dEjThnjf0mZ/V9UrvUmTJhp7x9+8eRMjR47M8qTx2gRJslrf6ap+FNN07535XkJTGcRBDVWfb4hzS8GCBWFjY4Py5cvD3d0dnTt31jiSGtDttVx2rjuLFCkCc3Nz4diMjo5WG6jJTnmzchyvWbNG685lYrq6tspOO4gurjvF9yjqjitDb5+csrW1xb59+zBu3DhhBFd4eDhOnz4tt1yhQoUwd+5cRERECIEaZdsxO3Vm5mUz10WZn2tbv2lTZ2Z1nVmtM/UhOxPBq7vuDA4ONmjbsD7r3NyyYsUKODo6Ys+ePZBKpYiPjxc6esoYGRlh0KBBaN26tVygJvNxlN/399y6TjRYoKZly5aYP38+EhMTcezYMXTo0EGYI8TNzU1pigt1ZEMtc0IfeYh1MepCHKnTdgcSD5vPXFGKn2clUl6wYEG9BGq0LUPmVADiQI0uTmTKfv/Bgwfjhx9+wPr163H37l3hwIyNjcW1a9dw7do1LFu2DPXq1cO0adO0GrmSG7KaQkHZsnnlAktGm/1EX+eBmTNnok6dOti8ebPc/BGfPn3C+fPncf78ecyfPx+//PILpk6dqvUFRn7h5OSE0aNHCz3aT5w4gQkTJsjdEOalc/DEiROFIE2hQoXQrVs31K9fH87OznBwcICFhYWQZsLLywv9+/cHoH3Fu3v3btSpU0cnZdVlbyVd1xWZZbW+kNH2Rmbu3LlCEMLU1BQdO3ZE48aNUbZsWTg6OsLCwkJoMAkODhZSlerygknb86V4+2rabroafZkXtk9u+vHHH4VAzfv375GSkqLQU1/cI1Sc9kQdcVBZWeNYdtYpTvWXeR3Knn/69Emrhjnxeg0VJND2mFB3LsnpNZqu6oaDBw/KNaT+/PPPaNu2LSpVqoRixYrBwsJCbh8TN3rndq5yXahVqxZMTU2FnoUBAQEKgZr8tL/b2dkJZcxcBlU0He+ZZb65z8o1dE6Irxs1jZzIiaioKIwfP15oMCpRogR69uwp3Hvb2NjA3NxcqLfEjbTa1CVZre/0kZ3AEGXQ97mlU6dOOktTqq/rzqzeb8qONU3XUNqmMMtOI93t27flghA1atRA586dUaVKFRQrVgyFChWS+9369esnNPbrqk7ITjtIbl135oXtowsODg74999/cf36dZw8eRKPHz/Gp0+fYGRkhBIlSqBRo0bo3bs3vvvuO6xcuVL4O2UdVTJnwklOTta4jyYmJsr9ZpnrIgsLC1hYWAj3S9rWb9rUmcqWVSerdaY+aHtMqLsXyyvtEvquc3OLqakp/vzzT/To0QMHDx6El5cXQkNDkZycjKJFi8Ld3R09e/ZEtWrVhJT2sr/LnA41v+/vuRXMNFigxsrKCk2bNsWpU6fw6tUrLF++XIjma5MPOzPxRnJ1dcWJEyd0VVSDE383bYdXiYfNZ+7ZJn6elZ4A+hqKr20ZMn+++Htkvjj09vbWWeXi7u4Od3d3fPr0Cd7e3nj48CEePnwIX19f4SLE09MT3bt3x/bt27M0t5K+ZDeFgrr9Jj8QHytWVlY6zWvfvHlzNG/eHB8+fBD2gwcPHgi96qVSKc6fPw8vLy/s378/z42yyilxPuvU1FTcu3dPbr4SfW77rHj48KGQZsfS0hIHDx5Um1ojrwUkc0LXdUVOiIN42ozOE/duMzY2xtatW9Xm7NbX76bt+VK8fXPjXKmv7XP8+PEcTzidWf/+/eHs7Jzj9WTuGRwTE4OiRYvKvSY+z2o7gk6cRkucz1rZa5GRkVrdhIs/287OTqEHsIODA2xsbITOLh8+fFCbLg/IuBEQ9xBUVtbckJiYqNXocHXnEvE12tq1a9G8eXPdFTALxLmzx4wZg9GjR6tdXpvjyMfHR8gIoCsNGzZEw4YNc7weU1NT2NnZCTeiys7F+Wl/L1OmDAICAhTKoI6m4z0zcRlMTEx0OupVnVq1aglpdiMiIvDhwwe9dPo5ePCg0IBVoUIF7NmzR+3x/TVdI+mTPs4t+YH4utPQ95vixsDExEQkJSVpbPDdtm2b8LhLly5YsGCB2iCHPn637LSD5NY9uj62T2BgIHbv3q2T8slUq1ZNq2w82tSt/v7+wuMqVaoovJ/5/j4kJERj3ZK5vlJVv8k6Y+mqfitTpowwillfdaY+aHtMqLsXE193NmnSROj4ldv0Vedqm8pNW3Z2dvj99981Lufi4iLMV6OKOK29i4uL0mvK/Lq/SyQSuYEL+pzD0GCBGiAjICOboF7WC8Xc3BwtW7bM8rocHByEx9pG0PIL8Q2Qtnm6xcPeM99kiNeXmJiI6OhojTcicXFxOolMK6PtdxIvZ2ZmJndCtrGxgZmZmRCt1rb3XlYUKVIErVu3Fhqno6KicPLkSaxfvx4xMTFISkrC7NmzhX3akMS/Z1hYmMJ8Psqkp6fLzdmTWzenuiQ+D8TFxSExMVHnvSG/++47dOzYUQgoh4aG4siRI9i6dSsSExMRExODxYsXY9OmTTr9XEPL3GiaObVGbmx7bXh6egqPO3XqpDH/eVbTo+Vl2akrxBPj6vKYF6dU02b+N09PT6HnUIMGDTROrKqv3y00NFSrkZG5fa7U1/bx9PTE0aNHc1w+sRYtWugkUJO50UdZryVx46+fnx9SU1M1psgU51hXdaFvbGyM9PR0SKVS+Pr6asyXrWmdsrLKgsi+vr5qJwIGgOfPnwuPCxQoYLDgf2hoqMY5HKRSKcLDw4XnmY8J8Y2MuPdabgoNDRXmjbCxscGwYcPULh8XF6dV2ouAgIBspdRQp3DhwjoJ1ADyx5GyOjk/7e9ly5YV5ojTZq6E1NRU+Pn5yf29JuL92MnJSWdzeWji7u4u9/z06dMYMmSIzj9HfI00YsQIjUHYr+kaSV/0dW7JD7Jz3SkLCMvo6hqqSJEicr20w8LC1F6LpKWlCaM/jI2NMXHiRI33yvo4HrLToJgb15362j7h4eE6rzMTEhKyPG2CMunp6XKZM5TNW2ltbQ1HR0fhWsbX11djA6+4vnJyclJ63i1btqzQcK1N/RYeHi7X5qmsfhO/pu38QuLltKkz9UHbY0LdvZj4utOQbcP6qnN1fQyVKFFCq0CNNh4+fCg8VjX3a37d3yMiIoT7cRMTE7VpO3PKWG9r1sKPP/6o0PjXtGlTrfJqZlaxYkVh6GVkZCTevXunkzLmhQnjK1asKDwWT8iqjvgAqVSpktx7Tk5OchdW2vSm9fHx0dvwu6ioKLmJu1QRTwpWsWJFhd9GPGm3+Pvri729PQYMGID169cLr/n7+yMoKEjvn62Jq6urcHMZHx+vNI91Zi9fvhR6JhQoUEBnk6flpqJFi8oNU9b2eMmJ4sWLY/To0XI9G27fvq2QhzQvnEtyInPvFlnqMBl9bfusbjdxTlptJnG/d+9elsuUV2WnrhAvl7muyAlxsOPt27cal88rv5u4nlHl8+fPcqlpdLndVMkr2yc3iS+eLS0tld7c1KhRQ7j2S0hIwLNnz9SuMyUlRe43VhbwMjc3R7Vq1YTnsoYKdcTbW1UQTZwu0cvLK0vrFH/P3KbNMeHn5yf0AlR2/aCP67Oc1A3ff/+9xjnEHjx4kKfSTmRHUFCQXNq5zCPSgPy1v4vX+fjxY4353p8+fSoEqszNzbWaoFg2YgdArl4HlyxZUm7k8v79+7VO35QVWalL0tLScuV+Kr/7Fs8tMuLrnzdv3mg1+bV4n3J0dNRZQ5eRkZHcPq3p2jM6OlpIC+ng4CDX4UyZ169f62X+VnFgQB1xXZwb1515ZfvkJi8vL6Ex2M7ODo0aNVK6XE7qN23qzKzWw9999x3+97//qV3n27dv5c5VyoSHhwtBZ3Vl1TdtR/qrOybE1zW+vr56nfRdnW+tzo2Pj5ebi1JVADW/7u/ia8Ry5cpp7ByYEwYN1BQoUADt2rWTey07ac+AjFx34o27d+/enBRNIL5R0GYCQ30Qf68XL17g5cuXapdPTEzEmTNnlP69jHhH1iZlw7Fjx7QoafZpUwbxMsrmhxBXpvv27cu1i2A3NzeNORHFQ/5kFz36ZGVlhR9++EF4rk2P6cOHDwuPq1atarAJ5HJKvB/o6jygjSZNmgiPJRKJws1Kbu8Duibu7QpA6Y2VPrZ9Vs/B4gCSpqHT4eHhwoSRXwPxuf769esa5xsIDw8X5obL/Pc5VaZMGaHTRUxMjFwvZWXEv5um9BmJiYk6TzUkc/r0aY05iU+ePCks4+jomCupAfS1fRYvXoxXr17p9J+u5m+SpQECFHubyxQqVAj16tUTnmuayPnChQtCQMHOzg61a9dWulyzZs20XmdoaKhcjznx34rJ5gwCMnrYaRppJv5cVevMDdqkEhZfI1apUkXh+qFx48bC44sXL+qkd2NW61RxYEebFD379u3TqhydO3fW+TE0ZswYrT5bE/F1nbW1tVwwXyy/7O/u7u5CvRIXF4eLFy+qXaf42vfHH3/U6rpWfI8lDjDmBvFIjODgYCxfvlznn5GVa6RLly4ZbARcfqKvc0t+IJsjD8hoZNSmvhCfl3R1vSAjPmY1tZdk5VgA9Pe7hYaGamzsj4qKwvXr14Xnut5uyuhr+9SpU0fndaau5m9avXq18LhTp04q04CK66izZ8+q3T5JSUk4e/as0r8Va9KkibDN3759q7GTjLh+E9e3Ys7OznKZJTS154nfd3FxyfKc4bry8OFDjR2f/f395domMt8nlCpVShghIZFI5M47OSHeJ3TdLpGVOlfXx9CVK1e0+lxNNm/eLNSDlStXVnkdlV/399y8RjRooAbIGAJ2+PBh4Z+4N1FWiYeI//fff7hz547Wf6vqoBA3wGtqaNKXsmXLyjUmzJs3T+1N6apVq4QGOisrK7Rt21ZhmW7dugmPz549q7b37YMHD/SezmvHjh1qT8geHh54+vQpgIwL4q5duyos07NnT9jY2ADIaFQWT36nSVRUlELjnDhPtTqfP3+WyyeprMeJIfajHj16CI/37Nmj9oL12bNnOHDggPC8Z8+eei2bPg0ePFgYTXTx4kWNjQ5iys4D2u4H4kYIY2Njhcl0bWxshApJ3Espv9i5c6fw2MjISGmjvq63PSA/lFmbY0dcyaoLwqSlpWHWrFn57ndQp379+kLKsZSUFCxcuFDlslKpFPPnzxe+f+nSpfHjjz/qrCzGxsZy+4imOYvEv9uNGzfUBksWL16st2Hs79+/l9vXM/v06RPWrVsnPO/atWuujJbLK9snJ7KS233Hjh1yvcrat2+vctnevXsLj48ePSqXX1wsMTFR7ia8e/fuKntCderUSWjUffv2LQ4dOqTy85cvXy78HjVq1EDlypWVLle1alUh33laWpraRtgDBw4IvbwKFSqkk5Qe2eXt7Y1z586pfD9z6i9l12dVq1YVbqKTkpIwefJkjaMhZFJSUpSmCcpqnVqyZEnhWNU0+vnMmTO4evWqVuXLTVk5hh4+fIgdO3YIz1u3bp3v93dTU1O5+5fVq1erbPjw8/OTuwbp06ePys8XE9dVuqwTtSGbjFdm9+7dWLVqlU4/Q1yXqGuYiYqKwqJFi3T62V+rr+Hckl1GRkbo3r278HzdunVqr9UvX76Ma9euCc91fb8pPmY1XXfa2dkJgd8vX76o7dX94MEDvQbYlixZorZOXLp0qTDCrkSJEvjpp5/0VhaZvLR9csOaNWuE605HR0eMGDFC5bJNmzZFsWLFAGS0A6mb/2T9+vXCnBYlSpRQOUqnSJEicvP3LVu2TGWn41u3bgkTthcoUEDtcSS+Rt62bZvK+4OIiAi5uba0rTP1QSqVYsGCBSq/f1paGubPny88d3NzU5q2Stw2vGrVKq0yzMjoqm34W6pzb926JcxrZWxsjBkzZqhcNr/u77l5jWjwQI2NjQ2qVKki/MtJLmB3d3d06tQJQEaEc+jQodi0aZPKG5vk5GRcunQJI0aMUHkyFg9Ru3z5stY3lro2YcIEYdvcv38fY8aMUegtnZKSghUrVsg1Mo0ePVrphHM//fST0BtDKpVi1KhRcj01ZG7duoWRI0ciPT1d41Du7DI1NUV8fDwGDx6s0GsfyOhVO2vWLOF5165dlQ53s7a2xrRp04Tna9euxZQpU1TmepRKpXjw4AH++usvNG7cWOFmb9y4cRg2bBjOnTunsodUeHg4Jk6cKDQQODs7o3Tp0grLifO7q2vw0KV27doJaRskEgl+++033L17V2G5O3fuYMiQIUKvgMqVK6NNmza5UkZ9KF26tNzxPH36dCxZskRlwCU1NRW3bt3CH3/8IZw/xHr27ImJEyfi+vXrKo//t2/fYsqUKcLzevXqKaTtMDMzE/ZbiUQi5FnXxMPDA66ursI/8ZwiueHz58+YNWuW3I1l27ZtlU6eputtD8gfO7du3dI4V1bDhg2FG2Zvb28sWbJE4diOiIjAmDFjcO3atXw7ckwZWQ5pmVOnTmHmzJkKdWBcXBymTZuGCxcuCK/98ccfCunsckrci17ZuUesbt26wvwJ7969w5QpU+Qm6wMyyv3nn39i//79evvdTE1NsXz5cuzatQvp6ely7wUEBGDQoEFC3VukSBEMHDhQL+XILK9sn5yYP38+fv/9d9y4cUNlo/qnT5/w119/yfWOrF69ujA3nDKNGjVCrVq1AGRcBw0bNkyhY0J0dDRGjRolpMW1s7NTO/+Dg4OD3G87f/58uZHKQMZ5fPny5XIdWSZMmKBynQDkjs+TJ09i+fLlCtvizJkzckHWwYMHK0zWLqbvOsLU1BRTpkxR2mHn0aNH+PXXX4UGpPLly6tsZP/zzz+F/fL27dvo27ev2vQWb9++xbp169CkSROlqSCyWqfa29sLqa/S09Px+++/y6UwlL2+Z88eTJ48GQUKFFDZm9ZQzp8/j65du+LYsWMq68Lk5GTs3r0bgwYNEn4XGxsbtZOb56f9fejQoUKnrMDAQIwcOVIh3c7Lly8xfPhw4bPq1KmjcY4cICN1tizQ6+joKDcyPbPg4GC54y4rHVPUmTFjBmrWrCk837BhA7p3745r166pvQcNCAjArFmzNI5cEtfLmzZtUjr68vnz5+jbty9CQ0PzZF2S13wN55acGDBggDDKPiYmBgMGDBDmHhA7ffq03DmhcePGKke1Zle9evVgYWEBICNYre6YMTY2lpsLbOrUqUrTkJ05cwZDhw5FWlqaXo4HU1NTPH/+HCNHjlRoVExOTsb8+fPlepOPGzdO59fryuSV7ZNTL1++xMKFC+XmKxOLiIjAtGnThA6+xsbGmDNnjtq5js3MzORGvm7evBm7d++Wu29IT0/H7t27sWXLFuG133//XW0a27Fjxwrtbffv38eUKVMUUnbdvXtX7jjq0KGD2vlYu3fvLrRNxcTEYMiQIQrzzIaEhGDo0KFCNhBnZ2elnW7ExPXfmjVr1C6bVaamprh69SqmTp0ql74VAGJjYzFhwgThvtLIyEjltUj79u2FToPx8fHo3bs39u/fr/K8EBcXhxMnTqBfv36YN2+e0mXEbcPnz5/XmMHna6lzJ02aBE9PT6UdBZOSkrB582aMHDlSuO4aOHAg3Nzc1K4zP+3vQEa71f379wFk7KP6DpjrL6magcydOxcRERG4desWJBIJVq5ciQ0bNqBq1ar47rvvYGZmhs+fP+P9+/fw9/cXDlRVPcIaNGggTEzn6+uL1q1bw93dHTY2NkJj4E8//ZSjkUDaqFmzJiZOnIilS5cCAK5evYpGjRqhTp06KF68OGJjY+Hl5SWXbql58+ZqG5EWLFiAnj174tOnT4iNjcXQoUPh4uKCSpUqwcjICC9evBAiz4MGDcKFCxcUdnRdqFGjBmxtbXHx4kV06dIF1atXx/fffy/kkhf3TCpbtqxcg3hmnTt3RlBQkDBvzLFjx3Dy5ElUqFAB33//PSwtLZGQkIDw8HD4+vqqbfSVSqW4du0arl27BlNTU5QvXx7Ozs6wtrZGfHw8Pnz4gMePHwuVcoECBVRGjlu0aCFEgpcvX44bN26gfPnycpX18OHD1V4UZJWZmRlWrlyJvn37IioqChERERgwYAAqVKggpL/w9fWVa9BycHDAihUr9BaUyy2jR49GSEgIjh49CqlUiu3bt+Pff//FDz/8gNKlS8PCwgLx8fEICQnBq1evhEoh8ygYIOOkfOrUKZw6dQoWFhZwdXVFqVKlUKhQIXz+/BlBQUFy8yJYWFhg8uTJSsvVokULbNy4EUBGw/jRo0dRunRpue2tbv/Wh+vXryvNKZyYmIiQkBD4+PjIBTqcnZ3lAqKZ6XLbAxm9cosXL47Q0FBERESgVatW+Omnn1C4cGHhHFylShWhIbds2bLo0KGDMJx1+/btOHnyJKpUqQIHBweEhITg3r17kEgkKFSoECZPnozZs2dnZ9PlSa1bt8b9+/eFHu6HDh3CmTNnUKdOHRQpUgSRkZHw9PSUuxAaMGAAfvnlF52X5ZdffsGcOXOQnJyMK1eu4K+//lJ5c2lra4vBgwcLo1VOnjyJmzdvomrVqnByckJERAS8vb2RkJAAExMTzJ49Wy/Hyh9//IGFCxdi4cKF2L59O9zc3GBpaYnAwEA8ePBAON+bmJhg4cKFKvdbXcsr2ycnpFIpzp8/j/Pnz8PS0hIuLi4oWbIkChUqhOTkZLx79w7Pnj2Ta8gtXbo01q1bp3HU0ooVK9C1a1dEREQgJCQEHTt2RO3atVG6dGlERUXB09NT6HBhYmKCVatWCY29qowcORIPHz7E3bt3kZSUhPHjx2PDhg2oXLkykpOTce/ePbked2PGjFGZok2mXr16GDFihND7csuWLTh+/Dhq1aoFc3NzPH/+XK4x4aeffsLw4cPVrlPfZMfExIkTsWbNGlStWhUmJibw9/cXRjoDGfMILV68WGUjhIuLC1auXInx48cjMTERPj4+wg1VpUqVYGtri5SUFERGRuLVq1da9VTMap06duxYDB48GOnp6Xjx4gXat2+PGjVqoFSpUkhISMD9+/eF33T8+PE4ePCgXq57c+Lp06eYMmUKTExM8P3336NMmTKwtbVFWloawsPD8fjxY7mGDQsLC6xfv17p/DRi+WV/L1y4MFauXInhw4cjNTUVt2/fRuPGjVGvXj3Y29vj/fv3uHfvntB44uTkhGXLlqldp8ylS5eEv2vTpk2uNIZmZmZmhh07dmD69Ok4ffo0gIx8/cOGDUPBggVRpUoVODo6wtraGikpKYiKioK/v7/Cfio7rjLr1KkTtm/fjsDAQKSkpGDy5MnYtGkTKlSoAHNzc/j5+QnXtBUqVED9+vWxdetW/X/xfO5rOLdkl62tLVasWIEhQ4YgMTERb9++RadOnVCtWjWULVsWEokEPj4+cvMHOzs7qx31nV2WlpZo1qwZTp06hfj4eHh6esoFGzIbMWIELl26hKSkJISEhKB79+6oXr06ypQpI7RDyDo/dO/eHYGBgVrNp5AVvXr1wuXLl3Hz5k00adIE7u7uKF68OGJiYuDl5SU3orRt27ZqRxjrWl7YPjmVlJSEXbt2YdeuXShRogQqVKgABwcHJCUlISgoCD4+PsK1vbGxMRYuXKgytZJY165d4e3tjePHjyM9PR0LFizAv//+K8yN4uPjIzcHc+fOnTVO8VC2bFnMnj0bM2fOBJCR9v/atWuoW7cuChUqhICAALkOLq6urmpHLQAZDcpr1qxBr169kJCQgBcvXqBFixaoW7cunJycEBYWBi8vL+Ha28rKCmvWrNHr3BuaDBs2DLt378axY8dw8eJF1K1bFw4ODoiIiICXl5fcPeywYcOEzlqZFShQAKtWrcLgwYPx4sULxMXFYfbs2Vi2bBmqV68OJycnFChQALGxsXj79i3evHkjdFxu0aKF0nU2b94cK1euFNoJZed6ccf41q1bCyOKv5Y69/z58zh58iTs7OxQuXJlYURZeHg4Hjx4INepvVu3birbwsTy2/5+9+5doe24UaNGGu8jc+qrC9SYmZlh8+bNWLt2LXbs2IHExEQkJiaqzf1pamqqcoJJa2trTJ06FXPmzIFUKkVQUJDCkGZLS0u9B2oA4Ndff4WNjQ0WL16MuLg4pKSkyM0vIFOgQAH06dMHU6dOVdu4UapUKezcuROjR48WUg74+fkp9Djo3r07Jk6cKNf7WtcWL16M1NRUXL16FY8ePVI6EXa1atWwbt06YRiuKmPHjkX58uWxaNEifPz4EWlpaXj+/LnS0ToyVatWVQhOiE+4EokEL168kJvcWMzBwQFz585FgwYNlL7fqVMnnDhxQrh59PLyUtgn+/Tpo9NADZBxAty7dy8mTJgglP3ly5dK06BVrlwZq1atUjoiKL8xMjLC4sWLUblyZaxZswaxsbGQSCQq9y3Z34h7McqI94OkpCT4+Pio7AVcsmRJLFu2TOUEtL/99hsuXLiAN2/eQCKRKB3FlrlxNXNPjZyMOlTm6dOnco1t6jRp0gRz585VO6GkLrc9kHHRPHv2bIwZMwYSiQQREREKOUc7deok1+P+r7/+wqdPn4TgaEREhMJw42LFimHlypUGm3tMn2bNmoUiRYpgw4YNSElJQXx8vNLh1ubm5hg1apRcXnxdsra2RosWLXDixAlERETg3r17avNqjxo1CiEhIcLvGxMTIzchIZDRM3zRokV6m+S5adOmMDMzw4IFCxAWFiY0lGUuw8KFC9Xe/OtDXtg+upKQkIDHjx+rzElsbGyMNm3aYNasWVpdCBcrVgy7du3CxIkT4evrC6lUCm9vb4UGA3t7eyxatEhuXhtVTE1NsXbtWvz5559CfnFl10impqYYPXq01gGVsWPHwszMDOvXr4dEIsHHjx8VRi8AGQ3Fc+fO1XjzoO86YsCAAYiJicGGDRsQGBgoN/GmTNGiRbFq1Sq1IxCAjJ6F+/fvx/Tp04Vrsvfv38s1ZmRWokQJ4YYws6zWqfXq1cOsWbMwf/58pKamQiKRKOwnxsbGGDFiBIYNG4aDBw+q/T6GlJqaqnR/FKtatSoWL16sNCVIZvllfweAn3/+GWvWrMH06dMRHR2NxMREpXVcpUqVsGLFCq0nKxePeO/cubPaZTMfd7oM6lhYWGDlypVo1qwZ1q1bh9evXwPI6ECjqRHU2dkZvXr1Qu/evZUGTc3MzLBx40YMGTJEuJ8NCAiQmyAXyOgguGrVqjx9DOQlX9O5JTtq166NnTt3YtKkSQgKCoJUKlVZx//4449YsWKF2pFzOdG1a1dh5N/Zs2fVXquVK1cOK1aswKRJk5CYmAipVKr0fqVHjx6YOXMmfv31V52X18bGBlu2bMGoUaPw9u1bpW07ANClSxfMnTtX55+vTl7YProUEhKiMkDq7OyMv/76S6vrQ5n58+fD2toae/bsgVQqVXo9Y2RkhL59+2rdeUqW3nPhwoVISEhAbGwszp8/r7BcvXr1sHTpUlhZWWlcZ4UKFbB9+3ZMmjQJwcHBkEgkSvezUqVKYfny5Ronvddn/QdkXPdt2rQJv//+OyIiIpSmMi9QoACGDBmC8ePHq11X4cKFsW/fPixatAiHDx9Gamoq4uLihDYCZSwsLFR24i9TpoyQtQlQfp1Uvnx5IVDztdW5MTExuH37ttL3rK2tMX78ePTu3VvrtOD5YX+XEV8jdunSRau/yYmvLlADZBy4Y8eORb9+/XDs2DHcuXMHAQEBiI6ORmpqKgoVKoQSJUrAxcUFderUQcOGDdVeLPTq1QsuLi44cOAAfHx88PHjR6Gyym3dunVD06ZNcejQIdy4cQOBgYGIjY1FoUKFUKxYMfz444/o0qWL2iFhYuXLl8eJEydw4MABnDlzBm/fvkViYiIcHR1RpUoVdOvWLVfyoFpZWWHDhg04d+4cjh07hlevXuHTp0+wsbGBq6sr2rVrh44dO2pdEbRu3RrNmjXD6dOncevWLTx9+hRRUVFISEhAwYIF4eTkhLJly8LNzQ0NGzZEmTJlFNaxYcMGvHjxAp6ennjy5AkCAgIQFhaGxMREmJmZwd7eHi4uLmjYsCHatWun9sRhamqKHTt24PDhw7hw4QL8/f0RExOTK/NjlClTBkeOHMG5c+dw4cIFPHnyREhFZW9vj2rVqqFFixZo0aJFrsy1kJv69euHTp064fjx47hz5w5evnyJqKgopKSkoFChQnByckL58uXh7u6Ohg0bonjx4grrOHbsGB4/fgwvLy88efIEb9++xcePH5GUlAQLCws4OjqiQoUKaNKkCVq3bq12SLO1tTUOHz6MvXv34vr16wgICMCXL1/U7gfifKq1a9dWWkZ9MDMzg7W1NUqXLo3q1aujbdu2GhvhxHSx7WUaN26MI0eOYM+ePXj48CE+fPiAhIQElefgggULYsuWLTh58iSOHTuGFy9eID4+HnZ2dihVqhRatGiBTp06wdbWVuMEnvnVyJEj0aFDBxw6dAi3bt1CcHAwvnz5Amtra5QqVQr169dHt27d8N133+m1HAMGDBAmlz148KDaQE2BAgWwZMkStGzZEgcOHMCTJ0/w+fNn2NjYoHjx4mjatCm6dOkCJycnvaYA7NWrF2rVqoX9+/fjzp07QiqZkiVLonHjxujbt6/G3un6kFe2T3ZNnz4drVq1wuPHj/HkyROEh4cjJiYGMTExMDExgY2NDcqWLYuaNWuiQ4cOWe40ULZsWRw8eBBnzpzBqVOn8Pr1a+E6olSpUmjevDk6d+6cpcYha2trrFq1Ct27d8fRo0fx+PFjREREwMTEBMWLF0f9+vXRtWtXrRrCZYyMjDBy5Ei0aNEChw4dwu3btxEaGorU1FQ4OjqievXq6NSpk9a5j3Ojjhg7diwaNmyIAwcO4MGDB/j48SNMTExQunRp/PLLL+jTp4/GTjQyFSpUgIeHB27duoVLly7h4cOH+PjxI758+QIzMzMULlwYZcqUQbVq1VC/fn3UqFFD5bVJdurUXr16oWbNmti5cye8vLzw8eNHWFhYwMnJCXXr1kWXLl2UjkTIC9q2bQtnZ2c8evRI6K0bHR2NmJgYpKenw9raGiVLlhSu61T1MlUlP+zvMk2aNMGZM2dw5MgRXLp0CUFBQfj8+TOKFCmCcuXKoW3btmjTpo3WI8SDgoLg6ekJIKNBwNXVVe3y4uPO2tpaLr2JrrRu3RotW7aEt7c3PD09ce/ePeG8mZycjEKFCsHOzg7ff/89qlSpgh9//FFlx0OxMmXK4NixY9izZw8uXLiAt2/fQiKRwNHRES4uLmjbti1atWql86Dv1y4/n1t0oXr16jhz5gxOnDiBS5cu4eXLl4iMjISJiQkcHR3h5uaGNm3a6L1za7169eDi4gI/Pz+cO3cOM2bMUFs/NWvWDCdPnsTOnTtx69YthIaGokCBAihatChq1qyJzp076zxFW2Zly5bF4cOHceTIEZw9exbv378Xzmc1a9ZE9+7dlc4NmhvywvbJiUqVKmHLli3w9PTEo0eP8PHjR0RGRqJAgQLCPXyLFi3QrFkztffwypiZmeHPP/9Ehw4dcPjwYXh7ewujgZ2cnODu7o6uXbtmedJxWfvb4cOHcfXqVeG+19HREZUrV0b79u3RrFmzLLXb1KhRAydOnMCxY8dw7tw5vH37FjExMbCzs0OZMmXQsmVLdOzYUemUCZmJ6z8TExO9pMyvWbOm0EZ58eJFhISEICEhAUWLFkXdunXRu3dvlcGUzCwsLDBnzhwMGTIEJ06cwN27dxEYGCh37VSqVClUqFABdevWRYMGDdS2602YMAFubm44cuQInj9/jsjISJXTJABfR527Z88e3LlzB97e3ggODkZkZCQkEgmKFCmC//3vf2jatClat26drQB8Xt/fgYzUebLOm87OzirnmtIlI6khog1ERKSV9u3bCxdEe/bsyXLDC5GhDR48GLdv34aZmRmuXLkCR0dHQxdJTpMmTYQedpcvX0bJkiUNXCIi7bGOIMq5ZcuWCelGtm/frrGT2vz58/Hvv/8CyAhkjhw5Uu9lJCLtnDx5EpMmTQIATJs2LdfmE9TWmjVrhDlRRo8eLTffCVFet3PnTmHi+65du2LBggUGLhGRfu3duxdz5swBAMybNw/du3fX+2fmfvJdIiLSSlRUlDCctkGDBmyAo3xp7NixADImet+1a5eBS0P09WAdQZRzX758wf79+wEA7u7uWmUSkI3GdXBwwIABA/RaPiLKmjZt2qB8+fIAMhqVcyODBdG34u7duwAyRhSNHj3awKUh0q+0tDRs374dQMb8f5pS4+oKAzVERHmUl5cXpFIpjIyMNOZgJcqrqlWrJswhtHfvXiH1IhHlDOsIopzbtWsX4uLiYGxsjD/++EPj8pGRkfD39wcADB06VOvUGUSUO4yNjYXJrENDQ3HkyBEDl4jo65CWloZ79+4BAHr27JlrKdmJDOXkyZPC/EKTJk3Sai5FXWCghogoj5L1WGnRosVXndeavn5TpkyBpaUl4uPjsX79ekMXh+irwDqCKGeioqKEnpJdunTRai4BWYC0ePHi6N27t76LSETZ0KBBAzRt2hQAsHbtWiQkJBi4RET537NnzxAXFwdLS0sMHz7c0MUh0quUlBSsXr0aAPDjjz+iRYsWufbZnKOGiIiIvlmco4aIiIiIcgPnqCEiInVyZ9wOEWnk4+OD48eP53g9s2bN0kFpsicwMBC7d+/O8Xp+//132NnZ5bxARERERERERERERHkcAzVEeURAQAD27NmT4/UYMlATHh6uk+8wePBgBmqIiIiIiIiIiIjom8BADREREX2zrly5YugiEBEREdE3YMyYMUx3RkREKnGOGiIiIiIiIiIiIiIiIgMxNnQBiIiIiIiIiIiIiIiIvlUM1BARERERERERERERERkIAzVEREREREREREREREQGwkANERERERERERERERGRgTBQQ0REREREREREREREZCAM1BARERERERERERERERkIAzVEREREREREREREREQGwkANERERERERERERERGRgTBQQ0REREREREREREREZCAM1BARERERERERERERERkIAzVEREREREREREREREQGwkANERERERERERERERGRgTBQQ0REREREREREREREZCAM1BARERERERERERERERkIAzVEREREREREREREREQGwkANERERERERERERERGRgTBQQ0RERER65+HhAVdXV7i6uiI4ONjQxdGpJk2awNXVFVOnTlV4Lzg4WPjeHh4eKtfx4cMHzJo1C82aNUOVKlWEv7l06ZI+i05ERERERER5gImhC0BERERE+uHl5YX+/fsrfc/CwgJ2dnaoUKECmjdvjvbt28PMzCyXS5g1rq6uAAB3d3f8+++/GpcXf//Ro0djzJgxei1fdn348AGdO3dGdHS0wcrg7e2Nfv36Cc/37duHmjVr6vUzPTw8MG3atBytQ9t9Ib/p168fvL29FV43NjaGtbU1SpYsiZo1a6JHjx4oX7682nWtWbMGa9euVXjdyMgIlpaWcHJyQvXq1dG5c2fUrl1beD88PByNGjVCeno6atWqhT179mTpO/Ts2ROPHj2CiYkJbt68CXt7+yz9vSGlp6fjzZs3ePLkCZ48eYKnT5/i1atXkEgkAIDdu3ejTp06Ov3MqKgo/Pvvv7h06RJCQkIAACVKlECzZs3Qv39/FC5cWKv1+Pn54b///sOdO3fw8eNHWFpa4vvvv0e7du3QrVs3mJiwCYCIiIgoL+JVGhEREdE3KCkpCWFhYQgLC8O1a9ewc+dObNy4ESVLljR00b45GzZsQHR0NExMTDBu3DjUrl0blpaWAIDvvvsOwcHBaNq0KQBg0aJF6Ny5s87LcPToUbnnx44d03ughrIuPT0dsbGxiI2NxfPnz7F3716MGzcOQ4cOzfK6pFIp4uPj8ebNG7x58wYeHh7o3Lkz5s+fjwIFCsDJyQl169bFnTt38ODBA4SEhKBEiRJarfvdu3d49OgRAODnn3/OV0EaADh+/LjSEXL64uPjg1GjRiEiIkLudT8/P/j5+eHQoUNYv349qlatqnY9Bw8exNy5c4WAEgAkJyfjwYMHePDgATw8PLBp06Z893sQERERfQsYqCEiIiL6BvTq1Qu9e/cWnkdGRsLf3x/btm1DWFgY/P39MWLECBw7dgwFChQwYEm/LiVLlsSrV6/ULnPnzh0AQNOmTTFkyBCF92NiYvRRNEFSUhLOnz8PALC0tERCQgLOnTuHmTNn6nWUVbNmzfDDDz8ofe/p06eYPn06AMV9V6xgwYJ6K19ecfLkSeGxRCJBUFAQLl26hJMnTyItLQ0rVqxAqVKl0KpVK43rWrhwIapUqQIgI1ATExMDT09P7Nq1CwkJCfDw8EDhwoUxefJkAECHDh1w584dSKVSnDhxAiNGjNCqzCdOnBAed+jQIStfN0+QSqXCY1NTU7i4uEAikcDPz0/nnxUaGorhw4cjKioKJiYmGDhwIBo3bgwAuHr1Knbu3ImIiAgMHz4cHh4eKFasmNL1XL9+HbNnz0Z6ejqKFCmC4cOHo1q1aoiJicGhQ4dw4cIFPHnyBKNHj8a///7L8zwRERFRHsNADREREdE3wMHBAS4uLnKv1atXD507d0b79u0REhICPz8/XLx4ES1btjRQKb9N4eHhAIAyZcoY5PMvXryI+Ph4AMDMmTMxffp0xMbG4sqVK3rdF2xsbGBjY6P0PXEaOGX77rck83evXLkyWrZsiWrVqmH+/PkAgHXr1mkVqClZsqTC+urUqYOmTZuiV69ekEgk2L17N3777TfY29vjl19+wZw5c5CQkJCtQI2NjY0wGiw/KVeuHGbOnIkqVaqgYsWKMDc3x5o1a/QSqPn7778RFRUFAFi+fLnc71irVi1UrlwZ48ePR2RkJFatWoXFixcrrEMikWDevHlIT0+HlZUV9u3bh9KlSwvvN2jQAHPmzMHevXvx4MEDHD9+XC8j84iIiIgo+4wNXQAiIiIiMhwrKyu5xlfZ6A7KPbI0RYaaO+LYsWMAMuYA6tKlixAwkr1OeVOfPn3w3XffAQD8/f0V0mZlRZUqVdC6dWsAGfujl5cXgIwRVr/88gsA4M2bN3j69KnGdT18+BDv378HALRq1SrPz32lTNWqVdGvXz9Ur14d5ubmevuciIgIYcRU/fr1lQbbWrdujfr16wPISMmm7He+ePEigoKCAADDhg2TC9LITJ48Gba2tgCAbdu26ew7EBEREZFuMFBDRERE9I1zdXUVHoeFhald9u7du5gyZQqaNm2KatWqoWbNmmjXrh2WLFkijAzJL6ZOnQpXV1c0adIEQMbIlkWLFqFFixaoVq0a6tati6FDh+LGjRvZ/ozg4GC4urrC1dUVHh4ewuseHh7C6zJr164VXnN1dRXKJx6RMG3aNLllXF1dsWbNmmyX7+PHj/D09AQAtG/fXu7/W7duCT3986LM39/T0xO///47GjZsiMqVKwu/K6D4W6si/l2Cg4NVLpecnIz//vsPAwYMwE8//YQffvgB9erVw8CBA3Ho0CGkpqbq5kuqYWxsjHLlygnPQ0NDc7Q+8fwnHz58EB537NhReHz8+HGN6xEvkx/TnuWmK1euID09HQDQpUsXlcvJRr+kp6fjypUrCu9fvnxZeNypUyel6yhYsKAwQu7169d4+/ZttstNRERERLrHQA0RERHRN87U1FR4rGpUR3JyMiZMmIABAwbg2LFjCA4ORlJSEuLj4+Hn54ft27ejZcuWShsR84OnT5+iU6dO2LlzJwIDA5GUlITo6Ghcv34dQ4YMUZpu6Gsgm+fE2NgY7dq1AwC0a9cORkZGkEgkOHXqlIFLqJ2///4bAwcOxPnz5xEWFqbXQMnLly/RqlUrzJs3D3fv3sWnT58gkUgQFRUFT09PzJw5Ez179sSnT5/0VgYZ8bErfpwd4mM/LS1NeFynTh0UL14cAHDmzBm12zYlJQXnzp0DAJQuXRpubm45KtPX7sGDB8Lj2rVrq1xO/N7Dhw9VrqdMmTJwdHRUuR53d3e16yEiIiIiw+EcNURERETfuICAAOFxiRIlFN6XSqX4/fffce3aNQBA48aN0apVK5QqVQrGxsZ48uQJduzYgQ8fPuD333/Hvn37hAnL84PExESMHTsWX758wdChQ9GwYUOYmZnBx8cHmzZtQkREBHbs2IHixYtjwIABOvnMZs2a4YcffgAAIUDSq1cv9O7dW1jG1tYWgwcPxsePH/Hrr78CAMaNG6cw54eDg0O2yyEb/eDu7g4nJycAQKlSpVCjRg08fPgQx44dQ//+/bO9/txw4cIF+Pn5wcXFBQMHDkT58uWRnJwMX19fnX/Wu3fv0LdvX3z58gVWVlbo06cPqlatimLFiiEmJgZXrlzBgQMH8PTpU4wcORJ79uzJcQBFHfGxK0uDll3i+VeKFi0qPJYF8TZv3ozIyEjcunULjRo1UrqO69evIyYmBgBH02jj9evXAABra2u1AZaiRYvCysoKcXFxcr85AMTHxwujqb7//nu1nyd+P/N6iIiIiMiwGKghIiIi+oalpaXJzVfQokULhWUOHTqEa9euwdTUFOvXr0eDBg3k3q9evTo6dOiAPn36wN/fHwsXLsS+ffv0XnZdiYqKgqmpKXbs2CHXc71q1ar45Zdf0L17d4SFhWHVqlVo164d7O3tc/yZNjY2sLGxkXvNwcFBYaJ3JycnWFpayj3PvEx2+fr64tWrVwD+L92ZTPv27fHw4UM8f/4cr1+/lkuxldf4+fmhXr162Lx5s9x8KOpGKGTXlClT8OXLF1SqVAnbtm1T2Bfq16+PRo0aYdiwYfDx8cHRo0fRvXt3nZcDyAhQBQYGAgDq1asnzD+SHeHh4cJcKUZGRgrbrmPHjti8eTMA4MSJEyoDNbLAn5GRUY4CNVOnTsXRo0ez/fdARvDx33//zdE69E2WLrJYsWIaly1evDj8/f0V0lOKn2taj/h9TWkuiYiIiCh3MfUZERER0TdIlqapb9++ePHiBYCMIE2tWrXklpNKpdiyZQsAoF+/fgpBGhlbW1v88ccfADJS6sgakPOLHj16KG3Yd3JywpQpUwAACQkJOW48zkuOHTsGALCwsFAI0LVq1UoYCSJbLq8yNjbG/Pnz9T5p/f379/Ho0SMAwOLFi1UG7Bo0aCBsT/G8RLqQkpKCgIAAbNq0CZMnTwaQMffI+PHjs7wuqVSK6OhonDlzBr169cLnz58BZExen3lkXdmyZYURYJcvX0ZcXJzC+mJiYoRRdzVr1kSpUqWyXKZvTXx8PADIBWNVKViwoNzfZF6HNusRv5+QkKB1OYmIiIhI/ziihoiIiOgbsHbtWqxdu1bpewULFkTPnj0xceJEhfdev36N9+/fA1A+2kZMHOh4/PgxnJ2ds1/gXCabrFuZ5s2bw8bGBp8/f8adO3eENGT5WWpqqjD/TOPGjWFlZSX3vp2dHRo2bIhLly7h5MmTmDBhAoyN82Yfr5o1a6JkyZJ6/xzZhO1lypSBq6ur2mVr166Ns2fP4tmzZ0hNTVU595M21H1W5cqVMWPGDFSrVk2rdWlKY1elShXMmTNH6XudOnXCs2fPkJSUhPPnz6NLly5y7589exYSiQRAxgicnBg/fjwGDx6co3XIAht5WXJyMgDt5heSBSJlfyOTkpIiPNa0HnEwMykpSetyEhEREZH+MVBDRERE9I2rUKEC+vXrp7SR79mzZ8LjHj16aL3OiIgInZQtN5iamqJChQpq369YsSK8vLzk5vHIz27duiVMdp857ZlM+/btcenSJYSFhcHLywv16tXLzSJqTVPQRFdkx8Lbt2+1/kyJRILY2NgczSOkiqmpKbp06QI3N7ccradAgQKoUKECOnbsiF69eqls7G/Tpg0WL14MiUSCEydOKARqZGnPzM3N0bJlyxyVycnJSZgz6Wtmbm6OxMREIcCljiwgY25uLve6OPiiaT3ioI6FhUVWikpEREREesZADREREdE3QDxRfVpaGsLCwnD+/HkcP34cjx49Qr9+/XD48GGFdE6RkZHZ+jx99taWSqVZXs7IyEjlcnZ2dihQoIDadRUpUgQAEBsbq9Vn53WydGZ2dnb4+eeflS7TuHFjYSTRsWPH8mygJvNcP/oSFRWVrb9LTEzM0efK5o4BgM+fP+PVq1fYuXMn3r9/j7lz5yIxMRG//fabVutauHAhqlSpAiDjmChYsCCKFCmiVaN94cKF0aBBA1y+fBne3t4ICwsT5jx5//69kBZOtt+QZoUKFUJiYqJWachk+1GhQoUU1iGjaT3i97VJt0ZEREREuYeBGiIiIqJvQOaJ6itWrIjGjRujTp06mDp1KkJCQjBjxgxs2LBB7u/S09OFxxs3blSYu0Ld5+mahYUFkpKStA4CiRvI80MapNzy5csXXLlyBUDGvCKyuUfUuXDhAmbPnp0nG3c1Bdl0JS0tDUDGCLRly5Zp/Xc5HRkiPm4BoFatWujQoQN69+6NV69e4e+//4a7uzuqVq2qcV0lS5ZUWF9WdOzYEZcvX0Z6ejpOnDiBoUOHAgBOnDght0xOhYeH5zgoWrBgwTw/T46TkxM+ffqEsLAwjcuGhoYCgBAcE69DRtN6xO9nXg8RERERGRYDNURERETfsE6dOuHq1as4f/48rly5Ak9PT7mRE3Z2dsJja2vrHDXy5pStrS2SkpKElF2aiJeztbVVuVxMTAzS0tLUNvjL1qVuPfnF2bNnFea50CQhIQEXLlzQSSO8IchGVIkDj8qoG/0iOxYSEhIMehwAgJWVFZYuXYpOnTohNTUVS5YswZ49e/T+uY0aNYKdnR1iYmJw8uRJhUCNg4ODyhFaWfH333/j6NGjOVqHu7s7/v333xyXRZ/KlSuH58+f48uXL4iIiICjo6PS5T5+/Ii4uDgAQNmyZeXes7KyQvHixREaGoo3b96o/Tzx+5nXQ0RERESGlTdnBCUiIiKiXDN+/HghSPH333/LvVexYkXh8cOHD3O1XJnJ5gUJDQ3VKg3V8+fPFf5WGYlEgpcvX6p8PzU1VXjfEA306tK2ZYcs7ZmjoyNWrlyp8Z+s571sDpL8SJYe6vPnz2qXe/v2rcr3KlWqBAAICgrKE3MwVahQAW3btgUA3L9/Hzdu3ND7Z5qZmaFVq1YAAD8/P/j6+uLRo0d49+4dgIx5bExM2BdQW+L5he7du6dyOfF7NWvWVLmet2/fqt03vb291a6HiIiIiAyHgRoiIiKib1yZMmWExlcfHx/cvn1beK9y5cpCQ/3BgwezPBJDl8QjfcTzdiiTlJSEixcvAsgYCVGhQgW1y6vrvX/x4kUhDZMh5mkRTx4ungw8O4KCgoSAW4sWLdCmTRuN/3755RcAwN27dxEeHp6jzzeUkiVLAgDi4+NVjjpISUnBhQsXVK6jSZMmADLmPtq9e7fuC5kNw4cPh7Fxxi1d5rSF+iIeVXX8+HG5AJ6uRlwtXrwYr169ytG/vD6aBsjYp2S/35EjR1Qu5+HhAQAwNjYW9kOxpk2bCo9VncsSExNx7tw5ABkjecqUKZPtchMRERGR7jFQQ0REREQYNmyYMHJD3OBrbGyMYcOGAcho5J88ebLaYEFcXBz+++8/vZSxc+fOwhwp69atg7+/v9LlpFIp5s+fL6Qr69WrF0xNTdWue//+/bh//77C6xEREVi6dCmAjDkvOnXqlJOvkC12dnZC+d+/f5+jdR0/fhxSqRRARqBGG7Ll0tPTlY6q6devH1xdXeHq6org4OAclU9f3N3dhcc7duxQuszixYvVBqLq168vzAOzbds2nDlzRu1nvnr1SpgLSF/Kli2L5s2bA8gY8Xb37l29fh4AVK9eHc7OzgCAU6dO4ezZswCA8uXLo3Llynr//PxE07Hh6OiIdu3aAQBu3bolBFLEzp49i1u3bgEAOnTooDQ9WvPmzYX5eDZt2qT0PLF06VIh4Pzrr79m/0sRERERkV5wXDoRERERwcXFBU2aNMHly5dx79493L9/H7Vq1QKQEei4c+cOLl68iHPnzuHFixfo0aMHqlatCmtra8TFxeHNmzfw9vbGlStXYGZmhr59++q8jHZ2dpgxYwZmzJiB2NhYdOvWDd27d8dPP/0ER0dHJCcnw8/PD4cPH8aTJ08AZDQeDx8+XO167e3tUbBgQQwePBgDBw5EgwYNYGZmhqdPn2Ljxo34+PEjAGDs2LFwcHDQ+ffSxMTEBFWqVMHDhw9x5MgRVKpUCRUrVhRSTNna2srNJaSOLNDi4OAg/L6a1KxZE46OjoiIiJCbQD4/qVSpEmrUqIFHjx7h4MGDkEgk6NixI6ytrfHu3TscOHAAd+/eFZZRZcWKFejWrRtiYmIwfvx4nDhxAq1bt4azszOMjY0RGRkJX19fXL16FY8fP8bgwYOVjoDQpeHDh+P8+fMAMoKsdevW1evnARkBg3/++UcuzVaHDh30/rm5STaKRcbX11d4fPPmTYSEhAjPS5curfXxlNn48eNx8+ZNREVFYeLEiXj27BkaNWoEALh27ZoQWLS3t8e4ceOUrsPU1BR//vknhg8fjri4OPTq1QsjRoxA1apVERsbi0OHDgn7iJub21f3WxERERF9DRioISIiIiIAGQ2+ly9fBpDR4Ltt2zYAGXOk/P3331iwYAH279+P9+/fY9myZSrXY29vr7cydu3aFWlpaViwYAESExOxa9cu7Nq1S+mybm5uWL16NSwsLNSus2DBgvjnn38wZMgQbNq0CZs2bVJYpl+/fhg0aJBOvkN2DBs2DMOHD0dMTAwmTpwo997o0aMxZswYjet48OCB0NO+WbNmQsolTYyNjdG8eXPs3bsX/v7+ePbsGX744Qfh/aSkJAAZjcVWVlbafqVct2DBAvTr1w+RkZE4evSoQoqowYMHo3z58moDNaVLl8b+/fvx+++/w8/PD1evXsXVq1dVLi+bG0efKlWqhIYNG+L69eu4e/cuHj9+jOrVq+v1Mzt06IDVq1cLo7OMjY3Rvn17vX5mbps2bZrK97Zs2SL3vFOnTtkO1BQvXhwbN27EqFGjEBERgS1btiis39HREevWrRPSUCrTsGFDzJkzB3PnzsWnT58wb948hWWqVq2KtWvXCnOSEREREVHewdRnRERERAQgoxHvp59+ApCRhkc2KgXIaIT/66+/cPz4cfTr1w8uLi6wtrZGgQIFYG1tjYoVK6Jr165YvXq1kApJX3r06IHLly9jzJgxcHNzg729PUxNTWFpaYnSpUujXbt22LBhA/bs2YMiRYpotc4qVarg6NGj6NevH0qXLg1zc3PY2dnh559/xubNmzFz5ky9fidNGjVqhJ07d6Jp06YoWrSoxlRuyojTlmmb9kxGNk8NABw7dkx4nJycLIw06NChg9YjewyhbNmyOHr0KHr16oUSJUrA1NQU9vb2wm88ZcoUrdZTpkwZHDt2DCtWrECLFi3w3XffwcLCAqampnB0dIS7uztGjBgBDw8PjB49Ws/fKoN41Nj69ev1/nklSpRA7dq1hef16tWDk5OT3j/3a1WtWjWcOHECI0aMgIuLCywtLWFpaQkXFxeMGDECJ0+eRLVq1TSup3v37vDw8ED37t1RqlQp4Tzm5uaGv/76C/v27dNrIJ2IiIiIss9IKusGRURERET0DZk6dSqOHj2KEiVK6H0uka+Vl5cX+vfvDxMTE5w7d06YJ4OIiIiIiIi0xxE1RERERESULffu3QMAtGvXjkEaIiIiIiKibGKghoiIiIiIsuXevXsoUKCAXOotIiIiIiIiyhoTQxeAiIiIiIjyp127dhm6CERERERERPkeR9QQEREREREREREREREZCAM1REREREREREREREREBmIklUqlhi4EERERERERERERERHRt4gjaoiIiIiIiIiIiIiIiAyEgRoiIiIiIiIiIiIiIiIDYaCGiIiIiIiIiIiIiIjIQBioISIiIiIiIiIiIiIiMhAGaoiIiIiIiIiIiIiIiAyEgRoiIiIiIiIiIiIiIiIDYaCGiIiIiIiIiIiIiIjIQBioISIiIiIiIiIiIiIiMhAGaoiIiIiIiIiIiIiIiAzExNAFICL9io6O1vk6jYyMYGdnBwCIiYmBVCrV+WdQ/sX9g9Th/kGacB8hVYw+fYK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6efLJJ3PHHXfk5ZdfztSpU9O5c+fsvPPOOfXUU/PRj350pc6xePHi9O/fP/fff39GjRqVuXPnpmvXrtl///1z5plnZrvttlsttVJdYxgj7733Xh5//PE888wzef311zNhwoQsWrQoHTt2TK9evXL44YfnuOOOS6tWrVZLrbyvMYyP2gwbNiwnnXRSFi9enCQ54YQT8tOf/nS11MtSjW18LFq0KPfff38eeuihjBgxIu+9917atm2brl27ZpdddsmBBx6Yo446arXUTOMaHy+88ELuuOOODB06NJMmTar2HnPEEUfk+OOPT4sWLVZLvUDjUVEqlUpFFwEU4+233855552X0aNH17i/Xbt2+cUvfpFDDjlklfu644478oMf/CCLFi2qcf8uu+ySa665Jp07d671HPfcc0+++93vZv78+bW26dixY375y1/mgAMOWOWaaXxjJElmzJiRyy67LIMGDaqz3T333JMddtihwfXSOMfHB/3sZz/LjTfeWP5ZULP6NJbxMWzYsJx22mmZO3dunX20a9cuP/zhD3P00Uevcr0fVo899lguuuiizJ49u8b9PXr0yLXXXpstt9yywX1UVlbm8ssvz5133llrm1NOOSU/+MEP0qRJ7YsHTJ06Needd15efvnlGve3aNEi3/nOd3LKKac0uFaW1xjGyB133JHvfe97WbJkSZ399OjRI7/+9a+z/fbbN7hWqmsM46Ou837iE5/ISy+9VH5MULN6NbbxMWzYsFx00UUZMWJErW3at2+f559/vsH18r7GMj5KpVJ+/OMf59Zbb62zr+222y7XXnttNt100wbXCzQ+ghpYT82ePTsnnXRS+Qu0U089NUcffXRatWqVwYMH55prrsncuXPTunXr3H777av0hfaTTz6ZL3zhC6msrMyGG26YL3zhC9l1110zffr09O/fP4888kiSZI899sitt96apk2bLneOIUOG5IwzzkhlZWWaNGmS448/Pn379k3Xrl0zYcKEDBgwII8//niSpFWrVnnggQey+eabN7hmGt8YSZJZs2bl7LPPzquvvpok6devX4444ohsscUWadKkSSZOnJhnn302jzzySP74xz8KalZBYxwfH/Taa6/l5JNPTrNmzdKsWbPMmTNHULOaNKbx8fzzz+f0009PkvTp0yeHHHJIdtppp3Ts2DFTp07NI488kv79+6eysjJNmzbN1Vdf3eCrrT/MXnvttZx22mmZP39+2rRpk89//vPZZ599Mn/+/Dz44IO54447kiz9ouSuu+5Ku3btGtTPVVddlWuvvTZJsuOOO+Zzn/tcNt9884wdOzbXX399XnvttSTJ5z//+Xz961+v8RxLlizJmWeemSFDhiRJDj/88Jxyyinp2LFj/vvf/+bqq6/OlClT0qRJk/zxj3/0eq8mjWWM/OEPf8ivf/3rNG/ePIccckgOOOCAbLPNNmnbtm3GjBmT/v3759///neSpHPnzhkwYEA22WSTBtXK+xrL+KjNLbfckh//+Mfp0qVLpkyZkkRQszo1tvExbNiwnH322Zk+fXpatmyZU045JQcccEA23njjLFq0KKNHj86//vWvDBkyJE888USDauV9jWl8XHPNNfnlL3+ZJGnbtm0+85nPpE+fPmnTpk3eeuut3HTTTeVwr2fPnhkwYECDVg0AGqkSsF761a9+VerZs2epZ8+epeuuu265/UOGDCntuOOOpZ49e5bOOOOMBvezcOHCUt++fUs9e/Ys9enTp/T2228v1+Z73/teuZa77rqrxvOcd9555Ta33XZbjW2uuOKKcpvvf//7Da6ZpRrbGCmVSqWLLrqo1LNnz9JOO+1UevTRR2ttV1lZWVq0aFGDa6Zxjo+qFi9eXDrhhBNKPXv2LP3ud78rHXLIIaWePXuWDjnkkAbXyvsa0/gYMmRI6atf/WrpjTfeqLWfgQMHlnr16lXq2bNn6bDDDitVVlY2uOYPq0996lOlnj17lnbcccfS0KFDl9t/3XXXlV+H3/zmNw3qY9SoUeVxc+KJJ5bmzZtXbf/cuXNLJ554YrmO0aNH13ie/v37l2v53ve+t9z+0aNHl/r06VPq2bNnqV+/ft4vVpPGMkZuuumm0pVXXlmaMmVKrf1U/cx56aWXNqhWqmss46MmEyZMKO2+++6lXr16lQYMGFCu85JLLmlQnSyvMY2P+fPnlw4//PBSz549SwcffHDprbfeqrXPBQsWNKhWqmss42PhwoWlPffcs9SzZ89S7969S6+99tpybRYtWlQ65ZRTyvX+4x//aFC9QOO08nN5gQ+NRYsWlafabrPNNvnsZz+7XJs+ffrkpJNOSpI8++yz1abx18fAgQMzduzYJEuvLNliiy2Wa3PxxRenQ4cOSZIbbrihxvO88MILSZYubbbsyucP+vKXv1zefvHFFxtUL0s1xjHy/PPP5957702SfO1rX0vfvn1r7bOiosKVSaugMY6PD7rlllvy6quvZquttsq5557boNqoWWMbH3369MmvfvWrbLvttrX2c9hhh+Xwww9PkowZM6Z8xSRLvfTSS+WlW0466aTsvvvuy7X57Gc/m2222SbJ0v//alumri4333xz+d4Pl19++XL3B2ndunUuv/zyJEvvP/OnP/2pxvMsW+6wY8eOufjii5fbv+WWW+bzn/98kqVL+A0cOLDetVJdYxojn/70p/PNb36zzqU0v/71r5fvWTVw4MBUVlbWu1be15jGR02+//3vZ86cOTnhhBOy55571rsu6tbYxscNN9yQ0aNHp0mTJvnVr36VHj161Nqne5CsusY0PkaOHJmZM2cmSQ455JAaZ5Q3a9as/Bkk8b0GrG8ENbAeGjx4cGbNmpUkOf7442tdP/XEE08sbz/66KMN6qvqfUJOOOGEGtu0bt06Rx55ZJLkzTffzFtvvbVcm2UfpjbbbLNa+2rfvn06depUrT0N0xjHyJ///OckS8fBGWec0aBaWDmNcXxUNX78+PzmN79JsvTLFX8kr16NfXzUZp999ilvjxkzpkHn+LCq+votC+A+aNmypUkyc+bMDB48uF59lEql8uu99dZbZ7fddqux3W677ZatttoqydLxUfrAKs9vvfVWRo4cmSQ58sgja72xcNXx1NDxyfsa0xhZGS1atEifPn2SLF12dfr06fU+B+9rzOPjoYceymOPPVZr8Muqa0zjY8mSJfnrX/+aJNl///2z66671qsO6q8xjY+q31HU9b1G1QuPfK8B6xdBDayHlq3JniR77713re122mmn8hcYQ4cOXaW+ttpqq/KVhzWpWkdNfS37wDNu3LhazzF79uxMmzatWnsaprGNkYULF5Y/PO+///5p2bJlkqV/LE2YMCHjxo3LggULGlQfy2ts4+ODvv/972fu3Lk57rjjqn35zurR2MdHbRYuXFjeXtn7IK0vlr0Obdq0Se/evWttt9dee5W36/s6jBs3LpMmTVruPDVZ9nq/++67y31uWNnxudFGG5Wvgm7omOF9jWmMrKyqvxPqc9N5ltdYx8esWbPyox/9KEly0UUXlS8YY/VqTOPjhRdeyLvvvpskOfTQQ8uPL1iwIGPGjMm7776bJUuW1Ks26taYxkePHj1SUVFRPmdtql4Q5HsNWL/4RAnroWVXkiZLrwipTbNmzcpXc1Q9ZmXNmTMnEyZMWGE/H9xfU1+f/OQnkyTTp0/P7bffXuM5fv/73y/XnoZpbGNk2LBh5SCmZ8+emT17dn784x9n3333zcEHH5y+fftmjz32yGc+85l6X0HF8hrb+Kjq73//e5588sl06NAhl156ab1rYsUa8/ioy7PPPlveXrZ8Bkst+zfdYost6lxWclVehzfffLPG86yon1GjRtVYa33OM2HChMydO3ela2V5jWmMrIxFixaVl6PZcMMN07Fjx3qfg/c11vFx5ZVXZvLkydlzzz1rvZKfVdeYxkfVZap69uyZ0aNH5/zzz88ee+yRfv365SMf+Uj22WefXHzxxWbnriaNaXy0b98+xxxzTJLk8ccfz7Bhw5Y7fvHixbn22muXaw+sHwQ1sB6aOHFikqVXnWywwQZ1tu3WrVuSZOrUqdWuHKxPP0myySab1Nm26v6qxy1z0kknlacr/+AHP8j//d//5bHHHsvLL7+cRx55JF/+8pfLa85/4QtfyP7771+vWqmusY2Rqh+2S6VSTjrppNxyyy3lNYCTpV+qPPXUUzn77LPLH35pmMY2PpaZMWNGfvKTnyRJvvGNb9R5/wEarrGOj7oMGzYsTz75ZJKlX7wIat63YMGC8mzWFb0OHTp0SJs2bZLU/3Vo6Ou9LMyr6Twbb7xxnedZNj5LpVKDxg1LNbYxsjLuuOOO8nNatrQiDdNYx8eQIUNyxx13pHnz5vne975Xvkqe1auxjY+qf5OMGjUqJ5xwQh555JFqy1fNmjUr9957b44//vg89dRT9aqT6hrb+EiSyy67LL17986iRYty+umn53e/+12eeuqpvPjiixkwYEBOOumkvPjii2ndunV+9rOfmakH6xl3Uob10Jw5c5Kk/EGlLlXXbp8zZ0697uWwrJ+V6avq/pquWm3atGl+9rOf5ZBDDsk111yT/v37p3///tXa7LPPPkKa1aSxjZEZM2aUt6+77rosWLAgBx10UC644IJsv/32mT17dh5++OFcddVVmTVrVq666qpsvfXWOeyww1a6Vt7X2MbHMj//+c/z3nvvZffdd8+pp5660nVQP411fNRm4cKF+fa3v11equTCCy+s1/EfdvV5HZKlr/ncuXPr/TrUp5+q4+qD/VQ9T9u2bRt8HlZeYxsjKzJ27Nj8v//3/8r9nHfeefU6nuoa4/hYuHBhvvOd76RUKuXTn/50tttuu3rVwsprbOOj6v2qfvzjH2fBggX59Kc/nU996lPp1q1b3n333dx+++258cYbM2fOnHz1q1/Nvffem0033bRe9bJUYxsfydJZmH/+859zxx135Nprr81vf/vbavsrKipyyimn5DOf+YwLg2A9ZEYNrIeWLRHVvHnzFbat+qVZfe/xUfXq6BX1VbWf+fPn19hm5MiRueeeezJixIga97/44ou58847y+sC03CNbYxU/RC8YMGCHHDAAbnmmmuyyy67pEWLFuncuXNOO+20/PGPfyyvI//LX/6yQTcQpvGNjyR57rnnctddd6VZs2aufF3DGuP4qMsPfvCDvPLKK0mW3mC+6przVH/d6vOa1/d1qE8/db3eq+s8rLzGNkbqMm/evHzlK1/JrFmzkiSXX375CmdmUbfGOD6uvfbavPnmm+nevXu+/OUv16sO6qexjY958+ZVO+cFF1yQyy67LFtuuWVatGiRzTffPBdffHH5oo+ZM2fmmmuuqVetvK+xjY9lnnnmmdx333157733lttXKpUyaNCgDBgwoN6zzYHGz4waWIf16tVrlc9xxRVX5MQTT6z22LIbrVedgl2bqh8Olh23sqp+SFlRX1X7adWq1XL7n3/++XzhC1/IrFmz0r1793z1q1/NAQcckA4dOmTKlCkZNGhQfvOb3+Tvf/97nnvuudx4443rxdVtxkjN/X7zm9+s8Wbfe+65Z/r165eHH344I0eOzPDhw7P99tvXq+bGxPh4f9/ll1+eUqmUs84660P9mteH8bFiy2ZwJsnOO++c73znO/WqcX1Q9XWrz2ten9ehvv2s7PvFokWL6hx3DR03VNfYxkhtFi9enK9+9avlewqcdtppy/3+o/4a2/gYNWpU+Yv1yy+/vNrV86x+jW18VD1Pp06dcu6559Z4jnPOOSe33nprJk+enIceeshFRA3U2MZHktx888254oorUiqVstdee+VLX/pS+eLCsWPH5s4778zNN9+c6667LkOGDMn111+/whnAwIeHGTWwHlr2Rr8yU36rXhVU3w8IVduvqK+q+z84nXjhwoX5+te/nlmzZmWjjTbK3/72txx33HHZcMMN07x582yyySY5/fTTc9ttt6Vly5aZNGlSLrnkknrVSnWNbYxUPU/nzp2z44471nqegw46qLz98ssvr3StvK+xjY+rr746b731Vrp165bzzz+/XjVQf41tfNTmr3/9a375y18mWXpj2GuvvXalj12f1Od1SN5/zev7b1mffqqOq7reL6ouZVLf87DyGtsYqUmpVMqll15avlfVUUcdJbhdTRrT+CiVSvnud7+bhQsXpl+/fjnkkEPqVQP115jGxwfPs/fee9e6pGuzZs2y7777Jlm6XNrYsWPrVS9LNbbxMWzYsPz0pz9NqVTK/vvvn5tvvjn7779/2rVrlxYtWmSbbbbJJZdckh/84AdJkqFDhy63NBrw4WZGDazDHnzwwVU+R9euXZd7bJNNNsl///vfzJ07NzNnzqzzZs/LboDXuXPnet07IKl+k94V3bCvrhv0/fOf/ywvZ3bGGWdko402qvEc2223XY499tj0798/r776aoYNG/ahv3LeGFlq2Q2fa9r3QVX3L7v55IeV8bHUddddlyTZb7/98vjjj9d4/LI/uubOnZu///3v5Zr322+/etXcmBgftXvggQfy/e9/P0nSvXv33HTTTencuXO96ltftGzZMh07dsz06dNX+DrMmDGj/P/ayrwOVVVtX5/Xu+r7wwfP8+6779b5ui4bnxUVFfWul/c1tjFSk+9///u5//77kyQf+chHcuWVV5aXUmXVNKbx8eKLL+bZZ59Nkuy+++7lzwtVTZ06tbw9bty4cpvtttsuPXv2rFfNNK7x8cHzrOh3S9X9U6dOzRZbbLFStfK+xjY+7r777lRWViZJzj///BpXgEiSk08+Odddd11Gjx6dAQMG5JJLLjHjCtYTghpYh62pm8dVPe+oUaOy22671dhu8eLF5at7GlJLu3bt0q1bt0yYMCGjRo2qs23V/R/sq+q+umZKJEnv3r3Ly9SMGjXqQx/UGCNLbbvttuXtZTf8rs2yD8dJav1w/GFhfCy1bImCu+++O3fffXed55k2bVq+/vWvJ1l6JeSHOagxPmo2aNCgXHLJJamsrMxGG22UP/3pT76kX4Ftt902zz//fMaMGZPFixenWbOa/8Soz+tQUx81nWdF/Wy99dbV9n1wfO6www4rPE+3bt3MqFlFjWmMfNCVV16Z22+/PUmy11575be//e1K3QuBlddYxkfVJY1+/vOfr7DP5557Ls8991yS5Ctf+YqgpoEay/hIUm3p7RX9TVJ1/4f9b5I1qTGNj5EjR5a3e/fuXed5dtxxx4wePTrTp0/PlClTsuGGG9anZKCRchkQrIf22GOP8vayq8Jq8sorr5SvOunTp88q9fXWW29l8uTJtbarWscH+6r6wXVFH3gXL15c43HUT2MbI927d8+mm26aJBk/fnxKpVKt5xkzZkx52w2AG6axjQ/WrsY8Pp5++ul87Wtfy+LFi9OxY8fcdNNNrnBdCcteh7lz5+bVV1+ttd2yLyyT+r/mm222WXkGV9Xz1NXPxhtvnM0226zGWpO6x+fkyZMzevToBtXK8hrTGKnqD3/4Q66//vokS+9T9cc//tH9itaAxjo+WDsa0/jYc889y9vjxo2r8zxVlzvzN0nDNabxUTVEqvq9RU18rwHrJ0ENrIf23nvvtG/fPklyzz331PqldtUrzw877LAG9dW3b9/y9oABA2psM2/evDz00ENJll6tstVWW1XbX/UDzvPPP19nf1U/OPnDquEa2xhJksMPPzxJMnv27Dz99NO19vfII4+Ut6t+YcfKa2zjY/jw4Sv8r3v37kmWhn7LHrv11lsbVPP6rrGNj2WGDh2aL33pS1m4cGHat2+fG264odqVsdSu6ut311131dimsrIy99xzT5Jkgw02yD777FOvPioqKsqv96hRo/Liiy/W2O7FF18sX83at2/f5ZYK2WqrrcpX0j700EPV1pKvqup4auj45H2NaYwsc/PNN+fXv/51kqRnz565/vrr065du3rVxMppLONjn332WeHniUGDBpXbn3DCCeXH3SOv4RrL+EiSzTffvLwCxODBgzNr1qwazzN79uw89dRTSZItttiixqVkWTmNaXys7PcaixYtygsvvJAkad++fTp27FiveoHGS1AD66EWLVrkzDPPTLJ0+u0NN9ywXJsXXnih/EFn7733zi677FLjuXr16pVevXrl0EMPrXF/v379svnmmydJrrnmmmqzGZb5+c9/nhkzZiRJzjnnnOX277fffmndunWS5Pbbb8/w4cNr7OvJJ5/MwIEDkyy9gqWu5UyoW2MbI0ly9tlnp2XLlkmSK664IrNnz16uzb333lu+gvrggw9eqXXpWV5jHB+sPY1xfLz++uv5/Oc/n7lz56ZNmza55pprstNOO63gmbLMLrvsUr6K+K677ip/uVDVjTfeWF7y46yzzlpu6ajBgweXX+9LL720xn7OPvvs8lWlP/zhDzN//vxq++fPn58f/vCHSZZetXr22WfXeJ7PfvazSZbewPnKK69cbv+YMWNyzTXXJEm23HLL9OvXr+YnzkprbGPkrrvuyhVXXJEk6dGjR2666SZflK1BjW18sHY1tvFx7rnnJlk6w+MnP/lJjW1++tOflv9W+eQnP1ljG1ZOYxofhxxySHn7qquuqvHv1ST57W9/W54p/tGPftT9aWA94h41sJ4655xz8uCDD2b06NG58sorM2bMmBx99NFp1apVBg8enD/+8Y9ZvHhxWrVqlW9961sN7qd58+a5/PLL84UvfCGzZ8/Oaaedli9+8YvZZZddMmPGjPTv3z8PP/xwkqWzG4477rjlzrHBBhvk3HPPzW9+85vMmTMnn/zkJ3PmmWdm//33T4cOHfLee+9l0KBB6d+/f/n+I9/4xjfc5HUVNaYxkiSbbrppLrjgglx55ZUZMWJETj755Jx77rnp1atXZs+enYEDB5bXmG/Xrl0uu+yyBtdM4xsfrF2NaXyMGTMm55xzTmbOnJkk+epXv5r27dtnxIgRtfbbpUuXdOnSpcF1fxh9+9vfzmmnnZb58+fns5/9bL7whS9kn332yfz58/Pggw/mb3/7W5KlX3p/5jOfaVAfW221Vc4555xce+21eeWVV3Laaafl3HPPzeabb56xY8fmuuuuy2uvvZZk6Rjs0aNHjec54YQTctddd2Xo0KH585//nPfeey+nnHJKOnTokJdeeil/+MMfMnv27DRp0iTf/va3a13vnvppLGPk0UcfzeWXX55SqZR27drl29/+dqZOnVrtJvEftNlmm7mP0SpqLOODYjSm8XH00UfnnnvuyZNPPpm77747kyZNymmnnZZNN900EyZMyN/+9rc8+eSTSZbeh+SMM85oUL28r7GMjwMPPDD77rtvnnnmmQwfPjzHHXdczjrrrOyyyy5p2bJl3n777dx1113517/+lSRp06ZNvvzlLzfsHwVolCpKdS3kD3yovf322znvvPPKa7B/ULt27fKLX/yi2pUfH9SrV68kS5cLeuyxx2ptd8cdd+QHP/hB+abeH7TLLrvkmmuuSefOnWvcXyqVcsUVV+SWW26p8/4jzZs3z4UXXuiq+tWkMY2RZa666qpcd911tY6TLl265Pe//3123333Os/DijXG8VGbQw89NOPHj19hHay8xjI+7r777noHt1/5ylcsY1ODxx57LBdddFGtV4j26NEj1157bbbccsvl9g0ePDhnnXVWkqVByk9/+tMaz1FZWZn/+7//q3V5kyQ5+eST88Mf/rDOCzamTp2a8847Ly+//HKN+1u0aJHvfOc7OeWUU2o9B/XXGMbIpZdeWutSirW55ZZb6r2UDstrDONjRcaNG1deIqmuOqi/xjQ+5syZkwsuuCD//ve/a22z88475+qrr85GG21UaxtWXmMZHzNmzMj555+fwYMH1/l8OnfunKuuuir7779/ne2ADxeXh8F6bMstt8yAAQPy5z//OQ899FDGjBmTRYsWZZNNNslHP/rRnHXWWeX7NqyqU089NbvttltuvfXWPP3005k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0fLrexCJAlIo/aztL9Ofxrifn8FL04TXnFPL5tuIN2p6Hq28w9Wp7tQsq9WpKbYeHKpU6N5J8s7pav7bRUkoTi/INqlpft5UacEo5YePd5IBD7QZUejdd3tEdIeAMcsRtHLlyLJbymNbFyN0P3wK+Udx5qXz2puSDMMB/09x5Cq6s8znnky9Wt0opLUqu7HuT7zCtQo7YthER+5PvoAD8Algm5TH7SxfrA/hWRBxQ5/POJh9Ip5N3smHFdq1P7lb3qw6+l864iNwAWbUo1+LkC833yCfGE+ts095F2aeTT2jLpjwufhHyjpvIyb5rTxqnkA+gz5GfyrBQymNTFyEHF35A7nVDSum/KaXlyCcRgCvr/Eb/7cF2/x7YkPx7fgZYNKU0nNxQ+jd5Z74uIpaqLFD5XHIQFNrmBfgEPfd/5PwOHy7KMpR8MVQJ1v2NfEK/kNwjaxFyIGFd8t2qFcmNwuqEbZ8jX5RPAw4EhqbWnBErkxt+LTk5urlflKoIJO1FbshAzpU1sc6svb3fv0K+O71R1bqHkBvf/yDvw3+M7uWXWqnq/5PrTG9YF9pT9Gy6gtx4uwNYq+iZVPlOZpIbQOe2s5qTyY2A3cj1ZTh5myu2Ll7bu+MzlXzXe2dgqZRzlSxCrnPnkE9Ivy16nHTV0uS7eL8HRhX1eSla78ocHRHtPYziEnLgu/LdDiMHIWaSt/OIOsv0Zl3ors9HxEsRMSsi3oyIuyPixMhJI+tZm3yRAPmu4FyKc22lofyhyvvFdq3V3rKFyp32D9W8X/m7M8suXX3cLdFZ5EbmtinnJViUfI57gxyMmivpbneOuymlK4vzxD3Fao6pOcZsWvUR75EvaD9LbgctXNTJkeQgwFTgi5GfGtNnIuLeiHgrIqZHxIsRcVkReGukJ79vZdnxDY7z1ctWzw89qNM1Kk/dWyvq5E3pgR2K13dpfIHYWWXUlaPI+Yv2INfhYeR94G3ysazSc+VyYPni3LEMuSdfE3BOowtCck/Tr5MfxjGiKNt65O9+CfLx8zJy+2mDYvpwWoeGfLnowVDrkWKdqxfbPJK8D+5F7hmxCa29yLqqvfPwsuR8Kv9H63lmGDl3T7t62O6v6KgN0JnzcG+et/Yu/h0HDC/qyurkHEQLknt2rtZg2aXJw0Z/Rf5uFyfX48p387Won2qlN+tCV1R6HLWXHLmyn9RuR78c70o4h5elT645U0rHFOfhik1rzsPVN9p7s73aFZV61V6spfr421K3BlAbrXIu3bad9XRKb2Su/z35wHkQuRJWvrgDqqY3VNwx+Rr5ZLFzEcQCctdEciWZDFxJPgH8qc5qOmsmsEvlIJFSmkPO+P4DcmP2U1TtLMV2fL/484qU0leryjaRfFBdityA+EFE/LESXCsaupUhN0elqmFMKaXHIuKjNIiud9HLwD6pdazmO8CZRQ+IU4BvRsS5xfsUjerKxeqBKefaqZRrNvkJCbuRgzaHRsSpqXWoYaXH0HdTSndWLTeT3CPj8RK2p0MRsS35MaYAn0sp3VxVlrERsSs5oLcsuW6d3BflIifJ3q2IQlfuklSegPJD8oH5vJoDJcATxQH5AXIwcl9aG0WV7/z3KaXLKgsUd1r/A/yyF7ajSyKiOpK/ILn3VRO5bv6A3MOvdple3+9TSnW7tAIPFd/3w+QD/nbk4E5XVIIazeRGZa326kJ7vkO+kHge2D21jv+eSf5OIDf0Do2IRo/eHVIs27I/1sy3WfH6GA2klMZQp2dqSuk/5PHjw8nHt0PoeoLKoeRG7cHF90LKQ0FOKI6nXwBOi4g/pfqPf32FvH2VY95M4HeRx78fTT6O/19NubtdF6J1qGJ37Fh8l/WsTr6rPJV8bNiq+PeViNgrzZ3cuboHT3vDKCrTqucfTuuw1q4uW/13Z5atzP9GO/N2xxDyPvUctDTMr4+It8g9EXaNiG1SSndVLdPd426nFPvnx+u8Pxn4RURMIbeBjqJm+Gq0Dunpjo6GgG9B6x3gVYp/n4+Ic4Gv19mvevL7drhsSml6cTxfnLZ1qyd1unr9Lxb1YDj5+HZDO+vqikrvhOcqx+Lu6kldqTIC2DulVH2Muj4iziSfZ78F3J5SasnBkVJ6PSI+Tx5+Oop8jPlXg3WfmlI6t2rZf0fEEcX8+5Jv8K1alLmyTT+M/NSlncg3g9q0A1NKc90AKI7Zf4uIJ8gXmwdHxDe68h0XvSEqNyYer7PswsCfUkqVnCqklGaQ2yXtrbfb7f4aDdsAkVNtVHqAt3ce7s02zAhyW776Iv/54mbho+QeVd+mNd9jtaHkIaDV381k8nezA3nbPknNxW9P6kLMnT6h01JKtQG5l8gX93WDMsV10prFn7U5OvvreNfTc3hZ+vKas1N60l6N1iGm3XFaSunUqr9fKl4Xi4gVU/1OFdV1rrpuDZQ2WqXduXk76+mUsofUQe4iOQP4RLQO89ieHFkcmzp+AtJBRbmuq77orHENOVi0TjTO7N4Zv20Qkb6ueP1gtB2qsgH5ogDyhXM9lcq7Mq0XcpBPvAuQf+C5gm4p54woo4fTzyo7fo2fk3+X4eQxmxU7FGUdV73j15TtRXK3zkG03uGD3OMEeu9A1lmfKl7HVgebKlJK/6N1bGu7XchL9otUZ/x55KdSVO5a/rx2OuSko7Re7FT/XgPlO2/PslX/lqL1Ds5w8p3RReos05f7/VyKfebW4s+t25u3IiIWiogPRcSF5MYU5AZpvWFpdetCB+tvqlrv2Q0a3xeSAy5NtO4HtW6qDjbVUfkuexIQqIz/7tR3V8ePGwSTKk+FWZ0cBKjn5w2OedcVr/XusjfUibrwJu0/Zr69f7PqrO9hck62lch3eZcg7ydHkgOwKwE3Rc61Va363NRe3arUm2ElLVu9fGeWrbd8Gf5cL8CaUrqd1t5ILftED4+7ZansJ1vE3I8ankX361W9IeAzyIHW7ci9IRYnXxhuXFWOY6jTk5ue/b6dWbZ6+TLrZbVK267Mc8USxeukRjNExK8jYnydfyd08bPaqysV99YEmyr+WfX/uYZ6FRd/9xV/Njo+zqL+fnI3uW4B/KoSbKoxuoN111Wc+58g19MNOrNMRAyLnEPmFlp7ODUahn1mV8pT2IDut/urtdcGWIbW3jXdOg93pw1TYxq590ftemfQ2tv4k+30nmo0pPD64rXsutDdY+X/6qyr0lvxc5GfWFfrUHIvLoAFi3NJRX8d78o8VvZEX15zlqW99upUul+vah88dTutbb658lpHzjV1bNVb1cNHB0obrfZGUreV3sMppTQ5Iv5Gbth9khxcqQyna7d3U2Gr4vVTRZSzkcqY2RXJd2q6o15PBGg7DnxxWvMOVcZXvp6KJwnUSimliHiF3EV6I1pP6pVl72xw9wO6fkeinjENyvVWRDxCzvuzEa0XY5Xve/manim1RhSv1QfjG8lRz58WPVT+AtzX1QvrElS+2/buDt9GblivGRGLVqLtvezeBu9vQmsiufujbZqmapWTWvV3fhP5wLV3RPyVPJzojgaB035Re/eoCA5tQk5uehSwVURsl3Iy1Yo+2e8jYi1yr5ftyHf5h9EaEKto7ylzp0REo7sf95G3r55GdaE9q9K639Wt2yknyB1DHopYO/67s59d6Urb8CIKWhKWfoU8NC+KstVeCHXnCX2zaZC3IqX0bERU7sRvRL7TWquj43ijXHzdqgupnOG21eubK9dJcRH3m4h4gFyvRpGHX3ynaraeDPerXrY7d4ory3f7LnMJxrQz7Q7yMaV6n+jJcbfTIg9R+gK5DbQ+OUixUM1sC5PrZcvFZcpPjlmOkqScM+IrNe81kwOce0XEn4syfici/q8mcNCT37eMZcswiZzzrjeGc7ZncfLNllpzNei7W1eq/LtBGaqTuza62VC58K57fCRfEL5d+2ZxznmDnAO1W+suep0fSg7OjKL+Taj2ziW3t7P//iql9Ns670+nKt1AF/Sk3V+tvfNwdR3t6Dzc0zZMI2PbaRdXrk0WJ+9TtTcF32znRmFH5+Fu1YXUdnhVT51dlGExck7Mr5HbJJUcuz8jt1Mq7c/qa7j+Ot719BxeljH13uyla85O6257NaV0Fq2pX3okpTQhcsL4rwFHFb1Wf0U+Pq5LDoB/kNa6Va9eQf+20SrHox6fR3tjSB3kwNKngQMj4ipy4Gk2nRsGU4miDaNzEdmhHc/S0FwnU8gR/aqTWXXC2UqEu1ECroqXySee6twBlf+3172to/V2RnvrqEyrLlfl+16I+o2kWtXf90/Jd0v3Il9oHwXMiYgHgWuBCxrc/SpbZ36XSrfpJvKO0xcBp0YJmKsjxV36zlNKd0TEyeRhgXsW/4iIp8nDBn6TUnq2e8XtHUV32L8VF89Pk+9WHUPbu4W9vt9HzsPwe9o2GqaQe01VPntR2nmCHrneVO5ivFss/xS5vl+R8rDcehrVhfZU76edqduNcpV09NlDitd6vW8AiIgPkYO21fX1bXIjvpl8/BhJ+99dI28UPUsaeYVcPxptX93jOK134ec6z5VUF3pdyk8SuYJ802ZP2gacqu+mLULj76Gyr1TPP7XO9M4uW/13Z5att3wZunuug66f6zolciLof9DaqIa8j7xOa2Oy8tmLUv4ww674Jrmdtig518XVVdN68vt2Ztnq6Y3qZVfrdK3K/l/vAra7Kj3JGgVpSCntD+xf+Tsi7qLOnfSS6kqjmy4tyczbGY5SmWdwg+nt3dB5t4N5Gq478lOZvlr11mzy91pJyr9EsVx7x95JtJ6vZpO/m4fJqQYa3bid2M7N3vb0pN1frb3z8JCq/7d3Hu7N81ZnjqeQt682uNRoP4XW/bC36kKPpfwk7U+Rb5p/iLY9BCEHcH9Lzk82o6ZHT38d73p6Di9LX15zdkovt1e76kRyUKnSfvtOzfRfkvOwBm3zzg2UNlpl/10oIhbo5jEU6L2A083kHXQnciR+OPDXlFJnGleVYX7H1LvzO0AM6XiWbuntBLX11l/5vq/t6p374qC7d+Snv+1LvuOyMTmivSU5wfOuae7cI72lt36X7mr0BJvKdz6pGD7TJSml70d+mtt+5O6mW5LHn68FHBMRh6WUOtObsE+llP4XETeTG+OfoW3AqVf3+8iJYy8gN16uJN9ZeCy1fezq98kNivb2w7Nqxmh3VrefZlToSd3u6LPfJPesWLydeS4mn7wfJp8w7045txYAEbEzuZHWG8ewUtdZYl3oK/eTA06r1rxfffNieVoTi9aq3MWrvjh8ixw8XZT274bXW7by2Rt0ctl6y/e29s513TrudtL3yAGEN8g90m5OVY8SLoZGVYLS/Vq3Us5z9Dr5YqBe3dqA7v2+r9aZ3kYxJGXxdpatLN+VOl2rEhQqs/dvJSXE6hExtMEw586aZ+pKWYrey18ln5O+T046/kL1cOqIuJP85K/2tvkTqXEuvEb68xzc0edXD4ldnDqBh34+b5Ve/0qsC6VIKd1SBCq+Rn4i17Lk32U0+YE2lTxotTd0++t419NzeF8o9ZqzC/qzvdpGSmlmkV/tU+SRCOuQe1o9Td6f/0ZrqpTqujVQ2miV8+jkngSboJcCTimlOcVd2a/RmoPjD51c/H/kSF/d5G39rHKHoqPM9ivUzF/9//Z+/DJyDSxPfspXe+uvLlel63O3v++U0n0UXYiLnFd7kns/rUTOMbNp46VL8Tq5zqzczjyV36SZ/r2rDFXdzSNiudT4cZkNFWOcfwL8pGiYbkvOI7Ad8H8R0abxOoD8p3itvcDp7f1+N/LdvyfJieXrHTg7c7elL1XvpyvTdphEtXrHm654gxxwatTlfSVyd/d3gb1S/Ues9uS7WyoiFmqnl1O941ZP9KguRMQ1tO2V0BWfKIZOdUWjrtFPF+81kRsxczVWI2IB8n4FVU/KSSk1R8RT5GFm9Z4eVFHZH5+sef9J8uOvO7Ps65282dRVnTmX1jvXdfu42wmVHFFfTSldUWd6e/VqK3Keuu64p5uN90Z1qye/b6WuLBcRSzYY7v2hOvNDD+p0HZXjWZl1b0zxuiDwUXLP1u7qdl2Zh1W2+cKUUqOHSwy07e5Ju7+zquvoSFqfnFytt9swnb02Kes83KO60MFwrHY1Go6XUnqZOk9VKz6v8lTP2qGR/XK8K+EcXpY+v+ZsT0/bq0Wuva7m26s4qxiS10YRRL2KOg9/iIjNaO2Fe1/1MgOkjVbaebQ3koZXVHpYDCZ3f/1bO/NWq+zMe0ZEo66+jVQOwL0VtXy4eF20qCRziYg1yd1qq+ev/v827STd6+6TjzpcR0QsRutY9Opy3ds6S93HlnZJSumdovH0xeKtjaNt4vXe+I0q27N9O9/tTsXrM32Uv6k9Y2m9c9njCH9K6d3ibt8e5K7Ii9L2sfe9vV90RWXfmF3zfm/v95XG4GP1GmpFvdmp9v1+9gKtXWx3rDdD0RjZofjz4XrzdEKlkfPBBtNbGtINTt6QuwR312ByL725RMTqtDaEu7t9tXpaF5agbWL8rvyrzc/SGZVzzbjqN4v8KpVH1jZKcL05rbkQRtdMq+QFq7ts5CcnVR6F22jZdSKi0YXKRxosW5b2zpeVadV1pqfH3a4cZx5pML29/aQyxKA7/7rcYysiqvMbjauZ3JPf9y5aj++Ntrey7Gu09hoqo04DLU8sqwzjKOPpvxV30/qkrW9F42TendGTujKvanebIz/NefV60/pRT9r9nVIEKSoXdB2dh3urDbNpsd/UUzmeTgZe7MFnVOtpXejusbLLQbmI+ACtx6M/1kzuz+NdT87hZenra87KzZFG5+GetleH0f161Z3E7IcUr2NSSrUpdwZCG22V4rXH59FeCzillB4CTiUnWzu2QRb7ei4lN+yWp/7TU1pERO0d+Uq3tBG185bkUaDyVJzacZgVpxav48iPV664hrxdHwAOqF2o2JYjSyjj8ZEz39c6lpx88i3y0zwqRtPa6+Ts9hpQtd93g8+pmF68NtH2IqvyGy3ezrJdVXmq0DrA3rUTI2JZWr/bP5f4ud1SnGQq+TK+W5SvrogYVOR6qPzd3nc+i9Zu29Xdv3t7v+iUiFic1gNnbaOst/f7yiPB120QlDwCWK29z+1rxV2RSo+HYxo0Bg8nH1Oa6eIj3KtUEnZv0mB65btbNiKWqZ0YER+m9XHU3fXtBr9LpS48S/cSvtbTo7qQUtohpdTUzX9jqtfVToC8Mn19WvPB1Hu0e6Xx+/mo/+TGyp26h1JKtXdP/1S8rhURe9RZ9gjyPjWduXtyjCb3uFsAOK5BuSuNusvrrLsM+0VEbU9JImI7WnPmtNxR7Mlxt9CZc1elbn24dkKxvpMaLZhSGtODerVDnc/r6AbDj4rX6eR8F9W6/fumlKaQHygCcFwRFK9edlFaz8d/THM/nbIndbpiI3IvpLcp77hROSZ/q/hzM+D82u3rgm7XlXlYw20u/IiBcWOs2qN0v93fFZWerx2dh3urDTOUnFuzjYgYQusx4C919tfu6lFd6MGxskv1q7gm+hV5RNA9qSZHWD8f73pyDi9Ln11zFjo6D/eovZpSOrUHdevURuutJyK2JLfhof5THgdCG60yQunOdubplN7s4URK6bSU0gmpC/lkUkpP0fpoztMi4pfVjcrIj0DdNSL+wNzd054lR5pHRMQnKVlxoPhu8efeEXF+FI+qjoglIyfA+2wx/bvVdyFSSi8Bvyv+/HVEHFTpyVHsADeTd86eWgm4NiJWKdY9NCKOAypP1vppqso7kPL476+SL1h3BW6JiM0rJ7Si4b1xRPyEuRMFPh4RP4qITSsHnIhoKu4CVR5L+2BKqfqpG5W7g9tEfrJdj6WU7iR/fwC/i4hPVQ5iEbEx+WA3ktyV89wyPrME3yKPDx8F3BMR+xYndiD37IiIY8l3Q6obIL+PiIsj4qPFHYTK/KuQgzYLkw8+1QeHTu0XEbFDRDQX/3bo6QZWrXdQRGxC7uVYOQG0eWxxH+z3/yTX8XWB84rgFxExPCK+QU7cN2Ce9FflR+Rx3MsDN0TkpxlExJCIOAKo5Lu6KNV5RHwn3VW8btjg5P8UOSFqE3Bl5F5HRMTgiPgE+VHMPUlIOY18Z/aiSgMhIhaPiJ+SnxwDcGqJDd2BVBcOiIirImKvyE9VoSjLiOL3vZ0csJ9A/Sen/AZ4ifx0nb9HzkFBRCwWEWfQ2pNnrgullNIjtAbgL4mI3YtlF4yIg8jDogHOTjXDc4sbSKcWf349Io6vHL+KRtS15PbF3Smlv9d+dkScWjnWtPfldGAWcFPkoWhExAIRsSetgddbU0q1Tz/s7nEXWs9dn4iIRsHtymPJfx4RLT1uI2JTcgOwL5+YNiYivh0R61adD5siYsOIuJbWQOZPU0rVOWR6/PuS2xuzyUGZSyJiqWLZlchB9JXIvSV+WmfZbtfpKpVG8j0ppbly50TEJUX9G9fOOuoqtvf04s8vA/dFxGdq9t8FI2KdiDid+o90h4FVV/pKZZu/FBGHVrUbV4qIS8nt53af0tbXetLu76LKebhRCorePm9NAb4fEcdEzjlE0Qa7HlibnDz4Jz1Yf60BVRci4odFG3Ox4u+mYl+8iZwm5C1a8zjV6pfjXU/O4cV8Y4rj4JgG29UZfXnNCa3n4YP6qb3aJRGxY0R8PSJWrToPj4yIr5IfGjEI+G1K6ZbaZfuzjVbM10TOywwDPeDUAyeSI8qQn3z2fES8FRGTaI2WHkDNIw5THipViQj+JSImR8S44t+nyihYSulKWvNSHQ1MiIg3yRcElact/CSlVC9i+HVyAtih5ODA2xExGXiM3DvnyyUU8TByN7kXi+9rCrmX2YLkE8cZdbbpr8Vys8gXfvcB0yI/+nYGucvnN5k7orwMuQfCA8X8E8lPy7gfWI/cRfjwmmXGAM+ThwCkiJhQ9RutQPcdRL4TNZIckJgaEW8VZV+PfOLaN9UfX93nUkrjgI+RE7utSj4pTY2INyJiBjmIcja5S3H1RdnCwMHkANuUiJgUEe+QuznvR+7h9KVUNR63L/aLahExvvofOQD2IDn5YzPw/ZTSdXUW7bX9vrgzdE4xz9HApGK/fZO8T4wGft3zrS9XSul5csNrBnno3NPF9/E2+akpQ8hlP7YHHzOWfGJflNbhedVleI+cj++9Yvqzxb41ldxjZGYPP/918m9/CDC++F0m0ppL4Zcppdpu7N02wOrCguRkktcDE4v6PpF8vPot+Xj2H2C3lNJcuTNSStPJvTonknt1PBH50buTgW+Q97dv12vMFI4AHgKWJAc03yEHOC8l5xX4O60Nx9rP/hU56eUC5GDY2xHxNvlO/QfJdeozXfkyuugE8vdzd/G5U4G/kodSPUd+3HxtmcfRveMu5DyUs8jHsTci4pXiGHNX1TzfJZ/3ViSf66ZFxFTyOfLDtF6Y9oWVyQHrfwPTi/P5O+TepfsU8/yC1uBJGz35fVN+UMgR5CGMB5LbSZPJF1YfKcrxyV6q0wAfL16vbGeebkspnULevinkAMGV5P13auRE7NOBx8mJwYeS7yD/tmY1A6mu9JVLyO3LQcBF5G2eRK4XB5GPNY/1W+ka6GG7v7OuItft7WLu3pV9cd66nnz8PIeibUluq3+U3K48pGiPlOUSBlZd+Dy5jflWcayaTt4XdyUPhftISqnusKJ+Pt51+xxekr685oScFxhym3NqRLxUnIfPKtbd2+3VrloZ+Dl5X5pRfEcTyTeLFyNvz1HtLN+fbbStyb/BS+Tr+h4ZkAGnlHPSHEVu2F1G3tiFyF/uf8iRuS/Q2miqdiS5a1oiX4ytXPzrztjKRuX7LvkxwteTGwzDyBXor8AuKaW6Q4JSzpK/A/mR9s8Ub88gN1Y2Y+5kdN0p29XkfC83kE8Sc8hdyr9KTlhb97HtKaWLyYnpziFHkOeQu+pNJN9lP4HWsZwVe5O/67vJDfhh5APIY+Q7IeuklNqcMIro9s7kxvsr5AuGym/U7ST2xYF8S/LTXsaS7zYsRL6AOKcoS4+/3zKllB4kP1num+QDwNvknXs6eRt+Cmxa04X3W+QL8ZvJB4uFyAf258lPZtgopVQvQX9n9otKd95p9CzBYO245jlFWf8AbJ1SOrneQr2936eUjiPnFnuEfNIZRA5SHku+QKm7b/S3lNLfyBcgF5C77A8l/0Z3kbfno6kHecmKO7iV3pf7N5jnWnLD4FZyPR1M/n3OAjYk31HqtpTSOcBewB3k89IMciPkgJTS0T1Zd4PPGyh14XbyRenNtObGGE4+r9xWlGfdlFLDvCBFY3ddcgPmBXL9n0g+B+yaUmp4Vzql9BY5Afq3yOeJZvL3cR/wJXLSzYbfRUrpi+RA9+3kBt0g8lj/HwIbpLlzElRUjjVjG0zvjOfIvZB+R27kLkjeP34GbJIaPA6+m8ddiouNXSmC/eRE+yvTmjOClNIL5HP5ZeSL0QXJFw6XF+tsL0hStm+Qjxn/j3xROpzcCE/k72yLlNJX2+s52IPfl5TSpeRz8p/JvYsXISdD/l2xbO0wvuplu12nI/eS3KEob6Mh9JX692Cj9XQkpXQhuU10HLlOvEz+vYeRg+i3kPftVVNKB9R+VwOsrvSJlB8MsQu5ffgCuT7OIZ9X9kwpfb8fi9eu7rb7u7D+ceSg0SLUSQ1RzNOb561mciLv48i9RBYi3/j4O7BVqp/YvtsGYF34Pvm3HEc+3lTOB98F1koptXvB3V/Hux6ew8s4DvblNWdluSPIwcA55ID9ylT1CO3t9moX3UUeWfMIud0wtPj8K4CdUkpHpDq9cCv6sY0GrdcDv2uvndBZTc3NZY1SkDQvi4hfkw9gP0spdfcpDZoHRU4qOI58cl4+dT7nXk8+cwfySfCllNIqvf15Gjgi4mlyY3PP1KA7t9QdxVCF88jDFL5UZ/og8oX0ouQG94DrUaP3p6JH9lXADSmlejlbeuMzTyX3kLg0pXRwX3ym+l9ELEfuuTUd+GBK6X8dLKL3keI8+TK5Z9WqKaV6T87skgHZw0lSv9iefPI5s78Lor5V3OX4DXmo6yEdzC51W+Rk3QE8bLBJZSpyZBxDvgP8owazbUzunXKtwSYNMNeQezHsXsnlI/WS7YvXXxlsUh0HkkeoXFRGsAkMOEkCImJp8jCT33jyed/6PrnL7TeLuxtSb9iueK2bO0jqgc+Rn9T165Qf1FJPpf4N2OFben8q8s98m5zwuL2k+FJPbUdOXeANZrUR+UmL3yJ3QCitneZFhaRKDqyB9jhi9aGU0oTiyRfrk/PSjOvfEml+lFK6Co816h3NwGnkJ3bVlVI6Ey+yNECllG4qnvK1aEQMai8/i9RdKaWvAF/p73JoQFqe/CCmJzrI8dQlBpw0YETECeREcZ2WUlqul8qyHznRW1dsWlbXQ6k/FMkWr+3vckhSV6WULuvvMkg9lVI6u7/LIOn9KaX0MnBq2es14KSBZBh5zOhAsAhdL8uCvVEQaX6UUhqDPV0kSeoXKaVT6YWLS0mq5lPqJEmSJEmSVCqThkuSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSrVoP4ugCRJ7xcRMQbYPqXU1N9lqRURpwKnADumlMZUvd8M3JFS2qFm/uWAnwI7A6PIN7FGppQm902JJUmSNJAZcJIkiZbASrX3gCnAY8AlwKUppdp5+qRM7QWoImIcsDLwwZTSuL4pGZC/k48AfwKeA5qBGWUF1SLiGWAN4N6U0lY9K2rLOrv6+x2SUrqkjM8uW+V7rnn7HfJvcS3ws5TS1DrLjSPXl4pm4C3gSeBy4DcppTkR8SPg28AZKaVvdlCWC4DDga+nlM7pzvaUISI2A/YFNgA2BJYFXkkprdDN9S0CfAvYn/ydvQWMAU5JKT3VYJkVgNOBjwFLAq8B1wGnpZQmdacckiTNqww4SZLU1mnF62BgdfIF7PbAJsDR/VWofrQ2MK36jYhYCNgV+GdK6fM103r8gRGxIznY1AxsGRHrppQe7/GKW3/bascCI4Bzgck10x4t4TN726XAOKAJWB7YBzgV2CsitkwpzWqwXGV7FwQ+CHwC2JLcY+0TwAXkYMvBEfHdlNLseiuJiEWB/YCZwB/K2KAe+BxwDDAbeIoccOqWiBgC3ApsDYwlf18rAp8GPh4RO6WU7q9ZZjXgHmAZ4HrgaWCzokwfi4itU0oTu1smSZLmNQacJEmqklI6tfrviNga+BdwVET8LKX0Yr8UrJ+klJ6u8/Zy5CF0r/bSx36xeD0D+Gbx99d6utLa3xYgIg4mB5zO6eMeYmW5pGYI5LfIvfI2Aj5LDkjV02Z7I2Id4EFg34jYPqV0R0T8kxxY3BO4psF69gcWA/44AIIpl5C394mU0qxu9Girdhw52PQXYL+U0nsAEXElucfS7yLiw5X3C/9HDjZ9LaV0fuXNiPg58HXgh8CRPSiTJEnzFANOkiS1I6V0d0Q8DXwI2BhoE3CKiM2BbwDbAEsA/wNuJA+h6a2ATLsiYgfgdnKPnn8A3wc2JQeJ7gFOSimN7eS62uRwqhmS9YWI+ELx/0uBL9QsVzFXDqh2Pm9Jcq+yZ4HvAgcDB0TEiSmlGZ1ZRxmqhqwNIff0+TywCvCnlNLBjXJeFcuuQq4nl6aUDq6ZNpTc42U/Wntx/Rs4L6X0p56WO6U0MSKuA44i/+aNAk61yz1RbPNu5F45dwC/JQecjqBxwOmI4vW33S91OVJKj5axnohoojUwdGJ1UCmldH1E3AlsS64ftxfLrEoeYjoO+GXNKk8hB00PjIjjU0rvlFFOSZIGOp9SJ0lSxyr5iNoMK4qIQ4C7yRfptwPnkIffHA6MjYiV+rCM9WxOzjkzk3wRfBN5yNSdEbFtN9d5Dnl4EcD/Iwe1TqPIUwO8VEw7rerfJV1Y/xfIQZ5LUkpzyHmFRpKHMvWHq8nBm3vI2/7v7q4oIhYH7gJ+BLwL/I4cEFoa+GNE/KCHZa2oW1+7sFwlWHg9MAH4SL26HBHrkuvYMymlO7pT0AFqNWAl8nbV69F4U/G6U9V7lf/fUtPriZTS2+TjxFBgi5LLKknSgGUPJ0mS2hER2wEBzAIeqHp/TeA35B4N26eUXqmathM5/8u55N46/eVjwFdTSr+ovBERe9M6JChqL447klI6p+jBcwzwaM0wteuK3lUr1xu+1kmHkxO2/774+2Ly8KYv0j85glYG1k0pvVHCus4hJ7P+ZkrpjMqbEbEw+Tf5TkT8pSc9dSJiaXIeJ8jBrc4utw6tScjvB0gpzY6IS4ATgUPJuaGqVXo3XdCFzzmY3FOss8b1Q+L2SiKyZxpMf7Z4XbOLy3ykWGZ0j0onSdI8woCTJElViqFS0DZpeBNwQkrptapZv1zMc0x1sAkgpXRbRPwV2DMiFit6OPSH58h5ZVoUQ4LuIAcXtiUPnRoQiuDe2uReIi8DpJQej4iHgW0iYu1GTwfrRd8rI9hUDBU8ABhbHWwCSCnNiIhvAh8lJ75+tAurPrgI8lWShu9Lfjran8lPq2vk2IiYTNuk4YsA16aU7qya7wLykNFDIuL0qlxGQ4rtmUUnh+1VysvcT9drzx10rYdcGUYUr1MaTK+8v3gPl5Ekab5mwEmSpLZOqfm7GTgspXRxzftbFq/bR8SmddazDPlifk3goXKL2Gl3NujBNIZ80b8hAyjgRGuPmdrv+hJyEuwjyL2d+tIDHc/SKZuS60NzVVCz2uDide0urvcLdd67JKV0SAfLHVO8NgNTyYnGLwN+XT1TSum5IrfTjuSAWGU42SfJOcuuTCm93tnCdjaX1wBXO/Swt5aRJGmeZsBJkqQqKaUmaHnc+5bARcCvI+KllNJtVbMuWbx+o4NVDutBcZqBpohYoJ2hb5V8jPWm/6/BMuOL1xENpve5iBgJfAqYTB5eVu2PwFnAQRHx7ZTSzD4s2viOZ+mUSn3ZtPjXSFfry44ppTERMZgcrDqb3Ovp+ZRSezmhPtiFp/L9lhxwOpzWgNPhxWunh9PNQyq9kRrtH8Nr5uvuMpIkzdcMOEmSVEfxJKl/RsSewMPApUXOo2nFLC0XmCmlt3qpGFPIQ3CWBObqRVI8TWuJ4s/JdZZftsF6l6ta/0BxELBw8W96RNSbZ0lyz5o/9lWhUkqNeqRUAnz12lKL13mv8l2fnVIqvZdWSmk28FhRX58ETouIG1JKj5Sw+muAN8hDRJclB8V2AJ4HbmtnubnMIzmcUvG6ZoPpaxSv1fmaurOMJEnzNQNOkiS1I6X0WERcQH5M+teBHxaT7gM2JudBuqGXPv7/kYe+bQn8tc709YBFyRfl9YJe2zToHbVD8VpGMKLWuwARsWBK6d0uLFcZTvcnYFqd6SPIPaCOoA8DTu2YVLyuWGfaJnXee4AcpOru0wE7JaU0rcgHdQVwBrBrCeucFRGXAseTh/CNJA8Ru6CdgFwjBzPwczg9D/wHWDMiPljnSXW7Fa/Vwbbbi9eP1O5zEbEYsDUwnXzckCTpfWGBjmeRJOl97wfADOCEYugXwC/Ij50/u3hiXRsRsVBE9DS4cEnxenpELF6z/iHkgEL1fLXWAI6qWW5v8gX/c8Cd9RbqoYnF60qdXSAitgLWAZ5KKX0upXR47T9gP+AlYIfq7zsiDo6I5uJpan2pktvpkIhouYEXESsCJ9fOnFKaAFwObBIR36tepmrZ1SLigyWU7c/knEy7RMSOJawPWofOHUEOGs2mG4GglNIOKaWmLvzboaTy11V852sVQxIrZWymNZfVGRGxQNX8e5ODhk9Slf8spfQ8cAu599ZXaj7mNHJg+PdFz0lJkt4X7OEkSVIHUkqvRMRvyImWTwS+nVJ6OiIOBX4HPBERN5OHywwmB1u2JQ+DW6sHH30pOVHz/sAzxZPvxpOHlu1efM4dwE8aLH8z8LOI2I3cW2p18tPIZpAToTfKC9UTo4FPA9dExI3kXh0vpZT+0M4yXyxeL2w0Q0rpvYi4GDiVHPSo5M6qBAPm9KTQXZVSuj8i/gVsBzwQEbeRhzDuCfyD+j2fjiYHAU8HDoyIu8h5tpYn51/aFPgsUNujpqtla46IU8hPqfshsFVP1lesM1VtL8DVKaVGOcL6RUSsBXyr5u2RNcHIE2qeOjgaWJn8pL5xVe//HNiD3Kvu/ogYTd7fPk3ugXdonf3nKOAe4LyI2Bl4CticnP/qGeCkbm+cJEnzIHs4SZLUOT8mX2h+rchjQ0rpMvKwusvJw9uOJj8qfnXgL9T0LuqqoqfF54ADyT1W9gG+SQ5A/bf4vF3bSaJ9P3n43JBi3t3Iw4C2Syn9qydla8eF5O9qBDk4933gsEYzR8QI8kX8LOD3Haz7d+RhaV+IiIWK9z5cvF7RgzJ3197k7V0B+Cr5qX8nkn+juRTDHrcv5n2DnI/qOHJA4m3ykM1byyhYSuk68tMRtyzyOpXhtw3+P1AsRx7yV/kHMLTmvU4lZS/2qV3IwcHFyb/NruSE9pumlO6vs8zz5OGUl5ADTccDqwHnAVumlCbWLiNJ0vysqbnZp7NKkjQ/iYgdyDllTkspndq/peldEfEwMCeltFl/l0WSJEmtHFInSZLmSUXvqPXJPYUkSZI0gBhwkiRJ86SU0hRgwf4uhyRJkuZmDidJkiRJkiSVyhxOkiRJkiRJKpU9nCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkG9XcBpI5MmjSpuax1LbbYYgC8/fbbZa1SamH9Um+yfqk3Lb7SSjRNnUrzsGFM/s9/+rs4ms94/FJvsn61NXLkyKb+LoNUYQ8nSZKk97mmqVPbvEqSJPWUASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJVqUH8XQJIkSeott45ubjht152b+rAkkiS9v9jDSZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUg/q7AJIkSVJP3Dq6ub+LIEmSatjDSZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUg3q7wJIkiRJA9mbb77JhRdeyN13382bb77JEksswTbbbMPhhx/OyJEju7y+5uZmrrvuOq677jpeeuklFlpoIdZee20OOuggNt5447nmv+CCC7jooos6XO8RRxzBYYcd1ua9mTNncuWVVzJ69Gj++9//MmvWLJZcckk22GADDjjgANZYY40ul1+SpM4w4CRJkiQ1MH78eI444ghef/11Vl55Zbbbbjuee+45rr76au68804uvPBClllmmS6t8/TTT+emm25i6NChbLHFFkybNo2xY8fywAMPcNJJJ7HHHnu0mX/NNddk9913r7uumTNnMnr0aAA23HDDNtNmzJjBUUcdxZNPPsnQoUNZb731GDp0KM899xz/+Mc/GD16ND/+8Y/Zdtttu1R+SZI6w4CTJEmS1MAPf/hDXn/9dfbdd19OPPFEmpqaaG5u5owzzuDaa6/lRz/6Eeecc06n13fzzTdz0003sfzyy/Ob3/yGpZdeGoBHHnmEr371q5xxxhlssskmLLfcci3LbL/99my//fYN1zd69GhGjRo1V8Dp6quv5sknn2T11Vfnl7/8JSNGjAByD6vf/e53XHDBBZxxxhlsvfXWLLCAmTYkSeXyzCJJkiTVkVLiwQcfZMSIERx77LE0NTUB0NTUxLHHHsuIESO47777ePbZZzu9zssuuwyAo48+uiXYBLl30t57782sWbO44oorOr2+G2+8EYDdd9+9pXwVDz/8MAD7779/S7CpUv6DDz6YhRdemNdff50JEyZ0+vMkSeosezhJkiTN57bYYguWW245rr76ai6//HJuuOEGxo8fz8iRI/n4xz/OceRG4SuDBnHW6adz//338/bbb7PKKqvwpS99ia233rrueidOnMhll13GPffcw/jx4xk0aBBrrLEGn/zkJ9l1113nmv/RRx/ltttu45FHHmHChAlMmzaNpZZais0224wvfOELLL/88nMt8+Uvf5lHHnmEa665hnHjxnHppZe2BHg+/OEPc+SRRwJrlfhttbrzzjsB2HbbbRkyZEibaUOGDGHbbbfl73//O3feeWenciGNHz+e5557rmXZWrvsskvLUL1jjz22w/VNmDCBsWPHArDbbrvNNX3w4MHtLt/c3ExTUxPDhw/v8LMkSeoqezhJkiS9T5x88slcfPHFrLDCCmy22Wa88847XHTRRZy67LK8NHgwn15pJcaOHcs666zD2muvzTPPPMOJJ57IQw89NNe6nnrqKQ444AD+9Kc/MWvWLDbffHM+9KEP8cwzz/C9732P888/f65lzj//fK699loGDRrEBhtswFZbbcWgQYO4/vrrOfjgg3nppZcalv26667j+OOPZ/r06WyxxRYsu+yy3H///Xz5y1/m9dfHlfk1tagEttZaq35AKyLazNeRZ555BoBVV121bjCosr5XXnmFd955p8P13Xzzzbz33ntssMEGrLDCCnNN33zzzQG48sormTJlSsv7zc3NXHLJJcycOZOdd96ZoUOHdqr8kiR1hT2cJEmS3gfGjx/PkCFD+POf/9wylOt///sfBx10EFc3N/PwwgvzkalT+co11zBoUG4iXn311Zx55plcdNFFbZ6e9s477/DNb36TSZMmcfzxx/PJT36yJQfQhAkTOOGEE7j88svZfPPN2WyzzVqWO+yww1hnnXXaDO+qPLHtpz/9KWeffXbDfEhXXnklZ555Jttss03LcpU8Snf+6zI+8cnvtpn/Z2fuy+TJ49v9Tr53Utu/DzvsMI444og23xnQMCl45f3XXnut3c/p7PqGDh3KsGHDmDp1KuPHj2e11VZrd3033XQTQMOE4nvuuSdjx45l9OjR7Lvvvqy//voMHTqUZ599lldffZXdd9+db3zjG50quyRJXWXASZIk6X3iuOOOa5M3aNlll+VjH/sYV155JTMWWIDvTJjAO4Nam4f77LMPv/3tb3nssceYM2dOSyDq73//OxMmTGDvvffm05/+dJvPWGaZZfj2t7/NIYccwtVXX90m4LTVVlvNVaampib23XdfbrzxRh544AHeeecdFl100bnm+8xnPtMSbKos98UvfpFrr72WF1+YuwfWOuvuyLR3psz1frVRo9r+veaaa7b5e9q0aQAsvPDCdZdfZJFF2szXkY7WV1nn1KlTO1znU089xYsvvsiQIUPYeeed684zaNAgvv/977PSSitxySWXcO+997ZMW2mllVh//fVbtkGSpLIZcJIkSXofGDRoUJteShWVoVibT5vGQkD1QK4FF1yQUaNG8fTTTzN58mSWWmopAO677z4Adtxxx7qftdZaazF06FCeeOKJuaa9+eab3HXXXbz44otMnTqVd999t+X99957j5dffrllaFm1Lbfccq73Ro4cyfDhw3n77YlzTfvYbl+rW7Zqu+7c1O705uZmgLmScddO76yO1tcVN9xwA5CfYFcvQAfw1ltv8a1vfYsnnniCo446il122YXhw4fz7LPPcv755/PjH/+YJ554gu985zs9Lo8kSbUMOEmSJL0PLLnkki09lKpVergsN2dO3eUq02fNmtXyXmUIWUeJrWfOnNnm76uvvprzzjtvrverNcpdtOyyy9Z9f+jQobz11lvtlqO7KrmNpk+fXnd6ZTs6mwOpo/UBzJgxo8N1zpkzh3/+858AfPzjH28437nnnsvDDz/MV7/6VT7/+c+3vL/BBhtw7rnnsv/++/PXv/6Vj370o3WDkZIk9YQBJ0mSpPeBjnrVdOVJMpWeOttttx3Dhg3r1DJPPfUUZ511Fosssgjf/va32WSTTVhyySVbhpd973vf49Zbb23Ya6irvYJuvum8DofU3Xt327+33357tt9++5a/R40axTPPPMOECRPqLl95f7nllutUmUYVY/garW/69Om8/fbbHa7z7rvvZvLkySy99NJsuummded59913ueWWWwDqPjFw2LBhbLHFFvz973/ngQceMOAkSSqdASdJkiR1ybLLLstLL73E/vvvz0YbbdSpZW677Taam5v58pe/zN577z3X9JdffrnUMj7x+O0dJg1/5JG2f48aNapNwGmNNdbgjjvuIKVUd/nK+2ussUanylSZ74UXXmD27NlzPamusr7ll1++4TA5gBtvvBGA3XbbrSVZe61JkyYxe/ZsgIbrqgQLe6uHmCTp/c2AkyRJkrpkiy224IEHHmDMmDGdDjhVghr1hsa9+OKLPPPMM6WW8fhvXNvhPB3lcNpmm2248MILueuuu5g1axYLLbRQy7SZM2dy5513ArmnV2eMGjWK1VZbjeeff5677rprrhxYlWFy7a1vypQp3HPPPUAOODUyYsQIBg8ezOzZs3niiSfaJG+vqOTYGlWbPV2SpBJ0pfe0JEmSxN57780yyyzDX/7yF/74xz8ypyb/U3NzM4888gh33906Zm3llVcG4LrrrmvpeQM5Wfj3v//9luThA8laa63FJptswqRJkzj33HNbhvs1Nzdz3nnnMXnyZDbffPO5ejiNGTOG/fbbj6OPPnqudR5wwAEA/OIXv+CNN95oef/RRx/l+uuvZ/DgwXzmM59pWKZbbrmF2bNn86EPfYgPfvCDDecbPHhwy1MBzznnHMaPb+3t1dzczO9//3v+/e9/s+CCC7LDDjt0/GVIktRF9nCSJElSlyy66KL87Gc/47jjjuO8887j8ssvZ7XVVmP48OG8/vrr/Pe//+XNN99kv/32Y+uttwZgjz324IorruCee+7hk5/8JOuuuy4zZ87kkUceYemll2b77bfnjjvu6Octm9tJJ53EEUccwdVXX81DDz3E6quvznPPPce4ceNYeuml6z7hberUqbz00kt1k6N/7GMf49577+WWW25hv/32Y9NNN2X69OmMHTuW9957j29961ssv/zyDctz0003AbD77rt3WPZjjz2Wp59+mhdeeIH999+fddddl8UWW4xnn322ZQjjUUcdxUorrdTZr0OSpE4z4CRJkqQuW2ONNbjsssu46qqr+Ne//sXjjz/OnDlzWGKJJVh11VU54IAD2GWXXVrmHz58OBdffDG//vWvefDBB7nrrrtYcskl2WuvvTjssMM4++yz+3FrGhs1ahSXXnopF154IXfffTd33HEHI0eOZN999+WII45giSWW6NL6mpqaOO2001h//fW5/vrruffeexk8eDAbbbQRBx10UMMk4ADjxo3jySefZPDgwXUTgdcr++9//3v+9Kc/cdddd/HEE08wa9YsFl98cbbffns+85nPmCxcktRrmho9CUQaKCZNmlRaJV1sscUAWp4AI5XJ+qXeZP1SbxpZFTSZ9Oab/ViS7rl1dPeaCh3lcFI5PH6pN1m/2ho5cqQHNg0Y5nCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKtWg/i6AJEmS1B9uHd3ccNquOzf1YUkkSZr/2MNJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVSD+rsAkiRJUkduHd3c30WQJEldYA8nSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQb1dwEkSZKkgebW0c3tTt9156Y+KokkSfMmezhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSDervAkiSJEkAt45u7u8iSJKkktjDSZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJVqUH8XQJIkSfO+//znP1x66aU8+OCDTJo0ieHDh7PJJptw6KGHsvLKK3dqHa+//hL/94uDmDNnFiusuA5fOvLCueZ5a8oEbrjhHJ579n6amppYY80t2H33Y1ls+FJzzTtr1nTOO+ezLDZ8Kb74pQtoamrq0jZd85fv88gjN7LjToex086HN5xvn332Yfz48fzyl79k4403bnn/ggsu4KKLLmoz75AhQxg2bBgf+MAHWHvttdlll1348Ic/3HDdW2yxRS7LNdew/PLLd6n8kiT1JwNOkiRJ6pGHH36YE044gWnTprHCCiuw9dZb8+qrr/KPf/yDMWPGcO6557LBBhu0u4733nuP6679Ee++O7vdef7w+xMYP/5ZPrhqDuw8/u/RvDnxZY486uK5Akq333YRb7/9Bp874KddDjaVaYUVVmC99dYDYM6cObz11ls888wzPPbYY1x55ZVstNFGnHzyySy33HL9VkZJkspmwEmSJEndNmPGDL73ve8xbdo0Pv/5z/OVr3yFBRbIWRv+/ve/84Mf/IDvfve7/OUvf2HhhRduuJ6rrrqK/7z0GJtuti8PPnBt3XmeeupfjB//LDvudDg77XwYAP+89TfcMeYSnnrqX3zoQ9u3zDthwovce8+VbLrZviy/fJS4xV233nrrcfLJJ8/1/kMPPcTPf/5zHn74YY488kguuugillxyyX4ooSRJ5TOHkyRJkrrt9ttvZ+LEiay44oocddRRLcEmgD322IPtttuON954g7///e8N1/Hqq6/y61//mjVjKz784V0azvfaqwmATTbdq+W9zTbbt820ir//9SwWWWQ4u+z6pW5tV1/YeOONufDCC1l11VUZP3485557bn8XSZKk0hhwkiRJUrellAM9G264IQsuuOBc0zfZZBMA7rjjjobr+NGPfkRTUxN77XViu581fdpbACyyyPCW9xYZOgKAadOmtLz36KM38+KLD/PR3b7KwgsP6+SW9I9FFlmEY445BoDRo0fz+uuv93OJJEkqhwEnSZIkddv06dMBGD58eN3pI0bkgNAzzzxTd/r111/P2LFjOfLIIxmx+LLtftaIkTnH0euvj2t5r/L/kSNHATBjxlT+cdMvWGWVDdhgg491ejv60+abb87iiy/Ou+++y8MPP9zfxZEkqRQGnCRJktRtiy++OACvvfZa3emvvvoqAFOmTGHatGltpk2YMIHzzz+fddZZh0996lMdftaaa25JU9MC3HzjeUyZMoEpUyZw843n0dS0AGusuSWQczpNmzaZPfb6Rg+2qu+tscYaALzwwgv9XBJJksph0nBJkiR120YbbcSll17KPffcw8SJE9skvZ4zZw433HBDy9/Tpk1j6NChLX//9Kc/ZcaMGXz7298ucj81t/tZyy23Optv8Snuu/fPnHXG3i3vb73NZ1l22dV49dXEgw9cy5Zb7ceyy67aMn327JksuODgNvmluuL22y7i9tsuavPe907q1qoaqgTu3nrrrXJXLElSPzHgJEmSpG7bbLPNWGeddXjiiSc45phjOOGEE1hzzTV55ZVX+OUvf8mrr77KAgsswHvvvUdTU1PLcv/4xz+4++67Ofjgg1l99dU7/Xkf3+PrrLraJjz/3AMArLHGFsRaW9Pc3Mzf/nomwxZbkh13yk+we+qpO7nl5l/wxhv/YdCghVhn3Z3YY88TWHjhRbu0jcsttwajRq3R5r1Ro1r/f/vtt7cMLeyu5uYcbKv+jiRJmpcZcJIkSVK3NTU18eMf/5gTTzyRp59+miOPPLJl2qBBg/j617/Oz3/+c5qamlhsscUAmDRpEmeffTYrrbQShxxySJc/c+21t2Xttbdt897YB6/n5f8+wX6f/SFDhgxl/PjnuOKP32bllddn1498mTfffIXR//wt7747m/32/0HXPu9D27HTzoe3eW/XnVsDQw8//HCPA05TpuSk541yYUmSNK8x4CRJkqQeWWaZZfjd737HPffcwyOPPMLUqVNZdtll2WWXXZgzZw7Nzc2suOKKLLTQQgA89thjTJ48mUUWWYRjjz22ZT2TJsOM6VMBeH3Ci1x04VEAHHDgWQwZMrT2Y1tMmzaFW2/5FauvvjnrrrsTAHfdeTmDBg3hs5//CYsskgNdM2ZM5Y4xl7DrrkeyxJIr9MI30T3Nzc0tSdVXW221fi6NJEnlMOAkSZKkHltggQXYZptt2Gabbdq8f8UVVwCwySabzLXMa6+91jDZ+MyZ0xj34iMAvPfeu+1+9j9u/gWzZ89gjz2Pb3lvwv9eYOmlV24JNgGsuOK6APxvwosDKuD0wAMPMGXKFBZccEE23HDD/i6OJEmlMOAkSZKkXjFjxgyuuuoqmpqa2HfffVve33777bnvvvvmmv/W0c28+MLD/O6ir7DCiuvwpSMv7PAz/vOff/PIwzew/Q4Hs+RSK7a839S0ALNmz2gz76zZedjbAk0D50HN06dP59xzzwVg1113ZamllurnEkmSVI6Bc7aVJEnSPOn5559nxoy2wZ0pU6Zw0kkn8corr/CJT3yCNddcs/TPfe+9d/nbX89k8cVHsd32B7WZtuyyq/LG6+P4738eL+Z9j0cfvommpiaWqXqCXX96+OGHOeKII3jhhRcYNWoUxxxzTH8XSZKk0tjDSZIkST1y+eWXM2bMGCKCpZdemrfeeotHH32UGTNmsNNOO/H1r3+9Vz73/vv+wvjXnuWAA89k8OCF20zbZrsD+H//7x9ccvHXWHW1TZk86TXGj3+WDTbcjZEjRzVYY+947LHHOP300wGYM2cOb731Fs8++ywTJ04E8nDD733ve4wcObJPyyVJUm8y4CRJkqQe2X777XnzzTd5/vnnefzxxxk6dCjrrbcee++9NzvvvHOvfObbb09k9D8vYK21tiXW2mau6css80EO/MLP+ectv+bZZ+5l4YWHsfnmn+QjHzu6V8rTnpdffpmXX34ZgCFDhjBs2DCWX355dtllF3bddVfWXXfdPi+TJEm9ram5ubm/yyC1a9KkSaVV0srjmN9+++2yVim1sH6pN1m/1JtGLrFEy/8nvflmv5Xj1tHzTrt0152b+rsI8wyPX+pN1q+2Ro4c6cFJA4Y5nCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUa1N8FkCRJkuY1t45ubjht152b+rAkkiQNTPZwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlGtTfBZAkSdL7x62jm/u7CJIkqQ/Yw0mSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKNai/CyBJkqS25syZwx//+EduuukmXn31VRZZZBHWX399Dj30UCKiW+t88MEHueyyy3jqqaeYNWsWK6+8Mvvuuy977713p5Zvbm7m6KOP5qGHHgLgiiuuYJVVVmkzz+mnn86NN97Y4bo+8anvseGGu3d5G+Y3b775JhdeeCF33303b775JksssQTbbLMNhx9+OCNHjuzSul566SXuu+8+nnjiCZ566ilefvllmpub+eUvf8nGG2/ccLm7776bxx9/nCeffJKnnnqKt956i+WWW47rrruuh1snSXq/M+AkSZI0gMyZM4djjz2WsWPHMnLkSLbZZhveeOMN7rjjDu655x7OOussNt988y6t8/rrr+cnP/kJCyywABtvvDFDhw7lgQce4Cc/+Qn//ve/+Xkn1nHdddfx0EMP0dTURHNzc9151l9//YbLT548mXvuuYempiZWWXmDLpV/fjR+/HiOOOIIXn/9dVZeeWW22247nnvuOa6++mruvPNOLrzwQpZZZplOr++aa67hyiuv7HI5TjnlFKZOndrl5SRJ6ogBJ0mSpAHkD3/4A2PHjuVDH/oQ559/PosuuigAt9xyCyeffDKnnnoqV199NUOHDu3U+l599VXOOussFlxwQc4//3w23HBDAF5//XW+9KUvccMNN7DLsGHs3k7QYcKECfziF79giy22YNy4cYwfP77ufHvvvXfDHlMXX3wx99xzDyuvsgEjl1i+U2Wfn/3whz/k9ddfZ9999+XEE09sCeSdccYZXHvttfzoRz/inHPO6fT6VlttNQ444ADWWmst1l57bU4++WSeeOKJDpfbcccdWWmllVh77bVZeOGFOfzww3uwVZIktTKHkyRJ0gAxZ84crrjiCgC+8Y1vtASbAD7ykY+w1VZbMWnSJP72t791ep1XXHEFs2fPZp999mkJNgEsvfTSfOUrXwHggiWWaHcdP/nJT3jvvfc48cQTu7I5bdx0000ADqUDUko8+OCDjBgxgmOPPZampiYAmpqaOPbYYxkxYgT33Xcfzz77bKfXuddee3H00Uezyy678IEPfKDTy5100kkceOCBbLLJJgwbNqzL2yJJUiMGnCRJkgaIxx57jClTprD88suz9tprzzV9l112AeDOO+/s9Dor8+68885zTdtuu+0YMmQITy68MK8Nqt/x/aabbuKee+7hS1/6Essv372eSY8//jj/+c9/WHjhhVln3R27tY75SeU32XbbbRkyZEibaUOGDGHbbbdtM58kSfMiA06SJEkDRKVHy1prrVV3eiVheGd7vrzzzju89tprbZatNnjwYD74wQ8C8HRN4ANg4sSJnH322ay99tp8+tOf7tRn1nPDDTcAefjWkCGLdjD3/K/s31mSpIHIgJMkSdIAUcmN1ChZdOX9KVOmMG3atA7XVwk2LbbYYg1zPlXW+crgwXNNO+uss3jnnXf4zne+w4ILLtjxBtQxa9YsRo8eDcDuuzucDjr/O1d+P0mS5kUGnCRJkgaIShBp4YUXrjt9kUUWmWvenqyvep3vFHmEKm6//XZuv/12Pv/5z7PGGmt0+FmN3HXXXbz11lssu+yybLzxxt1ez/yks79zZ35jSZIGKgNOkiRJA0RzczNASxLpvlhfZZ5qU6ZM4cwzz2SFFVbg0EMP7VEZKsPpPvaxj7HAAjY9oePfpd5vIknSvMazviRJ0gBRGfY2ffr0utNnzJgx17w9WR/AzJkzAVi0Kshx7rnn8uabb/Ktb32r3d5RHXnzzTe57777APj4xz/e7fXMbzr6XSq/SWd+Y0mSBqr6jyORJElSnxs1ahQAEyZMqDu98v7w4cM7FYyorO/tt99m+vTpbYbk1a5z+dmzW97717/+xZAhQ7jooou46KKL2sz/5ptvAnD66aczZMgQPv3pT7PTTjvV/fxbbrmFd999l3XXXZeVVlqpw/K+X4waNYpnnnmmw995ueWW68tiSZJUKgNOkiRJA0QlV1JKqe70yvudzak0bNgwRo0axWuvvUZKiQ022KDN9NmzZ/PCCy8AsFbRq6Zi5syZPPLIIw3X/eSTTwKw/fbbN5znxhtvBOzdVGuNNdbgjjvuKO13liRpIDLgJEmSNECst956DB8+nFdeeYWnn36atdZaq830f/7znwBst912nV7nNttsw1VXXcXo0aPnCjjdeeedzJw5k7VnzGD5OXPm+px69tlnH8aPH88VV1zBKqus0nC+5557jmeeeYaFFlqIXXbZpdPlfT/YZpttuPDCC7nrrruYNWsWCy20UMu0mTNncueddwJd+50lSRpozOEkSZI0QAwaNIj9998fgDPPPJN33nmnZdqtt97K3XffzeKLL84ee+zRZrkJEyaw3377sd9++801TGu//fZj0KBBXHfddTz66KMt77/xxhv88pe/BODwSZNK35ZK76Ztt92WxRZbrPT1z8vWWmstNtlkEyZNmsS5557bkiS8ubmZ8847j8mTJ7P55pvP1cNpzJgx7Lfffhx99NH9UWxJkrrEHk6SJEkDyIEHHsjYsWN5+OGH+dSnPsVGG23ExIkTefTRRxk0aBCnnHIKiy66aJtl5syZw0svvdTy/2orrLACxx9/PGeccQZf+cpX2GSTTVhkkUV48MEHeeedd9htt93Y49xzS92Gd999l1tuuQVwOF0jJ510EkcccQRXX301Dz30EKuvvjrPPfcc48aNY+mll+Y73/nOXMtMnTqVl156qSWpeLWnn36aM888s+XvF198EciBy0p9iQhOPPHENsv97ne/4+677wZg1qxZAEycOJHDDjusZZ5DDz2UrbfeuodbLEl6vzHgJEmSNIAMHjyYc889l8svv5ybb76ZO++8k0UWWYTtttuOQw89dK5hdp2x77778oEPfIA//OEPPPHEE8yePZuVV16ZffbZh3333RdKDjjdf//9vPHGGyy55JJsvvnmpa57fjFq1CguvfRSLrzwQu6++27uuOMORo4cyb777ssRRxzBEkss0aX1vfPOOzzxxBNzvT9u3LiW/1cP3at4+eWX51pu9uzZbd6b1As94CRJ87+m5qpH4EoD0aRJk0qrpJUu/W+//XZZq5RaWL/Um6xf6k0jq4Ibk4qn0PWWW0fP/23PXXdu6u8iDCgev9SbrF9tjRw50gOQBgxzOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIN6u8CSJIkSfOTW0c3N5y2685NfVgSSZL6jz2cJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSDervAkiSJGn+cuvo5v4ugiRJ6mf2cJIkSZIkSVKp7OEkSZKkAee1157v7yJ026hRq/V3ESRJ6ncGnCRJkjTgHPu1zfq7CN125VUT+7sIkiT1O4fUSZIkSZIkqVQGnCRJkiRJklQqh9RJkiRJfaS9J/jtunNTH5ZEkqTeZcBJkiRJA8455z3Q30WQJEk9YMBJkiRJA45PepMkad5mDidJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUyh5MkSZK6rL2nral7fIKdJGl+0tTcbGNB7x+nnXZaM8App5xiq02ls36pN1m/1JusX+pN1i/1JuuXNHA5pE6SJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKp9SJ0mSJEmSpFLZw0mSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKNai/CyD1pojYCvgusAWwMPAc8Dvg/JTSu11cVxNwEHAIsB6wCDAeeBD4bkrpmRKLrnlAmfWrZr0XAYcWf66RUnqup2XVvKeM+hURawCfAD4KrAEsC0wC7gPOSSnd3gtF1wAQESsApwMfA5YEXgOuA05LKU3q6/Vo/tLTehERSwL7Ah8HPgx8AJgF/Bu4GLg4pfRerxReA15vHHci4kDg98WfR6SULiyhqJI6YA8nzbciYm/gX8B2wLXAL4GFgLOBK7q4roWBvwKXAMsBfwTOKda/CbBmScXWPKLM+lWz3j3JwaapJRRT86gS69f3gZ+QA003Aj8D7iZf5N0WEV8rsdgaICJiNeAh8g2SB8j15gXgGODe4mK/z9aj+UtJ9eLTwAXA5sD95DbV1cC6wIXAn4sbfXqf6Y3jTkSsCJyPbSupz9nDSfOliBhObsi8C+yQUhpbvP894DbgUxGxf0qpsxduPwP2AH5M7s3U5q5bRAwurfAa8HqhflXWu3Sx3ivJgc3tSy245gkl16+bgZ+mlB6p+YztgVuBMyPiqpTSa6VuhPrb/wHLAF9LKZ1feTMifg58HfghcGQfrkfzlzLqxTPAXsAN1W2qiPgOOcjwSXLvzKvLLbrmAaUed4rA5cXAROAa4IRSSyupXfZw0vzqU8DSwBWVizWAlNIM8hAVgC93ZkXFnZYjyUPnTqrXxTulNLvHJda8pLT6VeO3xetXelY8zeNKq18ppUtqg03F+3cAY8i9prbqaYE1cETEqsBHgHHknnHVTgHeAQ6MiEX7Yj2av5RVL1JKt6WU/lbbpkopjQd+Xfy5Qxll1ryjl447XwN2IveYeqeEYkrqAgNOml/tVLzeXGfav4BpwFYRMaQT6/oseV+5FBgeEQdExLcj4osRsXo5xdU8psz6BUBEHAzsAxyZUprY0wJqnlZ6/WqgEiif08P1aGCp1J9b6lzMv00eUjmUnBusL9aj+Utf1AuPTe9fpdaviFibPKz83JTSv8osqKTOMeCk+VUUr3Ml8k4pzQFeJA8pXbUT69q0eB0BPA/8AfgR8BvgmYj4ZUQs2OMSa15SZv0iIlYGzgUuSyldV1IZNe8qtX7V/YBc53YmB69shM9fGtafwrPFa0e5B8taj+YvvVovImIQ+QEtUD/orvlbafWrqEt/AP4DfKfnRZPUHQacNL8aUbxOaTC98v7inVjXMsXr6cBY8tNUFiNfrD0PHAV8r1ul1LyqtPoVEZXec1PJ3b6lMo9fcyl6Rl0ODAFO9Ulj852y6k+v1kPNs3q7XvyEnDj8xpTSP7q5Ds27yqxfJwMbAgenlKb3sFySusmk4RqwImIcsHIXFrk8pXRAJ+etPPmkuRPzVnovvQbsW3XSui0iPgU8DBwXET9KKc3qfHHVnwZQ/fo6OTn4x73wn38MoPrVRtEb8w/A1uTk9Gd1dR2a53W7/vTSejR/6cnx6WvA8cDTwIFlFkrzjU7Vr4jYjNyr6WcppXt7vVSSGjLgpIHseWBGF+Z/ter/lTsgI+rNCAyvma89lSDAzbV3SFJK/y8iXgRWA9YG/l8ny6r+1+/1KyLWID9t5eKU0o1dKIsGvn6vX7WKYNNl5MeR/xk4IKVksGD+U1b96ZV6qHlebx2fvkIeWv4ksHNK6c3uFU/zuB7Xr6qhdM/gCASp3xlw0oCVUtq5J4sDm5DHeD9UPaE4EX2QnIzyhU6u6yPA5AbTKwGpRbpTUPWPAVK/1iEPazokIg5pMM+zEQG5d911PSiz+tAAqV+1y/2RHGz6I3BQSundHpRRA1cqXhvlOFmjeG2UI6Xs9Wj+Unq9iIhjgbOBx8nBpgndLp3mdWXUr2FVy88o2lC1LoiIC8jJxI/taiEldZ45nDS/uq14/VidaduRn3BxT0ppZifWNbp4Xbd2QpELpXLyG9fFMmreVVb9Ggdc1ODf+GKeq4q/x/WoxJqXlHn8IiIWAv5CDjb9HjjQYNN87fbi9SNFjrgWEbEYeTjldOC+PlqP5i+l1ouI+CY52PQosKPBpve9MurXTBq3rR4p5rmr+NvhdlIvs4eT5ld/AX4K7B8R56eUxgJExMLAD4p5flW9QESMAEYBU1JKr1VNuonck+CjEbFrSunWqmnfI3f7vSOlNB69X5RSv1JKjwKH1/uAiBgDLAd8J6X0XC9sgwau0o5fRVD8GmB3cuP6i7WPmtb8JaX0fETcQu6Z+xXg/KrJpwGLAr9JKb0DEBGDycPCZ6eUnu/uevT+UFb9KqZ9j/xAloeAjziMTmXUryL9RaO21ankROKXppQu7K3tkNTKgJPmSymltyLiCPKF25iIuAJ4E9iL/MjVv5AT5lbbF7iY/MSwg6vWNSsivgDcAtwUEdcCLwGbknsbvA58sVc3SANKmfVLqlVy/fo1Odj0BvAKcHKd4QVjUkpjyt0K9bOjgHuA8yJiZ+ApYHNgR/JQlJOq5v1AMf0lYJUerEfvHz2uX0W76nTgXeBO4Gt1jk3jUkqX9MoWaCAr6/glaQBwSJ3mW0W+m+2BfwGfBL4KzAaOA/bvSrLclNJd5JwqVxfr/BqwKvBbYKOUkjks3mfKrF9SrRLr1weL16XIj4g+pc6/HcoqtwaG4k7/JsAl5Au148m9AM4DtkwpTezL9Wj+UlK9qBybFgSOpf6x6eASi615hMcdaf7S1NzsNZEkSZIkSZLKYw8nSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVKpB/V0ASZLeLyJiDLB9Sqmpv8tSKyJOBU4Bdkwpjal6vxm4I6W0Q838ywE/BXYGRpFvYo1MKU3umxJLkiRpIDPgJEkSLYGVau8BU4DHgEuAS1NKtfP0SZnaC1BFxDhgZeCDKaVxfVMyIH8nHwH+BDwHNAMzuhtUi4iDgYvrTJoKPAv8BTgnpTStuwWu+q4667SU0qnd/bzeFBGXAF+oeXs6MA64CfhJSun1OsuNAbaveXsq8AxwNXB2Sml6RHwR+A3w55TSfh2U5STgB8C5KaVju7otZYmItYH9gQ2ADYEVi0mDU0pzurG+BYGvAocCa5C/3/uAH6SU7mmwzBLAycA+5EDsROBm4OSU0stdLYMkSfMyA06SJLV1WvE6GFgd2Jd8gb4JcHR/FaofrQ20CfJExELArsA/U0qfr5nW08/7f8B1xf8XAJYD9gR+CHwsInZMKb3bzXWfAyxe897B5CDUpeRgTbUx3fycvnQ98Gjx/2WB3YHjgE9GxMYppYkNlqtsbxOwAvAJ8ne8d0RsA/wR+BmwT0QslVJ6o95KIqKJHJABuKDHW9MzHyUHe94lBylnAAt3Z0XFdl0BfApIwC+AJYD9gH9FxCdTStfXLLMkcA+wJnBbsfxawCHAxyNiy5TSC90pjyRJ8yIDTpIkVant0RIRWwP/Ao6KiJ+llF7sl4L1k5TS03XeXo4cDHq1Fz7y0Tq/weLknmbbFv/GdGfFKaVzat+LiB3IAadLqocSzkOuSyldUvkjIhYm98JZnxwgPa3BcpfUDJ38LvAIsBnwuZTSpRHxJ+AI4CDg5w3WsxOwKnBPSumJnm1Kj90E3As8VvTSGkfXerRV258cbLoH2DmlNAMgIn4N3AVcEBG3pZTerlrmR+Rg09kppeMqb0bE14Bzgf8DPtbN8kiSNM8x4CRJUjtSSndHxNPAh4CNgTYBp4jYHPgGsA25B8T/gBvJw7F6IyDToSKIcjs52PAP4PvApuQg0T3ASSmlsZ1cV5scTjUX8V+IiMqwrkupGuJVM0RxrhxQXZFSmhwRD5KHSC3d3fV0RdWQtdWAj5MDL2sA96eUdqgaAnhIdcCnavlGua8GAV8kB3E+RG6LJeAi4P9SSu/1pNwppRkRcTk54LRpF5Z7LSKuAb5MDjpdCvyWvN2H0zjgdETx+ttuF7okKaVU4uq+XLx+txJsKj7jwYi4EjiQHJC6GCAiFi3ee4ecC63aL4CvAx+NiFXt5SRJer/wKXWSJHWsko9odvWbEXEIcDewGznAcw4wlnyBPjYiVurDMtazObk30Ezgl+QeIDsDd0bEtt1c5znk3hqQh7+dVvy7rnh9qZh2WtW/S7r5WQBExAhy8OQ9ci+cvnQuOWD37+L/d3d3RRExGPg7+bdYnDxs7bfk9tj55CBPGerW1y4sV8kdNpb8fa9d9PRroxhCtg8519lV3SrpABQRQ4CtyENJ76wzy03F605V720JLALcXdPriSKIeEvx547lllaSpIHLHk6SJLUjIrYDApgFPFD1/prkpMrjyEmyX6mathNwKzlAsW9flrfGx4CvppR+UXkjIvYmB4d+FxHR1R41KaVzImIV4BjmHv52XWWIWg+SbW9QPDEPciBmWWAPYATwtZTSc91cb3dtBGxY0lDKk8h5hn4BHFvJRVUkp/4tcGhE/KU2N1BXRMQiwAHFn3d1YblR5DxOAPdXTbqAPBTsCOYOth0EDAEu7Gwy94jYh5zUu7Mm1xsK2ctWBxYEXmiQbPzZ4nXNqvcqycueabDOestIkjRfM+AkSVKVqmBHddLwJuCElNJrVbN+uZjnmOpgE0BK6baI+CuwZ0QsVtvjoQ89Rw4WtEgpXR8Rd5AToW8L3NEfBWvH+sW/Wn8iJ2Lua2eUEWyKiAXIOZXGA1+vTnyeUno3Io4nJ5f+PDkReGftUwQAAZYhB+dWJOcd+1U7yx1cBAerk4YvTg6qXlE13+XAmcCnI+KYlNKUqmmHFa9dGU63D3M/Xa89L5F71fWlEcXrlAbTK+8v3sNlJEmarxlwkiSprdr8K83AYSmli2ve37J43T4i6uXKWYbcS2JN4KFyi9hpdzbowTSGHHDakIEXcLo0pXRw5Y+IWBbYhdxbbI+I2CGl9HAflueBjmfplDWBJck9Xb7b4Gl+08lPBeyKvYt/1W4FPp5Sam9IXXXQ552iXFcDP69eLqX0VkT8mRwM+xxFECsitgLWIee0eqyzhS1+24M7O/8A1WboYS8uI0nSPM2AkyRJVVJKTdCSBHhLcjLnX0fESyml6h42Sxav3+hglcN6UJxmoCkiFmhn6FslH2O96f9rsMz44nVEg+kDRkrpf8DlxVCxC4Afk4el9ZXxHc/SKZX6sgZzBzWrdbW+HJJSuqQYlrcqOd/UfuTA0OHtLLdjF57K91tywOlwWntNVdZ9QRfLOy+o9EZqtH8Mr5mvu8tIkjRfM+AkSVIdKaV3gH9GxJ7Aw8ClRc6jSq6algvMlNJbvVSMKeQhOEsCr9dOjIgm8pPxACbXWX7ZButdrmr984pKXqHN+vhzG/VIqQT45mpLRcTideavfNfXppQ+UWd6jxRD9J6NiM8BqwCHRcRfU0p/LWHd90XEY8BGEbERuTfUZ4C3aDv8rkPzSA6n54B3gVUjYlCdPE5rFK/V+ZoqT8hrlKOp3jKSJM3XfEqdJEntKIYLXUDOc/P1qkn3Fa/dfdpbZ/y/4nXLBtPXAxYFxjUIem1T5A6qtUPx2htPfKtOhF2mkcXrQGm7TCpeV6wzbZM67z1NDgpuUTytrlcUPeGOKf48o8TfodKT6XDy0LpFgT8Wgdmu2Ifcw6uz/47tYbm7LKU0E7gHGEr9/Xu34rW6x+N95CGRW0fEYtUzF/vgR4o/by+3tJIkDVwDpdEmSdJA9gNgBnBCRFQCH78gP3b+7OKJdW1ExEIR0dNg1CXF6+m1vWaKR7efUTNfrTWAo2qW25ucv+k56j/yvacmFq8rlbXCImhSCaKMqZm2Q0Q0R8SY2uV62VhyL6fPRcTQqvIsQevv0qLoJXM+MAo4rxgi2EZEjIqID/W0YCml+4G/k5+cdlBP11e4jBxQ+TytdarLw+lSSgenlJq68G+VkspfV0SsFBFrVf+GhcrQwR9ExMJV829KHrL4OjnnVWW7pgJ/IAfiTq1Z19HkXmf/SCm9UOoGSJI0gDmkTpKkDqSUXomI35CDHicC304pPR0RhwK/A56IiJvJw2UGk4Mt25IvStfqwUdfSs5XtD/wTPHku/HkIXa7F59zB/CTBsvfDPwsInYj95Zanfw0shnkROiN8kL1xGjg08A1EXEjOUjxUkrpD51cfoOqJwVCTr6+Ezl48gb5+69WuXlW7/H1vSal9FpEXA4cCDwaETeQ8/TsTn5C3IZ1Fvs++Ql8R5KfYHgb8Ap5G9cAtgZOAp4soYgnAx8HTomIy1NKs3qyspTS5Ii4ihzAWg94qI+Tt3coIpYCzqp6a6ni9aKIqAyN/ElK6emqeX5PDsDuSNtg5hXkfeVTwCMR8Tfyfrcf+WEAR9TpVfgdcu/B4yJiA3LC+bXJSd0nAF/pweZJkjTPsYeTJEmd82NgGvC14slppJQuAzYmPzp+PXJPhgPIgZ2/UNO7qKtSSs3k4UsHAo+RhyN9kxyA+m/xebsWQ4DquZ98ATykmHc38jCg7VJK/+pJ2dpxIfm7GkEODn0fOKwLy69P2yFVh5DzKJ0LrJ9SSjXzf7h47VIuoZIcQQ5wDCUHE7YHziP3AppL8fS3fchBmwTsARwPfIzcJvseuS71WErpEeBaYGXgS2Wsk5w8vN7/B4ph5KfvVf4tWrx/UNV7y9VftK1i3/sscBw5mPlVcgDqX+T95/o6y0wkD389j3wMOB7YHLgY2Dil9Hx3N0ySpHlRU3OzT2eVJGl+EhE7kHPFnJZSOrV/S9O7IuIaciLxVXvai0eSJEnlsYeTJEmaJxVP6dsWOMtgkyRJ0sBiDidJkjRPKoY9Ld3f5ZAkSdLc7OEkSZIkSZKkUpnDSZIkSZIkSaWyh5MkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJ+v/t3Xu4lWWdP/735hBCiqJyUoo84NLUQmWUEnEU6ZvViFQz2KSlFnmar2n2tTFHZ3S0Ma1UyN84I2aeGhvFw6ROZpqIMCaeMk0XokIe2IKcD8rJ/ftjs/ew3RvcwA0b8PW6Lq8Fz/089/NZa90u1n7v+7kfAAAAKErgBAAAAEBRHdq6AHg/c+bMqSvV1zbbbJMkWbBgQakuoZHxxYZkfLEhbffRj6Zm4cLUbb115v75z21dDlsYn19sSMZXU926datp6xqggRlOAAAfcDULFzZ5BABYXwInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUFSHti4AAGBTcv8DdS1uHzqkZiNXAgCw+TLDCQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAACiqQ1sXAACwObj/gboWtw8dUrORKwEA2PSZ4QQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFEd2roAAIAPikmTJuWmm27K888/n6VLl6Zv374ZPnx4hg0blpqamrXub/bs2RkzZkwmTJiQ2bNnZ/vtt8+gQYPyzW9+M926dWu2/9FHH53a2trmHe2xx//+eeDA3HnnnenVq1eSZPny5XniiScyceLEPPPMM6mtrc3ChQuz4447ZsCAAfnbv/3b7LLLLmtdOwCwZRM4AQBsBHfddVcuueSStGvXLgcccEC6dOmSxx57LJdcckn++Mc/5rzzzlur/mprazNy5MjMnDkzffv2zeDBgzNlypSMHTs248ePz5gxY9KjR48mxxx++OGZO3dus746/cd/ZHKnTnluq62y0047pWfPno1tTz75ZL797W8nSXr27Jl999037dq1S7Vaza9+9avcd999ueiiizJ48OC1f1EAgC2WwAkAYAN744038qMf/Sjt27fP6NGjs99++yVJZs6cmZNOOin33HNPBg4cmKFDh7a6z4svvjgzZ87M8OHDc/bZZ6empiZ1dXW59NJLc8cdd+QHP/hBrrjiiibHnH766S321e2KK3LCzjsnSY488sgms63atWuXIUOG5Ctf+Ur22Wefxu0rVqzI1VdfnRtvvDEXXnhhxo4dm2233bbV9QMAWzZrOAEAbGC33HJLli1blqOPProxbEqS7t2757TTTkuS3Hjjja3ur1qtZtKkSdl2221zxhlnNAZENTU1OeOMM7Ltttvm0UcfzYsvvtiq/t7s0CGPdumSmrq6fO5zn2vSNmDAgFx88cVNwqYkad++fU499dT07ds3CxcuzIQJE1pdPwCw5TPDCQBoNHDgwPTq1Stjx47NzTffnHvuuSe1tbXp1q1bPv/5z+eEE05Ihw4dMn369FxzzTX5/e9/nwULFuRjH/tYTjrppBx88MEt9jtr1qzcdNNNmThxYmpra9OhQ4f069cvX/rSl1qc1fP000/nwQcfzFNPPZUZM2Zk8eLF2XHHHXPggQfm61//enbaaadmx5xyyil56qmncvvtt2fq1Km5/vrrGwOXfffdNyeffHL22muvJMn9D9QVfNXe3/jx45MkQ4YMadY2ePDgdOrUKZMnT86bb77Z5HK29+vvkEMOSadOnZq0derUKYccckjuvvvujB8/Pv369Xvf/u7aZpu8W1OTAYsXZ+eVM51ao6amJrvvvnumTZuWmTNntvo4AGDLZ4YTANDM+eefn+uuuy59+vTJgQcemEWLFuXaa6/NpZdemldffTUnnnhiHn/88ey9997Za6+9Mnny5Jx99tl54oknmvX1/PPP59hjj81//Md/ZOnSpTnooIPy8Y9/PJMnT855552X0aNHNztm9OjRueOOO9KhQ4f0798/n/70p9OhQ4fcddddOf744zNt2rTV1n7nnXfmrLPOyttvv52BAwemZ8+e+f3vf59TTjklU6dOLfkytcqiRYsyffr0JEmlUmnW3rFjx8ZFt1s7I6lhvz333LPF9obztLa/O7t2TZIMnz+/Vfuv6tVXX02S7LDDDmt9LACw5TLDCQBoora2Np06dcp//ud/pnv37kmSN998M1/72tdy991355lnnslhhx2W73znO+nQof6rxNixY3PZZZfl2muvzQEHHNDY16JFi/K9730vc+bMyVlnnZUvfelLadeu/vddM2bMyHe/+93cfPPNOeigg3LggQc2HveNb3wje++9d5M1gerq6nLnnXfmhz/8YS6//PJm6xM1+OUvf5nLLrssgwYNajyuYV2jG2+8sdni3D++bHjmzm3hzm1rcNjh38jhQ77Zqn0bwqZtttkmXbp0aXGfHj165IUXXmjc9/003GnuvYuCr9rfqudekz/96U95qVOnbPXuu/nsggVZ1qoK6j3++OOZPHlyOnXqlE996lNrcSQAsKUTOAEAzXznO99pDJuS+ruTffazn80vf/nLLFmyJGeeeWZj2JQkRx99dP793/89zzzzTJYvX97Ydvfdd2fGjBkZNmxY/vqv/7rJOXr06JFzzjknJ5xwQsaOHdskcPr0pz/drKaampoMHz489957bx577LEsWrQoH/7wh5vt9zd/8zeNYVPDcd/61rdyxx13tDgDa+99DsviRfPW4tVJevV+/8vUGixevDhJstVWW612n86dOzfZd337XJv+7r333iTJ0IULs3VdXea0qoJk7ty5ueiii5Ikxx57rBlOAEATAicAoIkOHTo0maXUoE+fPkmSAw44IB07dmzS1r59+/Tu3TsvvPBC5s6dmx133DFJ8uijjyZJDjvssBbPteeee6ZLly557rnnmrXNnj07jzzySF555ZUsXLgwK1asaNz+7rvv5rXXXmvxErWWZtp069YtXbt2zaxZs5q1ffbIlu/cVkpdXf16Uave+W11+5Tqs7X9LVu2LPfff3+StbucbunSpTnnnHNSW1ub/fbbLyeccEKrjwUAPhgETgBAEzvssEOT2UsNGmbNrO4yrob2pUuXNm5ruKTrjDPOWOM5lyxZ0uTvY8eOzahRo5ptX9WiRYta3L66Rbe7dOmS+euwRtH7mTp1am644YZm24866qj079+/8TK6t99+e7V9NDzP1V1y917v12dr+5swYULmzZuXnsuW5VOtnF21fPnynHvuuXnqqaeyxx575LLLLmtxvAAAH2y+HQAATaxpJk5r2lfVMNNm8ODB2XrrrVt1zPPPP58f/ehH6dy5c84555wMGDAgO+ywQ+PlY+edd17uv//+1c7iWZv6kuTX/z1qrS+p2/Pjg/Pxjx+apP4OfA2Xpa1q//33T//+/dO7d+8kyYIFC/L22283BnOrmjFjRpKkV69erTp/7969M3ny5Mbj1rW/hrqHLVjQqjvJrFixIv/0T/+U8ePHZ5dddsmoUaNa/b4CAB8sAicAYIPp2bNnpk2blmOOOSb7779/q4558MEHU1dXl1NOOSXDhg1r1v7aa68VrfG5Z3+31ouGb9etd2PgdMABBzReOtiSrbfeOr1798706dNTrVbTv3//Ju3Lli3Lyy+/nCTp1691a0P169cv48aNS7VabbG9Yfua+ps7d24mTpyYJDl63vsHbnV1dbn44ovz29/+Nn369Mno0aOz3XbbtapeAOCDR+AEAGwwAwcOzGOPPZaHHnqo1YFTw2VvLV0a98orr2Ty5MlFazzr/91RtL+WDBo0KLfeemseeOCBZoHT+PHjs2TJkuyxxx6tnuE0aNCgjBkzJo888kiWLl2aD33oQ41tS5Ysyfjx45PUzyxbnd/85jdZvnx59t577+zWitf00ksvzb333ptevXrlpz/9aeM6XQAALWnN7GkAgHUybNiw9OjRI7fddlt+8YtfZPny5U3a6+rq8tRTT2XChAmN2/r27ZskufPOO7Ns2bLG7bNnz84///M/Ny4evjkZMWJEOnTokDvvvDNPP/104/a33norV111VZL6O7291wUXXJARI0bk1ltvbbJ9zz33zIABAzJnzpxceeWVjZcX1tXVZdSoUZk7d24OOuigNc5waric7nOf+9z71j9q1Kjccccd6d69e6666qpWB2MAwAeXGU4AwAbz4Q9/OD/+8Y/zne98J6NGjcrNN9+c3XbbLV27ds3MmTPz6quvZvbs2RkxYkQOPvjgJMkXvvCF3HLLLZk4cWK+9KUvZZ999smSJUvy1FNPpXv37jn00EMzbty4Nn5ma6dPnz4566yzcumll+a0007LgAED0rlz50yaNCmLFi3KkUcemc985jPNjqutrc20adMyd+7cZm3nnntuRo4cmbFjx+aJJ57I7rvvnilTpmTq1Knp3r17vv/976+2nldeeSUvvPBCPvShD2Xo0KFrrP3hhx/OL37xiyTJTjvtlGuvvbbF/Q499NAceuiha+wLAPjgEDgBABtUv379ctNNN+XWW2/Nww8/nGeffTbLly/P9ttvn1133TXHHntsjjjiiMb9u3btmuuuuy5XX311Jk2alEceeSQ77LBDjjrqqHzjG9/I5Zdf3obPZt0NHz48O++8c2688cY899xzWbZsWfr27Zujjz46w4cPX+v+evfuneuvvz5jxozJhAkTMm7cuHTr1i3Dhw/PyJEjs/3226/22HvuuSdJ/aV5Xbt2XeN5Vr2z3x/+8If84Q9/WG09AicAoEHN6u7wApuKOXPmFBuk22yzTZL6OwVBacYXG5LxVdb9D5T7/jN0yNrdFW9T1G2VcGrO7NltWAlbIp9fbEjGV1PdunXb/P9RYothDScAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKKpDWxcAALA5u/+Buha3Dx1Ss5ErAQDYdJjhBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFBUh7YuAABgQ7n/gbq2LgEA4APJDCcAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQVIe2LgAA+OD685//nOuvvz6TJk3KnDlz0rVr1wwYMCAnnnhi+vbt26o+pk2bluOOOy5Lly7N3nvvnWuvvbbZPvPnzcg991yRKS/+PjU1Nem3x8B87nNnZJuuOzbbd+nStzPqiq9km6475lsnXZOampq1ek633/bPeeqpezP15W9k5MiRq93v6KOPTm1tba666qoccMABjduvueaaZs+hU6dO2XrrrbPzzjtnr732yhFHHJF99913tX0PHDiwvpbbb89OO+20VvUDAJQgcAIA2sSTTz6Z7373u1m8eHH69OmTgw8+OG+88Ubuu+++PPTQQ7nyyivTv3//Nfbx7rvv5uKLL86yZcvWuM+NN3w3tbUvZpdd64OdZ//4QGbPei0nn3pds0Dpdw9emwUL3srfHvvDtQ6bSurTp08+8YlPJEmWL1+e+fPnZ/LkyXnmmWfyy1/+Mvvvv3/OP//89OrVq81qBABYHYETALDRvfPOOznvvPOyePHifPWrX81pp52Wdu3qr/S/++67c9FFF+Uf/uEfctttt2WrrbZabT+33nprnnnmmQwfPjx33HFHi/s8//zDqa19MYcd/s0cPuQbSZLf3v9vGffQz/P88w/n4x8/tHHfGTNeyf9M/GX+4sDh2WmnSsFnvPY+8YlP5Pzzz2+2/YknnshPfvKTPPnkkzn55JNz7bXXZocddmiDCgEAVs8aTgDARve73/0us2bNykc+8pGceuqpjWFTknzhC1/I4MGD89Zbb+Xuu+9ebR9vvPFGrr766hx88ME54ogjVrvf9DeqSZIBf3FU47YDDxzepK3B3f/1o3Tu3DVHDD1pnZ7XxnDAAQdkzJgx2XXXXVNbW5srr7yyrUsCAGhG4AQAbHTVan3Qs99++6V9+/bN2gcMGJAkGTdu3Gr7+MEPfpCampqcffbZazzX24vnJ0k6d+7auK1zl22TJIsXz2vc9vTTv84rrzyZ/3Pk/81WW23dymfSNjp37pxvf/vbSZIHHnggM2fObOOKAACaEjgBABvd22+/nSTp2rVri+3bblsfCE2ePLnF9rvuuiuPP/54Tj755PTs2XON59q2W/0aRzNnTm3c1vDnbt16J0neeWdh7vvvn+ZjH+uf/v0/2+rn0ZYOOuigbLfddlmxYkWefPLJti4HAKAJgRMAsNFtt912SZLp06e32P7GG28kSebNm5fFixc3aZsxY0ZGjx6dvffeO1/+8pff91x77PGp1NS0y6/vHZV582Zk3rwZ+fW9o1JT0y799vhUkvo1nRYvnpsvHPX/1uNZNfXyK8n9D9Q1+6+kfv361Z/r5ZeL9gsAsL4sGg4AbHT7779/rr/++kycODGzZs1qsuj18uXLc8899zT+ffHixenSpUvj33/4wx/mnXfeyTnnnNNk7afV6dVr9xw08Mt59H/+Mz+6dFjj9oMHfSU9e+6WN96oZtJjd+RTnx6Rnj13bWxftmxJ2rfv2KpztOR3D16b3z14bbPt5527Tt21qCG4mz9/frlOAQAKEDgBABvdgQcemL333jvPPfdcvv3tb+e73/1u9thjj7z++uu56qqr8sYbb6Rdu3Z59913U1NT03jcfffdlwkTJuT444/P7rvv3urzff4LZ2bX3QbkpSmPJUn69RuYyp4Hp66uLr/6r8uy9TY75LDD6+9g9/zz4/ObX/80b73153To8KHsvc/h+cJffTdbbfXhtXqOvXr1S+/e/Zpt711/FV9+97vfNV5auK7q6upnTK36GgEAbAoETgDARldTU5N/+Zd/ydlnn50XXnghJ598cmNbhw4dcuaZZ+YnP/lJampqss022yRJ5syZk8svvzwf/ehHc8IJJ6z1Offa65DstdchTbY9PumuvPbqcxnxlYvTqVOX1NZOyS2/OCd9+34yQz9zSmbPfj0P/Pbfs2LFsow45qK1O9/HB+fwId9stn3okPpw6Mknn1zvwGnevPpFz1e3FhYAQFsROAEAbaJHjx752c9+lokTJ+app57KwoUL07NnzxxxxBFZvnx56urq8pGPfCQf+tCHkiTPPPNM5s6dm86dO+eMM85o0tfChQuTJK+88kpOOeWUJMmPf/zjJJ1Xe/7Fi+fl/t/8a3bf/aDss8/hSZJHxt+cDh065StfvSSdO9cHXe+8szDjHvp5hg49Odvv0Kfwq7Du6urqGhdV32233dq4GgCApgROAECbadeuXQYNGpRBgwY12X7LLbckSQYMGNDsmOnTp692sfHFixfnqaeeSpKsWLFijee+79c/zbJl7+QLf3VW47YZb76c7t37NoZNSfKRj+yTJHlzxiubVOD02GOPZd68eWnfvn3222+/ti4HAKAJgRMAsEl55513cuutt6ampibDhw9v3H7ooYfm0UcfbfGYJ554Iqeddlr23nvvXHvtqgt1t3xXuD//+Y956sl7cuhfHp8ddvxI4/aamnZZuuydJvsuXVZ/2Vu7mk3n5r5vv/12rrzyyiTJ0KFDs+OOO7ZxRQAATW0635wAgA+Ul156Ke+80zTcmTdvXs4999y8/vrr+eIXv5g99tij+HnffXdFfvVfl2W77Xpn8KFfa9LWs+eueWvm1Lz652dX7vtunn7yv1NTU5Meq9zBri09+eSTGTlyZF5++eX07t073/72t9u6JACAZsxwAgDaxM0335yHHnoolUol3bt3z/z58/P000/nnXfeyeGHH54zzzxzg5z394/eltrpL+bY4y5Lx45bNWkbNPjY/OEP9+Xn152eXXf7i8ydMz21tS+m/35Hplu33hukntV55plncuGFFyZJli9fnvnz5+fFF1/MrFmzktRfbnjeeeelW7duG7UuAIDWEDgBAG3i0EMPzezZs/PSSy/l2WefTZcuXfKJT3wiw4YNy5AhQzbIORcsmJUHfntN9tzzkFT2HNSsvUePXXLc13+S3/7m6rw4+X+y1VZb56CDvpTPfPbvNkg9a/Laa6/ltddeS5J06tQpW2+9dXbaaaccccQRGTp0aPbZZ5+NXhMAQGvV1NW1vLYBbCrmzJlTbJA23Fp7wYIFpbqERsYXG5LxtW7uf2DT+54zdEhNW5fQTLftt2/885zZs9uwErZEPr/YkIyvprp167bp/SPDB5Y1nAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQVIe2LgAAYH3d/0BdW5cAAMAqzHACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUJTACQAAAICiBE4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABQlcAIAAACgKIETAAAAAEUJnAAAAAAoSuAEAAAAQFECJwAAAACKEjgBAAAAUFSHti4AAOCD5P4H6lrcPnRIzUauBABgwzHDCQAAAICiBE4AAAAAFOWSOgBgvbz++uu55pprMmnSpCxYsCA9evTI4YcfnhNOOCGdO3deq75eeOGFTJo0Kc8//3z+9Kc/pba2Nkly++23Z6eddtoQ5W8RJk2alJtuuinPP/98li5dmr59+2b48OEZNmxYamrW/lK92bNnZ8yYMZkwYUJmz56d7bffPoMGDco3v/nNdOvWrVV93H333bnooouSJMcdd1xOO+201e67cOHC/OIXv8i4cePyxhtvpKamJt27d88nPvGJjBw5Mj169Fjr5wAAtC2BEwCwzqrVak455ZQsXrw4lUol/fv3z3PPPZcbbrghEydOzL/927/lwx/+cKv7+9nPfpaHH354A1a85bnrrrtyySWXpF27djnggAPSpUuXPPbYY7nkkkvyxz/+Meedd95a9VdbW5uRI0dm5syZ6du3bwYPHpwpU6Zk7NixGT9+fMaMGfO+AdCsWbMyatSo1NTUpK6u5TWrGrzyyis5/fTTM3PmzPTq1SsDBw7Mu+++m1dffTW/+tWv8vnPf17gBACbIYETALBOVqxYkfPPPz+LFy/Oqaeemq997WtJkmXLluXv//7vM2HChPz0pz/N9773vVb3uc8++2S33XbLXnvtlT333DPHH398Zs+evaGewmbvjTfeyI9+9KO0b98+o0ePzn777ZckmTlzZk466aTcc889GThwYIYOHdrqPi+++OLMnDkzw4cPz9lnn90YGl166aW544478oMf/CBXXHHFGvu49NJLs3Tp0hx55JG59957V7vfggULcvrpp+ett97KmWeemb/5m79pMiPrtddeW6vAEgDYdFjDCQBYJ+PHj8+0adOy22675bjjjmvc3rFjx5xzzjlp3759fvWrX2XevHmt7vNrX/taTjrppAwePNislla45ZZbsmzZshx99NGNYVOSdO/evfESthtvvLHV/f2pU6dMmjQp2267bc4444zG8KempiZnnHFGtt122zz66KN58cUXV9vHb3/724wbNy4jR45M796913i+a6+9NjNnzsyIESMyYsSIZpf/9enTp9WX8AEAmxaBEwCwTsaPH58kOfzww5sFBTvuuGP69++f5cuXZ+LEiW1R3gdCw3swZMiQZm2DBw9Op06dMnny5Lz55put6u/BlbOJDjnkkHTq1KlJW6dOnXLIIYc0Oe97zZs3Lz/+8Y9TqVRyzDHHrPFcS5YsyT333JN27drlq1/9aqvqAwA2HwInAGCdNMxy2XPPPVtsr1QqTfajrEWLFmX69OlJ/ve1XlXHjh2zyy67JGn9e/DCypBpXd/Tn/zkJ5k/f36+//3vp3379ms+1wsvZMGCBdlll13SvXv3/P73v8/o0aPzwx/+MDfccEOmTZvWqpoBgE2TNZwAgHXScAe51V361rC9IRShrIbXdZtttkmXLl1a3KdHjx554YUXWv0evNGxY+Nxq+tv1XOvasKECbnvvvvy1a9+tcUA7L1eeeWVJMnOO++c733vexk3blyT9quvvjpf//rXc9JJJ7WqdgBg0yJwAgDWyeLFi5MkW221VYvtnTt3brIfZb3f65+s/XuwqF27Nfa5uv4WLVqUSy65JDvvvHNGjhzZqnPNnz8/SX1QlSTf+ta38vnPfz4dO3bMgw8+mNGjR+e6665L7969c9RRR7WqTwBg0+GSOgBgvbx3/aYGdXV1G7mSD5aG13d1r/+q+7S6z5WPa/uejho1KjNnzszZZ5+9xgBsVStWrGh8POaYY3LiiSemZ8+e2X777fPlL385p5xySpLkZz/72Vo9BwBg02CGEwDQogsvvLDZtk9+8pMZNmxYkqRLly6ZP39+3n777RaPX7JkSeN+rL2pU6fmhhtuaLb9qKOOSv/+/Rtf19W9/snavwcffvfdNfbZUn+PP/547rrrrnzuc5/LQQcd1KrzvLePhjG1qmHDhuWKK65IbW1tXn/99ey8886t7hsAaHsCJwCgRffee2+L2xvCgV69emX+/PmZMWNG+vXr12y/GTNmNO7H2ps1a1aL78H++++f/v37p3fv3kmSBQsW5O2332683G1Va/se7LR8ef60ynGt6a/hjnVTpkxpnJXUoGGtp9/85jd59tln06dPn5x77rlJ0lj/e//coHPnzunWrVvmzJmTWbNmCZwAYDMjcAIAWvToo4+usb1fv36ZPHlyqtVqDj744Gbt1Wq1cT/W3gEHHLDG92DrrbdO7969M3369FSr1fTv379J+7Jly/Lyyy8naf17sNc77+S3W2/d+N6915re08mTJ6+23zfffDNvvvlmFi5c2Lht1YXF58+fnx122KHJMe+++27j/i2FaQDAps0aTgDAOhk0aFCS5MEHH2zWNmvWrDz99NNp3759Pv3pT2/s0j4wGt6DBx54oFnb+PHjs2TJkuyxxx6tnuF02KJFSZJHHnkkS5cubdK2ZMmSxtlMgwcPbtx+5pln5tFHH23xv2984xtJkuOOOy6PPvpobrzxxsbjevbs2Rg6PfHEE81q+cMf/pBly5Zlq622ysc+9rFW1Q8AbDoETgDAOjnkkEPy0Y9+NFOmTGkSJCxfvjyXXHJJli9fnr/6q7/Kdttt1+S4W2+9NSNGjMgFF1ywkSve8owYMSIdOnTInXfemaeffrpx+1tvvZWrrroqSXLsscc2O+6CCy7IiBEjcuuttzbZvveSJRkwYEDmzJmTK6+8snGR8Lq6uowaNSpz587NQQcdVGzW2te//vUkyb/+67/m1Vdfbdw+a9asXH755Unq16zq2LFjkfMBABuPS+oAgHXSoUOHXHjhhTn11FNz1VVX5cEHH8zOO++cZ599NrW1tdltt93yd3/3d82Omzt3bqZNm5btt9++WduECROa3JVs/vz5SZK///u/bwwdDj744Jx44okb6FltXvr06ZOzzjorl156aU477bQMGDAgnTt3zqRJk7Jo0aIceeSR+cxnPtPsuNra2kybNi1z585t1nbuuedm5MiRGTt2bJ544onsvvvumTJlSqZOnZru3bvn+9//frH6Dz/88Hzxi1/M7bffnuOOOy777rtvOnbsmD/+8Y9ZsGBB9tlnn5x66qnFzgcAbDwCJwBgne255565/vrrM2bMmEyaNClTpkxJjx49cuyxx+bEE09c6zvUzZkzJ88991yz7auuD9S3b9/1rntLMnz48Oy888658cYb89xzz2XZsmXp27dvjj766AwfPnyt++vdu3fjezphwoSMGzcu3bp1y/DhwzNy5MgWg8L1cfbZZ+eTn/xkbrvttjz33HNZsWJFPvKRj+S4447LiBEj0qlTp6LnAwA2jpqGqdKwqZozZ06xQbrNNtskqb+jD5RmfLEhGV9rdv8Dm//3maFDatrs3N1WCZHmzJ7dZnWwZfL5xYZkfDXVrVu3tvvHBN7DGk4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIrq0NYFAAC01v0P1LV1CQAAtIIZTgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAojq0dQEAACT3P1DX4vahQ2o2ciUAAOtP4AQAbJGmT3+prUt4X71779bWJQAAbBACJwBgi3TG6Qe2dQnv65e3zmrrEgAANghrOAEAAABQlMAJAAAAgKIETgAAAAAUZQ0nAGCTs7o7tq2NK0Y9VqASAADWhcAJANgiuQMcAEDbcUkdAAAAAEUJnAAAAAAoSuAEAAAAQFHWcAIA2kyJxcG3dGt6jYYOqdmIlQAAtJ7ACQBgM7W2gZ2ACgDYWGrq6vxmkQ+OCy64oC5J/vEf/9E3boozvtiQjC82JOOLDcn4YkMyvmDTZQ0nAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCh3qQMAAACgKDOcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoKgObV0AbEiVSuXTSf4hycAkWyWZkuRnSUZXq9UVa9lXTZKvJTkhySeSdE5Sm2RSkn+oVquTC5bOZqDk+HpPv9cmOXHlX/tVq9Up61srm58S46tSqfRL8sUk/ydJvyQ9k8xJ8miSK6rV6u82QOlsAiqVSp8kFyb5bJIdkkxPcmeSC6rV6pyN3Q9blvUdF5VKZYckw5N8Psm+SXZOsjTJH5Ncl+S6arX67gYpnk3ehvjcqVQqxyW5YeVfR1ar1TEFSgXehxlObLEqlcqwJA8nGZzkjiRXJflQksuT3LKWfW2V5L+S/DxJryS/SHLFyv4HJNmjUNlsJkqOr/f0+1epD5sWFiiTzVTB8fXPSS5JfdB0b5IfJ5mQ+h/yHqxUKqcXLJtNRKVS2S3JE6n/BcljqR83Lyf5dpL/WfnD/kbrhy1LoXHx10muSXJQkt+n/jvV2CT7JBmT5D9X/qKPD5gN8blTqVQ+kmR0fLeCjc4MJ7ZIlUqla+q/yKxI8pfVavXxldvPS/Jgki9XKpVjqtVqa39w+3GSLyT5l9TPZmryW7dKpdKxWPFs8jbA+Grot/vKfn+Z+mDz0KKFs1koPL5+neSH1Wr1qfec49Ak9ye5rFKp3FqtVqcXfRK0tf8vSY8kp1er1dENGyuVyk+SnJnk4iQnb8R+2LKUGBeTkxyV5J5Vv1NVKpXvpz5k+FLqZ2eOLVs6m4Ginzsrg8vrksxKcnuS7xatFlgjM5zYUn05SfcktzT8sJYk1Wr1ndRfopIkp7Smo5W/aTk59ZfOndvSFO9qtbpsvStmc1JsfL3Hv698PG39ymMzV2x8VavVn783bFq5fVySh1I/a+rT61swm45KpbJrks8kmZr6mXGr+scki5IcV6lUPrwx+mHLUmpcVKvVB6vV6q/e+52qWq3WJrl65V//skTNbD420OfO6UkOT/2MqUUFygTWgsCJLdXhKx9/3ULbw0kWJ/l0pVLp1Iq+vpL6/1euT9K1UqkcW6lUzqlUKt+qVCq7lymXzUzJ8ZUkqVQqxyc5OsnJ1Wp11voWyGat+PhajYagfPl69sOmpWH8/KaFH+YXpP6Syi6pXxtsY/TDlmVjjAufTR9cRcdXpVLZK/WXlV9ZrVYfLlko0DoCJ7ZUlZWPzRbyrlary5O8kvpLSndtRV9/sfJx2yQvJbkxyQ+S/FuSyZVK5apKpdJ+vStmc1JyfKVSqfRNcmWSm6rV6p2FamTzVXR8tXiC+jE3JPXhlS/hW5bVjp+VXlz5+H5rD5bqhy3LBh0XlUqlQ+pv0JK0HLqzZSs2vlaOpRuT/DnJ99e/NGBdCJzYUm278nHeatobtm/Xir56rHy8MMnjqb+byjap/2HtpSSnJjlvnapkc1VsfFUqlYbZcwtTP+0bSn5+NbNyZtTNSTol+Sd3GtvilBo/G3Qcstna0OPiktQvHH5vtVq9bx37YPNVcnydn2S/JMdXq9W317MuYB1ZNJxNVqVSmZqk71occnO1Wj22lfs23PmkrhX7Nsxemp5k+Cr/aD1YqVS+nOTJJN+pVCo/qFarS1tfLm1pExpfZ6Z+cfDP+8F/y7EJja8mVs7GvDHJwalfnP5Ha9sHm711Hj8bqB+2LOvz+XR6krOSvJDkuJJFscVo1fiqVCoHpn5W04+r1er/bPCqgNUSOLEpeynJO2ux/xur/LnhNyDbtrRjkq7v2W9NGkKAX7/3NyTVavUPlUrllSS7JdkryR9aWSttr83HV6VS6Zf6u61cV61W712LWtj0tfn4eq+VYdNNqb8d+X8mObZarQoLtjylxs8GGYds9jbU59Npqb+0/E9JhlSr1dnrVh6bufUeX6tcSjc5rkCANidwYpNVrVaHrM/hSQak/hrvJ1ZtWPkP0S6pX4zy5Vb29Zkkc1fT3hBIdV6XQmkbm8j42jv1lzWdUKlUTljNPi9WKpWkfnbdnetRMxvRJjK+3nvcL1IfNv0iydeq1eqK9aiRTVd15ePq1jjpt/JxdWuklO6HLUvxcVGpVM5IcnmSZ1MfNs1Y5+rY3JUYX1uvcvw7K79Dvdc1lUrlmtQvJn7G2hYJtJ41nNhSPbjy8bMttA1O/R0uJlar1SWt6OuBlY/7vLdh5VooDf/4TV3LGtl8lRpfU5Ncu5r/alfuc+vKv09dr4rZnJT8/EqlUvlQkttSHzbdkOQ4YdMW7XcrHz+zco24RpVKZZvUX075dpJHN1I/bFmKjotKpfK91IdNTyc5TNj0gVdifC3J6r9bPbVyn0dW/t3ldrCBmeHEluq2JD9MckylUhldrVYfT5JKpbJVkotW7vOvqx5QqVS2TdI7ybxqtTp9lab/Tv1Mgv9TqVSGVqvV+1dpOy/1037HVavV2vBBUWR8VavVp5N8s6UTVCqVh5L0SvL9arU6ZQM8BzZdxT6/Vobityf5XOq/XH/rvbeaZstSrVZfqlQqv0n9zNzTkoxepfmCJB9O8m/VanVRklQqlY6pvyx8WbVafWld++GDodT4Wtl2XupvyPJEks+4jI4S42vl8her+271T6lfSPz6arU6ZkM9D+B/CZzYIlWr1fmVSmVk6n9we6hSqdySZHaSo1J/y9XbUr9g7qqGJ7ku9XcMO36VvpZWKpWvJ/lNkv+uVCp3JJmW5C9SP9tgZpJvbdAnxCal5PiC9yo8vq5Ofdj0VpLXk5zfwuUFD1Wr1YfKPgva2KlJJiYZValUhiR5PslBSQ5L/aUo566y784r26cl+dh69MMHx3qPr5Xfqy5MsiLJ+CSnt/DZNLVarf58gzwDNmWlPr+ATYBL6thirVzv5tAkDyf5UpL/m2RZku8kOWZtFsutVquPpH5NlbEr+zw9ya5J/j3J/tVq1RoWHzAlxxe8V8HxtcvKxx1Tf4vof2zhv78sVTebhpW/6R+Q5Oep/0HtrNTPAhiV5FPVanXWxuyHLUuhcdHw2dQ+yRlp+bPp+IJls5nwuQNblpq6Oj8TAQAAAFCOGU4AAAAAFCVwAgAAAKAogRMAAAAARQmcAAAAAChK4AQAAABAUQInAAAAAIoSOAEAAABQlMAJAAAAgKIETgAAAAAUJXACAAAAoCiBEwAAAABFCZwAAAAAKErgBAAAAEBRAicAAAAAihI4AQAAAFCUwAkAAACAogROAAAAABT1/wMPDh6smJ8/JgAAAABJRU5ErkJggg==\n", 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" + "
" ] }, "metadata": { "image/png": { - "height": 711, - "width": 821 - } + "height": 512, + "width": 590 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -1713,20 +2135,28 @@ "cell_type": "code", "execution_count": 31, "id": "68a7a343", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:30:52.941985Z", + "iopub.status.busy": "2022-06-01T12:30:52.940663Z", + "iopub.status.idle": "2022-06-01T12:30:53.435409Z", + "shell.execute_reply": "2022-06-01T12:30:53.431969Z" + } + }, "outputs": [ { "data": { - "image/png": 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y1a9+Nb/73e9y4IEHVnt/Y4579XugvoqaX7WZM2dOLr744iRJx44d89WvfrXWtuYumlPRcqvq/LG2mKvGu2jRohr3U5Tjpphaapw1JC+qbn9/XtTl7bffzpNPPpkkGTJkyFpXu6uoqMjQoUNz4IEHZqeddkqfPn2ycOHCvPDCC7n++uvz+uuv57XXXsspp5ySUaNGZbPNNqt3LFDU3Bo0aFBGjBiRIUOGlE/ivvnmm7n33ntz7733ZunSpbnoootSUVGRE044odZ4zF00p6LmV22WLVuW733ve1mxYkWS5Bvf+Eatbc1dNERDxnCyKl8WLVrU4DHc1N9/kqRHjx7rvB/nANsn49q4prqi5cXaTJ06NT//+c/L/Zxxxhl19nPQQQdl6NCh2WabbdKjR4/yQ+Wuu+66zJkzJ/fdd1++/OUv549//KPVFdcjRcyLioqK7Lnnnhk2bFh22WWXbLzxxlm6dGkmTJiQG2+8Mc8++2ymTZuW0047LX/961+zyy67NDqW1fE05pgpriLmRW3+8Y9/lNvXZ/V48wW1KdrfzqY4J1a0Y6Z1tLdx8swzz+Saa65Jsurm9RNPPLHWthtuuGEOPvjg7Lffftlqq63StWvXcrH2jTfemEWLFuX666/PwoUL87Of/aylDoE2oIh5sa7XE1rqGgnFVcS8qM3f//73lEqlJMmxxx671vbmC9qCQhYHLV26NEnq9cW76oX91e9rSxq63NioUaNqfMrDfvvtl5NOOilf+9rX8uijj+b111/Pr3/965x33nlNGS7tXBFz69RTT81ZZ51V7fcf+MAHcswxx+S6667LRRddlBUrVuT888/Pfffdl65du67RtjHH3Rb/ntC2FTG/arNixYp8+9vfzltvvZUk+dKXvlTtYlNV5i6aU9Fyq2q/a7sBter2JUuW1Lifohw3xdRS46zqE1HW1lddeVGX2267rXzCpj7fu37961/XOHfts88++cxnPpMLLrggt9xyS2bOnJn/+q//yq9//et6xwJFzK0RI0bk2GOPrXZDxR577JHDDjssDzzwQM4666wsX748l156aQ466KD0799/jbbmLlpCEfOrLhdffHGef/75JKsuOBx00EG1tjV30RBVx3xD8qWhY7gh/dTn+09T7cc5wPbJuDauqa5oeVGXxYsX58wzzyyv3HDBBRfUuerWww8/XONno4985CM5+eSTc/rpp+fFF1/ME088kb/97W855ZRT6h0LxVbEvDjvvPNqHM9DhgzJpz71qfziF7/I73//+yxatCjnn39+brrppjW+v7fUMVNcRcyL2tx2223l10cfffRa25svqE3R/nY2xTmxoh0zraM9jZOZM2fmq1/9aiorK1NRUZEf//jHaxTPVTVgwIA8/PDDNW4/8MADc9JJJ+Vzn/tc3n777dxxxx057LDDMnz48OY+BNqIIubFul5PaKlrJBRXEfOiNqu/Y3Tt2nWtK8yZL2grmrU4aMcdd1znfVx66aU57rjj1vjd6hv7ly9fvtb3V52I3l8Q0NqWLl2ae+65J8mqPwof/vCH1/qeupZ/7dmzZ37xi1/k4IMPzpw5c3LDDTfkW9/6lifstkNy69/WtiTypz/96Tz33HO58cYbM3369Nx777056qij1mjTtWvXLF68uEHH3db+ntB05Nfa/eAHP8gjjzySJBk2bFi+/OUv19ne3EUit2rqd21LxFbd3q1btxr3U5TjpnkVPb+q/s1fW1915UVdVj+UoUuXLjnssMPW2r6uuatz58754Q9/mPHjx2fSpEkZPXp0pk2bVudNSRST3Pq3ta3suPoz4f/+7/9m8eLFufHGG/OlL31pjTbmLqqSX2t3+eWXZ9SoUUmS3XffPRdeeGGd7c1dNETVMd+QfGnIGG5oP/X5/rN6P3Xl7Nr24xxg+2VcG9dUV7S8qE1lZWW+9rWv5eWXX06SnHjiidU+B75fXZ+NNt544/zyl7/MoYcemuXLl+cvf/mLm73XI0XMi7rGc0VFRb7xjW/kmWeeydixY/PCCy/k6aefzt57792oWKrG09BjpriKmBc1mTZtWsaOHZtk1YNEt91227W+x3xBbYr2t7MpzokV7ZhpHe1lnCxYsCBnnHFG3n333STJt771rQwdOrTW9mu7f2XrrbfOZZddlpNOOilJ8pe//MXN3uuRIubFul5PaIlrJBRbEfOiJuPHj8/kyZOTJMOHD1/rNXPzBW1Fh9YOoDF69OiRpH7LzC1evLja+9qKMWPGZN68eUmSI488Mh07dlznffbq1at8s9uiRYvKTxeF+mgvufV+J5xwQvn1k08+WW17Y467rR8zbU97ya+f/exnuf7665OsemLEL37xi3Wev8xdrIui5VbVftcWc9V437/MbtGOm2JqqXHWkLyour0+y08nybPPPpuJEycmSQ466KC1FpfXR6dOnfLJT36y/PMTTzyxzvtk/dFecuv9TjjhhPKTiZvqe1fV90F9tJf8uu666/I///M/SZJtt902V1xxRaNzczVzF1U1ZAwn/86Xho7Dpv7+kyQLFy5c5/04B9g+fn8b/QAAFgJJREFUGdfGNdUVLS9qUiqV8p3vfCcPPfRQkuTQQw9da9F0fQwaNKj80MY33ngj06ZNW+d9UgztIS9qUte10JY6ZoqrveTFbbfdlpUrVyap36pB9WG+WH8V7W9nU5wTK9ox0zrawzhZunRpvvzlL+eFF15Iknz+85/P6aefvs773WeffbL99tsnSZ566qnynET71x7y4v3Wdj2hpa9BUjztJS9uvfXW8utjjjmmSfZpvqAlNOvKQXfdddc672PAgAHVfjdw4MA888wzWbRoUebNm1fnzV3vvPNOkmSjjTZqc6sQrH56ddJ0fziSlP9wJHFyop2SWw2ztpzYZJNNMnPmzPITIeqy+rgHDhzYdAHSpsiv2l1xxRW54oorkiS77rprLr/88iar2Dd3tX9ya5Wq88e0adOy++6719p2dbxJsummm1bbT5GOm+ZV9Pyq+pShtX0eq7q9vp/HmuOETWLuWh/IrYbp169f+vTpk9mzZ9eYE+YuqpJftbvjjjvygx/8IEmy+eab509/+lM22mijBsVXG3MXq3Xt2jV9+vTJnDlz1jqG586dW75419A5omr7huRKTd9/Vps2bVqdObE6tysqKqrF6xxg+2ZcG9dUV7S8qMkPfvCD3H777UmSj370o7nsssvSoUPTPPtyu+22KxcdWVVx/dEe8qImdX3Wb6ljprjaS17cdtttSVY97f7www9vUGx1MV+sn4r2t7MpzokV7ZhpHUUfJ6tXJX388ceTJCNHjsy5557bZPvfbrvt8tprr2Xp0qWZM2dOk53XpW0rel7Upq7vGC19DZLiaQ95sWzZstx9991JVq0quv/++zfZvs0XNLdmLQ7abrvtmn2/EydOzJ577llju8rKykydOrVZY2ms9957L48++miSVTdYDx48uJUjokjkVsOsfnp1bbbffvu88MILmT9/fmbMmJH+/fvX2G769OlZsGBBkmIcN40jv2r217/+NT/72c+SrIrrD3/4Q3r27NnKUVEkcivV+l69kkltJk2alGTVU1m22mqrOvfT1o+b5lX0/OrZs2c23XTTvPPOO2vNi6rb69PX8uXLc+eddyZZVbhwwAEHNDi+2qztMybFJ7carq68MHdRlfyq2ZgxY3Luuedm5cqV6d+/f66++uomvRBi7qKq7bffPv/6178yZcqUVFZWplOnmi8VrMscUfUCckNyZdttt11j2/tze+edd17rfjbddNNqTxl0DrD9M66Na6orUl6832WXXZa//e1vSZIPfvCD+dWvfpXOnTs3KLa6+Gy0/ipyXtSmPtdCm/uYKbai58ULL7yQCRMmJEmGDRuWPn36NCi2upgv1l9F+tvZVOfEinTMtJ6ijpOVK1fmnHPOyQMPPJAkOeyww3LxxRc3aR/mjPVXUfOiLnWN59a4BknxFD0vHnzwwcyZMydJcuSRR6Zjx45Ntm/zBc2taR6t1ML23nvv8uv3L1lX1fPPP1+uKNxrr72aPa6GuP3221NZWZmk6ZY0Xu31118vv67pKapQm/aQWzV57bXXyq9ryomqx/3kk0/Wup+q24pw3LQtRc6vW2+9NZdcckmSZNCgQU365OrVzF00VtFya/fddy/fxFBXvMuWLcv48eOrvWe1oh03xdSS42x1X5MmTcqMGTNqbVc1jvr09dBDD5VP2BxxxBG1nnBqjLV9xoTatIfcqsmsWbMye/bsJGv/3mXuorkUOb/Gjh2br3/966msrEyfPn3ypz/9KVtuuWWjYquNuYuqVo/hRYsW5YUXXqi13bqcD9tiiy3KY62uc25Vt2+yySbZYostaow1qTu3Z8yYkcmTJ9caq3OA7Z9xbVxTXZHyoqrf/va3+cMf/pBk1bmx3//+9022iv1qVc9JWwVi/VLUvKhLfa+FNucxU2xFz4uqq8c35/035ov1S5H+djbVObEiHTOtp6jj5MILLyw/UHDYsGFNuirpaqvnjC5dujRpoSptX1Hzoi71/Y7REtcgKaai50XV7xjHHHNMk+7bfEFzK2Rx0L777ptevXolWZWApVKpxnY333xz+fXBBx/cIrHV19///vckq5Y0PvLII5tsv/Pnzy9/kN1ggw2y++67N9m+af/aQ27V5Prrry+//uAHP1ht+0EHHVT+wnfTTTfVup/Vx92hQ4ccdNBBTRwl7V1R8+sf//hHvvvd76ZUKmXgwIG5+uqrm/zEt7mLdVG03OrZs2eGDh2aZNUNoLUtnzt69OjyE31rirdox00xteQ4Gz58ePn1LbfcUmObxYsX55577kmy6ikz22yzzVr3W/WEzbHHHtuo2GpSWVm5xufGmj5jQm3aQ27V5Prrry8fS005Ye6iJRQ1v55++ul8+ctfzrJly9KrV69cddVV2WGHHRoVV23MXbxf1bFf2/mwlStXlj9Pbbjhhtlvv/0a1EdFRUU5VyZOnFh+AML7jR8/vvx0wOHDh1d7at4222xTfmLgPffck8WLF9e4n6q5WFNuOwfY/hnXxjXVFSkvVvvzn/+c//3f/02SDB48uFlWsZ86dWr+7//+L0my5ZZbutl7PVPEvFibtV0LbYljptiKnBeVlZXl64x9+/bNgQce2KC46mK+WL8V6W9nU50TK9Ix03qKOE4uvfTSjBo1KkkydOjQ/PKXv2zSBwomyVNPPZVXX301yaob4pu68Ii2rYh5UZf6XE9oyWuQFFOR82L27Nl5+OGHkyQ77bRTdtpppybbt/mCllDIUdWlS5ecfPLJSVZV0F111VXV2owbN678B2XffffNHnvsUeO+dtxxx+y4444tejHk1VdfzYsvvpgk2X///eu9+sLDDz+cJUuW1Lp94cKF+frXv15+MvYnP/nJdOnSZZ3jZf1RtNx65ZVX8sYbb9TZ5vrrry9/wevfv39GjBhRrU3//v3LRXqPPvpo+UNpVXfffXceffTRJKueNtS/f/91DZ/1TNHyK1mVD9/85jezYsWK9OvXL3/6058a/NQ6cxfNrYi59fnPfz7JqhMqP/jBD7JixYo1ts+aNSs//elPk6z68jty5Mhq+2jK44batGR+jRgxIoMGDUqSXH755ZkyZUq1Nj/5yU8yd+7cJMlpp5221vjnzJmTBx98MMmqm4l23nnntb4nSR577LHMmzev1u3Lly/P+eefX36ay7Bhw7LpppvWa9+QFC+33nzzzfI5jNo88MAD+c1vfpMk6datW44//vhqbcxdtISi5VeSvPTSS/nCF76QRYsWpXv37rn88suz2267reVI12TuojH22GOP7LPPPklWXZgbN25ctTZ//OMfy+PmlFNOqbai6eOPP17Ole985zs19nPqqaemY8eOSZJLLrmk2jmCJUuWlFcr7tSpU0499dQa97P6e9ScOXNy2WWXVds+ZcqUXH755UmSrbbayjnA9ZRxbVxTXdHy4qabbsqll16aJNl6663zpz/9qcFPUL3//vtTWVlZ6/aZM2fmq1/9apYvX54k+cxnPtOg/VN8RcqL8ePHZ/r06bUeS6lUys9//vP885//TLLqpqWqq0c05THTvhUpL97vkUceyXvvvZdk1erx9R275gvWpqXyoik01Tkx8wX1UaTcSJJf/epXufrqq5MkQ4YMyW9/+9sG35Ny33331Vp0lyRvvPFGvv3tb5d/Nmesf4qUF011PaE5ru/TvhQpL97vzjvvLH8PaMiqQeYL2oqmLYFuQaeddlruuuuuTJ48OZdddlmmTJmSww47LN26dcvjjz+e3//+96msrEy3bt3y3e9+d536evjhhzNz5szyz6ufUpKsuoBf9ckK3bt3zyc+8Yk691e1UrYhT6++8sorc/bZZ2fEiBHZe++9M2jQoPTo0SPz58/PuHHjct111+Xtt99Osuqpc2eeeWa99w2rFSm3XnjhhZx//vnZb7/98tGPfjSDBw9Onz59smLFikycODG33357+aJnx44dc/HFF6d79+41xvKNb3wjjzzySGbNmpVvfetbef755/Oxj30sSfLggw/mT3/6U5Jko402yte//vV1Om7WX0XKr/Hjx+fMM8/M8uXL07lz55x33nmprKzMhAkTau1z4MCB2XDDDdf4nbmLllCk3EpWPY3o8MMPz5133pn7778/n/vc53LqqadmwIABmTBhQn7/+9+X8+Lb3/52evfu3erHzfqrpcZZ586dc8EFF+SLX/xiFixYkBNPPDFf+tKXsscee2Tu3LkZNWpU7r333iSrnp5y9NFHr3WfVU/YNOR716233povfelLOeigg7Lffvtlm222Sc+ePbNw4cK88MILueGGG8rLqPfr1y/f+973GnHErO+KlFtvvfVWTjnllAwZMiTDhg3LTjvtVH7IydSpU3Pvvffm3nvvLZ/oPOecc2p9iqq5i5ZQpPyaMmVKTjvttPKFuK997Wvp1atXnd+7+vXrl379+q3xO3MXjfW9730vJ554YpYsWZLPf/7z+eIXv5j99tsvS5YsyV133VV+Av3WW2+dz33uc43qY5tttslpp52WK664Is8//3xOPPHEnH766Rk0aFCmTp2aK6+8slyEetppp2XrrbeucT/HHntsbrrppjz99NP561//mpkzZ2bkyJHp3bt3nn322fz2t7/NggUL0qFDh3zve9+r9emvzgG2f8a1cU11RcmL++67LxdccEFKpVJ69uyZ733ve5k1a1ZmzZpVa79bbLFFtes+P/zhD7N8+fIccsgh2XPPPbP55punW7dumT17dh5//PFcf/31mT17dpJVn9NOOumkRh0zxVaUvHjkkUdyxRVX5IADDshHPvKRbLfddtlwww2zbNmyvPLKK7npppvyzDPPJEk22GCDXHLJJbWustISx0yxFSUv3q/q6vENuXHPfEF9tNTfzqrXF5NV1xxXe+SRR/LWW2+Vf95yyy3LN9pW1VTnxMwX1EdRcuPaa6/Nr3/96yTJJptskrPPPjtvvvlmnX1us8021W5O/8pXvlJ+aMcee+yRgQMHpkuXLpk+fXoeffTR3HjjjVm0aFGS5NBDD83HP/7xhh8shVeUvGiq6wnNcX2f9qcoefF+q79jdOrUqfxgpvowX9BWVJTqKlNr4954442cccYZmTx5co3be/bsmZ/+9KcZNmxYrfvYcccdkySbb7557r///hrbnHzyyXniiSfqFVNd+0lWLYN24IEHZvr06endu3ceffTRelej1zeOfffdNz/96U8taUyjFSW3br755px33nlrfW+fPn3yox/9qMZlkat65pln8pWvfCUzZsyocXv//v3zm9/8Jh/4wAfqFTPUpCj59atf/ap8kqS+Lr300hx33HGNisPcxboqSm6ttmTJknz1q1/NQw89VOP2Dh065Mtf/nLOOuusOvtoiuOGtWmp/EqSG264IRdffHG5qOf99thjj1x++eX1Wn31U5/6VJ555pl07NgxDz30UL2fjv2d73yn1qXPqxo8eHB+/vOfZ/vtt6/XfuH9ipJbjz/+eE455ZQ6jmSVDTbYIOedd15OOOGEOtuZu2gJRcmv+p7XqOrMM8+s9hnR3MW6uP/++3P22WdnwYIFNW7feuutc8UVV2Srrbaqtq3qHHHsscfmxz/+cY37WLlyZc4///zyE4pr8slPfjKXXHJJOnToUGubWbNm5Ywzzshzzz1X4/YuXbrkwgsvrHH11aqcA2z/jOvqjGuKkBf1/UxT1TXXXJP99ttvjd8ddNBBa9z0UZtDDjkkP/zhD6s98Ir1RxHyor7XajbbbLP89Kc/rXHVoKrW5ZhZPxQhL6qaN29e9t9//yxdujQ77LBD7rjjjjrbV2W+oL5aIi9Wn4eqj7r201TnXs0X1EcRcqMh1/ZXGzNmTLbYYotGxXHiiSfmu9/9boNXJqL9KEJeNPX1hKa8vk/7VIS8qOr111/PYYcdliQ58MADc8UVV9R73+YL2orCrhyUJFtttVVuueWW/PWvf80999yTKVOmZPny5Rk4cGAOPPDAnHLKKdl8881bO8w1jB07trz096GHHtqg5D7nnHMyduzYjB8/PpMmTcrs2bMzf/78dOvWLQMGDMgHPvCBHH744dl///1rfSIQ1EdRcuvAAw/Mj370o4wfPz4vvvhi3nvvvcyZMyelUim9e/fOTjvtlAMOOCDHHXdcevbsudb9feADH8htt92Wa665JmPGjCk/LWKLLbbI8OHDc+qpp6Zv377NfVi0c0XJr6Zi7qKlFC23unXrliuuuCK33357brnllrz88suZN29eNt544+y999757Gc/myFDhqx1P0U7boqpJcfZpz71qey555659tpry9+dNthgg2y33XY58sgjM3LkyFqfll3V5MmTy09N/fCHP1zvwqAkOf3007PTTjtl/Pjxef311zNr1qzMnTs3nTt3zsYbb5zddtsthxxySEaMGJGOHTs2+lihKLm166675rLLLsv48ePz/PPPZ8aMGZk9e3YqKyvTu3fvbL/99hk6dGhGjhxZbTWT1j5u1l9Fya+mYu5iXRx00EHl82EPPvhgpk2bls6dO2fLLbfMJz7xiXz2s5/NBhtssE59dOjQIf/1X/+VQw45JNdff32ee+65zJ49O3379s3uu++eE044IQceeOBa97PRRhvluuuuyw033JA77rgjr7/+ehYvXpwBAwZk6NChOeWUU7LDDjusdT/OAbZ/xrVxTXVFyot19eMf/zhPPPFExo8fn6lTp2bOnDlZsGBBunfvnoEDB2bIkCE59thj63XujfatCHlx3HHHpV+/fhk/fnxeeeWV8rXQTp06pW/fvtlll10ybNiwHHnkkenatWubOGaKrQh5UdU999yTpUuXJkmOOuqoBsVhvqC+ivS3s6nOiRXpmGk969M4+d3vfpfx48fnmWeeydtvv53Zs2dn8eLF6dmzZ7bYYovss88+Of744zN48ODWDpVWVoS8aOrrCW3hGgltWxHyoqrbbrut/LohK5Mm5gvajkKvHAQAAAAAAAAAAAAAAADrs7rX4AUAAAAAAAAAAAAAAADaLMVBAAAAAAAAAAAAAAAAUFCKgwD4/9q3AxIAAAAAQf9ftyPQHwIAAAAAAAAAAAAAMCUHAQAAAAAAAAAAAAAAwJQcBAAAAAAAAAAAAAAAAFNyEAAAAAAAAAAAAAAAAEzJQQAAAAAAAAAAAAAAADAlBwEAAAAAAAAAAAAAAMCUHAQAAAAAAAAAAAAAAABTchAAAAAAAAAAAAAAAABMyUEAAAAAAAAAAAAAAAAwJQcBAAAAAAAAAAAAAADAlBwEAAAAAAAAAAAAAAAAU3IQAAAAAAAAAAAAAAAATMlBAAAAAAAAAAAAAAAAMCUHAQAAAAAAAAAAAAAAwJQcBAAAAAAAAAAAAAAAAFNyEAAAAAAAAAAAAAAAAEzJQQAAAAAAAAAAAAAAADAlBwEAAAAAAAAAAAAAAMCUHAQAAAAAAAAAAAAAAABTchA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" ] }, "metadata": { "image/png": { - "height": 563, - "width": 1667 - } + "height": 339, + "width": 1001 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -1766,7 +2196,14 @@ "cell_type": "code", "execution_count": 32, "id": "db019cc9", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:30:53.445132Z", + "iopub.status.busy": "2022-06-01T12:30:53.443735Z", + "iopub.status.idle": "2022-06-01T12:31:26.118246Z", + "shell.execute_reply": "2022-06-01T12:31:26.115319Z" + } + }, "outputs": [ { "name": "stderr", @@ -1774,29 +2211,43 @@ "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", + "/Users/severinhatt/miniconda3/envs/pymc-hack/lib/python3.10/site-packages/pymc/aesaraf.py:996: UserWarning: The parameter 'updates' of aesara.function() expects an OrderedDict, got . Using a standard dictionary here results in non-deterministic behavior. You should use an OrderedDict if you are using Python 2.7 (collections.OrderedDict for older python), or use a list of (shared, update) pairs. Do not just convert your dictionary to this type before the call as the conversion will still be non-deterministic.\n", + " aesara_function = aesara.function(\n", "Sequential sampling (2 chains in 1 job)\n", - "NUTS: [lam, theta]\n" + "NUTS: [theta, lam]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:10<00:00 Sampling chain 0, 0 divergences]\n", "
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\n", - " \n", " \n", - " 100.00% [6000/6000 00:02<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:08<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -1840,21 +2303,23 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 6 seconds.\n" + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 19 seconds.\n", + "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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" ] }, "metadata": { "image/png": { - "height": 711, - "width": 821 - } + "height": 512, + "width": 590 + }, + "needs_background": "light" }, "output_type": "display_data" } @@ -1895,9 +2360,9 @@ "* How do we plan the length and size of A/B tests using power analysis, if we're using Bayesian models to analyse the results?\n", "* Outside of the conversion rates (bernoulli random variables for each visitor), many value distributions in online software cannot be fit with nice densities like Normal, Gamma, etc. How do we model these?\n", "\n", - "Various textbooks and online resources dive into these areas in more detail. [Doing Bayesian Data Analysis](http://doingbayesiandataanalysis.blogspot.com/) by John Kruschke is a great resource, and has been translated to PyMC3 here: https://github.com/JWarmenhoven/DBDA-python.\n", + "Various textbooks and online resources dive into these areas in more detail. [Doing Bayesian Data Analysis](http://doingbayesiandataanalysis.blogspot.com/) by John Kruschke is a great resource, and has been translated to PyMC here: https://github.com/JWarmenhoven/DBDA-python.\n", "\n", - "We also plan to create more PyMC3 tutorials on these topics, so stay tuned!\n", + "We also plan to create more PyMC tutorials on these topics, so stay tuned!\n", "\n", "---\n", "\n", @@ -1912,44 +2377,46 @@ "cell_type": "code", "execution_count": 33, "id": "a1a4b30a", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2022-06-01T12:31:26.126490Z", + "iopub.status.busy": "2022-06-01T12:31:26.125583Z", + "iopub.status.idle": "2022-06-01T12:31:26.164210Z", + "shell.execute_reply": "2022-06-01T12:31:26.161445Z" + } + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Thu May 27 2021\n", + "Last updated: Wed Jun 01 2022\n", "\n", "Python implementation: CPython\n", - "Python version : 3.8.6\n", - "IPython version : 7.23.1\n", + "Python version : 3.10.4\n", + "IPython version : 8.4.0\n", "\n", - "theano: 1.1.2\n", - "xarray: 0.18.0\n", + "aesara: 2.5.1\n", + "xarray: 2022.3.0\n", "\n", - "pymc3 : 3.11.2\n", - "arviz : 0.11.2\n", - "matplotlib: 3.4.2\n", - "pandas : 1.2.4\n", - "numpy : 1.20.3\n", + "numpy : 1.22.4\n", + "pandas : 1.4.2\n", + "matplotlib: 3.5.2\n", + "arviz : 0.12.1\n", + "pymc : 4.0.0b5\n", "\n", - "Watermark: 2.2.0\n", + "Watermark: 2.3.1\n", "\n" ] } ], "source": [ "%load_ext watermark\n", - "%watermark -n -u -v -iv -w -p theano,xarray" + "%watermark -n -u -v -iv -w -p aesara,xarray" ] } ], "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, "language_info": { "codemirror_mode": { "name": "ipython", @@ -1960,7 +2427,25 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.6" + "version": "3.10.4" + }, + "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": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "288px" + }, + "toc_section_display": true, + "toc_window_display": true } }, "nbformat": 4, diff --git a/myst_nbs/case_studies/bayesian_ab_testing.myst.md b/myst_nbs/case_studies/bayesian_ab_testing.myst.md index a176558e3..b1f09279d 100644 --- a/myst_nbs/case_studies/bayesian_ab_testing.myst.md +++ b/myst_nbs/case_studies/bayesian_ab_testing.myst.md @@ -5,10 +5,6 @@ jupytext: format_name: myst format_version: 0.13 jupytext_version: 1.13.7 -kernelspec: - display_name: Python 3 (ipykernel) - language: python - name: python3 --- ```{code-cell} ipython3 @@ -19,12 +15,12 @@ import arviz as az import matplotlib.pyplot as plt import numpy as np import pandas as pd -import pymc3 as pm -import pymc3.math as pmm +import pymc as pm +import pymc.math as pmm from scipy.stats import bernoulli, expon -print(f"Running on PyMC3 v{pm.__version__}") +print(f"Running on PyMC v{pm.__version__}") ``` ```{code-cell} ipython3 @@ -76,13 +72,13 @@ $$y_A \sim \mathrm{Binomial}(n = N_A, p = \theta_A), y_B \sim \mathrm{Binomial}( With this, we can sample from the joint posterior of $\theta_A, \theta_B$. -You may have noticed that the Beta distribution is the conjugate prior for the Binomial, so we don't need MCMC sampling to estimate the posterior (the exact solution can be found in the VWO paper). We'll still demonstrate how sampling can be done with PyMC3 though, and doing this makes it easier to extend the model with different priors, dependency assumptions, etc. +You may have noticed that the Beta distribution is the conjugate prior for the Binomial, so we don't need MCMC sampling to estimate the posterior (the exact solution can be found in the VWO paper). We'll still demonstrate how sampling can be done with PyMC though, and doing this makes it easier to extend the model with different priors, dependency assumptions, etc. Finally, remember that our outcome of interest is whether B is better than A. A common measure in practice for whether B is better than is the _relative uplift in conversion rates_, i.e. the percentage difference of $\theta_B$ over $\theta_A$: $$\mathrm{reluplift}_B = \theta_B / \theta_A - 1$$ -We'll implement this model setup in PyMC3 below. +We'll implement this model setup in PyMC below. ```{code-cell} ipython3 @dataclass @@ -127,7 +123,7 @@ We illustrate these points with prior predictive checks. +++ -Note that we can pass in arbitrary values for the observed data in these prior predictive checks. PyMC3 will not use that data when sampling from the prior predictive distribution. +Note that we can pass in arbitrary values for the observed data in these prior predictive checks. PyMC will not use that data when sampling from the prior predictive distribution. ```{code-cell} ipython3 weak_prior = ConversionModelTwoVariant(BetaPrior(alpha=100, beta=100)) @@ -139,12 +135,12 @@ strong_prior = ConversionModelTwoVariant(BetaPrior(alpha=10000, beta=10000)) ```{code-cell} ipython3 with weak_prior.create_model(data=[BinomialData(1, 1), BinomialData(1, 1)]): - weak_prior_predictive = pm.sample_prior_predictive(samples=10000) + weak_prior_predictive = pm.sample_prior_predictive(samples=10000, return_inferencedata=False) ``` ```{code-cell} ipython3 with strong_prior.create_model(data=[BinomialData(1, 1), BinomialData(1, 1)]): - strong_prior_predictive = pm.sample_prior_predictive(samples=10000) + strong_prior_predictive = pm.sample_prior_predictive(samples=10000, return_inferencedata=False) ``` ```{code-cell} ipython3 @@ -204,9 +200,9 @@ def run_scenario_twovariant( generated = generate_binomial_data(variants, true_rates, samples_per_variant) data = [BinomialData(**generated[v].to_dict()) for v in variants] with ConversionModelTwoVariant(priors=weak_prior).create_model(data): - trace_weak = pm.sample(draws=5000, return_inferencedata=True, cores=1, chains=2) + trace_weak = pm.sample(draws=5000, cores=1, chains=2) with ConversionModelTwoVariant(priors=strong_prior).create_model(data): - trace_strong = pm.sample(draws=5000, return_inferencedata=True, cores=1, chains=2) + trace_strong = pm.sample(draws=5000, cores=1, chains=2) true_rel_uplift = true_rates[1] / true_rates[0] - 1 @@ -310,7 +306,7 @@ def run_scenario_bernoulli( generated = generate_binomial_data(variants, true_rates, samples_per_variant) data = [BinomialData(**generated[v].to_dict()) for v in variants] with ConversionModel(priors).create_model(data=data, comparison_method=comparison_method): - trace = pm.sample(draws=5000, return_inferencedata=True, chains=2, cores=1) + trace = pm.sample(draws=5000, chains=2, cores=1) n_plots = len(variants) fig, axs = plt.subplots(nrows=n_plots, ncols=1, figsize=(3 * n_plots, 7), sharex=True) @@ -492,7 +488,7 @@ data = [ ```{code-cell} ipython3 with RevenueModel(c_prior, mp_prior).create_model(data, "best_of_rest"): - revenue_prior_predictive = pm.sample_prior_predictive(samples=10000) + revenue_prior_predictive = pm.sample_prior_predictive(samples=10000, return_inferencedata=False) ``` ```{code-cell} ipython3 @@ -553,7 +549,7 @@ def run_scenario_value( with RevenueModel(conversion_rate_prior, mean_purchase_prior).create_model( data, comparison_method ): - trace = pm.sample(draws=5000, return_inferencedata=True, chains=2, cores=1) + trace = pm.sample(draws=5000, chains=2, cores=1) n_plots = len(variants) fig, axs = plt.subplots(nrows=n_plots, ncols=1, figsize=(3 * n_plots, 7), sharex=True) @@ -655,9 +651,9 @@ There are many other considerations to implementing a Bayesian framework to anal * How do we plan the length and size of A/B tests using power analysis, if we're using Bayesian models to analyse the results? * Outside of the conversion rates (bernoulli random variables for each visitor), many value distributions in online software cannot be fit with nice densities like Normal, Gamma, etc. How do we model these? -Various textbooks and online resources dive into these areas in more detail. [Doing Bayesian Data Analysis](http://doingbayesiandataanalysis.blogspot.com/) by John Kruschke is a great resource, and has been translated to PyMC3 here: https://github.com/JWarmenhoven/DBDA-python. +Various textbooks and online resources dive into these areas in more detail. [Doing Bayesian Data Analysis](http://doingbayesiandataanalysis.blogspot.com/) by John Kruschke is a great resource, and has been translated to PyMC here: https://github.com/JWarmenhoven/DBDA-python. -We also plan to create more PyMC3 tutorials on these topics, so stay tuned! +We also plan to create more PyMC tutorials on these topics, so stay tuned! --- @@ -669,5 +665,5 @@ Author: [Cuong Duong](https://github.com/tcuongd) (2021-05-23) ```{code-cell} ipython3 %load_ext watermark -%watermark -n -u -v -iv -w -p theano,xarray +%watermark -n -u -v -iv -w -p aesara,xarray ``` From b11a5b571185b0666a45953b69ae458e683759e2 Mon Sep 17 00:00:00 2001 From: Sev Date: Wed, 1 Jun 2022 18:29:58 +0200 Subject: [PATCH 2/3] pre commit correction --- .../case_studies/bayesian_ab_testing.ipynb | 705 ++++++------------ .../case_studies/bayesian_ab_testing.myst.md | 53 +- 2 files changed, 258 insertions(+), 500 deletions(-) diff --git a/examples/case_studies/bayesian_ab_testing.ipynb b/examples/case_studies/bayesian_ab_testing.ipynb index aa2668542..bdb0a7732 100644 --- a/examples/case_studies/bayesian_ab_testing.ipynb +++ b/examples/case_studies/bayesian_ab_testing.ipynb @@ -6,10 +6,10 @@ "id": "b48cad3d", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:46.644500Z", - "iopub.status.busy": "2022-06-01T12:26:46.643111Z", - "iopub.status.idle": "2022-06-01T12:26:54.607973Z", - "shell.execute_reply": "2022-06-01T12:26:54.603374Z" + "iopub.execute_input": "2022-06-01T16:12:52.263117Z", + "iopub.status.busy": "2022-06-01T16:12:52.262353Z", + "iopub.status.idle": "2022-06-01T16:12:57.768727Z", + "shell.execute_reply": "2022-06-01T16:12:57.767990Z" } }, "outputs": [ @@ -30,7 +30,6 @@ "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", - "import pymc.math as pmm\n", "\n", "from scipy.stats import bernoulli, expon\n", "\n", @@ -43,10 +42,10 @@ "id": "30cc5507", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:54.620533Z", - "iopub.status.busy": "2022-06-01T12:26:54.616597Z", - "iopub.status.idle": "2022-06-01T12:26:54.648726Z", - "shell.execute_reply": "2022-06-01T12:26:54.644759Z" + "iopub.execute_input": "2022-06-01T16:12:57.773115Z", + "iopub.status.busy": "2022-06-01T16:12:57.772531Z", + "iopub.status.idle": "2022-06-01T16:12:57.784379Z", + "shell.execute_reply": "2022-06-01T16:12:57.783820Z" } }, "outputs": [], @@ -55,7 +54,13 @@ "rng = np.random.default_rng(RANDOM_SEED)\n", "\n", "%config InlineBackend.figure_format = 'retina'\n", - "az.style.use(\"arviz-darkgrid\")" + "az.style.use(\"arviz-darkgrid\")\n", + "\n", + "plotting_defaults = dict(\n", + " bins=50,\n", + " kind=\"hist\",\n", + " textsize=10,\n", + ")" ] }, { @@ -127,10 +132,10 @@ "id": "a5376bb4", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:54.658021Z", - "iopub.status.busy": "2022-06-01T12:26:54.657128Z", - "iopub.status.idle": "2022-06-01T12:26:54.670189Z", - "shell.execute_reply": "2022-06-01T12:26:54.666269Z" + "iopub.execute_input": "2022-06-01T16:12:57.787658Z", + "iopub.status.busy": "2022-06-01T16:12:57.787398Z", + "iopub.status.idle": "2022-06-01T16:12:57.790878Z", + "shell.execute_reply": "2022-06-01T16:12:57.790319Z" } }, "outputs": [], @@ -147,10 +152,10 @@ "id": "a0c80bf2", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:54.677766Z", - "iopub.status.busy": "2022-06-01T12:26:54.677168Z", - "iopub.status.idle": "2022-06-01T12:26:54.688981Z", - "shell.execute_reply": "2022-06-01T12:26:54.685386Z" + "iopub.execute_input": "2022-06-01T16:12:57.795288Z", + "iopub.status.busy": "2022-06-01T16:12:57.794999Z", + "iopub.status.idle": "2022-06-01T16:12:57.798536Z", + "shell.execute_reply": "2022-06-01T16:12:57.797875Z" } }, "outputs": [], @@ -167,10 +172,10 @@ "id": "b625c349", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:54.697372Z", - "iopub.status.busy": "2022-06-01T12:26:54.696618Z", - "iopub.status.idle": "2022-06-01T12:26:54.709618Z", - "shell.execute_reply": "2022-06-01T12:26:54.706445Z" + "iopub.execute_input": "2022-06-01T16:12:57.801706Z", + "iopub.status.busy": "2022-06-01T16:12:57.801274Z", + "iopub.status.idle": "2022-06-01T16:12:57.808094Z", + "shell.execute_reply": "2022-06-01T16:12:57.807196Z" } }, "outputs": [], @@ -225,10 +230,10 @@ "id": "4a103373", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:54.717833Z", - "iopub.status.busy": "2022-06-01T12:26:54.716986Z", - "iopub.status.idle": "2022-06-01T12:26:54.726848Z", - "shell.execute_reply": "2022-06-01T12:26:54.723272Z" + "iopub.execute_input": "2022-06-01T16:12:57.813977Z", + "iopub.status.busy": "2022-06-01T16:12:57.813601Z", + "iopub.status.idle": "2022-06-01T16:12:57.817853Z", + "shell.execute_reply": "2022-06-01T16:12:57.817286Z" } }, "outputs": [], @@ -242,10 +247,10 @@ "id": "1d8702af", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:54.734507Z", - "iopub.status.busy": "2022-06-01T12:26:54.733876Z", - "iopub.status.idle": "2022-06-01T12:26:54.743552Z", - "shell.execute_reply": "2022-06-01T12:26:54.740082Z" + "iopub.execute_input": "2022-06-01T16:12:57.820930Z", + "iopub.status.busy": "2022-06-01T16:12:57.820655Z", + "iopub.status.idle": "2022-06-01T16:12:57.823622Z", + "shell.execute_reply": "2022-06-01T16:12:57.823060Z" } }, "outputs": [], @@ -259,10 +264,10 @@ "id": "9e1e0769", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:26:54.752078Z", - "iopub.status.busy": "2022-06-01T12:26:54.751128Z", - "iopub.status.idle": "2022-06-01T12:27:03.608875Z", - "shell.execute_reply": "2022-06-01T12:27:03.604849Z" + "iopub.execute_input": "2022-06-01T16:12:57.828238Z", + "iopub.status.busy": "2022-06-01T16:12:57.827892Z", + "iopub.status.idle": "2022-06-01T16:13:01.771970Z", + "shell.execute_reply": "2022-06-01T16:13:01.770668Z" } }, "outputs": [], @@ -277,10 +282,10 @@ "id": "4df134b8", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:27:03.618017Z", - "iopub.status.busy": "2022-06-01T12:27:03.616128Z", - "iopub.status.idle": "2022-06-01T12:27:05.357724Z", - "shell.execute_reply": "2022-06-01T12:27:05.351877Z" + "iopub.execute_input": "2022-06-01T16:13:01.775986Z", + "iopub.status.busy": "2022-06-01T16:13:01.775705Z", + "iopub.status.idle": "2022-06-01T16:13:02.319291Z", + "shell.execute_reply": "2022-06-01T16:13:02.318010Z" } }, "outputs": [], @@ -295,26 +300,16 @@ "id": "a3d30bb9", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:27:05.367195Z", - "iopub.status.busy": "2022-06-01T12:27:05.366290Z", - "iopub.status.idle": "2022-06-01T12:27:06.065770Z", - "shell.execute_reply": "2022-06-01T12:27:06.063110Z" + "iopub.execute_input": "2022-06-01T16:13:02.322932Z", + "iopub.status.busy": "2022-06-01T16:13:02.322538Z", + "iopub.status.idle": "2022-06-01T16:13:02.749558Z", + "shell.execute_reply": "2022-06-01T16:13:02.748564Z" } }, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" ] @@ -331,12 +326,12 @@ ], "source": [ "fig, axs = plt.subplots(2, 1, figsize=(7, 7), sharex=True)\n", - "az.plot_posterior(weak_prior_predictive[\"reluplift_b\"], textsize=10, ax=axs[0], kind=\"hist\")\n", + "az.plot_posterior(weak_prior_predictive[\"reluplift_b\"], ax=axs[0], **plotting_defaults)\n", "axs[0].set_title(f\"B vs. A Rel Uplift Prior Predictive, {weak_prior.priors}\", fontsize=10)\n", "axs[0].axvline(x=0, color=\"red\")\n", - "az.plot_posterior(strong_prior_predictive[\"reluplift_b\"], textsize=10, ax=axs[1], kind=\"hist\")\n", + "az.plot_posterior(strong_prior_predictive[\"reluplift_b\"], ax=axs[1], **plotting_defaults)\n", "axs[1].set_title(f\"B vs. A Rel Uplift Prior Predictive, {strong_prior.priors}\", fontsize=10)\n", - "axs[1].axvline(x=0, color=\"red\")" + "axs[1].axvline(x=0, color=\"red\");" ] }, { @@ -373,10 +368,10 @@ "id": "7631f294", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:27:06.075360Z", - "iopub.status.busy": "2022-06-01T12:27:06.073430Z", - "iopub.status.idle": "2022-06-01T12:27:06.086286Z", - "shell.execute_reply": "2022-06-01T12:27:06.083512Z" + "iopub.execute_input": "2022-06-01T16:13:02.754504Z", + "iopub.status.busy": "2022-06-01T16:13:02.754039Z", + "iopub.status.idle": "2022-06-01T16:13:02.759407Z", + "shell.execute_reply": "2022-06-01T16:13:02.758583Z" } }, "outputs": [], @@ -401,10 +396,10 @@ "id": "5ff1e081", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:27:06.094869Z", - "iopub.status.busy": "2022-06-01T12:27:06.093757Z", - "iopub.status.idle": "2022-06-01T12:27:06.144515Z", - "shell.execute_reply": "2022-06-01T12:27:06.141795Z" + "iopub.execute_input": "2022-06-01T16:13:02.763396Z", + "iopub.status.busy": "2022-06-01T16:13:02.762914Z", + "iopub.status.idle": "2022-06-01T16:13:02.778878Z", + "shell.execute_reply": "2022-06-01T16:13:02.778341Z" } }, "outputs": [ @@ -441,8 +436,8 @@ " \n", " \n", " successes\n", - " 22867\n", - " 22962\n", + " 22998\n", + " 22914\n", " \n", " \n", "\n", @@ -451,7 +446,7 @@ "text/plain": [ " A B\n", "trials 100000 100000\n", - "successes 22867 22962" + "successes 22998 22914" ] }, "execution_count": 12, @@ -478,10 +473,10 @@ "id": "0030ee2b", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:27:06.154460Z", - "iopub.status.busy": "2022-06-01T12:27:06.153098Z", - "iopub.status.idle": "2022-06-01T12:27:06.171171Z", - "shell.execute_reply": "2022-06-01T12:27:06.167826Z" + "iopub.execute_input": "2022-06-01T16:13:02.782011Z", + "iopub.status.busy": "2022-06-01T16:13:02.781678Z", + "iopub.status.idle": "2022-06-01T16:13:02.787435Z", + "shell.execute_reply": "2022-06-01T16:13:02.786938Z" } }, "outputs": [], @@ -496,20 +491,21 @@ " generated = generate_binomial_data(variants, true_rates, samples_per_variant)\n", " data = [BinomialData(**generated[v].to_dict()) for v in variants]\n", " with ConversionModelTwoVariant(priors=weak_prior).create_model(data):\n", - " trace_weak = pm.sample(draws=5000, cores=1, chains=2)\n", + " trace_weak = pm.sample(draws=5000)\n", " with ConversionModelTwoVariant(priors=strong_prior).create_model(data):\n", - " trace_strong = pm.sample(draws=5000, cores=1, chains=2)\n", + " trace_strong = pm.sample(draws=5000)\n", "\n", " true_rel_uplift = true_rates[1] / true_rates[0] - 1\n", "\n", " fig, axs = plt.subplots(2, 1, figsize=(7, 7), sharex=True)\n", - " az.plot_posterior(trace_weak.posterior[\"reluplift_b\"], textsize=10, ax=axs[0], kind=\"hist\")\n", + " az.plot_posterior(trace_weak.posterior[\"reluplift_b\"], ax=axs[0], **plotting_defaults)\n", " axs[0].set_title(f\"True Rel Uplift = {true_rel_uplift:.1%}, {weak_prior}\", fontsize=10)\n", " axs[0].axvline(x=0, color=\"red\")\n", - " az.plot_posterior(trace_strong.posterior[\"reluplift_b\"], textsize=10, ax=axs[1], kind=\"hist\")\n", + " az.plot_posterior(trace_strong.posterior[\"reluplift_b\"], ax=axs[1], **plotting_defaults)\n", " axs[1].set_title(f\"True Rel Uplift = {true_rel_uplift:.1%}, {strong_prior}\", fontsize=10)\n", " axs[1].axvline(x=0, color=\"red\")\n", - " fig.suptitle(\"B vs. A Rel Uplift\")" + " fig.suptitle(\"B vs. A Rel Uplift\")\n", + " return trace_weak, trace_strong" ] }, { @@ -526,10 +522,10 @@ "id": "1f72ff74", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:27:06.179619Z", - "iopub.status.busy": "2022-06-01T12:27:06.178389Z", - "iopub.status.idle": "2022-06-01T12:27:57.787451Z", - "shell.execute_reply": "2022-06-01T12:27:57.783844Z" + "iopub.execute_input": "2022-06-01T16:13:02.790205Z", + "iopub.status.busy": "2022-06-01T16:13:02.789941Z", + "iopub.status.idle": "2022-06-01T16:13:56.419242Z", + "shell.execute_reply": "2022-06-01T16:13:56.418438Z" } }, "outputs": [ @@ -539,7 +535,7 @@ "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Sequential sampling (2 chains in 1 job)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [p]\n" ] }, @@ -572,49 +568,8 @@ "text/html": [ "\n", "
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\n", " " ], @@ -723,13 +636,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 14 seconds.\n", - "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 19 seconds.\n" ] }, { "data": { - "image/png": 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" ] @@ -745,7 +657,7 @@ } ], "source": [ - "run_scenario_twovariant(\n", + "trace_weak, trace_strong = run_scenario_twovariant(\n", " variants=[\"A\", \"B\"],\n", " true_rates=[0.23, 0.23],\n", " samples_per_variant=100000,\n", @@ -777,10 +689,10 @@ "id": "7e52fc97", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:27:57.796220Z", - "iopub.status.busy": "2022-06-01T12:27:57.794834Z", - "iopub.status.idle": "2022-06-01T12:28:45.937843Z", - "shell.execute_reply": "2022-06-01T12:28:45.935024Z" + "iopub.execute_input": "2022-06-01T16:13:56.422888Z", + "iopub.status.busy": "2022-06-01T16:13:56.422663Z", + "iopub.status.idle": "2022-06-01T16:14:49.921489Z", + "shell.execute_reply": "2022-06-01T16:14:49.920715Z" } }, "outputs": [ @@ -790,7 +702,7 @@ "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Sequential sampling (2 chains in 1 job)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [p]\n" ] }, @@ -823,49 +735,8 @@ "text/html": [ "\n", "
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\n", " " ], @@ -880,11 +751,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 15 seconds.\n", - "We recommend running at least 4 chains for robust computation of convergence diagnostics\n", + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 20 seconds.\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Sequential sampling (2 chains in 1 job)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [p]\n" ] }, @@ -917,8 +787,8 @@ "text/html": [ "\n", "
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\n", - " " - ], "text/plain": [ - "" + "(Inference data with groups:\n", + " \t> posterior\n", + " \t> log_likelihood\n", + " \t> sample_stats\n", + " \t> observed_data,\n", + " Inference data with groups:\n", + " \t> posterior\n", + " \t> log_likelihood\n", + " \t> sample_stats\n", + " \t> observed_data)" ] }, + "execution_count": 15, "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 16 seconds.\n", - "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" - ] + "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -1047,10 +894,10 @@ "id": "2023b905", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:28:45.952027Z", - "iopub.status.busy": "2022-06-01T12:28:45.949892Z", - "iopub.status.idle": "2022-06-01T12:28:45.972968Z", - "shell.execute_reply": "2022-06-01T12:28:45.965507Z" + "iopub.execute_input": "2022-06-01T16:14:49.924834Z", + "iopub.status.busy": "2022-06-01T16:14:49.924549Z", + "iopub.status.idle": "2022-06-01T16:14:49.931076Z", + "shell.execute_reply": "2022-06-01T16:14:49.930139Z" } }, "outputs": [], @@ -1073,7 +920,7 @@ " elif comparison_method == \"best_of_rest\":\n", " others = [p[j] for j in range(num_variants) if j != i]\n", " if len(others) > 1:\n", - " comparison = pmm.maximum(*others)\n", + " comparison = pm.math.maximum(*others)\n", " else:\n", " comparison = others[0]\n", " else:\n", @@ -1088,10 +935,10 @@ "id": "58ba7529", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:28:45.983803Z", - "iopub.status.busy": "2022-06-01T12:28:45.982254Z", - "iopub.status.idle": "2022-06-01T12:28:46.002430Z", - "shell.execute_reply": "2022-06-01T12:28:45.997953Z" + "iopub.execute_input": "2022-06-01T16:14:49.935134Z", + "iopub.status.busy": "2022-06-01T16:14:49.934837Z", + "iopub.status.idle": "2022-06-01T16:14:49.940699Z", + "shell.execute_reply": "2022-06-01T16:14:49.940153Z" } }, "outputs": [], @@ -1106,7 +953,7 @@ " generated = generate_binomial_data(variants, true_rates, samples_per_variant)\n", " data = [BinomialData(**generated[v].to_dict()) for v in variants]\n", " with ConversionModel(priors).create_model(data=data, comparison_method=comparison_method):\n", - " trace = pm.sample(draws=5000, chains=2, cores=1)\n", + " trace = pm.sample(draws=5000)\n", "\n", " n_plots = len(variants)\n", " fig, axs = plt.subplots(nrows=n_plots, ncols=1, figsize=(3 * n_plots, 7), sharex=True)\n", @@ -1114,9 +961,7 @@ " if i == 0 and comparison_method == \"compare_to_control\":\n", " axs[i].set_yticks([])\n", " else:\n", - " az.plot_posterior(\n", - " trace.posterior[f\"reluplift_{i}\"], textsize=10, ax=axs[i], kind=\"hist\"\n", - " )\n", + " az.plot_posterior(trace.posterior[f\"reluplift_{i}\"], ax=axs[i], **plotting_defaults)\n", " axs[i].set_title(f\"Rel Uplift {variant}, True Rate = {true_rates[i]:.2%}\", fontsize=10)\n", " axs[i].axvline(x=0, color=\"red\")\n", " fig.suptitle(f\"Method {comparison_method}, {priors}\")\n", @@ -1138,10 +983,10 @@ "id": "55ea29a9", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:28:46.012323Z", - "iopub.status.busy": "2022-06-01T12:28:46.011092Z", - "iopub.status.idle": "2022-06-01T12:29:12.177355Z", - "shell.execute_reply": "2022-06-01T12:29:12.174060Z" + "iopub.execute_input": "2022-06-01T16:14:49.943710Z", + "iopub.status.busy": "2022-06-01T16:14:49.943438Z", + "iopub.status.idle": "2022-06-01T16:15:18.434169Z", + "shell.execute_reply": "2022-06-01T16:15:18.433520Z" } }, "outputs": [ @@ -1151,7 +996,7 @@ "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Sequential sampling (2 chains in 1 job)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [p]\n" ] }, @@ -1184,49 +1029,8 @@ "text/html": [ "\n", "
\n", - " \n", - " 100.00% [6000/6000 00:07<00:00 Sampling chain 0, 0 divergences]\n", - "
\n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [6000/6000 00:08<00:00 Sampling chain 1, 0 divergences]\n", + " \n", + " 100.00% [24000/24000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1241,13 +1045,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 16 seconds.\n", - "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 21 seconds.\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1287,10 +1090,10 @@ "id": "3cdb6808", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:12.188051Z", - "iopub.status.busy": "2022-06-01T12:29:12.186234Z", - "iopub.status.idle": "2022-06-01T12:29:36.313396Z", - "shell.execute_reply": "2022-06-01T12:29:36.310317Z" + "iopub.execute_input": "2022-06-01T16:15:18.437923Z", + "iopub.status.busy": "2022-06-01T16:15:18.437588Z", + "iopub.status.idle": "2022-06-01T16:15:46.295318Z", + "shell.execute_reply": "2022-06-01T16:15:46.294339Z" } }, "outputs": [ @@ -1300,7 +1103,7 @@ "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", - "Sequential sampling (2 chains in 1 job)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [p]\n" ] }, @@ -1333,49 +1136,8 @@ "text/html": [ "\n", "
\n", - " \n", - " 100.00% [6000/6000 00:07<00:00 Sampling chain 0, 0 divergences]\n", - "
\n", - " " - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "\n" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "\n", - "
\n", - " \n", - " 100.00% [6000/6000 00:07<00:00 Sampling chain 1, 0 divergences]\n", + " \n", + " 100.00% [24000/24000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1390,13 +1152,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 15 seconds.\n", - "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 21 seconds.\n" ] }, { "data": { - "image/png": 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\n", 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UIMb4NEUy12OMH5LmCOxGur8dTw2LltSiM2lhiuNyQzFjjDOBc7L76bHARSGEPxcM1cz5mHR9uXveIuCPIc1x+APSffz/Ctpd776QN7S9PvbOnstiNiVl2c0l3Rt2y35OCyF8I664WEh+hl9tw8Vz+/KP78byaRDqWjb/91LK5o7/rJZj66MD6T01EaoCUw+FEL4gjVAYFkLYI8b4XF6Z+t53S5K9Pw8osn0WcEMIYTbpb6BTKZjuIG9KgvpY2ZQhu7A8a3BA9vOdEMK1wA+LvK8a8vqutGyMcUF2P+9B9b7VkD6dX/8HWT/oRrq/PVZLXZLUKpgBKWl19VfSkKPD8oYF7kXKlBkfV77C6jGke+iD+UGIAveTgodb1jTMqkR/qOEb+gezx40KhjZuS/qQCCmQUkzuw3d/ln+wh5Sl1Yb0h/MKQdiY5pxqjAzI3+Y+iBf4Hel16UaatylnaNbWSfnBx4K2fUAa9tQuOz4nN7daQ16DxvDN7HF8fvAxJ8b4KcvnL/t/hfvL6IZYZFXtkFb5zGXA/K5wP6SFW1j+4Tf/9Wopz3lt1sn7WYvlGS3dSJlHnYqUacr3/Qqy98zI7Nfdazs2J4SwRghhixDCcODwbPO9sfgw5qJ9YSX1V+TVe3Uu+FhgOCkAV8Hy90GhJ/KDj0XknsuGBIhyc8CV9NwV8esagouXZo+bkoJCxfyuhnveg9njVnVpSAl9YQYrDvUv9WdxkfpeIc3puiEpY64X6X3yfVJAfkPgiZDm6syX/39TbX0r12+6NFLZ/PKllC1WvjH8tVjAPcb4L5ZnK1a9Jxp4320suffJLgWZ7ZD6Rn37VbEpQxaSAu9DSFm+PUjB/h3y2nEmRUZ60LDXt5Sy+eUbs1/my/1t15L/r5SkRmMGpKTVUoxxVgjhEdIf+oeTgm35i8+szG7Z4zezzLua5OYY2oA08Xx9FMtUgurzufVg+byF22eP02O2MmOhGGMMIXxMGn61PSlwl192dKx5CHpds66KebqGdn0RQphAmjdwe5Z/OM893+sWZK4V6p49bpC37XHSkPLfZBls9wEv1DXQ0ghyz21t2SNPkT5obRZCWDOXAVpmz9ewfTBpgRyAFwumecyXC9TlP+dPkBZ4OjiE8DBp+OkztQx1a3IxxmrDVrNg4WDgMlLmz24hhCExxjl5hzXJ+z6EMIiUFTeElAXUheUB0pzaVrH+ZQjhlzXse4F0fcXU1BdqszHL33dF+3ZMCy48TRq6vn2xY0o4d2745MzaDgpp4ZbTSEO5Q9a2wiBKfVYAX8LyOduqiTG+F0KYQgoibE8aal1oZffxmubyrVdfiI0zPUN+fdcV2TYLuDmE8BKpX/UjDdn/Wd5hDRkenl+2WOC31PL1KdtYnq5l3zOke0r+e6Ih992ShTRP77Gkv4G2IQWT1yg4rCOpX1YF/WNaXbpvfc5ZTEyLrp1WsK2SFPD+Rgjhr1kbfxZC+L+sz+U05PVtjLKNYSZpztxyDP+XpBbHAKSk1dmfSH/YHh1C+BspELmE0oZN5r6t7kJpWROdV35IjeYU2xhjXJj34SR/AYPcXEI1Tcqe819SADJ/7qHcv2sbVrSyektRWx25ffntyj3fa5Ay1lYm//n+DSmb4hukwMupwNIQwjjgAeCWgg815VLK6/Lf7LGC9IGkKQKQNS3okZ+RUafnPMb4TAjhAtIw8oOyH0II75CGmd0cY3yvfs0tj2zI/iNZMOUdUibxmVTPIi77+z6bv/VPLH9Pf0kalpjLnutCysCpbUGXeaQhspAWTZpNGt7/ACn7sabFZWrqC7XJf5+W0rdrmutsZefukD0Wy84DIISwBSmIn99f55CylCpJ94+e1P7c1eSzLPOsJh+T+kdN11f0Pk7KAIMif5M3Ul8ou5hWG76X9CXeQVQPQM7N+3cnan4ecu+V/OPnFtlfatn830spW6x8Y6jv/3VQ9//rSpItQvN3ln+hAuk9Mp3li53lzr0mjT8svS5+Qvo7bU3S3K4j8vY15PUtpWz+/pr6ZV37dKHc+79Yxr0ktToGICWtzp4kzXm2DynDpBvwcIyxlD+2c1NYnFksM6SF6LDyQ+ql3AseFKs/93w/UNfMnmyo4sEhrS59KCmTaAdSluWupAVDhhWZu6xcyvW61FdNq3rnnvOZ2XDLOokxXhzSatFHkIbE70paTGEQcGYI4bsxxlKyjZtUjPHTEMKTwJGkofD5Aciyvu+zhQhuIQWc/kJa9OT1bJ7T3DEXA7+g9vfhVTHGC+vRhHqv8J5pSN9e2blnkDKvetRyzG2kwMkrpCDYmGxuTgBCCPuS5vwtxz2sUetsxL7QVF4kBSA3Ltie/2XWuixfmKNQLoszP2P4C1IwfU1qz1otVjZ37m1LLFusfLnV9n9dve67JTqfFHz8jJSx+mSMcVpuZzbsOvclRbP2rWyexOmkIG2xvrUt9Xt9Pymyv5psOHyPWsrmytelTxfKZT63mNEBklROBiAlrbZijEuzrI0zWD6H150lFv+UNLyvptUNm1Muk2hlK72uX3B8/r9r+4O+MeYqWpe0inBt9ee369Pssd7Pd4zxBbKh5tmcmQeRsiM3JM1Rt2PNpRvFdFKf6V/LMbnXpJLmzTqB5c95zxBC32yoXJ1k83JeDlyefajdkzT/6BDg/0II1T74tiAfZo+FH3jL/b7fj5TV9hZpoaJi0yCUkhXVlPLfp/1JX+oUU+x+UxefkQKQNQ1V3pA0n+0y4BsxxmKZZw157tYKIaxRSxZksftWQzSoL4QQ7qd6hltdHJYNta2Lmoa0vpNtqyAtmLNCsCaE0Ib0voK8lYdjjJUhhLdJw5K3rOXcuffjWwXb3wL2L7Hs9BK/fKyrUv4vLfZ/Xb3vuyXIzTF5eozx3iL7a+tXu5Hmua2PsfWcGqCmvtWQ1zfXV/qGEHrXMD3IFkWOhwb06SJy97Pm/v9ekpqEi9BIWt3lMrDak+bieaSWY/Pl5is7KITQvtYjV5T7IFmuzIJXssc1Qwg7FTsghLAZafh1/vH5/94jW1yimPqurLrSOkIIXVk+H1Z+u55ffkio7cNGSWKM87IPXt/LNu1QsJBPOV6j3PXsVctzu0/2+G4Tzf9Ym/Esz4Jp8HxyMcZl2cq6B5KmOliTFFjIKff7oi5y740lBdvL/b7PBeleLxZwyvrNPoXbm9l/SIuQAOxd7IDsw/jQ7NdXih1TgtyH/I1q2F8V4Kwh+Ajw1XqeG9L/EbsW2xFC2JTlgab6Xl+hhvaFXlRfaKkuP4VzAZYi93/NpPyN2Ryq47Nfa1owZWeWzyM6qmBfbl7RomVDCB1JX2zUVnbLEEJNgcCv1VC2sdT2/2VuX36faeh9ty73mQk17K/tfZKbBqU+P3XO6Awh5M+POKlgd0Ne3+dYfn+v6XpzZaeQprAAGqVPAxBC6Mzy4ffv1FCPJLUqBiAlrdZijC8DFwK/Bc6qYZXSYu4g/aG/LsVXZ6wSQijM2MmtENy98NhG8iqQW3XzZzUcc2H2OAl4KW/7/aTrWg84qrBQdi3fb4Q2/iiEUOxD7lmkie+/AP6Rt30Uy7PSri6yMmdhG/N/r+3DdG4hmgqqf+jOvUY9ailbV7lVS7cEDi7cGUJYh+XP7V8b8bz1kn3Iys239YusfUWFENpl84rlfq/tOV/M8uG2+UN2y/2+KEkIoQfLP1QWBpPK/b6fnT1uVUOQ+iRgk9rO29SyBSNyGVFnZh+qC51IuqdUsvx9UFe5BWAG17A/99ytE0JYu3BnCGFr4Nv1PHfOeTW8Lrm+8B7QWFM5NKgvxBiHxhgr6vnzdH5dtXxhktu/DWnKAkhzvBa6J3v8Tg0rw5+TPb4cYyzMJsvNyTwohHBgkbInkd5TC0hznOYbRcrIbQOcXUO7c8Gnu4vU3RiOCCEUZlITQhjC8tXL/5bb3pD7bqaU/7tyfWvrInV2AX5eU8EY49MN6FdDi5xvZV84XZY9LiDN75qv3q9vjHE2aYE6gLOzL0nyy67J8v+P78nuc/ka0qdztictkDWHxrtvSFKLZgBS0movxnhRjPGcusxHF2N8G7gm+/WiEMKN+R8yQghdQgjDQgh3kvfhIvMe6Zv37iGEwxvY/GJtqyTNCwZp7sPrQwi9s3b1DiFcB3wr2/+L/OyaGONk4I/ZrzeFEI7JZXplH+CfJAUIG2pD4IEQwoCs7s4hhLOB3Mq9v4kxzs9r1xLgdFIAYxjwjxDCzrkPL9kHsR1CCJeTMrLyvRFCuCyEsGMuMBZCqMiyQ6/PjhkXY8xfXTe3evgeIa2c3WAxxtGk5w/gjyGEb+YCqSGEHUgB156kIXjXNsY5G8FPSXPv9QPGhhAODSFUBQ1DCJuGEM4iZYfkB4b+FEK4LYTwP1lWa+74AaQgXkfSB8rReWVKel+EEIaGECqzn6ENvcC8etuFEAaTsqBzAazr849pgvf9P0l9fCvguiwYSgihWwjhx8CNtMy5wi4jzdW3LvBYCGl1rBBChxDCSUBuvsxbY4wTa6hjZZ7LHrer4QuIt0kL3VQAf8myEgkhtA8hHAaMpGGLjMwnZRzemgtwhhB6hBB+A5yQHXNhkUBFfbWkvnBUCOFvIYRvhLTKOFlbumev779IX+BMA64qUv5mYDLQFXg0pMWCCCF0DSFcwfJMvxW+MIsxTmD5FzK3hxD2z8q2DSEcQ5pGA+Dqwukcsi8UL8x+/WEI4Ue5+1cIYVdSwLINaa7QRwvPHUK4MHevqe3JWYnFwBMhDV0mhNAmhHAQywPxI2OMhaur1/e+C8v/7zoshFDTlx0js8ffhRCqMvJDCDuSgnpNuSLz0yGE80IIW+X9f1gRQtguhPAAywPbv4kxzsgv2NDXl/T3xhJS9u7tIYS1srIbkr5U2ZCU3f2bImXr3afz5KZ9GRtjbOj8u5K0SnAOSEmqv3NJKxeeQra6cghhDim7qzvLh0A9nV8oxjgvhPBn0oT994UQZrN8COM5Mcb6Zgjln+MvWcDw56QFdk7NztOd5V8+XR5jLJb18UNSZsTOpGDRH0IIC7Oy80gZJ/cUKVcX3wXuBT4IIcwizXWW+z/pIeCKItf0cAjhu8BNpEDAC8DCEMI8UrZHTVmRa5MylM4DlmXPQ1eWryz7GSlDK9/TwPukDKMYQviMFIAA2CPG+F/q5xhSoHFbUoBqYQhhSdYeSNMAHFrDfFRNLsY4KYTwdeBB0nyI95NWEJ9Nes3yMxjzP6R3JC0+cxxQmR2/BstXBV0GnJw/J1dTvC/yhRAK51brzfI+WAlcEmN8sEjRsr3vY4wxhHAN6T34A+AHIYSZpAWy2pJWrh1PLRlKzSHG+H4I4VukQNFQ4J3sfb0my99no0gZzvU1nvTlwsbZOaoNa4wxfhlCOIMU2BkKvJe9Lh1Ife9DUlZSqfP8FppOCj5fDRyXXV/+/fTGGGND74tVWlhfaAt8M/she16XkL4wyfX3D0n3rhXmwIwxLgghHEx6zbYH3gwhfEG6h7Qhvd9+FmP8R2HZTC7bcwdSgHt+1qbc/edRln95VXju34cQtsvquAr4dQhhEctXsf8PabGpcjmHFKAfE0KYm7U7t+LxRODYIm2u730XUv8+B9gD+CyEMI30Wv03xrhHdswvSF/kbUC6Ty0MISwjvV8XAIeQ+ldT6E96fi4DlmT9ojPVV4W+AfhVscINeX1jjK9lAfThwNGkQPsXLM9SnwccXqY+DXBA9viXWo6RpFbFDEhJqqdsTrtTSX/o30X6NnwN0h/OH5K+fT+W9Md8oe8DvybNa9aB9Ed4f5b/0dwY7fsFsC8poPdZVvfnwMPAV2OMRYeQxrRq7FDgAuDdbPNC0h/JO7F8HryGtG0Eab64x0iBm6WkIUinkxZAWFpDudtIE7tfQ8r0WEr6sPA5KQvnHGBAQbGDSc/1GNLqlV1IWSmvkxZI2TLG+HrBeZaQnrs7gY9JH7Rzr1G9v7zLPsjsSlp5dDzpg+EapOy4a7K2NPj5bUwxxnGklat/AowlDRfrQfqgOp6UHbJjjPGZvGI/JQXqniR9AFyD9MH7fdJKxdvHGIsFgkp5X+SGu82n9sn9V6ZwfrKlWVvvBHaPMV5QrFC53/cxxrNJc5NOABaR+turpODdASyfH65FiTE+Qvri4hbS1A6dSa/Rc6Tr+Z+GzGuaZRbmsrOPrOGYB0hfTowk9dP2pNfnKmA7UoZkvcUYrwG+ATxD+ht6IemLkKNijD9oSN01nK+l9IV/kVZOfhL4INvWjfT/ylNZe7aKMdY4/2WM8TWybE7S+6wD6b79GDAsxnh5LWW/IC2o81PS/xOVpOfjBeBk0qJDNT4XMcbvkb4Q+RcpC7Ydac69S4FtY4yf1FA0d68ZX8P+UkwkZSn+kTT0uS3p/fFbYHCMsegKyfW87xJjfIcUXHwyO19f0j1m/bxj/kP6v/wuUtZqW9KXIXdnddYWNGtsPybdM14jZX12I01zEUnP2S4xxtNryyxuwOtLjPEO0v/JfyWNPugEfJSde9sYY+Gw7/yy9e7TWRb10Ky9zT7liiQ1lYrKysYaKSJJklReIYSbSEGH38YYz1nZ8Wo9QlpoYhIpGLNuLH3O3oaccygpsDE5xjig3OdTyxFCeIf0hddBNQzhleolhHA6KXD5hxjjyc3dHklqKmZASpKkVclepCygK5u7IWpaWSbTzaTVdI9v5uaoFQtp8ZcAvGLwUY0pm+vyTFIW72UrOVySWhUDkJIkaZUQQuhDGpZ4c4zx0+Zuj5rFxaRhiz8JITiXucplSPZYdO5BqQG+TZrT9KZs4T9JWm34h5skSVolZHNoVqz0QLVaMcZp2erH25DmtZvUvC1SaxRj/Bvea1QelcBFpJXsJWm14hyQkiTVQQjhHNJiNyWLMfYtU1uOAK6tY7EdY4wflaM9UmvjHJCSJEmNwwxISZLqpgtp1eSWoBN1b0vbcjREao1ijE9jJpwkSVKDmQEpSZIkSZIkqWxchEaSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVTbvmboAkSWr5QghPA3vFGCuauy2FQggXAr8E9o4xPp23vRJ4JsY4tOD4vsBvgH2BfqQvZHvGGGc1TYslSZKk1YsBSEmSVnFZoC3fl8Bs4HXgduCOGGPhMU3SptoCliGESUB/YKMY46SmaRmQnpOvAX8GJgKVwMLGCrKGEN4FBgLPxxh3a1hTq+qs6+t3fIzx9sY4d2PLPc8Fm+eRXosHgN/GGOc28BwDgA9Iff+4htTVnEIIA4HDgP8h9al1gJnAC8A1McZ/FSmzPnAssC2wHbAxUAEMjDFOrGc7jgVOA7YAlgETgKtijI/WcHwn4KfAkaT3+BfA08AvY4xvFzn+O9nxGwH/AS6LMd5b5Lh1gLeAP8YYf1yfa5EkSc3DAKQkSa3HRdlje2BT4FBSoGcw8IPmalQz2hyYn78hhLAGMAz4Z4zxOwX7GnzCEMLepEBRJbBrCGGrGOMbDa54+Wub7yygO3AtMKtg36uNcM5yuwOYRAqOrQscAlwIfCOEsGuMcXGztazluBg4ghR0exyYAQTgG6Tn6cwY43UFZQYDl5D64AekLyN61LcBIYSrgB8B/wVuAdYgBRYfCSGcHmO8oeD4DsBIYHdgPKl/bgD8L3BACGGfGOOLeccfBNwFvAjcBOwH/DmEMCfG+FhBc24EPgcuqO/1SJKk5mEAUpKkViLGeGH+7yGE3YFngVNDCL+NMX7QLA1rJjHGd4ps7ksacv1JmU77vezxCuAn2e9nNLTSwtcWIIRwHCkAeU0TZ5A2ltsLhsz/lJS1uz3wLVKAcnX3JPCbGOOE/I0hhL1IQb4rQwh/izFOyds9HhgCvBZj/KKGjNOShBB2IwUf3wd2jDHOzLZfCbwMXBVCeLSg/51NCj7eBxwRY/wyK/MX4EHgjyGErXPbgVOB94A9YoxLQwgXkwLTpwFVAcgQwjdJ2aB7xRgX1Od6JElS8zEAKUlSKxVjHBNCeIc0bHIHUjZUlRDCzsCPgT2AXsCnpCyri2KM5QrQ1SqEMBT4Fynj7++kDLAdSUHDscDPY4zjS6yr2hyQeUO+AY7NhpVCCnQdW1AuZ4U5JGs5X29S1ul7wC+A44CjQgjnxhgXllJHY8gLOHUgDWv9DjAA+HOM8bia5szMyg6ghqHLIYTOwJmkjLxclue/getijH9uaLtjjJ+HEB4kBaR2JC8AGUJYFziRNBR5E1J//Yw0rPfi/GG9edcH1V9nKBiaHkL4n+yadgK6krL87gcubQlzgtY0jD7G+Ez2Og8DdgNG5O37L+k6GsP3s8dLc8HH7ByTQgg3AucDx5M93yGEirwy5+YFGYkxPhRCGA3sSeqfueHj/YFXYoxLs+NmZ9MY5N6ruffWjcCNMcbRjXRtkiSpCbkKtiRJrVtuPsMl+RtDCMcDY0jDHf8FXEPKnDoRGB9C2LAJ21jMzqTg0iJS4OEJ0qIxo0MIe9azzmtIw0EBXiMFOS8iZWVdBEzO9l2U93N7Heo/lhT0uz0LptwN9CQNPW0OI0jBvLGka/93fSsKIfQAngMuI80B+EdSgLAPcE8I4ZIGtjWnaH8lZfT9lDTUfARwNWkexG8C40II2+Qd+zTFX+eLyBuaHkK4gJRhuDMp0+460jyU5wBjQgjdGueSyib3HC0t4zn2yR6fLLLviYJjIAWHNwTerSHjuliZD4FtQwhtALLnfTOWvx8hvTbzgfPq1HpJktRimAEpSVIrFUIYQpovbjHwUt72zYCbScMc94oxfpy3bx/S0M5rSdl8zeXrQLX55UIIB7N8CGfIz64qRYzxmizD70zg1YJhzQ9m2Zf9iw13LtGJpAWA/pT9fhtpOOr3gDvrWWdD9Ae2ijF+1gh1XUNa0OQnMcYrchtDCB1Jr8nPQgj3xRhfre8JQgh9SPNAQgp25nsKWCfGOKegzDakQPrlpGA6Mcans2zXYq9zrtzepIDk88D++dmO2dD227L9Pyyh3QNI2a51cXtDhs2HEPqTAvLzSdMsNLoQwprAesDcgiHeOe9lj5vlF8se362h2mJlbiItPjQ6hDCW9Dr2AH6fteNA4NvAsIYuTiRJkpqPAUhJklqJbOgpVF+EpgI4pyCAcEp2zJn5wUeAGONTIYSHgYNCCF0LAz5NaCLwf/kbsiGcz5CGb+4JPNMcDSsmC/ZuDvwjGwJLjPGNEMIrwB4hhM2Lrf5bZuc3RvAxG/56FDA+P/gIEGNcGEL4CWlo9Lep2+I3x2VB39wiNIcCvYG/kgJS+eeZVqyCGONrIYSngK+FENrHGAszJ2uSm5fzpMKh1jHG20MIZ5KGrq80AEka3v7LlR1U4GnSFwB1li3ycjcp2/bc/KHRjax79ji7hv257T0aUibG+GAW9D2XlLH7H+DoGOMjIYTupADl8BjjP0MIhwOXkqYA+Ii0WvYfSr0gSZLUfAxASpLUehQGQSqB78YYbyvYvmv2uFcIYcci9awNtCVlKb3cuE0s2egaMhyfJgUgt6MFBSCBk7LHwuf6dtKiKieRsiGb0ksrP6QkO5L6Q2VekDtf++xx8zrWe2yRbbfHGI8vdnAI4QDS/IKDgbVY8e/YtYBimXrF7Eoawvy/IYRiQ+TXAPqEEHrHGD+vraJsHs2K2o5pLCGEtqRs2t2BvwBXNcV5V6Jy5YdUyT1P1crEGO+g+KJDv8sezwkhbA/8jTQE/zTSgjQ3hxA+LrJatiRJamEMQEqS1ErEGCugaujkrsCtwE0hhMkxxqfyDu2dPf54JVV2aUBzKoGKEEKbWoZK5+aiLrb/0xrKTM0eu9ewv8mFEHqS5iKcRRqOnO8eUpDomBDCeTHGRU3YtKkrP6Qkuf6yY/ZTk7r2l72z4dLtScHLq0lZke/HGKvNKRlCOIM0LcBM0hQBH5KGH1eShm1vQ8oILFVv0t/BK8tc7ALUGoBsKlnw8S7SnKJ/BY6KMdYl+FdXuWzFmt5rxbIdV1amW8FxNQohDANOAA7MFqb5ETAHOC7GOC+X+Upabd4ApCRJLZwBSEmSWpkY4zzgnyGEg4BXgDuyORPnZ4dUBQlijF+UqRmzScMsewPTC3dmq+X2yn6dVaT8OjXU2zev/pbiGKBj9rMghFDsmN7A4aSAZJOoJTiVC/gW+zuwR5Ftuef66hhjo2dxZsOmX8/661vARSGEx2KMEwBCCO1I8zFOBbYvnI8whLBrYZ0lmA20iTH2WumRK9EUc0Bmz8E9pODjPcAxMcZldTxnnWRBvo+B9UII/YrMAzkwe8yf7zFmj5tRXLEyKwghdAFuAe7Ky27cPDUrzsvaVxlCmECaC1OSJLVwBiAlSWqlYoyvhxBuIQ1b/SFp7jRIqwfvQJpHsVyZQ6+RhkrvCjxcZP9XgDWBSTUEQfeoIXtyaPY4obEammcZpEyzOgZ3csOv/0zKyivUnZQheRJNGICsRW7OwA2K7BtcZNtLpKBlfVcfL0mMcX42n+S9wBXAsGzXWqTA6P1Fgo9dSEPcC+Vev7Y1nO4F4IAQwpYxxjcb2PQBlHEOyBDCGqSMx4NJCxwdX9cFmBrgKeBo0qJQhdML7Jd3TM77pOzUzUIIGxVZCbtYmWJ+Qwron5m3rYIVs1w7rqQeSZLUQrRZ+SGSJGkVdgmwkDSHWs9s2w2k+e+uzlbEriaEsEYIoaHBptuzx1+FEHoU1N+BFGDKP67QQNKCFPnlDiYFNScCoxvYvmJyQ203LLVACGE3YEvg7Rjjt2OMJxb+AEcAk4Gh+c93COG4EEJlCOH2RryGUuTmhjw+y6zLtWcD4ILCg7MFYO4GBocQzs8vk1d2kxDCRo3Qtr8CrwNfzVaqBphGCuzukAUcc+dsTxqWvVaRemaShmfX9FpenT3eEkJYt3BnCGHNEMIupTQ4xvh0jLGijj9Pl1J39l55gBR8vJUyBR9DCP1CCIOyRV/y3ZQ9/jzv/pHL+jwNWEReYDLLus2VuSKE0CavzMGkIPZb1DJ/a7ag0ynAaTHGGXm73gS2DCFsnB3XPauvoQFkSZLUBMyAlCSpFYsxfhxCuJmUSXQucF6M8Z0QwgnAH4E3QwhPkoZEticFbPYkDZse1IBT30FaGflI4N1sZe2ppKHI+2fneQa4vIbyTwK/DSHsR8qm3JS06MRC0sI65cgAG0Ua4np/COFxYAEwOcZ4Zy1lvpc9Dq/pgBjjlyGE24ALSVmQubk3c8GZpQ1pdF3FGF8MITwLDAFeyubSWwc4CPg7xTMjf0AKCv8KODqE8Bxpns51SUNjdwS+BRRmvNW1bZUhhF+Sgm6XArtlz991wE+Bf4cQHiItErM3aRj/v7J/59czN4TwIrBnCOFuUv9eBjwcY3w9xjgqhPBT4NfAe9nr/QFpzsf+pED3c6TMv+Z0E+n98hnwMXBBkSH+TxcGNAuC2rn38W9CCLlV7YfHGJ/LO+bXpEWBjifvS4EY49gQwu9ICyi9HkK4j/TcH0F67k8vMpT8d8CBpKzfF0MIo0jv9/8lBZJPqOn9G0LoRHovjYgxjijYfRWpjz0VQriflCHbg5rvIZIkqQUxA1KSpNbv16QP/meEENYBiDHeRRqGfTdpOPQPgKNIgb77KMg+rKssE+rbpOGbr5MWCvkJKSD5UXa+YbUsyvIiabh1h+zY/UjDNofEGJ9tSNtqMZz0XHUnBWsvBr5b08FZBtb/AotJQ2Nr80fSMOZjsyG1AFtnj/c2oM31dTDpetcHTietKn4u6TVaQTZMfq/s2M9I81meTQr8zSEN8R/ZGA2LMT5IWn1912xeSIDzgR+RgsInk4LR44GdSEN+izmaNMXA10lDpC8mb7h2jPE3pCDsY6RVpc8ivZ7rAX8AftEY19NAuazStUjZqb8s8jO0SLlj835y86kelrdt01IbEGP8EWmOy6mkgPsxpKzDg2KMNxQ5fhHwVVKwugepbwwjLdC0Y4zxxVpOdzHpS4rTitT7KqnfzSXdEzoDJ8UYHy/1WiRJUvOpqKws5+J5kiRJpQshDCVltF0UY7yweVtTXiGEV4ClMcadmrstkiRJUjk5BFuSJKmJZdmT25AyuiRJkqRWzQCkJElSE4sxzqbmFZolSZKkVsU5ICVJkiRJkiSVjXNASpIkSZIkSSobMyAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZtGvMymbOnFnZmPUV07VrVwDmzJlT7lNJZWVfVmtif1ZrYV9Wa2FfVmvSY8MNqZg7l8ouXZj14YfN3Ryp3rw3qzXo2bNnRX3KmQEpSZIkSWqxKubOrfYoSVr1GICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJVNu+ZugCStzMhRlSs9Zti+FU3QEkmSJEmSVFdmQEqSJEmSJEkqGwOQkiRJkiRJksrGIdiSmlUpw6slSZIkSdKqywxISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDbtmrsBklqmkaMqV3rMsH0rmqAlkiRJkiRpVWYGpCRJkiRJkqSyMQNSUlmVkkkpSZIkSZJaLzMgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjatgS2rVxo0bx1133cXbb7/N4sWL6d+/P4ceeigHH3wwFRUVda5vxowZDB8+nDFjxjBjxgx69erFHnvswYknnkjPnj1XOP6QQw5h6tSpK633wQcfpG/fvgAsXbqUl19+mbFjx/L6668zdepU5s6dy1prrcXgwYP59re/zUYbbVTntkuSJEmS1BwMQEqqt5GjKpu7CbV66KGHuPzyy2nTpg077LADnTt35qWXXuLyyy/n3//+N+eff36d6ps6dSonnXQS06dPp3///gwZMoSJEycyYsQIRo8ezfDhw1l77bWrldlnn32YNWtW0fref/99Yoysu+66rLPOOlXbX3nlFc4880wA1llnHbbeemvatGlDjJFHHnmEv//971xyySUMGTKkbk+IJEmSJEnNwACkpFbpk08+4aqrrqJt27Zcf/31bLfddgBMnz6dk08+mccee4xddtmFYcOGlVznpZdeyvTp0zn00EM599xzqaiooLKykiuuuIIHHniAyy67jGuuuaZamTPOOKPG+k4//XQA9ttvv2rZmG3atGHfffflW9/6FltttVXV9mXLlnHTTTdx55138qtf/YoRI0bQvXv3ktsvSZIkSVJzcA5ISa3Svffey5IlSzjkkEOqgo8Affr04bTTTgPgzjvvLLm+GCPjxo2je/funHXWWVUBw4qKCs466yy6d+/OCy+8wHvvvVdSfdOmTePll1+moqKC/fffv9q+wYMHc+mll1YLPgK0bduWU089lf79+zN37lzGjBlTcvslSZIkSWouZkBKzWyXXXahb9++jBgxgrvvvpvHHnuMqVOn0rNnTw444ACOP/542rVrx5QpU7jlllt48cUXmTNnDgMGDODkk09m9913L1rv559/zl133cXYsWOZOnUq7dq1Y+DAgRx++OFFs/5effVVnnrqKSZMmMC0adOYO3c+Xbutxaab7MSQocfSs2e/FcrcOvxUJn0wgbPPuZ/p0z7g2Wf+xJQp71FRARtssDVfHXYy662/eaM/Z6UYPXo0APvuu+8K+4YMGUKHDh149913+fTTT6sNf15ZfXvuuScdOnSotq9Dhw7sueeePProo4wePZqBAweutL4nn3ySL7/8km233Zb11luvlEsCUsBz0003ZfLkyUyfPr3kcpIkSZIkNRczIKUW4oILLuC2225j/fXXZ6eddmLevHnceuutXHHFFXz00UeccMIJjB8/ni233JLNN9+cd999l3PPPZeXX355hbrefvttjjrqKP785z+zePFidt55Z7bYYgveffddzj//fK6//voVylx//fU88MADtGvXjm233ZbNwm60bdOO8eMf4vc3Hsf06ZNrbPu4lx7grjvPYdHi+QzcbGe6dV+HiRNf5NbhpzJ9+qTGfJpqNHJUZdXPI4/NZcqUKQB8PGWzqu057du3r1rEpdSMxdxxgwYNKro/hFCn+h5//HEADjjggJKOz/fRRx8B0Lt37zqXlSRJkiSpqZkBKbUAU6dOpUOHDvz1r3+lT58+AHz66accc8wxPProo7z++uvsvffenH322bRrl962I0aM4Morr+TWW29lhx12qKpr3rx5/OQnP2HmzJn86Ec/4vDDD6dNm/Rdw7Rp0zjnnHO4++672Xnnndlpp52qyn33u99lyy23rJpTcOSoSiorKxk/7kEefugKHn/sao497pqi7X9+7F/4zlFXEAbtAUBlZSWPPHwl4156gNHP3sVhh/+i2vG/vfJQZs1a+crQ+fbe57vss++JJR07a1YKPnbs2JUOHToXPWbttdfmnXfeqQpUrkxuJevCRWby6wNKqu+tt95i0qRJdOjQgX322aek8+eMHz+ed999lw4dOrDrrrvWqawkSZIkSc3BAKTUQpx99tlVwUdIqx9//etf5y9/+QuLFi3ihz/8YVXwEeCQQw7hD3/4A6+//jpLly6t2vfoo48ybdo0Dj74YP73f/+32jnWXnttzjvvPI4//nhGjBhRLQC52267rdCmiooKdtzpUF6d8ATvTxzHokXz6NBhzRWO23W3I6qCj7ly+371JMa99AAf/GfFDM0tt9qb+fNm1+HZgb79Vj6sOWfxovkArLFGxxqP6dSpEwDz588vqc7ccR07Fq+zLvXlsh+HDh3Kmmuu+HzWZNasWVxyySUAHHXUUWZASpIkSZJWCQYgpRagXbt21bIYc9Zff30AdthhB9q3b19tX9u2benXrx/vvPMOs2bNYq211gLghRdeAGDvvfcueq5BgwbRuXNn3nzzzRX2zZgxg+eee44PPviAd9+dy5dfLgNgztwZVFZ+yeef/5d11w0rlBu42S4rbFtzzZ506tSNOXM+X2Hf1/ereWXoxlBJNtw6b2XpFY6prKxxX23HV9RQZ6n1LVmyhJEjRwKssPhMbRYvXsx5553H1KlT2W677Tj++ONLLitJkiRJUnMyACm1AL17966W3ZiTy6qradhvbv/ixYurtuWGAJ911lm1nnPRokXVfh8xYgTXXXfdCturl5lXdHv37sUXcenQoTMLFnxRazvqY/r0SYx+ZsUVrHcY/A36D9imKktz8aIF1fbnzwP50UcLAfjwo07Vtg/bt3iAsXPnNJR7wYIFRffnnrfccTUZM2YMs2fPpk+fPuy44461HpuzdOlSfv7znzNhwgQ222wzrrzyyqL9RZIkSZKklshPsFILUFNWXan78+Uy8YYMGUKXLl1KKvP2229z1VVX0alTJ8477zwGDx7Ma//uRfv2abjxX/9yAf9+fSTUkORXUVG39ayefOK6Og/BHrTFELbYYi8A5s6ZwYQJj69wzICNt6f/gG3o0aMvAAsXzmHx4gWssUanFY794ou0gnTu2JXp168f7777LtOmTSu6P7e9b9/a68sNv95vv/2q5uaszbJly7jwwgsZPXo0G220Edddd13Jr6skSZIkSS2BAUiplVlnnXWYPHkyRx55JNtvv31JZZ566ikqKys55ZRTOPjggwF4653l0cYZn/+3Udv45hv/qvMiND169qsKQG608fZcfOnzNR7bsWMXevTsx6yZU/jkk8iAAdtW27906RI+/fR9oPS5JQcOHMgzzzxDjLHo/tz2gQNrrm/WrFmMHTsWKG34dWVlJZdeein//Oc/WX/99bn++uvp0aNHSe2VJEmSJKmlMAAptTK77LILL730Ek8//XTJAcgvvkjDpNdZZ8Wh1NOmfcCUKe82aht/9OMHGrW+YgYN2oMXnv8bb77x1AoByPjOcyxdupi+/QaWnAG5xx57MHz4cJ577jkWL17MGmusUbVv0aJFjB49GkiZpzX5xz/+wdKlS9lyyy0ZMGDASs95xRVX8Pjjj9O3b19uuOGGqnk+JUmSJElaldRt3KSkFu/ggw9m7bXX5r777uOee+5h6dKl1fZXVlYyYcIExowZU7Wtf//+ADz44IMsWbKkavvcuTO4/76LqxajWZXsuuv/o23bdox76UEmTXq1avucLz7j73+/EYA99zxqhXIXXXQRRxxxBH/729+qbR80aBCDBw9m5syZXHvttVVD3SsrK7nuuuuYNWsWO++8c60ZkLnh16VkP1533XU88MAD9OnThxtvvHGlQ7slSZIkSWqpzICUWpk111yT3/72t5x99tlcd9113H333WyyySZ069aN6dOn89FHHzFjxgyOOOIIdt99dwAOPPBA7r33XsaOHcvhhx/OVlttxX8/XsikD16lW7e12HzzIbz99rPNfGV106v3+hxw4Nk88vCV3HbrD9h448Gs0aET708cx6JF89hm26/zlW2+tkK5qVOnMnnyZGbNmrXCvp///OecdNJJjBgxgpdffplNN92UiRMnMmnSJPr06cPPfvazGtvzwQcf8M4777DGGmswbNiwWtv+7LPPcs899wCw7rrrcuuttxY9bq+99mKvvfaqtS5JkiRJkpqbAUipFRo4cCB33XUXf/vb33j22Wd54403WLp0Kb169WLjjTfmqKOO4qtf/WrV8d26deO2227jpptuYty4cTz33HN0XrM3Oww+iL33+S5PPHZN811MA+y406H06rUeo5+9i//+902WLVvCWmv1Z/COB7PjTofWub5+/fpxxx13MHz4cMaMGcMzzzxDz549OfTQQznppJPo1atXjWUfe+wxIA3l7tatW63nyQ2JB3jttdd47bXXamyPAUhJkiRJUktXkRtG2BhmzpzZeJXVoGvXrgDMmTOn3KeSyqql9+WRo8r+dm6Rhu1b+orjWq6l92epVPZltRb2ZbUmPfO+5J05Y0YztkRqGO/Nag169uxZrw/NzgEpSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKls2jV3AyQ1vdV1hWtJkiRJktT0zICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklU275m6AJLUkI0dVrvSYYftWNEFLJEmSJElqHcyAlCRJkiRJklQ2ZkBKrUwpGXySJEmSJElNxQxISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWXTrrkbIEmrmpGjKld6zLB9K5qgJZIkSZIktXxmQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSqbds3dAEmlGzmqsrmbIEmSJEmSVCdmQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqm3bN3QBJao1Gjqqsdf+wfSuaqCWSJEmSJDUvMyAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ27Zq7AZK0Oho5qnKlxwzbt6IJWiJJkiRJUnmZASlJkiRJkiSpbMyAlFqQUrLiJEmSJEmSViVmQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWzaNXcDpNXFyFGV1X7v1HExAAsWVhY7XJIkSZIkqVUwA1KSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2bRr7gZIkoobOapypccM27eiCVoiSZIkSVL9mQEpSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbNo1dwOk1mDkqMrmboIkSZIkSVKLZAakJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysZFaKTVxOeffcQzz9zB+++PY97cmXTq1I2NNxnM0L2Pp0+f/iXVMX36ZP7vhmNYunQx62+wJSd/f/gKx3wxexqPPXYNE997kYqKCgZutgv7738WXbuttcKxixcv4LprvkXXbmvxvZNvoaKiok7XdP99FzNhwuPsvc932WffE2s87rdXHsqsWVM54bs3stHG21dtf2rUcP711K3Vjm3fvgMdOnShV+/1WG+9QWy19VfZcMOta6z7/J/vCsDZ59xPz5796tR+SZIkSZJWBwYgpdXABx+8wl1/+jGLF8+nV+/1CYN2Z8aMj3n9tb/z9ltPc+xx19J/wDa11vHll1/y4AOXsWzZklqPufNP5zB16ntstPEOALzx71HM+Py/fP/U21YIMP7rqVuZM+czvn3Ub+ocfGxMvXqtR//+6fqXfbmU+fNnM3XKe3w4+XWeH/tXNtpoew775vn06NG32dooSZIkSdKqygCk1MotXryQv957AYsXz2ePPb/DsK+dSps2afaFV155jAdGXMJf7v0FZ539N9ZYo2ON9bz4wn18OPl1dtzpUMa99EDRY95++1mmTn2Pvfc5kX32/S4A/xx5M888fTtvv/0sW2yxV9Wx06Z9wPNj/8KOOx3KuuuGRrziuuvffxsO++b5K2z/z39e5vFHr+aDD15h+C2n8P1TbqVLl17N0EJJkiRJklZdzgEptXJvvfU0c+d+Tu/eGzDsa6dUBR8Btt/+AAZtPoQ5cz5jwiuP1VjHzBmf8M+RN7FZ2I2tt/5qjcdN+SQCMHjHb1Rt22mnQ6vty3n04avo1KkbXx12cr2uqylsvPEOfO/7t7D22hsze9ZUHn/smuZukiRJkiRJqxwDkFIr98nH7wAwYKPtaNOm7Qr7N9lkMABvv/VMjXU8+OCvgQq+8Y1zaz3XgvlfANCpU7eqbZ06dwdg/vzZVdteffVJPvjgFf5nv9Pp2LFLaRfSTNZYoxP7HXAmAG++8RRffDG9mVskSZIkSdKqxQCk1MotWbwQqB4UzNepc9o+Zcq7RfePH/cw/3l/PMO+9n2691in1nN175nmSJw+fVLVtty/cwu0LFw4l78/cQMDBmzLttt+veTraE6bbroTnTv34Msvl/HBB680d3MkSZIkSVqlGICUWrnOa/YAYNasKUX3z5yRts+fP5tFi+ZX2/fF7Gn8/cnrWX+DLdlp58NXeq7NNtuVioo2PPn4dcyePY3Zs6fx5OPXUVHRhoGbpdWi/znyZubPn8WB3/hxA66q6fXrNxCAaZ9+0MwtkSRJkiRp1eIiNFIrt9HG2/PsM3fwbhzLnDmf07Vr76p9y5YtZcKE5XM/Ll40nw4dOlf9/vBDV7BkyUIOPuSn1eaOrEnfvpuy8y7f5IXn/8pVVxxctX33Pb7FOutswiefRMa99AC77nYE66yzcdX+JUsW0bZt+5LOUcy/nrqVfz11a73KlioXyF2w4IuynqeuRo6qXOkxw/ZtvhXGJUmSJEkyACm1cptssiPrb7Al//3oTe64/SwOOugc+vYbyMyZn/CPJ29k5oxPqKhoQ2Xll1TkBQBfe+3vxDiGvYYeR9++m5Z8vgMO/CEbbzKY9ye+BMDAgbsQBu1OZWUljzx8JV269mbvfdIK2W+/PZp/PHkDn332Ie3arcGWW+3DgQedQ8eOa9bpGvv2HViVoVjMm2/+i8WLF9SpzkKVlSnQV4HBPEmSJEmS6sIApNTKVVRU8K1vXcbdd/2ETz55h+G3fL9qX9u27dj/gLN4/LGrqaioqFoQZt68mTz+6DX0XmtD9hp6XJ3Pufnme7L55ntW2zZ+3EP896M3OeJbl9KhQ2emTp3IvfecR//+2zDsa6cwY8bHjPrnH1i2bAlHHHlJ3c63xRD22ffEGvd/8MErDQ5ALsgW0cnNmSlJkiRJkkpjAFJaDXTrvjYnn3Ir7707lkmTXmXhgrl077EOW2/9VZYuW0JlZSW9e29Au3ZrADB58uvMnz+LNTp04k93/LBaXQsXzAVg+rQPuHX4qQAcdfRV1YZuF5o/fzYj//F7Nt10Z7baah8Anht9N+3adeBb37mcTp26proXzuWZp29n2LDv06v3+o3+PNRXZWVl1SI9a+cNHZckSZIkSStnAFJaTbRp04YwaA/CoD2qbR875l4ANt5k8AplZs2cwqyZxRevWbRoPpM+mADAl18uq/Xcf3/yBpYsWciBB/2oatu0T/9Dnz79q4KPABtssBUAn077oEUFIN+f+BLz58+mTZu2bDRgu+ZujiRJkiRJqxQDkNJqbMmShbzwwn1UVFSw446HVG3fYou9uPjS54uW+eA/r/DHW09j/Q225OTvD1/pOT788N9MeOUx9hp6HL3X2qBqe0VFGxYvWVjt2MVL0jDpNhX1W4ymHBYvXsATj18HwNZfGUbXbms1c4skSZIkSVq1tJxP+ZLK5tNP32dJQbBv/vzZ3PvnnzNzxsfsuNOh9Ft3s0Y/75dfLuORh6+kR49+DNnrmGr71llnYz6bPomPPnwjO/ZLXn3lCSoqKlrMMOcPPniFP9z8PaZN+w89evZjv/3PaO4mSZIkSZK0yjEDUloNjBl9D2+99TT91g107boWCxZ8weRJr7FkyUK23Gpv9j/ghyuvpB5efOE+pk55j6OOvpL27TtW27fHkKN47bW/c/ttZ7DxJjsya+YUpk59j22324+ePfuVpT01mTz5Ne6/72IAln25lAXzv2DKlPeYO/dzADbeeAcOO/x81lyzZ5O2S5IkSZKk1sAApLQaGLTFEObOncHUqRP56MM36NChMxv2/wqDB3+DrbbetyznnDPnc0b98xYGDdpzhXknAdZeeyOOPvZ3/PMfN/Heu8/TsWMXdt75cL729R+UpT21mTHjY2bM+BiA9u070KFDF3r1Wpetv7IvW289jA023KrJ2yRJkiRJUmtRUVlZ2WiVzZw5s/Eqq0HXrmnBijlz5pT7VBIAI0eVp1t36pgyAhcsXLiSI6XyG7ZvRYPKe29Wa2FfVmthX1Zr0rNXr6p/z5wxoxlbIjWM92a1Bj179qzXh0fngJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ27Zq7AVJzGjmqsrmbIEmSJEmS1KqZASlJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksmnX3A2QJDW/kaMqV3rMsH0rmqAlkiRJkqTWxgxISZIkSZIkSWVjAFKSJEmSJElS2TgEW61WKUNKJUmSJEmSVF5mQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyadfcDZAkrRpGjqqscV+njovZ7+trNGFrJEmSJEmrCjMgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZOAekJKlRPPHkYhYsrHmeSIBh+1Y0UWskSZIkSS2FGZCSJEmSJEmSysYApCRJkiRJkqSycQi2VlkjR9U+1FOSJEmSJEnNzwBkK/fxxx9zyy23MG7cOObMmcPaa6/NPvvsw/HHH0+nTp3qXN/SpUu55557eOKJJ/jkk0/o1KkT22yzDSeccAIhhBrLjRw5koceeoh3332XefPm0bVrV0IIHHbYYey1114lnfuWW27h1ltvBeDcc8+la/dD69x+SS3fuHHjuOuuu3j77bdZvHgx/fv359BDD+Xggw+moqLuc0jOmDGD4cOHM2bMGGbMmEGvXr3YY489OPHEE+nZs2etZUeNGsUjjzxCjJG5c+fSo0cPBg4cyCGHHMKQIUPqe4mSJEmStFoxANmKxRg55ZRTmD9/PiEEtt12W958803+9Kc/MXbsWG6++WbWXHPNkutbunQpZ511FuPHj6dnz57ssccefPbZZzzzzDOMHTuWq666ip133nmFcldddRX33Xcfbdq0YZtttqF3795MnTqVF198kRdffJGjjz6a0047rdZzv//++9xxxx1UVFRQWWnmo9RaPfTQQ1x++eW0adOGHXbYgc6dO/PSSy9x+eWX8+9//5vzzz+/TvVNnTqVk046ienTp9O/f3+GDBnCxIkTGTFiBKNHj2b48OGsvfbaK5RbunQpv/zlLxk1ahQdOnRgm222oXv37nz66ae88sor9O7d2wCkJEmSJJXIAGQrtWzZMi644ALmz5/PqaeeyjHHHAPAkiVL+OlPf8qYMWO44YYb+MlPflJynXfeeSfjx49niy224Prrr68KXv7jH//gggsu4MILL2TEiBF07ty5qsxbb73FfffdR+fOnfn9739fLUvypZde4uyzz+auu+7igAMOYMCAATVey6WXXkr37t3ZcsstefbZZ+vxjEhq6T755BOuuuoq2rZty/XXX892220HwPTp0zn55JN57LHH2GWXXRg2bFjJdV566aVMnz6dQw89lHPPPbfqS4wrrriCBx54gMsuu4xrrrlmhXJXX301o0aNYuedd+bCCy+slim5YMECPvnkkwZfryRJkiStLlyEppUaPXo0kydPZpNNNuHoo4+u2t6+fXvOO+882rZtyyOPPMLs2bNLqm/p0qXce++9APz4xz+uljn5ta99jd12242ZM2fyyCOPVCs3YcIEAIYOHbrCEO2ddtqJHXbYgcrKSt56660az33PPffw1ltv8aMf/YguXbqU1F5Jq557772XJUuWcMghh1QFHwH69OlTlSV95513llxfjJFx48bRvXt3zjrrrKrh2xUVFZx11ll0796dF154gffee69auXfffZf777+fddZZh8svv3yFYdqdOnVik002qe9lSpIkSdJqxwBkKzV69GgA9tlnnxXmTFtrrbXYdtttWbp0KWPHji2pvtdff53Zs2ez7rrrsvnmm6+w/6tf/Wq18+a0b9++pPq7d+9edPuHH37I8OHD2XPPPdlnn31KqkvSqil3/9h3331X2DdkyBA6dOjAu+++y6efflqn+vbcc086dOhQbV+HDh3Yc889qx2X88ADD1BZWcnhhx9er7lyJUmSJEnVGYBspXIZPYMGDSq6P5eNWJj509j17bjjjrRp04ann36aGGO1fS+99BIvv/wy/fr1Y/DgwSvUWVlZyWWXXUbbtm358Y9/XFI7Ja2a5s2bx5QpUwCKLmjVvn17NtpoI6D8961x48YBKUv7k08+4Y477uDyyy/nhhtuYMyYMc5DK0mSJEl15ByQrdTUqVMBii6ukL8994G/seqbPXs28+fPr5oHcqONNuKMM87guuuu44QTTuArX/kKa621FlOmTOGNN97gK1/5ChdccMEK2UkA9913H6+++irnnHNOjeeV1Drk7kVdu3atNo9svrXXXpt33nmn0e9b+fUtXryY//73vwC8+eabXHfddSxatKhq/1133cWWW27JFVdcQe/evUtqhyRJkiSt7syAbKXmz58PQMeOHYvuzw0rzB3XWPUVq/PII4/k0ksvpWPHjkyYMIGRI0fyxhtv0LVrVwYPHkyvXr1WqO9v933C9df/ng023Iqu3Q9l5KhKRo6qJBcnePsdM5Ck1mRl9xgo330rv745c+YAaZ7I3/3ud2y55ZbccccdPPXUU9x0001ssskmvPnmm/zsZz8rqQ2SJEmSJDMgW73C+R9z6jqEMHd8TfXVVu7aa6/l3nvv5YADDuCoo46iX79+TJkyhTvvvJM//vGPPPfcc9x0003Vsp4eevA3LFu2hIMPOY82bYyTS63FyFHF7z2TJ38JwKLFNd9jGvu+Vay+ZcuWVe3r3bs3V199dVWG9rbbbss111zDN7/5TV577TXGjx9fdPoISZIkSVJ1BiBXUb/61a9W2LbNNttw8MEHA9C5c2e++OILFixYULR8bkhhTUMdC+WOq6m+hQsXrnAswOOPP869997L7rvvzvnnn1+1faONNuKCCy5g5syZPP/889x9992cdNJJADz66KNMnPgiQ/c+gXXW2bik9klq2aZPn8ToZ1ZcwXqHwd+g/4Bt6NBhTQAWLyp+j4HGv28Vq2/NNdes+vd+++23wvQQffr0YY899mDUqFG88sorBiAlSZIkqQQGIFdRjz/+eNHtuQBk3759+eKLL5g2bRoDBw5c4bhp06ZVHVeKfv36VStXU33dunWr9mH+iSeeAJavkl1o2LBhPP/887z00ktVAchnn30WgPcnvsSkSROqHf/Z9MkAjB1zL//+9z/p338bvjrs5JKuQVLzmTtnBhMmrHjfGrDx9vQfsA09eqR70cKFc1iwYEHR1afrc9969913V3rfyq9vzTXXpFu3bnzxxRdV971i9QJ8/vnnJbVDkiRJklZ3BiBXUS+88EKt+wcOHMi7775LjJHdd999hf25FamLBSdrqi+/XKn15T7gd+nSpWi53PYvvvhihX0fffRGje35/POP+Pzzj+jYsetKWi6pJdho4+25+NLna9zfsWMXevTsx6yZU4gxsu2221bbv2TJEv7zn/8AdbtvPfPMM3W+b2222WaMHz++6H0J0mJbQNEgqSRJkiRpRU6u10rtscceADz11FMr7Pv888959dVXadu2LbvttltJ9X3lK1+hW7dufPzxx7zzzjsr7P/nP/8JwJAhQ6ptz60S++abbxat9403UpAxP9Poiiuu4OJLny/6s912+wNw0Dd+zMWXPs93jvpNSe2X1PINGpTuW6NGjVph3+jRo1m0aBGbbbZZyRmQufvgc889x+LFi6vtW7RoEaNHjwZWvG/lfn/55ZdXqHPZsmW8+uqrWXsHldQOSZIkSVrdGYBspfbcc0823HBDJk6cyJ13Lp93benSpVx++eUsXbqUgw46iB49elQr97e//Y0jjjiCiy66qNr2du3aceSRRwJw5ZVXMm/evKp9I0eOZMyYMfTo0YMDDzywWrmhQ4cCcO+991Z9aM8ZP348f/nLX4Cah2hLWn3suuv/o23bdjz44IPV7hefffYZN954IwBHHXXUCuUuuugijjjiCP72t79V2z5o0CAGDx7MzJkzufbaa6sWnamsrOS6665j1qxZ7LzzzitkQB544IH07t2bF198kYceeqhqe2VlJX/4wx/46KOP6N27d9X9TZIkSZJUO4dgt1Lt2rXjV7/6Faeeeio33ngjTz31FOuttx5vvPEGU6dOZZNNNuEHP/jBCuVmzZrF5MmT6dWr1wr7jj76aMaPH88rr7zCN7/5TbbffvuqbMp27drxy1/+stoCDgCHHXYYzz33HOPGjeOUU05hiy22oG/fvkyZMoW33noLSNlG++23X3meCEmrjF691+eAA8/mkYev5LTTTmPw4MF06tSJcePGMW/ePPbbbz++9rWvrVBu6tSpTJ48mVmzZq2w7+c//zknnXQSI0aM4OWXX2bTTTdl4sSJTJo0iT59+vCzn/1shTKdO3fm4osv5oc//CG//vWvGTFiBOuttx7vv/8+H374IZ07d+aSSy6hY8eO5XgaJEmSJKnVMQDZig0aNIg77riD4cOHM27cOCZOnMjaa6/NUUcdxQknnFDySrI57du359prr+Xuu+/mySefZPTo0XTq1IkhQ4ZwwgknFB2O2L59e6655hoeeugh/vGPf/D+++/z9tvvsMYanRmw0XZsu+1+bLf9ATz1dBugspGuXNKqasedDqVXr/UY/exdvPbamyxbtoS11urPPvsezI47HcrIUek+MWzfipLq69evX9V9cMyYMTzzzDP07NmTQw89lJNOOqnoly0A22+/PX/605+49dZbGT9+PP/5z3/o2bMn+++/P8cddxwbbrhho12zJEmSJLV2FbkhaY1h5syZZY8gde2aFh2ZM2dOuU+lMskFEFZ3nbLsqQULFzZzS6SGa+r+XGoAUqor/85Qa2FfVmvSM+8Lw5kzZjRjS6SG8d6s1qBnz571+jDmHJCSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksqmXXM3QK2LK1xLagql3GtcKVuSJEmSWgYzICVJkiRJkiSVjRmQkqRWySxJSZIkSWoZDECq1Zsy5f3mbkJRHTt0AGDhokXN3BKp4Tp26MC6627a3M2QJEmSJLVABiAFtO65G886Y6fmboK0Wnj4kXnN3QRJkiRJUgvkHJCSJEmSJEmSysYApCRJkiRJkqSycQj2aqA1D6+WpIZY2f3RRWokSZIkqeEMQLZwBg8b7prrXmruJhTlIjRqTXL9WZIkSZKkQgYg1er167dJczehqE4dOwKwYOHCZm6J1HC5/tzalPIlkFmSkiRJklQ7A5DNyOxGSVr1rYr3coOmkiRJkppSRWXlqvXB6aKLLqoE+OUvf+mnJ63S7MtqTezPai3sy2ot7MtqTezPai3sy1qduQq2JEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyWeVWwZYkSZIkSZK06jADUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEll0665G5ATQtgN+AWwC9ARmAj8Ebg+xrisxDraA6cC2wLbAVsA7YGTYozDV1L2WOC0rMwyYAJwVYzx0fpcj1ZfjdGX61tXCGFt4Bxgf6A/sBiYBNwL3BRjnFO/q9LqqDn7clamC/BD4JvAJkAl8CEwBjgtxrikHpel1VBz9+W8sh2Al4EtgY9jjOvX8VKkZuvPIYTdgYOBvYEBQDfgE2AUcHmMcWL9r0qtVQhhfeBXwNeB3sAU4EHgohjjzHLW05jvFak5+nIIYSBwGPA/wEBgHWAm8AJwTYzxXw26KKmJtYgMyBDCwcCzwBDgAeBGYA3galLgpFRrAtcAxwF9gaklnv8q4HagH3ALcBewNfBICOEHdTi/VnON2JfrXFcIYQDwb+DHwHTgJuAeoAtwBfBcCKFTPS5Lq6Hm7MtZmQGkL4J+BcwGfg/cDLxNCkh2qOMlaTXV3H25wGWkL4ekemnm/jwC+BGwELgbuJ4UgPwu8GoIYde6X5FasxDCJqQvXY4HXiL1rf8AZwLPhxB6l6uexnyvSM3Yly8GLicFHh8Hfkv6Iv4A4KkQwhkNuzKpaVVUVlY2awNCCN1I30Z1B3aPMY7PtncEngJ2Bb4VY1zpfxQhhDWAfYFXY4xTQggXAr+klgzI7JuxMcD7wI65bx2yD78vk4Kag2KMkxpwmVoNNHJfrnNdIYQbSRnAF8YYL8rb3hb4B7APcGyM8U+NcLlqxVpAX25P+qNsS+CbMcaHC+psC3wZY2ze/8DU4jV3Xy4oPzQ77lRSQN0MSNVJc/fnEMJPgDtjjJ8U1PUz4FLgjRjj1g2+ULUaIYS/A18DzogxXp+3/XekEQ43xxi/39j1NOZ7RYJm7cvHAa/FGCcU1LMXMJI0OmhAjHFKAy5PajItIQPym0Af4N7cfw4AMcaFpJR5gFNKqSjGuDjG+EQd34C5N/il+SnPWcDxRlKWzfF1qE+rr0bry/Wsa+PssVqwJhti8lj2a58Sz6/VW3P35aNJU2lcWxh8zMouM/ioEjV3XwaqPgzfDoyKMd5UlwuQ8jRrf44x/qYw+Jj5DbAA2KrULCC1fiGEjUmBlkmkz1T5fgnMA44OIaxZhnoa872i1Vxz9uUY4+2Fwcds+zPA06Ss3t1KvxqpebWEAOQ+2eOTRfY9C8wHdsvmTWrq8z9RcIxUm8bsy/Wp683s8YD8g0MIbYD9gC9J3/pKK9Pcffnb2ePtIYQBIYRTQgjnhRC+44db1VFz9+Wc64CepKGqUn21lP5cqBJYmv3befWUk+tj/4gxfpm/I5uTfAzQmTQ/Y2PX09yfL9W6NGdfrk1uLvSltR4ltSAtIQAZssd3C3fEGJcCH5AWy9m4cH+DT5y+XVgPmFtD1uR72eNmjX1utUqN2ZfrU9cVQAQuDiGMCiFcGUK4lhSYHAycWOwbNKmI5u7LO5LmGNuPdB/+P9LceXcBk0MIJ5R0FVLz92VCCIcCxwJnxxg/LLnl0oqavT/X4H+BrsALMcZZJRyv1UONfSxT6ues+tTTbJ8v1So1Z18uXlEI/UlTz80nBdWlVUJLCEB2zx5n17A/t71HKzu3Wp/G7E91rivGOI30jdkDpG/YzgHOIP1n91fgnyWcV4Jm7MtZNkI3oD1wJWly7v6kVQJPIGXaDA8hmJmuUjTrfTmEsA5p8aQnYoy3lnAOqTbN2p+LCSFsRFqMZilpgRopp7H6a33q8TOeGlNz9uUVZH8r302aKu7CuqzALTW3do1RSQhhEnVb1fHuGONRJR5bkT0253xfzjW2mliF+vIKdWULJz0MdAL2Z3ka/8GkFdMODiHsGmP8oBHOrxZuFe7LbfMeR8QYz8079rYQQhfScNaf4JQCq4VVuC8D3EIKpp/UCPWrFVjF+3M1IYS1SdMV9QFOizGObYTzavXRWP21PvW0hM+Xaj2arC9nCzHeCewO/AW4qoHnlJpUowQgSStIL6zD8fkTWOci/d2LHUjKhMk/rjGt7Nwr+5ZCrU9L6cv1qet2YGtgmxjj69m2L4Cbs1X/riFNcHxcCefXqm+V7MsxxvkhhMWkSbUfKHL8A6QA5E4lnFutwyrZl0MIxwAHAcfGGD8uoX6tHlbJ/lwoCz4+RRplcWaM8f9KOKdWL43VX+tTT3N+vlTr05x9uUoWfLyLNO3FX4GjXJRRq5pGCUDGGPdtSHHS/HSbAS/n7wghtAM2Ig3r+E8DzlH8xDHOCyF8DKwXQuhXZB7IgdljTfM0qJVpQX25TnWFELoCewEz8oKP+f6VPe5Q4rVoFbeq9uW8MlsDs4rUlxtm0qmEc6sVWIX78vbZ4x0hhDuK1LdeCCH3waGnc+etHlbh/py/vx8wChhEynw0+KhiYvZY03x2pX7Oqk89zfb5Uq1Sc/ZloKrf3kMKPt4DHBNjdNEvrXJawhyQuSF0Xy+ybwhpCOnYGOOiZjj/fgXHSLVpzL5c17rWyB67hRDWKFKmT/a4uIRzS83ZlyF9sAXYqkiZ3LZJJZxbas6+/Dxwaw0/kCaOz/1err9x1Lo0972ZEML6wDOk4OP3DT6qFrkvv78WQqj2mTP74nx3YAHwQhnqae7Pl2pdmrMvk322u48UfPwTcLTBR62qWkIA8j7gM+DIEMLg3MZsyOgl2a+/zy8QQugeQhiUfQPbUDdljz8PIfTMO8cA4DTSh4LbGuE8av0asy/Xqa4Y4+fA26Ss5vMLztER+EX26yiklWu2vpy5mZSZ8MPsw25+mUuzX++tz4VptdOc9+W/xBhPLPaTHTIzb9uCxrhYtXrNem8OIWxICj5uAnw3xviHhl+SWqsY4/vAP4ABpM9U+S4C1gT+FGOcBxBCaJ/11U0aUk+mPn97SEU1Z1/OFpx5gDSn/63A8THGLxvnyqSmV1FZ2fzTBoQQDiH9R7GQ9KFyBvAN0rwy9wH/L39+gxDCcaSg4B0xxuMK6vop6VtZgG2BbYCxLF/W/rkY4/CCMr8Fzgb+m51vDeAI0qqrp8cYb2iUC1Wr18h9ua51fRV4jNR/XyT1+06kTN7+wERglyxYKdWqOftyVuZs0uJJM4AHgXnA/5CGrbwI7G3QRqVo7r5cQ5sqgY9jjOuv7FgpXzP/nfEB6YPzy8CjNTTx9hjjpIZco1qPLAAzFlgbeIj0ZfnOwN6kYaa75f4uzZI/PgAmxxgH1LeevDKH0Aj3awmary+HEG4jzd//GfB/FF+g5ukY49ONcqFSmbWEDEhijA+S5q97FjgcOB1YQgoKHlnH/xy+Dhyb/WyTbdstb9seRc7/I9IbeyrwPeAY4E3gIIOPqovG7Mt1rSvG+E9gR9LkxOsCPyD163nAr4EdDT6qVM3Zl7MyvwMOBF4Dvkm6Ny8DLsDgo+qgufuy1JiauT8PyB53IC1qV+xnAFImy/gaTFoocWfgR6QM2uuAXUv9u7Q+9Xi/VmNqxr68Ufa4Fulv4GL33aH1uyqp6bWIDEhJkiRJkiRJrVOLyICUJEmSJEmS1DoZgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJVNu+ZugCRJavlCCE8De8UYK5q7LYVCCBcCvwT2jjE+nbe9Engmxji04Pi+wG+AfYF+pC9ke8YYZzVNiyVJkqTViwFISZJWcVmgLd+XwGzgdeB24I4YY+ExTdKm2gKWIYRJQH9goxjjpKZpGZCek68BfwYmApXAwvoGWUMIxwG3Fdk1F3gPuA+4JsY4v74NznuuSnVRjPHC+p6vnEIItwPHFmxeAEwCngAujzFOb4TzFA1Ar0pCCOsBhwH7A5uTAuZzgVeA38cY7y9SZmvgTGAHYH2gGzANiMD/AQ/U9X4QQjgQOAfYDmgLvAn8X4zxjhqObwucDpwADCS9vi8Al8QYxxY5/mvApdk1/jdr5/WF7QwhdAJeA16LMf5vXa5BkiQ1LwOQkiS1Hhdlj+2BTYFDgb2AwcAPmqtRzWhzoFrQL4SwBjAM+GeM8TsF+xp6vteAB7N/twH6AgeRAitfDyHsHWNcVs+6rwF6FGw7jhSUvIMUvMv3dD3P05QeAl7N/r0OKch2NnB4CGGHGOPnzdWwFuR04CfAB8C/gKmk1/ww4KshhKtjjGcXlNkBOIQU8BtL+jIi1xdHAHcBR5fagBDCD4Drgc+zsouBbwK3hxC2jjGeU3B8BXBvdkwEbgB6AUcAz4YQDo8xPpR3/HbA49mxNwF7ANcCy4AbC5pzSVbXaaW2X5IktQwGICVJaiUKM95CCLsDzwKnhhB+G2P8oFka1kxijO8U2dyXFBz8pAynfLXIa9CDlIm6Z/bzdH0qjjFeU7gthDCUFIy6PX/o+SrkwRjj7blfQggdSUGzbUgB84tqKLc6eQkYGmN8Jn9jCGFz0nP1wxDC3THGl/N235v/vOaV6ZaVOSqEcH2M8aWVnTyEMAC4CpgBDM5lKocQfgWMA34UQhgRY3w+r9iRpODjWGDfGOPCrMxNwHPALSGEp2KMc7LjvwfMAXaLMc4OIbQD3iIFGasCkCGEnYGzgGNijNNW1nZJktSyGICUJKmVijGOCSG8A2xByoqqFoDMPtD/mJRx1Av4lJSJdFGMsRwBupXKgmr/IgWf/g5cDOxIChqOBX4eYxxfYl3VhuAWDGM+NoSQGwZ8B3lDgguGtDdoCG+McVYIYRywAdCnvvXURd4Q502AA4CTSMNgX4wxDs0bMn58DYGqmubObEcKFh1D6lPtSFlrt5KG437ZkHbHGBeGEO4mBSB3LDh39+zc+wGbAWuTMvueBy6LMb6Qd2zu+gD2Kng9qw1Nb4nvgXzFhlhn298OIfyF9NoOBV7O27ewhjJfhBD+TsoMHkgKbq7MCUAH4Df50yTEGGeGEC4jvfbfJ70OOadkj7/Ib0uMcVzW5qNJAcrca9Q/7Y6zs+OWhhAmAAfmymaZy38EHo8x3l1CuyVJUgvjKtiSJLVuufkMl+RvDCEcD4whBXT+RRriOx44ERgfQtiwCdtYzM6kbMFFpCyoJ0iLxowOIexZzzqvIQ3thDRc+qLs58HscXK276K8n9vreS6gKnC2I2lezgkNqaseriUFcP+d/XtMfSsKIbQHHiW9Fj2Ae4A/kP6WvJ4UxG0MRfsrKWh2Kel5fAz4HTAS2IfUJ76ed+yrLM+enEz11/Pp3EGrwHtgZXLP0dJSDg4hdCY9X5D6RClyxz9ZZN8TBccQQugA7Eaa+mB0KWWAD4HNQghdsjraAtuy/P0IaZGp9UjBTkmStAoyA1KSpFYqhDAECKQ5217K274ZcDNp3sC9Yowf5+3bhxTYuZY0h2Rz+TpweozxhtyGEMLBpGDhH0MIoa4ZdzHGa7IhpWey4nDpB3NDmhuweMu22YrckAJz65CyuLoDZ8QYJ9az3vraHtiukYbe/xz4H9J8fmfl5rLMgkV/AE4IIdyXP7dfXWULjByV/fpcwe63gXVjjJ8VlFmf1LevJguSxRhfBV4NIfwSmFTs9WzM90A2zP6slR1X4MGsnfWSDac+nLSA0j9qOGZT0vPZltQXDwDWBX4dY3y91FNlj+8W7ogxTgkhzAPWDyF0zhZZ2jQ7339ijMUCo+9lj5vlbbuFlMk5NoTwJGmqgs2AM7Lr2A44F/h+/uskSZJWLQYgJUlqJfKCX/mL0FQA58QYp+Qdekp2zJmFH+hjjE+FEB4GDgohdM2bp62pTSSthFslxvhQCOEZ0sI6ewLPFCvYjLbJfgr9GXiqidsCcEVjBB9DCG1IczJOBX6Yv5BOjHFZCOFHwPHAd0gLy5TqkCwgDGlI9YGkoerPAr/PPzA3PLdQjPG/IYT7gNNDCBvGGD8s8dyN+R7oQcrQq4tJLF+Ap06yRV6Gk4KK/xdjfLuGQzctaNdi0nDz39bhdN2zx6LPf7Z9zey4+SUeD3kLKsUYXw4hHETK1j2VND/r2cCN2bD/PwL/ijHeGkLYi5T9ug0wnZSRe2ldV/WWJElNzwCkJEmtR2EQpBL4bozxtoLtu2aPe4UQdmRFa5OymDYjb265Jja6hgzHp0kByO1oeQHIO2KMx+V+CSGsA3yVlEl3YAhhaIzxlSZsTylz/JViM6A3KXvtFzWsFr6ANEy6Lg7OfvKNBA6IMRYOwc4tqnQmqf+uDaxRcMh6pOG8pWi090A2N2JFbcc0st8C/0sa4ly4AnaVGOOTQEU2fH5DUoD4MtI1Hx5jXNwIbcldd6kBwKLHxxgfJ829WU0I4eekQOohIYR1s2PGkYbN70YKWs5kxdWyJUlSC2MAUpKkViLGWAEQQliTFGC5FbgphDA5xpifgdc7e/zxSqrs0oDmVJKCH21qGSqdm4u62P5PaygzNXvsXsP+FiPG+Clwdza0+Bbg16RhzE1l6soPKUmuvwyk9ky/uvaX42OMt2fDuDcmBZOOIGU/nph/YAjhUOA+YCEpSPk+MI/Ud4aSgtId6nDupngPNLoQwpXAD0lZogfEGBetrEwWzH0f+FUIYTGpH55BWt16ZWYDa5Heb58X2d8te/wi73io+f3ZreC4GoUQtgR+AZwdY5wcQrgU6AQcHWP8CBiZTTPxEwxASpLU4hmAlCSplYkxzgP+mQ1rfAW4I5szcX52SFWQIMb4RdFKGm42aZhlb9JQyWqyYaS9sl9nFSm/Tg319s2rf1XxYva4UxOft6astFzAd4W/A7P5DAvlnusHYoyHNUK7qsmGdL8XQvg2MAD4bgjh4Rjjw3mHXUwaQjy4cMhxCOFmUgCyLhrtPdBUc0CGEK7OzvMv4MC893NdPEEKQA6ltABkJAUgN6P6SteEEPqRhl//N68tE4FlwMYhhHZF5oEcmD2uMKdkQd1tSUOvX2D5VAybA59lwcecl4F9QgjdyngvkyRJjcBVsCVJaqWyhSZuAdYnZU3lvJA91nc16VK8lj3uWsP+r5CCF5NqCBzskc09WGho9liOFaXzF1ZpTD2zx5byd9fM7HGDIvsGF9n2DilIvEs2nLcsskzZM7Nfryh4HTYF3ioSfGwD7FFDlV+ShlEX05jvgR6kzNC6/GxbauUhhIoQwo2k4GNuiHp9go+QhqlDiStns3zu0q8X2bdfwTFkGZljgc4Uf25XKFODs4GtgRPz5nesYMUs147Zo3NASpLUwrWUP4QlSVJ5XEIatnpOCCEXCLsBWAJcna0GXE0IYY0QQkMDM7dnj78qzKoLIXQArig4rtBA0oIU+eUOJmW6TSTNf9fYckNMN2ysCrMgWi6o9nTBvqEhhMoQwtOF5cpsPCk49+0QQue89vRi+etSJctiux7oB1yXDSmvJoTQL4SwRUMbFmN8EXiUtPryMXm7JgEDs3kAc+esIAXzajrv5xQPskIjvgdijJNijBV1/Lm9lLqza/wD6b3wBPCNGOOClZTZo1igOITQB7g8+/Wxgn1rhRAGhRDWKih2G7AI+EHegkFk95KfZb/eVFAmt4DQJSGEjnlldiQNsZ8OjKil/QOBi4DzY4zv5e16E+iWDbsmW6Dm68BHzbhYliRJKpFDsCVJasVijB9nQ1TPBM4FzosxvhNCOIE0xPHNEMKTpCGRucUq9iQFCQY14NR3kOY7PBJ4N1tVeCppSPb+2XmeYXlApNCTwG9DCPuRsik3BQ4jBVO/W8u8kg0xirS4x/0hhMdJC6tMjjHeWWL5bfNWIoe0kMk+pGDaZ6TnP1/ui+BSs9EaRYxxSgjhbuBo4NUQwmOkufn2J80tuF2RYheTVh7+Pml16KeAj0nXOBDYHfg58FYjNPEC4ADglyGEu7PFUq4mBbomhBBGkIKHu5OCj48ABxWpZxRwZAjhEdJQ3aXAszHGZ5voPdAYLiDNh7mAtGr2T4ssAvRqjPHBvN9vAPqGEMaQFuVZRhravj9pDsUHSded7wekYO5FwIW5jTHGD0IIPwauA8aHEP5CGgr/TVJm9W9jjM8X1HUv6b36TdLr9QjpfX8EKSP1pJqGS2cB11uB10mveb5cFuiIrP/uROp7pxWrS5IktSxmQEqS1Pr9GpgPnJGtzEyM8S5gB+Bu0nDoHwBHkQJ991GQfVhX2bDJb5OCXK8Dh5AWizgS+Cg737BaFtF4kTTcukN27H6kYZtDYozPNqRttRhOeq66k4KFFwPfrUP5bag+zPZ40tDQa4FtYoyx4Pits8d7G9Dm+jqJNAdgZ1IAZy9SkOk7xQ7OFjI5hJSVGIEDgR+RMtDaAOeT+lKDxRgnAA8A/YGTs203k57PKcCxWTs/AnYmzXNazJnAn0mBqvNJr+c+eecp63ugkWyUPXYCzqP4cO5DCsr8FhhDCiSfRFpwZjfS++dI4LBs3s2SxBivB75BykA8Bvge6cuE42KM5xQ5vhL4FmkY9VLgdFJA8lnS+/ehWk53Guk1PaHwS4YY4xTSfeAD4BRS//gFyzMuJUlSC1ZRWemUKZIkqWUIIQwlLbJxUYzxwuZtTXmFEO4nBcc2zrL8JEmSpFbJDEhJkqQmlg013RO4yuCjJEmSWjvngJQkSWpi2TDVPs3dDkmSJKkpmAEpSZIkSZIkqWycA1KSJEmSJElS2ZgBKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSqbdo1Z2cyZMysbs75iunbtCsCcOXPKfSqprOzLak3sz2ot7MtqLezLak16bLghFXPnUtmlC7M+/LC5myPVm/dmtQY9e/asqE85MyAlSZIkSS1Wxdy51R4lSaseA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLJp19wNkCRJkiSpJRg5qrLkY4ftW1HGlkhS62IGpCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLJp19wNkCRJkiSpLkaOqiz52GH7VjRrG8p1fklalZgBKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbFwFW5IkSZLUatVlxWxJUnmYASlJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksqmXXM3QJIkSZKkVdHcuTP416hbiXEMc+fOoEuXXoRBu7PPviey5po961xfZWUlDz74IA8++CCTJ09mjTXWYPPNN+eYY45hhx12qLHcjBkzGD58OGPGjGHGjBn06tWLPfbYgxNPPJGePVdsx9tvv80jjzzCO++8w7Rp05g9ezbt27dngw02YOjQoRx55JF06tSpWpmXX36Z0047baXXsMMOO3DjjTfW+doltW4GICVJkiRJqqNZs6byh5tOYs6cz1irT38232IIU6dO5KUX7+edd57j5JNvoVv3tetU569+9SueeOIJOnfuzC677ML8+fMZP348L730Ej//+c858MADVygzdepUTjrpJKZPn07//v0ZMmQIEydOZMSIEYwePZrhw4ez9trV2zFu3Djuv/9++vbty4ABA+jZsyezZ8/mjTfe4Oabb+bJJ5/kpptuqha87N27N/vvv3+NbX/mmWeYN28e2223XZ2uWdLqoaKysrLRKps5c2bjVVaDrl27AjBnzpxyn0oqK/uyWhP7s1oL+7JaC/uyWpOevXpV/XvmjBkAjBxV9o+eK3X7H8/g/ffHseNOh3LQN35MRUUFlZWVPPLwlYx76QEGDtyFY467mmH7VpRU35NPPsmFF17Iuuuuy80330yfPn0AmDBhAqeffjpt2rThr3/9K3379q1W7vTTT2fcuHEceuihnHvuuVXtuOKKK3jggQfYZZdduOaaa6qV+fDDD2nXrh3rrrtute1z5szhJz/5Ca+88gqHHXYY5557bklt//TTTzn00EOprKxkxIgRK9SrxHuzWoOePXuWdlMr4ByQkiRJkiTVwSefRN5/fxydO3dnv/3PpKIifR6vqKhgv/3PpHPn7rz33gtMnTqx5DrvuusuAH7wgx9UBR8BtttuOw4++GAWL17MvffeW61MjJFx48bRvXt3zjrrrGrtOOuss+jevTsvvPAC7733XrVyG264YdEgYdeuXfne974HpCzJUj3xxBN8+eWXbLvttgYfJRXlEGxJkiRJWk3tsssu9O3blxEjRnD33Xfz2GOPMXXqVHr27MkBBxzA8ccfT7t27ZgyZQq33HILL774InPmzGHAgAGcfPLJ7L777kXr/fzzz7nrrrsYO3YsU6dOpV27dgwcOJDDDz+cYcOGrXD8q6++ylNPPcWECROYNm0a8+fPZ6211mKnnXbijHbt/j97dx5eVXXoffwbCEOYBxkdQBAXoFZUEEcUEK8zorba1nlo1Vpr1Q7WOvbWt051vq0VqtbhWpXijBVBEUEKCOoVYSOKqEAEIYwBQiDvH/skZoQTyOZA8v08j88he++19tph5cj5ZQ3sVlhYocyI4ZfzxbwZXH3tv1iyeB7vjP8HixZ9SlYW7L77fhwz5KfsuluvGv+eAcye9S4APXseQYMGjcqca9CgET17HsH06a8y65N3gB5brC83N5e5c+fSqFEjjjzyyArnjznmmJIp1VdddVXJ8QkTJgBw5JFH0qhR2XYU1/XKK68wYcIEevTYcjsAsrPjmKBhw4ZpXQ9xAAlsdoq2pLrNEZCSJEmSVMfdeOONPProo+y2224cfPDBrFmzhhEjRnDHHXfw1VdfceGFFzJt2jT22WcfevXqxZw5c/j1r3/N+++/X6GuWbNmcfbZZ/O///u/FBQU0L9/f3r37s2cOXO44YYbeOCBByqUeeCBBxg1ahTZ2dn06dOHww47jOzsbF588UVO79KFzxs0qLLtU6eM4sknrmV9QT499u5Pi5YdmDv3P4wYfjlLlnxRk9+mErm58YjCzrv2rPR8p84hdV16IyDnzJkDQLdu3WhQybOGENe3YMEC1qxZU3K8eGRjz56Vt6O4XPkRkFVZu3Ytf//73wE47LDD0irz8ccfM3/+fBo3bsygQYPSKiOp7nEEpCRJkiTVYbm5uTRq1Ihnn322ZOrvN998w7nnnssrr7zCRx99xMCBA7n66qtLRseNHDmSO++8kxEjRpTZnXnNmjX85je/IS8vj2uuuYbTTz+devXicS+LFy/m2muv5amnnqJ///4cfPDBJeUuuugiliztTZMmLUuOFRUVMW3qC7z04h38sX17RixYUOnaj+9N+ic/PvsOQs8jSsoVr8M44Z0nOe3035e5/u47h7F8eW61vkcDB13EoMEXl3y9IlW+RYvKN5kp3nxmed6itNarnPxeXF/5zWKKNWnShGbNmrF69Wpyc3Pp3r07EP/dba5c8fFFixZVev7LL7/kscceAyAvL4+ZM2eycuVKDj/8cC688MItthu+G/149NFH07Rp07TKSKp7DCAlSZIkqY67+uqry6w72KFDB4477jj++c9/sn79en75y1+WhI8Ap556Kn/729/46KOPKCwsLDn3yiuvsHjxYoYOHcr3v//9Mvdo37491113HRdccAEjR44sE0AedthhFYK6rKws+h08jK+euYVJTZqwOqvyfQ8OPezMkvCxuNzgYy5h6pRRzPu84gjNffYdSP6aFdX47kDHTmWnL69fnw9Aw4aNK72+UcOc+LqC/LTqX78+HtXYuHHl9QHk5OSwevVq8vO/q7P4z1WVy8nJKXNdecuWLeO1114rc2zIkCFcc801JWU3Z8OGDYwZMwZw+rWkzTOAlCRJkqQ6LDs7u8woxmK77bYbAAcddFCFacH169enU6dOzJ49m+XLl7PLLrsAMHnyZAAGDhxY6b169uxJkyZNmDlzZoVzq1cvI5r9LosXf8H6davZtGkjAN/Wr8+mrCy+rGJNwh57H1LhWNOmrcnJacGqVUsrnDvu+Csrrac6ikiFpVWEotXdo7uopLrqbS5blCpYVbni81Xp06cPkydPZuPGjXzzzTe89957PPLII/zoRz/i7rvvplevza+hOWHCBFauXEn79u3p27dvtdouqW4xgJQkSZKkOqxt27ZlRjcWKx4BV9X03uLzBQUFJceKp/qW3iilMuvXry/z9ciRI7nnnvsoLCyoeHEqeFxdr/ItDFq27FDp8UaNmrB27crNtmNrNWrYBICC9WsrPb+hYF2Z67ZYX6P4urVrK68PYN26uM4mTb6rs/jPVZUr/j6XLlOZ+vXr07lzZ04//XS6d+/OZZddxs0338zTTz9N/fr1qyxXPP36+OOPL5lqL0mVMYCUJEmSpDpsS6PuqjMqr3jE3YABA2jWrFlaZWbNmsVdd91Fw4Y5nHjSNXTrfhDNm7elQYN4WvHkn+/Dqy1aVDmqMCuresHX66Pvr/YU7J69B9C791ElX7dq1ZFFi+awcuXiSq8vPt6qdce06m/VKr5u8eLK61u7di2rVq0CoGPH7+rs1KkTc+bMqbJc8fHSZbakT58+dOrUifnz5/Pll1+y5557Vnrd8uXLee+99wCnX0vaMgNISZIkSVKN6NChA/Pnz+ess87iwAMPTKvMuHHjKCoq4pghl9K33ykVzs+vYur11pr58VvV3oSmVetOZQLIjp32Ztasd1i4MKr0+uLjHTvulVb9nVJrTH7++eds2LChwpT3KIrr69y5c5mNXnr06MH48eNLzpdXfLxHjx6Vnq9Kq1atWLhwIXl5eVUGkP/+978pLCxk3333pUuXLtWqX1LdYwApSZIkSaoRhxxyCFOmTOHtt99OO4BcuTKeJl3ZVOrFi+cxu1GjGm3jNb8atc119Ox5BG+NG040eyKFhQVkZ38Xkm7YsJ7Zs96Nr+s1IK36WrXuRIcO3fnmm8949913K6yh+eabbwLxyNLSjjjiCIYPH867775LQUEBDUuFtevXr2fChAmVltucFStW8NlnnwHfrQNameLNaxz9KCkdLtIgSZIkSaoRQ4cOpX379jz//PM8/fTTFBYWljlfVFTEjBkzmDhxYsmx4tFz06a+SGHhhpLjq1cv41/P/4HCam7Msj103jXQrdtBrFmTx+jX7iuZel5UVBRP8c5fzl579S8Z2Vjsk5lvc989Z/LoiCsq1HnEkT8G4I47H+Rfo5YwZmwRY8YW8ciIGYwa9SL16zeg824/KDkO8aY+ffv2JS8vj/vuK9uO+++/n+XLl9O/f/8KIyD//ve/l6zXWdrChQv5/e9/z/r16znkkEOqXP/z888/J4oiGjZsyDHHHFPN756kusgRkJIkSZKkGtG0aVPuvvturr76au6//36eeuopunfvTosWLViyZAlfffUVy5Yt48wzz+Twww8H4KSTTuKZZ55hzpxJ3PPnM9h9933YsGE9X8z7gBYtduGY1at5M831JLenYaddz98e/glT/vMv5n0+nQ4d9+Kb3LksWfIFzZvvwqnDrqtQZt36NXz77ZeVbrazf5/j+PTTyXz04Rvcd+9ZdN+rHwXr1/L559MoKtrEKUN/S+vWnSqUu/7667nkkksYOXIk77//PnvttRdz587liy++oF27dvzud7+rUObpp59mxIgR7LXXXiWjHL/55htmzZrFxo0b6datG9dff32Vz/7qq68CcOSRR9KiRYu0v2eS6i4DSEmSJElSjenRowdPPvkkzz33HO+88w4ff/wxhYWFtGnThm7dunH22WeXGTXXokULHn30UW648S98/tk0otkTada8LQf1PZmBgy5i1q/6Z/BpqtaqdScuv+Jxxo0dThRNZNYn42narDX9Dh7GoMEX06xZm2rVl5WVxRnfv5kuXfZn2tQX+XTOe9Sv34A99zyQI486h+7d+1VarlOnTjz++OMMHz6ciRMnMn78eFq3bs2wYcO45JJLaNOmYjuuvPJKpkyZwpw5c5g8eTLr1q2jRYsWHHDAARx99NGccsopZaZzl7Zx40beeOMNwOnXktKXVTxEuybk5eXVXGVVaN68OUDJDmDSzsq+rNrE/qzawr6s2sK+rJ1R8bTi8n7w/bYlf372uaXbqzk7vCGDd7yp6do835tVG7Ru3Xqr3nxcA1KSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCUmO9MNkCRJkiTVTmPGFmW6CZKkHYAjICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlJjvTDZAkSZIk7TzGjC3KdBMkSTsZR0BKkiRJkiRJSowBpCRJkiRJkqTEOAVbkiRJkqSdTHWmwg8ZnJVgSyRpyxwBKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEpOd6QZIkiRJkqTkjBlblPa1QwZnJdgSSXWVAaQkSZIk1XHVCagkSaoup2BLkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSkx2phsgSZIkSZJ2DGPGFqV97ZDBWQm2RFJt4ghISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJznQDJEmSJEk1b8zYokw3QZIkwBGQkiRJkiRJkhJkAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhKTnekGSJIkSZKknc+YsUVpXztkcFaCLZG0o3MEpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSoyb0EiSJEnSTqI6m35IkrSjcASkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKTHamGyBJkiRJqv2WfvsV48c/zmefTWXN6jxyclrQrXtfjh54Ae3adUmrjiVL5vM/D55LYWEBu+2+Dz+9dHiFa1auWMyrr97L3E//Q1ZWFj32PoQTTriK5i12qXBtQcFa7r/3hzRvsQs/+ekjZGVlVeuZ/vX8H5gx4zUGDrqIQYMvrvK6u+8cxvLluVx40UPs2e3AkuPjxg7nrXEjylzboEEjGjVqRpu2u7Lrrj3Zd79j2GOP/aqs+4brDwXg6mv/RevWnarVfknaXgwgJUmSJEmJmjdvOk/+41cUFOTTpu1uhJ6Hs2zZAj768N/M+uRtzjv/Prp03X+zdWwCXhh1Gxs3bqj6mk2beOIf15Kb+yl7djsIgI//byzLln7NpZc/WiFgfGvcCFat+pYfnX17tcPHmtSmza506RI//8ZNheTnryB30ad8Of8j3pv0LHvueSCnnXEDrVp1zFgbt9WYsUVpXztkcOb+LiQlwwBSkiRJkjKsOuHMzqagYB3PPnMjBQX5HHHkjxly7OXUqxevBjZ9+quMGvnf/POZ33PV1c/RsGHjKut5slUrvpz/Ef0OHsbUKaMqvWbWrHfIzf2UgYMuZtDgiwB4c8zDjH/7MWbNeofevY8quXbx4nm8N+mf9Dt4GJ07hxp84urr0mV/TjvjhgrHP//8fV575R7mzZvO8Ecu49LLRtCsWZsMtFCSto1rQEqSJEmSEvPJJ2+zevVS2rbdnSHHXlYSPgIceOCJ9Ow1gFWrvmXG9FerrOOr7Gzu2WUX9g6Hsd9+x1R53aKFEQB9+51Scuzgg4eVOVfslZfuIienBccM+elWPdf20K3bQfzk0kdo374bK5bn8tqr92a6SZK0VQwgJUmSJEmJWbhgNgBd9zyAevXqVzjfvXtfAGZ9Mr7KOm7o0AGAU0759WbvtTZ/JQA5OS1KjuU0aQlAfv6KkmMffPA68+ZN57+O/zmNGzdL5zEypmHDHI4/8RcAzPx4HCtXLslwiySp+gwgJUmSJEmJ2VCwDigbCpaW0yQ+vmjRnErPP9eiBe81bcrV335Ly1YdNnuvlq3jNRKXLPmi5Fjxn4s3aFm3bjX/Hv0gXbv2oU+f49J+jkzaa6+DadKkFZs2bWTevOmZbo4kVZsBpCRJkiQpMU2atgJg+fJFlZ7PWxYfz89fwfr1+WXOrVyxmNvbtWP/tWv58fLlW7zX3nsfSlZWPV5/7X5WrFjMihWLef21+8nKqkePvePdot8c8zD5+cs56ZRfbf1DZUCnTj0AWPzNvAy3RJKqz01oJEmSJEmJ2bPbgbwz/nHmRJNYtWopzZu3LTm3cWMhM2Z8t/Zjwfp8GjVqUvL1Sy/ewbp69fjDN9+kNXqmY8e96H/IGUx+71nuumNoyfHDj/ghHTp0Z+HCiKlTRnHoYWfSoUO3kvMbNqynfv0GZdanrI63xo3grXEjtqpsuoqD3LVrVyZ6H0lKggGkJEmSJCkx3bv3Y7fd9+Hrr2by+GNXcfLJ19KxUw/y8hbyxusPkbdsIVlZ9Sgq2kRWqQDwww//TRRN5NJlywgFBWnf78STfkm37n35bO4UAHr0OITQ83CKiop4+aU7ada8LQMHxTtkz5o1gTdef5Bvv/2S7OyG7LPvIE46+VoaN25arWfs2LFHyQjFysyc+RYFBWurVWd5RUXxTulZZG1TPZKUCQaQkiRJkqTEZGVl8cMf3sZTT/6GhQtnM/yRS0vO1a+fzQknXsVrr95DVlZWyYYwa9bk8dor99J2lz24/NNPq33PXr2OpFevI8scmzb1Rb7+aiZn/vCPNGrUhNzcuTzz9HV06bI/Q469jGXLFjD2zb+xceMGzjzrv6t3v94DGDT44irPz5s3fZsDyLWpTXSK18yUpJ2JAaQkSZIkKVEtWrbnp5eN4NM5k/jiiw9Yt3Y1LVt1YL/9jqFw4waKiopo23Z3srMbAjB//kfk5y+nYaMcLt5115J6Fg+/nHVrVwOwZPE8Rgy/HICzz7mrzNTt8vLzVzDmjb+w11792XffQQC8O+EpsrMb8cMf/4mcnOZAvEHN+LcfY8iQS2nTdrdEvhdbo6ioqGSTnvalpo5L0s7CAFKSJEmSlLh69eoReh5B6HlEmeOTJj4DQLfufSuUWZ63iClNSgWL82aU/HH9+ny+SH29adPGzd77368/yIYN6zjp5GtKji3+5nPatetSEj4C7L77vgB8s3jeDhVAfjZ3Cvn5K6hXrz57dj0g082RpGozgJQkSZIkZcSGDeuYPPl5srKy6Nfv1JLjvXsfxR/++B4AP/j+d5vWPPvcUuZ9Pp2/j/gZu+2+Dz+9dPgW7/Hll//HjOmvctTR59N2l91Ljmdl1aNgw7oy1xZsiKdJ18vaus1oklBQsJbRr90PwH7fG0LzFrtkuEWSVH0GkJIkSZKkRH3zzWe0abMrDRo0LjmWn7+Ckc/fSt6yBRzc/zQ6dd67xu+7adNGXn7pTlq16sSAo84tc65Dh2588MFovvryY3bfY182bdrEB9NHk5WVtcNMc543bzqvvnIPixd/TqvWnTj+hCsz3aTtYszYorSvHTLYTXmknYEBpCRJkiQpURMnPM0nn7xNp86B5s13Ye3alcz/4kM2bFjHPvsO5IQTf5nIff8z+XlyF33K2efcWSb8BDhiwNl8+OG/eezRK+nWvR/L8xaRm/spfQ44ntatOyXSnqrMn/8h/3r+DwBs3FTI2vyVLFr0KatXLwWgW7eDOO30G2jatPV2bZck1RQDSEmSJElSonr2HsDq1cvIzZ3LV19+TKNGTdijy/fo2/cU9t1vcCL3XLVqKWPffISePY+ssO4kQPv2e3LOeX/mzTf+yqdz3qNx42b07386xx53RSLt2ZxlyxawbNkCABo0aESjRs1o06Yz+31vMPvtN4Td99h3u7dJkmpSVlFR+kObtyQvL6/mKqtC8+bxAsGrVq1K+lZSouzLqk3sz6ot7MuqLezLO5/qTDmta8qvASmVtjNNwfa9WbVB69att+qHbsdZWVeSJEmSJElSrWMAKUmSJEmSJCkxrgEpSZIkSQlwWrUkSTFHQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKTHamGyBJkiRJO4sxY4sy3QRJknY6joCUJEmSJEmSlBhHQEqSJEmSpJ1SdUYlDxmclWBLJG2OIyAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJSY70w2QJEmSJElK2pixRWldN2RwVsItkeoeR0BKkiRJkiRJSowjICVJkiTVaemOipIkSVvHEZCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxbkIjSZIkKVELFizgkUceYerUqaxatYr27dszaNAgLrjgAnJycqpdX2FhIU8//TSjR49m4cKF5OTksP/++3PhhRcSQqhw/caNG3n77bf55JNPmDVrFrNnzyY/P58DDjiAv/zlLzXxiJLqgGXLljF8+HAmTpzIsmXLaNOmDUcccQQXX3wxrVu3rnZ9RUVFvPDCC7zwwgvMnz+fhg0b0qtXL84991wOOuigSstMnDiRjz/+uOT9bOXKlXTs2JEXXnihyvuceuqp5ObmbrE9L7zwAh07dqz2c0jpMICUJEmSlJgoirjsssvIz88nhECfPn2YOXMm//jHP5g0aRIPP/wwTZs2Tbu+wsJCrrrqKqZNm0br1q054ogj+Pbbbxk/fjyTJk3irrvuon///mXK5Ofnc/3119f0o0mqQ3Jzc7nkkktYsmQJXbp0YcCAAcydO5eRI0cyYcIEhg8fTvv27atV56233sro0aNp0qQJhxxyCPn5+UybNo0pU6Zw/fXXc9JJJ1Uoc9NNN7F69epq3WfQoEEsX7680nOfffYZURTRuXNnOnToUK16peowgJQkSZKUiI0bN3LjjTeSn5/P5ZdfzrnnngvAhg0b+O1vf8vEiRN58MEH+c1vfpN2nU888QTTpk2jd+/ePPDAAyXh5RtvvMGNN97IzTffzMiRI2nSpElJmezsbI477jh69epFCIG8vDyuu+66mn1YSbXGmLFFFY499vc/smTJEvodPIyTT/kVWVlZHDWwiBnv38moUaO47bbbuPfee9O+x+uvv87o0aPp3LkzDz/8MO3atQNgxowZ/PznP+eOO+6gb9++FUYkDhw4kD322INevXrRuHFjLr744i3e68orr6zy3M9//nMAjj/+eLKystJuv1RdrgEpSZIkKRETJkxg/vz5dO/enXPOOafkeIMGDbjuuuuoX78+L7/8MitWrEirvsLCQp555hkAfvWrX5UZOXnsscdy2GGHkZeXx8svv1ymXE5ODjfffDNnnnkmffr0oXHjxjXwdJLqioULIz77bCpNmrTk+BN+URLUZWVlcdVVV9GyZUsmT57Mp59+mnadTz75JABXXHFFSfgIcMABBzB06FAKCgpK3u9Ku/766znnnHPo27cvzZo126bnWrx4Me+//z5ZWVmccMIJ21SXtCUGkJIkSZISMWHCBCCe/ld+ZM0uu+xCnz59KCwsZNKkSWnV99FHH7FixQo6d+5Mr169Kpw/5phjytxXkmrC7FnvAtCz5xE0aNCozLlGjRpx5JFHAum/9+Tm5jJ37twyZUvbXu9lr7/+Ops2bWL//fdn1113TfRekgGkJEmSpEQUjwbq2bNnpeeLN4xJd9RQTdcnSenIzY3fUzrvWjPvPXPmzAGgW7duNGjQoMr6FixYwJo1a6rd3nS99tprAJx44omJ3UMqZgApSZIkKRHFu65WtTFD8fFFixbVaH0rVqwgPz+/Wm2VpKqsWB6/97RosX3ey5o0aVIyvTqd3au3xieffMIXX3xBo0aNGDRoUCL3kEozgJQkSZKUiOIQsKo1F3NycspcV1P1VadOSdqS9evj95OGDbfPe9nW1FldxaMfjz766DLr6UpJMYCUJEmSlKiqdlYtKqq40+zmFF/vTq2StqciUu9VteS9bMOGDYwZMwbAzWe03WRnugGSJEmSdk633nprhWP7778/Q4cOBeJphCtXrmTt2rWVll+/fn3Jdekovq6q+tatW1fy58lTcmjUqPJQ4NM58fG85TBmbPWCA0l1T6OG8XtPwfrt814G372fpVtndUycOJEVK1bQrl07+vXrV+P1S5UxgJQkSZK0VYqn8JVXHEB27NiRlStXsnjxYnr06FHhusWLF5dcl45OnTqVKVdVfS1atKBRo5r/0C6pbmrVqiOLFs1h5crNv/fU1HvZ2rVrWbVqVbXqrI7i9+7jjz+eevWcGKvtwwBSkiRJ0laZPHnyZs/36NGDOXPmEEURhx9+eIXzURSVXJeO4uuKy21rfZKUjo6d9mbWrHdYuLBm3nuKr/v888/ZsGFDhZ2wi+vr3Llzja/PuHz5ciZNmgQ4/Vrbl1G3JEmSpEQcccQRAIwbN67CuaVLl/LBBx9Qv359DjvssLTq+973vkeLFi1YsGABs2fPrnD+zTffBGDAgAHb0GpJKqtnz/i9LJo9kcLCgjLn1q9fz4QJE4D033s6depE9+7dWb9+Pe+++26F80m+l73xxhsUFhayzz770LVr1xqvX6qKAaQkSZKkRBx55JHssccezJ07lyeeeKLkeGFhIX/6058oLCzk5JNPplWrVmXKPffcc5x55pnccsstZY5nZ2dz1llnAXDnnXeyZs2aknNjxoxh4sSJtGrVipNOOim5h5JU53TeNdCt20GsWZPH6NfuK9lEpqioiPvvv5/ly5fTv3//CiMg3377bc4880yuuOKKCnWeffbZADz44IN8++23Jcc/+OADXnzxRRo0aMAPfvCDGn+W4unXjn7U9uYUbEmSJEmJyM7O5tZbb+Xyyy/noYceYty4cey66658/PHH5Obm0r1790o/mC9fvpz58+fTpk2bCufOOeccpk2bxvTp0znjjDM48MADS0ZTZmdnc9NNN6WmLJbdXOblF+9k4aJ4WuO6dasBWLQw4uG/Xlxyzckn/4rOu4Ya/A5Iqi2GnXY9f3v4J0z5z7+Y9/l0OnTci29y57JkyRe0a9eO3/3udxXKrF69mvnz55dsUlPacccdx3vvvccbb7zBmWeeSb9+/Vi7di3Tpk1j06ZN/Pa3v6Vz584Vyv39739n4sSJABQUxKMxly5dykUXXVRyzYUXXljpshfz5s1j9uzZNGzYkCFDhmz190LaGgaQkiRJkhLTs2dPHn/8cYYPH87UqVOZO3cu7du35+yzz+bCCy+s9g6vDRo04L777uOpp57i9ddfZ8KECeTk5DBgwAAuvPBCevbsWWm5xUvm8fVXM8scW78+v8yx9evXlC8mSQC0at2Jy694nHFjhxNFE5n1yXiaNmvNsGHDuOSSSyr9hcnmZGVlccstt7D//vvz4osv8t5779GgQQMOPPBAzj333Cp3p/7666+ZObPse9mGDRvKHMvLy6u07KuvvgrEy2O0aNGiWu2VtlVW8dDhmpCXl1dzlVWhefPmACU7Qkk7K/uyahP7s2oL+7JqC/syjBmb+EcTbSc/+H7bkj8/+9zSDLZE2jY5jRsDsHbdui1eO2RwVtLNkbZK69att6pzOgJSkiRJ0k7BUFGSpJ2Tm9BIkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSoxrQEqSJEnKGNd1lKSKqvPe6IY12hk4AlKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYlwDUpIkSdIWuVZjbNGizzLdhDrN77+S0KlT90w3Qar1DCAlSZIkKU1XXXlwpptQ5/yi1J/9/isJ/3xuaaabsE3csEY7A6dgS5IkSZIkSUqMAaQkSZIkSZKkxDgFW5IkSZIkSWU4tVs1yQBSkiRJqmVGv14AwNp1bhxT0+69f0qmm1D3lFr30e+/tG3cUEyZYgApSZIkSWlyt9zM8vsvSTsnA0hJkiQpQ5IaiZLTOJFqJUmqVKZHVjoFfMeXVVS0cw2/veWWW4oAbrrpJnuXdmr2ZdUm9mfVFvZl1Rb2ZdUm9mfVFvZl1WXugi1JkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMTvdLtiSJEmSJEmSdh6OgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJznQDioUQDgN+DxwCNAbmAn8HHoiiaGOadTQALgf6AAcAvYEGwCVRFA3fQtnzgJ+lymwEZgB3RVH0ytY8j+qumujLW1tXCKE9cC1wAtAFKAC+AJ4B/hpF0aqteyrVRZnsy6kyzYBfAmcA3YEi4EtgIvCzKIo2bMVjqQ7KdF8uVbYR8D6wD7AgiqLdqvkoUsb6cwjhcGAoMBDoCrQAFgJjgT9FUTR3659KtVUIYTfgVuA4oC2wCHgBuCWKorwk66nJnxUpE305hNADOA34L6AH0AHIAyYD90ZR9NY2PZS0ne0QIyBDCEOBd4ABwCjgIaAhcA9xcJKupsC9wPlARyA3zfvfBTwGdAIeAZ4E9gNeDiFcUY37q46rwb5c7bpCCF2B/wN+BSwB/go8DTQD7gDeDSHkbMVjqQ7KZF9OlelK/IugW4EVwF+Ah4FZxIFko2o+kuqoTPflcm4j/uWQtFUy3J9HAtcA64CngAeIA8iLgA9CCIdW/4lUm4UQuhP/0uUCYApx3/oc+AXwXgihbVL11OTPipTBvvwH4E/EweNrwN3Ev4g/ERgXQrhy255M2r6yioqKMtqAEEIL4t9GtQQOj6JoWup4Y2AccCjwwyiKtvg/ihBCQ2Aw8EEURYtCCDcDN7GZEZCp34xNBD4D+hX/1iH14fd94lCzZxRFX2zDY6oOqOG+XO26QggPEY8AvjmKoltKHa8PvAEMAs6LougfNfC4qsV2gL7cgPgfZfsAZ0RR9FK5OusDm6Ioyuz/wLTDy3RfLlf+6NR1lxMH6o6AVLVkuj+HEH4DPBFF0cJydf0O+CPwcRRF+23zg6rWCCH8GzgWuDKKogdKHf8z8QyHh6MourSm66nJnxUJMtqXzwc+jKJoRrl6jgLGEM8O6hpF0aJteDxpu9kRRkCeAbQDnin+nwNAFEXriIfMA1yWTkVRFBVEUTS6mj+AxT/gfyw95DkVOD5EPMrmgmrUp7qrxvryVtbVLfVaJqxJTTF5NfVluzTvr7ot0335HOKlNO4rHz6mym40fFSaMt2XgZIPw48BY6Mo+mt1HkAqJaP9OYqi28uHjym3A2uBfdMdBaTaL4TQjTho+YL4M1VpNwFrgHNCCE0TqKcmf1ZUx2WyL0dR9Fj58DF1fDzwNvGo3sPSfxops3aEAHJQ6vX1Ss69A+QDh6XWTdre9x9d7hppc2qyL29NXTNTryeWvjiEUA84HthE/FtfaUsy3Zd/lHp9LITQNYRwWQjhuhDCj/1wq2rKdF8udj/QmniqqrS1dpT+XF4RUJj6s+vqqVhxH3sjiqJNpU+k1iSfCDQhXp+xpuvJ9OdL1S6Z7MubU7wWeuFmr5J2IDtCABlSr3PKn4iiqBCYR7xZTrfy57f5xvFvF3YFVlcxavLT1OveNX1v1Uo12Ze3pq47gAj4QwhhbAjhzhDCfcTBZF/g4sp+gyZVItN9uR/xGmPHE78P/w/x2nlPAvNDCBem9RRS5vsyIYRhwHnA1VEUfZl2y6WKMt6fq/B9oDkwOYqi5Wlcr7qhyj6Wku7nrK2pJ2OfL1UrZbIvV15RCF2Il57LJw7VpZ3CjhBAtky9rqjifPHxVrXs3qp9arI/VbuuKIoWE//GbBTxb9iuBa4k/p/ds8CbadxXggz25dRohBZAA+BO4sW5uxDvEngh8Uib4SEER6YrHRl9Xw4hdCDePGl0FEUj0riHtDkZ7c+VCSHsSbwZTSHxBjVSsZrqr1tTj5/xVJMy2ZcrSP1b+SnipeJurs4O3FKmZddEJSGEL6jero5PRVF0dprXZqVeM7nel2uN1RE7UV+uUFdq46SXgBzgBL4bxj+UeMe0oSGEQ6MomlcD99cObifuy/VLvY6MoujXpa59NITQjHg6629wSYE6YSfuywCPEIfpl9RA/aoFdvL+XEYIoT3xckXtgJ9FUTSpBu6ruqOm+uvW1LMjfL5U7bHd+nJqI8YngMOBfwJ3beM9pe2qRgJI4h2k11Xj+tILWBcn/S0ru5B4JEzp62rSlu69pd9SqPbZUfry1tT1GLAfsH8URR+ljq0EHk7t+ncv8QLH56dxf+38dsq+HEVRfgihgHhR7VGVXD+KOIA8OI17q3bYKftyCOFc4GTgvCiKFqRRv+qGnbI/l5cKH8cRz7L4RRRF/5PGPVW31FR/3Zp6Mvn5UrVPJvtyiVT4+CTxshfPAme7KaN2NjUSQEZRNHhbihOvT7c38H7pEyGEbGBP4mkdn2/DPSq/cRStCSEsAHYNIXSqZB3IHqnXqtZpUC2zA/XlatUVQmgOHAUsKxU+lvZW6vWgNJ9FO7mdtS+XKrMfsLyS+oqnmeSkcW/VAjtxXz4w9fp4COHxSurbNYRQ/MGhtWvn1Q07cX8ufb4TMBboSTzy0fBRlYlSr1WtZ5fu56ytqSdjny9VK2WyLwMl/fZp4vDxaeDcKIrc9Es7nR1hDcjiKXTHVXJuAPEU0klRFK3PwP2PL3eNtDk12ZerW1fD1GuLEELDSsq0S70WpHFvKZN9GeIPtgD7VlKm+NgXadxbymRffg8YUcV/EC8cX/x1Uv/GUe2S6fdmQgi7AeOJw8dLDR+1GcW//D42hFDmM2fqF+eHA2uByQnUk+nPl6pdMtmXSX22e544fPwHcI7ho3ZWO0IA+TzwLXBWCKFv8cHUlNH/Tn35l9IFQggtQwg9U7+B3VZ/Tb1eH0JoXeoeXYGfEX8oeLQG7qParyb7crXqiqJoKTCLeFTzDeXu0Rj4ferLsUhblrG+nPIw8ciEX6Y+7JYu88fUl89szYOpzsnk+/I/oyi6uLL/UpfklTq2tiYeVrVeRt+bQwh7EIeP3YGLoij627Y/kmqrKIo+A94AuhJ/pirtFqAp8I8oitYAhBAapPpq922pJ2Vr/u0hVSqTfTm14cwo4jX9RwAXRFG0qWaeTNr+soqKMr9sQAjhVOL/Uawj/lC5DDiFeF2Z54EflF7fIIRwPnEo+HgUReeXq+u3xL+VBegD7A9M4rtt7d+Nomh4uTJ3A1cDX6fu1xA4k3jX1Z9HUfRgjTyoar0a7svVresY4FXi/vsf4n6fQzyStwswFzgkFVZKm5XJvpwqczXx5knLgBeANcB/EU9b+Q8w0NBG6ch0X66iTUXAgiiKdtvStVJpGf53xjziD87vA69U0cTHoij6YlueUbVHKoCZBLQHXiT+ZXl/YCDxNNPDiv9dmhr8MQ+YH0VR162tp1SZU6mB92sJMteXQwiPEq/f/y3wP1S+Qc3bURS9XSMPKiVsRxgBSRRFLxCvX/cOcDrwc2ADcSh4VjX/53AccF7qv/1Txw4rdeyISu5/DfEPdi7wE+BcYCZwsuGjqqMm+3J164qi6E2gH/HixJ2BK4j79Rrg/wH9DB+Vrkz25VSZPwMnAR8CZxC/N28EbsTwUdWQ6b4s1aQM9+euqdeDiDe1q+y/rkgpqRFffYk3SuwPXEM8gvZ+4NB0/126NfX4fq2alMG+vGfqdRfifwNX9r579NY9lbT97RAjICVJkiRJkiTVTjvECEhJkiRJkiRJtZMBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSkx2phsgSZJ2bCGEt4GjoijKynRbygsh3AzcBAyMoujtUseLgPFRFB1d7vqOwO3AYKAT8S9jW0dRtHz7tFiSJEmqewwgJUnaiaWCttI2ASuAj4DHgMejKCp/zXZp0+YCyxDCF0AXYM8oir7YPi0D4u/JscD/AnOBImDdtoasIYR6wGnAD4GDgXbARuBLYALx38PEraz7MeC8ahSpELzuKEII5wOPljtcAOQC7wJ3RFH0YQ3c52120NA8XSGEpsCpwInAgcDuxD/fEXH/fSCKooJyZXYl7ocnAL2IQ/bVwHTgL1EU/auabagPnAVcCvQAWgBfAxOBu6IomllFuZOAa4EDgPrATOB/oih6vJJrewD3AocCa4AXgeuiKFpVybVPAYcB+0VRtLo6zyJJkjLLAFKSpNrhltRrA2AvYBhwFNAXuCJTjcqgXkB+6QMhhIbAEODNKIp+XO7cVt8oNaryeeBwYBUwBvgMyCIObX4IXBJCuDKKoge24hYvAF+UO3Y08d/veODtcufKX7sj+pD4uSAOtQ4HfgScHkIYvLVhbS1zJPAksAx4i/j71QY4GbgLOC31vVpXqszPgd8A81JlcomD/tOAY0II90RRdHU12vA08APi0PFfxP17P+JA/EchhOOjKBpXukAI4QrgAWBpqv0FwBnAYyGE/aIourbUtU2BsUBT4B/AbsDPgA7A98vVexJxHxli+ChJ0s7HAFKSpFogiqKbS38dQjgceAe4PIRwdxRF8zLSsAyJomh2JYc7Ek+5XlhT9wkhNAFeB/YHngEuj6Ior9w1LYhHg7XYmntEUfQC34V1xXXeTBxAvl3+734n8UElffavwE+B/wYGZqJRO5hc4GzgudIjHUMIzYlD58OIw7q7S5WZAhwdRdH40hWFEHoBk4FfhhCeiqLo/S3dPITQjzh8nAkcHEVRfqlzFwB/B34PjCt1vCtxOLoM6Fs8ujmEcCswFbgmhDAyiqL3UkVOIh7ZeVQURe+krn0UOD+E0D6KosWpYy2BvwLDoyh6c0ttlyRJOx4DSEmSaqEoiiaGEGYDvYGDiEdElQgh9Ad+BRxBPKrqG+A14JYoimosoKuOEMLRxKO2bgH+DfwB6EccGk4Cro+iaFqadZVZA7LUlG+A80IIxVOaH6fU9OZyU9rTmcr8S+LwcSLw4yiKNpW/IIqilcCNIYRG6bR9W5Sa4nwBcYD1W+JpsC2iKMpKBUTziKeEn19J+bepYupyCOG/gF8QTzFvznej4v5YQ2tojiAOIPtVcu/ziUf+HUA8rXgD8H/E04qfLHVdV0r19c39fYYQdiP+/pwA7Eo8VXki8IcoiqbWwPNskyiKPgA+qOT4qhDC3cBTxCNh7y51rtIp1lEUzQoh/BO4JFVmiwEk0C31OrZ0+JjyYuq1XbnjFwKNgNtLL60QRVFeCOE24r/jS4HiALL4Z3JKqTqmAOenzi1OHftz6vVaJEnSTsldsCVJqr2KQ6QNpQ+mRi9NBI4nDvzuBaYBFwPTQgh7bMc2VqY/8Qiv9cBDwGjiTWMmhBCO3Mo67wXuS/35Q+KQ8xbikYW3APNT524p9d9jadT7k9TrHyoLH0uLomh9dRq8jc4AXiGeMvtX4NltqSyEcCPxSM/+wKvA/cRraF4LTEyN8txWlfbXlL8AXYlH9d5LPNq0C/BECOEPpa5bThp/nyGEA4nDvcuJ11R8AHgZGAC8G0I4YZufJlnF36PCBMsUr+84KISQU+7cSanX8qMRB6VeX6+kvtHlroF4jVSIf0lSrG/qdT5ACGEIcbD50yiKVqTRbkmStANyBKQkSbVQCGEAEIjXX5tS6vjewMPE6wQeFUXRglLnBhGvX3gf8RqSmXIc8PMoih4sPhBCGEocFv49hBC2FPaVF0XRvanRcb+g4vTfF1KjL7tUZzpzCGF3YA/iQGf8Fi7f3k4AToiiqLIgqFpCCAOJA7z3UnUuL3XufOIRl7cQjwbdFpekXt+t5Ny+URR9Vq5dDYlDrd+GEP4aRdGCVNtu3tzfZwghmziQbUa8e/r4Uuc6E08VHhFC6JpOaBxCuApotcWn+84HqWn12+LC1Gtaf7+pgPh04k2X3kinTBRFH4cQ7iH+e50dQigOtPch/hl9hngKdplbpV7nVFLfohDCGmC3EEKT1KjKV4hH0r4QQniSeA3IM4B/RVG0OITQDHgEeDKKolfTabckSdoxGUBKklQLpNYEhLKb0GQB10ZRtKjUpZelrvlF6fARIIqicSGEl4CTQwjNK9uFdjuZC/xP6QNRFL0YQhhPvO7hkewYgV+n1OvSchuB7AherInwMeXK1Osl5adaR1H0WAjhF8CPqV4A2adUn21B/Hfal3h9zmvKX1w+fEwdKwghPEQ8om4w8SYm6TgR6E68i3OZfhRF0cIQwh3EoywHEy9LsCVX8d1U4nQ8Trk1PasjtcnLccQjOP+exvVZwHDijV3+J4qiWeneK4qiq0MIEXAP8WjRYu8TT+NfU65Iy9RrVSMVVxBvONMSyI+iaHUI4Rji7/f5xBtH/ZV4Ix2A24HGwC9SI7MfAo4hDv1HAVekljiQJEk7OANISZJqh5vKfV0EXBRF0aPljh+aej0qtclEee2B+sDepLdOXBImVDHC8W3iAPIAdowAsnjKcNFmr8qMKVu+JG2HEk/f/X4I4fuVnG8ItAshtI2iaGmade6f+q+0L4Ejoyj6svzFqfDpN8Sh4B5A+SnBu6Z5X/juZ6BLqRC0tB6p116kEUBGUdS1GvfeJiGE04jDulzg9CiKKpuuXt7dxDtKTwDS3gE7FVzeRxw8/p54R+vlQB/iQHJ0COGKKIoeSv8JKv7MRFEUES8HUf7+A4h/YfJ9II94und74p2wmxFPm8+h3G7ZkiRpx2QAKUlSLVC8aUgIoSlxwDIC+GsIYX4UReNKXdo29fqrLVTZbBuaUwRkhRDqbWaqdPE61JWd/6aKMrmp15ZVnN/eijfr2SWE0HgHGwWZu+VL0taW+N+M5UPu8poB6QaQj0dRdH4q5GoPXES8+/XLIYRDy+243I04UG1NHKK9QTySbiPxupDnEW98kq7in4EtBVfb8jNQ40IIpxJPe15MPHX88zTK3Ek8MvUd4MRqrkN6HvBz4J4oiv5U6vi7IYSTgc+BP4UQHo+iaHXq3ApgF+Kf0cr6QvFaoZsdtZhac3I4MDKKopGpdSAPAM6JomhU6pquwK0hhO6VjZCVJEk7FgNISZJqkdSUyDdTAcF04PHUmonFgU7x1MiWCU5dXEG8Jl5bYEn5k6nQqU3qy+WVlO9QRb0dS9WfcVEUfRVC+JJ4RN4A0lxbbzupalRmceBb1b8BW1VybAVQL4qiNpWc2yZRFBURB863hRBaE29q89+UHal3NXFfuiCKosdKlw8h/JBSu5inqbj/DI2i6KWtaXe5NlxFwmtApkaePk0cLA+KoujTNMrcQzw9/C3gpEp2st6S4o1m3ip/Ioqi3BDCbOJQMPDdaOmIOIDcm+92ui5uTyfi6ddfp9GW/yZ+j/hZ6uteqdfppa4pvmdvwABSkqQdnLtgS5JUC0VR9BHx5g27UXZtvsmp163dTTodH6ZeD63i/PeIg4gvqghBjwghVPZvlKNTrzO2rXmV2ggQQqhfzXJ/S73+voo2lwghVGeUXlLyUq+7lz+R2qhk70rKTAZahxD2SbJhwK3EgfUVIYQ9Sx3fK/U6spIyR1VR1+b+Pmv6Z+Aq4tGh6f53anUqDyH8CPhf4hG3R20pfAwhZKXWxryKeFOpE7cifITvRpW2q+J88fGCUseKR1sfV8n1x5e7plIhhP7Ebf9FFEWLU4eLp26X/hlqvLl6JEnSjsUAUpKk2uu/gXXAtanRZQAPEq/nd09qR+wyQggNQwjbGsw8lnq9NYTQqlz9jYA7yl1XXg/KbnhRvAv2UcQb1EzYxvZVpni66B7VLHcPceB6JPCP8s8LEEJoFkK4kXh0X+njRSGE7bp+ZGpjodnA4SGE3qXaUh/4MxXXVoT4GQEeSe0SXUYIoWkI4ZAaatvtxJsk3Vzq1Bep16PL3fe/gIurqG5zf58vEo+Y+1kI4YTKCocQDg0hNEmz3V2jKMqqxn/np1Nvqh3nAU8Qr485YEvTrlOji/9G/PMzGjgliqK1WyjTJITQM7XOZmnFP2dXhxBalitzKfEvN3KBT0qdehRYTxwidy11fWvgd6kv/7qZtjQk3ljntSiKnip1ambq9eRSx4r/XPr+kiRpB+UUbEmSaqkoihaEEB4GfgH8GrguiqLZIYQLiT/kzwwhvA7MIQ599iAO0pYAPbfh1o8D/wWcBcxJ7aydSzyN9oTUfcYDf6qi/OvA3SGE44nDvb2A04jD1Is2s67kthhLvCbgv0IIrwFrgflRFD2xuUJRFOWHEI4DnifeCfrkEMIY4qC0Xqrtg4nXvruiuFwqKILUSL3t7E7iNUInhhCeI/6+DiTuAx9SbnOYKIrGhhB+C/w/4NPU92ce8RqJXYiD4XepfNRbdf0P8S7YZ4cQbo+i6JPUsQuA50III4EFwL6p+z0LnFlJPVX+fUZRtCG1mcu/gVdDCJOId5TOJx4Z2g/oRrzL+daMHKwRIYSBxD+n9YinQV8QQih/2fIoiu4t9fWNxKHsWuJn+m0lZcpPAT84Vf94yoa8/0Pcp7/Hdz/Hy4EDiXce3wj8LIqikj4cRdG8EMKvgPuBaSGEfxKPkDyDOLC8O4qiMlOzy7mJeEOhY8sdH0s85frGEEIX4r73A+A513+UJGnn4AhISZJqt/9HHKJcGULoABBF0ZPAQcBTxOHCFcDZxGHZ85QbfVhdqXX9fgScA3xEPOX0N8SB5Fep+w3ZzIYY/yEOQhqlrj2eeNrmgCiK3tmWtm3GcOLvVUvisPYPxBujbFEURbnEa0D+gDgoOYR4CukVxOvTPQccXm634O+lXp+pgbZXSxRFfycOqRYSr5/4A2AScDiVr8lJFEW3Ez/jq6nrriIO+HYlHnH3+xpq21riv4d6xH8HxcsJDEy18QTinZFbEIfSVY2m2+zfZ6rO/YlHXLYkDjgvI/65mEHcd7+tiWfaBl347t/qF1L5dO6rypUpnrqeA1xXRZlT07l5amOZw1NlFhH/TF9FvB7jc8BhURT9q5JyDwCnEI9aPBf4CfEvIM6Pouja8tcXCyH0If67uiaKogXl6ixKtfsV4sD5v4h/0XFJOs8iSZIyL6uoaLvO/JEkSapUCOFo4pFYt0RRdHNmW5OsEMKVwL3AflEUzdzC5ZIkSdJOzRGQkiRJ299RwEuGj5IkSaoLXANSkiRpO4ui6PRMt0GSJEnaXhwBKUmSJEmSJCkxrgEpSZIkSZIkKTGOgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJrsnK8vLyimqyvso0b94cgFWrViV9KylR9mXVJvZn1Rb2ZdUW9mXVJq322IOs1aspataM5V9+menmSFvN92bVBq1bt87amnKOgJQkSZIk7bCyVq8u8ypJ2vkYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMRkZ7oBkiRJkqSaN2ZsUdrXDhmclWBLJEl1nSMgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCUmO9MNkCRJkiSlZ8zYokw3QZKkanMEpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSoyb0EiSJElSHVedzW2GDM5KsCWSpNrIEZCSJEmSJEmSEuMISEmSJElS2hwtKUmqLgNISZIkSVIiDCslSeAUbEmSJEmSJEkJMoCUJEmSJEmSlBinYEuSJEmSttlnn03l3XeeYsGCTygs3EC7dl3o2+9U+vYbSlZW9adXL1u2jOHDh/Pennvybf367LJxI4fdeScXX3wxrVu3rrLc1KlTefLJJ5k1axYFBQV06dKFYcOGMXRo5e144YUXmDp1KnPnziUvL481a9bQokULevfuzbBhwzjiiCM2285Zs2bxzDPPMGPGDPLy8mjWrBm77bYbRx11FGeffXa1n1uSaqOsoqL01+TYkry8vJqrrArNmzcHYNWqVUnfSkqUfVm1if1ZtYV9WbWFfbn2qs6aitvTtKkv8dKLfyIrqx57djuIRo2a8NncKaxfn88BB57Iaaf/fot1lF4DMjc3l0suuYQlS5bQbf16QkEBUcOGfN6oEe3bt2f48OG0b9++Qh0vvvgif/rTn6hXrx4HHXQQTZo0YcqUKeTn53PiiSdyww03VChz5pln8vXXX9O9e3fatWtH48aNWbhwIbNmzQLgRz/6EVdeeWWlbX7qqad46KGHAOjduzedOnUiLy+Pzz77jKZNm/L888+n9f1T3eB7s2qD1q1bb9WCvY6AlCRJkiRttbxlC3nl5buoV68+519wP133PACAlSuXMPxvlzJj+qv06HEI+33vmLTr/OMf/8iSJUsYNmwY/+/228kCioDrfvMbRo0axW233ca9995bpszChQu56667qF+/Pg888AAHHBC3Y8mSJfz0pz/l1Vdf5ZBDDmHIkCFlyv3+97+ne/fuNGnSpMzxDz74gF/+8pc8/fTTDBo0iH333bfM+bFjx/LAAw/QsWNH7rzzTnr06FFybuPGjURRlPbzSlJt5xqQkiRJkqStNmnSP9m4cQN9+w4tCR8BWrRox7H/dTkAE955Iu36oihi6tSptGzZkquuuorioTZZwFVXXUXLli2ZPHkyn376aZlyzzzzDBs2bODUU08tCR8B2rVrx89+9jMAnniiYjv222+/CuEjQJ8+fTjmmDg0nTZtWplzBQUF3H333dSrV4/bb7+9TPgIUL9+fXr37p32M0tSbecISEmSJEl1wiGHHELHjh0ZOXIkTz31FK+++iq5ubm0bt2aE088kQsuuIDs7GwWLVrEI488wn/+8x9WrVpF165d+elPf8rhhx9eab1Lly7lySefZNKkSeTm5pKdnU2PHj04/fTTK4y2g3hk3bhx45gxYwaLFy8mPz+fXXbZhYMPPpjzzjuPzp07Vyhz2WWXMWPGDK6+9l8sWTyPd8b/g0WLPiUrC3bffT+OGfJTdt2tV41/z9Ixe/YEAPbdb3CFcz17DSA7uyGLFs1hxfJvaNmqwxbrmzAhru/II4+kUaNGZc41atSII488kldeeYUJEyaUCf6Kyw0eXLEdAwYMoFGjRsyZM4dvvvmGDh223A6A7Oz4I3ODBg3KHB8/fjzLli3jkEMOIYSQVl2SVJc5AlKSJElSnXLjjTfy6KOPsttuu3HwwQezZs0aRowYwR133MFXX33FhRdeyLRp09hnn33o1asXc+bM4de//jXvv/9+hbpmzZrF2Wefzf/+7/9SUFBA//796d27N3PmzOGGG27ggQceqFDmgQceYNSoUWRnZ9OnTx8OO+wwsrOzefHFFzn//POZP39+lW2fOmUUTz5xLesL8umxd39atOzA3Ln/YcTwy1my5Iua/DalZd26NSzPWwRAp84Vg7js7Aa0b98NgNzcTyucr0zxyMaePXtWer448Cs9AnLNmjUsWrSozPnSGjRowJ577lmh3ObMmTOHN998k/r163PooYeWOTd16lSAkv4zatQo7rzzTv785z/zyiuvsHbt2rTuIUl1hSMgJUmSJNUZubm5NGrUiGeffZZ27doB8M0333Duuefyyiuv8NFHHzFw4ECuvvrqktFvI0eO5M4772TEiBEcdNBBJXWtWbOG3/zmN+Tl5XHNNddw+umnU69ePMZj8eLFXHvttTz11FP079+fgw8+uKTcRRddxD777EPLli1LjhUVFfHCCy9w++23c88991RY37DYe5P+yY/PvoPQ84iSci+/dCdTp4xiwjtPVtjs5e47h7F8eW61vkcDB13EoMEXp3Xt8uVx6Ne4cXMaNao4jRmgRcv2LFw4m7xUULklublxeyvbZKb08eLAsfSfmzdvXul06uJys2fPLlOutFdeeYXp06dTWFjIokWL+Pjjj8nOzuZXv/oV3bp1K3PtvHnzAFi/fj1nnXUWS5YsKXP+L3/5C7fffnuFdSMlqa4ygJQkSZJUp1x99dUl4SNAhw4dOO644/jnP//J+vXr+eUvf1kSPgKceuqp/O1vf+Ojjz6isLCw5Nwrr7zC4sWLGTp0KN///vfL3KN9+/Zcd911XHDBBYwcObJMAHnYYYdVaFNWVhbDhg3jtddeY8qUKaxZs4amTZtWuO7Qw84sCR+Lyw0+5hKmThnFvM8rjtDcZ9+B5K9ZUY3vDnTs1GPLF6UUrM8HoGHDxlVe07BhDgDrC/LTqjM/P76ucePK68zJySlzXTplqipX2ocffshrr71W8nXjxo25+uqrOemkkypcu3LlSgCGDx9Ou3btuOeee/je977H4sWL+dvf/sZbb73FNddcw9NPP03btm2rbJMk1RUGkJIkSZLqjOzs7DKjGIvttttuABx00EEV1vurX78+nTp1Yvbs2SxfvpxddtkFgMmTJwMwcODASu/Vs2dPmjRpwsyZMyucW7ZsGe+++y7z5s1j9erVbNy4seT4pk2b+PrrryudStxj70MqHGvatDU5OS1YtWpphXPHHX9lpW2rKUUUxX/IytrsVdWqs6goVWXldRafr06ZqsqVdv3113P99dezdu1avvrqK5577jluu+02xo8fz2233VZmPcriv6+ioiLuuusu9tprLwD23HNPbrvtNs477zzmzJnDyJEj+clPfrLZ+0pSXWAAKUmSJKnOaNu2bZnRjcWKR8dVNe23+HxBQUHJseKpvFddddVm77l+/foyX48cOZL777+/wvHS1qxZU+nxli0r3zylUaMmrF27crPt2BpLlnzBhPEVd44+qO8pdOm6P40axaM0C9ZXvebhhoJ1cRsbVj41urziKdRVraNY/H0rPdV6S2WqKleZnJwc9t57b66//nqysrJ46aWXePrpp7ngggsq3G+fffYpCR+LZWVlccopp3DXXXcxffr0zd5LkuoKA0hJkiRJdcbmRsilc7604hF1AwYMoFmzZmmVmTVrFnfddRc5OTlcd9119O3bl7Zt25ZMHb7hhhsYM2ZMlaP1srKqt4/o66Pvr/YU7J69B9C791EArF61jBkzXqtwTdduB9Kl6/60atURgHXrVlFQsLZkunVpK1fG6yMWX7slnTp1Ys6cOSxevLjS88XHO3bsWKYMwKpVq1i7dm1JYLylclty/PHH89JLLzFhwoQyAWRxG4vvW17xTuZLl1YclSpJdZEBpCRJkiRthQ4dOjB//nzOOussDjzwwLTKjBs3jqKiIi677DKGDh1a4fzXX39do22c+fFb1d6EplXrTiUB5J7dDuQPf3yvymsbN25Gq9adWJ63iIULI7p27VPmfGHhBr755jMg/bUle/Towfjx44miqNLzxcd79PiuvmbNmtGpUycWLVpEFEX06VO2HRs2bODzzz+vUG5LWrVqBUBeXl6Z4yEExo8fX7IWZHkrVsShb2VBqCTVRQaQkiRJkrQVDjnkEKZMmcLbb7+ddgBZHFh16FBxKvW8efOYM2dOjbbxml+NqtH6KtOz5xFMfu85Zn48rkIAGc1+l8LCAjp26pH2CMgjjjiC4cOH8+6775aZ8g7xNOoJEyYA8cjT8uWee+45xo4dWyGAnDBhAuvXr2fvvfeu1gjI99+PN/YpXiO02IABA/jb3/7GrFmzyM/PrzCtu7hcz549076XJNVm1Ru/L0mSJEkCYOjQobRv357nn3+ep59+msLCwjLni4qKmDFjBhMnTiw51qVLFwBeeOEFNmzYUHJ81ItLufbaW0s2N3l/OowZW1TyX97y5J9nax166A+oXz+bqVNe4IsvPig5vmrlt/z73w8BcOSRZ1co9/xzt3DfPWcy+b3nyhzv2bMnffv2JS8vj/vuu69kC5si4P7772f58uX079+/wkjGM888k+zsbF544QU++OC7dnz77bc89FDcjrPPLtuOWbNm8eqrr1YIOgHeffddHn74YQBOOeWUMuf22msvDj/8cFasWMGf//znMn/37777LqNHj6ZevXqcdtppFb9hklQHOQJSkiRJkrZC06ZNufvuu7n66qu5//77eeqpp+jevTstWrRgyZIlfPXVVyxbtowzzzyTww8/HICTTjqJZ555hkmTJnH66aez7777sn79eqZOnUGLFrvQq9cAZs16J8NPVj1t2u7GiSddzcsv3cmjI66gW7e+NGyUw2dzp7J+/Rr273Mc39v/2ArlVqz4hm+//ZL8/IprVF5//fVccskljBw5kg+6dCGsX0/UqBGfjRxJu3bt+N3vflehzG677cY111zDHXfcwc9+9jP69u1LTk4OU6dOZc2aNRx//PEce2zZdixevJg//OEP3HPPPfTs2ZM2bdqwevVqvvzyy5Lp8GeddRZDhgypcL/f/e53/OQnP+GVV15h2rRphBD49ttv+eSTTygqKuLnP/+5IyAlKcUAUpIkSZK2Uo8ePXjyySd57rnneOedd/j4448pLCykTZs2dOvWjbPPPptjjjmm5PoWLVrw6KOP8te//pWpU6fy7rvv0rZtWw7qezIDB13E6FfvzdzDbIN+Bw+jTZtdmfDOk3z99Uw2btzALrt0oW+/ofQ7eFi16+vUqROPP/44w4cP571nn2VMs2a03biRYcOGcckll9CmTZtKyw0bNoxdd92VJ554gpkzZ7Jhwwa6dOnCqaeeyrBhFdvRu3dvLrroIj744AO+/PJLPvroI7KysmjXrh3HHXccQ4cO5YADDqj0Xm3btuWxxx7jscceY/z48UyaNImcnBz69+/Pj370Iw4++OBqP7ck1VZZVe2utjXy8vJqrrIqNG/eHIh3N5N2ZvZl1Sb2Z9UW9mXVFvblnc+YsYl/lNrhDRlc+Q7krUuFjXnLlm2v5kg1zvdm1QatW7eu/M16C1wDUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJi3IRGkiRJkhLguo6SJMUcASlJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhKTnekGSJIkSZI0ZmxRpcd/kMY1VRkyOGsbWiRJqimOgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJznQDJEmSJGlnMWZsUaabIEnSTscRkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTHZmW6AJEmSJElJGDO2KO1rhwzOSrAlklS3OQJSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlJjvTDZAkSZKkTBoztijTTZAkqVZzBKQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxGRnugGSJEmSJGXamLFFaV87ZHBWgi2RpNrHEZCSJEmSJEmSEmMAKUmSJEmSJCkxTsGWJEmSVOtUZzqtJElKliMgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYrIz3QBJkiRJSseYsUWZboIkSdoKjoCUJEmSJEmSlBhHQEqSJEmSVA3VGY07ZHBWgi2RpJ2DIyAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJSY70w2QJEmSJKm2GjO2KO1rhwzOSrAlkpQ5joCUJEmSJEmSlBgDSEmSJEmSJEmJMYCUJEmSJEmSlBgDSEmSJEmSJEmJcRMaSZIkScqwpd9+xfjxj/PZZ1NZszqPnJwWdOvel6MHXkC7dl3SqmPJkvn8z4PnUlhYwG6778NPLx1e4ZqVKxbz6qv3MvfT/5CVlUWPvQ/hhBOuonmLXSpcW1Cwlvvv/SHNW+zCT376CFlZ1dsg5V/P/4EZM15j4KCLGDT44iqvu/vOYSxfnsuFFz3Ent0OLDk+buxw3ho3ghv23rvkWIObj6ZRo2a0absru+7ak333O4Y99tivyrpvuP5QAK6+9l+0bt2pWu2XJNUcA0hJkiRJyqB586bz5D9+RUFBPm3a7kboeTjLli3gow//zaxP3ua88++jS9f9N1vHpk2beGHUbWzcuGGz1zzxj2vJzf2UPbsdBMDH/zeWZUu/5tLLH60QML41bgSrVn3Lj86+vdrhY03ao6CAg9auBeCzAd8nP38FuYs+5cv5H/HepGfZc88DOe2MG2jVqmPG2ihJ2jwDSEmSJEnKkIKCdTz7zI0UFORzxJE/Zsixl1OvXrxS1vTprzJq5H/zz2d+z1VXP0fDho2rrOc/k5/ny/kf0e/gYUydMqrSa2bNeofc3E8ZOOhiBg2+CIA3xzzM+LcfY9asd+jd+6iSaxcvnsd7k/5Jv4OH0blzqMEnrr6D1q7lT998A8CzP7il5Pjnn7/Pa6/cw7x50xn+yGVcetkImjVrk6lmSpI2wzUgJUmSJClDPvnkbVavXkrbtrsz5NjLSsJHgAMPPJGevQawatW3zJj+apV15C1byJtj/sre4TD22++YKq9btDACoG+/U0qOHXzwsDLnir3y0l3k5LTgmCE/3arn2h66dTuIn1z6CO3bd2PF8lxee/XeTDdJklQFA0hJkiRJypCFC2YD0HXPA6hXr36F89279wVg1ifjq6zjhRf+H5DFKaf8erP3Wpu/EoCcnBYlx3KatAQgP39FybEPPnidefOm81/H/5zGjZul9yAZ0rBhDsef+AsAZn48jpUrl2S4RZKkyhhASpIkSVKGbChYB5QNBUvLaRIfX7RoTqXnp019ic8/m8aQYy+lZasOm71Xy9bxGolLlnxRcqz4z8UbtKxbt5p/j36Qrl370KfPcWk/RybttdfBNGnSik2bNjJv3vRMN0eSVAkDSEmSJEnKkCZNWwGwfPmiSs/nLYuP5+evYP36/DLnVq5YzL9ff4Dddt+Hg/ufvsV77b33oWRl1eP11+5nxYrFrFixmNdfu5+srHr02DveLfrNMQ+Tn7+ck0751TY81fbXqVMPABZ/My/DLZEkVcZNaCRJkiRl1JixRZluQsbs2e1A3hn/OHOiSaxatZTmzduWnNu4sZAZM75b+7FgfT6NGjUp+fqlF+9gw4Z1DD31t2XWjqxKx4570f+QM5j83rPcdcfQkuOHH/FDOnTozsKFEVOnjOLQw86kQ4duJec3bFhP/foN0rpHZd4aN4K3xo3YqrLpKg5y165dmeh9JElbxwBSkiRJkjKke/d+7Lb7Pnz91Uwef+wqTj75Wjp26kFe3kLeeP0h8pYtJCurHkVFm8gqFQB++OG/iaKJHHX0+XTsuFfa9zvxpF/SrXtfPps7BYAePQ4h9DycoqIiXn7pTpo1b8vAQfEO2bNmTeCN1x/k22+/JDu7IfvsO4iTTr6Wxo2bVusZO3bsUTJCsTIzZ75FQcHaatVZXlFRHGJnkbVN9UiSkmEAKUmSJEkZkpWVxQ9/eBtPPfkbFi6czfBHLi05V79+NieceBWvvXoPWVlZJRvCrFmTx2uv3EvbXfbgqKPPr/Y9e/U6kl69jixzbNrUF/n6q5mc+cM/0qhRE3Jz5/LM09fRpcv+DDn2MpYtW8DYN//Gxo0bOPOs/67e/XoPYNDgi6s8P2/e9G0OINemNtEpXjNTkrRjMYCUJEmSpAxq0bI9P71sBJ/OmcQXX3zAurWradmqA/vtdwyFGzdQVFRE27a7k53dEID58z8iP385DRvl8I/Hf1mmrnVrVwOwZPE8Rgy/HICzz7mrzNTt8vLzVzDmjb+w11792XffQQC8O+EpsrMb8cMf/4mcnOZx3etWM/7txxgy5FLatN2txr8PW6uoqKhkk572paaOS5J2HAaQkiRJkpRh9erVI/Q8gtDziDLHJ018BoBu3ftWKLM8bxHL8yrfvGb9+ny+mDcDgE2bNm723v9+/UE2bFjHSSdfU3Js8Tef065dl5LwEWD33fcF4JvF83aoAPKzuVPIz19BvXr12bPrAZluzjZJdz3UIYOdai5p52IAKUmSJEk7oA0b1jF58vNkZWXRr9+pJcd79z6KP/zxvUrLzPt8On8f8TN2230ffnrp8C3e48sv/48Z01/lqKPPp+0uu5ccz8qqR8GGdWWuLdgQT5Oul7V1m9EkoaBgLaNfux+A/b43hOYtdslwiyRJldlx/s8hSZIkSXXQN998xoZyYV9+/gqe+d/ryVu2gH4HD6NT571r/L6bNm3k5ZfupFWrTgw46twy5zp06Ma3S77gqy8/Tl27iQ+mjyYrK2uHmeY8b950/vbwT1i8+HNate7E8SdcmekmSZKq4AhISZIkScqgiROe5pNP3qZT50Dz5ruwdu1K5n/xIRs2rGOffQdywom/3HIlW+E/k58nd9GnnH3OnTRo0LjMuSMGnM2HH/6bxx69km7d+7E8bxG5uZ/S54Djad26UyLtqcr7OTn8tkMHAD579ibW5q9k0aJPWb16KQDduh3EaaffQNOmrbdruyRJ6TOAlCRJkqQM6tl7AKtXLyM3dy5fffkxjRo1YY8u36Nv31PYd7/Bidxz1aqljH3zEXr2PLLCupMA7dvvyTnn/Zk33/grn855j8aNm9G//+kce9wVibRnc75s2JAvG8Yb8DT4ZDyNGjWjTZvO7Pe9wey33xB232Pf7d4mSVL1ZBUVpbfIbTry8vJqrrIqNG8eL4K8atWqpG8lJcq+rNrE/qzawr6s2mJn68vpbryhuukH329b8udnn1uawZbsONyEZue0s703S5Vp3br1Vr0BOQJSkiRJUo0zVJQkScXchEaSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCUmO9MNkCRJkiRJ6Rsztijta4cMzkqwJZKUHkdASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxGRnugGSJEmSJCkZY8YWpX3tkMFZCbZEUl1mAClJkiQpLdUJMiRJkoo5BVuSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYtwFW5IkSarD3NlakiQlzRGQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhLjLtiSJElSDVmwYAGPPPIIU6dOZdWqVbRv355BgwZxwQUXkJOTU+36CgsLefrppxk9ejQLFy4kJyeH/fffnwsvvJAQQoXrN27cyNtvv83cuXP5+OOPmTlzJvn5+RxwwAH85S9/qfI+N1x/6BbbkpWVxa3/PanazyCp9lu2bBnDhw9n4sSJLFu2jDZt2nDEEUdw8cUX07p162rXV1RUxAsvvMALL7zA/PnzadiwIb169eLcc8/loIMOqrTMxIkT+fjjj/nkk0+YNWsWK1eupGPHjrzwwgtV3mf58uVMmDChpMzcuXMpLCzkoosu4pJLLql2uyVVzQBSkiRJqgFRFHHZZZeRn59PCIE+ffowc+ZM/vGPfzBp0iQefvhhmjZtmnZ9hYWFXHXVVUybNo3WrVtzxBFH8O233zJ+/HgmTZrEXXfdRf/+/cuUyc/P5/rrr6922w844IQqz3351ccs/fZLunY9oNr1Sqr9cnNzueSSS1iyZAldunRhwIABzJ07l5EjRzJhwgSGDx9O+/btq1XnrbfeyujRo2nSpAmHHHII+fn5TJs2jSlTpnD99ddz0kknVShz0003sXr16mrd58MPP+SPf/xjtcpI2joGkJIkSdI22rhxIzfeeCP5+flcfvnlnHvuuQBs2LCB3/72t0ycOJEHH3yQ3/zmN2nX+cQTTzBt2jR69+7NAw88UBJevvHGG9x4443cfPPNjBw5kiZNmpSUyc7O5rjjjqNPnz707t2bBQsWcN11123xXqedcUOV5+798w8A6HNg1SGlpLrrj3/8I0uWLGHYsGH8+te/Jisri6KiIu644w5GjRrFbbfdxr333pt2fa+//jqjR4+mc+fOPPzww7Rr1w6AGTNm8POf/5w77riDvn370rFjxzLlBg4cyB577EGvXr1o3LgxF1988Rbv1aZNG0477TR69epFz549GT16NE8//XS1nl9SelwDUpIkSdpGEyZMYP78+XTv3p1zzjmn5HiDBg247rrrqF+/Pi+//DIrVqxIq77CwkKeeeYZAH71q1+VGTl57LHHcthhh5GXl8fLL79cplxOTg4333wz55xzDgcddBCNGzfepuf6cv5HLF36FQ0b5rDPPgO3qS5JtU8URUydOpWWLVty1VVXkZWVBcRLNlx11VW0bNmSyZMn8+mnn6Zd55NPPgnAFVdcURI+AhxwwAEMHTqUgoKCkvfH0q6//nrOOecc+vbtS7NmzdK613777cevf/1rTj75ZHr06EH9+vXTbqek6jGAlCRJkrbRhAkTABg0aFDJB/Biu+yyC3369KGwsJBJk9JbQ/Gjjz5ixYoVdO7cmV69elU4f8wxx5S5b1I+mDEagF69j6JRoyZbuFpSXVP8HnTkkUfSqFGjMucaNWrEkUceWea6LcnNzWXu3Lllypa2vd77JNU8A0hJkiRpGxWP7unZs2el54s3jEl3FFBN17c1CgsL+L//GwvAgQeemNh9JO28avq9as6cOQB069aNBg0aVFnfggULWLNmTbXbKylzDCAlSZKkbZSbmwtQ5UYLxccXLVpUo/WtWLGC/Pz8arU1XbNnTWDdulW0bNmBrnsemMg9JO3ctvd7X5MmTUqmVxdfK2nnYAApSZIkbaPiELCqNRdzcnLKXFdT9VWnzuqaMeM1APoccDz16vmxQVJF2/u9b2vqlLRjcBdsSZIkqYaUX/+xWFFRUbXqKb6+qvq2ZPTrBQB89FFcT95yGDM2/TasXr2MuZ/+B4gDSEmqzJbeq7b3e5+kHZcBpCRJkrQFt956a4Vj+++/P0OHDgXiaYErV65k7dq1lZZfv359yXXpKL6uqvrWrVtX4dqa9NGH/2bTpo3svse+7LLLHjVev6TaYUvvVTX93gffvf8l8d4nKTkGkJIkSdIWvPbaa5UeLw4gO3bsyMqVK1m8eDE9evSocN3ixYtLrktHp06dypSrqr4WLVok8iF8xvR49+sDDjihxuuWtOOqzkjpIYOz6NSpE3PmzNnie1VNvfetXbuWVatWVatOSTsGA0hJkiRpCyZPnrzZ8z169GDOnDlEUcThhx9e4XwURSXXpaP4uuJy21pfdeTmziU391Oysxuy737H1Hj9kmqHMWOLqFe/BzCecW/NpmXriuHluLdmA9V/7/v888/ZsGFDhZ2wi9/7OnfuTNOmTbeh9ZK2N1eTliRJkrbREUccAcC4ceMqnFu6dCkffPAB9evX57DDDkurvu9973u0aNGCBQsWMHv27Arn33zzTQAGDBiwDa2u3Izp8WjPnr0GkJPTvMbrl1R79OwZv/dFsydSWFhQ5tyGDeuZPetdIP33qk6dOtG9e3fWr1/Pu+++W+F8ku99kpJlAClJkiRtoyOPPJI99tiDuXPn8sQTT5QcLyws5E9/+hOFhYWcfPLJtGrVqky55557jjPPPJNbbrmlzPHs7GzOOussAO68807WrFlTcm7MmDFMnDiRVq1acdJJJ9Xoc2zatJGPPnwDcPq1pC3rvGugW7eDWLMmj9Gv3VeyiUxRURGvj76f/Pzl7LVX/wojIN9++23OPPNMrrjiigp1nn322QA8+OCDfPvttyXHP/jgA1588UUaNGjAD37wgwSfSlISnIItSZIkbaPs7GxuvfVWLr/8ch566CHGjRvHrrvuyscff0xubi7du3ev9IP28uXLmT9/Pm3atKlw7pxzzmHatGlMnz6dM844gwMPPLBkNGV2djY33XRTpVMQ77jjDqZN+xSA/LUrAVi0MOLhv15ccs3JJ/+KzruGCmXnfvofVq9eSrNmbdmrx8Fb/f2QVHcMO+16/vbwT5jyn38x7/PpdOi4F9/kzmXJki9o3nwXTh12XYUyq1evZv78+SWb1JR23HHH8d577/HGG29w5pln0q9fP9auXcu0adPYtGkTv/3tb+ncuXOFcn//+9+ZOHEiAAUF8WjMpUuXctFFF5Vcc+GFF1ZYJqP0+eK1J1966aUyS2+MGDGiOt8SSZUwgJQkSZJqQM+ePXn88ccZPnw4U6dOZe7cubRv356zzz6bCy+8sNqbxTRo0ID77ruPp556itdff53x4yfQsGEOPXsNYODAC1mdHyrdMGL6jHl8+eX/lTm2fn0+X381s9TXa8oXA2DGjHj69f59/ot69epXq72S6qZWrTtx+RWPM27scKJoIrM+GU/TZq3pd/AwBg2+mGbNKv6CZXOysrK45ZZb2H///XnxxRd57733aNCgAQceeCDnnnsu/fr1q7Tc119/zcyZM8sc27BhQ5ljeXl5FcqVLwOwZMkSlixZUq12S9q8rOIh0jUhLy+v5iqrQvPm8To0xTtfSTsr+7JqE/uzagv7snZk1dmdNqdxYwDWrluXVHOk7eYH329b8udnn1uawZZoaw0ZnJXpJuwQ/HeGaoPWrVtv1Q+0a0BKkiRJkiRJSoxTsCVJkqQMqs7IRkmSpJ2RIyAlSZIkSZIkJcYAUpIkSZIkSVJinIItSZIkSZISU52lJtywRqqdDCAlSZKkGua6jpIkSd8xgJQkSZIkSTuEdH+B40hJaefiGpCSJEmSJEmSEuMISEmSJEk1YtGizzLdBNVy9rHtq1On7pluQpVcV1LauRhASpIkSaoRV115cKaboFroF6X+bB/bvv753NJMN0FSLWEAKUmSJEmSai1HS0qZ5xqQkiRJkiRJkhLjCEhJkiTVWY6KkSRJSp4BpCRJkmqV6oSKO0K9tcm990/JdBNUG5Va99E+pqT5iykpGQaQkiRJkmrEjrxjrmoH+5h2JIaVUvoMICVJkuooR/RJkrR9jBlbRE7jAgDWrquZ//8mFWom9e8DQ9i6LauoaOf6h+ctt9xSBHDTTTfZc7VTsy+rNrE/q7awL6u2sC+rNrE/q7awL6sucxdsSZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnZ6XbBliRJkiRJkrTzcASkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMRkZ7oBxUIIhwG/Bw4BGgNzgb8DD0RRtDHNOhoAlwN9gAOA3kAD4JIoioZvoex5wM9SZTYCM4C7oih6ZWueR3VXTfTlra0rhNAeuBY4AegCFABfAM8Af42iaNXWPZXqokz25VSZZsAvgTOA7kAR8CUwEfhZFEUbtuKxVAdlui+XKtsIeB/YB1gQRdFu1XwUKWP9OYRwODAUGAh0BVoAC4GxwJ+iKJq79U+l2iqEsBtwK3Ac0BZYBLwA3BJFUV6S9dTkz4qUib4cQugBnAb8F9AD6ADkAZOBe6MoemubHkraznaIEZAhhKHAO8AAYBTwENAQuIc4OElXU+Be4HygI5Cb5v3vAh4DOgGPAE8C+wEvhxCuqMb9VcfVYF+udl0hhK7A/wG/ApYAfwWeBpoBdwDvhhBytuKxVAdlsi+nynQl/kXQrcAK4C/Aw8As4kCyUTUfSXVUpvtyObcR/3JI2ioZ7s8jgWuAdcBTwAPEAeRFwAchhEOr/0SqzUII3Yl/6XIBMIW4b30O/AJ4L4TQNql6avJnRcpgX/4D8Cfi4PE14G7iX8SfCIwLIVy5bU8mbV9ZRUVFGW1ACKEF8W+jWgKHR1E0LXW8MTAOOBT4YRRFW/wfRQihITAY+CCKokUhhJuBm9jMCMjUb8YmAp8B/Yp/65D68Ps+cajZM4qiL7bhMVUH1HBfrnZdIYSHiEcA3xxF0S2ljtcH3gAGAedFUfSPGnhc1WI7QF9uQPyPsn2AM6IoeqlcnfWBTVEUZfZ/YNrhZbovlyt/dOq6y4kDdUdAqloy3Z9DCL8BnoiiaGG5un4H/BH4OIqi/bb5QVVrhBD+DRwLXBlF0QOljv+ZeIbDw1EUXVrT9dTkz4oEGe3L5wMfRlE0o1w9RwFjiGcHdY2iaNE2PJ603ewIIyDPANoBzxT/zwEgiqJ1xEPmAS5Lp6IoigqiKBpdzR/A4h/wP5Ye8pwKHB8iHmVzQTXqU91VY315K+vqlnotE9akppi8mvqyXZr3V92W6b58DvFSGveVDx9TZTcaPipNme7LQMmH4ceAsVEU/bU6DyCVktH+HEXR7eXDx5TbgbXAvumOAlLtF0LoRhy0fEH8maq0m4A1wDkhhKYJ1FOTPyuq4zLZl6Moeqx8+Jg6Ph54m3hU72HpP42UWTtCADko9fp6JefeAfKBw1LrJm3v+48ud420OTXZl7emrpmp1xNLXxxCqAccD2wi/q2vtCWZ7ss/Sr0+FkLoGkK4LIRwXQjhx364VTVlui8Xux9oTTxVVdpaO0p/Lq8IKEz92XX1VKy4j70RRdGm0idSa5JPBJoQr89Y0/Vk+vOlapdM9uXNKV4LvXCzV0k7kB0hgAyp1znlT0RRVAjMI94sp1v589t84/i3C7sCq6sYNflp6nXvmr63aqWa7MtbU9cdQAT8IYQwNoRwZwjhPuJgsi9wcWW/QZMqkem+3I94jbHjid+H/4d47bwngfkhhAvTegop832ZEMIw4Dzg6iiKvky75VJFGe/PVfg+0ByYHEXR8jSuV91QZR9LSfdz1tbUk7HPl6qVMtmXK68ohC7ES8/lE4fq0k5hRwggW6ZeV1Rxvvh4q1p2b9U+Ndmfql1XFEWLiX9jNor4N2zXAlcS/8/uWeDNNO4rQQb7cmo0QgugAXAn8eLcXYh3CbyQeKTN8BCCI9OVjoy+L4cQOhBvnjQ6iqIRadxD2pyM9ufKhBD2JN6MppB4gxqpWE31162px894qkmZ7MsVpP6t/BTxUnE3V2cHbinTsmuikhDCF1RvV8enoig6O81rs1KvmVzvy7XG6oidqC9XqCu1cdJLQA5wAt8N4x9KvGPa0BDCoVEUzauB+2sHtxP35fqlXkdGUfTrUtc+GkJoRjyd9Te4pECdsBP3ZYBHiMP0S2qgftUCO3l/LiOE0J54uaJ2wM+iKJpUA/dV3VFT/XVr6tkRPl+q9thufTm1EeMTwOHAP4G7tvGe0nZVIwEk8Q7S66pxfekFrIuT/paVXUg8Eqb0dTVpS/fe0m8pVPvsKH15a+p6DNgP2D+Koo9Sx1YCD6d2/buXeIHj89O4v3Z+O2VfjqIoP4RQQLyo9qhKrh9FHEAenMa9VTvslH05hHAucDJwXhRFC9KoX3XDTtmfy0uFj+OIZ1n8Ioqi/0njnqpbaqq/bk09mfx8qdonk325RCp8fJJ42YtngbPdlFE7mxoJIKMoGrwtxYnXp9sbeL/0iRBCNrAn8bSOz7fhHpXfOIrWhBAWALuGEDpVsg5kj9RrVes0qJbZgfpyteoKITQHjgKWlQofS3sr9XpQms+indzO2pdLldkPWF5JfcXTTHLSuLdqgZ24Lx+Yen08hPB4JfXtGkIo/uDQ2rXz6oaduD+XPt8JGAv0JB75aPioykSp16rWs0v3c9bW1JOxz5eqlTLZl4GSfvs0cfj4NHBuFEVu+qWdzo6wBmTxFLrjKjk3gHgK6aQoitZn4P7Hl7tG2pya7MvVrath6rVFCKFhJWXapV4L0ri3lMm+DPEHW4B9KylTfOyLNO4tZbIvvweMqOI/iBeOL/46qX/jqHbJ9HszIYTdgPHE4eOlho/ajOJffh8bQijzmTP1i/PDgbXA5ATqyfTnS9UumezLpD7bPU8cPv4DOMfwUTurHSGAfB74FjgrhNC3+GBqyuh/p778S+kCIYSWIYSeqd/Abqu/pl6vDyG0LnWPrsDPiD8UPFoD91HtV5N9uVp1RVG0FJhFPKr5hnL3aAz8PvXlWKQty1hfTnmYeGTCL1MfdkuX+WPqy2e25sFU52TyffmfURRd/P/bu3tQOao4DsOvhYLYioWIRiy2jKAhGiwMCFqoBBS10ohgZZqksRKsrLQQsRDFj1owgjZiEUQCKSwsLA4oUVCwkFgFBdFYzIiXcKO5yU42XJ4HhoVh5+we+O/szG/PnrPdNj/l1y37fltHZ9n1NnpuXq1WtzaFj3dUz40x3rr8LrFbjTG+qz6r9jTdU231cnVD9cEY42zVarW6dq7VOy6nndmlXHvAtjZZy/OCMx81zen/TvXsGOOv9fQMrrxrzp3b/LQBq9XqUNMXxe9NN5Vnqkeb5pX5sHpi6/wGq9XqcFMo+P4Y4/B5bb3Y9Kts1Z3V3upk/y5r/+UY4+3zjnm1Olr9OL/eddWTTauuHhljvLGWjrLrrbmWd9rWA9WnTfV7qqnur28ayXtb9W11zxxWwn/aZC3PxxxtWjzpTHW8Ols92PS3lVPVQaENF2PTtXyB93Su+mmMccv/PRe22vB1xummG+evqk8u8BbfG2N8fzl9ZPeYA5iT1U3Vx00/lu+vDjb9zfTAP9el8+CP09UPY4w9l9rOlmMOtYbzNdTmanm1Wr3bNH//L9Wbbb9AzYkxxom1dBQWdjWMgGyMcbxp/rovqseqI9UfTaHgUzv8cnioembe9s77DmzZd982r3+s6YP9c/V89XT1TfWI8JGdWGct77StMcbn1b6myYlvrl5oquuz1SvVPuEjF2uTtTwf81r1cPV19XjTufnP6qWEj+zApmsZ1mnD9bxnfryraVG77bY9wWwe8XV300KJ+6tjTSNoX6/uvdjr0ktpx/maddpgLd8+P97YdA283Xn3/kvrFVx5V8UISAAAAABgd7oqRkACAAAAALuTABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWMzfZZl02r+Fy+EAAAAASUVORK5CYII=\n", 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" ] @@ -1479,10 +1240,10 @@ "id": "46f94b80", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:36.322435Z", - "iopub.status.busy": "2022-06-01T12:29:36.321419Z", - "iopub.status.idle": "2022-06-01T12:29:36.332696Z", - "shell.execute_reply": "2022-06-01T12:29:36.328484Z" + "iopub.execute_input": "2022-06-01T16:15:46.300888Z", + "iopub.status.busy": "2022-06-01T16:15:46.300534Z", + "iopub.status.idle": "2022-06-01T16:15:46.305288Z", + "shell.execute_reply": "2022-06-01T16:15:46.304669Z" } }, "outputs": [], @@ -1499,10 +1260,10 @@ "id": "49ec3cc7", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:36.340739Z", - "iopub.status.busy": "2022-06-01T12:29:36.339395Z", - "iopub.status.idle": "2022-06-01T12:29:36.353890Z", - "shell.execute_reply": "2022-06-01T12:29:36.349136Z" + "iopub.execute_input": "2022-06-01T16:15:46.308779Z", + "iopub.status.busy": "2022-06-01T16:15:46.308486Z", + "iopub.status.idle": "2022-06-01T16:15:46.312929Z", + "shell.execute_reply": "2022-06-01T16:15:46.312199Z" } }, "outputs": [], @@ -1520,10 +1281,10 @@ "id": "cf970faf", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:36.365654Z", - "iopub.status.busy": "2022-06-01T12:29:36.364671Z", - "iopub.status.idle": "2022-06-01T12:29:36.386811Z", - "shell.execute_reply": "2022-06-01T12:29:36.383834Z" + "iopub.execute_input": "2022-06-01T16:15:46.316858Z", + "iopub.status.busy": "2022-06-01T16:15:46.316387Z", + "iopub.status.idle": "2022-06-01T16:15:46.330303Z", + "shell.execute_reply": "2022-06-01T16:15:46.329280Z" } }, "outputs": [], @@ -1572,9 +1333,9 @@ " others_lam = [1 / lam[j] for j in range(num_variants) if j != i]\n", " others_rpv = [revenue_per_visitor[j] for j in range(num_variants) if j != i]\n", " if len(others_rpv) > 1:\n", - " comparison_theta = pmm.maximum(*others_theta)\n", - " comparison_lam = pmm.maximum(*others_lam)\n", - " comparison_rpv = pmm.maximum(*others_rpv)\n", + " comparison_theta = pm.math.maximum(*others_theta)\n", + " comparison_lam = pm.math.maximum(*others_lam)\n", + " comparison_rpv = pm.math.maximum(*others_rpv)\n", " else:\n", " comparison_theta = others_theta[0]\n", " comparison_lam = others_lam[0]\n", @@ -1611,10 +1372,10 @@ "id": "7483a55e", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:36.396429Z", - "iopub.status.busy": "2022-06-01T12:29:36.395366Z", - "iopub.status.idle": "2022-06-01T12:29:36.406883Z", - "shell.execute_reply": "2022-06-01T12:29:36.404637Z" + "iopub.execute_input": "2022-06-01T16:15:46.336169Z", + "iopub.status.busy": "2022-06-01T16:15:46.335627Z", + "iopub.status.idle": "2022-06-01T16:15:46.340320Z", + "shell.execute_reply": "2022-06-01T16:15:46.339498Z" } }, "outputs": [], @@ -1629,10 +1390,10 @@ "id": "07f83462", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:36.415498Z", - "iopub.status.busy": "2022-06-01T12:29:36.414370Z", - "iopub.status.idle": "2022-06-01T12:29:36.426287Z", - "shell.execute_reply": "2022-06-01T12:29:36.423065Z" + "iopub.execute_input": "2022-06-01T16:15:46.346632Z", + "iopub.status.busy": "2022-06-01T16:15:46.345700Z", + "iopub.status.idle": "2022-06-01T16:15:46.351724Z", + "shell.execute_reply": "2022-06-01T16:15:46.350232Z" } }, "outputs": [], @@ -1649,10 +1410,10 @@ "id": "f2b0d0c8", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:36.434401Z", - "iopub.status.busy": "2022-06-01T12:29:36.433352Z", - "iopub.status.idle": "2022-06-01T12:29:42.488048Z", - "shell.execute_reply": "2022-06-01T12:29:42.485771Z" + "iopub.execute_input": "2022-06-01T16:15:46.355533Z", + "iopub.status.busy": "2022-06-01T16:15:46.355086Z", + "iopub.status.idle": "2022-06-01T16:15:49.312112Z", + "shell.execute_reply": "2022-06-01T16:15:49.311179Z" } }, "outputs": [], @@ -1667,26 +1428,16 @@ "id": "006b62e2", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:42.496693Z", - "iopub.status.busy": "2022-06-01T12:29:42.494630Z", - "iopub.status.idle": "2022-06-01T12:29:42.814912Z", - "shell.execute_reply": "2022-06-01T12:29:42.811090Z" + "iopub.execute_input": "2022-06-01T16:15:49.315927Z", + "iopub.status.busy": "2022-06-01T16:15:49.315543Z", + "iopub.status.idle": "2022-06-01T16:15:49.537663Z", + "shell.execute_reply": "2022-06-01T16:15:49.536739Z" } }, "outputs": [ { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" ] @@ -1703,9 +1454,9 @@ ], "source": [ "fig, ax = plt.subplots()\n", - "az.plot_posterior(revenue_prior_predictive[\"reluplift_1\"], textsize=10, ax=ax, kind=\"hist\")\n", + "az.plot_posterior(revenue_prior_predictive[\"reluplift_1\"], ax=ax, **plotting_defaults)\n", "ax.set_title(f\"Revenue Rel Uplift Prior Predictive, {c_prior}, {mp_prior}\", fontsize=10)\n", - "ax.axvline(x=0, color=\"red\")" + "ax.axvline(x=0, color=\"red\");" ] }, { @@ -1728,10 +1479,10 @@ "id": "1e109784", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:42.824698Z", - "iopub.status.busy": "2022-06-01T12:29:42.823888Z", - "iopub.status.idle": "2022-06-01T12:29:42.835789Z", - "shell.execute_reply": "2022-06-01T12:29:42.833554Z" + "iopub.execute_input": "2022-06-01T16:15:49.542183Z", + "iopub.status.busy": "2022-06-01T16:15:49.541863Z", + "iopub.status.idle": "2022-06-01T16:15:49.548815Z", + "shell.execute_reply": "2022-06-01T16:15:49.548034Z" } }, "outputs": [], @@ -1767,10 +1518,10 @@ "id": "5e2d75f4", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:42.845181Z", - "iopub.status.busy": "2022-06-01T12:29:42.843591Z", - "iopub.status.idle": "2022-06-01T12:29:42.870669Z", - "shell.execute_reply": "2022-06-01T12:29:42.859000Z" + "iopub.execute_input": "2022-06-01T16:15:49.552905Z", + "iopub.status.busy": "2022-06-01T16:15:49.552559Z", + "iopub.status.idle": "2022-06-01T16:15:49.559540Z", + "shell.execute_reply": "2022-06-01T16:15:49.558769Z" } }, "outputs": [], @@ -1799,9 +1550,7 @@ " if i == 0 and comparison_method == \"compare_to_control\":\n", " axs[i].set_yticks([])\n", " else:\n", - " az.plot_posterior(\n", - " trace.posterior[f\"reluplift_{i}\"], textsize=10, ax=axs[i], kind=\"hist\"\n", - " )\n", + " az.plot_posterior(trace.posterior[f\"reluplift_{i}\"], ax=axs[i], **plotting_defaults)\n", " true_rpv = true_conversion_rates[i] * true_mean_purchase[i]\n", " axs[i].set_title(f\"Rel Uplift {variant}, True RPV = {true_rpv:.2f}\", fontsize=10)\n", " axs[i].axvline(x=0, color=\"red\")\n", @@ -1824,10 +1573,10 @@ "id": "e4d49ea2", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:29:42.880845Z", - "iopub.status.busy": "2022-06-01T12:29:42.879552Z", - "iopub.status.idle": "2022-06-01T12:30:16.911614Z", - "shell.execute_reply": "2022-06-01T12:30:16.909230Z" + "iopub.execute_input": "2022-06-01T16:15:49.562872Z", + "iopub.status.busy": "2022-06-01T16:15:49.562562Z", + "iopub.status.idle": "2022-06-01T16:16:06.138491Z", + "shell.execute_reply": "2022-06-01T16:16:06.137615Z" } }, "outputs": [ @@ -1873,7 +1622,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:09<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:04<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -1914,7 +1663,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:09<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:04<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -1929,13 +1678,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 19 seconds.\n", + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 9 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1984,10 +1733,10 @@ "id": "4b661564", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:30:16.920380Z", - "iopub.status.busy": "2022-06-01T12:30:16.919789Z", - "iopub.status.idle": "2022-06-01T12:30:52.933575Z", - "shell.execute_reply": "2022-06-01T12:30:52.931368Z" + "iopub.execute_input": "2022-06-01T16:16:06.142896Z", + "iopub.status.busy": "2022-06-01T16:16:06.142560Z", + "iopub.status.idle": "2022-06-01T16:16:21.473601Z", + "shell.execute_reply": "2022-06-01T16:16:21.472816Z" } }, "outputs": [ @@ -2033,7 +1782,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:10<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:03<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -2074,7 +1823,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:11<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:03<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -2089,13 +1838,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 22 seconds.\n", + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 8 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -2137,16 +1886,16 @@ "id": "68a7a343", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:30:52.941985Z", - "iopub.status.busy": "2022-06-01T12:30:52.940663Z", - "iopub.status.idle": "2022-06-01T12:30:53.435409Z", - "shell.execute_reply": "2022-06-01T12:30:53.431969Z" + "iopub.execute_input": "2022-06-01T16:16:21.477324Z", + "iopub.status.busy": "2022-06-01T16:16:21.477052Z", + "iopub.status.idle": "2022-06-01T16:16:21.829701Z", + "shell.execute_reply": "2022-06-01T16:16:21.829036Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -2165,8 +1914,7 @@ "axs = az.plot_posterior(\n", " scenario_value_2,\n", " var_names=[\"theta_reluplift_1\", \"reciprocal_lam_reluplift_1\"],\n", - " textsize=10,\n", - " kind=\"hist\",\n", + " **plotting_defaults,\n", ")\n", "axs[0].set_title(f\"Conversion Rate Uplift B, True Uplift = {(0.04 / 0.05 - 1):.2%}\", fontsize=10)\n", "axs[0].axvline(x=0, color=\"red\")\n", @@ -2198,10 +1946,10 @@ "id": "db019cc9", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:30:53.445132Z", - "iopub.status.busy": "2022-06-01T12:30:53.443735Z", - "iopub.status.idle": "2022-06-01T12:31:26.118246Z", - "shell.execute_reply": "2022-06-01T12:31:26.115319Z" + "iopub.execute_input": "2022-06-01T16:16:21.833502Z", + "iopub.status.busy": "2022-06-01T16:16:21.833243Z", + "iopub.status.idle": "2022-06-01T16:16:37.426925Z", + "shell.execute_reply": "2022-06-01T16:16:37.426152Z" } }, "outputs": [ @@ -2247,7 +1995,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:10<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:04<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -2288,7 +2036,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:08<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:04<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -2303,13 +2051,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 19 seconds.\n", + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 8 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -2379,10 +2127,10 @@ "id": "a1a4b30a", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T12:31:26.126490Z", - "iopub.status.busy": "2022-06-01T12:31:26.125583Z", - "iopub.status.idle": "2022-06-01T12:31:26.164210Z", - "shell.execute_reply": "2022-06-01T12:31:26.161445Z" + "iopub.execute_input": "2022-06-01T16:16:37.430535Z", + "iopub.status.busy": "2022-06-01T16:16:37.430264Z", + "iopub.status.idle": "2022-06-01T16:16:37.446311Z", + "shell.execute_reply": "2022-06-01T16:16:37.445716Z" } }, "outputs": [ @@ -2400,10 +2148,10 @@ "xarray: 2022.3.0\n", "\n", "numpy : 1.22.4\n", - "pandas : 1.4.2\n", + "pymc : 4.0.0b5\n", "matplotlib: 3.5.2\n", + "pandas : 1.4.2\n", "arviz : 0.12.1\n", - "pymc : 4.0.0b5\n", "\n", "Watermark: 2.3.1\n", "\n" @@ -2417,6 +2165,11 @@ } ], "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, "language_info": { "codemirror_mode": { "name": "ipython", @@ -2427,7 +2180,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.7.12" }, "toc": { "base_numbering": 1, diff --git a/myst_nbs/case_studies/bayesian_ab_testing.myst.md b/myst_nbs/case_studies/bayesian_ab_testing.myst.md index b1f09279d..7075d4680 100644 --- a/myst_nbs/case_studies/bayesian_ab_testing.myst.md +++ b/myst_nbs/case_studies/bayesian_ab_testing.myst.md @@ -5,6 +5,10 @@ jupytext: format_name: myst format_version: 0.13 jupytext_version: 1.13.7 +kernelspec: + display_name: Python 3 (ipykernel) + language: python + name: python3 --- ```{code-cell} ipython3 @@ -16,7 +20,6 @@ import matplotlib.pyplot as plt import numpy as np import pandas as pd import pymc as pm -import pymc.math as pmm from scipy.stats import bernoulli, expon @@ -29,6 +32,12 @@ rng = np.random.default_rng(RANDOM_SEED) %config InlineBackend.figure_format = 'retina' az.style.use("arviz-darkgrid") + +plotting_defaults = dict( + bins=50, + kind="hist", + textsize=10, +) ``` This notebook demonstrates how to implement a Bayesian analysis of an A/B test. We implement the models discussed in VWO's [Bayesian A/B Testing Whitepaper](https://vwo.com/downloads/VWO_SmartStats_technical_whitepaper.pdf), and discuss the effect of different prior choices for these models. This notebook does _not_ discuss other related topics like how to choose a prior, early stopping, and power analysis. @@ -145,12 +154,12 @@ with strong_prior.create_model(data=[BinomialData(1, 1), BinomialData(1, 1)]): ```{code-cell} ipython3 fig, axs = plt.subplots(2, 1, figsize=(7, 7), sharex=True) -az.plot_posterior(weak_prior_predictive["reluplift_b"], textsize=10, ax=axs[0], kind="hist") +az.plot_posterior(weak_prior_predictive["reluplift_b"], ax=axs[0], **plotting_defaults) axs[0].set_title(f"B vs. A Rel Uplift Prior Predictive, {weak_prior.priors}", fontsize=10) axs[0].axvline(x=0, color="red") -az.plot_posterior(strong_prior_predictive["reluplift_b"], textsize=10, ax=axs[1], kind="hist") +az.plot_posterior(strong_prior_predictive["reluplift_b"], ax=axs[1], **plotting_defaults) axs[1].set_title(f"B vs. A Rel Uplift Prior Predictive, {strong_prior.priors}", fontsize=10) -axs[1].axvline(x=0, color="red") +axs[1].axvline(x=0, color="red"); ``` With the weak prior our 94% HDI for the relative uplift for B over A is roughly [-20%, +20%], whereas it is roughly [-2%, +2%] with the strong prior. This is effectively the "starting point" for the relative uplift distribution, and will affect how the observed conversions translate to the posterior distribution. @@ -200,26 +209,27 @@ def run_scenario_twovariant( generated = generate_binomial_data(variants, true_rates, samples_per_variant) data = [BinomialData(**generated[v].to_dict()) for v in variants] with ConversionModelTwoVariant(priors=weak_prior).create_model(data): - trace_weak = pm.sample(draws=5000, cores=1, chains=2) + trace_weak = pm.sample(draws=5000) with ConversionModelTwoVariant(priors=strong_prior).create_model(data): - trace_strong = pm.sample(draws=5000, cores=1, chains=2) + trace_strong = pm.sample(draws=5000) true_rel_uplift = true_rates[1] / true_rates[0] - 1 fig, axs = plt.subplots(2, 1, figsize=(7, 7), sharex=True) - az.plot_posterior(trace_weak.posterior["reluplift_b"], textsize=10, ax=axs[0], kind="hist") + az.plot_posterior(trace_weak.posterior["reluplift_b"], ax=axs[0], **plotting_defaults) axs[0].set_title(f"True Rel Uplift = {true_rel_uplift:.1%}, {weak_prior}", fontsize=10) axs[0].axvline(x=0, color="red") - az.plot_posterior(trace_strong.posterior["reluplift_b"], textsize=10, ax=axs[1], kind="hist") + az.plot_posterior(trace_strong.posterior["reluplift_b"], ax=axs[1], **plotting_defaults) axs[1].set_title(f"True Rel Uplift = {true_rel_uplift:.1%}, {strong_prior}", fontsize=10) axs[1].axvline(x=0, color="red") fig.suptitle("B vs. A Rel Uplift") + return trace_weak, trace_strong ``` #### Scenario 1 - same underlying conversion rates ```{code-cell} ipython3 -run_scenario_twovariant( +trace_weak, trace_strong = run_scenario_twovariant( variants=["A", "B"], true_rates=[0.23, 0.23], samples_per_variant=100000, @@ -286,7 +296,7 @@ class ConversionModel: elif comparison_method == "best_of_rest": others = [p[j] for j in range(num_variants) if j != i] if len(others) > 1: - comparison = pmm.maximum(*others) + comparison = pm.math.maximum(*others) else: comparison = others[0] else: @@ -306,7 +316,7 @@ def run_scenario_bernoulli( generated = generate_binomial_data(variants, true_rates, samples_per_variant) data = [BinomialData(**generated[v].to_dict()) for v in variants] with ConversionModel(priors).create_model(data=data, comparison_method=comparison_method): - trace = pm.sample(draws=5000, chains=2, cores=1) + trace = pm.sample(draws=5000) n_plots = len(variants) fig, axs = plt.subplots(nrows=n_plots, ncols=1, figsize=(3 * n_plots, 7), sharex=True) @@ -314,9 +324,7 @@ def run_scenario_bernoulli( if i == 0 and comparison_method == "compare_to_control": axs[i].set_yticks([]) else: - az.plot_posterior( - trace.posterior[f"reluplift_{i}"], textsize=10, ax=axs[i], kind="hist" - ) + az.plot_posterior(trace.posterior[f"reluplift_{i}"], ax=axs[i], **plotting_defaults) axs[i].set_title(f"Rel Uplift {variant}, True Rate = {true_rates[i]:.2%}", fontsize=10) axs[i].axvline(x=0, color="red") fig.suptitle(f"Method {comparison_method}, {priors}") @@ -447,9 +455,9 @@ class RevenueModel: others_lam = [1 / lam[j] for j in range(num_variants) if j != i] others_rpv = [revenue_per_visitor[j] for j in range(num_variants) if j != i] if len(others_rpv) > 1: - comparison_theta = pmm.maximum(*others_theta) - comparison_lam = pmm.maximum(*others_lam) - comparison_rpv = pmm.maximum(*others_rpv) + comparison_theta = pm.math.maximum(*others_theta) + comparison_lam = pm.math.maximum(*others_lam) + comparison_rpv = pm.math.maximum(*others_rpv) else: comparison_theta = others_theta[0] comparison_lam = others_lam[0] @@ -493,9 +501,9 @@ with RevenueModel(c_prior, mp_prior).create_model(data, "best_of_rest"): ```{code-cell} ipython3 fig, ax = plt.subplots() -az.plot_posterior(revenue_prior_predictive["reluplift_1"], textsize=10, ax=ax, kind="hist") +az.plot_posterior(revenue_prior_predictive["reluplift_1"], ax=ax, **plotting_defaults) ax.set_title(f"Revenue Rel Uplift Prior Predictive, {c_prior}, {mp_prior}", fontsize=10) -ax.axvline(x=0, color="red") +ax.axvline(x=0, color="red"); ``` Similar to the model for Bernoulli conversions, the width of the prior predictive uplift distribution will depend on the strength of our priors. See the Bernoulli conversions section for a discussion of the benefits and disadvantages of using a weak vs. strong prior. @@ -557,9 +565,7 @@ def run_scenario_value( if i == 0 and comparison_method == "compare_to_control": axs[i].set_yticks([]) else: - az.plot_posterior( - trace.posterior[f"reluplift_{i}"], textsize=10, ax=axs[i], kind="hist" - ) + az.plot_posterior(trace.posterior[f"reluplift_{i}"], ax=axs[i], **plotting_defaults) true_rpv = true_conversion_rates[i] * true_mean_purchase[i] axs[i].set_title(f"Rel Uplift {variant}, True RPV = {true_rpv:.2f}", fontsize=10) axs[i].axvline(x=0, color="red") @@ -607,8 +613,7 @@ scenario_value_2 = run_scenario_value( axs = az.plot_posterior( scenario_value_2, var_names=["theta_reluplift_1", "reciprocal_lam_reluplift_1"], - textsize=10, - kind="hist", + **plotting_defaults, ) axs[0].set_title(f"Conversion Rate Uplift B, True Uplift = {(0.04 / 0.05 - 1):.2%}", fontsize=10) axs[0].axvline(x=0, color="red") From 945cff79d4e0dc8d37b2aedb25424dfee4c1bc65 Mon Sep 17 00:00:00 2001 From: Sev Date: Wed, 1 Jun 2022 20:58:38 +0200 Subject: [PATCH 3/3] Re-run bayesian_ab_testing.ipynb notebook --- .../case_studies/bayesian_ab_testing.ipynb | 340 +++++++++--------- .../case_studies/bayesian_ab_testing.myst.md | 2 - 2 files changed, 165 insertions(+), 177 deletions(-) diff --git a/examples/case_studies/bayesian_ab_testing.ipynb b/examples/case_studies/bayesian_ab_testing.ipynb index bdb0a7732..093349c85 100644 --- a/examples/case_studies/bayesian_ab_testing.ipynb +++ b/examples/case_studies/bayesian_ab_testing.ipynb @@ -6,21 +6,13 @@ "id": "b48cad3d", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:52.263117Z", - "iopub.status.busy": "2022-06-01T16:12:52.262353Z", - "iopub.status.idle": "2022-06-01T16:12:57.768727Z", - "shell.execute_reply": "2022-06-01T16:12:57.767990Z" + "iopub.execute_input": "2022-06-01T18:53:36.476575Z", + "iopub.status.busy": "2022-06-01T18:53:36.476139Z", + "iopub.status.idle": "2022-06-01T18:53:39.372124Z", + "shell.execute_reply": "2022-06-01T18:53:39.370978Z" } }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Running on PyMC v4.0.0b5\n" - ] - } - ], + "outputs": [], "source": [ "from dataclasses import dataclass\n", "from typing import Dict, List, Union\n", @@ -31,9 +23,7 @@ "import pandas as pd\n", "import pymc as pm\n", "\n", - "from scipy.stats import bernoulli, expon\n", - "\n", - "print(f\"Running on PyMC v{pm.__version__}\")" + "from scipy.stats import bernoulli, expon" ] }, { @@ -42,10 +32,10 @@ "id": "30cc5507", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:57.773115Z", - "iopub.status.busy": "2022-06-01T16:12:57.772531Z", - "iopub.status.idle": "2022-06-01T16:12:57.784379Z", - "shell.execute_reply": "2022-06-01T16:12:57.783820Z" + "iopub.execute_input": "2022-06-01T18:53:39.376825Z", + "iopub.status.busy": "2022-06-01T18:53:39.376264Z", + "iopub.status.idle": "2022-06-01T18:53:39.388197Z", + "shell.execute_reply": "2022-06-01T18:53:39.387403Z" } }, "outputs": [], @@ -132,10 +122,10 @@ "id": "a5376bb4", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:57.787658Z", - "iopub.status.busy": "2022-06-01T16:12:57.787398Z", - "iopub.status.idle": "2022-06-01T16:12:57.790878Z", - "shell.execute_reply": "2022-06-01T16:12:57.790319Z" + "iopub.execute_input": "2022-06-01T18:53:39.391621Z", + "iopub.status.busy": "2022-06-01T18:53:39.391347Z", + "iopub.status.idle": "2022-06-01T18:53:39.395688Z", + "shell.execute_reply": "2022-06-01T18:53:39.394570Z" } }, "outputs": [], @@ -152,10 +142,10 @@ "id": "a0c80bf2", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:57.795288Z", - "iopub.status.busy": "2022-06-01T16:12:57.794999Z", - "iopub.status.idle": "2022-06-01T16:12:57.798536Z", - "shell.execute_reply": "2022-06-01T16:12:57.797875Z" + "iopub.execute_input": "2022-06-01T18:53:39.399745Z", + "iopub.status.busy": "2022-06-01T18:53:39.399180Z", + "iopub.status.idle": "2022-06-01T18:53:39.403589Z", + "shell.execute_reply": "2022-06-01T18:53:39.402642Z" } }, "outputs": [], @@ -172,10 +162,10 @@ "id": "b625c349", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:57.801706Z", - "iopub.status.busy": "2022-06-01T16:12:57.801274Z", - "iopub.status.idle": "2022-06-01T16:12:57.808094Z", - "shell.execute_reply": "2022-06-01T16:12:57.807196Z" + "iopub.execute_input": "2022-06-01T18:53:39.406921Z", + "iopub.status.busy": "2022-06-01T18:53:39.406669Z", + "iopub.status.idle": "2022-06-01T18:53:39.412545Z", + "shell.execute_reply": "2022-06-01T18:53:39.412035Z" } }, "outputs": [], @@ -230,10 +220,10 @@ "id": "4a103373", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:57.813977Z", - "iopub.status.busy": "2022-06-01T16:12:57.813601Z", - "iopub.status.idle": "2022-06-01T16:12:57.817853Z", - "shell.execute_reply": "2022-06-01T16:12:57.817286Z" + "iopub.execute_input": "2022-06-01T18:53:39.415596Z", + "iopub.status.busy": "2022-06-01T18:53:39.415337Z", + "iopub.status.idle": "2022-06-01T18:53:39.418295Z", + "shell.execute_reply": "2022-06-01T18:53:39.417874Z" } }, "outputs": [], @@ -247,10 +237,10 @@ "id": "1d8702af", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:57.820930Z", - "iopub.status.busy": "2022-06-01T16:12:57.820655Z", - "iopub.status.idle": "2022-06-01T16:12:57.823622Z", - "shell.execute_reply": "2022-06-01T16:12:57.823060Z" + "iopub.execute_input": "2022-06-01T18:53:39.420933Z", + "iopub.status.busy": "2022-06-01T18:53:39.420683Z", + "iopub.status.idle": "2022-06-01T18:53:39.423573Z", + "shell.execute_reply": "2022-06-01T18:53:39.423001Z" } }, "outputs": [], @@ -264,10 +254,10 @@ "id": "9e1e0769", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:12:57.828238Z", - "iopub.status.busy": "2022-06-01T16:12:57.827892Z", - "iopub.status.idle": "2022-06-01T16:13:01.771970Z", - "shell.execute_reply": "2022-06-01T16:13:01.770668Z" + "iopub.execute_input": "2022-06-01T18:53:39.427592Z", + "iopub.status.busy": "2022-06-01T18:53:39.427300Z", + "iopub.status.idle": "2022-06-01T18:53:43.647086Z", + "shell.execute_reply": "2022-06-01T18:53:43.645945Z" } }, "outputs": [], @@ -282,10 +272,10 @@ "id": "4df134b8", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:13:01.775986Z", - "iopub.status.busy": "2022-06-01T16:13:01.775705Z", - "iopub.status.idle": "2022-06-01T16:13:02.319291Z", - "shell.execute_reply": "2022-06-01T16:13:02.318010Z" + "iopub.execute_input": "2022-06-01T18:53:43.652280Z", + "iopub.status.busy": "2022-06-01T18:53:43.651840Z", + "iopub.status.idle": "2022-06-01T18:53:44.243767Z", + "shell.execute_reply": "2022-06-01T18:53:44.242862Z" } }, "outputs": [], @@ -300,16 +290,16 @@ "id": "a3d30bb9", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:13:02.322932Z", - "iopub.status.busy": "2022-06-01T16:13:02.322538Z", - "iopub.status.idle": "2022-06-01T16:13:02.749558Z", - "shell.execute_reply": "2022-06-01T16:13:02.748564Z" + "iopub.execute_input": "2022-06-01T18:53:44.248078Z", + "iopub.status.busy": "2022-06-01T18:53:44.247715Z", + "iopub.status.idle": "2022-06-01T18:53:44.713458Z", + "shell.execute_reply": "2022-06-01T18:53:44.712846Z" } }, "outputs": [ { "data": { - "image/png": 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yws1tSINXHQGMK678Z2WZH0L4ASlQ8n+k1sCW2ib7V+rvpMp5jaxSvgepu8ItxfOybgM/I11HD6Xke1mf0uBp0fT/hBBGAfuFEFaJqa9+LSXXssIggFWkz7M0+POXxlb+szTr/UjZAqXH4IkQwt9Jx+gQal+bocz5nW2zIym48lqs52krpZX/bNrCEMLvSQGMoWX2V5/mXBuvKq78Z/5KCgAMoigAUObzLbgW+C3pHP110fTulP+dbsgkWnaOd8te6xv3ozC9ewvXaYkriz/LGONnIYRC95rjyAIApMyTvsBlsWRMlRjjeyGES0iBw6GkTMSlqi+YFGN8MITwMukYlmrqMYSWjSHS1sdwavba3tmNUsUYANAKq6iPZaH/15aklqObQghbxhjL9gku2ca8EMJtpNTGz5P9iGZ9HbckVWaKK0g3kdJCX876oT1KSjmbVqG3tTfpB//fJT/UN5OyGo4JIZxX7sZ4KUp/wKuBb8UYSx8Jtkv2ukcIYccy21mHVOHrT0oJbg9j6mnhH026yd2OZS8AUFzhWkRKm/0b6ZGVpY8BnE8ajK2xCuNXjCqdEWOcEUJ4gdSyMYCU8l7smdJ1muC07LWalH3wEimV+E9lli23n/6kR229BvwklH/SwjxSmnlB4b2WO75jSMG5xiik8jaYEt5CN5Bu5I+mdgCgeHyJgh1J36vqelrbVsleNy8zrzlq9X3Puh3tQ8ruOSCEsGeM8flsduGa0K2eshXGC2hS2UIIXyKlIg8E1qLu/cpalH9yQ+FaVk3qQjCG9BjAcv3lm3J+b5e9jqnn+jqKFADYjroV8vr20zN7rbdvfNal6gekStxGpCBasaakZDfn2liuu1whANajpKyrkLLgDid1g+tG7a6mtcqaZdBUsWypr7tIpddpSJ3rV4zxjRDC28DGIYTuMcaZLPnu9annu9cve92cRgYAskaGb5IGSd6GdIxXLlqkzkDDsYmPv20DlT6GhWBypbI4pXZnAEC5kLWWPhNCOIQ0YNA5WepkY1ryhpMCAEez5Ee03E06McbfhhA+JKU6nkpKb6zOWli+Hxs5CF0DCmnaw0v2+1EI4V5SK9uBpNGNGy0uGQBoVdJNxTXAn0IIk2OMxRXHwg3r95eyydWasv8S1UBVCGGlBlL1CzeV5ea/X886hSh+t3rmt6c6g4014IP6WgvrUXi/9T3mrjC9e5l5U8tMa6xNYiNGXG9gP4VzrR8NtzAVn2uF91rnHMiyBhr7mK7u2WtjU6ubLMb4TghhJLBvCGHzGOP4EMI6pJTrF2OMxcGYwmexY/avPi353jVU1vdJgdMupNbfX7KkJbBQtn2zfy0uW1gyKvcMUreit0j9fatJraDbkAaoLFfWplRGmnJ+t8b3aF722rnczJAGn3uGVAkbQ+qnPIs0BsTGpN+hsp9DPZpzbZxZZlohkLZyyfRbSdljb5CycqaSxhuA9FvYlLK2lkJLb32/A2uULNfcdVqioePUJyvHTJZ8975az/IFTbku/JZ0rKaQxrd4lyXn6TEsGUSwPbX1MSwE3eaVmSctlwwAKFeylNRIaincniUtGQ2t80QI4TXgwKz/3Cek9McPKRNVjzHeANyQLbsr6YboOODf2Y1+2fTWpQkhrE26+QX4e5ZyWs63aWIAoCALlDwcQvgy8DypT2uIMRaeYV7zIxrLjEZcIbNIN9E9SQOK1ZK1UKyZ/TmzzPr1PT+4V9H2l2dNbWUqvN9ewMtl5vcuWa5GEwMNLVFuP4Xy3BVjPKSR2ymssy6pElIjGzegJ42r1M/MXlt7wKvrSZXmo1nytIUO1B3csPC+aj2+qh0Uxm4YVDStULbTYoxXtXQHWb/mC0iVne1LuiARQtil7IrN05Tzu/h7VE6936P69pP9Hi1kSUWu1JnZvHJPqPgGS39UWqlWuzaGNGjmwaTBNvcvzpLIuvOcU2ad7rT9GAAxey3X1xuWtJoX9xVvzjotsW7RPouVHqfCa9mniTRVFoA8lTTQ465lxuD4Rj3rnd/EXbV0DICJpCDYpiGEDmXGAaj0MSx8P5t17yYtiwwAKI8KaYtNeQrG9cDFpNGP3yelgl3VUKp9lqJ3H3BfdgN0HKmP5R3NKDOkm72OpNT6F+tZ5ivAPiGETWL5EY4bJcb4Ugjhr6QU3DNIfZUhjcS9A+l9/Ku521+K/5DSUXchPT6q1OeAVYFJ9QQhBteTPbBn9trYAb+aomZwutIBsJYBL5D6Je9JyQBV2Q34tqRuBY1+tFobeZVUEd+5vv7eZTxPCuztQUkAgHTONvY376ns9YuU77JQajFNeMJAkTuBj4EjQgg/Jn3HP6Xu86afIWW7NPcpFpVS7tpZ+Kx2Jw022RiF70hpCzKka2t34M4ylf/VWNLNo60VrhuD66l0FEYPf56m+S/pSTNrlLmebZa9lvvN2KPMtKVpzWtjoaz3lPmuDqJu1wVonzEAXidllPSv53eyMLhkceZbYeyQ/Uo/v5CebLAbqXX4KSpjD9KgkjWybJANSb97M7PJxd+9xgYAGvrubUr6bj9YpvK/QTa/nDYdAyCmR/M9QXrfu1N3bJdyx/Ap0jHarXSMouz+bL/sz3LjxAzIXl9sbpmlZY2PAVSuhBAOIg1Itoj0aLPGuoF0A34USx7RNbzM9r+QtWCVWid7nVu07FohhAGh8U8HOD57PTnGeHy5f6QR+quKlm2Ji0kVw7NDCIUb/9+RPrvLQ3oiQC0hhI6h+Y/aKxievV4YSh5PF9II6ZeULFeqH0tG0C+sdyDppmoi5R8b1FKF1PJlcZCgG0nH7HshhM1K5l1ESn28scwAgO0qq2BdTWpZvSpLP68lhNA7hLBF0aTh2eu5IT2XvrBcZ1LaemPdS6pofKVcq1eo+yisj4C1y5WxITHGeaRB1NYnBdq2Ae4rzRLK/r4JGBhCOK/cNSaE0Dekx9QVTxsdQqgO6SkVLZJlUBTGdRhdVLZxpO/UISGE4+pZd+usdbGgoe/LB6Tr5A5Zhb+wjVVI3QLapR9uTM8/f4iUen968bwQwk6kARhnAHc1cdOjSfdig8rMm5S97lmyv8/TvGt8a14bJ2Wve5Zsfx1qj3FRI8Y4KcZY1cR/w1tQxkJWUyGod0lW+SuU9UBShfIVivrhZwMxPkg69t8t2eQFpID0DbFkYNYQwqTs+7dxE4t5WkhPbylsZyXgUtJ5Ujwuz92kgMZ3Q+3H/RWXYZcQQteiSQ199yZlr4Oz73thG6uRuv6UDaA24xie39Cbb6Q/Zq8Xh6JHI2ZjE32dlD1YEziL6ckcfyMdq9L9n0I6tv+OMZYGjmHJmDCNHURWWuaZAaAVVkla2qqkQYkKkeEfZ/1aGyXG+HYI4RHSQEyfAv+N5UePvgWYH0J4nPRjWkW6odiR1HL/cNGyp5Ai5xdQ9wep9L3sSRrR+r8xxoYGrrqGNLL7sSGEn5VppWq0GOO7IYQ/k276zwF+FGN8NbvJv5Y00OEDpJS5VUg3FLuTfngH1LPZxrie1L/4cGBCSE8WmEpKw9s/28+jpAEdy3kA+E0I4YukbILNSC3g80kDGzbpEYCNNJLUD/POEMJ9pJaGyTHGv7XCvpokxjgphHA66Sb8+ZAGtZzGkiyLV0mDjC2LLiJVir9DerrEKFIK/zqkysxupPP9FYAY49gQwtXA94D/hRBuJwU/DiRVzurrv11LTKOsf5V0039zCOFEUgtSZ9KAWkOp/fs5kvQdfyCE8Bip3/N/Yoz3NmJ315Mqc78s+rucU7L3fCHpqQ2Pk7KR1svKtCOpa1Jxi2ahctPU68C2JdfPdUgDkAZS16fSdO7/I7W2XZP133+alL2xASljZyvSuVYIbDxJquSfngVqCtfiq2OMs0IIV5G6RPw3hHA3KbtiL1LXn0co/6zutvAd0mMILw3psWjjSK2yXyUFiI8tbTlthDuAs0jXvIdL5v2B9GSLf4QQ7iCd+1uRxom4jVTRaYrWvDY+S/psDslaZx8npbJ/kZR+/V4Ltt2gEMLwoj8Lvz2/DiEUjsWwGOPjRcv8lvRYy8OAp0Mai2Mj0nGcCxxX5rM4mdRocFUIYSgpY2on0rk4gfJPa2nu928s8GJIAwnPIp0b25DuIWqeQBFjXBTSuEb/Bv6Vfe4vZu9hQ9I1YVNSELXQ+PAI6Vz9ZQhhK7IBKGOMF8cYp4YQbiH99r4YQniQ1Gd+X9I58iIpY6ziQgiXsSS4Nzh7/X4I4Yjs/yNijCOKVrmFdO4eBrwQ0hhIPUnfiZWBE8pk1PyYFKA6M4SwLSmzanPS78MH1A3uFOxHup7VGUhXWl6ZAaAV2c+K/p1BSh29F9gvxnhZM7Y3PHst10e34Iekm9vtSTcMx5Iqxz8gPae3qaPzF5yQvQ5raKFs0LWHST/4X27mvor9knTjcGpII4ET02jaO5BaJD9HqpgcQbqZvJ2SFqamylpo/g84kjRy/EGkz+9w0pgNpwD7NtBi/TTpR75TtuwXST/cQ2KMj9WzTksNI31W3UiVo4uAb7XSvposxvgH0k3kU6SBIs8kVeouJT0HfXoDq7eb7PtyECnrJpJu2s8iVYBWAs4jnYfFTiMFAGaRRiT/BukGeR/KjGDdwL7HkW52/0ga+OpM0jnZnboprxeTWhX7Aj8iHf9DG7mfx0mtr6uQRpv+Zz3LfUwK2nyPVAkvHMe9SM+RP4PUQg3UjJWxJSkQ2dTU5G2off08ltSP/Upgmxhjrf7JWev4DqRK0GLSWAanksZAeYt0HP5btPyMrPyvZNu+KPtXyDQ6j3Sc52XrHkKqbA/KttcustbBgaRjHYCzSdeXB4DdYox3N7B6fdt8kpR6/83iVtds3kuk4/sEKfh5Eilj5xAa1zWlVKtdG7OuT18hfV/WIx3/waRr4+cp82jcCjq66F9hnINDiqbVynzKfjv2IQXTupO+O/uSHle5Y4zxaUpkWQADSfcBO5HOz76kbi+7xBhrDTCaZc2tT3oK0DtNfD9nkK4pe5KuZ2uTvnt7xxjnl5TrJdL39dek359jSefJDqTz6kjS9aKw/HjSZzKV9Ftd+O4VfAv4BanLxndJx+6fpO9ya46fcxhLjlffbNp+RdO2LV44u0/4Buka+CnpungIqevEkHLfxewY7UI6ZpuRjuFOpKyKHWKZR25mmY47kwbqnVs6X1peVVVXt9UYT5LUerIsiUeACyqUYigtt0IInyO18n43CwBpGZV1M7kZOCTG2NQuBI3Z/p54bWxTIYSvkFL0vxRjbNQj+LTsCSH8hhQs27ye7gHScskMAEmSVjx7kFLrr23vgmipbiG1zp+fZW5o+bcHqRuQlf/lVAihNymb4mor/1rROAaAJEkrmBjj1aRBFLWMizFWhxC+TUphXo/GPapSy7AY41ntXQa12MakrhVXtnM5pIozACBJktSOsr7cL7V3OSQl2fgcT7Z3OaTW4BgAkiRJkiTlgGMASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOdGjuijNmzKiuZEHyYPXVVwdg9uzZ7VwStRWPeb54vPOl+0YbUTVnDtWrrcbMt95q7+KoDfgdzxePd754vPNneT/mPXr0qGrOemYASJLUDFVz5tR6lSRJWtYZAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDHdq7AJIkFXtoZHVFtrPv0KqKbEeSJGlFYQaAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg50aO8CSJLUGh4aWV2R7ew7tKoi25EkSWpvZgBIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScqBDexdAkqRl2UMjq8tO/1ojlim279CqCpVIkiSpecwAkCRJkiQpB8wAkCSpDU2fPp1hw4YxduxYpk+fzpprrsngwYM5/vjj6dGjR5O3V11dzYgRIxgxYgSTJ0+mY8eObL755hx11FHssMMOrVKOkSNHcu+99xJjZM6cOXTv3p1+/fpx0EEHMWTIkFrLvvrqqzz77LOMHz+eV155halTpwJw5513st566zX5/UqSpOYzACBJUhuZOnUqJ5xwAtOmTaNPnz4MGTKEiRMncscddzBmzBiGDRvGOuus06RtXnjhhdx///107dqVnXfemblz5zJu3DieeeYZzj33XA444ICKlePTTz/lZz/7GSNHjqRTp05ss802dOvWjffff5/nn3+enj171gkAXHvttTz22GNN+6AkSVKrMAAgSVIb+fnPf860adM4+OCDOeecc6iqqqK6uppLLrmEu+66i1/84hdcccUVjd7eAw88wP333896663Hn//8Z9Zee20AXnjhBb73ve9xySWXMHDgQHr16lWRclx++eWMHDmSnXbaifPPP79WpsC8efN477336qyz1VZb0bdvXzbffHMGDBjAMcccw/Tp0xv9HiVJUuU4BoAkSW0gxsizzz5Lt27dOP3006mqSoMCVlVVcfrpp9OtWzeeeuopXnvttUZv88YbbwTglFNOqan8A2y33XYceOCBLFy4kFtuuaUi5ZgwYQJ33nkn6667Lr/61a/qdBPo0qULffv2rVPGo446ihNPPJEhQ4Y0ObtBkiRVlhkAkqQm2XnnnenVqxd33HEHN910E//617+YOnUqXbr0YNvt9mfPvY5l5ZU7MHPGFEaNHMZrrz3N/PmzWXvtjRm6z7cJA3Yru93Zsz/i8TE3MSGOZebMqay88ir06t2PnXY6lK0/t0+d5SdP+g//+98oJr35Ah9//AELFsxl9TXWYrO+gxiy59H06NG7zjrXDDuZSW++wJln38m0D97ksUdvYMqU16iqgg033Jp99j2R9TfYvOKfGcCYMWMA2H333enUqVOteZ06dWL33Xfnn//8J2PGjKFfv35L3d7UqVOZOHFizbql9tlnn5qU/tNPP73F5bjrrruorq7m0EMPpUuXLo1+35IkadlhBoAkqVl++tOfct1117HBBhswaNAg5s//hNGPXMu991zKRx+9zZ/++C1ef2McG2y4JeuvvzlTpkzg5pt+wBtvPFdnW+++M57fX30kT4z9O58uXsRm/XZmgw22YMp7E7jt1vN44P6r66zzwANX8+wzd7Hyyh3o02cb+oddWXmlDowbdzd//P0xTJs2ud6yP/vMXdz4t7NZsHAu/frvxBrd1mXixKe5ZtjJTJs2qZIfU41Ci/qAAQPKzg8h1FpuaSZMmADApptuyiqrrFLv9t59910++eSTFpfj2WefBWDQoEG89957XH/99fzqV7/id7/7HWPHjqW6eumPQpQkSe3LDABJUpNNnTqVTp06cdttt9Wknt9+x1T+8Pujef65f/LW5JfYcsu92P+AM1h55fRT88zTd3LvPZcyetS1bLrpktHpFyz4hJtv/iGffDKDLx1wJoN2OpSVVkrx6VmzPuDGv53N2Mdvpl+/nei72aCa9fba6zg22HBLunbtVjOturqacc+O4J67L+G+f13O0cdcUbb8Tz5xK9884hLCgME16917z6U8+8xdjHnsRg459Ce1lv/NpQczc+bUWtPO699/yR/n7lJnH3vt/S32Hnp8rc8MqDcNvjB9ypQpZeeXWtr2unbtymqrrcacOXOYOnVqTXp+c8qxcOFC3nnnHQBefvllrrrqKhYsWFAz/8Ybb2TLLbfkkksuoWfPno0qvyRJansGACRJzXLmmWfW6nferfu6bLPt53nyidtY9OkCvvil02sq/wADdzyQkQ//hbfeeonFiz+tmff8c//i41kfMHDggey8y1dr7aNbt3U46KAf8ac/HsfTT99ZKwDQP+xap0xVVVXsOOhgXnzhfl6f+CwLFnxCp06r1llul12/XlP5L6w3dJ8TePaZu3izTIbCllvtxdxPZtWatvHov9f8f9Ke36izTq/etdP4586dC0Dnzp3rLAvUpNUXlluapW2vsM05c+bU2mZzyjF79mwgfU6//e1v2WabbTjttNPYcMMNmTBhApdeeikvv/wyP/7xj/nzn//cqPJLkqS2ZwBAktRkHTp0KPuM+TXX3ACATTfZng4daqelr7TSynTv3pv33nuVuZ/MZPU11gLgtdeeAmCLrfYsu6/11h9Ax45deeftl+vMmzNnOvHVx/ngg0ksmD+Hzz5bDMDsOdOprv6Mjz56h/XWC3XW69d/5zrTVl21B126rMHs2R/VmfeFL55aZ9rXbr2i5v+3HXZe2bIXK6TIFwbdq29+Yy1te5Usx+LFi2vm9ezZk8svv7xm/IBtt92WK664gsMOO4z//Oc/jBs3joEDBzapTJIkqW0YAJAkNVnPnj3p0KHuT0jHTl0BWKNb+fTyjp1S6/KnixfVTJs5I6Wa3zD8jAb3+emnC2r9/czTd3L/fVfy6acL611nwYJPyk7v1m3dstM7derKvHkfN1iO5uraNX028+bNKzu/kFJfWK6l2wOYP39+nW02pxyrrroki+KLX/xincED1157bQYPHszIkSN5/vnnDQBIkrSMMgAgSWqypbU6V1U1fozZalKL84DNh9Cl82qNWufdd8bzz3svo2PHLnzpgLPYtO8OrL56T1ZZJaW133brT/nvSw9BPY3qTSkfwAP3X1WnC8Dz6y4JIky6/aI66wzYYghbbLFHzd+9e/dmwoQJfPDBB2X3UZjeq1evRpWpd+/etdYrNW/evJrU/eJtNqccq666KmussQYff/xxzX7rK89HH9XNoJAkScsGAwCSpHbVrdu6fDhtMrvu9nU22WT7Rq3z8suPUF1dzT77foeBO36lzvzpH71T0TK+/L9H6gwC+EK3bkV/3Fdnne49etcKAPTr149HH32UGGPZfRSmN+YRgMXLvfHGGyxatKjOkwAK21tvvfVqteA3txz9+/dn3LhxfPxx+QyJWbNSgMRHBEqStOwyACBJalf9+u3M6xOf4ZWXH210AGDe3FQJLZfK/8EHbzJlyoSKlvGs799VZ9rXvrpktPvb/rH0Vu/BgwczbNgwHn/8cRYuXEjHjh1r5i1YsIAxY8YAMGTIkEaVqXfv3vTt25fXX3+dxx9/nL322qvW/Icffrjs9ppbjiFDhjBu3Diee+45jjrqqFrzFi9ezIsvvgjU/3hBSZLU/pqWAylJUoUN3PErrNFtHZ5+6nbGPv53Fi/+tNb86upqJr35AvHVsTXT1lq7DwDjnr2bTz9dMp7AnDnTufP2i2oGA1yWDBgwgIEDBzJjxgyuvPLKmsH2qqurueqqq5g5cyY77bRTnZb30aNH8/Wvf51TTjmlzjaPOOIIAH73u9/x4Ycf1kx/8cUXufvuu1lllVX42te+VpFyHHDAAfTs2ZOnn36au+++u2Z6dXU1f/nLX3j77bfp2bMne+65Z/M/JEmS1KrMAJAktatOnVbliCMv48YbzuKB+6/i8TE3sW6vvmlE/o+n8dFHbzNnznR22fVrhAG7AbD9Dl/iiSduYcKEJ7j8t4ex4YZbsmjRAia9+SJrrLEWm28+hPHjH2vnd1bXueeeywknnMAdd9zBc889x2abbcbEiROZNGkSa6+9Nj/+8Y/rrDNnzhwmT55cMzhfsS984Qs8+eSTPPjgg3z9619nxx13ZN68eYwbN47PPvuMH/7wh6y33noVKUfXrl256KKLOOOMM/jlL3/JHXfcwfrrr8/rr7/OW2+9RdeuXbn44ovrPF5w7NixXHvttTV/F7oQ/PCHP6zptrDbbrtx3HHHNe3DlCRJTWYAQJLU7nr37sd3v/c3nnrydl4d/xhvv/U/PvvsU1ZbbU3WWWcTBu9+BFttPbRm+S5d1uA7J13Lww/9iTdeH0d8dSyrrd6THQZ+mb32/hb3/+uK9nszDejduzfXX389w4YNY+zYsTz66KP06NGDgw8+mBNOOIE111yzSdurqqriggsuYJtttuHuu+/mySefZJVVVmH77bfnqKOOYscdd6xoObbffntuuOEGrrnmGsaNG8cbb7xBjx492H///TnmmGPYaKON6qwzY8YMXn657iMcJ0xY0k2jT58+TXrfkiSpeaqa+tzhghkzZjRvxRxbffXVAWpGZdaKz2OeL3k/3g+NzNfPQlPHANh3aMNPTtCyL+/f8bzxeOeLxzt/lvdj3qNHj2bdWDgGgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAz4GUJJyLm+j97eXSn3OPk1AkiQ1lwEASZKWIwYSJElSc9kFQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJyoEN7F0CS1DwPjaxu7yJIkiRpOWIGgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBxwEUJKkHKrkIJL7Dq2q2LYkSVLrMQNAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOdChvQsgSZKWbw+NrK7IdvYdWlWR7UiSpPLMAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJyoEN7F0CS8uShkdXtXQRJkiTllBkAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOVAh/YugCRJUiU9NLK6ItvZd2hVRbYjSdKywgwASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDPgZQkiQtEyr1+D5JklSeGQCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOdChvQsgScuDh0ZWL3WZLp0XAjBv/tKXlSRJktqaGQCSJEmSJOWAAQBJkiRJknLALgCSVmiNSd2XJEmS8sAMAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOdGjvAkiSJC2LHhpZXevvLp0XAjBvfnW5xeu179CqipVJkqSWMANAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKgQ7tXQBJKuehkdXtXQRJkiRphWIGgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBxwEUJIkqRVValDTfYdWVWQ7kqT8MgNAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDHdq7AJIktYWPPnybRx+9ntdff5ZP5sygS5c12LTvQPbc61jWXrtPo7Yxbdpk/vC7o/j004XcvuGG3Pb223WW+XjWB/zrX1cw8bWnqaqqol//ndl//9NZfY216iy7cOE8rrriG6y+xlp8+8S/UlVV1aT3dOftF/HCC/ex197fYu+hx9e73G8uPZiZM6dy3Ld+zyabbl8zfdTIYTwy6ppay66ySic6dVqNNXuuz/rrD2Crrfdho422rnfb5527CwBnnn0nPXr0blL5JUlS2zIAIEla4b355vPceMP3WbhwLmv23IAwYDemT3+Xl/7zb8a/Mpqjj7mSPhtv0+A2PvvsM0bc9QsWL17U4DJ/u+Fspk59jU023QGA//13JNM/eofvnHxdnQr+I6OuYfbsD/m/I37d5Mp/Ja255vr06ZPe/+LPPmXu3FlMnfIab01+iSefuI1NNtmeQw47j+7de7VbGSVJUssZAJAkrdAWLpzPbbf8lIUL5zJ492+y734ns9JKqQfc88//i7vuuJhbb/kJp5/5Dzp27Fzvdp5+6nbemvwSOw46mGefuavsMuPHP8bUqa+x197Hs/fQbwHw8EN/5tHRwxk//jG22GKPmmU/+OBNnnziVnYcdDDrrRcq+I6brk+fbTjksPPqTH/jjee475+X8+abzzPsryfxnZOuYbXV1myHEkqSpEpwDABJ0grtlVdGM2fOR/TsuSH77ndSTeUfYPvtv8SAzYcwe/aHvPD8v+rdxozp7/HwQ3+if9iVrbfep97lprwXARi441dqpg0adHCteQX/vOcyunRZg332PbFZ76stbLrpDnz7O39lnXU2ZdbMqdz3ryvau0iSJKkFzACQVFEPjaxu7yJItbz37qsAbLzJdqy00sp15vftO5BXxz/G+FceZaedDy27jREjfglU8ZWvnMP06e/Wu695cz8GoEuXNWqmdenaDYC5c2fVTHvxxQd4883nOfSrP6Nz59Wa/J7aUseOXfjil07j+utO4+X/jeLjL36PNdZYu72LJUmSmsEMAEnSCm3RwvlA7Up5sS5d0/QpUyaUnT/u2Xt44/Vx7Lvfd+jWfd0G99WtR+ojP23apJpphf8XBsibP38O/77/d2y88bZsu+0XGv0+2tNmmw2ia9fufPbZYt588/n2Lo4kSWomAwCSpBVa11W7AzBz5pSy82dMT9Pnzp3FggVza837eNYH/PuBq9lgwy0ZtFP57IBi/fvvQlXVSjxw31XMmvUBs2Z9wAP3XUVV1Ur0659Gy3/4oT8zd+5MDvjK91vwrtpe7979APjg/TfbuSSSJKm57AIgSVqhbbLp9jz26PVMiE8we/ZHrL56z5p5ixd/ygsvLOn7v3DBXDp16lrz9z13X8KiRfM58KAf1ho7oD69em3GTjsfxlNP3sZllxxYM323wd9g3XX78t57kWefuYtddv066667ac38RYsWsPLKqzRqH+U8MuqaOo/zq7RCIGXevI9bdT+SJKn1GACQJK3Q+vbdkQ023JJ33n6Z64efzpe/fDa9evdjxoz3ePCB3zNj+ntUVa1EdfVnVBVVwP/zn38T41j22PMYevXarNH7+9IBZ7Bp34G8PvEZAPr125kwYDeqq6u5955LWW31nuy1d3pCwPjxY3jwgd/x4Ydv0aFDR7bcam8O+PLZdO68apPeY69e/Wpa6Mt5+eVHWLhwXpO2Waq6Oo3vUUX7Pa5QkiS1jAEASdIKraqqim984xfcdOMPeO+9Vxn21+/UzFt55Q7s/6XTue9fl1NVVVUzIN8nn8zgvn9eQc+1NmKPPY9p8j4333x3Nt9891rTxj17N++8/TJf/8bP6dSpK1OnTuSWm39Enz7bsO9+JzF9+ruMfPgvLF68iK8ffnHT9rfFEPYeeny989988/kWBwDmZYMYFsZMkCRJyx8DAJKkFd4a3dbhxJOu4bUJTzBp0ovMnzeHbt3XZeut9+HTxYuorq6mZ88N6dChIwCTJ7/E3Lkz6dipCzdcf0atbc2fNweAiR07cuQGGwCwX0nXgVJz587ioQf/yGab7cRWW+0NwONjbqJDh05845u/okuX1dO258/h0dHD2Xff77Bmzw0q/jk0V3V1dc0giesUdV2QJEnLFwMAkqRcWGmllQgDBhMGDK41/YmxtwCwad+BddaZOWMKM2eUHzzwk5VX5pmuqdK/z2eLG9z3vx/4HYsWzeeAL59VM+2D999g7bX71FT+ATbccCsA3v/gzWUqAPD6xGeYO3cWK620MptsvF17F0eSJDWTAQBJUm4tWjSfp566naqqKnbc8aCa6VtssQcX/fzJsuu8+cbzXHvNd9lm3jxue/ttAG4rqsSXeuut//LC8/9ijz2PoedaG9ZMr6paiYWL5tdaduGilKa/UtWy85CehQvncf99VwGw9ef2ZfU11mrnEkmSpOYyACBJWuG9//7rrLnm+qyySueaaXPnzuKO2y9kxvR3GbTTIfRer3/F9/vZZ4u5955L6d69N0P2OKrWvHXX3ZQXX7yft9/6HxtutBWfffYZLz5/P1VVVctMmv2bbz7Pv/55OR988Abde/Tmi/uf2t5FyrWHRlZXZDv7DnUgR0nKKwMAkqQV3tgxN/PKK6PpvV5g9dXXYt68j5k86T8sWjSfLbfai/2/dMbSN9IMTz91O1OnvMYRR15aK/gAMHjIEfznP/9m+HWnsmnfHZk5YwpTp77Gttt9kR49erdKeeozefJ/uPP2iwBY/NmnzJv7MVOmvMacOR8BsOmmO3DIoeex6qo92rRckiSpsgwASJJWeAO2GMKcOdOZOnUib7/1Pzp16spGfT7HwIFfYauth7bKPmfP/oiRD/+VAQN2rzPuAMA662zCkUf/locf/BOvTXiSzp1XY6edDmW/L5zSKuVpyPTp7zJ9+rsArLJKJzp1Wo0111yPrT83lK233pcNN9qqzcskSZIqr6rwXN+mmjFjRmXy0HJk9dVTH9HZs2e3c0nUVvJ4zCuVoro86tI5tfDOmz9/KUtqRfC1r/as+f9t//ioHUuitrKifMftAtA4efwNzzOPd/4s78e8R48ezbqYLzujDEmSJEmSpFZjAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKgQ7tXQBJy4aHRla3dxEkSZIktSIzACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAx3auwCSJElqOw+NrK7IdvYdWlWR7UiS2o4ZAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScqBDu1dAEmSJC1/HhpZXZHt7Du0qiLbkSQtnRkAkiRJkiTlgAEASZIkSZJywC4AkiRJajd2JZCktmMGgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScqBDu1dAEkt89DI6vYugiRJkqTlgBkAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOVAh/YugCRJktRSD42srti29h1aVbFtSdKyxAwASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHfAqAJEmSVOShkdV06bwQgHnzm/90AZ8mIGlZYwaAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDPgVAaicPjWz+qMKSJEmS1FRmAEiSJEmSlAMGACRJkiRJygG7AEiN9O677/LXv/6VZ599ltmzZ7POOuuw9957c+yxx9KlS5cmbevVV19lzGPP8u67r/DuO+OZOXMqAGeefSc9evQuu86dt1/ECy/ct9RtH3LYeWy33f5NKo8kSWod06dPZ9iwYYwdO5bp06ez5pprMnjwYI4//nh69OjR6O189tln/Pe//2Xs2LG88MILTJkyhVmzZtG9e3e22WYbDj/8cLbaaquy644dO5b//e9/vPLKK4wfP56PP/6YXr16MWLEiAq9S0nLCwMAUiPEGDnppJOYO3cu660X6L3etrzz9svccMMN/PvBJzj+hD/RufOqddbr0nkhAPPm1+7vf9ON1/Lq+MeaVIaN+mxT77xPPpnJhAlPUFVVxcZ9tm3SdiVJUuuYOnUqJ5xwAtOmTaNPnz4MGTKEiRMncscddzBmzBiGDRvGOuus06htvfvuu5x44okA9OjRgy222ILOnTszceJEHn74YUaNGsWZZ57JYYcdVmfdn/3sZ8yZM6ei703S8skAgLQUixcv5qc//Slz587l5JNPpvf6RwLw6aeLuOXmHxHjWB789+/5yoHnNHqbG260Feuuuynrr785668/gD/+4VjmzJne4DoDd/wKA3f8Stl5ox8ZzoQJT9Bn423pseZ6jX9zkiSp1fz85z9n2rRpHHzwwZxzzjlUVVVRXV3NJZdcwl133cUvfvELrrjiikZtq6qqikGDBnHkkUcycOBAqqqqaubdfvvtXHbZZVx++eUMHDiQjTfeuNa6e+21FxtttBGbb745nTt35vjjj6/gu5S0PHEMAGkpxowZw+TJk+nbty9HHnlkzfQOHVbhwIN+yEorrczzz93L3LmzGr3NIUOOZJ99T2TzLYawRrfGRf4b8uKL9wOY+i9J0jLivfcizz77LN26deP000+vqbBXVVVx+umn061bN5566ilee+21Rm1vgw024KqrrmLHHXesVfkHOOywwxg0aBCLFy9m5MiRddY999xzawIHq622WsvfnKTllgEAaSnGjBkDwN57713nB3f1Ndaiz8bbsnjxp0yIT7RH8Xj7rf/x0Ydvscoqndlyq73apQySJKm2V8c/DsDuu+9Op06das3r1KkTu+++O7DkPqOl+vXrB8C0adMqsj1JKyYDANJSFCLzAwYMKDt/vfX6AzB1auMi+JVWGBhwiy33pFOnuuMQSJKktle4L6jv/iGEANDoDICleeeddwDo2bNnRbYnacVkAEBaiqlT0wj99Q3Ss8YaafqMGVPbrEwFn366kP/992EAttve9H9JkpYVs2Y2fP9QmD5lypQW72vy5Mk88UTKRBwyZEiLtydpxWUAQFqKuXPnAtC5c+ey8zt27ArAwgVz26xMBa+++jjz5s2mW7d12WSTHdp8/5IkqbwFCxq+fyg8Qrhwn9H8/Szg/PPPZ9GiRey///41mQWSVI4BAKmRSvv/L1Fdz/TW9+LzKf1/m22/wEor+XWWJGlZUZ3dH9R3/1Bd3fL7h+rqai6++GLGjx9Pnz59OOuss1q8TUkrNh8DqNy78MIL60zbZpttOPDAAwHo2rUrH3/8MfPmzSu7/qJF8wHo2Klr6xWyjDlzpvPaa08Bpv9LkrSs6ZRlCNZ3/7BgwQIg3Wc012WXXcZDDz1Er169uOqqq1h1VccCktQwAwDKvfvuu6/s9EIAoFevXnz88cd88MEHNSPsFps16wMAunfv1XqFLOOl/zzIZ58tZsMNt2KttTZq031LkqSGde/eiylTJvDBBx+UnV+Y3qtX8+4frr76au644w7WWmstrr76atZdd91ml1VSfhgAUC48NLL+NLuLfv5kg+usulo/YAL/uu9V5s7ftc5yU96LAPTqvVnLC9oEL75wP2DrvyRJy6JevfszfvxjxBjLzi9ML9e4sDR//vOfuemmm+jRowdXX301G264YYvKKik/DABISxEGDOaF5//Fyy8/wl57H1dr3uzZHzF58n9YaaWV6d+/bnCgtUydOpEpUybQoUNHttp6nzbbryRJapwBAwbzyKhhjBr1ONsPXECHDh1r5i1atICRI8cAsEqn3RtsqADYd+iScQSuv/56rrvuOtZYYw2uvPJKNtlkk9Z5A5JWSI4aJi3FgAGD6bnWRrw/dSJjHruxZvrixZ9yz4hfs3jxp2y/wwGsumr3Wus99eQ/+PWvDubvN/+k4mV68YXUbWHA5rvTpcvqFd++JElqmfXWD2y66Q588skM7r/vyppB/6qrq3ng/quYO3cmm222E717184AeOXl0Vx5+de57ppT6mzztttu449//COrrroqV1xxBf3792+T9yJpxWEGgLQUK6/cga9+7QKuHfZdHvz373n5f6Poseb6vPP2/5g5cyrrrLspn/9C3R/puXNnMW3aJFZfo2edefHVsYwefV3N3/PmfQzAzTf9oKaFoH//XetkHAB89tliXvrPQwBst53p/5IkLasOPuRc/vLnb/PM03fy5hvPs26vzXh/6sR0f7D6Whx08I/qrDN/wSd8+OFbfPrpwlrTJ0yYwOWXXw7A+uuvz+233152n8UDGRdce+21jB07FoCFC9N2P/roI771rW/VLHPcccex2267Nf/NSlouGACQGmH99Qdw8inDGTXyGt54/VmmTp3IGt3WYfDuR7DnXsfSqYlPAPhk7kzeefvlOtOnTnmt5v9rr9Wn7LoTX3uG2bM/ZLXVerJZv52a9kYkSVKb6d6jNyefcj2jRg4jxrGMf+VRVl2tBzsOOpi9hx7Paqut2ehtzZ49uyaLYMKECUyYMKHeZUsDAO+88w4vv1z7vmPRokW1ps2YMaPRZZG0/Kpq7jNIZ8yY0X4PP19Orb56StWePXt2O5ckf5bWt661dOncGYB58+e3y/7Vtjze+fK1ry7J7rntHx+1Y0nUVvyO58uydLyLxwBQ6/A+PX+W92Peo0ePZl0YHANAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHHARQkiRJWoZVaiwjxxKQZAaAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHHARQkiRJygEHE5RkBoAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg44BoBaRaX6mEmSJEmSKsMAgCRJkqRGczBBafllFwBJkiRJknLADABJkiRJbc5MAqntmQEgSZIkSVIOmAEg5dCUKa+3dxFWSJ07dQJg/oIF7VwStTW/U/ngdzxflna8e/fu25bFkaSKMAAg5dDppw5q7yJIy73Tiv7vd0rKn1v/8VF7F0GSmswuAJIkSZIk5YABAEmSJEmScsAuAJIkSZJy7/4HFjJvfsufTOBTCbQsMwAg5dAVVz3T3kVYITlAWM4U9fv3O5UPfsfzxeO9/KjE4wS7dF5YgZJIyz4DAKqlUs9j1bLNkYtbR5fOnQGYN39+O5dEbc3vVD74Hc8Xj7eaq5L302YTqNIMAKwgrLhLkiRJkhpiAECSJEmSlkGVauQzk0AFPgVAkiRJkqQcyF0GQHumyhcGF6nE6KKSJEmS1Bh2F66ruG6WpwwJMwAkSZIkScqBqupqo0Ft5YILLqgG+NnPfpafEFPOeczzxeOdLx7v/PGY54vHO1883vmT12NuBoAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAM+BUCSJEmSpBwwA0CSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScqBDexdgRRZC2BX4CbAz0BmYCFwLXB1jXNzIbWwI/AjYAegD9AA+Al7PtnVjjHFR5Uuv5qjQMe8HHAJ8HugHrAvMAJ4CrogxPtIKRVczVOh4rwKcDGwLbAdsAawCnBBjHNYKxVYDQggbABcCXwB6AlOAEcAFMcYZbb0dta5KHKcQwmHAHqTv8DbA6sBNMcYjWqHIaqGWHvMQQk/gYOBLwNbA+sBC4L/AdcB1McbPWqXwarIKfcd/DQwE+gNrAfOAydl2fhdj/KjiBVeztMZvbwjhSOCG7M8V4t7MDIBWEkI4EHgMGALcBfwe6AhcDtzShE31Bb4JzCKdwL8B7iUFA64FHgwhGMhZBlTwmF8E/IpU8b+PdMzHkm42RoUQTq1gsdVMFTzeqwJXAMcAvYCplSynGi+E0Bd4DjgWeIZ0LN8ATgOezG7822w7al0VPE4/AU4hBQDerXxJVSkVOuZfBf4K7AQ8Tbp+3wFsBQwDbgshVFW88GqyCn7HzyD9Vj8EXAncBHwKnA+8lDXWqZ21xm9vdmyvBuZUsKjtzopjKwghrEH6cVgM7BljHJdNPw8YBRwWQjg8xtiYSsITQI/SaHLWavggsCeptfi2yr0DNVWFj/kDwK9jjC+U7GMP0o/PpSGEf8QYp1T0TajRKny85wL7Ay/GGKeEEM4HftY6JddS/AFYBzg1xnh1YWII4bekG8CfA99pw+2odVXqOJ0BvEPKANoDMEtr2VWJYz4B+Arwr+J7sxDCj0mVjkNJ92V3VLboaoZKfcfXiDHOL50YQvg58GNSpu7JFSmxWqKiv71ZIO86Uub1ncDZFS1tOzIDoHUcBqwN3FKoGABkF4+fZH+e1JgNxRgXlksly9L+R2R/9mtRaVUJlTzmw0sr/9n0R4HRpFbmXVtaYLVIpb/j9xvQaV8hhE2B/YBJpGyOYj8DPgGODCGs2hbbUeuq5HGKMT4SY3wtxlhd8YKqYip1zGOMo2KM95bem8UYpwJ/yv7csxJlVvNV+Dtep/KfKTS+eR/ezlrpt/dUYG9SRsEnFSjmMsMAQOvYO3t9oMy8x0gtfruGEDo1dwchhJVJrYYALzV3O6qYVj/mmcJ4D5+2cDtqmbY63mo7hWP6YJkb+9mkbjhdSeM9tMV21Lo8TvnTFsfc3+hlR1sc7y9nr96Ht7+KHu8Qwuak7rhXxhgfq2RBlwUGAFpHyF4nlM6IMX4KvEnqfrFpozcYwlohhPNDCBeEEP4AvEqKdN0M/LPlRVYLVfyY19lBCH2AoaTK5Qp3MVrOtPrxVpur95hmXste+7fRdtS6PE7506rHPBuP6ajsz3LBYbWtih/vEMLZ2b345SGEMaQxm14iVRTVvip2vLPv8t+At0hdPFY4jgHQOrplr7PqmV+Y3r0J21yL2v2Cq4HLgB+bdrhMaI1jXiNrSb4J6ASc4yji7a5Vj7faRaWOqefG8sHjlD+tfcx/RRoI8L4Y47+buQ1VTmsc77NJAzQXPAAcE2Oc1rSiqRVU8nj/lPRUpsExxnktLNcyyQBAPUIIk0gj7TdWUx75UxgdttEV9xjjq0BVlvq/PukRNBcCg0MIX4oxTm9CWVXGsnbMC7Jj/jdgN+BWUuBHLbSsHm8tsyp1TD03lg8ep/xpye/0qcBZpOzMIytZKLWa5tyL9wIIIaxLGovpV8ALIYQDYozPV76IqqBGHe8QwiBSq/9vYoxPtnqp2okBgPq9DtQ36Ec57xX9vxBl6lZuQWCNkuUaLXu2+FvAlSGE94G/kwIBpzR1W6pjmTvmWeX/RtJjh24DjjDjo2KWueOtdlWpY+q5sXzwOOVPa/1Of5f0aLhXgKE2yCwzWvNe/H3grhDC86SU8xtI2R9qPy0+3kWp/xOA8ypXtGWPAYB6xBiHtmR1YCCpn8lzxTOyk2sT0gAxb7RgHwD3Z697tnA7Ytk75tl6N5Mq/zcDR2UBIFXAsna81e5i9lpf/8DCKM/19S+s9HbUujxO+VPxYx5COJ30rPH/kSr/HzS7dKq0Vv+OxxgnhxBeAbYNIawVY/ywudtSi1XieK9WtP78EEK5Zf4aQvgraXDA05tayGWFgwC2jlHZ6xfKzBtCGoXyiRjjghbuZ/3s1dFm219Fj3kIoSNwO6nyfwNwpJX/ZUpbfcfVdgrPbt8vhFDrtzGEsDqpC8484Kk22o5al8cpfyp6zEMIPyBV/l8E9rLyv8xpq+/4etmr92jtqxLHewFwTT3/Co/nfjz7e7nuHmAAoHXcDnwIHB5CGFiYGELoDFyc/fnH4hVCCN1CCANCCL1Lpu8UQuhauoMQwmqklDOAf1Wy8GqWSh7zTsBdwIGki8yxpY80Ubur2PHWsiHG+DrwILAx8N2S2RcAqwI3xBg/AQghrJIdz74t2Y7aR6WOt5YflTzmIYTzSP2/nyO1/Nvyu4yp1PHOpvUq3X4IYaUQws+BdUgBfwdnbkeVON4xxnkxxuPL/QPuyRa7Ppt2a6u/qVZkF4BWEGP8OIRwAqmSMDqEcAswHfgK6TEVt5MGcyt2MHAdcD1wTNH0HwF7hhAeJfX9nwtsCHyRNJLlE8AvW+u9qHEqfMz/BOxPqmC+C/y0TBrS6Bjj6Mq+CzVWhY83IYQfAgOyP7fNXo8NIQzO/v94jHFYhd+G6jqZdE29KoQwFBgP7ATsRUobPLdo2fWz+ZNJNxzN3Y7aT0WOdwjhIOCg7M9CRWGXEMLw7P8fxhjPrnjp1RwtPuYhhKNJYy8tBsYAp5b5jZ4UYxzeKu9ATVGJ7/gXgEtDCI+Rxg76iPQkgD1Ij/qdCpzQqu9CjVWp3/AVngGAVhJjHBFC2IN0sh0KdAYmAmcCVzVhILe/Ap8AO5L6+ncFZpCizrcB12bPHVc7q+Ax3yR7XYv0KJL6jG5mUVUBFTzekG4w9iiZtmv2r8AAQCuLMb6eZXRcSDom+wNTgKuACxo7uFeltqPWVcHjtC1wdMm0TbN/kG4wDQAsAyp0zAu/0SsDp9ezzKPA8BYVVi1WoeP9MPAXUgr5NqTGt09IFcq/kX7vvaYvA/ztbbyq6moHFJckSZIkaUXnGACSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYApJwKIYwOIVS3dznKCSGcH0KoDiHsWTK9OoQwuszyvUII14cQ3gkhLM6W695GxV2q+t6PkhDCpBDCpJJpx2Sf2TGtuN+y55OWTSGEjbNjNrwN93lhCGF+CGHDFm6nItdbryUrpvY4t9X+QgiHZsd9aHuXRfnSob0LoPyo5+ZnITAFeBT4VYxxfNuWqvJCCOcCF2d/DogxxmZso/Sz+gyYBbwEDAeujzG2aeW9UKYYY1UDy0wC+gCbxBgntU3JgPSZ7Af8HZgIVAPzs8rdHg2VuZys0nldyeSFwHukc/WSGOMrLSty2yo6NgXVwMfAK8BNwJ9jjJ+2Q9FaTSGoEGPcuH1L0jL1nI8Ac4DXgNuBK2KMcyu0n2NjjMNbsq2ibZa7ls0gXcuuiTHeVIn9tIas0n828JcY49vtXZ7lSQhhA+BoYFtgO2BToAroF2Oc2MB6XYAfAoeTrlcfA6OBn9V3f5Dt60LgC0BP0j3FCOCCGOOMetbZFfgJsDPQmfS7cS1wdYxxcT3rHA18F9gCWAy8AFwWY/xnfe9nWZN9Hx+NMe7Z3mUpCCHsSzp225LOlR7A2Bjj4KWstwVwPrAnsAYwGbiFdC85r551DiB9p7cDVgZeBv4QY7y+nuVXBr4HHAf0A+YBTwEXxxifqGedNYGfAgcBvYGPgAeAn8YY3ylZ/E7geeC3IYTtYoyfNfSepUoxAKD2cEHR/7sBg4CjgENDCINjjC+2S6kqIIRQBXyLVLmqAk4g/dg0V+GzWgXYDDgY2AMYCJzSgu0urzYHalVyQggdgX2Bh2OM3yyZ19L9/Yd0IwnpXN2TdFP7tRDC3jHGpxq5nd+RbkzeammBKuBKYCbp5mcT4BBgF2Bo9v9lxV2kG60prbiPOufTMq74fFwJ6AV8Gfg58IUQwl71VV6WAcXXskC6Od4rhLBDjPHMRm7jXdIxm1X54pV1HtAJuLSN9rciGUgKhFcDb5KOWfeGVgghdAIeAnYDxpGuVRsCXwW+lF1zny5Zpy/wBLAOcDfwKume4jTSd2K3GONHJescCNwBzAduBaaTvkeXZ/v+apmyXQacBbwD/BXoSApS3BtC+F6M8XeN+VBU1neBA0nHYyIpANCgEMJOwCjS9eR24G1gb1LFe2gIYWiMcUHJOqcAV5Mq5DeSgvqHAcNDCFvHGM8uWb6K9Lt9GBBJv+NrAl8HHgshHBpjvLtknZ6k87F/Vr5bgAHAsaRzeJcY4xuF5WOM1SGEX5POw8OBm5f23qVKMACgNhdjPL90WgjhalKF9nTgmLYtUUXtR6pUDQe+CBwdQvhxjHFhczZW+lmFEHYDHgNODiH8Jsb4ZsuKu3yJMb5aZnIvUmXovVbY5YvFxyC7IbiOFAT4JbBXYzYSY/wQ+LAVytccVxRnZ4QQtgSeBQ4OIewRY3y03UpWJMY4i1au6NVzPi3LXixzTehOak3fPfs3us1L1Qhlyj2UVNk7PYRwVWMyhmKMi0gVvFYXQugGfBMYat/s4wDhgD/iTF+XMjGWso6Z5Iq4LcDXy+0hoYQbiUFvq7NKmrFraR/IFX+T40xXl2YGEL4LXAGKTj2naLpa5Aq8IuBPWOM47Lp55EqbIeFEA6PMd5StM6upMr/68COhayCEMKlwHPAZSGEf7Zx1tuK5NfAuaTv9oakgFG9slb564CuwIExxnuy6SsBtwGHko79r4rW2Ri4jBTsGVg4ViGEC0m/f2eFEO6IMT5ZtKvDSZX/J4ChMcb52Tp/Ah4H/hpCGBVjnF20zi9Ilf/LiwObIYRTSQGtP5CyHYrdTQrKn4wBALURAwBaVjxICgCsvbQFQwjrk1pS/xNj3L6eZR4APg9sHWP8XzbtK6RWgS1IUdyPSOmzt8YY/1CJN0Fq8Yd0gzGddENzMCm622IxxrEhhFdJ72EHSn4os6j494HBpPf4PnAfKRWyNSrIS5X1VX2E1AL4b+AiYEdSpf0J4NzCTVgjtlUrfbEkrf3oLEUT4HpSJb14vYJmpz9m0fo/ZNseVLT9Sdl/P0dKSTwEWB/4eYzx/BDC+cDPgL1ijKNL3tNQ0jEbRLqheYuUFvjLrBJcvOxo0k10J1Ka7DeBjYG/xxiPaeZ7ejnb7hezMjxanAoOTM32tR2wRqE7RQihA/BtUvbOFqTfkwhcQ0qprJXKmAVPvgucBPQlff/uIt341dFQOnqW8ntOVuYNSa34E4F7Y4wXFZ1zheWLj//1hc+qzPn05+w91dxUlux3Z+BJ4PYY41eLpnclXVu+TkoTrQb+C1wVY/x7ufdXKTHGmSGEZ0mfQ53rZ5aO+n1Si/vGpFavccCvY4wPFi03miUVtOtCCMVdDjaJMU4KIawHHE+6tvYlXWM+JAUdLmpKF64Y48jsWrY56Xowqfh7AqxH+ky3BD6MMW6c3cS/SdExLCp/b1JK95eydWcBY0jfwedKlj2GpZzfwDdI38ey1+5sG1/O1usNLCId8z/GGG9szGfQ0mtjCOEw0vdgK1Lr6YPAWTHGd0uW24H0Pd2TdJ50JbWY3kNKZS6bJt8SWapzabpzvbLrQ6Gifk7x9SPGeHcIYQwpwLUH2Xc7hLApKeg+Cfh9ySZ/RvouHxlCOCvG+Ek2/TDS9+SG4s82xjg/hPATYCTpGnVL0bYK5fp58WeVfSd+T8oUOTbbZ4uFEAaQKq9DSNf6F4ALi7+vJct/g/RetwW6kL4jNwGXFlrBS7oR7VFyTbygEKCrxHndVMWV7kZm7e1Bum48VnydjjF+FkI4hxQA+E4I4ddFXSWPI32Wvy4O1MQYZ4QQfkH63foO6fpecFL2+pNC5T9b59ksKHUk6Xy6Liv7qtm0T6h7LvyOFJT4fAhh05IsgAUhhBHAMSGEActhYFrLIQcB1LJin+x1qRXB7ObmYWC7EMLWpfOzG8F9gOeKKv/fJkVZtwDuBX5Dqhh3If1wt1gIYV3gK8CErG9Y4cf225XYfpHCDeqikv0fC4wlVYoeAa4gfZ7HA+NCCBtVuBxNtROporCAdLN2PyntfEwIYfdmbvMKUlQdUnr0Bdm/Ednr5GzeBUX/hjdzXwWFz7+0b3NHUgvSQaQb8StZekvGiSxJeR1Bej/TgR8AT4T6BzK8g9Ra8ES2zn+b8gbKqO89HQb8E5gN/InUukIIYZVs+u9Jab03A38h/aZcTQrAlLoim9cjW/YWUkvIw6TPrlFCCANJx/p7pKyPK0k3u7NJwRdIFYILSJXAWdQ+/iMa2Pzw7PXoeuYflb3WvL/sGD1OavlZTOpHfD2pknFzCOFiWlHWUr0jqW/9CyXz+pBaKH8ITCMdw1tJN88PhBBOKFp8OOkaSfZa/JnNzKYPybY1k3QOXk7qpnEY8GwIYZsmFr++8+4s0uf4FunG+f6GNhJC2IR0rTuZ1Er7G1KF+kuk79EB9axa9vzOFH6THq9n3T+SAiqPkc7tW0jByL+FEC5qqLxlNOfaeDIpjXlSts7/SAGoh7NU+mInkFozI+l36U+krjVnAmNDCKs3sbytoS+wEen3s9x1s3AO7F00rfD/B0sDjlmr7FhSsGPnMus8UGYfj5GCibuWfIYNrVOuXC2xCakS2hP4M/APUrD//hDC10sXDiFcQ7r+bkYKHP+e9BtyEek7Xmjoe5El3XAmU/v7Pbpok5U8r1tLvccjq1hPIJV508asQ5ljmB3/XUnnw5jGrEPqSteFNH5BcVYA2flZCOCUyxwcm73uU2aeVHFmAKjNZa08BWuQbl53I92IXdbIzQwnRf6Ppm4f+yNI/ZuLKyEnklq+tokxflBSnrUauc+lOZbUH204QIzxfyGE50n9XDeLDQx81FghhCGk/rMLgWeKpvcn3SxMIg16927RvL1JlcwrSdkI7eULQK2+kiH1xRxBSu0MTR0AJ8Z4RdYqeBp106NHZC1sfcp1O2mOrJXq5OzPp0tm9yYNqLdHUWtTQ9vqA1xFGshtUHHUP8syOAm4hPIBpD7AVlnXghYJqQtAoeW39D3tD+wfYyy9aTqX1Ar8O+D0Qr/zLDXzL8BxIYTbC/0jsxTaU0mVs0ExxunZ9HNJwareLAnWNFTWjqQb4jWBb8YYby6ZvyGkljng/Kw1q2y3o3JijE+GECYAB4QQesaivsPZDeHhwAfUvom8gtRa9oMY4yVFy3cmnds/zj6LFxtThqXYtuj6uRKwLnAAaXyKU8tcY64nnSvfKElp7k666b8qhHBPjPH9GOPwrPXtQGBEadZFZhSwbunNbVbxH0tqtfxiY95ICGEf0rWsmpSCW2xvYJcY4wt1VizvT6RW/5/EGH9etI8/kCoy14cQ+sQY55SsV9/5DSmLajapMlHOVjHG10veU0dSxeCHIYQ/lbbEN6A518YvkNLR/1u0zs2kzIUDqR3M+CXw3VgyPkQI4VvAMNI17ddF07uTuuM1xYgWnuOFpt/6Pu/Xstf+TVxnv2ydkUtbJ8b4aQjhTVLWyabA+KxVd31gToyx3Hgk5crVEkNIAwt+vzAhhPA7UlDgTyGE+2OMH2fTjyG1bN9Fuh7OK1rnfFIr9HeBK7Nj82II4WfApAauiU06r7Pf2D2b8gYr8HvcmOPeP/tXeC8NHfcpIYRPgA1CCF1jGkx1M9J95Bux/OC4zT0fS9cpKFwDh5B+V6VWZQBA7aFcmtwrpDTm2WXmlTOC1LL3zRDCD0pubI4mtY6Xpt5+SkmrOdT0z26RrGJ4PKkV7oaiWcOB7bN5P2zGds/P/ls8CGAVcHbJzchJ2TKnld50xhhHhRDuAb4cQli9CZ9xpU0k9X+rkaV2PkqqgO5OGmF/WVJc4SoMArgtaSTgcqnrxammS3MEqeX7N2VS/s7N5h8Z0gBTC0rmn9eC8/b0EMJMag8C2AW4K8ZY2tJxd2nlKKR+lqeQUqfPKP7uxRgXhxDOIgXDvsmSFuVCls3PC5X/bPn5IYQfUZSuvxRfJrVO3VNa+c+2V4m+2teT+g0fTu204i+TshcuL9wQhjTg0xHAuOLKf1aW+SGEH5ACJf9HaoFrqW2yf6X+Tqqc18gq5XuQuisUpzMXug38jHQdPZSS72V9SoOnRdP/E0IYBewXQlglpr76tZRcywqDAFaRPs/S4M9fGlv5D6k7yH6kbIHSY/BECOHvpGN0CLWvzVDm/M622ZEUXHkt1vO0ldJKUjZtYZYSvjepBb90f/VpzrXxquLKf+avpADAIIoCAGU+34Jrgd+SztFfF03vTtPT2SfRsnO8W/Za37gfhend23id5uyjJWaRnmhQI8Y4LoRwE+ne5mCWNG6cRrqvOS7WHfX+ItJ1+pssyZJbqmac13vS9HPl/CYuX6q1jvuq2XJzW3EfpesUTM1e2ztTUzlhAEBtLhY9ki2Lrm9Jajm6KYSwZYyxbJ/gkm3MCyHcRkpt/Dwpnb/Q13FLUmWmuIJ0Eykt9OWs79ajpDStaRV6W3uTUhj/XVIBv5mU1XBMCOG8cjfGS1H6w1oNfCvGeF3J9F2y1z1CCDuW2c46pApff1JKcHsYU08L/2jSTe52LHsBgOIK1yJS2uzfSI8ZKn0M4HzSYGyNVRi/YlTpjKxf4guk1oABpJT3Ys+UrtMEp2Wv1aTsg5dIqcR/KrNsuf30J6Wnvgb8JJTvszmPlGZeUHiv5Y7vGNJNbGMUUnkbTAlvoRtIN89HUzsAUDy+RMGOpO9VdUlmU8Eq2evmZeY1R62+71m3o31IN/gHhBD2jDE+n80uXBO61VO2wngBTSpbCOFLpL6yA4G1qHsfsRbln9xQuJZVk7oQjCE9BrBcv+KmnN/bZa9j6rm+jiIFALajboW8vv30zF7r7Rufdan6AalCtBEpiFZs/QbKXKo518Zy3eUKAbAeJWVdhZQFdzipG1w3ancBrVXWLIOmimVLfd1FloV1mrN8fZ6vJ0g/mnQN2o6U0dKV9Nv0ISmoW25bC2j697tJ53XWmn9+U/bRBtriuFd6H4XAeKUyUqUGGQBQu8paS58JIRxCGjDonCzFrDEtecNJAYCjyQIAlL9JJ8b42xDCh6RUx1NJ6Y3VWQvL92MjB6FrQCFNe3jJfj8KIdxLamU7kDS6caPFJQOurUq6ob+GlAY4OcZYXHEs3LB+n4at1pT9l6gGqkIIKzWQql+4qSw3//161ilEvrvVM7891RlsrAEf1NdaWI/C+63vMXeF6d3LzJtaZlpjbRIbP1p1uf0UzrV+NNzyU3yuFd5rnXMgyxr4qHR6Pbpnr41NrW6yGOM7IYSRwL4hhM1jjONDCOuQUq5fjDEWB2MKn8WO2b/6tOR711BZ3ycFTruQWn9/SQqIFpdt3+xfi8sWloxkPYPUregtUmtZNalFfxvSQFvlytqUCmVTzu/W+B4VWlM7l5sZ0uBzz5Aq2mNIfXtnkcaA2Jj0O1T2c6hHc66NM8tMKwTSVi6Zfiup5fgNUlbOVFLlENJvYVPK2loKraP1/Q6sUbJcW62ztOWX1urbVI09F3qQKpRrU7nBByt9XreW5h73tbJ1yv3eFNb5uIX7aOo6BYVAS2kmh9QqDABomZClpEZSS+H2LGnJaGidJ0IIrwEHZn0WPyGlP37IkoBA8fI3ADdky+5KuiE6Dvh3dqNfNr11aUIIa5NufgH+nqWclvNtmhgAKMgCJQ+HEL4MPE9qAQhZXzUo+uEp9A9sBbNIN9E9SQOK1ZJ1g1gz+3NmmfXXrWe7vYq2vzxragtQ4f32Al4uM793yXI1mhhoaIly+ymU564Y4yGN3E5hnXVJlZAa2bgBPWlcpX5m9tqU1tXmuJ5UaT6aJU9b6EDdwQ0L76vWI5/aQWHshkFF0wplOy3GeFVLdxDSYGIXkCoi25f2hw4h7FJ2xeZpyvld/D0qp97vUX37yX6PFrIkiFLqzGxeuSdUfIP6B5GsT6tdG0MaNPNg0mCb+xdnSWTdec4ps0532n4MgJi91teXvl/2Wty/urnrDKRMNlx2jm9CCqS8Aem3N4TwLrB+CKF3mXEAyu2jJRp7LhReX4j1PA2pGZp8XrfTGADNPe5rZesUj/RfGDh6VeCdonuqiaTAx6YhhA5lxgGo1PlYULjWNOs+VGoqnwKgZUkhbbEp5+X1pIj010kjPq8F3NxQqn2McWaM8b4Y4wmkFvs1SX0sm+toUl/u50gt9OX+TQP2CWm06maLMb5EaunbgPRImYKnsteWvI+lKbR81nej/znSj+ikeoIQg7MbzlJ7Zq+NHfCrKYoHp1vWFN7vnqUzshvwbUndChr9aLU28iqpIr5zllrcGIW09D3KzNudxgejC+d5owaaIx3/5hz7O0ktQUdk5+zRpEpB6bgDz5CyXVrze9cY5a6dzbkmFMZzKPeZrUUKAD5RpvK/Gku6ebS1wvdocFgy4nmxvbLX58vMa8h/gd4hPTe+1GbZ6x1l5pU7x5emNa+NhbLeU+Z3cRB1U7xhyRgATfm3bQvKCGmwtreA/vX8Tha+88WZb4WxQ/Yr/fxCerLBbqQW1aeKZhXWL30WO6QuV11J53jxuCsNrVOuXC2xfSj/VIY9s9cXAGIa0PJlYMuQHvXZWJ9R/zWxOef1njT9XGmpeo9HlsXQnzSo7BuNWYcyxzA7/k+Qzody19Byx/0p0vm2W+kxzM7P/bI/y415MyB7fbHMPKniDABomRBCOIgUeV9Euug21g2kH7SjWPKIruFltv+Fem4O18le5xYtu1YIYUBo/NMBjs9eT44xHl/uH2mE/qqiZVviYlLF8OwQQuHG/3ekz+7ykJ4IUEsIoWNo/qP2CoZnrxeGksfThTRC+iUly5Xqx5IR9AvrHUi6sZhI+UfttFQh1W9ZHFjnRtIx+14IYbOSeReR0gVvLDMAYLvKWkKuJrWsXpWln9cSQugdQtiiaNLw7PXc4pvVkEbK/2UTdn8vabCxr2QtUqX7Lc0M+AhYu1wZG5INqHUbKdPgDFJq+32lWULZ3zcBA0MI55W7xoQQ+pZWaEIIo0MI1VnrWYtkwa3CuA6ji8o2jvSdOiSEcFw9626ddW8oaOj78gHpOrlDVuEvbGMVUreAdum7GtPz5h8ipSifXjwvhLATaQDGGaSR0ptiNOkeaVCZeZOy1z1L9vd5mneNb81r46Tsdc+S7a9D7TEuasQYJ8UYq5r4b3gLyljIaiqMQ3JJcYU++yx2Jw0W/GjROq+T0tQ3Jo12X+wCUkD6hlh7YNbbSVmCh2fZEYV9dCb9tkJ6FF6xQrnOLfrNJaQn0HyX1J2i1rg8IYRjsu/48IbedxndgJ+WbGsgKQtpFrXP49+SGh+uLf1NztbrEUIoDcx9BGxYz74nZa97lmyn3vM6xnh+U8+VevbdFI+SAuNDQghfKSrnSiwZzPJPJZly15GO0ynZcSus0wP4cWGdkv0UzoOLs/OjsM6OpEanaRQFS7KgzN9I5935Jds6hXSe/jumRxWWKoxvUy44IFWcXQDU5koGpFqVNChRIZr646xfa6PEGN8OITxCGrDmU+C/sfzo0bcA80MIj5N+5KpINxQ7klruHy5a9hRSlPoCljK4TXYDH7L9NjRw1TWkkd2PDSH8rEw6WaPFGN8NIfyZdNN/DvCjGOOr2U3+taSBDh8gpZmtQrqZ3530YzWgns02xvWk/sWHAxNCerLAVFLq2v7Zfh4lDehYzgPAb0IIXyRlE2xGGpl7PmlgwyY9ArCRRgJfBe4MIdxHis5PjjH+rRX21SQxxkkhhNNJN+HPhzSo5TTSTf8upJb2H7RfCRt0EalS/B3S0yVGkVL41yFVZnYjne+vAMQYx4YQrga+B/wvhHA7KfhxIKlyVl//7VpiGo36q6Sb/ptDCCeSWl06kwa7Gkrt37WRpO/4AyGEx0g3gP+JMd7biN1dT7rp/WXR3+Wckr3nC0lPbXic1I93vaxMO5K6Jr1ZtE6hctPU68C2JdfPdUgDkAZSpaY0nfv/SC1U12T9958mZW9sQMrY2Yp0rhUCG0+SKvmnZ4GawrX46hjjrBDCVaQuEf8NIdxNqnzsRcqieoTyz7duC98hPYbw0hDCfqQB8jYkffc/I6U0N/XpJ3cAZ5GueQ+XzPsD6ckW/wgh3EE697citS7eRqocNEVrXhufJX02h4QQngAeJ6WZf5GUsvxeC7bdoJLKb+G359chhMKxGBZjfLxomd+SHmt5GPB0SGNxbEQ6jnNJo92XfhYnkxoNrgohDCVVDHcinYsTKHlaS4zx4xDCCaRAwOgQwi2kAdi+Qvoe3U4aM6F4nSdCCL8lpci/lF2/OpKO85qkRzhOKilXc7/jjwHHZ8GrsaRA69ez7Z1YnF0XY7w2pIGPTwZeDyH8m5RFsSapQWUIqeL7naLtjyQFP+4l3ft8CjwWY3yMyp/XjRJCGMySAEMhuNiv+PwpHosnGzfmWNK17fbseLxFuv4PJH1ulxfvI8b4Zgjh+6RH744LaTDohaRzbQPS03hqdQ0g3Tceki3zQvaZ9SR9DisDJ5TJdvwxKYByZghhW1KW2Oak37oPqBuoKtiPdG2uVCaJ1CAzANQeilPBziCljt4L7BdjvKwZ2xuevZbro1vwQ9LN7fakH8tjSZXjHwB7NdRlYClOyF6HNbRQdnPwMOnH/MvN3FexX5JuiE4NaSRwYhpNewdSi+TnSBWTI0g3k7dT0sLUVFk0/f+AI0kjxx9E+vwOJ43ZcAqwbwMt1k+Tfhg7Zct+kfRjNyS7+WgNw0ifVTdS5egi4FuttK8mizH+gVTBeIo0UOSZpErdpaTnoE9vYPV2k31fDiJl3UTSTftZpBvFlYDzSOdhsdNIAYBZpBHJvwH8mzSK/cIm7HscKd34j6Rn3J9JOie7Uze99GJSq05f4Eek439oI/fzOKn1dRVSBeGf9Sz3MSlo8z1SJbxwHPciPUf+DFILNVAzVsaWpEDkUzTNNtS+fh5L6sd+JbBNjDEWL5y1ju9AqgQtJrUinkoaA+Ut0nH4b9HyM7Lyv5Jt+6LsX6HV8zzScZ6XrXsIqbI9KNteu8ha1AaSjnUAziZdXx4Adosx3t2MbT5JSrf+ZmkXoqwr1l6kiuf+pMewrkH6PMo9TWNpWu3aGNNjOr9C+r6sRzr+g0nXxs9T5tG4FXR00b9C3/ZDiqbVynzKfjv2IQXTupO+O/uSHle5Y4zxaUpkWQADSfcBO5HOz76kit4uMcY6A77FGEeQvrOPkc7375E+hzOBw2OZMVZijGcBx5CC3t8mXfteBr4cYyz33Pats9dbysxryJuk7+cMUsX9a6TuK/vHGG8tXTjG+F3SPcWTpM/uTNLx7kb6HbmiZJXTSI8NHUT6Pl9ECiK2xnndWJux5JwoXJ/Xofb5U0t2LuxIGtRyP9K50o107pS9D4kxXk36bF4mHb9vk47nMTHGs8ssX036nTqTFCj5HumzeIz03axzXcnOt11I599mpPNxJ1IgZodY5jGLWdbmzqRBh+eWzpdaQ1V1dVuNJSUpj7IsiUeAC2LLB/+RlmshhM+RWnm/mwWAtIzKupncDBwSY2xqF4LGbH9PvDaukEIIzwOfxhjLdSGRaoQQfkMK/G1eT/cAqeLMAJAkqe3sQUqtv7a9C6KluoXUOn9+lrkhLVUIoRspW+cX7V0WLdtCegLBSaRuVlb+1WYcA0CSpDaSpaFe3d7l0NLFGKtDCN8mpf2uR+MeVamcizHOonlPH1H+bEwauPDKdi6HcsYAgCRJUhlZv+iX2rscklY82VgjpYMPSq3OMQAkSZIkScoBxwCQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBzo0NwVZ8yYUV3JguTB6quvDsDs2bPbuSRqKx7zfPF450v3jTaias4cqldbjZlvvdXexVEb8DueLx7vfPF458/yfsx79OhR1Zz1zACQJKkZqubMqfUqSZK0rDMAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiStBQPjazmoZHV7V0MSZKkFjEAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSWqhh0ZWt3cRJEmSlsoAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJJUAQ+NrHYwQEmStEwzACBJkiRJUg4YAJAkqZFs5ZckScszAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMGACRJkiRJygEDAJIkSZIk5YABAEmSJEmScsAAgCRJkiRJOWAAQJIkSZKkHDAAIEmSJElSDhgAkCRJkiQpBwwASJIkSZKUAwYAJEmSJEnKAQMAkiRJkiTlgAEASZIkSZJywACAJEmSJEk5YABAkiRJkqQcMAAgSZIkSVIOGACQJEmSJCkHDABIkiRJkpQDBgAkSZIkScoBAwCSJEmSJOWAAQBJkiRJknLAAIAkSZIkSTlgAECSJEmSpBwwACBJkiRJUg4YAJAkSZIkKQcMAEiSJEmSlAMd2rsAkiQtjz5aeWWu7tmT0auuygc/HcJqq61JGLAbA7c/gR49ejR5e9XV1YwYMYIRI0YwefJkOnbsyOabb85RRx3FDjvsUO9606dPZ9iwYYwdO5bp06ez5pprMnjwYI4//vgGy/Hss89y4403Mn78eBYuXEifPn04+OCDOfDAA6mqqqqz/Kuvvsqzzz7L+PHjeeWVV5g6dSoAd955J+utt16D723UqFHcfvvtTJgwgUWLFrHeeuux7777csQRR9CxY8dGfkKSJKmlqqqrq5u14owZM5q3Yo6tvvrqAMyePbudS6K24jHPF4/3iuuhkbV/8rbe8n2+fcABfNChA5suWEDXgfszdepEPpw2mXXWWYdhw4axzjrrNGkfF1xwAffffz9du3Zl0KBBzJ07l+eee47PPvuMc889lwMOOKDOOlOnTuWEE05g2rRp9OnTh80224yJEycyeXLD5bj77rv51a9+xUorrcQOO+xA165deeaZZ5g7dy5f+tKXOO+88+qsc8455/DYY4/Vmb60AMBvfvMb/vGPf7Dyyiuz5ZZb0r17d15++WU++ugjttxyS37/+9/TuXPnJn1W7cXveL54vPPF450/y/sx79GjR91ofSOYASBJUhP9/Oc/54MOHTh85kzO/+AD/nHZxVRXV3PvPZfy7DN38Ytf/IIrrrii0dt74IEHuP/++1lvvfX485//zNprrw3ACy+8wPe+9z0uueQSBg4cSK9eveqUY9q0aRx88MGcc845VFVVUV1dzSWXXMJdd5Uvx3vvvcdll13GyiuvzNVXX812220HwLRp0zjxxBP517/+xc4778y+++5ba72tttqKvn37svnmmzNgwACOOeYYpk+f3uD7euSRR/jHP/7BqquuyuWXX87nPvc5AObNm8dPfvITxo4dyx//+EfOOOOMRn9WkiSp+RwDQJKkJnjvvcizzz5L98WL+fG0aRTC71VVVXxx/9Po1q0bTz31FK+99lqjt3njjTcCcMopp9RU/gG22247DjzwQBYuXMgtt9xSa50YUzm6devG6aefXpO2X1VVxemnn15vOW655RYWLVrEQQcdVFP5B1h77bX57ne/C8Df/va3OmU86qijOPHEExkyZEijsxvuuOMOAP7v//6vpvIP0KVLF370ox/RqVMn7rzzzuW29UWSpOWNAQBJyqmdd96Zgw46iMWLF3PDDTfw9a9/nT322IODDjqIv/71r3z66acATJkyhQsvvJAvfelLDBkyhKOOOoqxY8fWu92PPvqIK6+8smZ7Q4cO5Tvf+Q4PPfRQ2eVffPFFfvvb33LkkUfy+c9/nt13352DDz6YX/7yl7z33ntl1znppJPYeeedee+993jiiSc48cQT2Xvvvdl777057bTTGD9+fMs/IFLqf2n6/6vjHwdg7zlz6FTSjW6VVTqx++67AzBmzJhG7WPq1KlMnDiRTp2WrFtsn332Kbu9wt+77747nTp1qjWveFv1rTd06NA6+xoyZAidOnViwoQJvP/++40qf0NijAAMHDiwzry11lqLjTfemEWLFjV4PkmSpMoxACBJOffTn/6U6667jg022IBBgwbxySefcM0113DJJZfw9ttvc9xxxzFu3Di23HJLNt98cyZMmMA555zDc889V2db48eP54gjjuDvf/87CxcuZKeddmKLLbZgwoQJnHfeeVx99dV11rn66qu566676NChA9tuuy277rorHTp04O677+aYY45h8uTJ9ZZ9xIgRnHXWWcybN4+dd96Zddddl6effpqTTjqJSZMmVfJjqjF1ampR32r+/LLzQwgAjc4AmDBhAgCbbropq6yySr3be/fdd/nkk09qphe2P2DAgEaX45NPPmHKlCm15hdbZZVV2GSTTZpU/obMmzcPgDXWWKPs/G7dugFLPgNJktS6HANAknJs6tSpdOrUidtuu60m9fz999/nqKOO4p///CcvvfQSe+21F2eeeSYdOqSfjDvuuINLL72Ua665ptbo9J988gk/+MEPmDFjBmeddRaHHnooK62U4swffPABZ599NjfddBM77bQTgwYNqlnvW9/6FltuuWVNZRCWjIj/61//mssvv7ze/vS33norl156KYMHD65Zr9D//W9/+1udwewOOuigmtHrG2uvvb/F3kOPr/l71sy0/rpZhkSpQnp8oaK9NIXy1JdW37VrV1ZbbTXmzJnD1KlT6du3b6PWK1eOwv9XX311unbtWu96r776aqPL35AePXowbdo0pkyZUhNYKFbI8KjEviRJ0tIZAJCknDvzzDNr9Ttfd911+cIXvsCtt97KggULOOOMM2oq/5Aq0X/5y1946aWX+PTTT2vm/fOf/+SDDz7gwAMP5Ktf/Wqtfayzzjr86Ec/4thjj+WOO+6oFQDYdddd65SpqqqKgw8+mPvuu49nnnmGTz75hFVXXbXOcl/72tdqKv+F9b797W9z1113lc1Q2HvvvZk5c2ajP5spU6BX7361pi1YMBeArvU8RadLly4AzJ07t1H7KCzX0Ej4Xbp0Yc6cObW2ubT1ypWjsfsqXa+5tttuOx588EHuueeeOsf5ueee45133qnYviRJ0tIZAJCkHOvQoUPZZ8xvsMEGAOywww510tJXXnllevfuzauvvsrMmTNZa621AHjqqacA2Guvvcrua8CAAXTt2pWXX365zrzp06fz+OOP8+abbzJnzhwWL15cM/2zzz7jnXfeKZuyvssuu9SZ1qNHD9ZYYw0++uijOvNOPfXUsmWrT2n/f4Bq0rSqegIATX28bmH5wiB+lVqvXDkas6/mPh64nCOOOIJRo0YxevRoLrvsMg4//HC6d+/OuHHjuOSSS1h55ZVZvHhxk9+7JElqHgMAkpRjPXv2rNW6X1BoBa4vvbwwf+HChTXTCmncp59+eoP7XLBgQa2/77jjDq666qo604sV930vtu6665ad3rVrVz7++OMGy9FcnTqm1PlPVio/jE7hfdSXYl+qsFyhv3w587PxBoq3ubT1ypWjMftqavkb0r9/fy688EIuvvhibr/9dm6//faaeRtssAEHHHAAN9xwQ71jBEiSpMoyACBJOba0ltemtMwWWo6HDBnCaqut1qh1xo8fz2WXXVbzWLiBAwfSs2fPmhT18847j4ceeqjeVummthxfddVVTe4CMGCLIWyxxR4107p378WUKRN4v0zgBNJ4BwC9evVq1D569+5da71S8+bNq3lMXvE2e/fuzYQJE+pdr1w5CvuaPXs28+bNqwnktKT8S7P33nuz/fbb8/DDD/Pmm29SVVVFCIF99tmHYcOGAWkAREmS1PoMAEiSKmLddddl8uTJHH744Wy//faNWmfUqFFUV1dz0kknceCBB9aZX+gjXimjRo1q8iCA3Xv0rhUA6NW7P+PHP8bLnTvDrFl1li88+q5fv3515pVTWO6NN95g0aJFdbpcFLa33nrr1RoHoV+/fjz66KM18xtTjtVWW43evXszZcoUYoxsu+22tdZZtGgRb7zxRpPK3xjdu3fnsMMOqzP9mWeeAco/JlCSJFWeAQBJUkXsvPPOPPPMM4wePbrRAYBCmn65VP4333yz4o+HGzFiRJOWLzcGwIABg3lk1DAeWXVVFlZV0bEoO2HRogWMGTMGSJkQjdG7d2/69u3L66+/zuOPP15nDIWH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\n", 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" ] @@ -368,10 +358,10 @@ "id": "7631f294", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:13:02.754504Z", - "iopub.status.busy": "2022-06-01T16:13:02.754039Z", - "iopub.status.idle": "2022-06-01T16:13:02.759407Z", - "shell.execute_reply": "2022-06-01T16:13:02.758583Z" + "iopub.execute_input": "2022-06-01T18:53:44.717335Z", + "iopub.status.busy": "2022-06-01T18:53:44.716840Z", + "iopub.status.idle": "2022-06-01T18:53:44.720982Z", + "shell.execute_reply": "2022-06-01T18:53:44.720467Z" } }, "outputs": [], @@ -396,10 +386,10 @@ "id": "5ff1e081", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:13:02.763396Z", - "iopub.status.busy": "2022-06-01T16:13:02.762914Z", - "iopub.status.idle": "2022-06-01T16:13:02.778878Z", - "shell.execute_reply": "2022-06-01T16:13:02.778341Z" + "iopub.execute_input": "2022-06-01T18:53:44.723895Z", + "iopub.status.busy": "2022-06-01T18:53:44.723644Z", + "iopub.status.idle": "2022-06-01T18:53:44.740069Z", + "shell.execute_reply": "2022-06-01T18:53:44.739208Z" } }, "outputs": [ @@ -436,8 +426,8 @@ " \n", " \n", " successes\n", - " 22998\n", - " 22914\n", + " 23133\n", + " 23191\n", " \n", " \n", "\n", @@ -446,7 +436,7 @@ "text/plain": [ " A B\n", "trials 100000 100000\n", - "successes 22998 22914" + "successes 23133 23191" ] }, "execution_count": 12, @@ -473,10 +463,10 @@ "id": "0030ee2b", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:13:02.782011Z", - "iopub.status.busy": "2022-06-01T16:13:02.781678Z", - "iopub.status.idle": "2022-06-01T16:13:02.787435Z", - "shell.execute_reply": "2022-06-01T16:13:02.786938Z" + "iopub.execute_input": "2022-06-01T18:53:44.744134Z", + "iopub.status.busy": "2022-06-01T18:53:44.743691Z", + "iopub.status.idle": "2022-06-01T18:53:44.750940Z", + "shell.execute_reply": "2022-06-01T18:53:44.750225Z" } }, "outputs": [], @@ -522,10 +512,10 @@ "id": "1f72ff74", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:13:02.790205Z", - "iopub.status.busy": "2022-06-01T16:13:02.789941Z", - "iopub.status.idle": "2022-06-01T16:13:56.419242Z", - "shell.execute_reply": "2022-06-01T16:13:56.418438Z" + "iopub.execute_input": "2022-06-01T18:53:44.754473Z", + "iopub.status.busy": "2022-06-01T18:53:44.754190Z", + "iopub.status.idle": "2022-06-01T18:54:38.153873Z", + "shell.execute_reply": "2022-06-01T18:54:38.153222Z" } }, "outputs": [ @@ -569,7 +559,7 @@ "\n", "
\n", " \n", - " 100.00% [24000/24000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [24000/24000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -584,7 +574,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 20 seconds.\n", + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 21 seconds.\n", "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", @@ -636,12 +626,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 19 seconds.\n" + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 18 seconds.\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "
" ] @@ -689,10 +679,10 @@ "id": "7e52fc97", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:13:56.422888Z", - "iopub.status.busy": "2022-06-01T16:13:56.422663Z", - "iopub.status.idle": "2022-06-01T16:14:49.921489Z", - "shell.execute_reply": "2022-06-01T16:14:49.920715Z" + "iopub.execute_input": "2022-06-01T18:54:38.158443Z", + "iopub.status.busy": "2022-06-01T18:54:38.158135Z", + "iopub.status.idle": "2022-06-01T18:55:29.277627Z", + "shell.execute_reply": "2022-06-01T18:55:29.276609Z" } }, "outputs": [ @@ -736,7 +726,7 @@ "\n", "
\n", " \n", - " 100.00% [24000/24000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [24000/24000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -788,7 +778,7 @@ "\n", "
\n", " \n", - " 100.00% [24000/24000 00:08<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [24000/24000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -803,7 +793,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 22 seconds.\n" + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 19 seconds.\n" ] }, { @@ -827,7 +817,7 @@ }, { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -894,10 +884,10 @@ "id": "2023b905", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:14:49.924834Z", - "iopub.status.busy": "2022-06-01T16:14:49.924549Z", - "iopub.status.idle": "2022-06-01T16:14:49.931076Z", - "shell.execute_reply": "2022-06-01T16:14:49.930139Z" + "iopub.execute_input": "2022-06-01T18:55:29.282520Z", + "iopub.status.busy": "2022-06-01T18:55:29.282144Z", + "iopub.status.idle": "2022-06-01T18:55:29.289131Z", + "shell.execute_reply": "2022-06-01T18:55:29.288312Z" } }, "outputs": [], @@ -935,10 +925,10 @@ "id": "58ba7529", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:14:49.935134Z", - "iopub.status.busy": "2022-06-01T16:14:49.934837Z", - "iopub.status.idle": "2022-06-01T16:14:49.940699Z", - "shell.execute_reply": "2022-06-01T16:14:49.940153Z" + "iopub.execute_input": "2022-06-01T18:55:29.292649Z", + "iopub.status.busy": "2022-06-01T18:55:29.292215Z", + "iopub.status.idle": "2022-06-01T18:55:29.300151Z", + "shell.execute_reply": "2022-06-01T18:55:29.299352Z" } }, "outputs": [], @@ -983,10 +973,10 @@ "id": "55ea29a9", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:14:49.943710Z", - "iopub.status.busy": "2022-06-01T16:14:49.943438Z", - "iopub.status.idle": "2022-06-01T16:15:18.434169Z", - "shell.execute_reply": "2022-06-01T16:15:18.433520Z" + "iopub.execute_input": "2022-06-01T18:55:29.303810Z", + "iopub.status.busy": "2022-06-01T18:55:29.303500Z", + "iopub.status.idle": "2022-06-01T18:55:53.640679Z", + "shell.execute_reply": "2022-06-01T18:55:53.639997Z" } }, "outputs": [ @@ -1030,7 +1020,7 @@ "\n", "
\n", " \n", - " 100.00% [24000/24000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [24000/24000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1045,12 +1035,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 21 seconds.\n" + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 18 seconds.\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1090,10 +1080,10 @@ "id": "3cdb6808", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:18.437923Z", - "iopub.status.busy": "2022-06-01T16:15:18.437588Z", - "iopub.status.idle": "2022-06-01T16:15:46.295318Z", - "shell.execute_reply": "2022-06-01T16:15:46.294339Z" + "iopub.execute_input": "2022-06-01T18:55:53.644223Z", + "iopub.status.busy": "2022-06-01T18:55:53.643940Z", + "iopub.status.idle": "2022-06-01T18:56:20.091615Z", + "shell.execute_reply": "2022-06-01T18:56:20.090705Z" } }, "outputs": [ @@ -1137,7 +1127,7 @@ "\n", "
\n", " \n", - " 100.00% [24000/24000 00:07<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [24000/24000 00:06<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -1152,12 +1142,12 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 21 seconds.\n" + "Sampling 4 chains for 1_000 tune and 5_000 draw iterations (4_000 + 20_000 draws total) took 20 seconds.\n" ] }, { "data": { - "image/png": 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UIMb4NEUy12OMH5LmCOxGur8dTw2LltSiM2lhiuNyQzFjjDOBc7L76bHARSGEPxcM1cz5mHR9uXveIuCPIc1x+APSffz/Ctpd776QN7S9PvbOnstiNiVl2c0l3Rt2y35OCyF8I664WEh+hl9tw8Vz+/KP78byaRDqWjb/91LK5o7/rJZj66MD6T01EaoCUw+FEL4gjVAYFkLYI8b4XF6Z+t53S5K9Pw8osn0WcEMIYTbpb6BTKZjuIG9KgvpY2ZQhu7A8a3BA9vOdEMK1wA+LvK8a8vqutGyMcUF2P+9B9b7VkD6dX/8HWT/oRrq/PVZLXZLUKpgBKWl19VfSkKPD8oYF7kXKlBkfV77C6jGke+iD+UGIAveTgodb1jTMqkR/qOEb+gezx40KhjZuS/qQCCmQUkzuw3d/ln+wh5Sl1Yb0h/MKQdiY5pxqjAzI3+Y+iBf4Hel16UaatylnaNbWSfnBx4K2fUAa9tQuOz4nN7daQ16DxvDN7HF8fvAxJ8b4KcvnL/t/hfvL6IZYZFXtkFb5zGXA/K5wP6SFW1j+4Tf/9Wopz3lt1sn7WYvlGS3dSJlHnYqUacr3/Qqy98zI7Nfdazs2J4SwRghhixDCcODwbPO9sfgw5qJ9YSX1V+TVe3Uu+FhgOCkAV8Hy90GhJ/KDj0XknsuGBIhyc8CV9NwV8esagouXZo+bkoJCxfyuhnveg9njVnVpSAl9YQYrDvUv9WdxkfpeIc3puiEpY64X6X3yfVJAfkPgiZDm6syX/39TbX0r12+6NFLZ/PKllC1WvjH8tVjAPcb4L5ZnK1a9Jxp4320suffJLgWZ7ZD6Rn37VbEpQxaSAu9DSFm+PUjB/h3y2nEmRUZ60LDXt5Sy+eUbs1/my/1t15L/r5SkRmMGpKTVUoxxVgjhEdIf+oeTgm35i8+szG7Z4zezzLua5OYY2oA08Xx9FMtUgurzufVg+byF22eP02O2MmOhGGMMIXxMGn61PSlwl192dKx5CHpds66KebqGdn0RQphAmjdwe5Z/OM893+sWZK4V6p49bpC37XHSkPLfZBls9wEv1DXQ0ghyz21t2SNPkT5obRZCWDOXAVpmz9ewfTBpgRyAFwumecyXC9TlP+dPkBZ4OjiE8DBp+OkztQx1a3IxxmrDVrNg4WDgMlLmz24hhCExxjl5hzXJ+z6EMIiUFTeElAXUheUB0pzaVrH+ZQjhlzXse4F0fcXU1BdqszHL33dF+3ZMCy48TRq6vn2xY0o4d2745MzaDgpp4ZbTSEO5Q9a2wiBKfVYAX8LyOduqiTG+F0KYQgoibE8aal1oZffxmubyrVdfiI0zPUN+fdcV2TYLuDmE8BKpX/UjDdn/Wd5hDRkenl+2WOC31PL1KdtYnq5l3zOke0r+e6Ih992ShTRP77Gkv4G2IQWT1yg4rCOpX1YF/WNaXbpvfc5ZTEyLrp1WsK2SFPD+Rgjhr1kbfxZC+L+sz+U05PVtjLKNYSZpztxyDP+XpBbHAKSk1dmfSH/YHh1C+BspELmE0oZN5r6t7kJpWROdV35IjeYU2xhjXJj34SR/AYPcXEI1Tcqe819SADJ/7qHcv2sbVrSyektRWx25ffntyj3fa5Ay1lYm//n+DSmb4hukwMupwNIQwjjgAeCWgg815VLK6/Lf7LGC9IGkKQKQNS3okZ+RUafnPMb4TAjhAtIw8oOyH0II75CGmd0cY3yvfs0tj2zI/iNZMOUdUibxmVTPIi77+z6bv/VPLH9Pf0kalpjLnutCysCpbUGXeaQhspAWTZpNGt7/ACn7sabFZWrqC7XJf5+W0rdrmutsZefukD0Wy84DIISwBSmIn99f55CylCpJ94+e1P7c1eSzLPOsJh+T+kdN11f0Pk7KAIMif5M3Ul8ou5hWG76X9CXeQVQPQM7N+3cnan4ecu+V/OPnFtlfatn830spW6x8Y6jv/3VQ9//rSpItQvN3ln+hAuk9Mp3li53lzr0mjT8svS5+Qvo7bU3S3K4j8vY15PUtpWz+/pr6ZV37dKHc+79Yxr0ktToGICWtzp4kzXm2DynDpBvwcIyxlD+2c1NYnFksM6SF6LDyQ+ql3AseFKs/93w/UNfMnmyo4sEhrS59KCmTaAdSluWupAVDhhWZu6xcyvW61FdNq3rnnvOZ2XDLOokxXhzSatFHkIbE70paTGEQcGYI4bsxxlKyjZtUjPHTEMKTwJGkofD5Aciyvu+zhQhuIQWc/kJa9OT1bJ7T3DEXA7+g9vfhVTHGC+vRhHqv8J5pSN9e2blnkDKvetRyzG2kwMkrpCDYmGxuTgBCCPuS5vwtxz2sUetsxL7QVF4kBSA3Ltie/2XWuixfmKNQLoszP2P4C1IwfU1qz1otVjZ37m1LLFusfLnV9n9dve67JTqfFHz8jJSx+mSMcVpuZzbsOvclRbP2rWyexOmkIG2xvrUt9Xt9Pymyv5psOHyPWsrmytelTxfKZT63mNEBklROBiAlrbZijEuzrI0zWD6H150lFv+UNLyvptUNm1Muk2hlK72uX3B8/r9r+4O+MeYqWpe0inBt9ee369Pssd7Pd4zxBbKh5tmcmQeRsiM3JM1Rt2PNpRvFdFKf6V/LMbnXpJLmzTqB5c95zxBC32yoXJ1k83JeDlyefajdkzT/6BDg/0II1T74tiAfZo+FH3jL/b7fj5TV9hZpoaJi0yCUkhXVlPLfp/1JX+oUU+x+UxefkQKQNQ1V3pA0n+0y4BsxxmKZZw157tYKIaxRSxZksftWQzSoL4QQ7qd6hltdHJYNta2Lmoa0vpNtqyAtmLNCsCaE0Ib0voK8lYdjjJUhhLdJw5K3rOXcuffjWwXb3wL2L7Hs9BK/fKyrUv4vLfZ/Xb3vuyXIzTF5eozx3iL7a+tXu5Hmua2PsfWcGqCmvtWQ1zfXV/qGEHrXMD3IFkWOhwb06SJy97Pm/v9ekpqEi9BIWt3lMrDak+bieaSWY/Pl5is7KITQvtYjV5T7IFmuzIJXssc1Qwg7FTsghLAZafh1/vH5/94jW1yimPqurLrSOkIIXVk+H1Z+u55ffkio7cNGSWKM87IPXt/LNu1QsJBPOV6j3PXsVctzu0/2+G4Tzf9Ym/Esz4Jp8HxyMcZl2cq6B5KmOliTFFjIKff7oi5y740lBdvL/b7PBeleLxZwyvrNPoXbm9l/SIuQAOxd7IDsw/jQ7NdXih1TgtyH/I1q2F8V4Kwh+Ajw1XqeG9L/EbsW2xFC2JTlgab6Xl+hhvaFXlRfaKkuP4VzAZYi93/NpPyN2Ryq47Nfa1owZWeWzyM6qmBfbl7RomVDCB1JX2zUVnbLEEJNgcCv1VC2sdT2/2VuX36faeh9ty73mQk17K/tfZKbBqU+P3XO6Awh5M+POKlgd0Ne3+dYfn+v6XpzZaeQprAAGqVPAxBC6Mzy4ffv1FCPJLUqBiAlrdZijC8DFwK/Bc6qYZXSYu4g/aG/LsVXZ6wSQijM2MmtENy98NhG8iqQW3XzZzUcc2H2OAl4KW/7/aTrWg84qrBQdi3fb4Q2/iiEUOxD7lmkie+/AP6Rt30Uy7PSri6yMmdhG/N/r+3DdG4hmgqqf+jOvUY9ailbV7lVS7cEDi7cGUJYh+XP7V8b8bz1kn3Iys239YusfUWFENpl84rlfq/tOV/M8uG2+UN2y/2+KEkIoQfLP1QWBpPK/b6fnT1uVUOQ+iRgk9rO29SyBSNyGVFnZh+qC51IuqdUsvx9UFe5BWAG17A/99ytE0JYu3BnCGFr4Nv1PHfOeTW8Lrm+8B7QWFM5NKgvxBiHxhgr6vnzdH5dtXxhktu/DWnKAkhzvBa6J3v8Tg0rw5+TPb4cYyzMJsvNyTwohHBgkbInkd5TC0hznOYbRcrIbQOcXUO7c8Gnu4vU3RiOCCEUZlITQhjC8tXL/5bb3pD7bqaU/7tyfWvrInV2AX5eU8EY49MN6FdDi5xvZV84XZY9LiDN75qv3q9vjHE2aYE6gLOzL0nyy67J8v+P78nuc/ka0qdztictkDWHxrtvSFKLZgBS0movxnhRjPGcusxHF2N8G7gm+/WiEMKN+R8yQghdQgjDQgh3kvfhIvMe6Zv37iGEwxvY/GJtqyTNCwZp7sPrQwi9s3b1DiFcB3wr2/+L/OyaGONk4I/ZrzeFEI7JZXplH+CfJAUIG2pD4IEQwoCs7s4hhLOB3Mq9v4kxzs9r1xLgdFIAYxjwjxDCzrkPL9kHsR1CCJeTMrLyvRFCuCyEsGMuMBZCqMiyQ6/PjhkXY8xfXTe3evgeIa2c3WAxxtGk5w/gjyGEb+YCqSGEHUgB156kIXjXNsY5G8FPSXPv9QPGhhAODSFUBQ1DCJuGEM4iZYfkB4b+FEK4LYTwP1lWa+74AaQgXkfSB8rReWVKel+EEIaGECqzn6ENvcC8etuFEAaTsqBzAazr849pgvf9P0l9fCvguiwYSgihWwjhx8CNtMy5wi4jzdW3LvBYCGl1rBBChxDCSUBuvsxbY4wTa6hjZZ7LHrer4QuIt0kL3VQAf8myEgkhtA8hHAaMpGGLjMwnZRzemgtwhhB6hBB+A5yQHXNhkUBFfbWkvnBUCOFvIYRvhLTKOFlbumev779IX+BMA64qUv5mYDLQFXg0pMWCCCF0DSFcwfJMvxW+MIsxTmD5FzK3hxD2z8q2DSEcQ5pGA+Dqwukcsi8UL8x+/WEI4Ue5+1cIYVdSwLINaa7QRwvPHUK4MHevqe3JWYnFwBMhDV0mhNAmhHAQywPxI2OMhaur1/e+C8v/7zoshFDTlx0js8ffhRCqMvJDCDuSgnpNuSLz0yGE80IIW+X9f1gRQtguhPAAywPbv4kxzsgv2NDXl/T3xhJS9u7tIYS1srIbkr5U2ZCU3f2bImXr3afz5KZ9GRtjbOj8u5K0SnAOSEmqv3NJKxeeQra6cghhDim7qzvLh0A9nV8oxjgvhPBn0oT994UQZrN8COM5Mcb6Zgjln+MvWcDw56QFdk7NztOd5V8+XR5jLJb18UNSZsTOpGDRH0IIC7Oy80gZJ/cUKVcX3wXuBT4IIcwizXWW+z/pIeCKItf0cAjhu8BNpEDAC8DCEMI8UrZHTVmRa5MylM4DlmXPQ1eWryz7GSlDK9/TwPukDKMYQviMFIAA2CPG+F/q5xhSoHFbUoBqYQhhSdYeSNMAHFrDfFRNLsY4KYTwdeBB0nyI95NWEJ9Nes3yMxjzP6R3JC0+cxxQmR2/BstXBV0GnJw/J1dTvC/yhRAK51brzfI+WAlcEmN8sEjRsr3vY4wxhHAN6T34A+AHIYSZpAWy2pJWrh1PLRlKzSHG+H4I4VukQNFQ4J3sfb0my99no0gZzvU1nvTlwsbZOaoNa4wxfhlCOIMU2BkKvJe9Lh1Ife9DUlZSqfP8FppOCj5fDRyXXV/+/fTGGGND74tVWlhfaAt8M/she16XkL4wyfX3D0n3rhXmwIwxLgghHEx6zbYH3gwhfEG6h7Qhvd9+FmP8R2HZTC7bcwdSgHt+1qbc/edRln95VXju34cQtsvquAr4dQhhEctXsf8PabGpcjmHFKAfE0KYm7U7t+LxRODYIm2u730XUv8+B9gD+CyEMI30Wv03xrhHdswvSF/kbUC6Ty0MISwjvV8XAIeQ+ldT6E96fi4DlmT9ojPVV4W+AfhVscINeX1jjK9lAfThwNGkQPsXLM9SnwccXqY+DXBA9viXWo6RpFbFDEhJqqdsTrtTSX/o30X6NnwN0h/OH5K+fT+W9Md8oe8DvybNa9aB9Ed4f5b/0dwY7fsFsC8poPdZVvfnwMPAV2OMRYeQxrRq7FDgAuDdbPNC0h/JO7F8HryGtG0Eab64x0iBm6WkIUinkxZAWFpDudtIE7tfQ8r0WEr6sPA5KQvnHGBAQbGDSc/1GNLqlV1IWSmvkxZI2TLG+HrBeZaQnrs7gY9JH7Rzr1G9v7zLPsjsSlp5dDzpg+EapOy4a7K2NPj5bUwxxnGklat/AowlDRfrQfqgOp6UHbJjjPGZvGI/JQXqniR9AFyD9MH7fdJKxdvHGIsFgkp5X+SGu82n9sn9V6ZwfrKlWVvvBHaPMV5QrFC53/cxxrNJc5NOABaR+turpODdASyfH65FiTE+Qvri4hbS1A6dSa/Rc6Tr+Z+GzGuaZRbmsrOPrOGYB0hfTowk9dP2pNfnKmA7UoZkvcUYrwG+ATxD+ht6IemLkKNijD9oSN01nK+l9IV/kVZOfhL4INvWjfT/ylNZe7aKMdY4/2WM8TWybE7S+6wD6b79GDAsxnh5LWW/IC2o81PS/xOVpOfjBeBk0qJDNT4XMcbvkb4Q+RcpC7Ydac69S4FtY4yf1FA0d68ZX8P+UkwkZSn+kTT0uS3p/fFbYHCMsegKyfW87xJjfIcUXHwyO19f0j1m/bxj/kP6v/wuUtZqW9KXIXdnddYWNGtsPybdM14jZX12I01zEUnP2S4xxtNryyxuwOtLjPEO0v/JfyWNPugEfJSde9sYY+Gw7/yy9e7TWRb10Ky9zT7liiQ1lYrKysYaKSJJklReIYSbSEGH38YYz1nZ8Wo9QlpoYhIpGLNuLH3O3oaccygpsDE5xjig3OdTyxFCeIf0hddBNQzhleolhHA6KXD5hxjjyc3dHklqKmZASpKkVclepCygK5u7IWpaWSbTzaTVdI9v5uaoFQtp8ZcAvGLwUY0pm+vyTFIW72UrOVySWhUDkJIkaZUQQuhDGpZ4c4zx0+Zuj5rFxaRhiz8JITiXucplSPZYdO5BqQG+TZrT9KZs4T9JWm34h5skSVolZHNoVqz0QLVaMcZp2erH25DmtZvUvC1SaxRj/Bvea1QelcBFpJXsJWm14hyQkiTVQQjhHNJiNyWLMfYtU1uOAK6tY7EdY4wflaM9UmvjHJCSJEmNwwxISZLqpgtp1eSWoBN1b0vbcjREao1ijE9jJpwkSVKDmQEpSZIkSZIkqWxchEaSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVTbvmboAkSWr5QghPA3vFGCuauy2FQggXAr8E9o4xPp23vRJ4JsY4tOD4vsBvgH2BfqQvZHvGGGc1TYslSZKk1YsBSEmSVnFZoC3fl8Bs4HXgduCOGGPhMU3SptoCliGESUB/YKMY46SmaRmQnpOvAX8GJgKVwMLGCrKGEN4FBgLPxxh3a1hTq+qs6+t3fIzx9sY4d2PLPc8Fm+eRXosHgN/GGOc28BwDgA9Iff+4htTVnEIIA4HDgP8h9al1gJnAC8A1McZ/FSmzPnAssC2wHbAxUAEMjDFOrGc7jgVOA7YAlgETgKtijI/WcHwn4KfAkaT3+BfA08AvY4xvFzn+O9nxGwH/AS6LMd5b5Lh1gLeAP8YYf1yfa5EkSc3DAKQkSa3HRdlje2BT4FBSoGcw8IPmalQz2hyYn78hhLAGMAz4Z4zxOwX7GnzCEMLepEBRJbBrCGGrGOMbDa54+Wub7yygO3AtMKtg36uNcM5yuwOYRAqOrQscAlwIfCOEsGuMcXGztazluBg4ghR0exyYAQTgG6Tn6cwY43UFZQYDl5D64AekLyN61LcBIYSrgB8B/wVuAdYgBRYfCSGcHmO8oeD4DsBIYHdgPKl/bgD8L3BACGGfGOOLeccfBNwFvAjcBOwH/DmEMCfG+FhBc24EPgcuqO/1SJKk5mEAUpKkViLGeGH+7yGE3YFngVNDCL+NMX7QLA1rJjHGd4ps7ksacv1JmU77vezxCuAn2e9nNLTSwtcWIIRwHCkAeU0TZ5A2ltsLhsz/lJS1uz3wLVKAcnX3JPCbGOOE/I0hhL1IQb4rQwh/izFOyds9HhgCvBZj/KKGjNOShBB2IwUf3wd2jDHOzLZfCbwMXBVCeLSg/51NCj7eBxwRY/wyK/MX4EHgjyGErXPbgVOB94A9YoxLQwgXkwLTpwFVAcgQwjdJ2aB7xRgX1Od6JElS8zEAKUlSKxVjHBNCeIc0bHIHUjZUlRDCzsCPgT2AXsCnpCyri2KM5QrQ1SqEMBT4Fynj7++kDLAdSUHDscDPY4zjS6yr2hyQeUO+AY7NhpVCCnQdW1AuZ4U5JGs5X29S1ul7wC+A44CjQgjnxhgXllJHY8gLOHUgDWv9DjAA+HOM8bia5szMyg6ghqHLIYTOwJmkjLxclue/getijH9uaLtjjJ+HEB4kBaR2JC8AGUJYFziRNBR5E1J//Yw0rPfi/GG9edcH1V9nKBiaHkL4n+yadgK6krL87gcubQlzgtY0jD7G+Ez2Og8DdgNG5O37L+k6GsP3s8dLc8HH7ByTQgg3AucDx5M93yGEirwy5+YFGYkxPhRCGA3sSeqfueHj/YFXYoxLs+NmZ9MY5N6ruffWjcCNMcbRjXRtkiSpCbkKtiRJrVtuPsMl+RtDCMcDY0jDHf8FXEPKnDoRGB9C2LAJ21jMzqTg0iJS4OEJ0qIxo0MIe9azzmtIw0EBXiMFOS8iZWVdBEzO9l2U93N7Heo/lhT0uz0LptwN9CQNPW0OI0jBvLGka/93fSsKIfQAngMuI80B+EdSgLAPcE8I4ZIGtjWnaH8lZfT9lDTUfARwNWkexG8C40II2+Qd+zTFX+eLyBuaHkK4gJRhuDMp0+460jyU5wBjQgjdGueSyib3HC0t4zn2yR6fLLLviYJjIAWHNwTerSHjuliZD4FtQwhtALLnfTOWvx8hvTbzgfPq1HpJktRimAEpSVIrFUIYQpovbjHwUt72zYCbScMc94oxfpy3bx/S0M5rSdl8zeXrQLX55UIIB7N8CGfIz64qRYzxmizD70zg1YJhzQ9m2Zf9iw13LtGJpAWA/pT9fhtpOOr3gDvrWWdD9Ae2ijF+1gh1XUNa0OQnMcYrchtDCB1Jr8nPQgj3xRhfre8JQgh9SPNAQgp25nsKWCfGOKegzDakQPrlpGA6Mcans2zXYq9zrtzepIDk88D++dmO2dD227L9Pyyh3QNI2a51cXtDhs2HEPqTAvLzSdMsNLoQwprAesDcgiHeOe9lj5vlF8se362h2mJlbiItPjQ6hDCW9Dr2AH6fteNA4NvAsIYuTiRJkpqPAUhJklqJbOgpVF+EpgI4pyCAcEp2zJn5wUeAGONTIYSHgYNCCF0LAz5NaCLwf/kbsiGcz5CGb+4JPNMcDSsmC/ZuDvwjGwJLjPGNEMIrwB4hhM2Lrf5bZuc3RvAxG/56FDA+P/gIEGNcGEL4CWlo9Lep2+I3x2VB39wiNIcCvYG/kgJS+eeZVqyCGONrIYSngK+FENrHGAszJ2uSm5fzpMKh1jHG20MIZ5KGrq80AEka3v7LlR1U4GnSFwB1li3ycjcp2/bc/KHRjax79ji7hv257T0aUibG+GAW9D2XlLH7H+DoGOMjIYTupADl8BjjP0MIhwOXkqYA+Ii0WvYfSr0gSZLUfAxASpLUehQGQSqB78YYbyvYvmv2uFcIYcci9awNtCVlKb3cuE0s2egaMhyfJgUgt6MFBSCBk7LHwuf6dtKiKieRsiGb0ksrP6QkO5L6Q2VekDtf++xx8zrWe2yRbbfHGI8vdnAI4QDS/IKDgbVY8e/YtYBimXrF7Eoawvy/IYRiQ+TXAPqEEHrHGD+vraJsHs2K2o5pLCGEtqRs2t2BvwBXNcV5V6Jy5YdUyT1P1crEGO+g+KJDv8sezwkhbA/8jTQE/zTSgjQ3hxA+LrJatiRJamEMQEqS1ErEGCugaujkrsCtwE0hhMkxxqfyDu2dPf54JVV2aUBzKoGKEEKbWoZK5+aiLrb/0xrKTM0eu9ewv8mFEHqS5iKcRRqOnO8eUpDomBDCeTHGRU3YtKkrP6Qkuf6yY/ZTk7r2l72z4dLtScHLq0lZke/HGKvNKRlCOIM0LcBM0hQBH5KGH1eShm1vQ8oILFVv0t/BK8tc7ALUGoBsKlnw8S7SnKJ/BY6KMdYl+FdXuWzFmt5rxbIdV1amW8FxNQohDANOAA7MFqb5ETAHOC7GOC+X+Upabd4ApCRJLZwBSEmSWpkY4zzgnyGEg4BXgDuyORPnZ4dUBQlijF+UqRmzScMsewPTC3dmq+X2yn6dVaT8OjXU2zev/pbiGKBj9rMghFDsmN7A4aSAZJOoJTiVC/gW+zuwR5Ftuef66hhjo2dxZsOmX8/661vARSGEx2KMEwBCCO1I8zFOBbYvnI8whLBrYZ0lmA20iTH2WumRK9EUc0Bmz8E9pODjPcAxMcZldTxnnWRBvo+B9UII/YrMAzkwe8yf7zFmj5tRXLEyKwghdAFuAe7Ky27cPDUrzsvaVxlCmECaC1OSJLVwBiAlSWqlYoyvhxBuIQ1b/SFp7jRIqwfvQJpHsVyZQ6+RhkrvCjxcZP9XgDWBSTUEQfeoIXtyaPY4obEammcZpEyzOgZ3csOv/0zKyivUnZQheRJNGICsRW7OwA2K7BtcZNtLpKBlfVcfL0mMcX42n+S9wBXAsGzXWqTA6P1Fgo9dSEPcC+Vev7Y1nO4F4IAQwpYxxjcb2PQBlHEOyBDCGqSMx4NJCxwdX9cFmBrgKeBo0qJQhdML7Jd3TM77pOzUzUIIGxVZCbtYmWJ+Qwron5m3rYIVs1w7rqQeSZLUQrRZ+SGSJGkVdgmwkDSHWs9s2w2k+e+uzlbEriaEsEYIoaHBptuzx1+FEHoU1N+BFGDKP67QQNKCFPnlDiYFNScCoxvYvmJyQ203LLVACGE3YEvg7Rjjt2OMJxb+AEcAk4Gh+c93COG4EEJlCOH2RryGUuTmhjw+y6zLtWcD4ILCg7MFYO4GBocQzs8vk1d2kxDCRo3Qtr8CrwNfzVaqBphGCuzukAUcc+dsTxqWvVaRemaShmfX9FpenT3eEkJYt3BnCGHNEMIupTQ4xvh0jLGijj9Pl1J39l55gBR8vJUyBR9DCP1CCIOyRV/y3ZQ9/jzv/pHL+jwNWEReYDLLus2VuSKE0CavzMGkIPZb1DJ/a7ag0ynAaTHGGXm73gS2DCFsnB3XPauvoQFkSZLUBMyAlCSpFYsxfhxCuJmUSXQucF6M8Z0QwgnAH4E3QwhPkoZEticFbPYkDZse1IBT30FaGflI4N1sZe2ppKHI+2fneQa4vIbyTwK/DSHsR8qm3JS06MRC0sI65cgAG0Ua4np/COFxYAEwOcZ4Zy1lvpc9Dq/pgBjjlyGE24ALSVmQubk3c8GZpQ1pdF3FGF8MITwLDAFeyubSWwc4CPg7xTMjf0AKCv8KODqE8Bxpns51SUNjdwS+BRRmvNW1bZUhhF+Sgm6XArtlz991wE+Bf4cQHiItErM3aRj/v7J/59czN4TwIrBnCOFuUv9eBjwcY3w9xjgqhPBT4NfAe9nr/QFpzsf+pED3c6TMv+Z0E+n98hnwMXBBkSH+TxcGNAuC2rn38W9CCLlV7YfHGJ/LO+bXpEWBjifvS4EY49gQwu9ICyi9HkK4j/TcH0F67k8vMpT8d8CBpKzfF0MIo0jv9/8lBZJPqOn9G0LoRHovjYgxjijYfRWpjz0VQriflCHbg5rvIZIkqQUxA1KSpNbv16QP/meEENYBiDHeRRqGfTdpOPQPgKNIgb77KMg+rKssE+rbpOGbr5MWCvkJKSD5UXa+YbUsyvIiabh1h+zY/UjDNofEGJ9tSNtqMZz0XHUnBWsvBr5b08FZBtb/AotJQ2Nr80fSMOZjsyG1AFtnj/c2oM31dTDpetcHTietKn4u6TVaQTZMfq/s2M9I81meTQr8zSEN8R/ZGA2LMT5IWn1912xeSIDzgR+RgsInk4LR44GdSEN+izmaNMXA10lDpC8mb7h2jPE3pCDsY6RVpc8ivZ7rAX8AftEY19NAuazStUjZqb8s8jO0SLlj835y86kelrdt01IbEGP8EWmOy6mkgPsxpKzDg2KMNxQ5fhHwVVKwugepbwwjLdC0Y4zxxVpOdzHpS4rTitT7KqnfzSXdEzoDJ8UYHy/1WiRJUvOpqKws5+J5kiRJpQshDCVltF0UY7yweVtTXiGEV4ClMcadmrstkiRJUjk5BFuSJKmJZdmT25AyuiRJkqRWzQCkJElSE4sxzqbmFZolSZKkVsU5ICVJkiRJkiSVjXNASpIkSZIkSSobMyAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZtGvMymbOnFnZmPUV07VrVwDmzJlT7lNJZWVfVmtif1ZrYV9Wa2FfVmvSY8MNqZg7l8ouXZj14YfN3Ryp3rw3qzXo2bNnRX3KmQEpSZIkSWqxKubOrfYoSVr1GICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJVNu+ZugCStzMhRlSs9Zti+FU3QEkmSJEmSVFdmQEqSJEmSJEkqGwOQkiRJkiRJksrGIdiSmlUpw6slSZIkSdKqywxISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDbtmrsBklqmkaMqV3rMsH0rmqAlkiRJkiRpVWYGpCRJkiRJkqSyMQNSUlmVkkkpSZIkSZJaLzMgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjatgS2rVxo0bx1133cXbb7/N4sWL6d+/P4ceeigHH3wwFRUVda5vxowZDB8+nDFjxjBjxgx69erFHnvswYknnkjPnj1XOP6QQw5h6tSpK633wQcfpG/fvgAsXbqUl19+mbFjx/L6668zdepU5s6dy1prrcXgwYP59re/zUYbbVTntkuSJEmS1BwMQEqqt5GjKpu7CbV66KGHuPzyy2nTpg077LADnTt35qWXXuLyyy/n3//+N+eff36d6ps6dSonnXQS06dPp3///gwZMoSJEycyYsQIRo8ezfDhw1l77bWrldlnn32YNWtW0fref/99Yoysu+66rLPOOlXbX3nlFc4880wA1llnHbbeemvatGlDjJFHHnmEv//971xyySUMGTKkbk+IJEmSJEnNwACkpFbpk08+4aqrrqJt27Zcf/31bLfddgBMnz6dk08+mccee4xddtmFYcOGlVznpZdeyvTp0zn00EM599xzqaiooLKykiuuuIIHHniAyy67jGuuuaZamTPOOKPG+k4//XQA9ttvv2rZmG3atGHfffflW9/6FltttVXV9mXLlnHTTTdx55138qtf/YoRI0bQvXv3ktsvSZIkSVJzcA5ISa3Svffey5IlSzjkkEOqgo8Affr04bTTTgPgzjvvLLm+GCPjxo2je/funHXWWVUBw4qKCs466yy6d+/OCy+8wHvvvVdSfdOmTePll1+moqKC/fffv9q+wYMHc+mll1YLPgK0bduWU089lf79+zN37lzGjBlTcvslSZIkSWouZkBKzWyXXXahb9++jBgxgrvvvpvHHnuMqVOn0rNnTw444ACOP/542rVrx5QpU7jlllt48cUXmTNnDgMGDODkk09m9913L1rv559/zl133cXYsWOZOnUq7dq1Y+DAgRx++OFFs/5effVVnnrqKSZMmMC0adOYO3c+Xbutxaab7MSQocfSs2e/FcrcOvxUJn0wgbPPuZ/p0z7g2Wf+xJQp71FRARtssDVfHXYy662/eaM/Z6UYPXo0APvuu+8K+4YMGUKHDh149913+fTTT6sNf15ZfXvuuScdOnSotq9Dhw7sueeePProo4wePZqBAweutL4nn3ySL7/8km233Zb11luvlEsCUsBz0003ZfLkyUyfPr3kcpIkSZIkNRczIKUW4oILLuC2225j/fXXZ6eddmLevHnceuutXHHFFXz00UeccMIJjB8/ni233JLNN9+cd999l3PPPZeXX355hbrefvttjjrqKP785z+zePFidt55Z7bYYgveffddzj//fK6//voVylx//fU88MADtGvXjm233ZbNwm60bdOO8eMf4vc3Hsf06ZNrbPu4lx7grjvPYdHi+QzcbGe6dV+HiRNf5NbhpzJ9+qTGfJpqNHJUZdXPI4/NZcqUKQB8PGWzqu057du3r1rEpdSMxdxxgwYNKro/hFCn+h5//HEADjjggJKOz/fRRx8B0Lt37zqXlSRJkiSpqZkBKbUAU6dOpUOHDvz1r3+lT58+AHz66accc8wxPProo7z++uvsvffenH322bRrl962I0aM4Morr+TWW29lhx12qKpr3rx5/OQnP2HmzJn86Ec/4vDDD6dNm/Rdw7Rp0zjnnHO4++672Xnnndlpp52qyn33u99lyy23rJpTcOSoSiorKxk/7kEefugKHn/sao497pqi7X9+7F/4zlFXEAbtAUBlZSWPPHwl4156gNHP3sVhh/+i2vG/vfJQZs1a+crQ+fbe57vss++JJR07a1YKPnbs2JUOHToXPWbttdfmnXfeqQpUrkxuJevCRWby6wNKqu+tt95i0qRJdOjQgX322aek8+eMHz+ed999lw4dOrDrrrvWqawkSZIkSc3BAKTUQpx99tlVwUdIqx9//etf5y9/+QuLFi3ihz/8YVXwEeCQQw7hD3/4A6+//jpLly6t2vfoo48ybdo0Dj74YP73f/+32jnWXnttzjvvPI4//nhGjBhRLQC52267rdCmiooKdtzpUF6d8ATvTxzHokXz6NBhzRWO23W3I6qCj7ly+371JMa99AAf/GfFDM0tt9qb+fNm1+HZgb79Vj6sOWfxovkArLFGxxqP6dSpEwDz588vqc7ccR07Fq+zLvXlsh+HDh3Kmmuu+HzWZNasWVxyySUAHHXUUWZASpIkSZJWCQYgpRagXbt21bIYc9Zff30AdthhB9q3b19tX9u2benXrx/vvPMOs2bNYq211gLghRdeAGDvvfcueq5BgwbRuXNn3nzzzRX2zZgxg+eee44PPviAd9+dy5dfLgNgztwZVFZ+yeef/5d11w0rlBu42S4rbFtzzZ506tSNOXM+X2Hf1/ereWXoxlBJNtw6b2XpFY6prKxxX23HV9RQZ6n1LVmyhJEjRwKssPhMbRYvXsx5553H1KlT2W677Tj++ONLLitJkiRJUnMyACm1AL17966W3ZiTy6qradhvbv/ixYurtuWGAJ911lm1nnPRokXVfh8xYgTXXXfdCturl5lXdHv37sUXcenQoTMLFnxRazvqY/r0SYx+ZsUVrHcY/A36D9imKktz8aIF1fbnzwP50UcLAfjwo07Vtg/bt3iAsXPnNJR7wYIFRffnnrfccTUZM2YMs2fPpk+fPuy44461HpuzdOlSfv7znzNhwgQ222wzrrzyyqL9RZIkSZKklshPsFILUFNWXan78+Uy8YYMGUKXLl1KKvP2229z1VVX0alTJ8477zwGDx7Ma//uRfv2abjxX/9yAf9+fSTUkORXUVG39ayefOK6Og/BHrTFELbYYi8A5s6ZwYQJj69wzICNt6f/gG3o0aMvAAsXzmHx4gWssUanFY794ou0gnTu2JXp168f7777LtOmTSu6P7e9b9/a68sNv95vv/2q5uaszbJly7jwwgsZPXo0G220Edddd13Jr6skSZIkSS2BAUiplVlnnXWYPHkyRx55JNtvv31JZZ566ikqKys55ZRTOPjggwF4653l0cYZn/+3Udv45hv/qvMiND169qsKQG608fZcfOnzNR7bsWMXevTsx6yZU/jkk8iAAdtW27906RI+/fR9oPS5JQcOHMgzzzxDjLHo/tz2gQNrrm/WrFmMHTsWKG34dWVlJZdeein//Oc/WX/99bn++uvp0aNHSe2VJEmSJKmlMAAptTK77LILL730Ek8//XTJAcgvvkjDpNdZZ8Wh1NOmfcCUKe82aht/9OMHGrW+YgYN2oMXnv8bb77x1AoByPjOcyxdupi+/QaWnAG5xx57MHz4cJ577jkWL17MGmusUbVv0aJFjB49GkiZpzX5xz/+wdKlS9lyyy0ZMGDASs95xRVX8Pjjj9O3b19uuOGGqnk+JUmSJElaldRt3KSkFu/ggw9m7bXX5r777uOee+5h6dKl1fZXVlYyYcIExowZU7Wtf//+ADz44IMsWbKkavvcuTO4/76LqxajWZXsuuv/o23bdox76UEmTXq1avucLz7j73+/EYA99zxqhXIXXXQRRxxxBH/729+qbR80aBCDBw9m5syZXHvttVVD3SsrK7nuuuuYNWsWO++8c60ZkLnh16VkP1533XU88MAD9OnThxtvvHGlQ7slSZIkSWqpzICUWpk111yT3/72t5x99tlcd9113H333WyyySZ069aN6dOn89FHHzFjxgyOOOIIdt99dwAOPPBA7r33XsaOHcvhhx/OVlttxX8/XsikD16lW7e12HzzIbz99rPNfGV106v3+hxw4Nk88vCV3HbrD9h448Gs0aET708cx6JF89hm26/zlW2+tkK5qVOnMnnyZGbNmrXCvp///OecdNJJjBgxgpdffplNN92UiRMnMmnSJPr06cPPfvazGtvzwQcf8M4777DGGmswbNiwWtv+7LPPcs899wCw7rrrcuuttxY9bq+99mKvvfaqtS5JkiRJkpqbAUipFRo4cCB33XUXf/vb33j22Wd54403WLp0Kb169WLjjTfmqKOO4qtf/WrV8d26deO2227jpptuYty4cTz33HN0XrM3Oww+iL33+S5PPHZN811MA+y406H06rUeo5+9i//+902WLVvCWmv1Z/COB7PjTofWub5+/fpxxx13MHz4cMaMGcMzzzxDz549OfTQQznppJPo1atXjWUfe+wxIA3l7tatW63nyQ2JB3jttdd47bXXamyPAUhJkiRJUktXkRtG2BhmzpzZeJXVoGvXrgDMmTOn3KeSyqql9+WRo8r+dm6Rhu1b+orjWq6l92epVPZltRb2ZbUmPfO+5J05Y0YztkRqGO/Nag169uxZrw/NzgEpSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKls2jV3AyQ1vdV1hWtJkiRJktT0zICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklU275m6AJLUkI0dVrvSYYftWNEFLJEmSJElqHcyAlCRJkiRJklQ2ZkBKrUwpGXySJEmSJElNxQxISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWXTrrkbIEmrmpGjKld6zLB9K5qgJZIkSZIktXxmQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSqbds3dAEmlGzmqsrmbIEmSJEmSVCdmQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqm3bN3QBJao1Gjqqsdf+wfSuaqCWSJEmSJDUvMyAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ27Zq7AZK0Oho5qnKlxwzbt6IJWiJJkiRJUnmZASlJkiRJkiSpbMyAlFqQUrLiJEmSJEmSViVmQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWzaNXcDpNXFyFGV1X7v1HExAAsWVhY7XJIkSZIkqVUwA1KSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2bRr7gZIkoobOapypccM27eiCVoiSZIkSVL9mQEpSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbNo1dwOk1mDkqMrmboIkSZIkSVKLZAakJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysZFaKTVxOeffcQzz9zB+++PY97cmXTq1I2NNxnM0L2Pp0+f/iXVMX36ZP7vhmNYunQx62+wJSd/f/gKx3wxexqPPXYNE997kYqKCgZutgv7738WXbuttcKxixcv4LprvkXXbmvxvZNvoaKiok7XdP99FzNhwuPsvc932WffE2s87rdXHsqsWVM54bs3stHG21dtf2rUcP711K3Vjm3fvgMdOnShV+/1WG+9QWy19VfZcMOta6z7/J/vCsDZ59xPz5796tR+SZIkSZJWBwYgpdXABx+8wl1/+jGLF8+nV+/1CYN2Z8aMj3n9tb/z9ltPc+xx19J/wDa11vHll1/y4AOXsWzZklqPufNP5zB16ntstPEOALzx71HM+Py/fP/U21YIMP7rqVuZM+czvn3Ub+ocfGxMvXqtR//+6fqXfbmU+fNnM3XKe3w4+XWeH/tXNtpoew775vn06NG32dooSZIkSdKqygCk1MotXryQv957AYsXz2ePPb/DsK+dSps2afaFV155jAdGXMJf7v0FZ539N9ZYo2ON9bz4wn18OPl1dtzpUMa99EDRY95++1mmTn2Pvfc5kX32/S4A/xx5M888fTtvv/0sW2yxV9Wx06Z9wPNj/8KOOx3KuuuGRrziuuvffxsO++b5K2z/z39e5vFHr+aDD15h+C2n8P1TbqVLl17N0EJJkiRJklZdzgEptXJvvfU0c+d+Tu/eGzDsa6dUBR8Btt/+AAZtPoQ5cz5jwiuP1VjHzBmf8M+RN7FZ2I2tt/5qjcdN+SQCMHjHb1Rt22mnQ6vty3n04avo1KkbXx12cr2uqylsvPEOfO/7t7D22hsze9ZUHn/smuZukiRJkiRJqxwDkFIr98nH7wAwYKPtaNOm7Qr7N9lkMABvv/VMjXU8+OCvgQq+8Y1zaz3XgvlfANCpU7eqbZ06dwdg/vzZVdteffVJPvjgFf5nv9Pp2LFLaRfSTNZYoxP7HXAmAG++8RRffDG9mVskSZIkSdKqxQCk1MotWbwQqB4UzNepc9o+Zcq7RfePH/cw/3l/PMO+9n2691in1nN175nmSJw+fVLVtty/cwu0LFw4l78/cQMDBmzLttt+veTraE6bbroTnTv34Msvl/HBB680d3MkSZIkSVqlGICUWrnOa/YAYNasKUX3z5yRts+fP5tFi+ZX2/fF7Gn8/cnrWX+DLdlp58NXeq7NNtuVioo2PPn4dcyePY3Zs6fx5OPXUVHRhoGbpdWi/znyZubPn8WB3/hxA66q6fXrNxCAaZ9+0MwtkSRJkiRp1eIiNFIrt9HG2/PsM3fwbhzLnDmf07Vr76p9y5YtZcKE5XM/Ll40nw4dOlf9/vBDV7BkyUIOPuSn1eaOrEnfvpuy8y7f5IXn/8pVVxxctX33Pb7FOutswiefRMa99AC77nYE66yzcdX+JUsW0bZt+5LOUcy/nrqVfz11a73KlioXyF2w4IuynqeuRo6qXOkxw/ZtvhXGJUmSJEkyACm1cptssiPrb7Al//3oTe64/SwOOugc+vYbyMyZn/CPJ29k5oxPqKhoQ2Xll1TkBQBfe+3vxDiGvYYeR9++m5Z8vgMO/CEbbzKY9ye+BMDAgbsQBu1OZWUljzx8JV269mbvfdIK2W+/PZp/PHkDn332Ie3arcGWW+3DgQedQ8eOa9bpGvv2HViVoVjMm2/+i8WLF9SpzkKVlSnQV4HBPEmSJEmS6sIApNTKVVRU8K1vXcbdd/2ETz55h+G3fL9qX9u27dj/gLN4/LGrqaioqFoQZt68mTz+6DX0XmtD9hp6XJ3Pufnme7L55ntW2zZ+3EP896M3OeJbl9KhQ2emTp3IvfecR//+2zDsa6cwY8bHjPrnH1i2bAlHHHlJ3c63xRD22ffEGvd/8MErDQ5ALsgW0cnNmSlJkiRJkkpjAFJaDXTrvjYnn3Ir7707lkmTXmXhgrl077EOW2/9VZYuW0JlZSW9e29Au3ZrADB58uvMnz+LNTp04k93/LBaXQsXzAVg+rQPuHX4qQAcdfRV1YZuF5o/fzYj//F7Nt10Z7baah8Anht9N+3adeBb37mcTp26proXzuWZp29n2LDv06v3+o3+PNRXZWVl1SI9a+cNHZckSZIkSStnAFJaTbRp04YwaA/CoD2qbR875l4ANt5k8AplZs2cwqyZxRevWbRoPpM+mADAl18uq/Xcf3/yBpYsWciBB/2oatu0T/9Dnz79q4KPABtssBUAn077oEUFIN+f+BLz58+mTZu2bDRgu+ZujiRJkiRJqxQDkNJqbMmShbzwwn1UVFSw446HVG3fYou9uPjS54uW+eA/r/DHW09j/Q225OTvD1/pOT788N9MeOUx9hp6HL3X2qBqe0VFGxYvWVjt2MVL0jDpNhX1W4ymHBYvXsATj18HwNZfGUbXbms1c4skSZIkSVq1tJxP+ZLK5tNP32dJQbBv/vzZ3PvnnzNzxsfsuNOh9Ft3s0Y/75dfLuORh6+kR49+DNnrmGr71llnYz6bPomPPnwjO/ZLXn3lCSoqKlrMMOcPPniFP9z8PaZN+w89evZjv/3PaO4mSZIkSZK0yjEDUloNjBl9D2+99TT91g107boWCxZ8weRJr7FkyUK23Gpv9j/ghyuvpB5efOE+pk55j6OOvpL27TtW27fHkKN47bW/c/ttZ7DxJjsya+YUpk59j22324+ePfuVpT01mTz5Ne6/72IAln25lAXzv2DKlPeYO/dzADbeeAcOO/x81lyzZ5O2S5IkSZKk1sAApLQaGLTFEObOncHUqRP56MM36NChMxv2/wqDB3+DrbbetyznnDPnc0b98xYGDdpzhXknAdZeeyOOPvZ3/PMfN/Heu8/TsWMXdt75cL729R+UpT21mTHjY2bM+BiA9u070KFDF3r1Wpetv7IvW289jA023KrJ2yRJkiRJUmtRUVlZ2WiVzZw5s/Eqq0HXrmnBijlz5pT7VBIAI0eVp1t36pgyAhcsXLiSI6XyG7ZvRYPKe29Wa2FfVmthX1Zr0rNXr6p/z5wxoxlbIjWM92a1Bj179qzXh0fngJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ27Zq7AVJzGjmqsrmbIEmSJEmS1KqZASlJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksmnX3A2QJDW/kaMqV3rMsH0rmqAlkiRJkqTWxgxISZIkSZIkSWVjAFKSJEmSJElS2TgEW61WKUNKJUmSJEmSVF5mQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyadfcDZAkrRpGjqqscV+njovZ7+trNGFrJEmSJEmrCjMgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZOAekJKlRPPHkYhYsrHmeSIBh+1Y0UWskSZIkSS2FGZCSJEmSJEmSysYApCRJkiRJkqSycQi2VlkjR9U+1FOSJEmSJEnNzwBkK/fxxx9zyy23MG7cOObMmcPaa6/NPvvsw/HHH0+nTp3qXN/SpUu55557eOKJJ/jkk0/o1KkT22yzDSeccAIhhBrLjRw5koceeoh3332XefPm0bVrV0IIHHbYYey1114lnfuWW27h1ltvBeDcc8+la/dD69x+SS3fuHHjuOuuu3j77bdZvHgx/fv359BDD+Xggw+moqLuc0jOmDGD4cOHM2bMGGbMmEGvXr3YY489OPHEE+nZs2etZUeNGsUjjzxCjJG5c+fSo0cPBg4cyCGHHMKQIUPqe4mSJEmStFoxANmKxRg55ZRTmD9/PiEEtt12W958803+9Kc/MXbsWG6++WbWXHPNkutbunQpZ511FuPHj6dnz57ssccefPbZZzzzzDOMHTuWq666ip133nmFcldddRX33Xcfbdq0YZtttqF3795MnTqVF198kRdffJGjjz6a0047rdZzv//++9xxxx1UVFRQWWnmo9RaPfTQQ1x++eW0adOGHXbYgc6dO/PSSy9x+eWX8+9//5vzzz+/TvVNnTqVk046ienTp9O/f3+GDBnCxIkTGTFiBKNHj2b48OGsvfbaK5RbunQpv/zlLxk1ahQdOnRgm222oXv37nz66ae88sor9O7d2wCkJEmSJJXIAGQrtWzZMi644ALmz5/PqaeeyjHHHAPAkiVL+OlPf8qYMWO44YYb+MlPflJynXfeeSfjx49niy224Prrr68KXv7jH//gggsu4MILL2TEiBF07ty5qsxbb73FfffdR+fOnfn9739fLUvypZde4uyzz+auu+7igAMOYMCAATVey6WXXkr37t3ZcsstefbZZ+vxjEhq6T755BOuuuoq2rZty/XXX892220HwPTp0zn55JN57LHH2GWXXRg2bFjJdV566aVMnz6dQw89lHPPPbfqS4wrrriCBx54gMsuu4xrrrlmhXJXX301o0aNYuedd+bCCy+slim5YMECPvnkkwZfryRJkiStLlyEppUaPXo0kydPZpNNNuHoo4+u2t6+fXvOO+882rZtyyOPPMLs2bNLqm/p0qXce++9APz4xz+uljn5ta99jd12242ZM2fyyCOPVCs3YcIEAIYOHbrCEO2ddtqJHXbYgcrKSt56660az33PPffw1ltv8aMf/YguXbqU1F5Jq557772XJUuWcMghh1QFHwH69OlTlSV95513llxfjJFx48bRvXt3zjrrrKrh2xUVFZx11ll0796dF154gffee69auXfffZf777+fddZZh8svv3yFYdqdOnVik002qe9lSpIkSdJqxwBkKzV69GgA9tlnnxXmTFtrrbXYdtttWbp0KWPHji2pvtdff53Zs2ez7rrrsvnmm6+w/6tf/Wq18+a0b9++pPq7d+9edPuHH37I8OHD2XPPPdlnn31KqkvSqil3/9h3331X2DdkyBA6dOjAu+++y6efflqn+vbcc086dOhQbV+HDh3Yc889qx2X88ADD1BZWcnhhx9er7lyJUmSJEnVGYBspXIZPYMGDSq6P5eNWJj509j17bjjjrRp04ann36aGGO1fS+99BIvv/wy/fr1Y/DgwSvUWVlZyWWXXUbbtm358Y9/XFI7Ja2a5s2bx5QpUwCKLmjVvn17NtpoI6D8961x48YBKUv7k08+4Y477uDyyy/nhhtuYMyYMc5DK0mSJEl15ByQrdTUqVMBii6ukL8994G/seqbPXs28+fPr5oHcqONNuKMM87guuuu44QTTuArX/kKa621FlOmTOGNN97gK1/5ChdccMEK2UkA9913H6+++irnnHNOjeeV1Drk7kVdu3atNo9svrXXXpt33nmn0e9b+fUtXryY//73vwC8+eabXHfddSxatKhq/1133cWWW27JFVdcQe/evUtqhyRJkiSt7syAbKXmz58PQMeOHYvuzw0rzB3XWPUVq/PII4/k0ksvpWPHjkyYMIGRI0fyxhtv0LVrVwYPHkyvXr1WqO9v933C9df/ng023Iqu3Q9l5KhKRo6qJBcnePsdM5Ck1mRl9xgo330rv745c+YAaZ7I3/3ud2y55ZbccccdPPXUU9x0001ssskmvPnmm/zsZz8rqQ2SJEmSJDMgW73C+R9z6jqEMHd8TfXVVu7aa6/l3nvv5YADDuCoo46iX79+TJkyhTvvvJM//vGPPPfcc9x0003Vsp4eevA3LFu2hIMPOY82bYyTS63FyFHF7z2TJ38JwKLFNd9jGvu+Vay+ZcuWVe3r3bs3V199dVWG9rbbbss111zDN7/5TV577TXGjx9fdPoISZIkSVJ1BiBXUb/61a9W2LbNNttw8MEHA9C5c2e++OILFixYULR8bkhhTUMdC+WOq6m+hQsXrnAswOOPP869997L7rvvzvnnn1+1faONNuKCCy5g5syZPP/889x9992cdNJJADz66KNMnPgiQ/c+gXXW2bik9klq2aZPn8ToZ1ZcwXqHwd+g/4Bt6NBhTQAWLyp+j4HGv28Vq2/NNdes+vd+++23wvQQffr0YY899mDUqFG88sorBiAlSZIkqQQGIFdRjz/+eNHtuQBk3759+eKLL5g2bRoDBw5c4bhp06ZVHVeKfv36VStXU33dunWr9mH+iSeeAJavkl1o2LBhPP/887z00ktVAchnn30WgPcnvsSkSROqHf/Z9MkAjB1zL//+9z/p338bvjrs5JKuQVLzmTtnBhMmrHjfGrDx9vQfsA09eqR70cKFc1iwYEHR1afrc9969913V3rfyq9vzTXXpFu3bnzxxRdV971i9QJ8/vnnJbVDkiRJklZ3BiBXUS+88EKt+wcOHMi7775LjJHdd999hf25FamLBSdrqi+/XKn15T7gd+nSpWi53PYvvvhihX0fffRGje35/POP+Pzzj+jYsetKWi6pJdho4+25+NLna9zfsWMXevTsx6yZU4gxsu2221bbv2TJEv7zn/8AdbtvPfPMM3W+b2222WaMHz++6H0J0mJbQNEgqSRJkiRpRU6u10rtscceADz11FMr7Pv888959dVXadu2LbvttltJ9X3lK1+hW7dufPzxx7zzzjsr7P/nP/8JwJAhQ6ptz60S++abbxat9403UpAxP9Poiiuu4OJLny/6s912+wNw0Dd+zMWXPs93jvpNSe2X1PINGpTuW6NGjVph3+jRo1m0aBGbbbZZyRmQufvgc889x+LFi6vtW7RoEaNHjwZWvG/lfn/55ZdXqHPZsmW8+uqrWXsHldQOSZIkSVrdGYBspfbcc0823HBDJk6cyJ13Lp93benSpVx++eUsXbqUgw46iB49elQr97e//Y0jjjiCiy66qNr2du3aceSRRwJw5ZVXMm/evKp9I0eOZMyYMfTo0YMDDzywWrmhQ4cCcO+991Z9aM8ZP348f/nLX4Cah2hLWn3suuv/o23bdjz44IPV7hefffYZN954IwBHHXXUCuUuuugijjjiCP72t79V2z5o0CAGDx7MzJkzufbaa6sWnamsrOS6665j1qxZ7LzzzitkQB544IH07t2bF198kYceeqhqe2VlJX/4wx/46KOP6N27d9X9TZIkSZJUO4dgt1Lt2rXjV7/6Faeeeio33ngjTz31FOuttx5vvPEGU6dOZZNNNuEHP/jBCuVmzZrF5MmT6dWr1wr7jj76aMaPH88rr7zCN7/5TbbffvuqbMp27drxy1/+stoCDgCHHXYYzz33HOPGjeOUU05hiy22oG/fvkyZMoW33noLSNlG++23X3meCEmrjF691+eAA8/mkYev5LTTTmPw4MF06tSJcePGMW/ePPbbbz++9rWvrVBu6tSpTJ48mVmzZq2w7+c//zknnXQSI0aM4OWXX2bTTTdl4sSJTJo0iT59+vCzn/1shTKdO3fm4osv5oc//CG//vWvGTFiBOuttx7vv/8+H374IZ07d+aSSy6hY8eO5XgaJEmSJKnVMQDZig0aNIg77riD4cOHM27cOCZOnMjaa6/NUUcdxQknnFDySrI57du359prr+Xuu+/mySefZPTo0XTq1IkhQ4ZwwgknFB2O2L59e6655hoeeugh/vGPf/D+++/z9tvvsMYanRmw0XZsu+1+bLf9ATz1dBugspGuXNKqasedDqVXr/UY/exdvPbamyxbtoS11urPPvsezI47HcrIUek+MWzfipLq69evX9V9cMyYMTzzzDP07NmTQw89lJNOOqnoly0A22+/PX/605+49dZbGT9+PP/5z3/o2bMn+++/P8cddxwbbrhho12zJEmSJLV2FbkhaY1h5syZZY8gde2aFh2ZM2dOuU+lMskFEFZ3nbLsqQULFzZzS6SGa+r+XGoAUqor/85Qa2FfVmvSM+8Lw5kzZjRjS6SG8d6s1qBnz571+jDmHJCSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksqmXXM3QK2LK1xLagql3GtcKVuSJEmSWgYzICVJkiRJkiSVjRmQkqRWySxJSZIkSWoZDECq1Zsy5f3mbkJRHTt0AGDhokXN3BKp4Tp26MC6627a3M2QJEmSJLVABiAFtO65G886Y6fmboK0Wnj4kXnN3QRJkiRJUgvkHJCSJEmSJEmSysYApCRJkiRJkqSycQj2aqA1D6+WpIZY2f3RRWokSZIkqeEMQLZwBg8b7prrXmruJhTlIjRqTXL9WZIkSZKkQgYg1er167dJczehqE4dOwKwYOHCZm6J1HC5/tzalPIlkFmSkiRJklQ7A5DNyOxGSVr1rYr3coOmkiRJkppSRWXlqvXB6aKLLqoE+OUvf+mnJ63S7MtqTezPai3sy2ot7MtqTezPai3sy1qduQq2JEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyWeVWwZYkSZIkSZK06jADUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEll0665G5ATQtgN+AWwC9ARmAj8Ebg+xrisxDraA6cC2wLbAVsA7YGTYozDV1L2WOC0rMwyYAJwVYzx0fpcj1ZfjdGX61tXCGFt4Bxgf6A/sBiYBNwL3BRjnFO/q9LqqDn7clamC/BD4JvAJkAl8CEwBjgtxrikHpel1VBz9+W8sh2Al4EtgY9jjOvX8VKkZuvPIYTdgYOBvYEBQDfgE2AUcHmMcWL9r0qtVQhhfeBXwNeB3sAU4EHgohjjzHLW05jvFak5+nIIYSBwGPA/wEBgHWAm8AJwTYzxXw26KKmJtYgMyBDCwcCzwBDgAeBGYA3galLgpFRrAtcAxwF9gaklnv8q4HagH3ALcBewNfBICOEHdTi/VnON2JfrXFcIYQDwb+DHwHTgJuAeoAtwBfBcCKFTPS5Lq6Hm7MtZmQGkL4J+BcwGfg/cDLxNCkh2qOMlaTXV3H25wGWkL4ekemnm/jwC+BGwELgbuJ4UgPwu8GoIYde6X5FasxDCJqQvXY4HXiL1rf8AZwLPhxB6l6uexnyvSM3Yly8GLicFHh8Hfkv6Iv4A4KkQwhkNuzKpaVVUVlY2awNCCN1I30Z1B3aPMY7PtncEngJ2Bb4VY1zpfxQhhDWAfYFXY4xTQggXAr+klgzI7JuxMcD7wI65bx2yD78vk4Kag2KMkxpwmVoNNHJfrnNdIYQbSRnAF8YYL8rb3hb4B7APcGyM8U+NcLlqxVpAX25P+qNsS+CbMcaHC+psC3wZY2ze/8DU4jV3Xy4oPzQ77lRSQN0MSNVJc/fnEMJPgDtjjJ8U1PUz4FLgjRjj1g2+ULUaIYS/A18DzogxXp+3/XekEQ43xxi/39j1NOZ7RYJm7cvHAa/FGCcU1LMXMJI0OmhAjHFKAy5PajItIQPym0Af4N7cfw4AMcaFpJR5gFNKqSjGuDjG+EQd34C5N/il+SnPWcDxRlKWzfF1qE+rr0bry/Wsa+PssVqwJhti8lj2a58Sz6/VW3P35aNJU2lcWxh8zMouM/ioEjV3XwaqPgzfDoyKMd5UlwuQ8jRrf44x/qYw+Jj5DbAA2KrULCC1fiGEjUmBlkmkz1T5fgnMA44OIaxZhnoa872i1Vxz9uUY4+2Fwcds+zPA06Ss3t1KvxqpebWEAOQ+2eOTRfY9C8wHdsvmTWrq8z9RcIxUm8bsy/Wp683s8YD8g0MIbYD9gC9J3/pKK9Pcffnb2ePtIYQBIYRTQgjnhRC+44db1VFz9+Wc64CepKGqUn21lP5cqBJYmv3befWUk+tj/4gxfpm/I5uTfAzQmTQ/Y2PX09yfL9W6NGdfrk1uLvSltR4ltSAtIQAZssd3C3fEGJcCH5AWy9m4cH+DT5y+XVgPmFtD1uR72eNmjX1utUqN2ZfrU9cVQAQuDiGMCiFcGUK4lhSYHAycWOwbNKmI5u7LO5LmGNuPdB/+P9LceXcBk0MIJ5R0FVLz92VCCIcCxwJnxxg/LLnl0oqavT/X4H+BrsALMcZZJRyv1UONfSxT6ues+tTTbJ8v1So1Z18uXlEI/UlTz80nBdWlVUJLCEB2zx5n17A/t71HKzu3Wp/G7E91rivGOI30jdkDpG/YzgHOIP1n91fgnyWcV4Jm7MtZNkI3oD1wJWly7v6kVQJPIGXaDA8hmJmuUjTrfTmEsA5p8aQnYoy3lnAOqTbN2p+LCSFsRFqMZilpgRopp7H6a33q8TOeGlNz9uUVZH8r302aKu7CuqzALTW3do1RSQhhEnVb1fHuGONRJR5bkT0253xfzjW2mliF+vIKdWULJz0MdAL2Z3ka/8GkFdMODiHsGmP8oBHOrxZuFe7LbfMeR8QYz8079rYQQhfScNaf4JQCq4VVuC8D3EIKpp/UCPWrFVjF+3M1IYS1SdMV9QFOizGObYTzavXRWP21PvW0hM+Xaj2arC9nCzHeCewO/AW4qoHnlJpUowQgSStIL6zD8fkTWOci/d2LHUjKhMk/rjGt7Nwr+5ZCrU9L6cv1qet2YGtgmxjj69m2L4Cbs1X/riFNcHxcCefXqm+V7MsxxvkhhMWkSbUfKHL8A6QA5E4lnFutwyrZl0MIxwAHAcfGGD8uoX6tHlbJ/lwoCz4+RRplcWaM8f9KOKdWL43VX+tTT3N+vlTr05x9uUoWfLyLNO3FX4GjXJRRq5pGCUDGGPdtSHHS/HSbAS/n7wghtAM2Ig3r+E8DzlH8xDHOCyF8DKwXQuhXZB7IgdljTfM0qJVpQX25TnWFELoCewEz8oKP+f6VPe5Q4rVoFbeq9uW8MlsDs4rUlxtm0qmEc6sVWIX78vbZ4x0hhDuK1LdeCCH3waGnc+etHlbh/py/vx8wChhEynw0+KhiYvZY03x2pX7Oqk89zfb5Uq1Sc/ZloKrf3kMKPt4DHBNjdNEvrXJawhyQuSF0Xy+ybwhpCOnYGOOiZjj/fgXHSLVpzL5c17rWyB67hRDWKFKmT/a4uIRzS83ZlyF9sAXYqkiZ3LZJJZxbas6+/Dxwaw0/kCaOz/1err9x1Lo0972ZEML6wDOk4OP3DT6qFrkvv78WQqj2mTP74nx3YAHwQhnqae7Pl2pdmrMvk322u48UfPwTcLTBR62qWkIA8j7gM+DIEMLg3MZsyOgl2a+/zy8QQugeQhiUfQPbUDdljz8PIfTMO8cA4DTSh4LbGuE8av0asy/Xqa4Y4+fA26Ss5vMLztER+EX26yiklWu2vpy5mZSZ8MPsw25+mUuzX++tz4VptdOc9+W/xBhPLPaTHTIzb9uCxrhYtXrNem8OIWxICj5uAnw3xviHhl+SWqsY4/vAP4ABpM9U+S4C1gT+FGOcBxBCaJ/11U0aUk+mPn97SEU1Z1/OFpx5gDSn/63A8THGLxvnyqSmV1FZ2fzTBoQQDiH9R7GQ9KFyBvAN0rwy9wH/L39+gxDCcaSg4B0xxuMK6vop6VtZgG2BbYCxLF/W/rkY4/CCMr8Fzgb+m51vDeAI0qqrp8cYb2iUC1Wr18h9ua51fRV4jNR/XyT1+06kTN7+wERglyxYKdWqOftyVuZs0uJJM4AHgXnA/5CGrbwI7G3QRqVo7r5cQ5sqgY9jjOuv7FgpXzP/nfEB6YPzy8CjNTTx9hjjpIZco1qPLAAzFlgbeIj0ZfnOwN6kYaa75f4uzZI/PgAmxxgH1LeevDKH0Aj3awmary+HEG4jzd//GfB/FF+g5ukY49ONcqFSmbWEDEhijA+S5q97FjgcOB1YQgoKHlnH/xy+Dhyb/WyTbdstb9seRc7/I9IbeyrwPeAY4E3gIIOPqovG7Mt1rSvG+E9gR9LkxOsCPyD163nAr4EdDT6qVM3Zl7MyvwMOBF4Dvkm6Ny8DLsDgo+qgufuy1JiauT8PyB53IC1qV+xnAFImy/gaTFoocWfgR6QM2uuAXUv9u7Q+9Xi/VmNqxr68Ufa4Fulv4GL33aH1uyqp6bWIDEhJkiRJkiRJrVOLyICUJEmSJEmS1DoZgJQkSZIkSZJUNgYgJUmSJEmSJJWNAUhJkiRJkiRJZWMAUpIkSZIkSVLZGICUJEmSJEmSVDYGICVJkiRJkiSVjQFISZIkSZIkSWVjAFKSJEmSJElS2RiAlCRJkiRJklQ2BiAlSZIkSZIklY0BSEmSJEmSJEllYwBSkiRJkiRJUtkYgJQkSZIkSZJUNgYgJUmSJEmSJJVNu+ZugCRJavlCCE8De8UYK5q7LYVCCBcCvwT2jjE+nbe9Engmxji04Pi+wG+AfYF+pC9ke8YYZzVNiyVJkqTViwFISZJWcVmgLd+XwGzgdeB24I4YY+ExTdKm2gKWIYRJQH9goxjjpKZpGZCek68BfwYmApXAwvoGWUMIxwG3Fdk1F3gPuA+4JsY4v74NznuuSnVRjPHC+p6vnEIItwPHFmxeAEwCngAujzFOb4TzFA1Ar0pCCOsBhwH7A5uTAuZzgVeA38cY7y9SZmvgTGAHYH2gGzANiMD/AQ/U9X4QQjgQOAfYDmgLvAn8X4zxjhqObwucDpwADCS9vi8Al8QYxxY5/mvApdk1/jdr5/WF7QwhdAJeA16LMf5vXa5BkiQ1LwOQkiS1Hhdlj+2BTYFDgb2AwcAPmqtRzWhzoFrQL4SwBjAM+GeM8TsF+xp6vteAB7N/twH6AgeRAitfDyHsHWNcVs+6rwF6FGw7jhSUvIMUvMv3dD3P05QeAl7N/r0OKch2NnB4CGGHGOPnzdWwFuR04CfAB8C/gKmk1/ww4KshhKtjjGcXlNkBOIQU8BtL+jIi1xdHAHcBR5fagBDCD4Drgc+zsouBbwK3hxC2jjGeU3B8BXBvdkwEbgB6AUcAz4YQDo8xPpR3/HbA49mxNwF7ANcCy4AbC5pzSVbXaaW2X5IktQwGICVJaiUKM95CCLsDzwKnhhB+G2P8oFka1kxijO8U2dyXFBz8pAynfLXIa9CDlIm6Z/bzdH0qjjFeU7gthDCUFIy6PX/o+SrkwRjj7blfQggdSUGzbUgB84tqKLc6eQkYGmN8Jn9jCGFz0nP1wxDC3THGl/N235v/vOaV6ZaVOSqEcH2M8aWVnTyEMAC4CpgBDM5lKocQfgWMA34UQhgRY3w+r9iRpODjWGDfGOPCrMxNwHPALSGEp2KMc7LjvwfMAXaLMc4OIbQD3iIFGasCkCGEnYGzgGNijNNW1nZJktSyGICUJKmVijGOCSG8A2xByoqqFoDMPtD/mJRx1Av4lJSJdFGMsRwBupXKgmr/IgWf/g5cDOxIChqOBX4eYxxfYl3VhuAWDGM+NoSQGwZ8B3lDgguGtDdoCG+McVYIYRywAdCnvvXURd4Q502AA4CTSMNgX4wxDs0bMn58DYGqmubObEcKFh1D6lPtSFlrt5KG437ZkHbHGBeGEO4mBSB3LDh39+zc+wGbAWuTMvueBy6LMb6Qd2zu+gD2Kng9qw1Nb4nvgXzFhlhn298OIfyF9NoOBV7O27ewhjJfhBD+TsoMHkgKbq7MCUAH4Df50yTEGGeGEC4jvfbfJ70OOadkj7/Ib0uMcVzW5qNJAcrca9Q/7Y6zs+OWhhAmAAfmymaZy38EHo8x3l1CuyVJUgvjKtiSJLVuufkMl+RvDCEcD4whBXT+RRriOx44ERgfQtiwCdtYzM6kbMFFpCyoJ0iLxowOIexZzzqvIQ3thDRc+qLs58HscXK276K8n9vreS6gKnC2I2lezgkNqaseriUFcP+d/XtMfSsKIbQHHiW9Fj2Ae4A/kP6WvJ4UxG0MRfsrKWh2Kel5fAz4HTAS2IfUJ76ed+yrLM+enEz11/Pp3EGrwHtgZXLP0dJSDg4hdCY9X5D6RClyxz9ZZN8TBccQQugA7Eaa+mB0KWWAD4HNQghdsjraAtuy/P0IaZGp9UjBTkmStAoyA1KSpFYqhDAECKQ5217K274ZcDNp3sC9Yowf5+3bhxTYuZY0h2Rz+TpweozxhtyGEMLBpGDhH0MIoa4ZdzHGa7IhpWey4nDpB3NDmhuweMu22YrckAJz65CyuLoDZ8QYJ9az3vraHtiukYbe/xz4H9J8fmfl5rLMgkV/AE4IIdyXP7dfXWULjByV/fpcwe63gXVjjJ8VlFmf1LevJguSxRhfBV4NIfwSmFTs9WzM90A2zP6slR1X4MGsnfWSDac+nLSA0j9qOGZT0vPZltQXDwDWBX4dY3y91FNlj+8W7ogxTgkhzAPWDyF0zhZZ2jQ7339ijMUCo+9lj5vlbbuFlMk5NoTwJGmqgs2AM7Lr2A44F/h+/uskSZJWLQYgJUlqJfKCX/mL0FQA58QYp+Qdekp2zJmFH+hjjE+FEB4GDgohdM2bp62pTSSthFslxvhQCOEZ0sI6ewLPFCvYjLbJfgr9GXiqidsCcEVjBB9DCG1IczJOBX6Yv5BOjHFZCOFHwPHAd0gLy5TqkCwgDGlI9YGkoerPAr/PPzA3PLdQjPG/IYT7gNNDCBvGGD8s8dyN+R7oQcrQq4tJLF+Ap06yRV6Gk4KK/xdjfLuGQzctaNdi0nDz39bhdN2zx6LPf7Z9zey4+SUeD3kLKsUYXw4hHETK1j2VND/r2cCN2bD/PwL/ijHeGkLYi5T9ug0wnZSRe2ldV/WWJElNzwCkJEmtR2EQpBL4bozxtoLtu2aPe4UQdmRFa5OymDYjb265Jja6hgzHp0kByO1oeQHIO2KMx+V+CSGsA3yVlEl3YAhhaIzxlSZsTylz/JViM6A3KXvtFzWsFr6ANEy6Lg7OfvKNBA6IMRYOwc4tqnQmqf+uDaxRcMh6pOG8pWi090A2N2JFbcc0st8C/0sa4ly4AnaVGOOTQEU2fH5DUoD4MtI1Hx5jXNwIbcldd6kBwKLHxxgfJ829WU0I4eekQOohIYR1s2PGkYbN70YKWs5kxdWyJUlSC2MAUpKkViLGWAEQQliTFGC5FbgphDA5xpifgdc7e/zxSqrs0oDmVJKCH21qGSqdm4u62P5PaygzNXvsXsP+FiPG+Clwdza0+Bbg16RhzE1l6soPKUmuvwyk9ky/uvaX42OMt2fDuDcmBZOOIGU/nph/YAjhUOA+YCEpSPk+MI/Ud4aSgtId6nDupngPNLoQwpXAD0lZogfEGBetrEwWzH0f+FUIYTGpH55BWt16ZWYDa5Heb58X2d8te/wi73io+f3ZreC4GoUQtgR+AZwdY5wcQrgU6AQcHWP8CBiZTTPxEwxASpLU4hmAlCSplYkxzgP+mQ1rfAW4I5szcX52SFWQIMb4RdFKGm42aZhlb9JQyWqyYaS9sl9nFSm/Tg319s2rf1XxYva4UxOft6astFzAd4W/A7P5DAvlnusHYoyHNUK7qsmGdL8XQvg2MAD4bgjh4Rjjw3mHXUwaQjy4cMhxCOFmUgCyLhrtPdBUc0CGEK7OzvMv4MC893NdPEEKQA6ltABkJAUgN6P6SteEEPqRhl//N68tE4FlwMYhhHZF5oEcmD2uMKdkQd1tSUOvX2D5VAybA59lwcecl4F9QgjdyngvkyRJjcBVsCVJaqWyhSZuAdYnZU3lvJA91nc16VK8lj3uWsP+r5CCF5NqCBzskc09WGho9liOFaXzF1ZpTD2zx5byd9fM7HGDIvsGF9n2DilIvEs2nLcsskzZM7Nfryh4HTYF3ioSfGwD7FFDlV+ShlEX05jvgR6kzNC6/GxbauUhhIoQwo2k4GNuiHp9go+QhqlDiStns3zu0q8X2bdfwTFkGZljgc4Uf25XKFODs4GtgRPz5nesYMUs147Zo3NASpLUwrWUP4QlSVJ5XEIatnpOCCEXCLsBWAJcna0GXE0IYY0QQkMDM7dnj78qzKoLIXQArig4rtBA0oIU+eUOJmW6TSTNf9fYckNMN2ysCrMgWi6o9nTBvqEhhMoQwtOF5cpsPCk49+0QQue89vRi+etSJctiux7oB1yXDSmvJoTQL4SwRUMbFmN8EXiUtPryMXm7JgEDs3kAc+esIAXzajrv5xQPskIjvgdijJNijBV1/Lm9lLqza/wD6b3wBPCNGOOClZTZo1igOITQB7g8+/Wxgn1rhRAGhRDWKih2G7AI+EHegkFk95KfZb/eVFAmt4DQJSGEjnlldiQNsZ8OjKil/QOBi4DzY4zv5e16E+iWDbsmW6Dm68BHzbhYliRJKpFDsCVJasVijB9nQ1TPBM4FzosxvhNCOIE0xPHNEMKTpCGRucUq9iQFCQY14NR3kOY7PBJ4N1tVeCppSPb+2XmeYXlApNCTwG9DCPuRsik3BQ4jBVO/W8u8kg0xirS4x/0hhMdJC6tMjjHeWWL5bfNWIoe0kMk+pGDaZ6TnP1/ui+BSs9EaRYxxSgjhbuBo4NUQwmOkufn2J80tuF2RYheTVh7+Pml16KeAj0nXOBDYHfg58FYjNPEC4ADglyGEu7PFUq4mBbomhBBGkIKHu5OCj48ABxWpZxRwZAjhEdJQ3aXAszHGZ5voPdAYLiDNh7mAtGr2T4ssAvRqjPHBvN9vAPqGEMaQFuVZRhravj9pDsUHSded7wekYO5FwIW5jTHGD0IIPwauA8aHEP5CGgr/TVJm9W9jjM8X1HUv6b36TdLr9QjpfX8EKSP1pJqGS2cB11uB10mveb5cFuiIrP/uROp7pxWrS5IktSxmQEqS1Pr9GpgPnJGtzEyM8S5gB+Bu0nDoHwBHkQJ991GQfVhX2bDJb5OCXK8Dh5AWizgS+Cg737BaFtF4kTTcukN27H6kYZtDYozPNqRttRhOeq66k4KFFwPfrUP5bag+zPZ40tDQa4FtYoyx4Pits8d7G9Dm+jqJNAdgZ1IAZy9SkOk7xQ7OFjI5hJSVGIEDgR+RMtDaAOeT+lKDxRgnAA8A/YGTs203k57PKcCxWTs/AnYmzXNazJnAn0mBqvNJr+c+eecp63ugkWyUPXYCzqP4cO5DCsr8FhhDCiSfRFpwZjfS++dI4LBs3s2SxBivB75BykA8Bvge6cuE42KM5xQ5vhL4FmkY9VLgdFJA8lnS+/ehWk53Guk1PaHwS4YY4xTSfeAD4BRS//gFyzMuJUlSC1ZRWemUKZIkqWUIIQwlLbJxUYzxwuZtTXmFEO4nBcc2zrL8JEmSpFbJDEhJkqQmlg013RO4yuCjJEmSWjvngJQkSWpi2TDVPs3dDkmSJKkpmAEpSZIkSZIkqWycA1KSJEmSJElS2ZgBKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbAxASpIkSZIkSSqbdo1Z2cyZMysbs75iunbtCsCcOXPKfSqprOzLak3sz2ot7MtqLezLak16bLghFXPnUtmlC7M+/LC5myPVm/dmtQY9e/asqE85MyAlSZIkSS1Wxdy51R4lSaseA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLJp19wNkCRJkiSpJRg5qrLkY4ftW1HGlkhS62IGpCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksrGAKQkSZIkSZKksjEAKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLJp19wNkCRJkiSpLkaOqiz52GH7VjRrG8p1fklalZgBKUmSJEmSJKlsDEBKkiRJkiRJKhsDkJIkSZIkSZLKxgCkJEmSJEmSpLIxAClJkiRJkiSpbFwFW5IkSZLUatVlxWxJUnmYASlJkiRJkiSpbAxASpIkSZIkSSobA5CSJEmSJEmSysYApCRJkiRJkqSyMQApSZIkSZIkqWwMQEqSJEmSJEkqGwOQkiRJkiRJksqmXXM3QJIkSZKkVdHcuTP416hbiXEMc+fOoEuXXoRBu7PPviey5po961xfZWUlDz74IA8++CCTJ09mjTXWYPPNN+eYY45hhx12qLHcjBkzGD58OGPGjGHGjBn06tWLPfbYgxNPPJGePVdsx9tvv80jjzzCO++8w7Rp05g9ezbt27dngw02YOjQoRx55JF06tSpWpmXX36Z0047baXXsMMOO3DjjTfW+doltW4GICVJkiRJqqNZs6byh5tOYs6cz1irT38232IIU6dO5KUX7+edd57j5JNvoVv3tetU569+9SueeOIJOnfuzC677ML8+fMZP348L730Ej//+c858MADVygzdepUTjrpJKZPn07//v0ZMmQIEydOZMSIEYwePZrhw4ez9trV2zFu3Djuv/9++vbty4ABA+jZsyezZ8/mjTfe4Oabb+bJJ5/kpptuqha87N27N/vvv3+NbX/mmWeYN28e2223XZ2uWdLqoaKysrLRKps5c2bjVVaDrl27AjBnzpxyn0oqK/uyWhP7s1oL+7JaC/uyWpOevXpV/XvmjBkAjBxV9o+eK3X7H8/g/ffHseNOh3LQN35MRUUFlZWVPPLwlYx76QEGDtyFY467mmH7VpRU35NPPsmFF17Iuuuuy80330yfPn0AmDBhAqeffjpt2rThr3/9K3379q1W7vTTT2fcuHEceuihnHvuuVXtuOKKK3jggQfYZZdduOaaa6qV+fDDD2nXrh3rrrtute1z5szhJz/5Ca+88gqHHXYY5557bklt//TTTzn00EOprKxkxIgRK9SrxHuzWoOePXuWdlMr4ByQkiRJkiTVwSefRN5/fxydO3dnv/3PpKIifR6vqKhgv/3PpHPn7rz33gtMnTqx5DrvuusuAH7wgx9UBR8BtttuOw4++GAWL17MvffeW61MjJFx48bRvXt3zjrrrGrtOOuss+jevTsvvPAC7733XrVyG264YdEgYdeuXfne974HpCzJUj3xxBN8+eWXbLvttgYfJRXlEGxJkiRJWk3tsssu9O3blxEjRnD33Xfz2GOPMXXqVHr27MkBBxzA8ccfT7t27ZgyZQq33HILL774InPmzGHAgAGcfPLJ7L777kXr/fzzz7nrrrsYO3YsU6dOpV27dgwcOJDDDz+cYcOGrXD8q6++ylNPPcWECROYNm0a8+fPZ6211mKnnXbijHbt/j97dx5eVXXoffwbCEOYBxkdQBAXoFZUEEcUEK8zorba1nlo1Vpr1Q7WOvbWt051vq0VqtbhWpXijBVBEUEKCOoVYSOKqEAEIYwBQiDvH/skZoQTyOZA8v08j88he++19tph5cj5ZQ3sVlhYocyI4ZfzxbwZXH3tv1iyeB7vjP8HixZ9SlYW7L77fhwz5KfsuluvGv+eAcye9S4APXseQYMGjcqca9CgET17HsH06a8y65N3gB5brC83N5e5c+fSqFEjjjzyyArnjznmmJIp1VdddVXJ8QkTJgBw5JFH0qhR2XYU1/XKK68wYcIEevTYcjsAsrPjmKBhw4ZpXQ9xAAlsdoq2pLrNEZCSJEmSVMfdeOONPProo+y2224cfPDBrFmzhhEjRnDHHXfw1VdfceGFFzJt2jT22WcfevXqxZw5c/j1r3/N+++/X6GuWbNmcfbZZ/O///u/FBQU0L9/f3r37s2cOXO44YYbeOCBByqUeeCBBxg1ahTZ2dn06dOHww47jOzsbF588UVO79KFzxs0qLLtU6eM4sknrmV9QT499u5Pi5YdmDv3P4wYfjlLlnxRk9+mErm58YjCzrv2rPR8p84hdV16IyDnzJkDQLdu3WhQybOGENe3YMEC1qxZU3K8eGRjz56Vt6O4XPkRkFVZu3Ytf//73wE47LDD0irz8ccfM3/+fBo3bsygQYPSKiOp7nEEpCRJkiTVYbm5uTRq1Ihnn322ZOrvN998w7nnnssrr7zCRx99xMCBA7n66qtLRseNHDmSO++8kxEjRpTZnXnNmjX85je/IS8vj2uuuYbTTz+devXicS+LFy/m2muv5amnnqJ///4cfPDBJeUuuugiliztTZMmLUuOFRUVMW3qC7z04h38sX17RixYUOnaj+9N+ic/PvsOQs8jSsoVr8M44Z0nOe3035e5/u47h7F8eW61vkcDB13EoMEXl3y9IlW+RYvKN5kp3nxmed6itNarnPxeXF/5zWKKNWnShGbNmrF69Wpyc3Pp3r07EP/dba5c8fFFixZVev7LL7/kscceAyAvL4+ZM2eycuVKDj/8cC688MItthu+G/149NFH07Rp07TKSKp7DCAlSZIkqY67+uqry6w72KFDB4477jj++c9/sn79en75y1+WhI8Ap556Kn/729/46KOPKCwsLDn3yiuvsHjxYoYOHcr3v//9Mvdo37491113HRdccAEjR44sE0AedthhFYK6rKws+h08jK+euYVJTZqwOqvyfQ8OPezMkvCxuNzgYy5h6pRRzPu84gjNffYdSP6aFdX47kDHTmWnL69fnw9Aw4aNK72+UcOc+LqC/LTqX78+HtXYuHHl9QHk5OSwevVq8vO/q7P4z1WVy8nJKXNdecuWLeO1114rc2zIkCFcc801JWU3Z8OGDYwZMwZw+rWkzTOAlCRJkqQ6LDs7u8woxmK77bYbAAcddFCFacH169enU6dOzJ49m+XLl7PLLrsAMHnyZAAGDhxY6b169uxJkyZNmDlzZoVzq1cvI5r9LosXf8H6davZtGkjAN/Wr8+mrCy+rGJNwh57H1LhWNOmrcnJacGqVUsrnDvu+Csrrac6ikiFpVWEotXdo7uopLrqbS5blCpYVbni81Xp06cPkydPZuPGjXzzzTe89957PPLII/zoRz/i7rvvplevza+hOWHCBFauXEn79u3p27dvtdouqW4xgJQkSZKkOqxt27ZlRjcWKx4BV9X03uLzBQUFJceKp/qW3iilMuvXry/z9ciRI7nnnvsoLCyoeHEqeFxdr/ItDFq27FDp8UaNmrB27crNtmNrNWrYBICC9WsrPb+hYF2Z67ZYX6P4urVrK68PYN26uM4mTb6rs/jPVZUr/j6XLlOZ+vXr07lzZ04//XS6d+/OZZddxs0338zTTz9N/fr1qyxXPP36+OOPL5lqL0mVMYCUJEmSpDpsS6PuqjMqr3jE3YABA2jWrFlaZWbNmsVdd91Fw4Y5nHjSNXTrfhDNm7elQYN4WvHkn+/Dqy1aVDmqMCuresHX66Pvr/YU7J69B9C791ElX7dq1ZFFi+awcuXiSq8vPt6qdce06m/VKr5u8eLK61u7di2rVq0CoGPH7+rs1KkTc+bMqbJc8fHSZbakT58+dOrUifnz5/Pll1+y5557Vnrd8uXLee+99wCnX0vaMgNISZIkSVKN6NChA/Pnz+ess87iwAMPTKvMuHHjKCoq4pghl9K33ykVzs+vYur11pr58VvV3oSmVetOZQLIjp32Ztasd1i4MKr0+uLjHTvulVb9nVJrTH7++eds2LChwpT3KIrr69y5c5mNXnr06MH48eNLzpdXfLxHjx6Vnq9Kq1atWLhwIXl5eVUGkP/+978pLCxk3333pUuXLtWqX1LdYwApSZIkSaoRhxxyCFOmTOHtt99OO4BcuTKeJl3ZVOrFi+cxu1GjGm3jNb8atc119Ox5BG+NG040eyKFhQVkZ38Xkm7YsJ7Zs96Nr+s1IK36WrXuRIcO3fnmm8949913K6yh+eabbwLxyNLSjjjiCIYPH867775LQUEBDUuFtevXr2fChAmVltucFStW8NlnnwHfrQNameLNaxz9KCkdLtIgSZIkSaoRQ4cOpX379jz//PM8/fTTFBYWljlfVFTEjBkzmDhxYsmx4tFz06a+SGHhhpLjq1cv41/P/4HCam7Msj103jXQrdtBrFmTx+jX7iuZel5UVBRP8c5fzl579S8Z2Vjsk5lvc989Z/LoiCsq1HnEkT8G4I47H+Rfo5YwZmwRY8YW8ciIGYwa9SL16zeg824/KDkO8aY+ffv2JS8vj/vuK9uO+++/n+XLl9O/f/8KIyD//ve/l6zXWdrChQv5/e9/z/r16znkkEOqXP/z888/J4oiGjZsyDHHHFPN756kusgRkJIkSZKkGtG0aVPuvvturr76au6//36eeuopunfvTosWLViyZAlfffUVy5Yt48wzz+Twww8H4KSTTuKZZ55hzpxJ3PPnM9h9933YsGE9X8z7gBYtduGY1at5M831JLenYaddz98e/glT/vMv5n0+nQ4d9+Kb3LksWfIFzZvvwqnDrqtQZt36NXz77ZeVbrazf5/j+PTTyXz04Rvcd+9ZdN+rHwXr1/L559MoKtrEKUN/S+vWnSqUu/7667nkkksYOXIk77//PnvttRdz587liy++oF27dvzud7+rUObpp59mxIgR7LXXXiWjHL/55htmzZrFxo0b6datG9dff32Vz/7qq68CcOSRR9KiRYu0v2eS6i4DSEmSJElSjenRowdPPvkkzz33HO+88w4ff/wxhYWFtGnThm7dunH22WeXGTXXokULHn30UW648S98/tk0otkTada8LQf1PZmBgy5i1q/6Z/BpqtaqdScuv+Jxxo0dThRNZNYn42narDX9Dh7GoMEX06xZm2rVl5WVxRnfv5kuXfZn2tQX+XTOe9Sv34A99zyQI486h+7d+1VarlOnTjz++OMMHz6ciRMnMn78eFq3bs2wYcO45JJLaNOmYjuuvPJKpkyZwpw5c5g8eTLr1q2jRYsWHHDAARx99NGccsopZaZzl7Zx40beeOMNwOnXktKXVTxEuybk5eXVXGVVaN68OUDJDmDSzsq+rNrE/qzawr6s2sK+rJ1R8bTi8n7w/bYlf372uaXbqzk7vCGDd7yp6do835tVG7Ru3Xqr3nxcA1KSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCUmO9MNkCRJkiTVTmPGFmW6CZKkHYAjICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlJjvTDZAkSZIk7TzGjC3KdBMkSTsZR0BKkiRJkiRJSowBpCRJkiRJkqTEOAVbkiRJkqSdTHWmwg8ZnJVgSyRpyxwBKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEpOd6QZIkiRJkqTkjBlblPa1QwZnJdgSSXWVAaQkSZIk1XHVCagkSaoup2BLkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSkx2phsgSZIkSZJ2DGPGFqV97ZDBWQm2RFJt4ghISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJznQDJEmSJEk1b8zYokw3QZIkwBGQkiRJkiRJkhJkAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhKTnekGSJIkSZKknc+YsUVpXztkcFaCLZG0o3MEpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSoyb0EiSJEnSTqI6m35IkrSjcASkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKTHamGyBJkiRJqv2WfvsV48c/zmefTWXN6jxyclrQrXtfjh54Ae3adUmrjiVL5vM/D55LYWEBu+2+Dz+9dHiFa1auWMyrr97L3E//Q1ZWFj32PoQTTriK5i12qXBtQcFa7r/3hzRvsQs/+ekjZGVlVeuZ/vX8H5gx4zUGDrqIQYMvrvK6u+8cxvLluVx40UPs2e3AkuPjxg7nrXEjylzboEEjGjVqRpu2u7Lrrj3Zd79j2GOP/aqs+4brDwXg6mv/RevWnarVfknaXgwgJUmSJEmJmjdvOk/+41cUFOTTpu1uhJ6Hs2zZAj768N/M+uRtzjv/Prp03X+zdWwCXhh1Gxs3bqj6mk2beOIf15Kb+yl7djsIgI//byzLln7NpZc/WiFgfGvcCFat+pYfnX17tcPHmtSmza506RI//8ZNheTnryB30ad8Of8j3pv0LHvueSCnnXEDrVp1zFgbt9WYsUVpXztkcOb+LiQlwwBSkiRJkjKsOuHMzqagYB3PPnMjBQX5HHHkjxly7OXUqxevBjZ9+quMGvnf/POZ33PV1c/RsGHjKut5slUrvpz/Ef0OHsbUKaMqvWbWrHfIzf2UgYMuZtDgiwB4c8zDjH/7MWbNeofevY8quXbx4nm8N+mf9Dt4GJ07hxp84urr0mV/TjvjhgrHP//8fV575R7mzZvO8Ecu49LLRtCsWZsMtFCSto1rQEqSJEmSEvPJJ2+zevVS2rbdnSHHXlYSPgIceOCJ9Ow1gFWrvmXG9FerrOOr7Gzu2WUX9g6Hsd9+x1R53aKFEQB9+51Scuzgg4eVOVfslZfuIienBccM+elWPdf20K3bQfzk0kdo374bK5bn8tqr92a6SZK0VQwgJUmSJEmJWbhgNgBd9zyAevXqVzjfvXtfAGZ9Mr7KOm7o0AGAU0759WbvtTZ/JQA5OS1KjuU0aQlAfv6KkmMffPA68+ZN57+O/zmNGzdL5zEypmHDHI4/8RcAzPx4HCtXLslwiySp+gwgJUmSJEmJ2VCwDigbCpaW0yQ+vmjRnErPP9eiBe81bcrV335Ly1YdNnuvlq3jNRKXLPmi5Fjxn4s3aFm3bjX/Hv0gXbv2oU+f49J+jkzaa6+DadKkFZs2bWTevOmZbo4kVZsBpCRJkiQpMU2atgJg+fJFlZ7PWxYfz89fwfr1+WXOrVyxmNvbtWP/tWv58fLlW7zX3nsfSlZWPV5/7X5WrFjMihWLef21+8nKqkePvePdot8c8zD5+cs56ZRfbf1DZUCnTj0AWPzNvAy3RJKqz01oJEmSJEmJ2bPbgbwz/nHmRJNYtWopzZu3LTm3cWMhM2Z8t/Zjwfp8GjVqUvL1Sy/ewbp69fjDN9+kNXqmY8e96H/IGUx+71nuumNoyfHDj/ghHTp0Z+HCiKlTRnHoYWfSoUO3kvMbNqynfv0GZdanrI63xo3grXEjtqpsuoqD3LVrVyZ6H0lKggGkJEmSJCkx3bv3Y7fd9+Hrr2by+GNXcfLJ19KxUw/y8hbyxusPkbdsIVlZ9Sgq2kRWqQDwww//TRRN5NJlywgFBWnf78STfkm37n35bO4UAHr0OITQ83CKiop4+aU7ada8LQMHxTtkz5o1gTdef5Bvv/2S7OyG7LPvIE46+VoaN25arWfs2LFHyQjFysyc+RYFBWurVWd5RUXxTulZZG1TPZKUCQaQkiRJkqTEZGVl8cMf3sZTT/6GhQtnM/yRS0vO1a+fzQknXsVrr95DVlZWyYYwa9bk8dor99J2lz24/NNPq33PXr2OpFevI8scmzb1Rb7+aiZn/vCPNGrUhNzcuTzz9HV06bI/Q469jGXLFjD2zb+xceMGzjzrv6t3v94DGDT44irPz5s3fZsDyLWpTXSK18yUpJ2JAaQkSZIkKVEtWrbnp5eN4NM5k/jiiw9Yt3Y1LVt1YL/9jqFw4waKiopo23Z3srMbAjB//kfk5y+nYaMcLt5115J6Fg+/nHVrVwOwZPE8Rgy/HICzz7mrzNTt8vLzVzDmjb+w11792XffQQC8O+EpsrMb8cMf/4mcnOZAvEHN+LcfY8iQS2nTdrdEvhdbo6ioqGSTnvalpo5L0s7CAFKSJEmSlLh69eoReh5B6HlEmeOTJj4DQLfufSuUWZ63iClNSgWL82aU/HH9+ny+SH29adPGzd77368/yIYN6zjp5GtKji3+5nPatetSEj4C7L77vgB8s3jeDhVAfjZ3Cvn5K6hXrz57dj0g082RpGozgJQkSZIkZcSGDeuYPPl5srKy6Nfv1JLjvXsfxR/++B4AP/j+d5vWPPvcUuZ9Pp2/j/gZu+2+Dz+9dPgW7/Hll//HjOmvctTR59N2l91Ljmdl1aNgw7oy1xZsiKdJ18vaus1oklBQsJbRr90PwH7fG0LzFrtkuEWSVH0GkJIkSZKkRH3zzWe0abMrDRo0LjmWn7+Ckc/fSt6yBRzc/zQ6dd67xu+7adNGXn7pTlq16sSAo84tc65Dh2588MFovvryY3bfY182bdrEB9NHk5WVtcNMc543bzqvvnIPixd/TqvWnTj+hCsz3aTtYszYorSvHTLYTXmknYEBpCRJkiQpURMnPM0nn7xNp86B5s13Ye3alcz/4kM2bFjHPvsO5IQTf5nIff8z+XlyF33K2efcWSb8BDhiwNl8+OG/eezRK+nWvR/L8xaRm/spfQ44ntatOyXSnqrMn/8h/3r+DwBs3FTI2vyVLFr0KatXLwWgW7eDOO30G2jatPV2bZck1RQDSEmSJElSonr2HsDq1cvIzZ3LV19+TKNGTdijy/fo2/cU9t1vcCL3XLVqKWPffISePY+ssO4kQPv2e3LOeX/mzTf+yqdz3qNx42b07386xx53RSLt2ZxlyxawbNkCABo0aESjRs1o06Yz+31vMPvtN4Td99h3u7dJkmpSVlFR+kObtyQvL6/mKqtC8+bxAsGrVq1K+lZSouzLqk3sz6ot7MuqLezLO5/qTDmta8qvASmVtjNNwfa9WbVB69att+qHbsdZWVeSJEmSJElSrWMAKUmSJEmSJCkxrgEpSZIkSQlwWrUkSTFHQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKTHamGyBJkiRJO4sxY4sy3QRJknY6joCUJEmSJEmSlBhHQEqSJEmSpJ1SdUYlDxmclWBLJG2OIyAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJSY70w2QJEmSJElK2pixRWldN2RwVsItkeoeR0BKkiRJkiRJSowjICVJkiTVaemOipIkSVvHEZCSJEmSJEmSEmMAKUmSJEmSJCkxBpCSJEmSJEmSEmMAKUmSJEmSJCkxbkIjSZIkKVELFizgkUceYerUqaxatYr27dszaNAgLrjgAnJycqpdX2FhIU8//TSjR49m4cKF5OTksP/++3PhhRcSQqhw/caNG3n77bf55JNPmDVrFrNnzyY/P58DDjiAv/zlLzXxiJLqgGXLljF8+HAmTpzIsmXLaNOmDUcccQQXX3wxrVu3rnZ9RUVFvPDCC7zwwgvMnz+fhg0b0qtXL84991wOOuigSstMnDiRjz/+uOT9bOXKlXTs2JEXXnihyvuceuqp5ObmbrE9L7zwAh07dqz2c0jpMICUJEmSlJgoirjsssvIz88nhECfPn2YOXMm//jHP5g0aRIPP/wwTZs2Tbu+wsJCrrrqKqZNm0br1q054ogj+Pbbbxk/fjyTJk3irrvuon///mXK5Ofnc/3119f0o0mqQ3Jzc7nkkktYsmQJXbp0YcCAAcydO5eRI0cyYcIEhg8fTvv27atV56233sro0aNp0qQJhxxyCPn5+UybNo0pU6Zw/fXXc9JJJ1Uoc9NNN7F69epq3WfQoEEsX7680nOfffYZURTRuXNnOnToUK16peowgJQkSZKUiI0bN3LjjTeSn5/P5ZdfzrnnngvAhg0b+O1vf8vEiRN58MEH+c1vfpN2nU888QTTpk2jd+/ePPDAAyXh5RtvvMGNN97IzTffzMiRI2nSpElJmezsbI477jh69epFCIG8vDyuu+66mn1YSbXGmLFFFY499vc/smTJEvodPIyTT/kVWVlZHDWwiBnv38moUaO47bbbuPfee9O+x+uvv87o0aPp3LkzDz/8MO3atQNgxowZ/PznP+eOO+6gb9++FUYkDhw4kD322INevXrRuHFjLr744i3e68orr6zy3M9//nMAjj/+eLKystJuv1RdrgEpSZIkKRETJkxg/vz5dO/enXPOOafkeIMGDbjuuuuoX78+L7/8MitWrEirvsLCQp555hkAfvWrX5UZOXnsscdy2GGHkZeXx8svv1ymXE5ODjfffDNnnnkmffr0oXHjxjXwdJLqioULIz77bCpNmrTk+BN+URLUZWVlcdVVV9GyZUsmT57Mp59+mnadTz75JABXXHFFSfgIcMABBzB06FAKCgpK3u9Ku/766znnnHPo27cvzZo126bnWrx4Me+//z5ZWVmccMIJ21SXtCUGkJIkSZISMWHCBCCe/ld+ZM0uu+xCnz59KCwsZNKkSWnV99FHH7FixQo6d+5Mr169Kpw/5phjytxXkmrC7FnvAtCz5xE0aNCozLlGjRpx5JFHAum/9+Tm5jJ37twyZUvbXu9lr7/+Ops2bWL//fdn1113TfRekgGkJEmSpEQUjwbq2bNnpeeLN4xJd9RQTdcnSenIzY3fUzrvWjPvPXPmzAGgW7duNGjQoMr6FixYwJo1a6rd3nS99tprAJx44omJ3UMqZgApSZIkKRHFu65WtTFD8fFFixbVaH0rVqwgPz+/Wm2VpKqsWB6/97RosX3ey5o0aVIyvTqd3au3xieffMIXX3xBo0aNGDRoUCL3kEozgJQkSZKUiOIQsKo1F3NycspcV1P1VadOSdqS9evj95OGDbfPe9nW1FldxaMfjz766DLr6UpJMYCUJEmSlKiqdlYtKqq40+zmFF/vTq2StqciUu9VteS9bMOGDYwZMwbAzWe03WRnugGSJEmSdk633nprhWP7778/Q4cOBeJphCtXrmTt2rWVll+/fn3Jdekovq6q+tatW1fy58lTcmjUqPJQ4NM58fG85TBmbPWCA0l1T6OG8XtPwfrt814G372fpVtndUycOJEVK1bQrl07+vXrV+P1S5UxgJQkSZK0VYqn8JVXHEB27NiRlStXsnjxYnr06FHhusWLF5dcl45OnTqVKVdVfS1atKBRo5r/0C6pbmrVqiOLFs1h5crNv/fU1HvZ2rVrWbVqVbXqrI7i9+7jjz+eevWcGKvtwwBSkiRJ0laZPHnyZs/36NGDOXPmEEURhx9+eIXzURSVXJeO4uuKy21rfZKUjo6d9mbWrHdYuLBm3nuKr/v888/ZsGFDhZ2wi+vr3Llzja/PuHz5ciZNmgQ4/Vrbl1G3JEmSpEQcccQRAIwbN67CuaVLl/LBBx9Qv359DjvssLTq+973vkeLFi1YsGABs2fPrnD+zTffBGDAgAHb0GpJKqtnz/i9LJo9kcLCgjLn1q9fz4QJE4D033s6depE9+7dWb9+Pe+++26F80m+l73xxhsUFhayzz770LVr1xqvX6qKAaQkSZKkRBx55JHssccezJ07lyeeeKLkeGFhIX/6058oLCzk5JNPplWrVmXKPffcc5x55pnccsstZY5nZ2dz1llnAXDnnXeyZs2aknNjxoxh4sSJtGrVipNOOim5h5JU53TeNdCt20GsWZPH6NfuK9lEpqioiPvvv5/ly5fTv3//CiMg3377bc4880yuuOKKCnWeffbZADz44IN8++23Jcc/+OADXnzxRRo0aMAPfvCDGn+W4unXjn7U9uYUbEmSJEmJyM7O5tZbb+Xyyy/noYceYty4cey66658/PHH5Obm0r1790o/mC9fvpz58+fTpk2bCufOOeccpk2bxvTp0znjjDM48MADS0ZTZmdnc9NNN6WmLJbdXOblF+9k4aJ4WuO6dasBWLQw4uG/Xlxyzckn/4rOu4Ya/A5Iqi2GnXY9f3v4J0z5z7+Y9/l0OnTci29y57JkyRe0a9eO3/3udxXKrF69mvnz55dsUlPacccdx3vvvccbb7zBmWeeSb9+/Vi7di3Tpk1j06ZN/Pa3v6Vz584Vyv39739n4sSJABQUxKMxly5dykUXXVRyzYUXXljpshfz5s1j9uzZNGzYkCFDhmz190LaGgaQkiRJkhLTs2dPHn/8cYYPH87UqVOZO3cu7du35+yzz+bCCy+s9g6vDRo04L777uOpp57i9ddfZ8KECeTk5DBgwAAuvPBCevbsWWm5xUvm8fVXM8scW78+v8yx9evXlC8mSQC0at2Jy694nHFjhxNFE5n1yXiaNmvNsGHDuOSSSyr9hcnmZGVlccstt7D//vvz4osv8t5779GgQQMOPPBAzj333Cp3p/7666+ZObPse9mGDRvKHMvLy6u07KuvvgrEy2O0aNGiWu2VtlVW8dDhmpCXl1dzlVWhefPmACU7Qkk7K/uyahP7s2oL+7JqC/syjBmb+EcTbSc/+H7bkj8/+9zSDLZE2jY5jRsDsHbdui1eO2RwVtLNkbZK69att6pzOgJSkiRJ0k7BUFGSpJ2Tm9BIkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSoxrQEqSJEnKGNd1lKSKqvPe6IY12hk4AlKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYlwDUpIkSdIWuVZjbNGizzLdhDrN77+S0KlT90w3Qar1DCAlSZIkKU1XXXlwpptQ5/yi1J/9/isJ/3xuaaabsE3csEY7A6dgS5IkSZIkSUqMAaQkSZIkSZKkxDgFW5IkSZIkSWU4tVs1yQBSkiRJqmVGv14AwNp1bhxT0+69f0qmm1D3lFr30e+/tG3cUEyZYgApSZIkSWlyt9zM8vsvSTsnA0hJkiQpQ5IaiZLTOJFqJUmqVKZHVjoFfMeXVVS0cw2/veWWW4oAbrrpJnuXdmr2ZdUm9mfVFvZl1Rb2ZdUm9mfVFvZl1WXugi1JkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMTvdLtiSJEmSJEmSdh6OgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJznQDioUQDgN+DxwCNAbmAn8HHoiiaGOadTQALgf6AAcAvYEGwCVRFA3fQtnzgJ+lymwEZgB3RVH0ytY8j+qumujLW1tXCKE9cC1wAtAFKAC+AJ4B/hpF0aqteyrVRZnsy6kyzYBfAmcA3YEi4EtgIvCzKIo2bMVjqQ7KdF8uVbYR8D6wD7AgiqLdqvkoUsb6cwjhcGAoMBDoCrQAFgJjgT9FUTR3659KtVUIYTfgVuA4oC2wCHgBuCWKorwk66nJnxUpE305hNADOA34L6AH0AHIAyYD90ZR9NY2PZS0ne0QIyBDCEOBd4ABwCjgIaAhcA9xcJKupsC9wPlARyA3zfvfBTwGdAIeAZ4E9gNeDiFcUY37q46rwb5c7bpCCF2B/wN+BSwB/go8DTQD7gDeDSHkbMVjqQ7KZF9OlelK/IugW4EVwF+Ah4FZxIFko2o+kuqoTPflcm4j/uWQtFUy3J9HAtcA64CngAeIA8iLgA9CCIdW/4lUm4UQuhP/0uUCYApx3/oc+AXwXgihbVL11OTPipTBvvwH4E/EweNrwN3Ev4g/ERgXQrhy255M2r6yioqKMtqAEEIL4t9GtQQOj6JoWup4Y2AccCjwwyiKtvg/ihBCQ2Aw8EEURYtCCDcDN7GZEZCp34xNBD4D+hX/1iH14fd94lCzZxRFX2zDY6oOqOG+XO26QggPEY8AvjmKoltKHa8PvAEMAs6LougfNfC4qsV2gL7cgPgfZfsAZ0RR9FK5OusDm6Ioyuz/wLTDy3RfLlf+6NR1lxMH6o6AVLVkuj+HEH4DPBFF0cJydf0O+CPwcRRF+23zg6rWCCH8GzgWuDKKogdKHf8z8QyHh6MourSm66nJnxUJMtqXzwc+jKJoRrl6jgLGEM8O6hpF0aJteDxpu9kRRkCeAbQDnin+nwNAFEXriIfMA1yWTkVRFBVEUTS6mj+AxT/gfyw95DkVOD5EPMrmgmrUp7qrxvryVtbVLfVaJqxJTTF5NfVluzTvr7ot0335HOKlNO4rHz6mym40fFSaMt2XgZIPw48BY6Mo+mt1HkAqJaP9OYqi28uHjym3A2uBfdMdBaTaL4TQjTho+YL4M1VpNwFrgHNCCE0TqKcmf1ZUx2WyL0dR9Fj58DF1fDzwNvGo3sPSfxops3aEAHJQ6vX1Ss69A+QDh6XWTdre9x9d7hppc2qyL29NXTNTryeWvjiEUA84HthE/FtfaUsy3Zd/lHp9LITQNYRwWQjhuhDCj/1wq2rKdF8udj/QmniqqrS1dpT+XF4RUJj6s+vqqVhxH3sjiqJNpU+k1iSfCDQhXp+xpuvJ9OdL1S6Z7MubU7wWeuFmr5J2IDtCABlSr3PKn4iiqBCYR7xZTrfy57f5xvFvF3YFVlcxavLT1OveNX1v1Uo12Ze3pq47gAj4QwhhbAjhzhDCfcTBZF/g4sp+gyZVItN9uR/xGmPHE78P/w/x2nlPAvNDCBem9RRS5vsyIYRhwHnA1VEUfZl2y6WKMt6fq/B9oDkwOYqi5Wlcr7qhyj6Wku7nrK2pJ2OfL1UrZbIvV15RCF2Il57LJw7VpZ3CjhBAtky9rqjifPHxVrXs3qp9arI/VbuuKIoWE//GbBTxb9iuBa4k/p/ds8CbadxXggz25dRohBZAA+BO4sW5uxDvEngh8Uib4SEER6YrHRl9Xw4hdCDePGl0FEUj0riHtDkZ7c+VCSHsSbwZTSHxBjVSsZrqr1tTj5/xVJMy2ZcrSP1b+SnipeJurs4O3FKmZddEJSGEL6jero5PRVF0dprXZqVeM7nel2uN1RE7UV+uUFdq46SXgBzgBL4bxj+UeMe0oSGEQ6MomlcD99cObifuy/VLvY6MoujXpa59NITQjHg6629wSYE6YSfuywCPEIfpl9RA/aoFdvL+XEYIoT3xckXtgJ9FUTSpBu6ruqOm+uvW1LMjfL5U7bHd+nJqI8YngMOBfwJ3beM9pe2qRgJI4h2k11Xj+tILWBcn/S0ru5B4JEzp62rSlu69pd9SqPbZUfry1tT1GLAfsH8URR+ljq0EHk7t+ncv8QLH56dxf+38dsq+HEVRfgihgHhR7VGVXD+KOIA8OI17q3bYKftyCOFc4GTgvCiKFqRRv+qGnbI/l5cKH8cRz7L4RRRF/5PGPVW31FR/3Zp6Mvn5UrVPJvtyiVT4+CTxshfPAme7KaN2NjUSQEZRNHhbihOvT7c38H7pEyGEbGBP4mkdn2/DPSq/cRStCSEsAHYNIXSqZB3IHqnXqtZpUC2zA/XlatUVQmgOHAUsKxU+lvZW6vWgNJ9FO7mdtS+XKrMfsLyS+oqnmeSkcW/VAjtxXz4w9fp4COHxSurbNYRQ/MGhtWvn1Q07cX8ufb4TMBboSTzy0fBRlYlSr1WtZ5fu56ytqSdjny9VK2WyLwMl/fZp4vDxaeDcKIrc9Es7nR1hDcjiKXTHVXJuAPEU0klRFK3PwP2PL3eNtDk12ZerW1fD1GuLEELDSsq0S70WpHFvKZN9GeIPtgD7VlKm+NgXadxbymRffg8YUcV/EC8cX/x1Uv/GUe2S6fdmQgi7AeOJw8dLDR+1GcW//D42hFDmM2fqF+eHA2uByQnUk+nPl6pdMtmXSX22e544fPwHcI7ho3ZWO0IA+TzwLXBWCKFv8cHUlNH/Tn35l9IFQggtQwg9U7+B3VZ/Tb1eH0JoXeoeXYGfEX8oeLQG7qParyb7crXqiqJoKTCLeFTzDeXu0Rj4ferLsUhblrG+nPIw8ciEX6Y+7JYu88fUl89szYOpzsnk+/I/oyi6uLL/UpfklTq2tiYeVrVeRt+bQwh7EIeP3YGLoij627Y/kmqrKIo+A94AuhJ/pirtFqAp8I8oitYAhBAapPpq922pJ2Vr/u0hVSqTfTm14cwo4jX9RwAXRFG0qWaeTNr+soqKMr9sQAjhVOL/Uawj/lC5DDiFeF2Z54EflF7fIIRwPnEo+HgUReeXq+u3xL+VBegD7A9M4rtt7d+Nomh4uTJ3A1cDX6fu1xA4k3jX1Z9HUfRgjTyoar0a7svVresY4FXi/vsf4n6fQzyStwswFzgkFVZKm5XJvpwqczXx5knLgBeANcB/EU9b+Q8w0NBG6ch0X66iTUXAgiiKdtvStVJpGf53xjziD87vA69U0cTHoij6YlueUbVHKoCZBLQHXiT+ZXl/YCDxNNPDiv9dmhr8MQ+YH0VR162tp1SZU6mB92sJMteXQwiPEq/f/y3wP1S+Qc3bURS9XSMPKiVsRxgBSRRFLxCvX/cOcDrwc2ADcSh4VjX/53AccF7qv/1Txw4rdeyISu5/DfEPdi7wE+BcYCZwsuGjqqMm+3J164qi6E2gH/HixJ2BK4j79Rrg/wH9DB+Vrkz25VSZPwMnAR8CZxC/N28EbsTwUdWQ6b4s1aQM9+euqdeDiDe1q+y/rkgpqRFffYk3SuwPXEM8gvZ+4NB0/126NfX4fq2alMG+vGfqdRfifwNX9r579NY9lbT97RAjICVJkiRJkiTVTjvECEhJkiRJkiRJtZMBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSkx2phsgSZJ2bCGEt4GjoijKynRbygsh3AzcBAyMoujtUseLgPFRFB1d7vqOwO3AYKAT8S9jW0dRtHz7tFiSJEmqewwgJUnaiaWCttI2ASuAj4DHgMejKCp/zXZp0+YCyxDCF0AXYM8oir7YPi0D4u/JscD/AnOBImDdtoasIYR6wGnAD4GDgXbARuBLYALx38PEraz7MeC8ahSpELzuKEII5wOPljtcAOQC7wJ3RFH0YQ3c52120NA8XSGEpsCpwInAgcDuxD/fEXH/fSCKooJyZXYl7ocnAL2IQ/bVwHTgL1EU/auabagPnAVcCvQAWgBfAxOBu6IomllFuZOAa4EDgPrATOB/oih6vJJrewD3AocCa4AXgeuiKFpVybVPAYcB+0VRtLo6zyJJkjLLAFKSpNrhltRrA2AvYBhwFNAXuCJTjcqgXkB+6QMhhIbAEODNKIp+XO7cVt8oNaryeeBwYBUwBvgMyCIObX4IXBJCuDKKoge24hYvAF+UO3Y08d/veODtcufKX7sj+pD4uSAOtQ4HfgScHkIYvLVhbS1zJPAksAx4i/j71QY4GbgLOC31vVpXqszPgd8A81JlcomD/tOAY0II90RRdHU12vA08APi0PFfxP17P+JA/EchhOOjKBpXukAI4QrgAWBpqv0FwBnAYyGE/aIourbUtU2BsUBT4B/AbsDPgA7A98vVexJxHxli+ChJ0s7HAFKSpFogiqKbS38dQjgceAe4PIRwdxRF8zLSsAyJomh2JYc7Ek+5XlhT9wkhNAFeB/YHngEuj6Ior9w1LYhHg7XYmntEUfQC34V1xXXeTBxAvl3+734n8UElffavwE+B/wYGZqJRO5hc4GzgudIjHUMIzYlD58OIw7q7S5WZAhwdRdH40hWFEHoBk4FfhhCeiqLo/S3dPITQjzh8nAkcHEVRfqlzFwB/B34PjCt1vCtxOLoM6Fs8ujmEcCswFbgmhDAyiqL3UkVOIh7ZeVQURe+krn0UOD+E0D6KosWpYy2BvwLDoyh6c0ttlyRJOx4DSEmSaqEoiiaGEGYDvYGDiEdElQgh9Ad+BRxBPKrqG+A14JYoimosoKuOEMLRxKO2bgH+DfwB6EccGk4Cro+iaFqadZVZA7LUlG+A80IIxVOaH6fU9OZyU9rTmcr8S+LwcSLw4yiKNpW/IIqilcCNIYRG6bR9W5Sa4nwBcYD1W+JpsC2iKMpKBUTziKeEn19J+bepYupyCOG/gF8QTzFvznej4v5YQ2tojiAOIPtVcu/ziUf+HUA8rXgD8H/E04qfLHVdV0r19c39fYYQdiP+/pwA7Eo8VXki8IcoiqbWwPNskyiKPgA+qOT4qhDC3cBTxCNh7y51rtIp1lEUzQoh/BO4JFVmiwEk0C31OrZ0+JjyYuq1XbnjFwKNgNtLL60QRVFeCOE24r/jS4HiALL4Z3JKqTqmAOenzi1OHftz6vVaJEnSTsldsCVJqr2KQ6QNpQ+mRi9NBI4nDvzuBaYBFwPTQgh7bMc2VqY/8Qiv9cBDwGjiTWMmhBCO3Mo67wXuS/35Q+KQ8xbikYW3APNT524p9d9jadT7k9TrHyoLH0uLomh9dRq8jc4AXiGeMvtX4NltqSyEcCPxSM/+wKvA/cRraF4LTEyN8txWlfbXlL8AXYlH9d5LPNq0C/BECOEPpa5bThp/nyGEA4nDvcuJ11R8AHgZGAC8G0I4YZufJlnF36PCBMsUr+84KISQU+7cSanX8qMRB6VeX6+kvtHlroF4jVSIf0lSrG/qdT5ACGEIcbD50yiKVqTRbkmStANyBKQkSbVQCGEAEIjXX5tS6vjewMPE6wQeFUXRglLnBhGvX3gf8RqSmXIc8PMoih4sPhBCGEocFv49hBC2FPaVF0XRvanRcb+g4vTfF1KjL7tUZzpzCGF3YA/iQGf8Fi7f3k4AToiiqLIgqFpCCAOJA7z3UnUuL3XufOIRl7cQjwbdFpekXt+t5Ny+URR9Vq5dDYlDrd+GEP4aRdGCVNtu3tzfZwghmziQbUa8e/r4Uuc6E08VHhFC6JpOaBxCuApotcWn+84HqWn12+LC1Gtaf7+pgPh04k2X3kinTBRFH4cQ7iH+e50dQigOtPch/hl9hngKdplbpV7nVFLfohDCGmC3EEKT1KjKV4hH0r4QQniSeA3IM4B/RVG0OITQDHgEeDKKolfTabckSdoxGUBKklQLpNYEhLKb0GQB10ZRtKjUpZelrvlF6fARIIqicSGEl4CTQwjNK9uFdjuZC/xP6QNRFL0YQhhPvO7hkewYgV+n1OvSchuB7AherInwMeXK1Osl5adaR1H0WAjhF8CPqV4A2adUn21B/Hfal3h9zmvKX1w+fEwdKwghPEQ8om4w8SYm6TgR6E68i3OZfhRF0cIQwh3EoywHEy9LsCVX8d1U4nQ8Trk1PasjtcnLccQjOP+exvVZwHDijV3+J4qiWeneK4qiq0MIEXAP8WjRYu8TT+NfU65Iy9RrVSMVVxBvONMSyI+iaHUI4Rji7/f5xBtH/ZV4Ix2A24HGwC9SI7MfAo4hDv1HAVekljiQJEk7OANISZJqh5vKfV0EXBRF0aPljh+aej0qtclEee2B+sDepLdOXBImVDHC8W3iAPIAdowAsnjKcNFmr8qMKVu+JG2HEk/f/X4I4fuVnG8ItAshtI2iaGmade6f+q+0L4Ejoyj6svzFqfDpN8Sh4B5A+SnBu6Z5X/juZ6BLqRC0tB6p116kEUBGUdS1GvfeJiGE04jDulzg9CiKKpuuXt7dxDtKTwDS3gE7FVzeRxw8/p54R+vlQB/iQHJ0COGKKIoeSv8JKv7MRFEUES8HUf7+A4h/YfJ9II94und74p2wmxFPm8+h3G7ZkiRpx2QAKUlSLVC8aUgIoSlxwDIC+GsIYX4UReNKXdo29fqrLVTZbBuaUwRkhRDqbWaqdPE61JWd/6aKMrmp15ZVnN/eijfr2SWE0HgHGwWZu+VL0taW+N+M5UPu8poB6QaQj0dRdH4q5GoPXES8+/XLIYRDy+243I04UG1NHKK9QTySbiPxupDnEW98kq7in4EtBVfb8jNQ40IIpxJPe15MPHX88zTK3Ek8MvUd4MRqrkN6HvBz4J4oiv5U6vi7IYSTgc+BP4UQHo+iaHXq3ApgF+Kf0cr6QvFaoZsdtZhac3I4MDKKopGpdSAPAM6JomhU6pquwK0hhO6VjZCVJEk7FgNISZJqkdSUyDdTAcF04PHUmonFgU7x1MiWCU5dXEG8Jl5bYEn5k6nQqU3qy+WVlO9QRb0dS9WfcVEUfRVC+JJ4RN4A0lxbbzupalRmceBb1b8BW1VybAVQL4qiNpWc2yZRFBURB863hRBaE29q89+UHal3NXFfuiCKosdKlw8h/JBSu5inqbj/DI2i6KWtaXe5NlxFwmtApkaePk0cLA+KoujTNMrcQzw9/C3gpEp2st6S4o1m3ip/Ioqi3BDCbOJQMPDdaOmIOIDcm+92ui5uTyfi6ddfp9GW/yZ+j/hZ6uteqdfppa4pvmdvwABSkqQdnLtgS5JUC0VR9BHx5g27UXZtvsmp163dTTodH6ZeD63i/PeIg4gvqghBjwghVPZvlKNTrzO2rXmV2ggQQqhfzXJ/S73+voo2lwghVGeUXlLyUq+7lz+R2qhk70rKTAZahxD2SbJhwK3EgfUVIYQ9Sx3fK/U6spIyR1VR1+b+Pmv6Z+Aq4tGh6f53anUqDyH8CPhf4hG3R20pfAwhZKXWxryKeFOpE7cifITvRpW2q+J88fGCUseKR1sfV8n1x5e7plIhhP7Ebf9FFEWLU4eLp26X/hlqvLl6JEnSjsUAUpKk2uu/gXXAtanRZQAPEq/nd09qR+wyQggNQwjbGsw8lnq9NYTQqlz9jYA7yl1XXg/KbnhRvAv2UcQb1EzYxvZVpni66B7VLHcPceB6JPCP8s8LEEJoFkK4kXh0X+njRSGE7bp+ZGpjodnA4SGE3qXaUh/4MxXXVoT4GQEeSe0SXUYIoWkI4ZAaatvtxJsk3Vzq1Bep16PL3fe/gIurqG5zf58vEo+Y+1kI4YTKCocQDg0hNEmz3V2jKMqqxn/np1Nvqh3nAU8Qr485YEvTrlOji/9G/PMzGjgliqK1WyjTJITQM7XOZmnFP2dXhxBalitzKfEvN3KBT0qdehRYTxwidy11fWvgd6kv/7qZtjQk3ljntSiKnip1ambq9eRSx4r/XPr+kiRpB+UUbEmSaqkoihaEEB4GfgH8GrguiqLZIYQLiT/kzwwhvA7MIQ599iAO0pYAPbfh1o8D/wWcBcxJ7aydSzyN9oTUfcYDf6qi/OvA3SGE44nDvb2A04jD1Is2s67kthhLvCbgv0IIrwFrgflRFD2xuUJRFOWHEI4DnifeCfrkEMIY4qC0Xqrtg4nXvruiuFwqKILUSL3t7E7iNUInhhCeI/6+DiTuAx9SbnOYKIrGhhB+C/w/4NPU92ce8RqJXYiD4XepfNRbdf0P8S7YZ4cQbo+i6JPUsQuA50III4EFwL6p+z0LnFlJPVX+fUZRtCG1mcu/gVdDCJOId5TOJx4Z2g/oRrzL+daMHKwRIYSBxD+n9YinQV8QQih/2fIoiu4t9fWNxKHsWuJn+m0lZcpPAT84Vf94yoa8/0Pcp7/Hdz/Hy4EDiXce3wj8LIqikj4cRdG8EMKvgPuBaSGEfxKPkDyDOLC8O4qiMlOzy7mJeEOhY8sdH0s85frGEEIX4r73A+A513+UJGnn4AhISZJqt/9HHKJcGULoABBF0ZPAQcBTxOHCFcDZxGHZ85QbfVhdqXX9fgScA3xEPOX0N8SB5Fep+w3ZzIYY/yEOQhqlrj2eeNrmgCiK3tmWtm3GcOLvVUvisPYPxBujbFEURbnEa0D+gDgoOYR4CukVxOvTPQccXm634O+lXp+pgbZXSxRFfycOqRYSr5/4A2AScDiVr8lJFEW3Ez/jq6nrriIO+HYlHnH3+xpq21riv4d6xH8HxcsJDEy18QTinZFbEIfSVY2m2+zfZ6rO/YlHXLYkDjgvI/65mEHcd7+tiWfaBl347t/qF1L5dO6rypUpnrqeA1xXRZlT07l5amOZw1NlFhH/TF9FvB7jc8BhURT9q5JyDwCnEI9aPBf4CfEvIM6Pouja8tcXCyH0If67uiaKogXl6ixKtfsV4sD5v4h/0XFJOs8iSZIyL6uoaLvO/JEkSapUCOFo4pFYt0RRdHNmW5OsEMKVwL3AflEUzdzC5ZIkSdJOzRGQkiRJ299RwEuGj5IkSaoLXANSkiRpO4ui6PRMt0GSJEnaXhwBKUmSJEmSJCkxrgEpSZIkSZIkKTGOgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJrsnK8vLyimqyvso0b94cgFWrViV9KylR9mXVJvZn1Rb2ZdUW9mXVJq322IOs1aspataM5V9+menmSFvN92bVBq1bt87amnKOgJQkSZIk7bCyVq8u8ypJ2vkYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMRkZ7oBkiRJkqSaN2ZsUdrXDhmclWBLJEl1nSMgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCUmO9MNkCRJkiSlZ8zYokw3QZKkanMEpCRJkiRJkqTEGEBKkiRJkiRJSowBpCRJkiRJkqTEGEBKkiRJkiRJSoyb0EiSJElSHVedzW2GDM5KsCWSpNrIEZCSJEmSJEmSEuMISEmSJElS2hwtKUmqLgNISZIkSVIiDCslSeAUbEmSJEmSJEkJMoCUJEmSJEmSlBinYEuSJEmSttlnn03l3XeeYsGCTygs3EC7dl3o2+9U+vYbSlZW9adXL1u2jOHDh/Pennvybf367LJxI4fdeScXX3wxrVu3rrLc1KlTefLJJ5k1axYFBQV06dKFYcOGMXRo5e144YUXmDp1KnPnziUvL481a9bQokULevfuzbBhwzjiiCM2285Zs2bxzDPPMGPGDPLy8mjWrBm77bYbRx11FGeffXa1n1uSaqOsoqL01+TYkry8vJqrrArNmzcHYNWqVUnfSkqUfVm1if1ZtYV9WbWFfbn2qs6aitvTtKkv8dKLfyIrqx57djuIRo2a8NncKaxfn88BB57Iaaf/fot1lF4DMjc3l0suuYQlS5bQbf16QkEBUcOGfN6oEe3bt2f48OG0b9++Qh0vvvgif/rTn6hXrx4HHXQQTZo0YcqUKeTn53PiiSdyww03VChz5pln8vXXX9O9e3fatWtH48aNWbhwIbNmzQLgRz/6EVdeeWWlbX7qqad46KGHAOjduzedOnUiLy+Pzz77jKZNm/L888+n9f1T3eB7s2qD1q1bb9WCvY6AlCRJkiRttbxlC3nl5buoV68+519wP133PACAlSuXMPxvlzJj+qv06HEI+33vmLTr/OMf/8iSJUsYNmwY/+/228kCioDrfvMbRo0axW233ca9995bpszChQu56667qF+/Pg888AAHHBC3Y8mSJfz0pz/l1Vdf5ZBDDmHIkCFlyv3+97+ne/fuNGnSpMzxDz74gF/+8pc8/fTTDBo0iH333bfM+bFjx/LAAw/QsWNH7rzzTnr06FFybuPGjURRlPbzSlJt5xqQkiRJkqStNmnSP9m4cQN9+w4tCR8BWrRox7H/dTkAE955Iu36oihi6tSptGzZkquuuorioTZZwFVXXUXLli2ZPHkyn376aZlyzzzzDBs2bODUU08tCR8B2rVrx89+9jMAnniiYjv222+/CuEjQJ8+fTjmmDg0nTZtWplzBQUF3H333dSrV4/bb7+9TPgIUL9+fXr37p32M0tSbecISEmSJEl1wiGHHELHjh0ZOXIkTz31FK+++iq5ubm0bt2aE088kQsuuIDs7GwWLVrEI488wn/+8x9WrVpF165d+elPf8rhhx9eab1Lly7lySefZNKkSeTm5pKdnU2PHj04/fTTK4y2g3hk3bhx45gxYwaLFy8mPz+fXXbZhYMPPpjzzjuPzp07Vyhz2WWXMWPGDK6+9l8sWTyPd8b/g0WLPiUrC3bffT+OGfJTdt2tV41/z9Ixe/YEAPbdb3CFcz17DSA7uyGLFs1hxfJvaNmqwxbrmzAhru/II4+kUaNGZc41atSII488kldeeYUJEyaUCf6Kyw0eXLEdAwYMoFGjRsyZM4dvvvmGDh223A6A7Oz4I3ODBg3KHB8/fjzLli3jkEMOIYSQVl2SVJc5AlKSJElSnXLjjTfy6KOPsttuu3HwwQezZs0aRowYwR133MFXX33FhRdeyLRp09hnn33o1asXc+bM4de//jXvv/9+hbpmzZrF2Wefzf/+7/9SUFBA//796d27N3PmzOGGG27ggQceqFDmgQceYNSoUWRnZ9OnTx8OO+wwsrOzefHFFzn//POZP39+lW2fOmUUTz5xLesL8umxd39atOzA3Ln/YcTwy1my5Iua/DalZd26NSzPWwRAp84Vg7js7Aa0b98NgNzcTyucr0zxyMaePXtWer448Cs9AnLNmjUsWrSozPnSGjRowJ577lmh3ObMmTOHN998k/r163PooYeWOTd16lSAkv4zatQo7rzzTv785z/zyiuvsHbt2rTuIUl1hSMgJUmSJNUZubm5NGrUiGeffZZ27doB8M0333Duuefyyiuv8NFHHzFw4ECuvvrqktFvI0eO5M4772TEiBEcdNBBJXWtWbOG3/zmN+Tl5XHNNddw+umnU69ePMZj8eLFXHvttTz11FP079+fgw8+uKTcRRddxD777EPLli1LjhUVFfHCCy9w++23c88991RY37DYe5P+yY/PvoPQ84iSci+/dCdTp4xiwjtPVtjs5e47h7F8eW61vkcDB13EoMEXp3Xt8uVx6Ne4cXMaNao4jRmgRcv2LFw4m7xUULklublxeyvbZKb08eLAsfSfmzdvXul06uJys2fPLlOutFdeeYXp06dTWFjIokWL+Pjjj8nOzuZXv/oV3bp1K3PtvHnzAFi/fj1nnXUWS5YsKXP+L3/5C7fffnuFdSMlqa4ygJQkSZJUp1x99dUl4SNAhw4dOO644/jnP//J+vXr+eUvf1kSPgKceuqp/O1vf+Ojjz6isLCw5Nwrr7zC4sWLGTp0KN///vfL3KN9+/Zcd911XHDBBYwcObJMAHnYYYdVaFNWVhbDhg3jtddeY8qUKaxZs4amTZtWuO7Qw84sCR+Lyw0+5hKmThnFvM8rjtDcZ9+B5K9ZUY3vDnTs1GPLF6UUrM8HoGHDxlVe07BhDgDrC/LTqjM/P76ucePK68zJySlzXTplqipX2ocffshrr71W8nXjxo25+uqrOemkkypcu3LlSgCGDx9Ou3btuOeee/je977H4sWL+dvf/sZbb73FNddcw9NPP03btm2rbJMk1RUGkJIkSZLqjOzs7DKjGIvttttuABx00EEV1vurX78+nTp1Yvbs2SxfvpxddtkFgMmTJwMwcODASu/Vs2dPmjRpwsyZMyucW7ZsGe+++y7z5s1j9erVbNy4seT4pk2b+PrrryudStxj70MqHGvatDU5OS1YtWpphXPHHX9lpW2rKUUUxX/IytrsVdWqs6goVWXldRafr06ZqsqVdv3113P99dezdu1avvrqK5577jluu+02xo8fz2233VZmPcriv6+ioiLuuusu9tprLwD23HNPbrvtNs477zzmzJnDyJEj+clPfrLZ+0pSXWAAKUmSJKnOaNu2bZnRjcWKR8dVNe23+HxBQUHJseKpvFddddVm77l+/foyX48cOZL777+/wvHS1qxZU+nxli0r3zylUaMmrF27crPt2BpLlnzBhPEVd44+qO8pdOm6P40axaM0C9ZXvebhhoJ1cRsbVj41urziKdRVraNY/H0rPdV6S2WqKleZnJwc9t57b66//nqysrJ46aWXePrpp7ngggsq3G+fffYpCR+LZWVlccopp3DXXXcxffr0zd5LkuoKA0hJkiRJdcbmRsilc7604hF1AwYMoFmzZmmVmTVrFnfddRc5OTlcd9119O3bl7Zt25ZMHb7hhhsYM2ZMlaP1srKqt4/o66Pvr/YU7J69B9C791EArF61jBkzXqtwTdduB9Kl6/60atURgHXrVlFQsLZkunVpK1fG6yMWX7slnTp1Ys6cOSxevLjS88XHO3bsWKYMwKpVq1i7dm1JYLylclty/PHH89JLLzFhwoQyAWRxG4vvW17xTuZLl1YclSpJdZEBpCRJkiRthQ4dOjB//nzOOussDjzwwLTKjBs3jqKiIi677DKGDh1a4fzXX39do22c+fFb1d6EplXrTiUB5J7dDuQPf3yvymsbN25Gq9adWJ63iIULI7p27VPmfGHhBr755jMg/bUle/Towfjx44miqNLzxcd79PiuvmbNmtGpUycWLVpEFEX06VO2HRs2bODzzz+vUG5LWrVqBUBeXl6Z4yEExo8fX7IWZHkrVsShb2VBqCTVRQaQkiRJkrQVDjnkEKZMmcLbb7+ddgBZHFh16FBxKvW8efOYM2dOjbbxml+NqtH6KtOz5xFMfu85Zn48rkIAGc1+l8LCAjp26pH2CMgjjjiC4cOH8+6775aZ8g7xNOoJEyYA8cjT8uWee+45xo4dWyGAnDBhAuvXr2fvvfeu1gjI99+PN/YpXiO02IABA/jb3/7GrFmzyM/PrzCtu7hcz549076XJNVm1Ru/L0mSJEkCYOjQobRv357nn3+ep59+msLCwjLni4qKmDFjBhMnTiw51qVLFwBeeOEFNmzYUHJ81ItLufbaW0s2N3l/OowZW1TyX97y5J9nax166A+oXz+bqVNe4IsvPig5vmrlt/z73w8BcOSRZ1co9/xzt3DfPWcy+b3nyhzv2bMnffv2JS8vj/vuu69kC5si4P7772f58uX079+/wkjGM888k+zsbF544QU++OC7dnz77bc89FDcjrPPLtuOWbNm8eqrr1YIOgHeffddHn74YQBOOeWUMuf22msvDj/8cFasWMGf//znMn/37777LqNHj6ZevXqcdtppFb9hklQHOQJSkiRJkrZC06ZNufvuu7n66qu5//77eeqpp+jevTstWrRgyZIlfPXVVyxbtowzzzyTww8/HICTTjqJZ555hkmTJnH66aez7777sn79eqZOnUGLFrvQq9cAZs16J8NPVj1t2u7GiSddzcsv3cmjI66gW7e+NGyUw2dzp7J+/Rr273Mc39v/2ArlVqz4hm+//ZL8/IprVF5//fVccskljBw5kg+6dCGsX0/UqBGfjRxJu3bt+N3vflehzG677cY111zDHXfcwc9+9jP69u1LTk4OU6dOZc2aNRx//PEce2zZdixevJg//OEP3HPPPfTs2ZM2bdqwevVqvvzyy5Lp8GeddRZDhgypcL/f/e53/OQnP+GVV15h2rRphBD49ttv+eSTTygqKuLnP/+5IyAlKcUAUpIkSZK2Uo8ePXjyySd57rnneOedd/j4448pLCykTZs2dOvWjbPPPptjjjmm5PoWLVrw6KOP8te//pWpU6fy7rvv0rZtWw7qezIDB13E6FfvzdzDbIN+Bw+jTZtdmfDOk3z99Uw2btzALrt0oW+/ofQ7eFi16+vUqROPP/44w4cP571nn2VMs2a03biRYcOGcckll9CmTZtKyw0bNoxdd92VJ554gpkzZ7Jhwwa6dOnCqaeeyrBhFdvRu3dvLrroIj744AO+/PJLPvroI7KysmjXrh3HHXccQ4cO5YADDqj0Xm3btuWxxx7jscceY/z48UyaNImcnBz69+/Pj370Iw4++OBqP7ck1VZZVe2utjXy8vJqrrIqNG/eHIh3N5N2ZvZl1Sb2Z9UW9mXVFvblnc+YsYl/lNrhDRlc+Q7krUuFjXnLlm2v5kg1zvdm1QatW7eu/M16C1wDUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJi3IRGkiRJkhLguo6SJMUcASlJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhKTnekGSJIkSZI0ZmxRpcd/kMY1VRkyOGsbWiRJqimOgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnJznQDJEmSJGlnMWZsUaabIEnSTscRkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTEGkJIkSZIkSZISYwApSZIkSZIkKTHZmW6AJEmSJElJGDO2KO1rhwzOSrAlklS3OQJSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlxgBSkiRJkiRJUmIMICVJkiRJkiQlJjvTDZAkSZKkTBoztijTTZAkqVZzBKQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxGRnugGSJEmSJGXamLFFaV87ZHBWgi2RpNrHEZCSJEmSJEmSEmMAKUmSJEmSJCkxTsGWJEmSVOtUZzqtJElKliMgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYrIz3QBJkiRJSseYsUWZboIkSdoKjoCUJEmSJEmSlBhHQEqSJEmSVA3VGY07ZHBWgi2RpJ2DIyAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJcYAUpIkSZIkSVJiDCAlSZIkSZIkJSY70w2QJEmSJKm2GjO2KO1rhwzOSrAlkpQ5joCUJEmSJEmSlBgDSEmSJEmSJEmJMYCUJEmSJEmSlBgDSEmSJEmSJEmJcRMaSZIkScqwpd9+xfjxj/PZZ1NZszqPnJwWdOvel6MHXkC7dl3SqmPJkvn8z4PnUlhYwG6778NPLx1e4ZqVKxbz6qv3MvfT/5CVlUWPvQ/hhBOuonmLXSpcW1Cwlvvv/SHNW+zCT376CFlZ1dsg5V/P/4EZM15j4KCLGDT44iqvu/vOYSxfnsuFFz3Ent0OLDk+buxw3ho3ghv23rvkWIObj6ZRo2a0absru+7ak333O4Y99tivyrpvuP5QAK6+9l+0bt2pWu2XJNUcA0hJkiRJyqB586bz5D9+RUFBPm3a7kboeTjLli3gow//zaxP3ua88++jS9f9N1vHpk2beGHUbWzcuGGz1zzxj2vJzf2UPbsdBMDH/zeWZUu/5tLLH60QML41bgSrVn3Lj86+vdrhY03ao6CAg9auBeCzAd8nP38FuYs+5cv5H/HepGfZc88DOe2MG2jVqmPG2ihJ2jwDSEmSJEnKkIKCdTz7zI0UFORzxJE/Zsixl1OvXrxS1vTprzJq5H/zz2d+z1VXP0fDho2rrOc/k5/ny/kf0e/gYUydMqrSa2bNeofc3E8ZOOhiBg2+CIA3xzzM+LcfY9asd+jd+6iSaxcvnsd7k/5Jv4OH0blzqMEnrr6D1q7lT998A8CzP7il5Pjnn7/Pa6/cw7x50xn+yGVcetkImjVrk6lmSpI2wzUgJUmSJClDPvnkbVavXkrbtrsz5NjLSsJHgAMPPJGevQawatW3zJj+apV15C1byJtj/sre4TD22++YKq9btDACoG+/U0qOHXzwsDLnir3y0l3k5LTgmCE/3arn2h66dTuIn1z6CO3bd2PF8lxee/XeTDdJklQFA0hJkiRJypCFC2YD0HXPA6hXr36F89279wVg1ifjq6zjhRf+H5DFKaf8erP3Wpu/EoCcnBYlx3KatAQgP39FybEPPnidefOm81/H/5zGjZul9yAZ0rBhDsef+AsAZn48jpUrl2S4RZKkyhhASpIkSVKGbChYB5QNBUvLaRIfX7RoTqXnp019ic8/m8aQYy+lZasOm71Xy9bxGolLlnxRcqz4z8UbtKxbt5p/j36Qrl370KfPcWk/RybttdfBNGnSik2bNjJv3vRMN0eSVAkDSEmSJEnKkCZNWwGwfPmiSs/nLYuP5+evYP36/DLnVq5YzL9ff4Dddt+Hg/ufvsV77b33oWRl1eP11+5nxYrFrFixmNdfu5+srHr02DveLfrNMQ+Tn7+ck0751TY81fbXqVMPABZ/My/DLZEkVcZNaCRJkiRl1JixRZluQsbs2e1A3hn/OHOiSaxatZTmzduWnNu4sZAZM75b+7FgfT6NGjUp+fqlF+9gw4Z1DD31t2XWjqxKx4570f+QM5j83rPcdcfQkuOHH/FDOnTozsKFEVOnjOLQw86kQ4duJec3bFhP/foN0rpHZd4aN4K3xo3YqrLpKg5y165dmeh9JElbxwBSkiRJkjKke/d+7Lb7Pnz91Uwef+wqTj75Wjp26kFe3kLeeP0h8pYtJCurHkVFm8gqFQB++OG/iaKJHHX0+XTsuFfa9zvxpF/SrXtfPps7BYAePQ4h9DycoqIiXn7pTpo1b8vAQfEO2bNmTeCN1x/k22+/JDu7IfvsO4iTTr6Wxo2bVusZO3bsUTJCsTIzZ75FQcHaatVZXlFRHGJnkbVN9UiSkmEAKUmSJEkZkpWVxQ9/eBtPPfkbFi6czfBHLi05V79+NieceBWvvXoPWVlZJRvCrFmTx2uv3EvbXfbgqKPPr/Y9e/U6kl69jixzbNrUF/n6q5mc+cM/0qhRE3Jz5/LM09fRpcv+DDn2MpYtW8DYN//Gxo0bOPOs/67e/XoPYNDgi6s8P2/e9G0OINemNtEpXjNTkrRjMYCUJEmSpAxq0bI9P71sBJ/OmcQXX3zAurWradmqA/vtdwyFGzdQVFRE27a7k53dEID58z8iP385DRvl8I/Hf1mmrnVrVwOwZPE8Rgy/HICzz7mrzNTt8vLzVzDmjb+w11792XffQQC8O+EpsrMb8cMf/4mcnOZx3etWM/7txxgy5FLatN2txr8PW6uoqKhkk572paaOS5J2HAaQkiRJkpRh9erVI/Q8gtDziDLHJ018BoBu3ftWKLM8bxHL8yrfvGb9+ny+mDcDgE2bNm723v9+/UE2bFjHSSdfU3Js8Tef065dl5LwEWD33fcF4JvF83aoAPKzuVPIz19BvXr12bPrAZluzjZJdz3UIYOdai5p52IAKUmSJEk7oA0b1jF58vNkZWXRr9+pJcd79z6KP/zxvUrLzPt8On8f8TN2230ffnrp8C3e48sv/48Z01/lqKPPp+0uu5ccz8qqR8GGdWWuLdgQT5Oul7V1m9EkoaBgLaNfux+A/b43hOYtdslwiyRJldlx/s8hSZIkSXXQN998xoZyYV9+/gqe+d/ryVu2gH4HD6NT571r/L6bNm3k5ZfupFWrTgw46twy5zp06Ma3S77gqy8/Tl27iQ+mjyYrK2uHmeY8b950/vbwT1i8+HNate7E8SdcmekmSZKq4AhISZIkScqgiROe5pNP3qZT50Dz5ruwdu1K5n/xIRs2rGOffQdywom/3HIlW+E/k58nd9GnnH3OnTRo0LjMuSMGnM2HH/6bxx69km7d+7E8bxG5uZ/S54Djad26UyLtqcr7OTn8tkMHAD579ibW5q9k0aJPWb16KQDduh3EaaffQNOmrbdruyRJ6TOAlCRJkqQM6tl7AKtXLyM3dy5fffkxjRo1YY8u36Nv31PYd7/Bidxz1aqljH3zEXr2PLLCupMA7dvvyTnn/Zk33/grn855j8aNm9G//+kce9wVibRnc75s2JAvG8Yb8DT4ZDyNGjWjTZvO7Pe9wey33xB232Pf7d4mSVL1ZBUVpbfIbTry8vJqrrIqNG8eL4K8atWqpG8lJcq+rNrE/qzawr6s2mJn68vpbryhuukH329b8udnn1uawZbsONyEZue0s703S5Vp3br1Vr0BOQJSkiRJUo0zVJQkScXchEaSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCUmO9MNkCRJkiRJ6Rsztijta4cMzkqwJZKUHkdASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxBhASpIkSZIkSUqMAaQkSZIkSZKkxGRnugGSJEmSJCkZY8YWpX3tkMFZCbZEUl1mAClJkiQpLdUJMiRJkoo5BVuSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYgwgJUmSJEmSJCXGAFKSJEmSJElSYtwFW5IkSarD3NlakiQlzRGQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhJjAClJkiRJkiQpMQaQkiRJkiRJkhLjLtiSJElSDVmwYAGPPPIIU6dOZdWqVbRv355BgwZxwQUXkJOTU+36CgsLefrppxk9ejQLFy4kJyeH/fffnwsvvJAQQoXrN27cyNtvv83cuXP5+OOPmTlzJvn5+RxwwAH85S9/qfI+N1x/6BbbkpWVxa3/PanazyCp9lu2bBnDhw9n4sSJLFu2jDZt2nDEEUdw8cUX07p162rXV1RUxAsvvMALL7zA/PnzadiwIb169eLcc8/loIMOqrTMxIkT+fjjj/nkk0+YNWsWK1eupGPHjrzwwgtV3mf58uVMmDChpMzcuXMpLCzkoosu4pJLLql2uyVVzQBSkiRJqgFRFHHZZZeRn59PCIE+ffowc+ZM/vGPfzBp0iQefvhhmjZtmnZ9hYWFXHXVVUybNo3WrVtzxBFH8O233zJ+/HgmTZrEXXfdRf/+/cuUyc/P5/rrr6922w844IQqz3351ccs/fZLunY9oNr1Sqr9cnNzueSSS1iyZAldunRhwIABzJ07l5EjRzJhwgSGDx9O+/btq1XnrbfeyujRo2nSpAmHHHII+fn5TJs2jSlTpnD99ddz0kknVShz0003sXr16mrd58MPP+SPf/xjtcpI2joGkJIkSdI22rhxIzfeeCP5+flcfvnlnHvuuQBs2LCB3/72t0ycOJEHH3yQ3/zmN2nX+cQTTzBt2jR69+7NAw88UBJevvHGG9x4443cfPPNjBw5kiZNmpSUyc7O5rjjjqNPnz707t2bBQsWcN11123xXqedcUOV5+798w8A6HNg1SGlpLrrj3/8I0uWLGHYsGH8+te/Jisri6KiIu644w5GjRrFbbfdxr333pt2fa+//jqjR4+mc+fOPPzww7Rr1w6AGTNm8POf/5w77riDvn370rFjxzLlBg4cyB577EGvXr1o3LgxF1988Rbv1aZNG0477TR69epFz549GT16NE8//XS1nl9SelwDUpIkSdpGEyZMYP78+XTv3p1zzjmn5HiDBg247rrrqF+/Pi+//DIrVqxIq77CwkKeeeYZAH71q1+VGTl57LHHcthhh5GXl8fLL79cplxOTg4333wz55xzDgcddBCNGzfepuf6cv5HLF36FQ0b5rDPPgO3qS5JtU8URUydOpWWLVty1VVXkZWVBcRLNlx11VW0bNmSyZMn8+mnn6Zd55NPPgnAFVdcURI+AhxwwAEMHTqUgoKCkvfH0q6//nrOOecc+vbtS7NmzdK613777cevf/1rTj75ZHr06EH9+vXTbqek6jGAlCRJkrbRhAkTABg0aFDJB/Biu+yyC3369KGwsJBJk9JbQ/Gjjz5ixYoVdO7cmV69elU4f8wxx5S5b1I+mDEagF69j6JRoyZbuFpSXVP8HnTkkUfSqFGjMucaNWrEkUceWea6LcnNzWXu3Lllypa2vd77JNU8A0hJkiRpGxWP7unZs2el54s3jEl3FFBN17c1CgsL+L//GwvAgQeemNh9JO28avq9as6cOQB069aNBg0aVFnfggULWLNmTbXbKylzDCAlSZKkbZSbmwtQ5UYLxccXLVpUo/WtWLGC/Pz8arU1XbNnTWDdulW0bNmBrnsemMg9JO3ctvd7X5MmTUqmVxdfK2nnYAApSZIkbaPiELCqNRdzcnLKXFdT9VWnzuqaMeM1APoccDz16vmxQVJF2/u9b2vqlLRjcBdsSZIkqYaUX/+xWFFRUbXqKb6+qvq2ZPTrBQB89FFcT95yGDM2/TasXr2MuZ/+B4gDSEmqzJbeq7b3e5+kHZcBpCRJkrQFt956a4Vj+++/P0OHDgXiaYErV65k7dq1lZZfv359yXXpKL6uqvrWrVtX4dqa9NGH/2bTpo3svse+7LLLHjVev6TaYUvvVTX93gffvf8l8d4nKTkGkJIkSdIWvPbaa5UeLw4gO3bsyMqVK1m8eDE9evSocN3ixYtLrktHp06dypSrqr4WLVok8iF8xvR49+sDDjihxuuWtOOqzkjpIYOz6NSpE3PmzNnie1VNvfetXbuWVatWVatOSTsGA0hJkiRpCyZPnrzZ8z169GDOnDlEUcThhx9e4XwURSXXpaP4uuJy21pfdeTmziU391Oysxuy737H1Hj9kmqHMWOLqFe/BzCecW/NpmXriuHluLdmA9V/7/v888/ZsGFDhZ2wi9/7OnfuTNOmTbeh9ZK2N1eTliRJkrbREUccAcC4ceMqnFu6dCkffPAB9evX57DDDkurvu9973u0aNGCBQsWMHv27Arn33zzTQAGDBiwDa2u3Izp8WjPnr0GkJPTvMbrl1R79OwZv/dFsydSWFhQ5tyGDeuZPetdIP33qk6dOtG9e3fWr1/Pu+++W+F8ku99kpJlAClJkiRtoyOPPJI99tiDuXPn8sQTT5QcLyws5E9/+hOFhYWcfPLJtGrVqky55557jjPPPJNbbrmlzPHs7GzOOussAO68807WrFlTcm7MmDFMnDiRVq1acdJJJ9Xoc2zatJGPPnwDcPq1pC3rvGugW7eDWLMmj9Gv3VeyiUxRURGvj76f/Pzl7LVX/wojIN9++23OPPNMrrjiigp1nn322QA8+OCDfPvttyXHP/jgA1588UUaNGjAD37wgwSfSlISnIItSZIkbaPs7GxuvfVWLr/8ch566CHGjRvHrrvuyscff0xubi7du3ev9IP28uXLmT9/Pm3atKlw7pxzzmHatGlMnz6dM844gwMPPLBkNGV2djY33XRTpVMQ77jjDqZN+xSA/LUrAVi0MOLhv15ccs3JJ/+KzruGCmXnfvofVq9eSrNmbdmrx8Fb/f2QVHcMO+16/vbwT5jyn38x7/PpdOi4F9/kzmXJki9o3nwXTh12XYUyq1evZv78+SWb1JR23HHH8d577/HGG29w5pln0q9fP9auXcu0adPYtGkTv/3tb+ncuXOFcn//+9+ZOHEiAAUF8WjMpUuXctFFF5Vcc+GFF1ZYJqP0+eK1J1966aUyS2+MGDGiOt8SSZUwgJQkSZJqQM+ePXn88ccZPnw4U6dOZe7cubRv356zzz6bCy+8sNqbxTRo0ID77ruPp556itdff53x4yfQsGEOPXsNYODAC1mdHyrdMGL6jHl8+eX/lTm2fn0+X381s9TXa8oXA2DGjHj69f59/ot69epXq72S6qZWrTtx+RWPM27scKJoIrM+GU/TZq3pd/AwBg2+mGbNKv6CZXOysrK45ZZb2H///XnxxRd57733aNCgAQceeCDnnnsu/fr1q7Tc119/zcyZM8sc27BhQ5ljeXl5FcqVLwOwZMkSlixZUq12S9q8rOIh0jUhLy+v5iqrQvPm8To0xTtfSTsr+7JqE/uzagv7snZk1dmdNqdxYwDWrluXVHOk7eYH329b8udnn1uawZZoaw0ZnJXpJuwQ/HeGaoPWrVtv1Q+0a0BKkiRJkiRJSoxTsCVJkqQMqs7IRkmSpJ2RIyAlSZIkSZIkJcYAUpIkSZIkSVJinIItSZIkSZISU52lJtywRqqdDCAlSZKkGua6jpIkSd8xgJQkSZIkSTuEdH+B40hJaefiGpCSJEmSJEmSEuMISEmSJEk1YtGizzLdBNVy9rHtq1On7pluQpVcV1LauRhASpIkSaoRV115cKaboFroF6X+bB/bvv753NJMN0FSLWEAKUmSJEmSai1HS0qZ5xqQkiRJkiRJkhLjCEhJkiTVWY6KkSRJSp4BpCRJkmqV6oSKO0K9tcm990/JdBNUG5Va99E+pqT5iykpGQaQkiRJkmrEjrxjrmoH+5h2JIaVUvoMICVJkuooR/RJkrR9jBlbRE7jAgDWrquZ//8mFWom9e8DQ9i6LauoaOf6h+ctt9xSBHDTTTfZc7VTsy+rNrE/q7awL6u2sC+rNrE/q7awL6sucxdsSZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYkxgJQkSZIkSZKUGANISZIkSZIkSYnZ6XbBliRJkiRJkrTzcASkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMQYQEqSJEmSJElKjAGkJEmSJEmSpMRkZ7oBxUIIhwG/Bw4BGgNzgb8DD0RRtDHNOhoAlwN9gAOA3kAD4JIoioZvoex5wM9SZTYCM4C7oih6ZWueR3VXTfTlra0rhNAeuBY4AegCFABfAM8Af42iaNXWPZXqokz25VSZZsAvgTOA7kAR8CUwEfhZFEUbtuKxVAdlui+XKtsIeB/YB1gQRdFu1XwUKWP9OYRwODAUGAh0BVoAC4GxwJ+iKJq79U+l2iqEsBtwK3Ac0BZYBLwA3BJFUV6S9dTkz4qUib4cQugBnAb8F9AD6ADkAZOBe6MoemubHkraznaIEZAhhKHAO8AAYBTwENAQuIc4OElXU+Be4HygI5Cb5v3vAh4DOgGPAE8C+wEvhxCuqMb9VcfVYF+udl0hhK7A/wG/ApYAfwWeBpoBdwDvhhBytuKxVAdlsi+nynQl/kXQrcAK4C/Aw8As4kCyUTUfSXVUpvtyObcR/3JI2ioZ7s8jgWuAdcBTwAPEAeRFwAchhEOr/0SqzUII3Yl/6XIBMIW4b30O/AJ4L4TQNql6avJnRcpgX/4D8Cfi4PE14G7iX8SfCIwLIVy5bU8mbV9ZRUVFGW1ACKEF8W+jWgKHR1E0LXW8MTAOOBT4YRRFW/wfRQihITAY+CCKokUhhJuBm9jMCMjUb8YmAp8B/Yp/65D68Ps+cajZM4qiL7bhMVUH1HBfrnZdIYSHiEcA3xxF0S2ljtcH3gAGAedFUfSPGnhc1WI7QF9uQPyPsn2AM6IoeqlcnfWBTVEUZfZ/YNrhZbovlyt/dOq6y4kDdUdAqloy3Z9DCL8BnoiiaGG5un4H/BH4OIqi/bb5QVVrhBD+DRwLXBlF0QOljv+ZeIbDw1EUXVrT9dTkz4oEGe3L5wMfRlE0o1w9RwFjiGcHdY2iaNE2PJ603ewIIyDPANoBzxT/zwEgiqJ1xEPmAS5Lp6IoigqiKBpdzR/A4h/wP5Ye8pwKHB8iHmVzQTXqU91VY315K+vqlnotE9akppi8mvqyXZr3V92W6b58DvFSGveVDx9TZTcaPipNme7LQMmH4ceAsVEU/bU6DyCVktH+HEXR7eXDx5TbgbXAvumOAlLtF0LoRhy0fEH8maq0m4A1wDkhhKYJ1FOTPyuq4zLZl6Moeqx8+Jg6Ph54m3hU72HpP42UWTtCADko9fp6JefeAfKBw1LrJm3v+48ud420OTXZl7emrpmp1xNLXxxCqAccD2wi/q2vtCWZ7ss/Sr0+FkLoGkK4LIRwXQjhx364VTVlui8Xux9oTTxVVdpaO0p/Lq8IKEz92XX1VKy4j70RRdGm0idSa5JPBJoQr89Y0/Vk+vOlapdM9uXNKV4LvXCzV0k7kB0hgAyp1znlT0RRVAjMI94sp1v589t84/i3C7sCq6sYNflp6nXvmr63aqWa7MtbU9cdQAT8IYQwNoRwZwjhPuJgsi9wcWW/QZMqkem+3I94jbHjid+H/4d47bwngfkhhAvTegop832ZEMIw4Dzg6iiKvky75VJFGe/PVfg+0ByYHEXR8jSuV91QZR9LSfdz1tbUk7HPl6qVMtmXK68ohC7ES8/lE4fq0k5hRwggW6ZeV1Rxvvh4q1p2b9U+Ndmfql1XFEWLiX9jNor4N2zXAlcS/8/uWeDNNO4rQQb7cmo0QgugAXAn8eLcXYh3CbyQeKTN8BCCI9OVjoy+L4cQOhBvnjQ6iqIRadxD2pyM9ufKhBD2JN6MppB4gxqpWE31162px894qkmZ7MsVpP6t/BTxUnE3V2cHbinTsmuikhDCF1RvV8enoig6O81rs1KvmVzvy7XG6oidqC9XqCu1cdJLQA5wAt8N4x9KvGPa0BDCoVEUzauB+2sHtxP35fqlXkdGUfTrUtc+GkJoRjyd9Te4pECdsBP3ZYBHiMP0S2qgftUCO3l/LiOE0J54uaJ2wM+iKJpUA/dV3VFT/XVr6tkRPl+q9thufTm1EeMTwOHAP4G7tvGe0nZVIwEk8Q7S66pxfekFrIuT/paVXUg8Eqb0dTVpS/fe0m8pVPvsKH15a+p6DNgP2D+Koo9Sx1YCD6d2/buXeIHj89O4v3Z+O2VfjqIoP4RQQLyo9qhKrh9FHEAenMa9VTvslH05hHAucDJwXhRFC9KoX3XDTtmfy0uFj+OIZ1n8Ioqi/0njnqpbaqq/bk09mfx8qdonk325RCp8fJJ42YtngbPdlFE7mxoJIKMoGrwtxYnXp9sbeL/0iRBCNrAn8bSOz7fhHpXfOIrWhBAWALuGEDpVsg5kj9RrVes0qJbZgfpyteoKITQHjgKWlQofS3sr9XpQms+indzO2pdLldkPWF5JfcXTTHLSuLdqgZ24Lx+Yen08hPB4JfXtGkIo/uDQ2rXz6oaduD+XPt8JGAv0JB75aPioykSp16rWs0v3c9bW1JOxz5eqlTLZl4GSfvs0cfj4NHBuFEVu+qWdzo6wBmTxFLrjKjk3gHgK6aQoitZn4P7Hl7tG2pya7MvVrath6rVFCKFhJWXapV4L0ri3lMm+DPEHW4B9KylTfOyLNO4tZbIvvweMqOI/iBeOL/46qX/jqHbJ9HszIYTdgPHE4eOlho/ajOJffh8bQijzmTP1i/PDgbXA5ATqyfTnS9UumezLpD7bPU8cPv4DOMfwUTurHSGAfB74FjgrhNC3+GBqyuh/p778S+kCIYSWIYSeqd/Abqu/pl6vDyG0LnWPrsDPiD8UPFoD91HtV5N9uVp1RVG0FJhFPKr5hnL3aAz8PvXlWKQty1hfTnmYeGTCL1MfdkuX+WPqy2e25sFU52TyffmfURRd/P/bu3tQOao4DsOvhYLYioWIRiy2jKAhGiwMCFqoBBS10ohgZZqksRKsrLQQsRDFj1owgjZiEUQCKSwsLA4oUVCwkFgFBdFYzIiXcKO5yU42XJ4HhoVh5+we+O/szG/PnrPdNj/l1y37fltHZ9n1NnpuXq1WtzaFj3dUz40x3rr8LrFbjTG+qz6r9jTdU231cnVD9cEY42zVarW6dq7VOy6nndmlXHvAtjZZy/OCMx81zen/TvXsGOOv9fQMrrxrzp3b/LQBq9XqUNMXxe9NN5Vnqkeb5pX5sHpi6/wGq9XqcFMo+P4Y4/B5bb3Y9Kts1Z3V3upk/y5r/+UY4+3zjnm1Olr9OL/eddWTTauuHhljvLGWjrLrrbmWd9rWA9WnTfV7qqnur28ayXtb9W11zxxWwn/aZC3PxxxtWjzpTHW8Ols92PS3lVPVQaENF2PTtXyB93Su+mmMccv/PRe22vB1xummG+evqk8u8BbfG2N8fzl9ZPeYA5iT1U3Vx00/lu+vDjb9zfTAP9el8+CP09UPY4w9l9rOlmMOtYbzNdTmanm1Wr3bNH//L9Wbbb9AzYkxxom1dBQWdjWMgGyMcbxp/rovqseqI9UfTaHgUzv8cnioembe9s77DmzZd982r3+s6YP9c/V89XT1TfWI8JGdWGct77StMcbn1b6myYlvrl5oquuz1SvVPuEjF2uTtTwf81r1cPV19XjTufnP6qWEj+zApmsZ1mnD9bxnfryraVG77bY9wWwe8XV300KJ+6tjTSNoX6/uvdjr0ktpx/maddpgLd8+P97YdA283Xn3/kvrFVx5V8UISAAAAABgd7oqRkACAAAAALuTABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWIwAEgAAAABYjAASAAAAAFiMABIAAAAAWMzfZZl02r+Fy+EAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1240,10 +1230,10 @@ "id": "46f94b80", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:46.300888Z", - "iopub.status.busy": "2022-06-01T16:15:46.300534Z", - "iopub.status.idle": "2022-06-01T16:15:46.305288Z", - "shell.execute_reply": "2022-06-01T16:15:46.304669Z" + "iopub.execute_input": "2022-06-01T18:56:20.095845Z", + "iopub.status.busy": "2022-06-01T18:56:20.095471Z", + "iopub.status.idle": "2022-06-01T18:56:20.099711Z", + "shell.execute_reply": "2022-06-01T18:56:20.098858Z" } }, "outputs": [], @@ -1260,10 +1250,10 @@ "id": "49ec3cc7", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:46.308779Z", - "iopub.status.busy": "2022-06-01T16:15:46.308486Z", - "iopub.status.idle": "2022-06-01T16:15:46.312929Z", - "shell.execute_reply": "2022-06-01T16:15:46.312199Z" + "iopub.execute_input": "2022-06-01T18:56:20.103411Z", + "iopub.status.busy": "2022-06-01T18:56:20.103033Z", + "iopub.status.idle": "2022-06-01T18:56:20.107674Z", + "shell.execute_reply": "2022-06-01T18:56:20.106917Z" } }, "outputs": [], @@ -1281,10 +1271,10 @@ "id": "cf970faf", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:46.316858Z", - "iopub.status.busy": "2022-06-01T16:15:46.316387Z", - "iopub.status.idle": "2022-06-01T16:15:46.330303Z", - "shell.execute_reply": "2022-06-01T16:15:46.329280Z" + "iopub.execute_input": "2022-06-01T18:56:20.111156Z", + "iopub.status.busy": "2022-06-01T18:56:20.110839Z", + "iopub.status.idle": "2022-06-01T18:56:20.120492Z", + "shell.execute_reply": "2022-06-01T18:56:20.119891Z" } }, "outputs": [], @@ -1372,10 +1362,10 @@ "id": "7483a55e", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:46.336169Z", - "iopub.status.busy": "2022-06-01T16:15:46.335627Z", - "iopub.status.idle": "2022-06-01T16:15:46.340320Z", - "shell.execute_reply": "2022-06-01T16:15:46.339498Z" + "iopub.execute_input": "2022-06-01T18:56:20.123438Z", + "iopub.status.busy": "2022-06-01T18:56:20.123173Z", + "iopub.status.idle": "2022-06-01T18:56:20.125998Z", + "shell.execute_reply": "2022-06-01T18:56:20.125540Z" } }, "outputs": [], @@ -1390,10 +1380,10 @@ "id": "07f83462", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:46.346632Z", - "iopub.status.busy": "2022-06-01T16:15:46.345700Z", - "iopub.status.idle": "2022-06-01T16:15:46.351724Z", - "shell.execute_reply": "2022-06-01T16:15:46.350232Z" + "iopub.execute_input": "2022-06-01T18:56:20.128773Z", + "iopub.status.busy": "2022-06-01T18:56:20.128453Z", + "iopub.status.idle": "2022-06-01T18:56:20.131567Z", + "shell.execute_reply": "2022-06-01T18:56:20.131063Z" } }, "outputs": [], @@ -1410,10 +1400,10 @@ "id": "f2b0d0c8", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:46.355533Z", - "iopub.status.busy": "2022-06-01T16:15:46.355086Z", - "iopub.status.idle": "2022-06-01T16:15:49.312112Z", - "shell.execute_reply": "2022-06-01T16:15:49.311179Z" + "iopub.execute_input": "2022-06-01T18:56:20.134405Z", + "iopub.status.busy": "2022-06-01T18:56:20.134184Z", + "iopub.status.idle": "2022-06-01T18:56:22.729728Z", + "shell.execute_reply": "2022-06-01T18:56:22.728285Z" } }, "outputs": [], @@ -1428,16 +1418,16 @@ "id": "006b62e2", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:49.315927Z", - "iopub.status.busy": "2022-06-01T16:15:49.315543Z", - "iopub.status.idle": "2022-06-01T16:15:49.537663Z", - "shell.execute_reply": "2022-06-01T16:15:49.536739Z" + "iopub.execute_input": "2022-06-01T18:56:22.733478Z", + "iopub.status.busy": "2022-06-01T18:56:22.733169Z", + "iopub.status.idle": "2022-06-01T18:56:22.940968Z", + "shell.execute_reply": "2022-06-01T18:56:22.940270Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1479,10 +1469,10 @@ "id": "1e109784", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:49.542183Z", - "iopub.status.busy": "2022-06-01T16:15:49.541863Z", - "iopub.status.idle": "2022-06-01T16:15:49.548815Z", - "shell.execute_reply": "2022-06-01T16:15:49.548034Z" + "iopub.execute_input": "2022-06-01T18:56:22.945634Z", + "iopub.status.busy": "2022-06-01T18:56:22.945281Z", + "iopub.status.idle": "2022-06-01T18:56:22.951156Z", + "shell.execute_reply": "2022-06-01T18:56:22.950422Z" } }, "outputs": [], @@ -1518,10 +1508,10 @@ "id": "5e2d75f4", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:49.552905Z", - "iopub.status.busy": "2022-06-01T16:15:49.552559Z", - "iopub.status.idle": "2022-06-01T16:15:49.559540Z", - "shell.execute_reply": "2022-06-01T16:15:49.558769Z" + "iopub.execute_input": "2022-06-01T18:56:22.955570Z", + "iopub.status.busy": "2022-06-01T18:56:22.955206Z", + "iopub.status.idle": "2022-06-01T18:56:22.962507Z", + "shell.execute_reply": "2022-06-01T18:56:22.961792Z" } }, "outputs": [], @@ -1573,10 +1563,10 @@ "id": "e4d49ea2", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:15:49.562872Z", - "iopub.status.busy": "2022-06-01T16:15:49.562562Z", - "iopub.status.idle": "2022-06-01T16:16:06.138491Z", - "shell.execute_reply": "2022-06-01T16:16:06.137615Z" + "iopub.execute_input": "2022-06-01T18:56:22.966097Z", + "iopub.status.busy": "2022-06-01T18:56:22.965775Z", + "iopub.status.idle": "2022-06-01T18:56:40.115813Z", + "shell.execute_reply": "2022-06-01T18:56:40.115117Z" } }, "outputs": [ @@ -1678,13 +1668,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 9 seconds.\n", + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 8 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -1733,10 +1723,10 @@ "id": "4b661564", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:16:06.142896Z", - "iopub.status.busy": "2022-06-01T16:16:06.142560Z", - "iopub.status.idle": "2022-06-01T16:16:21.473601Z", - "shell.execute_reply": "2022-06-01T16:16:21.472816Z" + "iopub.execute_input": "2022-06-01T18:56:40.119186Z", + "iopub.status.busy": "2022-06-01T18:56:40.118906Z", + "iopub.status.idle": "2022-06-01T18:56:57.769578Z", + "shell.execute_reply": "2022-06-01T18:56:57.768797Z" } }, "outputs": [ @@ -1782,7 +1772,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:03<00:00 Sampling chain 0, 0 divergences]\n", + " 100.00% [6000/6000 00:04<00:00 Sampling chain 0, 0 divergences]\n", "
\n", " " ], @@ -1823,7 +1813,7 @@ "\n", "
\n", " \n", - " 100.00% [6000/6000 00:03<00:00 Sampling chain 1, 0 divergences]\n", + " 100.00% [6000/6000 00:04<00:00 Sampling chain 1, 0 divergences]\n", "
\n", " " ], @@ -1838,13 +1828,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 8 seconds.\n", + "Sampling 2 chains for 1_000 tune and 5_000 draw iterations (2_000 + 10_000 draws total) took 9 seconds.\n", "We recommend running at least 4 chains for robust computation of convergence diagnostics\n" ] }, { "data": { - "image/png": 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\n", 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" ] @@ -1886,16 +1876,16 @@ "id": "68a7a343", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:16:21.477324Z", - "iopub.status.busy": "2022-06-01T16:16:21.477052Z", - "iopub.status.idle": "2022-06-01T16:16:21.829701Z", - "shell.execute_reply": "2022-06-01T16:16:21.829036Z" + "iopub.execute_input": "2022-06-01T18:56:57.772929Z", + "iopub.status.busy": "2022-06-01T18:56:57.772669Z", + "iopub.status.idle": "2022-06-01T18:56:58.125044Z", + "shell.execute_reply": "2022-06-01T18:56:58.124254Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -1946,10 +1936,10 @@ "id": "db019cc9", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:16:21.833502Z", - "iopub.status.busy": "2022-06-01T16:16:21.833243Z", - "iopub.status.idle": "2022-06-01T16:16:37.426925Z", - "shell.execute_reply": "2022-06-01T16:16:37.426152Z" + "iopub.execute_input": "2022-06-01T18:56:58.128834Z", + "iopub.status.busy": "2022-06-01T18:56:58.128315Z", + "iopub.status.idle": "2022-06-01T18:57:14.655619Z", + "shell.execute_reply": "2022-06-01T18:57:14.654686Z" } }, "outputs": [ @@ -2057,7 +2047,7 @@ }, { "data": { - "image/png": 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\n", 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1JhYBolS8rW0s0crjXTPn8FL04zXnBPL5tuJ1Op+Hq28w9Wl9tQcq5WpCbYOHKpUyN5R8s7paS+toKaWxRfoGV62v10oNOKU8YOPd5IBD7Q5UWjddMac7QsBp5IjbGHLhWCLlPq1LkJsfTgS+Xtx5qWx7S/JBGOB/afZxCq6us51zyRer26WUFiMX9r3Jd5jWIEdsO4mIT5LvoAD8DFgh5T77yxfrAzguIvavs72fkA+kU8k/ssWL/Xo3uVndz+eQL91xIbkCslaRrqXJF5rvkE+M36izT3sXaZ9KPqGtmHK/+CHkH24iD/Zde9I4kXwAfZr8VIaFUu6bOoQcXPgBudUNKaX/pZSGkU8iAFfX+Y7+18R+Xwq8h/x9fgJYLKW0JLmi9G/yj/mGiFiuskBlu+QgKHQeF+AjNO//yOM7bFKkZVHyxVAlWPcH8gn9AnKLrCHkQMLG5LtVq5ErhdUDtn2afFE+BTgAWDR1jBkxnFzxmzUmRy9/F6UqAkl7kSsykMfKGltn1r7+3b9Avju9WdW6FyZXvv9M/g3/Jno3vtTqVf+PrzO9YVnoStGy6Spy5e0OYP2iZVIlT94iV4B+2sVqvkuuBOxOLi9Lkve5Yvvitas7Pm+S73rvBiyX8lglQ8hl7mzyCelXRYuTnlqefBfvUmClojwvR8ddmS9FRFcPo7iYHPiu5O3i5CDEW+T9PLzOMn1ZFnrrMxHxXERMj4g3IuLuiPhG5EEj69mAfJEA+a7gbIpzbaWivGHl82K/1u9q2ULlTvuGNZ9X3ndn2eWrj7slOoNcyXxvyuMSLEY+x71ODkbNNuhub467KaWri/PEPcVqjqo5xmxZtYl3yBe0nyLXgxYpyuRQchDgTeBzkZ8a028i4u8RMTEipkbEsxFxeRF4a6SZ77ey7MsNjvPVy1bPD02U6RqVp+6tH3XGTWnCzsXr2zS+QOyuMsrKEeTxi/Ygl+HFyb+BSeRjWaXlyhXAysW5YwVyS7424OxGF4TklqZHkx/GsVSRtneR834Z8vHzcnL9adNi+pJ0dA35YtGCodaDxTrXKfZ5KPk3uBe5ZcQWdLQi66muzsMrksdT+T86zjOLk8fu6VKT9f6KOdUBunMe7svz1t7F39eAJYuysg55DKJB5JadazdYdnlyt9Gfk/N2aXI5ruTNV6L+UCt9WRZ6otLiqKvBkSu/k9r9aMnxroRzeFn65ZozpXRUcR6u2LLmPFx9o70v66s9USlXXcVaqo+/s8rWAKqjVc6l7+1iPd3SFyPXX0o+cB5ILoSVjNu/anpDxR2Tr5BPFrsVQSwgN00kF5LxwNXkE8CVdVbTXW8B76scJFJKM8kjvv+AXJn9GFU/lmI/vl+8vSql9OWqtI0lH1SXI1cgfhARv6kE14qKbqXLzRGpqhtTSunhiPgADaLrPfQ8sE/q6Ks5GTi9aAFxIvDNiPhp8TlFpbpysXpAymPtVNI1g/yEhN3JQZtDIuKk1NHVsNJi6DsppTurlnuL3CLjkRL2Z44i4r3kx5gCfDql9KeqtNwfESPIAb0VyWXru/2RLvIg2bsXUejKXZLKE1B+SD4wn1NzoAR4tDgg30cORu5LR6WokueXppQuryxQ3Gn9L3BeH+xHj0REdSR/ELn1VRu5bP6A3MKvdpk+/92nlOo2aQX+WeT3A+QD/o7k4E5PVIIa7eRKZa2uykJXvk2+kHgG+FDq6P/9FjlPIFf0DomIRo/eXbhYdtbvsWa+rYrXh2kgpTSKOi1TU0r/JfcfX5J8fDuYng9QuSi5UntQkS+k3BXk2OJ4+lng5Ii4MtV//OsL5P2rHPPeAi6K3P/9S+Tj+P/VpLvXZSE6uir2xi5FXtazDvmu8pvkY8N2xd+REbFXmn1w5+oWPF11o6hMq55/STq6tfZ02er33Vm2Mv/rXczbGwuTf1NPw6yK+Y0RMZHcEmFEROyQUrqrapneHne7pfh9frjO5+OBn0XEBHId6Ahquq9GR5ee3phTF/Bt6LgDvEbx95mI+ClwdJ3fVTPf7xyXTSlNLY7nS9O5bDVTpqvX/2xRDpYkH99u7mJdPVFpnfB05VjcW82UlSpLAXunlKqPUTdGxOnk8+xxwO0ppVljcKSUXouIz5C7n65EPsb8rcG6T0op/bRq2X9HxOHF/PuSb/CtVaS5sk8/jPzUpV3JN4M61QNTSrPdACiO2X+IiEfJF5sHRcTXe5LHRWuIyo2JR+osuwhwZUqpMqYKKaVp5HpJV+vtdb2/RsM6QOShNiotwLs6D/dlHWYpcl2++iL/meJm4UPkFlXfomO8x2qLkruAVufNeHLe7Ezet49Sc/HbTFmI2YdP6LaUUm1A7jnyxX3doExxnbRe8bZ2jM5WHe+aPYeXpT+vObulmfpqdHQx7Y2TU0onVb1/rnhdIiJWS/UbVVSXueqyNVDqaJV659ZdrKdbyu5SB7mJ5DTgI9HRzWMncmTx/jTnJyAdWKTrhuqLzhq/IweLNorGI7t3x68aRKRvKF7XjM5dVTYlXxRAvnCup1J4h9NxIQf5xLsA+QueLeiW8pgRZbRwOrPyw69xFvl7WZLcZ7Ni5yKtY6p/+DVpe5bcrHMwHXf4ILc4gb47kHXXx4rX+6uDTRUppVfo6NvaZRPykv0s1el/HvmpFJW7lmfVToc86CgdFzvV39dAyfOurFj1txwdd3CWJN8ZHVJnmf783c+m+M3cWrzdvqt5KyJioYjYMCIuIFemIFdI63VLq1sW5rD+tqr1/qRB5fsCcsCljY7fQa0/Vgeb6qjkZTMBgUr/727lXR0/bhBMqjwVZh1yEKCesxoc824oXuvdZW+oG2XhDbp+zHxXf9PrrO8B8phsq5Pv8i5D/p18gRyAXR34Y+SxtqpVn5u6KluVcrN4SctWL9+dZestX4bf1guwppRup6M10qzfRJPH3bJUfifbxOyPGp5O78tVvS7g08iB1h3JrSGWJl8Ybl6VjqOo05Kb5r7f7ixbvXyZ5bJapW5X5rlimeJ1XKMZIuIXEfFynb9je7itrspKxd9rgk0Vf636f7auXsXF373F20bHx+nU/53cTS5bAD+vBJtqjJzDuusqzv2Pksvppt1ZJiIWjzyGzF/oaOHUqBv26T1JT2FTel/vr9ZVHWAFOlrX9Oo83Js6TI0p5NYfteudRkdr44920XqqUZfCG4vXsstCb4+Vr9RZV6W14qcjP7Gu1iHkVlwAg4pzSUWrjndlHiub0Z/XnGXpqr76Jr0vV7UPnrqdjjrfbONaRx5r6qtVH1V3Hx0odbTaG0m9VnoLp5TS+Ij4A7li91FycKXSna7L1k2F7YrXjxVRzkYqfWZXI9+p6Y16LRGgcz/wpekYd6jSv/K1VDxJoFZKKUXEC+Qm0pvRcVKvLHtng7sf0PM7EvWMapCuiRHxIHncn83ouBir5PfKNS1Tai1VvFYfjG8hRz1PLVqoXAvc29ML6xJU8raru8O3kSvW60XEYpVoex/7e4PPt6BjILl/ROdhmqpVTmrVef5H8oFr74j4Pbk70R0NAqctUXv3qAgObUEe3PQIYLuI2DHlwVQr+uV3HxHrk1u97Ei+y784HQGxiq6eMndiRDS6+3Evef/qaVQWurIWHb+7umU75QFyR5G7Itb2/+7utitNaRteRMGsAUuPJHfNiyJttRdCvXlC3wwajFuRUnoqIip34jcj32mtNafjeKOx+HpVFlI53W2r1zfbWCfFRdwvI+I+crlaidz94ttVszXT3a962d7cKa4s3+u7zCUY1cW0O8jHlOrfRDPH3W6L3EXps+Q60LvJQYqFamZbhFwuZ11cpvzkmGGUJOUxI46s+aydHODcKyJ+W6Tx2xHxfzWBg2a+3zKWLcM48ph3fdGdsytLk2+21JqtQt/bslLl3w3SUD24a6ObDZUL77rHR/IF4aTaD4tzzuvkMVB7te6i1fkh5ODMStS/CdXVueT2Ln6/P08p/arO51OpGm6gB5qp91fr6jxcXUbndB5utg7TyP1d1Isr1yZLk39TtTcF3+jiRuGczsO9Kgupc/eqZv2kSMMS5DExv0Kuk1TG2D2TXE+p1D+rr+Fadbxr9hxellH1Puyja85u6219NaV0Bh1DvzQlpfRq5AHjvwIcUbRa/Tn5+LgxOQC+Jh1lq165gtbW0SrHo6bPo33RpQ5yYOnjwAERcQ058DSD7nWDqUTRFqd7EdlF5zxLQ7OdTCFH9KtOZtUDzlYi3I0G4Kp4nnziqR47oPJ/V83b5rTe7uhqHZVp1emq5PdC1K8k1arO71PJd0v3Il9oHwHMjIjRwPXA+Q3ufpWtO99Lpdl0G/mH0x8Bp0YDMFdHinuU5ymlOyLiu+RugXsWf0TEE+RuA79MKT3Vu+T2jaI57B+Ki+cnyHerjqLz3cI+/91HHofhUjpXGiaQW01Vtr0YXTxBj1xuKncx3i6Wf5xc3q9KuVtuPY3KQleqf6fdKduNxiqZ07YXLl7rtb4BICI2JAdtq8vrJHIlvp18/BhK13nXyOtFy5JGXiCXj0b7V/c4Tsdd+NnOcyWVhT6X8pNEriLftNmTzgGn6rtpQ2icD5XfSvX8b9aZ3t1lq993Z9l6y5eht+c66Pm5rlsiDwT9Zzoq1ZB/I6/RUZmsbHsxyu9m2BPfJNfTFiOPdXFd1bRmvt/uLFs9vVG57GmZrlX5/de7gO2tSkuyRkEaUkqfBD5ZeR8Rd1HnTnpJZaXRTZdZg5l30R2lMs+CDaZ3dUPn7TnM03DdkZ/K9OWqj2aQ87UyKP8yxXJdHXvH0XG+mkHOmwfIQw00unE7toubvV1ppt5fravz8MJV/3d1Hu7L81Z3jqeQ9682uNTodwodv8O+KgtNS/lJ2h8j3zTfkM4tBCEHcH9FHp9sWk2LnlYd75o9h5elP685u6WP66s99Q1yUKlSf/t2zfTzyOOwBp3HnRsodbTK73ehiFigl8dQoO8CTn8i/0B3JUfilwR+n1LqTuWq0s3vqHp3fgeIhec8S6/09QC19dZfye/re3rnvjjo7h356W/7ku+4bE6OaG9LHuB5RJp97JG+0lffS281eoJNJc/HFd1neiSl9P3IT3Pbj9zcdFty//P1gaMi4tCUUndaE/arlNIrEfEncmX8E3QOOPXp7z7ywLHnkysvV5PvLDycOj929fvkCkVXv8Mzavpod1evn2ZUaKZsz2nbb5BbVizdxTy/Jp+8HyCfMO9OeWwtACJiN3IlrS+OYaWus8Sy0F/+QQ44rVXzefXNi5XpGFi0VuUuXvXF4URy8HQxur4bXm/ZyrY37eay9Zbva12d63p13O2mE8gBhNfJLdL+lKoeJVx0jaoEpVtatlIe5+g18sVAvbK1Kb37fl+sM72TokvK0l0sW1m+J2W6ViUoVGbr38qQEOtExKINujl311xTVspStF7+Mvmc9H3yoOP/qe5OHRF3kp/81dU+fyQ1HguvkVaeg+e0/eousUtTJ/DQ4vNW6eWvxLJQipTSX4pAxVfIT+Rakfy9jCQ/0KYyDlrtDd1WHe+aPYf3h1KvOXuglfXVTlJKbxXjq32M3BNhI3JLqyfIv+c/0DFUSnXZGih1tMp5dHwzwSboo4BTSmlmcVf2K3SMwXFZNxd/hRzpqzt4W4tV7lDMaWT7VWvmr/6/qy+/jLEGViY/5aur9Venq9L0udf5nVK6l6IJcTHm1Z7k1k+rk8eY2bLx0qV4jVxmhncxT+U7aae1d5Whqrl5RAxLjR+X2VDRx/kU4JSiYvpe8jgCOwL/FxGdKq8DyH+L19oLnL7+3e9Ovvv3GHlg+XoHzu7cbelP1b/T4XTuJlGt3vGmJ14nB5waNXlfndzc/W1gr1T/EavN5N1yEbFQF62c6h23mtFUWYiI39G5VUJPfKToOtUTjZpGP1F81kauxMxWWY2IBci/K6h6Uk5KqT0iHid3M6v39KCKyu/xsZrPHyM//ro7y77WzZtNPdWdc2m9c12vj7vdUBkj6ssppavqTO+qXG1HHqeuN+7pZeW9Udlq5vutlJVhEbFsg+7eG9aZH5oo03VUjmdllr1Rxesg4APklq291euyMher7PMFKaVGD5cYaPvdTL2/u6rL6FA6npxcra/rMN29NinrPNxUWZhDd6wuNeqOl1J6njpPVSu2V3mqZ23XyJYc70o4h5el3685u9JsfbUYa6+n4+1VnFF0yeukCKJeQ52HP0TEVnS0wr23epkBUkcr7TzaF4OGV1RaWCxIbv76hy7mrVb5Me8ZEY2a+jZSOQD3VdTygeJ1saKQzCYi1iM3q62ev/r/HboYdK+3Tz6a4zoiYgk6+qJXp+vvHbPUfWxpj6SUJheVp88VH20enQde74vvqLI/O3WRt7sWr0/20/hNXbmfjjuXTUf4U0pvF3f79iA3RV6Mzo+97+vfRU9Ufhszaj7v6999pTL4cL2KWlFudq39vMX+Q0cT213qzVBURnYu3j5Qb55uqFRy1mwwfVZFusHJG3KT4N5akNxKbzYRsQ4dFeHe7l+tZsvCMnQeGL8nf7Xjs3RH5VwzpvrDYnyVyiNrGw1wvTUdYyGMrJlWGRes7rKRn5xUeRRuo2U3iohGFyrvb7BsWbo6X1amVZeZZo+7PTnOPNhgele/k0oXg9789bjFVkRUj280pmZyM9/vXXQc3xvtb2XZl+hoNVRGmQZmPbGs0o2jjKf/VtxNx5O2jovGg3l3RzNlZW7V5T5HfprzOvWmtVAz9f5uKYIUlQu6OZ2H+6oOs2Xxu6mncjwdDzzbxDaqNVsWenus7HFQLiJWoeN49Juaya083jVzDi9Lf19zVm6ONDoPN1tfXZzel6veDMx+cPE6KqVUO+TOQKijrVG8Nn0e7bOAU0rpn8BJ5MHWvtpgFPt6LiFX7Fam/tNTZomI2jvylWZpS9XOW5KHgMpTcWr7YVacVLyOIT9eueJ35P1aBdi/dqFiX75QQhqPiTzyfa2vkgefnEh+mkfFSDpanfykqwpUbX432E7F1OK1jc4XWZXvaOkulu2pylOFNgL2rp0YESvSkbe/LXG7vVKcZCrjZXynSF9dETG4GOuh8r6rPJ9OR7Pt6ubfff276JaIWJqOA2dtpayvf/eVR4Jv3CAoeTiwdlfb7W/FXZFKi4ejGlQGDyMfU9rp4SPcq1QG7N6iwfRK3q0YESvUToyITeh4HHVvfavB91IpC0/RuwFf62mqLKSUdk4ptfXyb1T1uroIkFemv5uO8WDqPdq9Uvn9TNR/cmPlTt0/U0q1d0+vLF7Xj4g96ix7OPk3NZXZW3KMJLe4WwD4WoN0Vyp1V9RZdxn2i4jalpJExI50jJkz645iM8fdQnfOXZWytUnthGJ9xzdaMKU0qolytXOd7c3pBsOPitep5PEuqvX6+00pTSA/UATga0VQvHrZxeg4H/8mzf50ymbKdMVm5FZIkyjvuFE5Jh9XvN0KOLd2/3qg12VlLtZwnws/YmDcGKv2EL2v9/dEpeXrnM7DfVWHWZQ8tmYnEbEwHceAa+v8XnurqbLQxLGyR+WruCb6OblH0D2pZoywFh/vmjmHl6XfrjkLczoPN1VfTSmd1ETZOqnReuuJiG3JdXio/5THgVBHq/RQurOLebqlL1s4kVI6OaV0bOrBeDIppcfpeDTnyRFxXnWlMvIjUEdExGXM3jztKXKkeamI+CglKw4U3yne7h0R50bxqOqIWDbyAHifKqZ/p/ouRErpOeCi4u0vIuLASkuO4gfwJ/KPs1mrA9dHxBrFuheNiK8BlSdrnZqqxh1Iuf/3l8kXrCOAv0TE1pUTWlHx3jwiTmH2gQIfiYgfRcSWlQNORLQVd4Eqj6UdnVKqfupG5e7gDpGfbNe0lNKd5PwDuCgiPlY5iEXE5uSD3VByU86flrHNEhxH7h++EnBPROxbnNiB3LIjIr5KvhtSXQG5NCJ+HREfKO4gVOZfgxy0WYR88Kk+OHTrdxERO0dEe/G3c7M7WLXewRGxBbmVY+UE0Omxxf3wu/8ruYxvDJxTBL+IiCUj4uvkgfsGzJP+qvyI3I97ZeDmiPw0g4hYOCIOByrjXV2Y6jwivpvuKl7f0+Dk/zh5QNQ24OrIrY6IiAUj4iPkRzE3MyDlFPKd2QsrFYSIWDoiTiU/OQbgpBIrugOpLOwfEddExF6Rn6pCkZaliu/3dnLA/lXqPznll8Bz5Kfr3BR5DAoiYomIOI2OljyzXSillB6kIwB/cUR8qFh2UEQcSO4WDfCTVNM9t7iBdFLx9uiIOKZy/CoqUdeT6xd3p5Ruqt12RJxUOdZ0lTlzMB34Y+SuaETEAhGxJx2B11tTSrVPP+ztcRc6zl0fiYhGwe3KY8nPiohZLW4jYktyBbA/n5g2KiK+FREbV50P2yLiPRFxPR2BzFNTStVjyDT9/ZLrGzPIQZmLI2K5YtnVyUH01cmtJU6ts2yvy3SVSiX5npTSbGPnRMTFRfkb08U66ir293vF2y8C90bEJ2p+v4MiYqOI+B71H+kOA6us9JfKPn8+Ig6pqjeuHhGXkOvPXT6lrb81U+/vocp5uNEQFH193poAfD8ijoo85hBFHexGYAPy4MGnNLH+WgOqLETED4s65hLF+7bit/hH8jAhE+kYx6lWS453zZzDi/lGFcfBUQ32qzv685oTOs7DB7aovtojEbFLRBwdEWtVnYeHRsSXyQ+NGAz8KqX0l9plW1lHK+ZrI4/LDAM94NSEb5AjypCffPZMREyMiHF0REv3p+YRhyl3lapEBK+NiPERMab4+1gZCUspXU3HuFRfAl6NiDfIFwSVpy2cklKqFzE8mjwA7KLk4MCkiBgPPExunfPFEpJ4KLmZ3LNFfk0gtzIbRD5xnFZnn35fLDedfOF3LzAl8qNvp5GbfH6T2SPKK5BbINxXzD+W/LSMfwDvIjcRPqxmmVHAM+QuACkiXq36jlal9w4k34kaSg5IvBkRE4u0v4t84to31e9f3e9SSmOAD5IHdluLfFJ6MyJej4hp5CDKT8hNiqsvyhYBDiIH2CZExLiImExu5rwfuYXT51NVf9z++F1Ui4iXq//IAbDR5MEf24Hvp5RuqLNon/3uiztDZxfzfAkYV/xu3yD/JkYCv2h+78uVUnqGXPGaRu4690SRH5PIT01ZmJz2rzaxmfvJJ/bF6OieV52Gd8jj8b1TTH+q+G29SW4x8laT23+N/N0fDLxcfC9j6RhL4byUUm0z9l4bYGVhEHkwyRuBsUV5H0s+Xv2KfDz7L7B7Smm2sTNSSlPJrTrHklt1PBr50bvjga+Tf2/fqleZKRwO/BNYlhzQnEwOcF5CHlfgJjoqjrXb/jl50MsFyMGwSRExiXynfk1ymfpETzKjh44l58/dxXbfBH5P7kr1NPlx87VpHkPvjruQx6GcTj6OvR4RLxTHmLuq5vkO+by3GvlcNyUi3iSfIzeh48K0PwwnB6z/DUwtzueTya1L9ynm+RkdwZNOmvl+U35QyOHkLowHkOtJ48kXVu8v0vHRPirTAB8uXq/uYp5eSymdSN6/CeQAwdXk3++bkQdinwo8Qh4YfFHyHeRf1axmIJWV/nIxuX45GLiQvM/jyOXiQPKx5uGWpa6BJuv93XUNuWzvGLO3ruyP89aN5OPn2RR1S3Jd/QPkeuXBRX2kLBczsMrCZ8h1zInFsWoq+bc4gtwV7v0ppbrdilp8vOv1Obwk/XnNCXlcYMh1zjcj4rniPHxGse6+rq/21HDgLPJvaVqRR2PJN4uXIO/PEV0s38o62vbk7+A58nV9UwZkwCnlMWmOIFfsLifv7ELkzP0vOTL3WToqTdW+QG6alsgXY8OLv970rWyUvu+QHyN8I7nCsDi5AP0eeF9KqW6XoJRHyd+Z/Ej7J4uPp5ErK1sx+2B0vUnbdeTxXm4mnyRmkpuUf5k8YG3dx7anlH5NHpjubHIEeSa5qd5Y8l32Y+noy1mxNzmv7yZX4BcnH0AeJt8J2Sil1OmEUUS3dyNX3l8gXzBUvqNeD2JfHMi3JT/t5X7y3YaFyBcQZxdpaTp/y5RSGk1+stw3yQeASeQf91TyPpwKbFnThPc48oX4n8gHi4XIB/ZnyE9m2CylVG+A/u78LirNeafQ3ACDtf2aZxZpvQzYPqX03XoL9fXvPqX0NfLYYg+STzqDyUHKr5IvUOr+NlotpfQH8gXI+eQm+4uSv6O7yPvzgdTEuGTFHdxK68tPNpjnenLF4FZyOV2Q/P2cAbyHfEep11JKZwN7AXeQz0vTyJWQ/VNKX2pm3Q22N1DKwu3ki9I/0TE2xpLk88ptRXo2Tik1HBekqOxuTK7A/Idc/seSzwEjUkoN70qnlCaSB0A/jnyeaCfnx73A58mDbjbMi5TS58iB7tvJFbrB5L7+PwQ2TbOPSVBROdbc32B6dzxNboV0EbmSO4j8+zgT2CI1eBx8L4+7FBcbIyiC/eSB9ofTMWYEKaX/kM/ll5MvRgeRLxyuKNbZVZCkbF8nHzP+Rb4oXZJcCU/kPNsmpfTlrloONvH9klK6hHxO/i25dfEQ8mDIFxXL1nbjq16212U6civJnYv0NupCXyl/oxutZ05SSheQ60RfI5eJ58nf9+LkIPpfyL/ttVJK+9fm1QArK/0i5QdDvI9cP/wPuTzOJJ9X9kwpfb+FyetSb+v9PVj/GHLQaAh1hoYo5unL81Y7eSDvr5FbiSxEvvFxE7Bdqj+wfa8NwLLwffJ3OYZ8vKmcD74DrJ9S6vKCu1XHuybP4WUcB/vzmrOy3OHkYOBMcsB+OFUtQvu6vtpDd5F71jxIrjcsWmz/KmDXlNLhqU4r3IoW1tGg43rgoq7qCd3V1t5eVi8FSXOziPgF+QB2Zkqpt09p0Fwo8qCCY8gn55VT98fca2abO5NPgs+llNbo6+1p4IiIJ8iVzT1Tg+bcUm8UXRXOIXdT+Hyd6YPJF9KLkSvcA65FjeZPRYvsa4CbU0r1xmzpi22eRG4hcUlK6aD+2KZaLyKGkVtuTQXWTCm9ModFNB8pzpPPk1tWrZVSqvfkzB4ZkC2cJLXETuSTz+mtToj6V3GX45fkrq4Hz2F2qdciD9YdwAMGm1SmYoyMo8h3gH/UYLbNya1TrjfYpAHmd+RWDB+qjOUj9ZGditefG2xSHQeQe6hcWEawCQw4SQIiYnlyN5NfevKZb32f3OT2m8XdDakv7Fi81h07SGrCp8lP6vpFyg9qqadS/gZs9y3Nn4rxZ75FHvC4q0HxpWbtSB66wBvM6iTykxaPIzdAKK2e5kWFpMoYWAPtccTqRymlV4snX7ybPC7NmNamSPOilNI1eKxR32gHTiY/sauulNLpeJGlASql9MfiKV+LRcTgrsZnkXorpXQkcGSr06EBaWXyg5gencMYTz1iwEkDRkQcSx4orttSSsP6KC37kQd664kty2p6KLVCMdji9a1OhyT1VErp8lanQWpWSuknrU6DpPlTSul54KSy12vASQPJ4uQ+owPBEHqelkF9kRBpXpRSGoUtXSRJaomU0kn0wcWlJFXzKXWSJEmSJEkqlYOGS5IkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKtXgVidAkiR1iIhRwE4ppbZWp6VWRJwEnAjsklIaVfV5O3BHSmnnmvmHAacCuwErkW90DU0pje+fFEuSJKlVDDhJktRNRWCl2jvABOBh4GLgkpRS7Tz9kqauAlQRMQYYDqyZUhrTPykDcp68H7gSeBpoB6aVFVSLiCeBdYG/p5S2ay6ps9bZ0+/v4JTSxWVsu2yVfK75eDL5u7geODOl9Gad5caQy0tFOzAReAy4AvhlSmlmRPwI+BZwWkrpm3NIy/nAYcDRKaWze7M/ZYiIrYB9gU2B9wArAi+klFbt5fqGAMcBnyTn2URgFHBiSunxBsusCnwP+CCwLPAScANwckppXG/SIUnSQGTASZKknju5eF0QWId8AbsTsAXwpVYlqoU2AKZUfxARCwEjgL+mlD5TM63pDUbELuRgUzuwbURsnFJ6pOkVd3y31b4KLAX8FBhfM+2hErbZ1y4BxgBtwMrAPsBJwF4RsW1KaXqD5Sr7OwhYE/gIsC25xdpHgPPJwZaDIuI7KaUZ9VYSEYsB+wFvAZeVsUNN+DRwFDADeJwccOqViFgYuBXYHrifnF+rAR8HPhwRu6aU/lGzzNrAPcAKwI3AE8BWRZo+GBHbp5TG9jZNkiQNJAacJEnqoZTSSdXvI2J74G/AERFxZkrp2ZYkrEVSSk/U+XgYuQvdi3202c8Vr6cB3yzef6XZldZ+twARcRA54HR2P7cQK8vFNV0gjyO3ytsM+BQ5IFVPp/2NiI2A0cC+EbFTSumOiPgrObC4J/C7Buv5JLAE8JsBEEy5mLy/j6aUpveiRVu1r5GDTdcC+6WU3gGIiKvJLZYuiohNKp8X/o8cbPpKSuncyocRcRZwNPBD4AtNpEmSpAHDgJMkSU1KKd0dEU8AGwKbA50CThGxNfB1YAdgGeAV4BZyF5q+Csh0KSJ2Bm4nt+j5M/B9YEtykOge4PiU0v3dXFenMZxqumR9NiI+W/x/CfDZmuUqZhsDqovtLUtuVfYU8B3gIGD/iPhGSmlad9ZRhqouawuTW/p8BlgDuDKldFCjMa+KZdcgl5NLUkoH1UxblNziZT86WnH9GzgnpXRls+lOKY2NiBuAI8jfeaOAU+1yjxb7vDu5Vc4dwK/IAafDaRxwOrx4/VXvU12OlNJDZawnItroCAx9ozqolFK6MSLuBN5LLh+3F8usRe5iOgY4r2aVJ5KDpgdExDEppcllpFOSpFbyKXWSJJWjMh5Rp25FEXEwcDf5Iv124Gxy95vDgPsjYvV+TGM9W5PHnHmLfBH8R3KXqTsj4r29XOfZ5O5FAP8iB7VOphinBniumHZy1d/FPVj/Z8lBnotTSjPJ4woNJXdlaoXryMGbe8j7/u/erigilgbuAn4EvA1cRA4ILQ/8JiJ+0GRaK+qW1x4sVwkW3gi8Cry/XlmOiI3JZezJlNIdvUnoALU2sDp5v+q1aPxj8bpr1WeV//9S0+qJlNIk8nFiUWCbktMqSVJL2MJJkqQmRcSOQADTgfuqPl8P+CW5RcNOKaUXqqbtSh7/5afk1jqt8kHgyymln1U+iIi96egSFLUXx3OSUjq7aMFzFPBQTTe1G4rWVcPrdV/rpsPIA7ZfWrz/Nbl70+dozRhBw4GNU0qvl7Cus8mDWX8zpXRa5cOIWIT8nXw7Iq5tpqVORCxPHscJcnCru8ttRMcg5P8ASCnNiIiLgW8Ah5DHhqpWad10fg+2cxC5pVh3jWnBwO2VgciebDD9qeJ1vR4u8/5imZFNpU6SpAHAgJMkST1UdJWCzoOGtwHHppReqpr1i8U8R1UHmwBSSrdFxO+BPSNiiaKFQys8TR5XZpaiS9Ad5ODCe8ldpwaEIri3AbmVyPMAKaVHIuIBYIeI2KDR08H60AllBJuKroL7A/dXB5sAUkrTIuKbwAfIA18/1INVH1QE+SqDhu9Lfjrab8lPq2vkqxExns6Dhg8Brk8p3Vk13/nkLqMHR8T3qsYyWrjYn+l0s9teJb3M/nS9rtxBz1rIlWGp4nVCg+mVz5duchlJkuZaBpwkSeq5E2vetwOHppR+XfP5tsXrThGxZZ31rEC+mF8P+Ge5Sey2Oxu0YBpFvuh/DwMo4ERHi5navL6YPAj24eTWTv3pvjnP0i1bkstDe1VQs9qCxesGPVzvZ+t8dnFK6eA5LHdU8doOvEkeaPxy4BfVM6WUni7GdtqFHBCrdCf7KHnMsqtTSq91N7HdHctrgKvtethXy0iSNGAZcJIkqYdSSm0w63Hv2wIXAr+IiOdSSrdVzbps8fr1Oaxy8SaS0w60RcQCXXR9q4zZWG/6Kw2Webl4XarB9H4XEUOBjwHjyd3Lqv0GOAM4MCK+lVJ6qx+T9vKcZ+mWSnnZsvhrpKflZZeU0qiIWJAcrPoJudXTMymlrsaEWrMHT+X7FTngdBgdAafDitdud6ebi1RaIzX6fSxZM19vl5Ekaa5lwEmSpF4qniT114jYE3gAuKQY82hKMcusC8yU0sQ+SsYEchecZYHZWpEUT9Napng7vs7yKzZY77Cq9Q8UBwKLFH9TI6LePMuSW9b8pr8SlVJq1CKlEuCrV99aus5nlbz+SUqp9FZaKaUZwMNFeX0MODkibk4pPVjC6n8HvE7uIroiOSi2M/AMcFsXy81mLhnDKRWv6zWYvm7xWj1eU2+WkSRprmXASZKkJqWUHo6I88mPST8a+GEx6V5gc/I4SDf30eb/Re76ti3w+zrT3wUsRr4orxf02qFB66idi9cyghG13gaIiEEppbd7sFylO92VwJQ605cit4A6nH4MOHVhXPG6Wp1pW9T57D5ykKq3TwfslpTSlGI8qKuA04ARJaxzekRcAhxD7sI3lNxF7PwuAnKNHMTAH8PpGeC/wHoRsWadJ9XtXrxWB9tuL17fX/ubi4glgO2BqeTjhiRJc70F5jyLJEnqhh8A04Bji65fAD8jP3b+J8UT6zqJiIUiotngwsXF6/ciYuma9S9MDihUz1drXeCImuX2Jl/wPw3cWW+hJo0tXlfv7gIRsR2wEfB4SunTKaXDav+A/YDngJ2r8zsiDoqI9uJpav2pMrbTwREx6yZfRKwGfLd25pTSq8AVwBYRcUL1MlXLrh0Ra5aQtt+Sx2R6X0TsUsL6oKPr3OHkoNEMehEISintnFJq68HfziWlv64iz9cvuiRW0thOx1hWp0XEAlXz700OGj5G1fhnKaVngL+QW28dWbOZk8mB4UuLlpOSJM31bOEkSVIJUkovRMQvyQMtfwP4VkrpiYg4BLgIeDQi/kTuLrMgOdjyXnI3uPWb2PQl5IGaPwk8WTz57mVy17IPFdu5AzilwfJ/As6MiN3JraXWIT+NbBp5IPRG40I1YyTwceB3EXELuVXHcymly7pY5nPF6wWNZkgpvRMRvwZOIgc9KmNnVYIBM5tJdE+llP4REX8DdgTui4jbyF0Y9wT+TP2WT18iBwG/BxwQEXeRx9lamTz+0pbAp4DaFjU9TVt7RJxIfkrdD4Htmllfsc5Utb8A16WUGo0R1hIRsT5wXM3HQ2uCkcfWPHVwJDCc/KS+MVWfnwXsQW5V94+IGEn+vX2c3ALvkDq/nyOAe4BzImI34HFga/L4V08Cx/d65yRJGmBs4SRJUnl+TL7Q/Eoxjg0ppcvJ3equIHdv+xL5UfHrANdS07qop4qWFp8GDiC3WNkH+CY5APW/YnsjuhhE+x/k7nMLF/PuTu4GtGNK6W/NpK0LF5DzailycO77wKGNZo6IpcgX8dOBS+ew7ovI3dI+GxELFZ9tUrxe1USae2tv8v6uCnyZ/NS/b5C/o9kU3R53KuZ9nTwe1dfIAYlJ5C6bt5aRsJTSDeSnI25bjOtUhl81+H+gGEbu8lf5A1i05rNuDcpe/KbeRw4OLk3+bkaQB7TfMqX0jzrLPEPuTnkxOdB0DLA2cA6wbUppbO0ykiTNrdra233yqiRJ85uI2Jk8pszJKaWTWpuavhURDwAzU0pbtTotkiRJ8wu71EmSpHlW0Trq3eSWQpIkSeonBpwkSdI8K6U0ARjU6nRIkiTNbxzDSZIkSZIkSaVyDCdJkiRJkiSVyhZOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVINbnQCpv4wbN6690bQlllgCgEmTJvVbeuZ35nn/Mr/7n3ne/5ZefXXa3nyT9sUXZ/x//9vq5MzzLOP9zzzvX+Z3/zPPmzd06NC2VqdBqrCFkyRJmie0vflmp1dJkiS1jgEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVanCrEyBJZbl1ZPus/0fs1tbClEiSJEnS/M0WTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlGtzqBEhSX7h1ZHun9yN2a2tRSiRJkiRp/mMLJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSDW51AiSpP9w6sn3W/yN2a2thSiRJkiRp3mcLJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUg1udQIkqb/dOrK90/sRu7W1KCWSJEmSNG8y4CRJTRo9ejSXX345jz/+ONOnT2f48OHsu+++7L333rS19SyYdffdd/PII4/w2GOP8fjjjzNx4kSGDRvGDTfc0KP13HTTTfzgBz8A4IADDuC4447r0fKSJEmS1AwDTpLUhBtvvJFTTjmFBRZYgM0335xFF12U++67j1NOOYV///vfnHDCCT1a34knnsibb77ZVJrGjh3LOeecQ1tbG+3t7XNeQJIkSZJKZsBJknrpxRdf5IwzzmDQoEGce+65vOc97wHgtdde4/Of/zw333wz22yzDSNGjOj2OnfZZRdWX311NthgAxZZZBEOO+ywHqfrtNNOY/r06ey+++7ccsstPV5ekiRJkpplwEnSXKt2LKYy1tOT8ZyuuuoqZsyYwcc+9rFZwSaA5ZdfniOPPJLjjz+eyy67rEcBp+OPP37W/2PGjOn2chV//etfueOOO/jyl7/MlClTery8JEmSJJXBgJM0H9hmm20YNmwY1113HVdccQU333wzL7/8MkOHDuXDH/4wBx98MIMHD+all17i/PPP5x//+AeTJk1ijTXW4POf/zzbb7993fWOHTuWyy+/nHvuuYeXX36ZwYMHs+666/LRj360bpDloYce4rbbbuPBBx/ktddeY/LkySy33HJstdVWfPazn2XllVeebZkvfvGLPPjgg/zud79jzJgxXHLJJTz11FMArLzyJrxvxOdZZdUNys2wbrrzzjsB2G233WabtuOOO7Lwwgvz5JNP8sorr7Diiiv2eXomTJjAmWeeSUTwyU9+kosuuqjPtylJkiRJ9SzQ6gRI6j/f/e53+fWvf82qq67KVlttxeTJk7nwwgs57bTT+N///schhxzC/fffz0YbbcQGG2zAk08+yTe+8Q3++c9/zrauxx9/nP33358rr7yS6dOns/XWW7Phhhvy5JNPcsIJJ3DuuefOtsy5557L9ddfz+DBg9l8883ZaaedGDx4MDfeeCMHHXQQzz33XMO033DDDRxzzDFMnTqVbbbZhhVXXJGnn/4HF15wBK+9NqbMbOqWyZMn89JLLwEQEbNNX3DBBVlzzTUBZgXI+tpZZ53FxIkT+fa3v82gQYP6ZZuSJEmSVI8tnKT5xMsvv8zCCy/Mb3/7W5ZffnkAXnnlFQ488EBuuukmHn74YXbZZRe+9rWvMXhwPjRcd911nH766Vx44YVsvvnms9Y1efJkvvnNbzJu3DiOOeYYPvrRj7LAAjl+/eqrr3LsscdyxRVXsPXWW7PVVlvNWu7QQw9lo402YqmllmKJJZYAYOLEidxwww2ceuqp/OQnP+Hss8+um/6rr76a008/nR122AGA9vZ2vnLUaYy+73ru/NvlfOSj3+k0/5mn78v48S/3KI922fVQRux2eLfmrQSbllhiCRZddNG686ywwgo88cQTs+btS3fffTd//vOf+cxnPlM3ACZJkiRJ/cmAkzQf+drXvjYr2ASw4oor8sEPfpCrr76at956i6OPPnpWsAlgn3324Ve/+hUPP/wwM2fOnDXtpptu4tVXX2Xvvffm4x//eKdtrLDCCnzrW9/i4IMP5rrrrusUcNpuu+1mS1NbWxv77rsvt9xyC/fddx+TJ09mscUWm22+T3ziE7OCTZXldnvf4Yy+73qe/c/sLbA22ngXpkye0IPcgWErrdvteSvjIy2yyCIN5xkyZEinefvK5MmTOeWUU1hllVU4/PDuBcwkSZIkqS8ZcJLmE5VubLVWXXVVADbffHMWXHDBTtMGDRrESiutxBNPPMH48eNZbrnlALj33nuB/ES1etZff30WXXRRHn300dmmvfHGG9x111288MILvPnmm0ydOnXW5++88w7PP/983RY622677WyfLbbYUIYMWZJJk8bONu2Du3+lbtrK0t6eBxpva2s8yHhlnr52zjnn8Nprr/HTn/60ywCYJEmSJPUXA07SfGLZZZft1HqpotIKZ4UVVqi7XGX69OnTZ31W6SL21a9+tcttvvXWW53eX3fddZxzzjmzfV5t8uTJdT9vNOj2wgsvytSpE7tMR2+MGTOGSy+9dLbP99prLzbddNNZ3egqAbN6KvvZqMtdGe6//35uvPFGPvShD7H11lv32XYkSZIkqScMOEnzia5a4nRnerVKy50dd9yRxRdfvFvLPP7445xxxhkMGTKEb33rW+y0004sv/zyzJgxA4ATTjiBW2+9dbZWQePG59e7/97G0KHtjNite+n80x/P6XGXuvU33JERu+0M5Cfw3XLLLbPNs9lmm7Hpppuy0korATBp0iSmTp06KzBX7dVXXwVg2LBhPUpHT1SelPf000/zxS9+sdO0SmDwL3/5C0888QSrr746X//61/ssLZIkSZJUYcBJUo+tuOKKPPfcc3zyk59ks80269Yyt912G+3t7Xzxi19k7733njVoeCXg9Pzzz5eaxkcfub3Hg4YvPXQlYGcgdzGsdB2sZ/HFF2ellVbipZdeIqXEpptu2mn6jBkz+M9//gPAuut2f2yo3nryyScbTnvllVd45ZVXmDix/JZgkiRJklSPASdJPbbNNttw3333MWrUqG4HnCrBjnpd45599tkuAya9cczXry91ffXssMMOXHPNNYwcOXK2gNOdd97JW2+9xXrrrdenLZyOPvpojj766LrTzj//fC688EIOOOAAjjvuOCC3yJIkSZKkvrZAqxMgae6z9957s8IKK3Dttdfym9/8hpkzZ3aa3t7ezoMPPsjdd98967Phw4cDcMMNN8xq1QR5sPDvf//7vP322/2T+BLtt99+DB48mBtuuIGHHnpo1uevv/465513HgD777//bMudfPLJ7LffflxzzTX9lVRJkiRJ6le2cJLUY4stthhnnnkmX/va1zjnnHO44oorWHvttVlyySV57bXX+N///scbb7zBfvvtx/bbbw/AHnvswVVXXcU999zDRz/6UTbddFPeeustRo8ezfLLL89OO+3EHXfc0eI9g1tHdh5Dqqsxo1ZddVWOOeYYTjvtNI488ki22GILhgwZwujRo5k8eTK7774773//+2db7uWXX+a5555j/Pjxs0276KKLZgXqKgO1jx07lkMPPXTWPIcccsisfJUkSZKkgciAk6ReWXfddbn88su55ppr+Nvf/sYjjzzCzJkzWWaZZVhrrbXYf//9ed/73jdr/iWXXJJf//rX/OIXv2D06NGMGjWK5Zdfnr322otDDz2Un/zkJy3cm97bd999WWWVVbjssst49NFHmTFjBsOHD2efffZh33337fH6nn/+eR599NFOn82YMaPTZ+PGjWs63ZIkSZLUl9pqnwglzavGjRvXsLBXBrB2fJv+090876rFUe20vtDdp+INdJbx/mee97+hyywz6/9xb7zRwpTMHyzj/c8871/md/8zz5s3dOjQeaPyqnmCYzhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKNbjVCZCknrh1ZHurkyBJkiRJmgNbOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSjW41QmQpFq3jmxvdRIkSZIkSU2whZMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklWpwqxMgSQPZrSPbZ/0/Yre2FqZEkiRJkuYetnCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlGtzqBEiaP/3xT9MBmDqtnRG7tbU4NZIkSZKkMhlwktRyt45sb3USJEmSJEklskudJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSOYaTJHVT7VhTDnYuSZIkSfXZwkmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSrV4FYnQJLmVreObJ/1/4jd2lqYEkmSJEkaWGzhJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKNbjVCZCkecGtI9s7vR+xW1uLUiJJkiRJrWcLJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpXIMJ0n9onaMoyGLtCghkiRJkqQ+ZwsnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSrV4FYnQJLmRbeObJ/1/4jd2lqYEkmSJEnqf7ZwkiRJkiRJUqls4SSpz1S38pEkSZIkzT9s4SRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKNbjVCZA0d/rvf//LJZdcwujRoxk3bhxLLrkkW2yxBYcccgjDhw/v1jpefXUMZ525HzNnTmfV1Tbi81+4YLZ5Jk54lZtvPpunn/oHbW1trLveNnzoQ19liSWXm23e6dOncs7Zn2KJJZfjc58/n7a2th7t0++u/T4PPngLu+x6KLvudljD+c48fV/Gj3+ZQw49jzXX2mzW57eNvIDbb7uw07wLLrgwZ5+1OKussgobbLAB73vf+9hkk00arnubbbbJafnd71h55ZV7lH5JkiRJGigMOEnqsQceeIBjjz2WKVOmsOqqq7L99tvz4osv8uc//5lRo0bx05/+lE033bTLdbzzzjv89uqTefvtGV3Oc9mlx/Lyy0+x5lqbA/DIv0fyxtjn+cIRv54toHT7bRcyadLrfHr/U3scbCrTMsuswvDh7wbg7XdmsuiQiTz55JM8/PDDXH311Wy22WZ897vfZdiwYS1LoyRJkiT1JQNOknpk2rRpnHDCCUyZMoXPfOYzHHnkkSywQO6de9NNN/GDH/yA73znO1x77bXAwg3Xc/fdVzFmzENsudW+jL7v+rrzPP7433j55afYZdfD2HW3QwH4662/5I5RF/P4439jww13mjXvq68+y9/vuZott9qXlVeO8na4F4YPfzcf+dgJs96P2C0Hv/75z39y1lln8cADD/CFL3yBCy+8kGWXXbZVyZQkSZKkPuMYTpJ65Pbbb2fs2LGsttpqHHHEEbOCTQB77LEHO+64I6+//jo33XRTw3WMe+NF/njLz9hgg/eyySbvazjfSy8mALbYcq9Zn2211b6dplXc9PszGDJkSd434vO92q/+sPnmm3PBBRew1lpr8fLLL/PTn/601UmSJEmSpD5hwElSj6SUAz3vec97GDRo0GzTt9hiCwDuuOOOhuu44YYf09bWxkc/+u0utzV1ykQAhgxZctZnQxZdCoApUybM+uyhh/7Es88+wAd2/zKLLLJ4N/ekNYYMGcJRRx0FwMiRI3nttddanCJJkiRJKp8BJ0k9MnXqVACWXHLJutOXWioHhJ588sm60+8f/Xv+88z97L77l1h6aNdjGC1VTH/ttTGzPqv8P3ToSgBMm/Ymf/7jz1hjjU3ZdNMPdns/+tOtI9s7/W299dYsvfTSvP322zzwwAOtTp4kSZIklc6Ak6QeWXrppQF46aWX6k5/8cUXAZgwYQJvvTWl07SJE17lz386l1VX24jttt9vjttab71taWtbgD/dcg4TJrzKhAmv8qdbzqGtbQHWXW9bII/pNGXKePbY6+tN7FX/W3fddQH4z3/+0+KUSJIkSVL5HDRcUo9sttlmXHLJJdxzzz2MHTu206DXM2fO5Oabb571fvpbU1h44UVnvf/9jacxY8Y09t7nuE5jPzUybNg6bL3Nx7j377/ljNP2nvX59jt8ihVXXJsXX0yMvu96tt1uP1Zcca1Z02fMeItBgxbs1jbquf22C7n9tgt7tWx3VQJ3EydO7NPtSJIkSVIrGHCS1CNbbbUVG220EY8++ihHHXUUxx57LOuttx4vvPAC5513Hi+++CILLLAA77zzDm1VAZ9//evPpHQ3O+18EMOGrdPt7X14j6NZa+0teObp+wBYd91tiPW3p729nT/8/nQWX2JZdtk1P8Hu8cfv5C9/+hmvv/5fBg9eiI023pU99jyWRRZZrEf7OGzYuqy00roNpz/66O1Mnz61R+us1d7eDkBbW1tT65EkSZKkgciAk6QeaWtr48c//jHf+MY3eOKJJ/jCF74wa9rgwYM5+uijOeuss2hra5s1gPfkyeO45aazWXa51dlp54N6vM0NNngvG2zw3k6f3T/6Rp7/36Ps96kfsvDCi/Lyy09z1W++xfDh72bE+7/IG2+8wMi//oq3357Bfp/8Qc+2t+GO7LrbYQ2nP/vsA00HnCZMyIOeNxoLS5IkSZLmZgacJPXYCiuswEUXXcQ999zDgw8+yJtvvsmKK67I+973PmbOnEl7ezurrbYagwcvBMBzzz3MlCnjWWjhIVx6ydEAs7q7TZmcu5S99uqzXHjBEQDsf8AZnbri1ZoyZQK3/uXnrLPO1my88a4A3HXnFQwevDCf+swpDBmyBJAHFL9j1MWMGPEFlll21b7JjF5ob2+fNaj62muv3eLUSJIkSVL5DDhJ6pUFFliAHXbYgR122KHT51dddRUAW2yxxWzLjB/3EuPH1R9s/K23pjDm2QcBeOedt7vc9p//9DNmzJjGHnseM+uzV1/5D8svP3xWsAlgtdU2BuCVV58dUAGn++67jwkTJjBo0CDe8573tDo5kiRJklQ6A06SSjNt2jQuufQa2traWGnlfWZ9vuGGO/H9H/6907xDFlkEgMceu4eLLjySVVfbiM9/4YI5buO///03Dz5wMzvtfBDLLrfarM/b2hZg+oxpneadPiN3e1ugbeA8kHP69Kn89Kc/BWDEiBEst9xyLU6RJEmSJJVv4FyFSZprPPPMM0yb1jm4M2HCBI4//njGvfECW261LyutvF7p233nnbf5w+9PZ+mlV2LHnQ7sNG3FFdfi9dfG8L//PlLM+w4PPfBH2traWKHqCXat9OyzD/CrX36O//znP6y00kocddRRrU6SJEmSJPUJWzhJ6rErrriCUaNGEREsv/zyTJw4kYceeohp06ax0ca78KEPH90n2/3Hvdfy8ktPsf8Bp7Pggot0mrbDjvvzr3/9mYt//RXWWntLxo97iZdffopN37M7Q4eu1CfpaeS55/7F7679PgBvvzOTqVMm8tJLT/Hmm2OB3N3whBNOYOjQof2aLkmSJEnqLwacJPXYTjvtxBtvvMEzzzzDI488wqKLLsq73vUu9t57b95h1z7Z5qRJYxn51/NZf/33EuvvMNv0FVZYkwM+exZ//csveOrJv7PIIouz9dYf5f0f/FKfpKcrb7zxAm+88QIACy64MAsvvDjLLLMym7xrNzbZZASHHLxJv6dJkiRJkvpTW3t7e6vTIPWLcePGNSzsSyyRB5qeNGlSv6VnXnXryO4dUypjOE2t6Zo3PxixW1u/b9My3v/M8/43dJllZv0/7o03WpiS+YNlvP+Z5/3L/O5/5nnzhg4d2v8VTakBx3CSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlGtzqBEjS/ObWke2z/h+xW1sLUyJJkiRJfcMWTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFINbnUCJM3dbh3Z3uokSJIkSZIGGFs4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcpBwyX1mAOFS5IkSZK6YgsnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUqsGtToAkzc9uHdne6f2I3dpalBJJkiRJKo8tnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJVqcKsTIEnqcOvI9ln/j9itrYUpkSRJkqTes4WTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQ+pU7SHFU/OU2SJEmSpDmxhZMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpHDRckgao6sHaR+zW1sKUSJIkSVLP2MJJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVAacJEmSJEmSVCoDTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSjW41QmQNDDdOrK91UmQJEmSJM2lbOEkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUjuEk9ZMXXniB888/n9GjRzNp0iRWWGEFdt11Vw4++GCGDBnSo3U98cQTjB49mscff5zHHnuMl19+GYDf/e53rLzyynNc/vHHH+eqq67iwQcfZNy4cSy++OKsuuqq7LTTTuy///692j/1rdoxtUbs1tbtZUePHs2VV17JI488wvTp0xk+fDj77rsve++9N21t3V8PwN13380jjzzCY489xuOPP87EiRMZNmwYN9xwQ8Nlxo8fz5133jlrmaeffpqZM2dy6KGHcvjhh/do+5IkSZLmDgacpH6QUuKLX/wiU6ZMISLYdNNNefTRR7n00ku55557+OUvf8liiy3W7fVddNFF/O1vf+tVWq644grOO+88ADbccEPe/e53M27cOJ555hluuOEGA07zmBtvvJFTTjmFBRZYgK233pqFFlqI++67j1NOOYV///vfnHDCCT1a34knnsibb77Zo2X+9a9/8cMf/rBHy0iSJEmauxlwkvrY22+/zXe/+12mTJnCEUccwYEHHgjAjBkzOO6447j77rv52c9+xje/+c1ur3PjjTdm7bXXZoMNNmD99dfnoIMO4o033pjjciNHjuTcc89l2LBhnH766ay77rqd0plS6vkOasB68cUXOeOMMxg0aBAXXnghW2yxBZMmTeK1117j85//PDfffDPbbLMNI0aM6PY6d9llF1ZffXU22GADFllkEQ477LA5LrPMMsvwkY98ZFZ5/eMf/8hvfvObZnZNkiRJ0gBnwEnqY3feeSfPPfcca6+9NgcccMCszxdccEG+9a1vsffee/OHP/yBL3zhCyy11FLdWmclaNUT06dP58wzz2SBBRbg1FNP7RRsAhg0aBAbbrhhj9ergeuqq65ixowZfOxjH2OLLbaY9fnyyy/PkUceyfHHH89ll13Wo4DT8ccfP+v/MWPGdGuZTTbZhE022WTW+7/85S/d3p4kSZKkuZODhkt97M477wRg1113nW28nOWWW45NN92UmTNncs899/RpOu644w7eeOMNttpqKyKiT7elgaFS9nbbbbfZpu24444svPDCPPnkk7zyyiv9nTRJkiRJ8zgDTlIfe+qppwBYf/31606vBH8q8/WV0aNHA7DVVlsxefJkrr/+ek4//XTOOussbrrpJqZOndqn21f/mjx5Mi+99BJA3QDjggsuyJprrgn0fdmTJEmSNP+xS53UxypPkFthhRXqTq98XgkO9JVnn30WgLfeeotPfvKTvPbaa52m//znP+fUU09l44037tN0qH9UytMSSyzBoosuWneeFVZYgSeeeKLPy54kSZKk+Y8tnKQ+NmXKFAAWWWSRutOHDBnSab6+MnHiRAAuuOACBg0axE9+8hNGjhzJlVdeyS677MLYsWM55phjGDt2bJ+mQ/1jTuUO+q/sSZIkSZr/GHCS+knt+E0V7e3t/bL9t99+e9b2zjjjDLbddlsWW2wx1lxzTX70ox+x3nrrMWHCBK677rp+SY/6VqVcNSp31fNIkiRJUtnsUic16Xvf+95sn7373e9m7733BmDRRRdl4sSJDcdIeuutt2bN15cq699oo41YZ511Ok1ra2tjr7324owzzuCBBx7o03SoHGPGjOHSSy+d7fO99tqLTTfddNb33dXYXP1V9iRJkiTNfww4SU265ZZb6n5eCTgNGzaMiRMn8uqrr7LuuuvONt+rr746a76+tNJKK/Hkk0+y0kor1Z2+8sorA9ilbi4xduzYumVvs802Y9NNN531PU+aNImpU6eyxBJLzDZvf5U9SZIkSfMfA05Sk+69994up6+77ro8+eSTpJTYfvvtZ5ueUpo1X1+KCO64445ZYznVmjBhAtAxro8Gts0337zLsrf44ouz0kor8dJLL5FSmm3Q+hkzZvCf//wH6PuyJ0mSJGn+4xhOUh/bYYcdALjttttmmzZ27FgeeughBg0axHbbbden6dhxxx0BePzxx+sOEv3Pf/4TgPXXX79P06H+Uyl7I0eOnG3anXfeyVtvvcV6661nCydJkiRJpTPgJPWx9773vay++uo8/fTTXHbZZbM+nzlzJqeccgozZ85kzz33ZOmll+603DXXXMN+++3HySefXEo61llnHbbffnsmTJjAWWedxcyZM2dNu+uuu7jllj/S1rYAK6+6L7eOdDDpecF+++3H4MGDueGGG2YFFAFef/11zjvvPAD233//2ZY7+eST2W+//bjmmmv6La2SJEmS5i12qZP62ODBg/ne977HEUccwXnnncdtt93GKquswiOPPMLLL7/M2muvzZe+9KXZlhs/fjzPPfccyyyzzGzT7r77bi666KJZ7yvd5I477jgWXHBBALbffnsOOeSQTst9+9vf5nOf+xw33XQT999/PxHB66+/zmOPPUZ7ezsf3P3LrLKKLZzmFauuuirHHHMMp512GgcffDBbb701Cy20EKNHj2by5MnsvvvuvP/9759tuZdffpnnnnuO8ePHzzbtoosu4u677wZg+vTpQG6pd+ihh86a55BDDpmt+2j19MrYUb///e87dQu88MILe7+zkiRJkgYUA05SP1h//fW55JJLuOCCCxg9ejRPP/00K6ywAvvvvz+HHHJIj58SNm7cOB599NHZPn/yySdn/T98+PDZpi+77LJcfPHFXHzxxdxxxx3cc889DBkyhK233pr1N/gUa6+zVc93TgPavvvuyyqrrMKVV17Jv//9b6ZPn87w4cPZZ5992HfffXu8vueff362sjdjxoxOn40bN2625eqV19dee43XXnutx2mQJEmSNPC1tbfbdUbzh3HjxjUs7JUneE2aNKnf0jPQ9Hc3uiGLLALA1GnT+nW784oRu7X1aH7LeP8zz/vf0KoWoePeeKOFKZk/WMb7n3nev8zv/meeN2/o0KE9qyRKfcgxnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcpBwyVpLlQ95lZPx3OSJEmSpL5mCydJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSOWi4NB+rHnhac6/a79FBxCVJkiS1mi2cJEmSJEmSVCoDTpIkSZIkSSqVXeqk+Yhd6CRJkiRJ/cEWTpIkSZIkSSqVASdJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaVy0HBJPfbSS880vY5FFl4YgGlvvdX0uuZVK620dq+Wqzc4/JBFpgOww/ZNJUmSJEmSusWAkzSP64sn0331K1uVvk7N7uprxrY6CZIkSZLUKwacJGk+Uh2AHLFbWwtTIkmSJGle5hhOkiRJkiRJKpUBJ0mSJEmSJJXKLnWSeuzsc+5reh0OGt56teN72cVOkiRJUlkMOEnqsd4+Pa3akEUWAWDqtGlNr0uSJEmSNLAYcJLmAX3xJDpJkiRJknrLgJMkCeg6cGl3O0mSJEk9YcBJGqC6Gl/HFk3qb9VlzuCTJEmSpDkx4CS1UE8CRwaZJEmSJElzi7b2di9ipZNPPrkd4MQTT7TpRj8xz/uX+d3/zPP+Z573L/O7/5nn/cv87n/muTRvWaDVCZAkSZIkSdK8xYCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqXxKnSRJkiRJkkplCydJkiRJkiSVyoCTJEmSJEmSSmXASZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkq1eBWJ0DqSxGxHfAdYBtgEeBp4CLg3JTS291cx7rAR4APAOsCKwLjgHuBs1NKt3ex7GeBI4ENgbeBB4EzUko39XafBrKS8ntB4AhgU+A95LxbEDg8pXRBg2UOAn7dxWq/mFL6Rff2Yu7SqjyvWtYy3sP87s265vUyHhGrAt8DPggsC7wE3ACcnFIa15frKfM7nVu0Ir8jYg3g2S5Wd3VK6ZPd3om5TBl5HhEfA3YiH6vfDSwBXJFS2n8Oy1nG+yG/LePN5XlELAvsC3wY2ARYBZgO/Jt8/vt1SumdBsvOd2VcmlsYcNI8KyL2Bq4DpgFXA28AewI/AbYHPt7NVX0f2A94DLilWE8AewF7RcRRKaVz6mz/DOAY4HngfGAh4JPAHyLiyymln/V+7waeEvN7MeDs4v9XgJeB1bq57I3AQ3U+v7+by89VWp3nlvFe53cz65rnynhErA3cA6xA3r8ngK2Ao4APRsT2KaWxfbGeMr/TuUUr87vwL/JFaK1Her43c4ey8px8Qf1u4E3ycXf9bmzbMt6P+V2wjPcuzz8O/JwcqLod+C/5Ju9HgAuA3SPi4yml9pptz3dlXJqbGHDSPCkiliRfAL8N7JxSur/4/ATgNuBjEfHJlNJV3Vjdn4BTU0oP1mxjJ+BW4PSIuCal9FLVtO3IF+LPAFtW7uxExOnAP4EzIuKmlNKYJnd1QCg5v6cAHwIeSim9FBEnASd2Myk3pJQu7mn650atznPLeO/zu8l1zYtl/P/IFylfSSmdW/kwIs4CjgZ+CHyh7PWU/Buam7Qkv6s8lFI6qdepnzuVledHkwMfT5Nb3jRsYV2s3zLej/ldxTJe6GGeP0m+mXtzdUumiPg2cB/wUXLw6bqqafNrGZfmGo7hpHnVx4DlgasqJx+AlNI08h0rgC92Z0UppYtrg03F53cAo8itOrarmVw5qf6wuhlxcfF9HrAwcHB3tj+XKDO/p6eU/lgdwFNdrc5zyzi9y++S1zVXi4i1gPcDY8jlptqJwGTggIhYrA/WM999Dy3O7/lSmXmVUro9pfRUbQuPLljGO+vr/J4vlZXnKaXbUkp/qO02l1J6Gah0Gd+5ZrH5roxLcxsDTppX7Vq8/qnOtL+RW3RsFxELN7mdGcXrzB5s/48188wL+iu/52TTiPhqRBwXEQcU4wnMq1qd55bxDj3N72bWNa+V8Upe/KXORcYk4G5gUfK4HGWvp9W/oVZoZX5XrBwRn4+Ibxev7+rpTsxlysrzZrZtGadf8rvCMl4oMc97U9+eV8u4NFcx4KR5VRSvT9ZOSCnNJA/qOBhYq9cbiBgO7EY+mf2t6vPFyAMdvtmgxchTxet6vd32ANTn+d1NR5H77P8YuBQYExG/iIhF+ni7rdCyPLeMd9aL/G5mXfNaGW+YF4XulqXerGegHLf6Uyvzu2IEubXCD4vXf0XE7RGx+hy2ObcqK89L3bZlvE/PT5bxzprK84gYDBxYvK0NLM2PZVyaqxhw0rxqqeJ1QoPplc+X7s3KizslV5C7DZ1U8/SNPt32ANXqfX4W+DK54rEYsDLwCXLz7s+Tn1Qyr2llnrf6+26FMve5N+uaV8t4Wfnam/VYjmfXl/k9hfwQjs2BocVfZVycnYGR82gXPI/V/auV+2wZr6/ZPD8F2Bi4JaX0537etqQmOWi4BqyIGAMM78Eic3w0cJW24rXH/fIjYhBwGfnJF1cDZ/R0Hb3ddl8aqPndHcV4WndUfTQFuCYi7iU/LeZTEXFqSulffbH93pqb87ybLOO9M9u65tYyXoKy8rU36xkIv6H+1mf5nVJ6FfhuzXx/i4j3A3cBWwOHAT9tcttzm1aWM8t4iSzjDTVT5/4K+QElTwAH9Oe2JZXDgJMGsmfIjzjtrher/q/c0Viq3ozAkjXzdUsRbLqc/IjV3wL71xlMck7bntPdmFYZcPndrJTS/yLiFuAzwI7kC/OBZG7Nc8v47HqS36Wtay4o43NSVl70Zj0D8rjVx1qZ33WllGZGxAXki/Edmfcuxgfysdoy3g8s472ucx9JzqvHgN1SSm/017YllceAkwaslNJuzSwObEHuL/7P6glFX/A1yQMP/qe7KyyW+w052PQb4MCU0tuzbTilyRHxArBKRKxUZ4ybdYvXRn3dW2Kg5XeJXiteB1wz9rk1zy3jTed32d/dgC3j3ZCK10Zje3S3LPVmPQP5uNVXWpnfXZmby/CclJ1XPd22ZbyzVp2fLOM9yPOI+Cp5vMJHyMGmV7vY9vxWxqW5imM4aV51W/H6wTrTdiQ/LeOelNJb3VlZRCwEXEsONl0KHFAv2NTN7e9eM8+8oNT8LtnWxeu8VtlodZ5bxjv0NL/L/u7m5jJ+e/H6/ojoVCeJiCXIXZenAvf2wXpa/RtqhVbmd1cqT6+aG8vwnJSdVz1hGa/SD/ndFct4N/M8Ir5JDjY9BOzSRbAJ5s8yLs1VDDhpXnUt8DrwyYjYovJh8SSnHxRvf169QEQsFRHrR8RKNZ8vDFwP7A1cCBxc+9jXOn5RvB4fEUOr1rUGcCTwFvDrnu7UAFZafvdGRLy3zmdtEfEtYNsibfUemTs3a2meYxkHep3fvVnXPFnGU0rPAH8B1iCXm2onk1sDXJpSmgwQEQsWebp2M+sp9Ph7mNu1Mr8jYuvi5k0nEbErcHTx9vLe7dnAVVae95JlvLM+zW/LePN5HhEnkAcJ/ye5ZdPrc9j8fFfGpblNW3u7Y6hp3hQR+5BPRNOAq4A3gL3IT3m6FvhE9fhLEXEQ+QL5kpTSQVWf/xo4iHxC+z/qDzw4KqU0qmb7ZwJfA54vtrcQsB+wLPDllNLPmt7JAaSs/C6mHQesX7zdFHg3cA8dj9a9K6V0QdX87eSm2qOBF8h9+bcnP9VkCrBvSukvZe3rQNHKPC+WsYz3Pr97uq55towXFx33ACsANwKPk1tt7ULe5+1SSmOLedcgP7HvuZTSGr1dT9Uy+9CD72Fe0Kr8johRwEbAKPIxA+BdwK7F/yeklCoXiPOUEvN8H2Cf4u0w4APkFjN3Fp+9nlI6ts4ylvF+yG/LeHN5HhGfBS4G3gbOpf64S2NSShfXbHsf5rMyLs1NHMNJ86yU0g0RsRNwPPBRYBHgafIF8jk9OPmsWbwux+xPH6k2qmb7x0TEw8CXgM8B7wAPAKenlG7q7n7MLUrMb8hNo3eq+Wy74q+iOvhxBrAVuVK3DDmv/wucB5yVUpoXm7C3Os8t403kdy/WNc+W8ZTSM8Wd6e+Ry+GHgJeAc4CTGwwUW8p6Sv4NzRVamN+XAfsCW5K73S4IvEJ+AMfPUkp3Mo8qK8/JNwM+W/PZWsUfwHNAp4CTZbxf89sy3lyeV+rbg4CvNpjnDnJQqnrb810Zl+YmtnCSJEmSJElSqRzDSZIkSZIkSaUy4CRJkiRJkqRSGXCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJVqcKsTIEmSOkTEKGCnlFJbq9NSKyJOAk4Edkkpjar6vB24I6W0c838w4BTgd2Alcg3uoamlMb3T4olSZLUKgacJEnqpiKwUu0dYALwMHAxcElKqXaefklTVwGqiBgDDAfWTCmN6Z+UATlP3g9cCTwNtAPTehtUi4iDgF/XmfQm8BRwLXB2SmlKbxNclVfddXJK6aTebq8vRcTFwGdrPp4KjAH+CJySUnqtznKjgJ1qPn4TeBK4DvhJSmlqRHwO+CXw25TSfnNIy/HAD4CfppS+2tN9KUtEbAB8EtgUeA+wWjFpwZTSzP5aV0RsAnwd2AVYgXwceRy4MKV0aU/SIUnSQGXASZKknju5eF0QWAfYl3yBvgXwpVYlqoU2ADoFeSJiIWAE8NeU0mdqpjW7vX8BNxT/LwAMA/YEfgh8MCJ2SSm93ct1nw0sXfPZQeQg1CXkYE21Ub3cTn+6EXio+H9F4EPA14CPRsTmKaWxDZar7G8bsCrwEXIe7x0ROwC/Ac4E9omI5VJKr9dbSUS0AYcUb89vem+a8wHgu8Db5CDlNGCR/lxXETi9gPybuYmcx0sDG5O/GwNOkqR5ggEnSZJ6qLZFS0RsD/wNOCIizkwpPduShLVISumJOh8PIweDXuyDTT5U5ztYmtzS7L3F36jerDildHbtZxGxMzngdHF1V8K5yA0ppYsrbyJiEeBe4N3kAOnJDZa7uKbr5HeAB4GtgE+nlC6JiCuBw4EDgbMarGdXYC3gnpTSo83tStP+CPwdeLhopTWGnrVoa2pdEbENOdj0CPDBlNLLNdMX7GVaJEkacAw4SZLUpJTS3RHxBLAhsDnQKeAUEVuTu8/sACwDvALcQu6O1RcBmTkqgii3k4MNfwa+D2xJDhLdAxyfUrq/m+vqNIZTzYX3ZyOi0q3rEqq6eNV0UZxtDKieSCmNj4jR5G5Ny/d2PT1R1WVtbeDD5MDLusA/Uko7V3UBPLg64FO1fKOxrwYDnyMHcTYk19cScCHwfymld5pJd0ppWkRcQQ44bdmD5V6KiN8BXyQHnS4BfkXe78NoHHA6vHj9Va8TXZKUUmrxuk4DBgH71wabinXOaDphkiQNEAacJEkqR2U8ok4XjBFxMLkb0VvA74H/kYMShwF7RsQ2KaX/9mdCa2wNfAv4K3AeuYvgR4AdI+L9KaU7e7HOs4E1gKPo3P3tIXL3oYPIAanqljVjerGdWSJiKXLw5B1yK5z+9FNyq6qbyYHE3nbnq7Rw+QO5u1Yid1ubRh7r51zy93VAk+mFBuW1B8tVxg67PyIeBN4TEdunlO6unjkilgX2IY9RdE3vkzv3i4hVyeXkfuDRiNiFHKBuJ/82bm82mChJ0kBiwEmSpCZFxI5AANOB+6o+X488qPIY8iDZL1RN2xW4lRys2Lc/01vjg8CXU0o/q3wQEXuTg0QXRUT09CI4pXR2RKxBDjjVdn+7odJFrYnBtjctnpgHuUXWisAewFLAV1JKT/dyvb21GfCekrpSHk8ONv0M+GplLKqIGERuIXRIRFybUrqxtxuIiCHA/sXbu3qw3ErkYCTAP6omnQ/8H7kl0901ix0ILAxc0N3B3CNiH/JA3N01vl5XyAGo0prsKeA2YOea6f+OiI+0oPxKktQnDDhJktRDVcGO6kHD24BjU0ovVc36xWKeo6qDTQAppdsi4vfkVk5LpJQm9X3K63qaHCyYJaV0Y0TcQR4I/b3AHa1IWBfeXfzVupJ8Id/fTisj2BQRC5DHVHoZOLp64POU0tsRcQxwMPAZ8kDg3bVPEQCE/ES0PchdD/8G/LyL5Q4qgoPVg4YvTQ6qXlU13xXA6cDHI+KolNKEqmmHFq896U63D7M/Xa8rz5Fb1Q10KxSvnwBeJ+fnSHIX0BPJLddujohNUkrTW5NESZLKY8BJkqSeO7HmfTtwaErp1zWfb1u87hQR9cbKWYE8nst6wD/LTWK33dmgBdMocsDpPQy8gNMlKaWDKm8iYkXgfeTWYntExM4ppQf6MT33zXmWblkPWJbcAuY7DZ7mN5X8VMCe2Lv4q3Yr8OE5jBlUHfSZXKTrOuCs6uVSShMj4rfkYNinKYJYEbEdsBF5TKuHu5vY4rs9qLvzz0UGVb0ellK6qXg/sRjnbAPyky4/Sg6eSpI0VzPgJElSD6WU2gAiYjFyUOlC4BcR8VxKqbqFzbLF69fnsMrFm0hOO9AWEQt00fVtgeK13vRXGixTGdB4qSbS1i9SSq8AVxRdxc4HfkzultZfZhv8uZcq5WVdZg9qVutpeTk4pXRx0S1vLfIA8fuRA0OHdbHcLj14Kt+vyAGnw+hoNVVZ9/k9TO+8alzx+hZ5rK9ZUkrtEXEjOeC0FQacJEnzAANOkiT1UkppMvDXiNgTeAC4pBjzqDJWTaVr0VIppYl9lIwJ5G5OywKv1U6MiDbyk/EAxtdZfsUG6x1Wtf65RWVcoa36ebvtDT6vBPhmq29FxNJ15q/k9fUppY/Umd6UooveUxHxafKg7odGxO9TSr8vYd33RsTDwGYRsRm5NdQngIl07n43R/PwGE6Vp9pNahAcrgSkhvRTeiRJ6lMLzHkWSZLUlaK70PnkcW6Orpp0b/H63j7c/L+K120bTH8XsBgwpkHQa4di7KBaOxevffHEt+qBsMs0tHgdKPWbSgBhtTrTtqjz2RPkoOA2xdPq+kQR7DiqeHtaid9DpSXTYeSudYsBvykCsz2xD7mFV3f/vtpkuvvLw+Sxm5YruoHW2rh4HdNvKZIkqQ8NlAqZJElzux+QH19/bERUAh8/Iz92/ifFE+s6iYiFIqLZYNTFxev3alvNRMTCwGk189VaFziiZrm9yeM3PQ3c2WT66hlbvK5e1gqLoEkliDKqZtrOEdEeEaNql+tj95NbOX06IhatSs8ydHwvs6SUZgLnAisB5xRdBDuJiJUiYsNmE5ZS+gdwE/npigc2u77C5eQxpj5DR5nqcXe6lNJBKaW2HvytUVL664qI1SNi/ervsDeK7/eXxdvTqgO9EbEJedyqmcC1zWxHkqSBwi51kiSVIKX0QkT8khz0+AbwrZTSExFxCHAR8GhE/Al4kvzkutXJLZ9eA9ZvYtOXkMcr+iTwZPHku5fJXew+VGznDuCUBsv/CTgzInYnt5Zah/z0rGnkgdAbjQvVjJHAx4HfRcQt5CDFcymly7q5/KZVTwqEPPj6ruTgyevk/K9WubCf2esU90JK6aWIuIL89LGHIuJmYEny9/I38oDstb5PfgLfF8hPMLwNeIG8j+sC2wPHA4+VkMTvAh8GToyIK5p9MlpKaXxEXEMOYL0L+Gc/D94+RxGxHHBG1UfLFa8XRkSla+QpKaUnqua5lByA3YWqYGYv1/UjYDdyHm1SBEGXJw8UvghwTErp6d7tnSRJA4stnCRJKs+PgSnAVypdZlJKlwObkx8d/y7yY+/3Jwd2rqWmdVFPpZTayd2XDiB32dkH+CY5APW/YnsjUkpvNVjFP8jd5xYu5t0duA3YMaX0t2bS1oULyHm1FDk49H3g0B4s/246d6k6mDyO0k+Bd6eUUs38mxSvPRpLqCSHk4MSiwJHkgMX55BbAc2mePrbPuSARAL2AI4BPkiut51ALktNSyk9CFwPDAc+X8Y6yYOH1/t/oFic/PS9yt9ixecHVn02rP6iza+rGN9tN+BkOsrEXsA9wIdSSmf1ZqckSRqI2trbG41zKUmS5lURsTNwO3BySumk1qamb0XE78gDia/VbCseSZIkdY8tnCRJ0jyreErfe4EzDDZJkiT1H8dwkiRJ86yiy+HyrU6HJEnS/MYWTpIkSZIkSSqVYzhJkiRJkiSpVLZwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKNbjVCZD6y7hx49obTVtiiSUAmDRpUr+lZ35nnvcv87v/mef9b+nVV6ftzTdpX3xxxv/3v61OzjzPMt7/zPP+ZX73P/O8eUOHDm1rdRqkCls4SZKkeULbm292epUkSVLrGHCSJEmSJElSqQw4SZIkSZIkqVQGnCRJkiRJklQqA06SJEmSJEkqlQEnSZIkSZIklcqAkyRJkiRJkkplwEmSJEmSJEmlMuAkSZIkSZKkUhlwkiRJkiRJUqkMOEmSJEmSJKlUBpwkSZIkSZJUKgNOkiRJkiRJKpUBJ0mSJEmSJJXKgJMkSZIkSZJKZcBJkiRJkiRJpTLgJEmSJEmSpFIZcJIkSZIkSVKpDDhJkiRJkiSpVINbnQBJkiRJmlvdOrJ9ts9G7NbWgpRI0sBiCydJkiRJkiSVyhZOkiRJ/9/enYdZVR34wv4VljIJCCqK0agobpzSiRJJG2ckbTq2Y2zj15rEqyaxM6lJ2zej6Wub5Iq5SUjspBO8GTWaiGZwiggKqCHihFeE4wQYIwgKKDOC9f1RQxgKqYJddaqK930enlO1h7XWXrWqivOrtdcGKJFZTwBmOAEAAABQMoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKWqrXYDAAAAOotx4+uq3QSATsEMJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFS11W4AAABAR3TnXauzYmVdtZsB0CkJnAAAgG3euPHrB0s9e6yuUksAuga31AEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKWyaDgAAEAb23BR8iQZOaKmCi0BaB9mOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQqtpqNwAAAKC9jRtfV+0mAHRpZjgBAAAAUCqBEwAAAAClEjgBAAAAUCqBEwAAAAClEjgBAAAAUCpPqQMAAOhgFi5cmDFjxuSBBx7IwoULM2DAgBx11FG58MIL079//1aVNWfOnEyZMiXTp0/PjBkz8uKLL6auri7XXnttDj/88M2e/8ILL+SGG27In//857z66qvp0aNH9thjjxx++OH59Kc/vaWXCHRxAicAAIAOZN68ebnooouyYMGC7L333jnmmGPy7LPPZuzYsZk8eXLGjBmTgQMHtri8W265JTfddNMWtWXcuHG58sors3r16hxwwAE5+OCDs3Tp0syaNSs33nijwAnYJIETAABAB3LVVVdlwYIFOf3003P55ZenpqYmdXV1ufrqq3Prrbfm61//er7zne+0uLz99tsv5557boYOHZoDDzwwX/3qVzN9+vTNnvfkk0/ma1/7Wnr37p1vf/vbG82GevLJJ1t7acA2ROAEAADQQVQqlUydOjX9+vXLJZdckpqamiRJTU1NLrnkkkyYMCFTpkzJM888kyFDhrSozFNOOWWL2nL11Vdn7dq1+fKXv9zsrXeHHHLIFpULbBsETgAAQOne8573ZPfdd8/YsWNz/fXX5/bbb8+8efPSv3//fOADH8j555+f2trazJ07Nz/+8Y/z5z//OUuWLMk+++yTj3/843nve9/bbLmvvvpqfvnLX+bBBx/MvHnzUltbmyFDhuTMM8/MyJEjNzr+8ccfz4QJE/LYY49l/vz5Wb58eXbZZZe87W1H5JjjPpL+/QdtdM51Y/41s2c9li9+6fb85S8zM2nizzN37jOpqUn22uvQnDjy43nbngeW3mdJMnny5CTJ0Ucfne7du6+3r3v37jn66KNz2223ZfLkyS0OnLbEk08+maeffrrplj6A1hI4AQAAbearX/1qHnzwwRx22GF5+9vfnscffzzXXXddFixYkPPOOy8f+9jHsv322+fggw/Oa6+9lmnTpuXyyy/P6NGjN5pVM2PGjFx22WVZtGhRBg0alOHDh2fFihWZPn16vvKVr2TmzJkbrSn0ve99L08//XT233//vPOd70ySPP/883n44d9l+vR7c9HHf5Rdd9272bZP+dPNuffen2a33ffPkAOGZ/782Xn22T9nzpxpufiTP8muu+5Ten8988wzSZKhQ4c2u78oitx2221Nx7WVqVOnJkmOOOKIrFq1KhMmTMhTTz2Vurq67LvvvjnxxBPTr1+/Nm0D0LkJnAAAgDYxb968dO/ePb/+9a+z6667JklefvnlfPjDH85tt92WJ554Iscff3wuu+yy1NbWvzUZO3ZsRo0aleuuu269wGnZsmX593//9yxatCif+9zncuaZZ6Zbt25Jkvnz5+fzn/98rr/++gwfPjxHHHFE03kXXHBBDj744PXCkbq6unzjm7fm97+7Onfc/u185KPfabb9kybdkH859+oUQ49qOu8Pvx+VqQ/dmsmTfpkzzvzyesd/a9TpWbx4Xov75ytfqm/fRRddtF6fJdnkouCN2+fOndvierbErFmzktTPqvrwhz+cOXPmrLf/v/7rv3LFFVeY/QRsksAJAABoM5dddllT2JQku+22W0466aTcdNNNWbVqVS699NKmsClJTjvttPzoRz/KE088kTVr1jTtu+222zJ//vyceuqpOeuss9arY+DAgfnCF76Q888/P2PHjl0vcDryyCM3alNNTU3efcTpefyxO/Pcs1OzatWydO/ee6Pjjj76nKawqfG8ESdelKkP3ZpZzz+y0fEHH3J8li97rcV9M2hQcsABB6y3bfny5UmSHj16NHtOz5491zuurbz++utJkl/96lfp3bt3rrzyygwfPjyvv/56brzxxtx888358pe/nJ/+9KcZPHhwm7YF6JwETgAAQJuora1tdrHpPffcM0ly+OGHZ/vtt19v33bbbZdBgwZl5syZWbx4cXbZZZckyZQpU5Ikxx9/fLN1DR06NL169Wr26WsLFy7M/fffn1mzZmXp0qVZu3Zt5s5NlixdmLq6N/Pqqy9mjz2Kjcs8cON1pHr37p+ePftmyZJXN9p30vs/02zbNmXkiJqNttXV1SVJ02Lhm9rf1tauXdv0esUVVzStqdW3b998/vOfz/z58zNp0qT84he/yBVXXNEubQI6F4ETAADQJnbeeef1Zi81apyls6nbxhr3r169umlb4y1kl1xyyVvWuWrVqvU+Hzt2bEaPHr3R9vXPWdbs9p122r3Z7d2798qKFa+/ZTu2VK9evZIkK1asaHZ/43U0HtdWGsvfZZddml3A/bTTTsukSZPy6KOPtmk7gM5L4AQAALSJTc3Saen+dTXO7DnmmGOy4447tuicGTNm5JprrknPnj3zhS98IcOGDcvOO++cHj16ZNz4uvz6pq/m/z0xLtnEpKGamm4tbl+S3HXn6FbdUvenB5Jjjz02xx57bNO2QYMG5emnn878+fObPadx++67Nx+GlWXQoEHrvW5q/6uvbjzTCyAROAEAAJ3Abrvtljlz5uRDH/pQDjvssBadM2HChNTV1eXiiy/OqaeeutH+ha++WGobpz95b6sWDX/ssfrgZt3AaciQIZk4cWIqlUqz5zRuHzJkyNY1djOKov4Ww8a1nDb02mv1wVpbz7QCOi+BEwAA0OG95z3vyUMPPZT77ruvxYFTY1iy2267bbRv/vxZmTv36VLb+Ll/u7VVxze3htNRRx2VMWPG5P7778/q1auzww47NO1btWpVJk+enCRt/nS4I488MrW1tXnxxRczb968jWZUPfJI/aLpjcEUwIZaN0cUAACgCk499dQMHDgwN998c2644YasWbNmvf11dXV57LHH8sADDzRt23vvvZMkv/3tb/PGG280bV+4cGFuufnKvPnm2vZpfCsMHTo0w4YNy6JFi/Ld73636VbCurq6jB49OosXL87w4cM3muF033335eyzz86nPvWpUtrRr1+/nHbaaVm7dm2++c1vZtmyv61z9eSTT+ZXv/pVkuTMM88spT6g6zHDCQAA6PB69+6db33rW7nssssyevToXH/99dlvv/3St2/fLFiwIH/5y1+ycOHCnH322U2LXJ988sm58cYb8+CDD+bMM8/MIYccklWrVuWxxx5Lr1675MADj8mMGZOqfGUb+9KXvpSLLrooY8eOzSOPPJL9998/zz77bGbPnp1dd901X/ziFzc6Z+nSpZkzZ06zi6PPnDkzo0aNavp81qxZSZJRo0ald+/eSepnKl1++eXrnffJT34yTz31VKZMmZKzzjorBx98cJYsWZInn3wya9asyVlnnZXjjjuuxCsHuhKBEwAA0CkMGTIkv/zlL/Ob3/wmkyZNago+BgwYkMGDB+fcc8/NiSee2HR8375985Of/CQ//OEPM3Xq1Nx///3Zeeedc8opp2Tw/v8jd97+nepdzFsYNGhQfvazn2XMmDF54IEHMnHixPTv3z+nn356LrroogwYMKBV5S1btizTp0/faPvs2bObPl731r1GPXv2zA9+8INcf/31ufvuu/PQQw9lu+22y6GHHpozzjgjI0eObPW1AduOmsYpmtDVLVq0aJODvU+fPkmSJUuWtFt7tnX6vH3p7/anz9tf/3XegC1auLCKLdk2GOPtT5+Xa9z4t34f1LNHjyTJipUr26wNG67h1Fybmlvnqasyxrde//79t50BQ4dnDScAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASlVb7QYAAABsi8aNr6t2EwDajBlOAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqWqr3QAAAIC2NG58XbWbALDNMcMJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFIJnAAAAAAoVW21GwAAAEDzxo2v2+wxI0fUtENLAFrHDCcAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUtdVuAAAAQFnGja+rdhMAiBlOAAAAAJRM4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJRK4AQAAABAqQROAAAAAJSqttoNAAAA2FLjxtdVuwkANMMMJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFS11W4AAABAS4wbX1ftJgDQQmY4AQAAAFAqgRMAAAAApRI4AQAAAFAqgRMAAAAApRI4AQAAAFAqgRMAAAAApRI4AQAAAFAqgRMAAAAApRI4AQAAAFAqgRMAAAAApRI4AQAAAFCq2mo3AAAAgC03bnzdRttGjqipQksA/sYMJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFS11W4AAADAhsaNr6t2EwDYCmY4AQAAAFAqgRMAAAAApRI4AQAAAFAqazgBAAB0Mc2tgTVyRE0VWgJsq8xwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASlVb7QYAAADQ9saNr1vv85EjaqrUEmBbYIYTAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQKoETAAAAAKUSOAEAAABQqtpqNwAAAGDc+LpqNwGAEpnhBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpPKUOAADo0F595S+ZOPFnee65qVm2dFF69uybwfsNy3HHn59dd927RWUsWDAn//X9D2fNmtXZc6+D8/FPjNnomNdfm5/bb/9Onn3mz+nWrVuK4sj8w0mfTp++u2x07OrVKzL6O+ekT99d8rGP/zg1NTWtuqZbbr4yjz12R44/4YKcMOLCTR73rVGnZ/HiefkfF1ybfQcf1rR9wvgxuXfCdesdu/323dO9+44ZsPPb8ra3Dc0hh56Yt7/90E2W/Z73vKe+Lbfckj322KNV7QfYHIETAADQYc2a9Wh++fN/y+rVyzNg5z1TDH1vFi78a56Y9sfMeOq+fOSj383e+/zdW5bx5ptv5re3fj1r177xlsf84uefz7x5z2TfwYenW7dumTbt7ixYMCef+NefbBQo3TvhuixZ8kr+v3P/d6vDpjINGPC27L13/fWvfXNNli9/LfPmPpMX5jyRPz346+y772E544NfyU477V61NgLbJoETAADQIa1evTK/vvGrWb16eY46+l8y8n3/mm7d6lcFefTR23Pr2P/MTTd+OZdc9pvssEOPTZbz5yk354U5T+TdR5yeqQ/d2uwxM2ZMyrx5z+T4Ey7MCSMuSM8ePXLXndfmnnvGZMaMSTnooGObjp0/f1b+9OBNefcRp2ePPYpyL7qV9t7773LGB7+y0fbnn38kd9z27cya9WjG/PjifOLi67LjjgOq0EJgW2UNJwAAoEN66qn7snTpq9l5570y8n0XN4VNSXLYYR/I0AOPyZIlr+SxR2/fZBmLFr6Ue8b9MAcUR+bQQ0/c5HFzX6okSYa9+5SmbX9/5Fnr7Wt02++vSc+efXPiyI9v0XW1h8GDD8/HPvHjDBw4OK8tnpc7bv9OtZsEbGMETgAAQIf00l9nJkn22fdd6dZtu43277ffsCTJjKcmbrKM3/72G0lqcsopl79lXSuWv54k6dmzb9O2Xr36JUmWL3+tadvjj9+VWbMezT+8/9Pp0WPHll1IleywQ8+8/wOfTZJMf3JCXn99QZVbBGxLBE4AAECH9MbqlUnWD4HW1bNX/fa5c59udv/DU3+f5597OCPf94n022m3t6yrX//6NY4WLJjdtG3+y7OSJP37D0qSrFy5NH+88/vZZ5935p3vPKnlF1JF++9/RHr12ilvvrk2s2Y9Wu3mANsQgRMAANAh9eq9U5Jk8eK5ze5ftLB++/Llr2XVquXr7Xv9tfn5413fy557HZwjhp+52boOOODvU1PTLXfdMTqvvTY/ixe/nN///lupqemWIQf8fZLknnH/neXLF+fkU/5tK66q/Q0aNCTJ3wI0gPZg0XAAAKBD2nfwYZk08Wd5uvJglix5NX367Ny0b+3aNXnssb+t3bR61fJ0796r6fPf/+7qvPHGypx62v9cb+2nTdl99/0z/D0fzJQ//TrXXH1q0/b3HnVOdtttv7z0UiVTH7o1f3/k2dltt8FN+994Y1W22277FtXRnHsnXJd7J1y3Ree2VGNwt2LF621aD8C6BE4AAECHtN9+786eex2cF/8yPT/76SX5p3/6fHYfNCSLFr2Uu++6NosWvpSamm6pq3szNesEPtOm/TGVygM59riPZvfd929xfR84+dIM3m9Ynnv2odRut12Koe/NvoPfnbq6uvzh96OyY5+dc/wJFyRJZsyYnLvv+n5eeeWF1NbukIMPOSEn/9Pn06NH71Zd4+67D2magdSc6dPvzerVK1pV5obq6uqSJDWp2apyAFpD4AQAAHRINTU1Oeecr+f6X/57XnppZsb8+BNN+7bbrjb/+IFLcsft305NTU3TAt7Lli3KHbd9Jzvv8vYce9xHW13ngQcenQMPPDo9e/RIkqxYuTIPT/1dXvzL9Jx9zlXp3r1X5s17Njfe8IXsvfffZeT7Ls7ChX/N+Ht+lLVr38jZH/rP1tV30DE5YcSFm9w/a9ajWx04rWhY9LxxzSuA9iBwAgAA2tW48XUtPrZvv4H5+MXX5ZmnH8zs2Y9n5Yql6bfTbjn00BOzZu0bqaury84775Xa2h2SJHPmPJHlyxdnh+498/OfXbpeWStXLE2SLJg/K9eN+dckybnnXbPerXgbWr78tYy7+wfZf//hOeSQE5Ik90++PrW13XPOv3wzPXv2qS975dJMvO+nGTnyExmw854t74w2VldX17So+sB1bgUEaGsCJwAAoEPr1q1biqFHpRh61HrbH3zgxiTJ4P2GbXTO4kVzs3hR84uNr1q1PLNnPZYkefPNtW9Z9x/v+n7eeGNlTv6nzzVtm//y89l1172bwqYk2WuvQ5IkL8+f1aECp+eefSjLl7+Wbt22y777vKvazQG2IQInAACg03njjZWZMuXm1NTU5N3vPq1p+0EHHZsrr/pTs+fMev7R/N/rPpk99zo4H//EmM3WMXv2tDz26O059riPZudd9mraXlPTLavfWLnesavfqL/trVtNx3kQ+OrVK3LnHaOTJIe+Y2T69N2lyi0CtiUd56chAADABl5++bm8sUG4s3z5a7nxV1/KooV/zbuPOD2D9jig9HrffHNtbhn7jey006Acc+yH19u3226D88qC2fnLC082HPtmHn/0ztTU1HSY29ZmzXo0P/rvj2X+/OezU/9Bef8/fqbaTQK2MWY4AQAAHdYDk2/IU0/dl0F7FOnTZ5esWPF65syeljfeWJmDDzk+//iBSzdfyJbUe/9NeemlSs49b1S2377HevuOOubcTJv2x/z0J5/J4P3encWL5mbevGfyzne9P/37D2qT9mzKnDnTcsvNVyZJ1r65JiuWv565c5/J0qWvJkkGDz48Z5z5lfTu3b9d2wUgcAIAADqsoQcdk6VLF2bevGfzlxeeTPfuvfL2vd+RYcNOySGHjmiTOpcseTV//OMPcvDBx260blSSDBy4b877yP/JPXf/MM88/af06LFjhg8/M+876VNt0p63snDhX7Nw4V+TJNtv3z3du++YAQP2yKHvGJFDDx2Zvd5+SLu3CSBJaurqWv6ECOjMFi1atMnB3qdP/YKPS5Ysabf2bOv0efvS3+1Pn7e//gMGNH28aOHCKrZk22CMt7+u1OeteUpdtfTsUT+racXKlZs5smsZOaKmanV3pTFeLf3796/eFxA2YA0nAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVLXVbgAAAAAdw7jxdRttGzmipgotATo7gRMAANBmmgswAOj63FIHAAAAQKnMcAIAAGCTNpyl5hY7oCXMcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVAInAAAAAEolcAIAAACgVLXVbgAAANB1jBtfV+0mANABmOEEAAAAQKkETgAAAACUSuAEAAAAQKkETgAAAACUSuAEAAAAQKkETgAAAACUSuAEAAAAQKkETgAAAACUSuAEAAAAQKkETgAAAACUSuAEAAAAQKkETgAAAACUqrbaDQAAAKDzGDe+bqNtI0fUVKElQEdmhhMAAAAApTLDCQAA2CLNzXQBgMQMJwAAAABKJnACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKJXACAAAAoFQCJwAAAABKVVvtBgAAAB3fuPF11W4CAJ2IwAkAAICt0lwgOXJETRVaAnQUAicAAOhg1qxZkxtuuCF33nlnXnrppfTs2TPDhg3LJz7xiey5556tKmvx4sWZPHlynnrqqcyYMSPPPvts1qxZkwsuuCAXXXTRJut/5JFH8uCDD+aJJ57IvHnz8vrrS9On7y4ZPPjwvPeof8nAgfuUcKVsSxYuXJgxY8bkgQceyMKFCzNgwIAcddRRufDCC9O/f/9WlTVnzpxMmTIl06dPz4wZM/Liiy+mrq4u1157bQ4//PC3PHfq1Kn51a9+lenTp2fFihUZOHBgjj322Jx//vnZcccdt+YSgXUInAAAoANZs2ZNLrnkkjz88MPp379/jjrqqLzyyiu55557MnHixFxzzTUZPnx4i8ubNm1arrrqqla14dFHH81nP/vZJMluu+2WQw89NK+82i0vvVTJo4/cliem3Z1/PvvKHHjQMa0ql23XvHnzctFFF2XBggXZe++9c8wxx+TZZ5/N2LFjM3ny5IwZMyZ9+vRpcXm33HJLbrrppla34/rrr8/3v//91NXV5aCDDsrAgQMzc+bMXH/99Zk4cWJ+9KMfZcCAAa0uF9iYwAkAADqQX/ziF3n44Ydz0EEH5Xvf+1569+6dJJk0aVIuv/zyfO1rX8vYsWPTq1evFpU3YMCAnHHGGTnwwAMzdOjQ3Hnnnbnhhhve8pxu3bplxIgROeecc3LIIYckqb9l6s031+aecf+dyZN+kVvGXplL97k5vXr127oLZptw1VVXZcGCBTn99NNz+eWXp6amJnV1dbn66qtz66235utf/3quu+66Fpe333775dxzz83QoUNz4IEH5qtf/WqmT5/+lufMmDEj1157bbp165ZvfOMbOeaY+sB0zZo1GTVqVH73u9/lm9/8Zq6++uqtulagnsAJAAA6iDVr1uTGG29Mkvzbv/1bU9iUJB/4wAdy2223ZdKkSfnDH/6Qs88+u0VlHnrooTn00EObPr/77rs3e86wYcMybNiwjbZ367ZdRr7v4sx4amJeeeWFVCoP5F3v+scWtYNtV6VSydSpU9OvX79ccsklqampX9uppqYml1xySSZMmJApU6akUqmkKIoWlXnKKae0uh233HJL3nzzzZx88slNYVOS1NbW5tJLL83999+fSZMmZdasWdl3331bXT6wvm7VbgAAAFDviSeeyGuvvZY99tgjBx544Eb7TzrppCTJ5MmT27tpTWpqarLb7vsnSV5/fUHV2kHn0Thejz766HTv3n29fd27d8/RRx+dJJkwYUKbtqNSqSRJs2Fqjx49moLZ++67r03bAdsKgRMAAHQQzzzzTJJk6NChze4/6KCD1juuWha++mKSpM+OO1e1HXQOmxvXjbOaGgOhtrJixYokSd++fZvd369f/e2hTz/9dJu2A7YVAicAAOgg5s2blyQZOHBgs/t32223JMlrr72W5cuXt1u71vX8cw9n7tynU1u7Q4Yc8PdVaQOdy+bGdeP2l156qU3bsdNOOyVJ5s6d2+z+xvo3tR9oHYETAAB0EI0hUo8ePZrdv+5C4dUInJYtW5xbb6l/4t1RR5+bPn3McGLzNjeue/bsmSRZtmxZm7bjsMMOS5L84Q9/SF1d3Xr7XnjhhTz66KNJqvO9BV2RwAkAADqIxjfBjYsqdyRr1qzOjTd8IYsXz8s++74rxx1/frWbRCexuXG9YfjTVj74wQ+mT58+mTlzZr785S9n1qxZWbZsWaZOnZrLLrus6biO+P0HnZHACQAAOojGGUyNa81saN3t6852amtr1qzJTb/6cmbPfjyDBh2Qfzn36my3nQde0zKbG9erVq1KkvWeytgWdt1111x99dXp379/xo8fn3POOScjRozIpz/96SxbtiwXXnhhkk2v8QS0jt8SAADQQQwaNChJMn/+/Gb3v/zyy0nq3xC3V+C0du3afO1rX8vMmZOz68B985Hzv5sePXZsl7rpGgYNGpSnn356k+O6cXvj+G9L73rXuzJ27NhMmDAhTz/9dNasWZN9990373vf+zJu3LgkyeDBg9u8HbAtEDgBAEAHMWTIkCSbflrXU089td5xba2uri5XXXVV7rnnngzYec+cf/7o9O69U7vUTdcxZMiQTJw4cZPjunF749Pq2lqvXr1y8sknb7T9oYceSpIMGzasXdoBXZ1b6gAAoIN4xzvekb59++avf/1rZs6cudH+u+66K0lyzDHHtEt7rr766txxxx3Zfffdc/7/+F769N2lXeqlaznqqKOSJPfff39Wr1693r5Vq1Zl8uTJSZITTjih3dvW6Pnnn88DDzyQAQMG5Nhjj61aO6ArETgBAEAHUVtbmw996ENJklGjRq331K4777wzEydOzE477bTR7Iz58+fn7LPPztlnn73J25Zaa/To0bn11luz66675tprr81OO+1eSrlse4YOHZphw4Zl0aJF+e53v9u0SHhdXV1Gjx6dxYsXZ/jw4Rk6dOh659133305++yz86lPfaq0tsyYMSNvvvnmetuee+65XH755Vm7dm0+97nPZYcddiitPtiWuaUOAAA6kPPOOy8PP/xwHn300Xzwgx/MYYcdlldffTWPP/54amtrc8UVV2y0uPKaNWsyZ86cpo83dMEFFzR93BhI/f73v8+UKVOatl933XVNH0+aNCk33HBDkmSPPfbIddddl7lzN27r0IOOyUEHmQ1C88aN/9vT54497ouZPftjGTt2bB555JHsv//+efbZZzN79uzsuuuu+eIXv7jR+UuXLs2cOXOaFhVf18yZMzNq1Kimz2fNmpWkPqht/P4oiiKXX375eud94QtfyNq1azN48OD069cvc+fOzfTp05Mkn/nMZzJixIitv3AgicAJAAA6lO233z7f/e53c/311+euu+7K5MmT07Nnz5xwwgm5+OKLs9dee7W6zMY31OtasGBBFixY0Ozxr7/+etPH06ZNy7Rp05o9bqf+gwROtMhO/QflZz/7WcaMGZMHHnggEydOTP/+/XP66afnoosuyoABA1pV3rJly5od17Nnz276uLmZSmeccUYmT56cmTNnZtmyZenfv39OPPHEnHPOOTnwwANbfV3AptU0TmeErm7RokWbHOx9+vRJkixZsqTd2rOt0+ftS3+3P33e/vqv82Zl0cKFVWzJtsEYb3/V7vN1Z6tsC3r26JEkWbFyZZVb0nWMHFHzlvurPca7gv79+791J0M7soYTAAAAAKVySx0AALCRbW1GEwDlMsMJAAAAgFIJnAAAAAAolVvqAAAAaHPN3aa5uYXEgc7LDCcAAAAASiVwAgAAAKBUAicAAAAASiVwAgAAAKBUAicAAAAASuUpdQAAAFTFuk+u69ljdZLkqPdWqzVAmcxwAgAAAKBUAicAAAAASuWWOgAA2IasewsTALQVM5wAAAAAKJXACQAAAIBSuaUOAABoM3PnPlftJmyRHt27J0lWrlpV5ZZ0fIMG7VftJgAdkMAJAAC6sGqv2XTJZ46oav20vZt+82q1mwB0QG6pAwAAAKBUZjgBAEAXUe3ZTFCGDcfxyBE1VWoJsDXMcAIAAACgVGY4AQAAbeY7ox+qdhO2iEXDAbaOwAkAAGgznfUJZj179EiSrFi5ssotoblbRd1mBx2fwAkAAIBORQgFHZ/ACQAAOoE771qdJFmx0sLgAHR8AicAAAC6HLOgoLoETgAA0ME090a5Z48qNAQ6kea+b7bkvOZCKeEVtJ7ACQAAgG1CS0KpLQ2ugPXV1NX5ZoL/+I//qEuSK664wp8p2ok+b1/6u/3p8/anz9uX/m5/+rx96e/2p8+ha+lW7QYAAAAA0LUInAAAAAAolcAJAAAAgFIJnAAAAAAolcAJAAAAgFJ5Sh0AAAAApTLDCQAAAIBSCZwAAAAAKJXACQAAAIBSCZwAAAAAKJXACQAAAIBSCZwAAAAAKJXACQAAAIBS1Va7AdCWiqI4MsmXk7wnSY8kzyb5v0m+V6lU1rawjCFJzkjyD0mGJNktyaIkU5J8p1Kp3PsW534kySeTHJRkbZLHklxTqVRu29Jr6shK6u/tk/xrkncmeVfq+277JBdVKpUxmzjno0l+8hbFXlypVH7YsqvoXKrV5+uca4y3sr+3pKyuPsaLotgzyf9KclKSnZPMTfLbJP9RqVQWtWU5ZX5NO4tq9HdRFPskmfUWxd1UqVQ+1OKL6GTK6POiKD6Y5NjU/6z+uyR9klxfqVTO3cx5xng79LcxvnV9XhTFzklOT/KBJIcmeVuS1Un+X+p///2kUqm8uYlzt7kxDp2FwIkuqyiKU5OMTbIyyU1JFib5pyTfTvLeJGe1sKgrk5yd5KkkdzSUUyQ5JckpRVF8tlKpjG6m/muSfC7Ji0l+nGSHJB9K8oeiKD5dqVS+v+VX1/GU2N+9k3yn4eOXk8xLslcLz/1dkseb2f5wC8/vVKrd58b4Fvf31pTV5cZ4URT7JXkwycDUX9/MJEck+WySk4qieG+lUnm1Lcop82vaWVSzvxtMS/2b0A092fqr6RzK6vPUv6H+uyRLU/9zd2gL6jbG27G/GxjjW9bnZyX5QeqDqnuTvJD6P/KekWRMkvcXRXFWpVKp26DubW6MQ2cicKJLKoqib+rfAK9NclylUnm4YftXkkxI8sGiKD5UqVRubEFxdyX535VK5bEN6jg2ybgko4qi+E2lUpm7zr4jU/9G/Lkk7278y05RFKOSPJLkmqIobqtUKrO38lI7hJL7e3mSf0zyeKVSmVsUxdeSXNHCpvy2Uqn8tLXt74yq3efG+Jb391aW1RXH+H+l/k3KZyqVyvcaNxZF8X+SXJrkqiSfKLuckr+HOpOq9Pc6Hq9UKl/b4tZ3TmX1+aWpDz6eTf3Mm03OsG4o3xhvx/5ehzHeoJV9/nTq/5h7+7ozmYqi+GKSh5Kcmfrwaew6+7bVMQ6dhjWc6Ko+mGTXJDc2/vJJkkqlsjL1f7FKkotbUlClUvnphmFTw/aJSe5L/ayOIzfY3fhL9ap1pxE3vPm+Nkn3JOe3pP5Oosz+Xl2pVO5cN8CjWdXuc2M8W9bfJZfVqRVFMTjJ+5LMTv24WdcVSZYlOa8oit5tUM4293Wocn9vk8rsq0qlcm+lUnlmwxkeb8EYX19b9/c2qaw+r1QqEyqVyh82vG2uUqnMS9J4y/hxG5y2zY1x6GwETnRVJzS83tXMvkmpn9FxZFEU3beynjcaXte0ov47NzimK2iv/t6cdxZFcUlRFP+zKIrzGtYT6Kqq3efG+N+0tr+3pqyuNsYb++LuZt5kLEnyQJJeqV+Xo+xyqv09VA3V7O9GexRF8fGiKL7Y8PqO1l5EJ1NWn29N3cZ42qW/GxnjDUrs8y35/3ZXHePQqQic6KqKhtenN9xRqVTWpH5Rx9okg7e4gqLYO8mI1P8ym7TO9t6pX+hw6SZmjDzT8HrAltbdAbV5f7fQZ1N/z/43kvw8yeyiKH5YFEWPNq63GqrW58b4+ragv7emrK42xjfZFw1aOpa2pJyO8nOrPVWzvxuNTP1shasaXqcVRXFvURRv30ydnVVZfV5q3cZ4m/5+MsbXt1V9XhRFbZIPN3y6YbC0LY5x6FQETnRV/RpeX9vE/sbtO21J4Q1/Kbk+9bcNfW2Dp2+0ad0dVLWveVaST6f+Px69k+yR5J9TP73746l/UklXU80+r/bXuxrKvOYtKaurjvGy+nVLyjGON9aW/b089Q/hODxJ/4Z/jeviHJdkfBe9Bc/P6vZVzWs2xpu3tX3+zSSHJLmjUqn8sZ3rBraSRcPpsIqimJ1k71acstlHA6+jpuG11fflF0WxXZJfpP7JFzcluaa1ZWxp3W2po/Z3SzSspzVxnU3Lk/ymKIopqX9azDlFUfzvSqUyrS3q31Kduc9byBjfMhuV1VnHeAnK6tctKacjfA+1tzbr70qlMj/JVzc4blJRFO9Lcn+S4UkuTPLdray7s6nmODPGS2SMb9LW/J/7M6l/QMnMJOe1Z91AOQROdGTPpf4Rpy310jofN/5Fo19zBybpu8FxLdIQNv0y9Y9Y/XWSc5tZTHJzdW/urzHV0uH6e2tVKpW/FEVxR5J/SXJM6t+YdySdtc+N8Y21pr9LK6sTjPHNKasvtqScDvlzq41Vs7+bValU1hRFMSb1b8aPSdd7M96Rf1Yb4+3AGN/i/3N/MvV99VSSEZVKZWF71Q2UR+BEh1WpVEZszelJhqX+fvFH1t3RcC/4vqlfePD5lhbYcN4NqQ+bbkjy4UqlsnajiiuVZUVR/DXJ24qiGNTMGjdDGl43da97VXS0/i7RgobXDjeNvbP2uTG+1f1d9teuw47xFqg0vG5qbY+WjqUtKacj/9xqK9Xs77fSmcfw5pTdV62t2xhfX7V+PxnjrejzoiguSf16hU+mPmya/xZ1b2tjHDoVazjRVU1oeD2pmX3HpP5pGQ9WKpVVLSmsKIodktyc+rDp50nOay5samH979/gmK6g1P4u2fCG1672n41q97kx/jet7e+yv3adeYzf2/D6vqIo1vs/SVEUfVJ/6/KKJFPaoJxqfw9VQzX7+600Pr2qM47hzSm7r1rDGF9HO/T3WzHGW9jnRVH8e+rDpseTHP8WYVOybY5x6FQETnRVNyd5JcmHiqIY1rix4UlO/9nw6Q/WPaEoin5FUQwtimLQBtu7J7k1yalJrkty/oaPfW3GDxtev1QURf91ytonySeTrEryk9ZeVAdWWn9viaIojm5mW01RFF9I8vcNbWvukbmdWVX7PMZ4ki3u7y0pq0uO8Uql8lySu5Psk/pxs67/SP1sgJ9XKpVlSVIUxfYNfbrf1pTToNVfh86umv1dFMXwhj/erKcoihOSXNrw6S+37Mo6rrL6fAsZ4+tr0/42xre+z4ui+ErqFwl/JPUzm17ZTPXb3BiHzqamrs4aanRNRVGclvpfRCuT3JhkYZJTUv+Up5uT/PO66y8VRfHR1L9B/lmlUvnoOtt/kuSjqf+F9l9pfuHB+yqVyn0b1P+tJJclebGhvh2SnJ1k5ySfrlQq39/qi+xAyurvhn3/M8nQhk/fmeTvkjyYvz1a9/5KpTJmnePrUj9Ve2qSv6b+Xv73pv6pJsuTnF6pVO4u61o7imr2ecM5xviW93dry+qyY7zhTceDSQYm+V2SGamftXV86q/5yEql8mrDsfuk/ol9cyqVyj5bWs4655yWVnwduoJq9XdRFPclOTjJfan/mZEk70hyQsPHX6lUKo1vELuUEvv8tCSnNXy6e5J/SP2MmckN216pVCqfb+YcY7wd+tsY37o+L4riI0l+mmRtku+l+XWXZlcqlZ9uUPdp2cbGOHQm1nCiy6pUKr8tiuLYJF9KcmaSHkmeTf0b5NGt+OWzb8PrLtn46SPrum+D+j9XFMUTST6V5GNJ3kzyaJJRlUrltpZeR2dRYn8n9VOjj91g25EN/xqtG35ck+SI1P+nbkDq+/qFJNcm+T+VSqUrTmGvdp8b41vR31tQVpcd45VK5bmGv0z/r9SPw39MMjfJ6CT/sYmFYkspp+TvoU6hiv39iySnJ3l36m+73T7Jy6l/AMf3K5XK5HRRZfV56v8Y8JENtg1u+Jckc5KsFzgZ4+3a38b41vV54/+3t0tyySaOmZj6UGrdure5MQ6diRlOAAAAAJTKGk4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlErgBAAAAECpBE4AAAAAlOr/B1KYniSiOb7nAAAAAElFTkSuQmCC\n", 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" ] @@ -2127,10 +2117,10 @@ "id": "a1a4b30a", "metadata": { "execution": { - "iopub.execute_input": "2022-06-01T16:16:37.430535Z", - "iopub.status.busy": "2022-06-01T16:16:37.430264Z", - "iopub.status.idle": "2022-06-01T16:16:37.446311Z", - "shell.execute_reply": "2022-06-01T16:16:37.445716Z" + "iopub.execute_input": "2022-06-01T18:57:14.659862Z", + "iopub.status.busy": "2022-06-01T18:57:14.659573Z", + "iopub.status.idle": "2022-06-01T18:57:14.683102Z", + "shell.execute_reply": "2022-06-01T18:57:14.682294Z" } }, "outputs": [ @@ -2147,11 +2137,11 @@ "aesara: 2.5.1\n", "xarray: 2022.3.0\n", "\n", - "numpy : 1.22.4\n", - "pymc : 4.0.0b5\n", "matplotlib: 3.5.2\n", - "pandas : 1.4.2\n", "arviz : 0.12.1\n", + "pandas : 1.4.2\n", + "numpy : 1.22.4\n", + "pymc : 4.0.0b5\n", "\n", "Watermark: 2.3.1\n", "\n" @@ -2180,7 +2170,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.12" + "version": "3.10.4" }, "toc": { "base_numbering": 1, diff --git a/myst_nbs/case_studies/bayesian_ab_testing.myst.md b/myst_nbs/case_studies/bayesian_ab_testing.myst.md index 7075d4680..6bf92ffc2 100644 --- a/myst_nbs/case_studies/bayesian_ab_testing.myst.md +++ b/myst_nbs/case_studies/bayesian_ab_testing.myst.md @@ -22,8 +22,6 @@ import pandas as pd import pymc as pm from scipy.stats import bernoulli, expon - -print(f"Running on PyMC v{pm.__version__}") ``` ```{code-cell} ipython3