From 77b633630f6dbe069f55f0b8517151cd5cb07ae7 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Fri, 20 May 2022 16:36:48 -0300 Subject: [PATCH 1/4] update --- examples/BART/BART_introduction.ipynb | 205 ++++++++++++------------ myst_nbs/BART/BART_introduction.myst.md | 68 +++----- 2 files changed, 132 insertions(+), 141 deletions(-) mode change 100644 => 100755 examples/BART/BART_introduction.ipynb diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb old mode 100644 new mode 100755 index 88e699973..ffa049aad --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -5,11 +5,12 @@ "id": "d68537ba", "metadata": {}, "source": [ - "(BART_introduction)=\n", + "(notebook_id)=\n", "# Bayesian Additive Regression Trees: Introduction\n", ":::{post} Dec 21, 2021\n", - ":tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", - ":category: intermediate, explanation\n", + ":tags: , BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", + ":category: intermediate\n", + ":category: explanation\n", ":author: Osvaldo Martin\n", ":::" ] @@ -24,7 +25,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Running on PyMC3 v4.0.0b2\n" + "Running on PyMC v4.0.0b6\n" ] } ], @@ -36,8 +37,9 @@ "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", + "import pymc_experimental as pmx\n", "\n", - "print(f\"Running on PyMC3 v{pm.__version__}\")" + "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { @@ -140,30 +142,41 @@ "name": "stderr", "output_type": "stream", "text": [ - "BART is experimental. Use with caution.\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "PGBART: [μ]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [8000/8000 00:23<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:17<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -178,16 +191,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n", - "The number of effective samples is smaller than 10% for some parameters.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 17 seconds.\n" ] } ], "source": [ - "with pm.Model(rng_seeder=rng) as model_coal:\n", - " μ = pm.BART(\"μ\", X=x_data, Y=y_data, m=20)\n", + "with pm.Model() as model_coal:\n", + " μ = pmx.BART(\"μ\", X=x_data, Y=y_data, m=20)\n", " y_pred = pm.Poisson(\"y_pred\", mu=pm.math.exp(μ), observed=y_data)\n", - " idata_coal = pm.sample()" + " idata_coal = pm.sample(random_seed=RANDOM_SEED)" ] }, { @@ -206,7 +218,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -247,7 +259,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -257,7 +269,7 @@ } ], "source": [ - "plt.step(x_data, np.exp(pm.bart.predict(idata_coal, rng, size=2).T));" + "plt.step(x_data, np.exp(pmx.bart.predict(idata_coal, rng, x_data, size=2).T));" ] }, { @@ -276,7 +288,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -288,7 +300,7 @@ "source": [ "bart_trees = idata_coal.sample_stats.bart_trees\n", "for i in [0, 1, 2]:\n", - " plt.step(x_data[:, 0], bart_trees[0, 0, i].item().predict_output())" + " plt.step(x_data[:, 0], [bart_trees[0, 0, i].item().predict(x) for x in x_data])" ] }, { @@ -333,32 +345,43 @@ "name": "stderr", "output_type": "stream", "text": [ - "BART is experimental. Use with caution.\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">NUTS: [σ]\n", ">PGBART: [μ]\n" ] }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/html": [ "\n", "
\n", - " \n", " \n", - " 100.00% [8000/8000 01:02<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:44<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -373,17 +396,17 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 62 seconds.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 45 seconds.\n", + "The acceptance probability does not match the target. It is 0.9019, but should be close to 0.8. Try to increase the number of tuning steps.\n" ] } ], "source": [ - "with pm.Model(rng_seeder=rng) as model_bikes:\n", + "with pm.Model() as model_bikes:\n", " σ = pm.HalfNormal(\"σ\", Y.std())\n", - " μ = pm.BART(\"μ\", X, Y, m=50)\n", + " μ = pmx.BART(\"μ\", X, Y, m=50)\n", " y = pm.Normal(\"y\", μ, σ, observed=Y)\n", - " idata_bikes = pm.sample()" + " idata_bikes = pm.sample(random_seed=RANDOM_SEED)" ] }, { @@ -412,19 +435,19 @@ "name": "stderr", "output_type": "stream", "text": [ - "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/anaconda3/lib/python3.9/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/anaconda3/lib/python3.9/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/anaconda3/lib/python3.9/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/proyectos/00_BM/pymc3/pymc/bart/utils.py:241: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/home/osvaldo/proyectos/00_BM/pymc-experimental/pymc_experimental/bart/utils.py:240: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi = az.hdi(new_Y[i])\n" ] }, { "data": { - "image/png": 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\n", 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", 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" ] @@ -434,8 +457,7 @@ } ], "source": [ - "pm.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]);\n", - "# plt.savefig(\"pdp_discrete.png\", bbox_inches='tight')" + "pmx.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]);" ] }, { @@ -445,7 +467,7 @@ "source": [ "From this plot we can see the main effect of each covariate on the predicted value. This is very useful we can recover complex relationship beyond monotonic increasing or decreasing effects. For example for the `hour` covariate we can see two peaks around 8 and and 17 hs and a minimum at midnight.\n", "\n", - "When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind=\"ice\")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check the \"Interpretable Machine Learning\" book {cite:p}`molnar2019`.\n", + "When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind=\"ice\")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check this [book](https://christophm.github.io/interpretable-ml-book/).\n", "\n", "Finally like with other regression method we should be careful that the effects we are seeing on individual variables are conditional on the inclusion of the other variables. So for example, while `humidity` seems to be mostly flat, meaning that this covariate has an small effect of the number of used bikes. This could be the case because `humidity` and `temperature` are correlated to some extend and once we include `temperature` in our model `humidity` does not provide too much information. Try for example fitting the model again but this time with `humidity` as the single covariate and then fitting the model again with `hour` as a single covariate. You should see that the result for this single-variate models will very similar to the previous figure for the `hour` covariate, but less similar for the `humidity` covariate." ] @@ -457,22 +479,25 @@ "source": [ "### Variable importance\n", "\n", - "As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. That is simple count how many times a variable is included in all the regression trees. The intuition is that if a variable is important they it should appears more often in the fitted trees that less important variables. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet.\n", + "As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. Counting how many times each variable is included in the regression trees. The intuition is that a more important variable should appears more often in the fitted trees than a less important variable. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet.\n", "\n", - "The following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot." + "The top panel in the following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot.\n", + "\n", + "\n", + "Additionally, we provide a novel method to assess the variable importance. You can see an example in the bottom panel. On the x-axis we have the number of components (variables) and on the y-axis the Pearson correlation between the predictions made between the full-model (all variables included) and the restricted-models, those with only a subset of the variables in the full-model. The components are included following the relative variable importance order, as show in the top panel. Thus, in this example 1 component means `hour`, two components means `hour` and `temperature`, 3 components `hour`, `temperature`and `humidity`. Finally, four components means `hour`, `temperature`, `humidity`, `workingday`, i.e., the full model. Hence, from the next figure we can see that even a model with a single component, `hour`, is very close to the full model. Even more, the model with two components `hour`, and `temperature` is on average indistinguishable from the full model. The error bars represent the 94 \\% HDI from the posterior predictive distribution. It is important to notice that to compute these correlations we do not resample the models, instead the predictions of the restricted-models are approximated from the full-model." ] }, { "cell_type": "code", "execution_count": 12, - "id": "2253e445", + "id": "c45972da", "metadata": {}, "outputs": [ { "data": { - "image/png": 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SnJycur9ixYpMnjyZqlWr2rV2gfbtIHwJ/PwLTJtu8tormkoiIiIi7sklw3ZcXBxgTRvJiL+/P7GxsVmeIyYmhqSkJC5fvsyUKVN48cUXeeSRR0hMTOTLL79k6tSpDB06lFWrVlGoUKEMzxEYGIiHR94P/rvqnKOceO2VRHr1jWHNOniynz9163g7uyRxUQWh30VyQj0v7kT97qJh2x5SRrGTkpLo06cPAwcOTN03atQojh8/zqpVq1i9ejWPPPJIhueIiYnJk1pvVVAunqlQHkI6wYqV8ObbV5g+1cDDQyPcklZB6XeR7FLPizvRBZIWl5yz7e/vD5Dp6HVcXFymo94pbt3fpk2bdPtTtv3000+2lim3MXiQQZEicOhXWLna2dWIiIiI5D2XDNuVK1cGyHBe9vnz57l27VqG87lv5efnR5kyZQAoWrRouv0p227evJnLaiUzxYsb9H/SGs3+ZIZJXJwulhQRERH34pJhu1GjRgBs3rw53b6UbSnHZKVp06YA/Pbbb+n2pWy73Vrdkjs9usOdFSE6GmbPUdgWERER9+KSYbtZs2ZUrFiRiIgIDh48mLo9NjaWadOm4e3tTdeuXVO3nzt3jqNHj6abdtKzZ08AZsyYwZUrV1K3nz9/njlz5uDh4UH79u0d+8O4OW9vg+dGWKPbi7+GkycVuEVERMR9uGTY9vLy4q233sI0Tfr06cNrr73Gu+++yyOPPMKJEyd4/vnnqVChQurx48ePJyQkhHXr1qU5T/369RkwYABHjhyhS5cu/Pvf/+a1117jkUce4ezZs4wePZq77rorr388t9O0icH9zSApCcImm7jgTUtFREREHMJlVyNp2rQp8+fPJywsjJUrV5KYmEhwcDAvvPACISEh2T7PSy+9RHBwMPPmzSM8PBzDMKhevTr//ve/eeihhxz4E8itRg43iNxhsj0StmyF5vc7uyIRERERxzNMDTNmyhnLMxXkZaGmfJLM/AXWsoBzZhv4+GgpQHdXkPtdJCPqeXEnWvrP4pLTSKRg6t/PoERx+CMKFi52djUiIiIijqewLXnGz89gyLPWaPbnc00uXNSHKiIiIlKwKWxLnurQHu6rDtevw7TpCtsiIiJSsClsS57y8DAY/Zw1ur16Dfz8iwK3iIiIFFwK25Ln7qtuENLR+vrjMJPkZAVuERERKZhyHbYPHTrEwoUL+eSTT/j2229Tt8fHxxMXF5fb00sBNfgZAz8/OHjIGuEWERERKYhsDtvHjh2jZ8+edOvWjX/96198/PHHrF+/PnX/8uXLadSoET/88INdCpWCpUQJg/5PWtNJpk03uXpVo9siIiJS8NgUtk+fPk3fvn3Zu3cvrVu35sUXX0x3V8BOnTrh7e3N2rVr7VKoFDyPPQoVK8KlaPhsjsK2iIiIFDw2he3JkycTHR3NW2+9xZQpUxg4cGC6Y/z8/KhevTr79u3LdZFSMHl7Gzw33BrdXvQ1nPpdgVtEREQKFpvC9qZNm6hatSo9evTI8rjy5ctz7tw5mwoT99CsqUGzppCYCBMnK2yLiIhIwWJT2L548SJ33XXXbY9LTEzk+vXrtjyFuJGRww28vGDrNti6TYFbRERECg6bwnaxYsU4ffr0bY87fvw4pUqVsuUpxI3cWdHgsUetrydMMklIUOAWERGRgsGmsF2/fn0OHDjAwYMHMz0mMjKSI0eO0LhxY5uLE/fR/0mD4kHwxx/W/G0RERGRgsCmsP30009jmibDhg1j48aNJCUlpdm/detW/vnPf+Ll5cVTTz1ll0KlYCtSxGDIs9bFkp/NMbl4UaPbIiIikv8Z5t/X7MumefPm8c4775CcnIyvry83btzAz88PDw8P4uLiMAyDf/3rXzzxxBP2rjnPREdH5/lzBgUFOeV5XUFyssng4SYHD0JIR/i/l3SD04LOnftd3JN6XtxJXvd7UFBQnj1XTticZvr06cO8efNo3bo1hmFgmiZXr14lPj6eFi1aMHfu3HwdtCXveXgYjB5pjW6vXA2/HNTotoiIiORvNo9s38o0TaKjo0lOTiYoKAhPT0971OZ0Gtl2jrfGJbN6DdxXHaZNNvDwMJxdkjiI+l3cjXpe3IlGti12+ZzeMAyKFy9OyZIlC0zQFucZ8qxB4cLwy0FYoxuQioiISD5mU9g+efIkc+bM4fDhw5kec/jwYebMmcPvv/9uc3HinkqWMHiqnzWaPW26ybVrmk4iIiIi+ZNNYfvzzz/nvffew9/fP9NjihQpwrvvvsucOXNsLk7c1+M9oEJ5uHgJPpursC0iIiL5k01he+vWrVSrVo1y5cplekz58uWpVq0aW7Zssbk4cV8+PgYjh1uj2wsXwe9/KHCLiIhI/mNT2D5z5gwVK1a87XF33nknZ86cseUpRLi/GTRpDImJMHGywraIiIjkPzaFbQ8PD+Lj4297XHx8PMnJybY8hQiGYfDccANPT9iyFbZuV+AWERGR/MWmsF25cmV27drF9evXMz3m+vXr7Nq1i0qVKtlcnEilSgY9HrW+DptkkpCgwC0iIiL5h01hu0OHDsTExPDqq69y7dq1dPuvX7/Oq6++ypUrV+jQoUOuixT3NuBJg6Ag+P13WPyNs6sRERERyT6bbmpz/fp1HnvsMY4ePUqJEiXo3Lkzd955JwCnTp1ixYoVXLx4kbvuuovFixfj5+dn98Lzgm5q4zoiVpq8+75JkSKwYK5B8eK60U1BoH4Xd6OeF3eim9pYbL6D5Pnz53nxxRfZtm2bdSLDCj8pp2vSpAnvv/8+ZcqUsVOpeU9h23UkJ5s8O9Tk0K/QOQRe/qdd7sckTqZ+F3ejnhd3orBtyfXt2vfv38/WrVs5ffo0AGXLlqVZs2bUrl3bLgU6k8K2a/npZ5Mhw00MA2ZMNahWTaPb+Z36XdyNel7cicK2xSu3J6hdu3aBCNbi+mrWMOjwkMmadfDxRJMpE8HDQ4FbREREXJc+i5d8Zehgg8K+8NPPsHa9s6sRERERyVquRrZ///13du3axblz5zJdd9swDIYPH56bpxFJVbKkwZP94JMZJlM/MXmgBfj5aXRbREREXJNNYTs+Pp5XX32V5cuXA39dFJkRhW2xtyceg4gVEPUnzPnCZMizCtsiIiLimmwK22FhYSxbtoyiRYvSpUsXKleuTJEiRexdm0iGfHwMRg6Hl14x+WoRhIaYVKigwC0iIiKux6awHRERQdGiRQkPD6d8+fL2rknktprfD40bQeQOmDTV5N23FbZFRETE9dh0geTFixdp0KCBgrY4jWEYPDfCwNMTNv8I2yN1G3cRERFxPTaF7XLlytm7DpEcq1zJoEd36+uwSSaJiQrcIiIi4lpsCtuPPvookZGRXLp0yd71iORI/ycNihWDk6fg63BnVyMiIiKSlk1he9CgQTzwwAM8+eSTbNu2LcvVSEQcKSDAYPAga772rM9MoqPViyIiIuI6bLpA8qGHHgLgzz//ZMCAAXh5eVGqVCkMI/1FaoZhsH697j4ijhPSCcKXweHDMH2mydgXdbGkiIiIuAabwnZUVFSa7xMSEvjzzz/tUpBITnl6GoweCcNGmkSshEe6mFSrqsAtIiIizmdT2D506JC968jQ/v37mThxInv27CExMZHg4GD69+9PSEhIth7/zTff8PLLL2e6f86cOTRp0sRe5YoT1a5l8FA7k3XrYcJEkykTyfCTFhEREZG8lKvbtTvStm3bGDRoED4+PnTu3JkiRYqwdu1axowZw5kzZxg4cGC2z9W2bVuqV6+ebruWLixYhg022LzZ5MBPsG49tH/I2RWJiIiIu3PJsJ2YmMhrr72GYRjMmzcvNSgPHz6cHj16MH78eDp06JDtsNyuXTu6d+/uyJLFBZQqZdCvrzVve8onJi2ag5+fRrdFRETEeWxajeRWcXFxHDx4kJ07d7Jjx44M/+TUtm3bOHXqFKGhoWlGpAMCAhgyZAgJCQmEh2udN0nvicegXDm4cAHmztfKJCIiIuJcNo9sHz58mHfeeYfIyMjbLv138ODBHJ07MjISgBYtWqTbl7ItJyH+l19+4fLlyyQmJlKhQgWaNWtGUFBQjmqS/KFQIYMRQ+H/XjP56isIDTEpX06j2yIiIuIcNoXtEydO0Lt3b+Li4qhfvz7nz5/njz/+ICQkhD/++IOff/6ZpKQk2rRpQ9GiRW06P0ClSpXS7StVqhR+fn6cPHky2+ebO3dumu99fX0ZPnw4zz77bI5rE9fXsgU0bAA7d8GkKSbj3lLYFhEREeewKWxPnTqVq1evMm7cOLp168bLL7/MH3/8wYcffgjAyZMneeWVV/jtt99YuHBhjs8fFxcHWNNGMuLv709sbOxtz1OhQgVee+01WrRowR133EFMTAxbt25l/PjxfPjhhxQuXJh+/fpl+vjAwEA8PHI90ybHNOqee6+9kkj3x2LYtBkOHirC/c18nF2SZEL9Lu5GPS/uRP1uY9jetm0bVapUoVu3bhnur1SpElOmTKFdu3ZMmDCB119/PVdF2qpx48Y0btw49XtfX1+6du1KjRo1ePTRR5k0aRK9evXCyyvjv4aYmJi8KjVVUFAQ0dHRef68BU2J4tC9Kyz6Gt4eF8tnnxp4eWmE29Wo38XdqOfFneR1v7tqsLdp2PbixYtUqVIl9fuUsHrz5s3UbUWLFqVx48Z8//33OT6/v78/QKaj13FxcZmOemfHvffeS4MGDbh8+TJHjx61+Tzi2gb2NygWCCdOwjdLnF2NiIiIuCObwnaxYsWIj49P/T4wMBBIf2dJsIJ5TlWuXBkgw3nZ58+f59q1axnO586JlN9+rl+/nqvziOsKCDB4ZpA1mj1rtkn0Za1OIiIiInnLprBdoUKFNLdnr169OqZpsnLlytRtly5dIjIykrJly+b4/I0aNQJg8+bN6falbEs5xhZJSUn89NNPAJQrV87m84jrCw2B4Hsh7irM+FRhW0RERPKWTWG7efPmHDlyJHUku3Xr1gQFBTFlyhTGjBnDu+++S48ePYiNjaVTp045Pn+zZs2oWLEiERERaZYNjI2NZdq0aXh7e9O1a9fU7efOnePo0aPppp2kBOpbJSUl8cEHH3Dy5EmaNGlC6dKlc1yf5B+engajRlqj28sj4NfDCtwiIiKSdwzzdotkZ+DUqVMsWrSIhx56iNq1awOwdetWRo8eneaiwubNmzN16lR8fHK+EkRmt2uPiopi7NixaW7X/tJLLxEeHs64cePS3CmyatWqqX/KlClDTEwMkZGRnDhxgjvuuIMvvviCihUrZlqDMy5i0cUzjvHGm8ms/xZq1YQpEw0MQxdLugL1u7gb9by4E10gabFpNZI777yTf/zjH2m2NWvWjO+++46dO3dy5coVKleuTM2aNW0urGnTpsyfP5+wsDBWrlxJYmIiwcHBvPDCC4SEhGTrHAMHDmTv3r1s2bKFmJgYvL29ufPOOxk6dCgDBgxInWsuBd+wwQabfzQ58BOs3wAPtXV2RSIiIuIObBrZdhca2S5YPptjMnOWSamSMH+uQeHCGt12NvW7uBv1vLgTjWxbbJqz3bZtW/773//e9rgPP/yQdu3a2fIUInbX6wkoewecvwBfzNfvmCIiIuJ4NoXtqKgoLl26dNvjoqOjM1wOUMQZChUyGDHMGs1e8CX8eVqBW0RERBzLofciv379eqZ3ZxRxhgdaQoP6EJ8Ak6YobIuIiIhjOSRsJycnc/ToUbZv3651rMWlGIbBqBEGnh7wwybYuUuBW0RERBwn28PO1atXT/P9kiVLWLJkSZaPMU2Txx9/3KbCRBzl7rsNunU1WfwNTJhoMnsmeHnpYkkRERGxv2yH7VvvBHn69Gl8fX0zverT29ub0qVL07ZtW/r165f7KkXsbOAAg3XrTY6fgCXLoEf32z5EREREJMeyHbY3bNiQ+nW1atXo2LEj48aNc0hRIo5WNMDgmafhg4+s5QDbtYFixTS6LSIiIvZl05ztl19+mQEDBti7FpE89XAo3FMF4uJg5izN3RYRERH7sylsjxs3jrfeesvetYjkKU9Pg9HPWaPZS5fDkSMK3CIiImJfNoXtwMBASpUqZe9aRPJc3ToGbVuDacLHE010Q1URERGxJ5vCdt26dTl8+LC9axFximFDDQoVgn37YcN3zq5GREREChKbwvbw4cM5fvw4s2bNsnc9InmuTGmDvr2t6SSTp5ncuKHRbREREbEPm27veOzYMbp06cJ///tfli1bRqtWrShXrhyFChXK8PiuXbvmpkYRh+vdE1ashDNnYd4Ck6cHaGUSERERyT3DtGGSarVq1TAMI838VsNIH05M08QwDA4ePJi7Kp0kOjo6z58zKCjIKc8r8N33Jq+9YeLjA/M+NyhbVoHb0dTv4m7U8+JO8rrfM7v/i7PZNLI9fPjwDMO1SH72YCuoXw9274HJU03e+o96XERERHLHprA9cuRIe9ch4nSGYTBqJAwYZPL9D7B7j0n9egrcIiIiYjubLpAUKaiq3G3QtYv19cdhJomJulhSREREbGfTyPatzp49y65duzh37hwApUuXpkGDBpQpUybXxYk4w6CBBus3mBw7bt3s5tFuzq5IRERE8iubw/alS5f497//zfr160lOTk6zzzAM2rdvz+uvv07x4sVzXaRIXipa1GDQQBj/scnMWSbt2kBgoKaTiIiISM7ZFLZjY2Pp06cPx48fx9fXl+bNm1O+fHkMwyAqKorNmzezevVqfv31VxYuXEhAQIC96xZxqC6h1qj20aMwY5bJC2MUtkVERCTnbArb06dP5/jx43Ts2DHD0etLly7x5ptvsmrVKmbMmMHzzz9vl2JF8oqXl8HokTBytMmy5fDIwyb33qPALSIiIjlj0wWS69ato2zZsvz3v//NcJpI8eLFef/99ylbtixr1qzJdZEizlCvrkHrByE5GSZMNLFhSXoRERFxczaF7T///JP69evj7e2d6THe3t7Ur1+f06dP21yciLMNH2Lg4wN798F3G51djYiIiOQ3NoVtX1/fbN0RKDo6Gl9fX1ueQsQl3HGHQZ9e1teTp5rcuKHRbREREck+m8J2jRo1iIyM5MCBA5ke89NPPxEZGUnNmjVtLk7EFfTpZVC6NJw9C/O/dHY1IiIikp/YFLb79+9PYmIi/fv35+OPP+bo0aPcuHGDGzducPToUcLCwhgwYABJSUk89dRT9q5ZJE/5+hqMGGZdHPnFfJMzZzS6LSIiItljmDZe9fXJJ58wYcKETC8aMwyDUaNGMXjw4FwV6EzZmSpjb0FBQU55XsmaaZqMHG2ydx+0fhDefEM3X7UH9bu4G/W8uJO87vegoKA8e66csDkxDB48mK+++oouXbpQvnx5vL298fb2pnz58jzyyCN8+eWX+Tpoi9zKMAxGP2fg4QHffQ+792h0W0RERG7P5pFtd6CRbfm7Dz5KZslSqFIFPv3EwMtLa2/nhvpd3I16XtyJRrYt+ixcJAeeGWgQEGDdWXL5CmdXIyIiIq7OpjtIpoiPj2fNmjXs3LmTc+fOAVC6dGkaNGhAhw4dKFSokF2KFHEVgYEGgwbCRxNMZnxq0rY1FC2q0W0RERHJmM3TSLZs2cJLL73E+fPn010kaRgGJUuW5N1336V58+Z2KdQZNI1EMpKYaPL0syZHj0H3rvD8aH1AZCv1u7gb9by4E00jsdgUtvft20ffvn1JSEigTp06dO7cmfLlywPW3SVXrFjB3r178fb25osvvqBOnTp2LzwvKGxLZnbvMXlujImHB8yeaVDlbo1u20L9Lu5GPS/uRGHbYtM0kgkTJpCYmMgbb7xBz5490+3v168fX331Ff/6178ICwvj008/zXWhIq6kfj2DBx8w+f4HmDDRZMJ46xMdERERkVvZ9Pn3vn37qFmzZoZBO8UTTzxBrVq12Lt3r621ibi04UMNfHxg9x7Y+IOzqxERERFXZFPY9vDw4M4777ztcXfeeadG+6TAKlvWoPf/ft+cNMXk5k2toikiIiJp2RS2a9euzeHDh2973OHDh6ldu7YtTyGSL/TtbVC6NJw5C/O/dHY1IiIi4mpsCtujRo3ixIkThIWFkZycnG6/aZqEhYVx4sQJRo0alesiRVyVr6/B8CHWpzdfzDc5c1aj2yIiIvIXmy6QPHbsGN26dWPq1KksXbqU9u3bp65GEhUVxbp164iKiuKxxx7j+PHjHD9+PM3ju3btmuvCRVxFm9YQvhT27oOp00z+/S9NnRIRERGLTUv/VatWDcMw0qyvnTI3O6NtKUzTxDAMDh48aGu9eUpL/0l2HTli8vRgk+RkmDTBoG4dBe7sUL+Lu1HPizvR0n8Wm0a2hw8fnicXPu7fv5+JEyeyZ88eEhMTCQ4Opn///oSEhNh0vpiYGEJDQzl37hwtWrTQkoRiN/fea/BwZ5Oly+HjMJNPp4OnpwK3iIiIu7MpbI8cOdLedaSzbds2Bg0ahI+PD507d6ZIkSKsXbuWMWPGcObMGQYOHJjjc/7nP/8hLi7OAdWKwDNPG3z7nclvR2H5CujaxdkViYiIiLO55H2mExMTee211zAMg3nz5vHmm2/y0ksvsXTpUipXrsz48eOJiorK0TnXrFlDREQEL7zwgoOqFndXrJjBoIHWaPaMmSZXYnWxpIiIiLtzybC9bds2Tp06RWhoKNWrV0/dHhAQwJAhQ0hISCA8PDzb57t06RJvvPEGjzzyCK1atXJEySKANZp9V2WIuQKzZitsi4iIuDubppGAFWDnz59PZGQk58+fJz4+PsPjDMNg/fr1OTp3ZGQkAC1atEi3L2Xbjh07sn2+f/3rX3h6evLKK68QGxubo1pEcsLLy2DUSBj9D5PwJdAl1OTuuzV3W0RExF3ZFLZ//fVXnnrqKWJiYrBhMZPbOnHiBACVKlVKt69UqVL4+flx8uTJbJ1r6dKlrF27lsmTJxMYGKiwLQ7XsIHBAy1NftgEEyaZfPxh+pV5RERExD3YFLbffvttLl++zCOPPMLAgQOpWLEifn5+disq5SLGgICADPf7+/tnKzSfPXuWt99+m9DQUNq1a5fjOgIDA/HwyPuZNq66dI1k3ysvJbFt+2V27Ybde4rQrm0hZ5fkstTv4m7U8+JO1O82hu39+/dTtWpV3nvvPXvXY1evvvoqXl5evPLKKzY9PiYmxs4V3Z7WYC0YihSBXk/A53Ph3ffjqFnjKoUKaXT779Tv4m7U8+JOtM62xaZhWz8/P+655x5715LK398fINPR67i4uExHvVOEh4fzww8/8Prrr1O8eHG71yhyO317G5QuBafPwIKvnF2NiIiIOINNYbtp06YcOnTI3rWkqly5MkCG87LPnz/PtWvXMpzPfatffvkFgFGjRlG1atXUP23btgVg8+bNVK1alUceecS+xYv8T+HCBkOHWKPZX8w3OXdOq5OIiIi4G5vC9ujRo7l06RIfffQRSUlJ9q6JRo0aAVYg/ruUbSnHZKZevXr06NEj3Z+Uu0/ecccd9OjRg4ceesjO1Yv8pV0bqF0LbtyAKZ8obIuIiLgbw7RxOZGTJ08ybNgwEhISaNy4MWXKlMlwxQXDMBg+fHiOzp2YmEjHjh05e/YsCxcuTF1rOzY2lh49ehAVFcXq1aupUKECAOfOnSM2NpbSpUvfdnrJH3/8Qdu2bbN1u3ZnzKvTfL6C5/ARk6efNTFNmBxmUKe25m6nUL+Lu1HPizvRnG2LTRdIJiQkMG3aNI4dO4Zpmpw6dSrTY20J215eXrz11lsMGjSIPn36pLlde1RUFGPHjk0N2gDjx48nPDyccePG0b17d1t+JBGHCb7XILSzyfIImDDRZMY08PRU4BYREXEHNoXtjz/+mPDwcEqWLEloaKjdl/4Da174/PnzCQsLY+XKlSQmJhIcHMwLL7yQOhVEJL94dpDBd9+ZHD4CESvhkYedXZGIiIjkBZumkTzwwAMkJiayfPlySpQo4Yi6XIKmkYg9LVxsEjbJpFggzP/CoGiARrfV7+Ju1PPiTjSNxGLTBZJXrlyhYcOGBTpoi9hb965QuTJcjoHZn+liSREREXdgU9i+5557uHr1qr1rESnQvLwMRo2wRrO/CYfjJxS4RURECjqbwvbAgQPZvn176lrWIpI9jRoatGwOSckQNsnExsWAREREJJ+w6QLJunXr0qdPH/r160f//v25//77KVOmDB4eGWf3cuXK5apIkYJkxHCD7ZEmO3bC5h+hZQtnVyQiIiKOYtMFktWqVcMwDEzTzHBt7TRPYBj5dgRcF0iKo3wyM5m5X0DZsvDFZwaFCrnnxZLqd3E36nlxJ7pA0mLTyPbt7t4oIlnr19tg1WqT06fhq0XwZF9nVyQiIiKOYFPYnjt3rr3rEHErfn4GwwbDf942mfuFSacOUKqUe45ui4iIFGQ2XSApIrn3UDuoVROu34Cpn+hCSRERkYJIYVvESQzDYNRIA8OAteth/wEFbhERkYImW9NIlixZAkC7du3w9/dP/T67unbtmsOyRNxDtaoGoSEmy1fAxxNNZkwFT09NJxERESkosrUaScrqIytXruSuu+5K/f52UlYrOXjwoF2KzWtajUTyQnS0Sa++JnFXYewLBg+Huk/YVr+Lu1HPizvRaiSWbI1sDx8+HMMwUn+IlO9FJPeCggwG9IeJk00+mWnyYCsICNDrS0REpCCwaZ1td6GRbckriYkmTw00OXkKnngMRg53j8sp1O/ibtTz4k40sm1xj3/RRVycl5fBcyOs0ezF38CJk/odWEREpCBQ2BZxEU0aG7RoDklJEDbJRB86iYiI5H8K2yIuZOQwA29viNwBP25xdjUiIiKSWwrbIi6kfHmDJx6zvp442SQ+XqPbIiIi+ZnCtoiLebKvQYkSEPUnfLXI2dWIiIhIbihsi7gYPz+DoYOtiyXnzDW5cEGj2yIiIvmVwraIC2rfDmrcB9dvwNTpCtsiIiL5lcK2iAvy8DAY/ZyBYcCatfDTzwrcIiIi+VGuwnZ0dDSff/45//jHP3j66aeZMWNG6r4jR47w7bffcv369VwXKeKOqlczCOlkff1xmElysgK3iIhIfmNz2F61ahXt2rXj3XffZcWKFWzZsoVjx46l7j979iwjRoxg7dq1dilUxB0NHmRQpAgc+hVWrnZ2NSIiIpJTNoXtPXv28MILL+Dl5cXYsWNZtGhRuhtwNGvWjICAANatW2eXQkXcUfHiBv2ftC6W/GSGSVycRrdFRETyE5vC9ieffIJhGMyaNYv+/ftTq1atdMd4enpy3333ceTIkVwXKeLOenSHOytCdDR8NkdhW0REJD+xeWS7Xr161KhRI8vjSpYsyblz52wqTEQs3t4Gz42wRrcXfQ0nTypwi4iI5Bc2he3r168TFBR02+OuXLliy+lF5G+aNjG4vxkkJUHYZDPdtC0RERFxTTaF7TJlyvDbb79leYxpmhw5coQKFSrYVJiIpDVyuIGXF2yPhC1bnV2NiIiIZIdNYbtly5YcP36cFStWZHrMokWLOH36NA8++KCttYnILSpWMHj8MevriZNN4uM1ui0iIuLqbArbzz77LAEBAYwdO5b//ve/7N27F7Cml/zyyy9MmDCBN998k+LFi9O/f387livi3vr3MyhRHP6IsuZvi4iIiGszTBsnf+7Zs4eRI0dy4cIFDMNIs880TUqUKMGUKVOoU6eOXQp1hujo6Dx/zqCgIKc8r+Qfq1abvP2uSeHCsOALg5IljNs/yEWp38XdqOfFneR1v2fnekJn8LL1gfXq1WP16tUsXryYLVu2EBUVRXJyMnfccQf3338/PXv2JCAgwJ61igjQoT2EL4VfDsIn001eeTn/hm0REZGCzuaRbXegkW1xVb8cNHl2qPXS/WSKQY378mfgVr+Lu1HPizvRyLbFpjnbhw8ftncdIpID91U3COloff1xmElysn5nFhERcUU2he0uXbrQtWtXPv30U86ePWvvmkQkGwY/Y+DnBwcPweo1zq5GREREMmJT2L7vvvs4dOgQH3zwAa1bt+app55i8eLFxMbG2rs+EclEiRIG/Z+0po9Mm25y9apGt0VERFyNzXO2jx07xrJly4iIiOCPP/7AMAx8fHxo1aoVXbp0oVWrVnh7e9u73jylOdvi6hISTPoNMPnjD+jdE4YNsen3Z6dRv4u7Uc+LO9GcbYtdLpDcu3cvy5YtY/Xq1Vy6dAnDMAgICKBjx46EhobSuHFje9Sa5xS2JT/Yus3kxZdMvLxgzmyDOyvmn4sl1e/ibtTz4k4Uti12XY0kKSmJzZs3s2zZMjZs2MD169fx8PDgl19+sddT5CmFbckvXnwpma3boFlT+O+7+Wd0W/0u7kY9L+5EYdti13+VPT09adWqFb1796Z9+/aAdYMbEXGskcMNvLxg6zZrpFtERERcg803tfm7I0eOEBERQUREBH/++SemaVK4cGHatm1r8zn379/PxIkT2bNnD4mJiQQHB9O/f39CQkKy9fiNGzeyZMkSDh48yIULF0hISKBs2bLUr1+fZ555hrvuusvm2kRcyZ0VDR571GTBVxA22aRhA/D2zj/TSURERAqqXIXtM2fOsHz5ciIiIjh8+DCmaeLp6Unz5s3p0qUL7dq1w8/Pz6Zzb9u2jUGDBuHj40Pnzp0pUqQIa9euZcyYMZw5c4aBAwfe9hw//PAD+/bto3bt2pQuXRovLy+OHTvGkiVLWL58OdOnT6dZs2Y21Sfiavo/abBmrcnvv8Oir60LJkVERMS5bJqz/eWXXxIREcHu3bsxTRPTNKlVqxZdunQhJCSEEiVK5KqoxMREOnXqxJkzZ1i4cCHVq1cHIDY2lh49ehAVFcWaNWsoX758lue5efMmhQoVSrd969at9O/fn5o1a/L1119n+njN2Zb8ZuUqk3feM/HzgwVzDUqUcO3RbfW7uBv1vLgTzdm22DRn+4033mDnzp1UrFiR4cOHs2bNGhYtWkS/fv1yHbTBGtU+deoUoaGhqUEbICAggCFDhpCQkEB4ePhtz5NR0AZo1qwZgYGBnDp1Kte1iriSjh2genW4dg0+maG52yIiIs5m0zSSvn370qVLF2rXrm3vegCIjIwEoEWLFun2pWzbsWOHzeffs2cPMTExNGjQwOZziLgiDw+D0SNh8DCTlauh6yMm91V37dFtERGRgsymsP3qq6/au440Tpw4AUClSpXS7StVqhR+fn6cPHky2+fbvHkze/bsIT4+npMnT/Ldd98RFBTEyy+/bK+SRVxGjfsMOnYwWb0GPg4zmTbZCuEiIiKS9+y2Gok9xcXFAda0kYz4+/vn6NbwP/74I7NmzUr9vlKlSowfP56aNWtm+bjAwEA8PPJ+zWJXnXMk+cdLLybzw6ZofjkIm7cU4ZGHM55S5QrU7+Ju1PPiTtTv2QzbL7/8MoZh8Pzzz1OyZMkcjQgbhsE777xjc4H2MHbsWMaOHcvVq1c5evQokydPplevXrzzzjs8/PDDmT4uJiYmD6u06OIZsQcvL3iyr8G06SYfjo+jYf2r+Pm53ui2+l3cjXpe3IkukLRkK2yHh4djGAbPPPMMJUuWzNbFiSlsCdv+/v4AmY5ex8XFERgYmKNzAhQpUoTatWszefJkHn30UV5//XWaN29O8eLFc3wuEVf3eA+IWAF/RMHnc02GDna9sC0iIlLQZStsz5kzB4By5cql+d5RKleuDMDJkyfTTfU4f/48165dy9XFmV5eXjRp0oRDhw5x4MABWrVqlZtyRVySj4/ByOEw9v9MvloEoZ1NKlZQ4BYREclL2QrbjRs3zvJ7e2vUqBGffPIJmzdvpnPnzmn2bd68OfWY3Dh37hwA3t7euTqPiCu7vxk0aQzbI2HiZJP3xylsi4iI5CWbrv7bsWMHx48fv+1xJ06csGmJvmbNmlGxYkUiIiI4ePBg6vbY2FimTZuGt7c3Xbt2Td1+7tw5jh49mm7ayYEDBzI8/6ZNm1i/fj1Fixalbt26Oa5PJL8wDIPnhht4esKWrbBtu9beFhERyUs2rUbSr18/unfvftu52DNnzuTrr79OE5izVZSXF2+99RaDBg2iT58+aW7XHhUVxdixY6lQoULq8ePHjyc8PJxx48bRvXv31O09evQgODiY4OBg7rjjDq5fv86vv/7Kzp078fb25p133rH5dvIi+UWlSgY9HjX5aiGETTJpUB+8vTXCLSIikhdsXvovO3d5t+FO8KmaNm3K/PnzCQsLY+XKlSQmJhIcHMwLL7xASEhIts7x/PPPs337dnbs2MGlS5fw8PCgbNmyPPHEEzz11FNUqVLF5vpE8pMBTxqsXWdy6nf4Ohx6Pu7sikRERNyDYdqQiKtVq0a3bt0YN25clsc988wz7N69m127dtlcoDM5Y3kmLQsljhKx0uTd902KFIEFcw2KF3f+6Lb6XdyNel7ciZb+s2R7ZHvJkiVpvj916lS6bSkSExM5fvw4W7dupU6dOrmpT0TsJKQjLFkKh36FT2aavPxP54dtERGRgi7bI9vVqlXDMLL/j7NpmhQqVIipU6dy//3321ygM2lkWwqan342GTLcxDBgxlSDatWcG7jV7+Ju1PPiTjSybcn2yPbw4cMxDAPTNJk8eTLVq1enbdu2GR7r7e1N6dKlad68OaVLl7ZbsSKSOzVrGHR4yGTNOvh4osnUSeTol2gRERHJmWyH7ZEjR6Z+HR4eTrNmzRgxYoRDihIRxxk62OCHTSY//Qxr10GH9s6uSEREpOCyaTWSDRs22LsOEckjJUsaPNkPPplhMuUTk5YtwM9Po9siIiKOYNNNbUQkf3viMShfDi5ehDlf6EY3IiIijmLzOtsAO3fu5Ntvv+XkyZNcvXo1w3W1DcPg888/z83TiIid+fgYjBwOL71i8tUiCA0xqVBBo9siIiL2ZlPYNk2T//u//2PJkiWpATvl4skUKd/r4isR19T8fmjcCCJ3wKSpJu++rdeqiIiIvdk0jWTBggWEh4dTo0YNZs+eTfv21hVWq1evZsaMGXTr1g0PDw+efvpp1q9fb9eCRcQ+DMPguREGnp6w+UeI3KHpJCIiIvZmU9gODw+ncOHCzJgxg2bNmlGkSBEAKleuTMuWLRk3bhwffvghs2bN4uDBg3YtWETsp3Ilgx7dra/DJpkkJipwi4iI2JNNYfvo0aPUr18/3eLhSUlJqV937NiRGjVqMGvWrNxVKCIO1f9Jg2LF4MRJ+Cbc2dWIiIgULDaFbdM0KVasWOr3hQsXBiAmJibNcZUqVeLw4cO2VyciDhcQYDB4kDVf+9PPTKKjNbotIiJiLzaF7dKlS3Pu3LnU78uVKweQbsrIiRMn8PT0zEV5IpIXQjpBcDBcvQrTZypsi4iI2ItNYbtGjRr89ttvqdNGWrRogWma/Pe//+Xo0aPExcUxc+ZMfv75Z+677z67Fiwi9ufpaTB6pDW6HbESDv2qwC0iImIPNoXtNm3aEB0dzffffw9AtWrV6Ny5M4cOHSI0NJRGjRrx4Ycf4uXlxZgxY+xZr4g4SO1aBg+1A9OECRPNDNfNFxERkZwxTBv/RY2Pj8fT0zN1mkhCQgKzZ89m/fr1xMTEcNdddzFo0CAaNmxo14LzUnR0dJ4/Z1BQkFOeVwTg/HmT3v1Mrt+A1181aN/OsWtvq9/F3ajnxZ3kdb//feEOV2Fz2HYHCtvijuZ8YTJ9pknJkjB/joGfn+MCt/pd3I16XtyJwrbFpmkkIlJwPfEYlCsHFy7A3Pn6XVxERCQ3FLZFJI1ChQxGDLVGs7/6CqL+VOAWERGxlVd2Dmrbtq3NT2AYhm7ZLpLPtGwBDRvAzl0waYrJuLccO3dbRESkoMpW2I6KinJ0HSLiQgzDYNRI6D/QZNNm2LHTpFFDBW4REZGcylbYPnTokKPrEBEXc1dlg+7dTBZ9DRMmmXw2E7y8FLhFRERyQnO2RSRTA/sbFAuEEyfgmyXOrkZERCT/UdgWkUwFBBg8M8gazZ412yT6si6WFBERyYlche3ffvuNd955h549e9KhQwfef//91H27d+9mzpw5XL58Obc1iogThYZA8L0QdxVmfKqwLSIikhM2h+3Zs2fTtWtX5syZw969ezl16lS6hcvHjRvH6tWrc12kiDiPp6fBqJHW6PbyCDh8RIFbREQku2wK299//z3vvfced9xxB5MmTWLLli38/UaU9evXp3jx4nz77bd2KVREnKdObYN2bcE04eMwM93rXURERDJmU9iePXs2hQsXZvbs2bRr147ixYtneFy1atU4fvx4rgoUEdcwbLCBry/sPwDfbnB2NSIiIvmDTWH7559/pm7dulSsWDHL44KCgrhw4YJNhYmIayld2qBvb2s6yeSpJteva3RbRETkdmwK2wkJCRQpUuS2x126dAlPT09bnkJEXFCvJ6DsHXD+AnwxX2FbRETkdmwK2xUqVLjtjW7i4+P59ddfqVy5si1PISIuqFAhgxHDrNHtBV/Cn6cVuEVERLJiU9hu06YNUVFRzJ49O9NjZs6cyaVLl2jfvr3NxYmI63mgJTSoD/EJ1nQSERERyZxNYXvQoEGUKVOG999/n9GjR7NixQoALl68yLp16/jnP//JxIkTqVChAn369LFrwSLiXIZhMGqEgacHbPwBdu5S4BYREcmMYdq4htfx48d57rnnOHLkCIZhYJomhmF9vGyaJvfccw+TJ0+mUqVKdi04L/193fC8EBQU5JTnFcmpj8OSWfwN3FUZZs808PIycnwO9bu4G/W8uJO87vegoKA8e66c8LL1gXfddRdLly5lw4YN/Pjjj0RFRZGcnMwdd9zB/fffT4cOHXRxpEgBNnCAwbr1JsdPwJJl0KO7sysSERFxPTaNbI8bN46iRYsyfPhwR9TkMjSyLZK1JUtNPvjIxN8fvvzCoFixnI1uq9/F3ajnxZ1oZNti05ztefPm8euvv9q7FhHJZx4OhXuqQFwczJyludsiIiJ/Z1PYLlOmjG7XLCJ4ehqMfs4azV4WAUd+0/uCiIjIrWwK2+3atSMyMpK4uDh71yMi+UzdOgZtW0NyMkyYaOoXcRERkVvYFLZHjhxJuXLlePbZZ/nll1/sXZOI5DPDhhoUKgR798GG75xdjYiIiOuwaTWSYcOG4ePjw+7du3n00UcpVaoU5cqVw8fHJ92xhmHw+eef21Tc/v37mThxInv27CExMZHg4GD69+9PSEjIbR9rmiY//PADGzZsYPfu3fz5558kJiZSqVIlQkJCGDBgAIUKFbKpLhFJq0xpg7694dPZJpOnmTS/H3x9c74UoIiISEFj02ok1apVy/4TGAYHDx7M6VOwbds2Bg0ahI+PD507d6ZIkSKsXbuWqKgoxo4dy8CBA7N8/M2bN6lduzY+Pj40btyY4OBg4uPj2bx5MydOnKBWrVrMnTuXwoULZ3oOrUYikn03b5r0edLkzFkY8BQ8PeD2H5yp38XdqOfFnWg1EotNYTsqKipHx5cvXz5HxycmJtKpUyfOnDnDwoULqV69OgCxsbH06NGDqKgo1qxZk+V5ExISmDlzJr179yYwMDDN9pEjR/Ldd9/x4osvMmjQoEzPobAtkjPffW/y2hsmPj4wf47BHXdkPbqtfhd3o54Xd6KwbbFpznb58uVz9Centm3bxqlTpwgNDU0N2gABAQEMGTKEhIQEwsPDszyHt7c3Q4cOTRO0U7YPHjwYgB07duS4NhHJ3IOtoH49iI+HSVN1oaSIiIhNYdvRIiMjAWjRokW6fSnbchOUvbysqeq6w6WIfRmGwaiRBh4e8P1G2L1HgVtERNybS4btEydOAFCpUqV0+0qVKoWfnx8nT560+fxff/01AM2bN7f5HCKSsSp3G3TtYn39cZhJYqICt4iIuC+bViNxtJT1uwMCAjLc7+/vT2xsrE3n3rhxI1999RVVqlThsccey/LYwMBAPDzy/vcRV51zJJJd/3g+mW+/u8yx4ybrvvWjd0/fTI9Vv4u7Uc+LO1G/u2jYdpT9+/czZswYAgICmDBhQoZLFd4qJiYmjyr7iy6ekYLi6QEw/mMIm3SV+5teIzAw/cWS6ndxN+p5cSe6QNLiktNI/P39ATIdvY6Li8t01DszBw4c4Omnn8bDw4OZM2dy77335rpOEclcl1CoUgViY2HmbE0lERER9+SSYbty5coAGc7LPn/+PNeuXctwPndmDhw4wMCBA0lOTubTTz+ldu3a9ipVRDLh5WUweqQ1mr10Gfx2VIFbRETcj0uG7UaNGgGwefPmdPtStqUcczspQTspKYmZM2dSp04d+xUqIlmqV9eg9YOQnGxdLGnDsv4iIiL5mkuG7WbNmlGxYkUiIiLS3H0yNjaWadOm4e3tTdeuXVO3nzt3jqNHj6abdvLTTz8xcOBAEhMTmTFjBvXq1curH0FE/mf4EAMfH9i7D77b6OxqRERE8pZNd5DMCzm5XftLL71EeHg448aNo3v37gBcvnyZ9u3bExMTQ8uWLTMc0Q4ICKB///6Z1qA7SIrYx6ezk5n9OZQpA/M+N/D1taaXqN/F3ajnxZ3oAkmLy65G0rRpU+bPn09YWBgrV64kMTGR4OBgXnjhBUJCQm77+Li4uNTVRDZt2sSmTZvSHVO+fPksw7aI2EefXgYrVpmcPQvzv4SB/Z1dkYiISN5w2ZFtV6CRbRH72fC9yetvmBQqBPPmGNxRxlC/i9tRz4s70ci2xSXnbItIwdO6FdStAzdvwuSpJrv3mKxYdZPde0ySkvQ7v4iIFEwa2c6CRrZF7Ou3oyYDBpn8/V2nVCkYPdKg1QPpb3wjUpDoPV7ciUa2LRrZFpE8ExVFuqANcP48vPK6ycYf9Lu/iIgULArbIpInkpJMPp6YdZieMElTSkREpGBR2BaRPLFvvzWCnZVz56zjRERECgqFbRHJExcvZe+4s2c1si0iIgWHwraI5IkSxbN33EdhMGFiMseOK3SLiEj+p7AtInmiTm1r1ZGseHjAtWuw6Gt4coDJ0BHJrFptcuOGgreIiORPCtsikic8PQ1Gj8x6ab9/vw7/fc+gZQvw9IADP8Hb75p0fdRk/MfJHPlNoVtERPIXrbOdBa2zLWJ/G3+wViW59WLJ0qVh1Ii062xfuGiychUsX2Fy+vRfx1avDl06G7RtA35+Wpdb8he9x4s70TrbFoXtLChsizhGUpLJvv1w42YRfAtdpU5ta+Q7I8nJJrt2w7IIk02bITHR2l64MDzUDrqEGlSrqtAt+YPe48WdKGxbFLazoLAt4lg57ffoaJNVa6zg/ccff20PvtcK3Q+1gyJFFLzFdek9XtyJwrZFYTsLCtsijmVrv5umyZ69Vuje+AMkJFjbfX2hbRsreN9XHQxDwVtci97jxZ0obFu8nF2AiEhOGYZB/XpQv57B5csma9bB8giTEydhxUpYsdKkyt3wcCi0fwiKBih0i4iIc2hkOwsa2RZxLHv2u2ma7D9gXVC54TuIj7e2+/hA6wet0e7atTTaLc6l93hxJxrZtihsZ0FhW8SxHNXvV2JN1q2zppkcPfbX9sqV4OFQg47tITBQoVvynt7jxZ0obFsUtrOgsC3iWI7ud9M0+eWgFbq/3QA3bljbvb2h1QPWaHe9uhrtlryj93hxJwrbFoXtLChsizhWXvb71asm69Zbwfvwkb+2V6hghe5OHSAoSKFbHEvv8eJOFLYtCttZUNgWcSxn9fuhX02WR5isXQ/Xr1vbvLygZQsreDeoDx4eCt5if3qPF3eisG1R2M6CwraIYzm7369dsy6mXBphcvDgX9vLloWHOxuEdIKSJRS6xX6c3fMieUlh26KwnQWFbRHHcqV+P/Lb/0a710HcVWubpwfcfz90edigccPM73Ipkl2u1PMijqawbVHYzoLCtohjuWK/37hh8t331tzuAz/9tb1MGQgNMejcCUqXVugW27hiz4s4isK2RWE7CwrbIo7l6v1+7LhJxArrFvGxsdY2Dw9o2sSa2920CXh5KXhL9rl6z4vYk8K2RWE7CwrbIo6VX/r95k3rtvDLIkz27vtre8mS0LmTNeJdtqxCt9xeful5EXtQ2LYobGdBYVvEsfJjv586ZbJ8hcmq1XA5xtpmGNCoITzysEHz+zXaLZnLjz0vYiuFbYvCdhYUtkUcKz/3e3y8yaYfYdlyk127/9pePAhCOlmrmZQvr9AtaeXnnhfJKYVti8J2FhS2RRyroPR7VJQ12r1yFVy65cdpUN+a292yBfj4KHhLwel5kexQ2LYobGdBYVvEsQpavycmmvy41RrtjtwBKe+uxQKhYwcreN95p0K3OytoPS+SFYVti8J2FhS2RRyrIPf76dMmK1aZRKyECxf+2l63jhW6Wz0AhQopeLubgtzzIn+nsG1R2M6CwraIY7lDvycmmmyLtEa7t22H5GRre0AAdGwPD4ca3H2XQre7cIeeF0mhsG1R2M6CwraIY7lbv587Z7JiFUSsNDl79q/ttWpao92tHwRfXwXvgszdel7cm8K2RWE7CwrbIo7lrv2elGQSuROWR5j8+CMk/W+0278IPPSQFbzvvUehuyBy154X96SwbVHYzoLCtohjqd/hwkVrze5lESanT/+1vXo1K3S3bQN+fgreBYV6XtyJwrZFYTsLCtsijqV+/0tysrVe97IIk02bITHR2l64MDzUzgre1aoqdOd36nlxJwrbFoXtLChsiziW+j1j0dEmq9ZYwfuPP/7aHnyvFbofagdFiih450fqeXEnCtsWhe0sKGyLOJb6PWumabJnLyxfYfL9RkhIsLb7+kLbNtZdKmvcB4ah4J1fqOfFnShsWxS2s6CwLeJY6vfsi4kxWbPWGu0+cfKv7VXutpYPbP8QFA1Q6HZ16nlxJwrbFoXtLChsiziW+j3nTNPkwE9W6N7wHcTHW9t9fKD1g9Y0k9q1NNrtqtTz4k4Uti0K21lQ2BZxLPV77lyJNVm3zgreR4/9tb1yJWu0u2N7CAxU6HYl6nlxJwrbFoXtLChsiziW+t0+TNPkl4PWut3rN8CNG9Z2b29o9YA12l2vrka7XYF6XtyJwrZFYTsLCtsijqV+t7+rV03WrYdlK0wOH/5re4UK1gWVIR0hKEih21nU8+JOFLYtLh229+/fz8SJE9mzZw+JiYkEBwfTv39/QkJCsvX4U6dOsXTpUn7++Wd+/vlnzp07R/ny5dmwYUO2Hq+wLeJY6nfHOvSryfIIk7Xr4fp1a5uXF7RoDo88bNCgPnh4KHjnJfW8uBOFbYuXswvIzLZt2xg0aBA+Pj507tyZIkWKsHbtWsaMGcOZM2cYOHDgbc+xc+dOJk2ahKenJ1WqVOHChQt5ULmIiGuoVtW6Ec7wodbFlEsjTA4ehO83wvcbTcqWhYc7Q0gnKFlCoVtExBFccmQ7MTGRTp06cebMGRYuXEj16tUBiI2NpUePHkRFRbFmzRrKly+f5Xl+//13Ll68SLVq1fD19aVWrVqUKlVKI9siLkL9nveO/Pa/0e51EHfV2ubpAfffb83tbtwIPD0VvB1FPS/uRCPbFg9nF5CRbdu2cerUKUJDQ1ODNkBAQABDhgwhISGB8PDw256nYsWK1K1bF19fX0eWKyKSb9x7j8Hzoz1Y8rXBKy8Z1KoJScmwaTO8+JLJY71MZn1mcvacy43DiIjkSy45jSQyMhKAFi1apNuXsm3Hjh15WpOISEHi62vQqSN06mhw7LhJxArrFvHnzsGsz0w+mwNNm5h0CTVo2gS8vDTaLSJiC5cM2ydOnACgUqVK6faVKlUKPz8/Tp48mW6fvQUGBuLhkfeD/676MYiII6jfna9BEDSoDy/902Tdt/Es/voGO3YmsmUrbNlqUrqUQbeuhXi0WyHKl/d0drn5nnpe3In63UXDdlxcHGBNG8mIv78/sbGxDq8jJibG4c/xd5rPJ+5E/e56mjez/pw6ZbB8hcmq1XDuvMknM64zfeZ1GjW0VjJpfr9Gu22hnhd3ojnbFpcM2yIi4lx33mkwfKjBM0+bbPrRumHOzl0QuQMid5gUD4JOHU0e7mxQoYJCt4hIZlwybPv7+wNkOnodFxdHYGBgXpYkIuKWfHwM2raGtq0NoqJMIlaarFgJl6Jh3gKYt8CkQX1rbnfLFtbxIiLyF5dcjaRy5coAGc7LPn/+PNeuXctwPreIiDhO+fIGg5/x4JtFBm+/adCkMRgG7NoN//qPSffHTCZNSebUKa1kIiKSwiXDdqNGjQDYvHlzun0p21KOERGRvOXlZdCqpcGH73uwaIFB/yehVEm4HANfLoTeT5qMGJXMmrUmN28qeIuIe3PJsN2sWTMqVqxIREQEBw8eTN0eGxvLtGnT8Pb2pmvXrqnbz507x9GjR/PkokkREfnLHXcYDBrowaIvDd59x+D+ZuDhAXv3wZvvmHTtYTJhYjLHjit0i4h7csk7SELmt2uPiopi7NixaW7X/tJLLxEeHs64cePo3r176vZLly7x/vvvp36/dOlSfH196dChQ+q2f/7znxQvXjzDGnQHSRHHUr8XTOfOmaxcDctXmJw9+9f2WjXh4c4GbVpb63y7I/W8uBOtRmJxyQskAZo2bcr8+fMJCwtj5cqVJCYmEhwczAsvvEBISEi2znHt2rV0d5r8+7YRI0ZkGrZFRCTnSpe2ppb06wM7dsKyCJMff4QDP8GBn0zCJsFDD1kXVd57j3uGbhFxHy47su0KNLIt4ljqd/dx4aK1ZvfyFSZ//vnX9urVoEuoQds24OdX8IO3el7ciUa2LQrbWVDYFnEs9bv7SU422bXbGu3etBkSE63thQvDQ+2gS2eDqlXBMApm8FbPiztR2LYobGdBYVvEsdTv7i062mTVGit4//HHX9uD74WHQw0eagv+/gUrdKvnxZ0obFsUtrOgsC3iWOp3ATBNkz17rSkmGzdCfIK13dcX2rS2ppnUuK9gjHar58WdKGxbFLazoLAt4ljqd/m7mBiTNWut0e4Tt9zX7O67oMvDBu0fgqIB+Td0q+fFnShsWxS2s6CwLeJY6nfJjGmaHPjJCt0bvoP4eGu7jw+0ftAa7a5dK/+NdqvnxZ0obFsUtrOgsC3iWOp3yY4rsSbr1lnB++ixv7ZXutOa292xPRQrlj9Ct3pe3InCtkVhOwsK2yKOpX6XnDBNk18OwvIIk/Ub4MYNa7u3NzzQEh552KBeXdce7VbPiztR2LYobGdBYVvEsdTvYqurV03WfWuNdh8+/Nf2CuWt0e6QjhAU5HqhWz0v7kRh26KwnQWFbRHHUr+LPRz61WR5hBW+r12ztnl6QssW1mh3g/rg4eEawVs9L+5EYduisJ0FhW0Rx1K/iz1du2ZdTLkswppukqJsWXi4s0FIJyhZwrmhWz0v7kRh26KwnQWFbRHHUr+Lo/x21BrtXrMW4q5a2zw94P5m1hKCjRuBp2feB2/1vLgThW2LwnYWFLZFHEv9Lo5244bJdxth2XJrKcEUpUtDaIhB5xAoUzrvQrd6XtyJwrZFYTsLCtsijqV+l7x0/IQ12r16LVy5Ym3z8ICmja3R7qZNwMvLscFbPS/uRGHborCdBYVtEcdSv4sz3LxpsnGTtYTgnr1/bS9ZEjp3ska8y5Z1TOhWz4s7Udi2KGxnQWFbxLHU7+Jsp343iVhhsnIVXI6xthkGNGpo3aWyRXP7jnar58WdKGxbFLazoLAt4ljqd3EVCQkmm3605nbv3PXX9uJB0KmjtZpJhQq5D93qeXEnCtsWhe0sKGyLOJb6XVxRVJRJxEqTFSvh0i3t2aC+NdrdsgX4+NgWvNXz4k4Uti0K21lQ2BZxLPW7uLLERJMft1pzu7dHQsq/lsUCoWMHK3jfeWfOQrd6XtyJwrZFYTsLCtsijqV+l/zizBmTFatMIlbA+Qt/ba9bx5pi8mArKFTo9sFbPS/uRGHborCdBYVtEcdSv0t+k5hosi3SGu3eug2Sk63tAQHQoT106Wxw993pQ3dSksm+/XDjZhF8C12lTm3n3FRHJC8pbFsUtrOgsC3iWOp3yc/OnTNZuRqWrzA5e/av7TVrWFNM2rQGX1+DjT+YfDzR5Pz5v44pVQpGjzRo9YACtxRcCtsWhe0sKGyLOJb6XQqCpCSTHTthWYTJjz9C0v9Gu/2LwH01IDIy88e+/R8Fbim4FLYtCttZUNgWcSz1uxQ0Fy6arPrfaPeff97++JIlYcFcKFzYw/HFieQxhW2LwnYWFLZFHEv9LgVVcrLJVwtNJk/L3vFeXlC4sPXHz+9//y2c9r/WPiPNcWn33fJ1Ycffel7kdhS2LV7OLkBERKSg8fAwKFkKIHvjWYmJEBtr/cla9sfHfLzNdCE8XSj3A7/CRrpQ//cw7+cHvr66qFPEFgrbIiIiDlCiePaOe+8dCL7X4No1uH4drv3vz/Vb/lj7TGv7tb/2pzzm+i2PSUiwzhufYP2JuXK7CrIf4AsVMtONoKf5b+o+I90ofUaP8/W1fjERKcgUtkVERBygTm1r1ZFbVyH5u9KloWkTI5sjxtkLpQkJJtdv/C2I/+1rK5ibaUJ6psdd++uiz5s3rT+3nxmQ/QBf2NdMN9qe8dQYI/NpM7eMwhcqBIahAC+uQ2FbRETEATw9DUaPhFdezzx4jhqR3aCdfd7eBt7eUDTgdkdm73lN0yQhIeNR9GvpArqZ9phraY+9dbQ+ZY3y6zesP9moJFv1enhA4cJmxqPv6ea5ZzEH/pavfXwU4MV2ukAyC7pAUsSx1O/iDjJaZ7t0aStou+uyf6ZpcvNmZoE9bai/dt3MdOQ9zdfZCuy28fTMeDpMRhemFv7fCHxmx6XsK8gXsDrrJk6ueoGkwnYWFLZFHEv9Lu5Cd5B0vORkkxs3Mp7vnn6Ou5npSP2tx9286bh6vb3Tj6BndGHq3+e/pwb2vz3G19c1Arwzb+KksJ0PKWyLOJb6XdyNej5/SUoyMw3u6ee7mxleuPr37+MTHFevj08GS0dmcGFq4cJG1ktH/m9fTi9g3fiDmeW0KUffxMlVw7bmbIuIiIhkwNPTwN8f/P2zc3T2QmRiYtah/Not4T3DUJ/BijRJSda54+OtP5cv366KnF3AmvXSkX9dmPrlwqzPNWGSSYvm7vepjsK2iIiISB7x8jIoGmD/C1hvDe8ZXZSasnxk5lNr0j4m3QWsdvhA5tw52Lcf6tfL/bnyE4VtERERkXzKMAx8fKwpJIGBtz06W+c0TZP4+NuE8luWkLx2HX47Cnv33v7cFy9lq4QCRWFbRERERFIZhkGhQtbUkNtPg7YC/O49Js/tvf30lOze7Kkg8XB2ASIiIiKSv6XcxCkrpUtbx7kbhW0RERERyRXrJk5ZT1NxxE2c8gOFbRERERHJtVYPGLz9HyPdCHfp0o5f9s+Vac62iIiIiNhFqwcMWjRHN3G6hcK2iIiIiNiNp6dB/XoQFFSI6Ohrzi7H6Vw6bO/fv5+JEyeyZ88eEhMTCQ4Opn///oSEhGT7HPHx8UyfPp1ly5Zx+vRpAgMDad26NaNHj6ZEiRIOrF5ERERE3J3Lhu1t27YxaNAgfHx86Ny5M0WKFGHt2rWMGTOGM2fOMHDgwNueIzk5maFDh7J582bq1q1L+/btOXnyJIsWLWLr1q0sXLiQ4sXdcA0aEREREckThmma2b9nZx5JTEykU6dOnDlzhoULF1K9enUAYmNj6dGjB1FRUaxZs4by5ctneZ6vv/6a//u//yM0NJQPPvgAw7DmCy1YsIA33niDJ554gv/85z+ZPj462g63S8qhoKAgpzyviDOo38XdqOfFneR1vwfdflFwp3DJ1Ui2bdvGqVOnCA0NTQ3aAAEBAQwZMoSEhATCw8Nve55FixYB8Pzzz6cGbYCePXtSsWJFli9fzo0bN+z/A4iIiIiI4KJhOzIyEoAWLVqk25eybceOHVme4+bNm+zbt4+77ror3Qi4YRjcf//9XLt2jZ9++slOVYuIiIiIpOWSc7ZPnDgBQKVKldLtK1WqFH5+fpw8eTLLc5w6dYrk5GQqV66c4f6U7SdOnKBhw4YZHhMYGIiHR97/PuKqH4OIOIL6XdyNel7cifrdRcN2XFwcYE0byYi/vz+xsbFZniNlv7+/f6bnuPW5MhITE3PbWu1N8/nEnajfxd2o58WdaM62xSWnkYiIiIiIFAQuGbZTRp0zG72Oi4vLdNQ7Rcr+zEauU7ZnNvItIiIiIpJbLhm2U+ZTZzQv+/z581y7di3D+dy3qlixIh4eHqnzv/8uZXtmc7pFRERERHLLJcN2o0aNANi8eXO6fSnbUo7JjK+vL7Vr1+b48eNERUWl2WeaJlu2bMHPz4+aNWvaqWoRERERkbRcMmw3a9aMihUrEhERwcGDB1O3x8bGMm3aNLy9venatWvq9nPnznH06NF0004ef/xxAMaPH8+t9+758ssv+f3333n44Yfx9fV17A8jIiIiIm7LJVcj8fLy4q233mLQoEH06dMnze3ao6KiGDt2LBUqVEg9fvz48YSHhzNu3Di6d++eur1bt26sXLmSiIgI/vjjDxo1asSpU6dYu3YtFSpUYPTo0U746URERETEXbjk7dpT7N+/n7CwMPbs2UNiYiLBwcEMGDCAkJCQNMe99NJLGYZtgPj4eKZPn87SpUs5ffo0xYoV48EHH2T06NGULFkyL38cEREREXEzLh22RURERETyM5ecsy0iIiIiUhAobIuIiIiIOIjCtoiIiIiIgyhsi4iIiIg4iMJ2Lmzfvp2qVasyceJEZ5ciIuLW8tP7cb9+/ahatWq2j8/sZ2vTpg1t2rSxd3nixv744w+qVq3KSy+9lK3jc9rLeeGll16iatWq/PHHH84uJZXCtogLyU+BwZV98803VK1alW+++cbZpYjkqYkTJ1K1alW2b9/u7FJE5H9c8qY2IiIiBdV7773H9evXc32ezz77LPfFiOSCvXq5oFPYFhERyUPlypWzy3nuvPNOu5xHxFb26uWCTtNI7OTAgQMMGDCAevXq0aBBA4YPH57hfKFdu3bx7LPP0rhxY2rVqkXHjh0JCwtL95vh7eZNVa1alX79+qXZljJ36ubNm3z00Ue0a9eOGjVqaEpCPjFx4kSefPJJACZNmkTVqlVT/6T0Unx8PLNnz6Zbt27UrVuXevXq0bt3b7799tt050uZt/b777/z6aef0qFDB2rXrk1ISAgrVqxIPd9HH31EmzZtqFWrFg8//DAbN25Md65be+uDDz7gwQcfpFatWnTq1Im5c+eS2b2x1q9fz1NPPUWjRo2oVasWoaGhfPrppyQlJaU57tZpHxs2bKBnz57Uq1cvdT5qfHw8c+fO5emnn6ZVq1bUrFmTZs2aMWLECH755Zd0P/fLL78MwMsvv5zm7zFFVnNdM5qDeOtH89988w3dunWjTp06aV6DcXFxhIWF0blzZ2rXrk3Dhg15+umn2blzZ4bPI45zu/fj3Ly/xsfHM378eB588EFq165N9+7d2bJlCwCxsbH8+9//pkWLFtSqVYsnnniC/fv3pzt/ZvNcb9y4wQcffECrVq1SXy8LFy7M9Of8ex/369ePSZMmAfDkk0+m9n2bNm1ITk6mdevWNGnShPj4+AzP16dPH+677z7OnDmT6XOKfcXExFC9enUGDx6cZvvBgwdT//+dPHkyzb5+/fpRu3btNP8fv/76ax577DHq1atHvXr1eOyxxzKcRnfrVMXdu3czcOBAGjZseNt51/Hx8YwaNYqqVavy/vvvp77nZ9TLt76fb968mZ49e1KnTh2aNGnC2LFjiY6OzvA5vvzySzp37kytWrVo1aoV77//Pjdv3szw9Qhw5MgRBg8enPo6f+aZZzh8+HCG546NjWX69On07duXFi1aULNmTVq0aME///lPTp06lebYjz76iKpVq7Jy5coMz7V48WKqVq3KJ598kuXf2a00sm0HBw4cYObMmTRp0oSePXvyyy+/sH79eg4fPkxERASFChUCYNWqVfzjH//Ax8eHTp06UaJECX788UcmT57M5s2bmTt3buqxuTFy5EgOHTpEy5YtKVq0KBUqVMj1OcXxGjduTLdu3QgPD6dx48Y0btw4dV/RokWJj4/n6aefJjIykurVq9OjRw8SEhLYuHEjw4YN47XXXqNv377pzjtu3Dj2799P69at8fDwYOXKlfzjH/+gaNGifPHFF/z222+0atWKmzdvEhERwfDhw1m5cmWGo2ajRo3i4MGDtG/fHoC1a9fy1ltvERUVlS64fPjhh0yfPp0yZcrw0EMPERAQwM6dO3n//ffZt28fYWFh6c6/evVqfvzxRx588EF69+5NXFwcYP2D9M4779CwYUNatWpF0aJF+f3339mwYQM//PADX3zxBbVr1wagXbt2XLlyhW+//Za2bdtSvXp12/+n/M2nn37K9u3badu2Lc2bN8fT0xOAy5cv07dvX44cOUL9+vXp2bMncXFxfPvttzz11FNMmDCBdu3a2a0OyVx2349tNXr0aA4fPkybNm24ceMGy5cvZ/DgwSxYsIDXX3+dhIQEOnbsSHR0NCtXrmTQoEF8++23BAQEZHne5ORkhg4dypYtWwgODiY0NJTLly8zbtw4mjRpkq3aunXrBkBkZCTdunWjfPnyAAQEBODh4UGPHj0ICwtjzZo1PPzww2kee+zYMXbu3MmDDz7IHXfcYcPfjNgiMDCQatWqsXPnTpKSklLfU26dc799+3YqVaoEwM2bN9m7dy/16tXDx8cHgLfeeou5c+dSpkwZHn30UcB6b3755Zf55ZdfePXVV9M97549e/jkk09o0qQJjz/+OKdPn860xri4OIYPH8727dt56aWXGDBgQLZ+tg0bNvD999/Tpk0b6tWrx44dO1iyZAmnTp1iwYIFaY6dMGECU6ZMoWTJkjz++ON4eXmxevVqjh07luG5Dx8+TK9evbh27RoPPfQQlStXZv/+/fTq1Ytq1aqlO/7o0aOEhYXRpEkTHnroIQoXLsyxY8eIiIhg48aNfPPNN6mvl8cff5zp06ezePFiQkJC0p1r0aJFeHl50b1792z9PQBgis22bdtmBgcHm8HBweaKFSvS7HvxxRfN4OBgMyIiwjRN04yNjTUbNGhg1qxZ0zx48GDqcUlJSebo0aPN4OBgc9KkSanbf//9dzM4ONgcO3Zshs8dHBxs9u3bN822vn37msHBweYjjzxiRkdH2+mnlLyU0lNhYWHp9o0fP94MDg42P/74YzM5OTl1e2xsrNm9e3ezRo0a5pkzZ1K3jx071gwODjbbt29vXrx4MXX7vn37zODgYLNhw4Zmr169zKtXr6buW7FihRkcHGy++eabaZ47pbc6dOhgXrlyJXX7lStXzA4dOphVq1Y19+/fn7p98+bNZnBwsDlw4MA0509OTjZff/11Mzg42Fy9enXq9q+//toMDg42q1WrZv7444/pfvabN2+m+dlSHD582Kxbt67Zv3//NNtTzvf111+ne4xpmmbr1q3N1q1bZ7gv5We9VVhYmBkcHGzWrVvXPHToULrHPP/882ZwcLC5cOHCNNsvXLhgtmrVymzatKl548aNDJ9P7CMn78e5eX/N7DXTsGFD87nnnjMTEhJS902fPt0MDg42Z82aleG5bpXSs08//bSZmJiYuv3QoUNmjRo1MnxfyKiPU3p127Zt6X6uM2fOmPfdd1+6n800TfPdd981g4ODzXXr1mX4dyKOM27cODM4ONjct29f6rbBgweb7du3N1u1amU+//zzqdu3bNmSJi9ERkaawcHBZqdOndK8N1++fNls3769GRwcbO7YsSN1+62vk8WLF6er5e+vjfPnz5tdu3Y1a9SoYS5ZsiTd8Vn18n333Wfu3LkzdXtiYmLq8Xv27EndfuzYMbN69epmy5YtzQsXLqRuj42NNUNCQrJ8PS5dujTN9g8//DD15/v9999Tt1+5ciXDXLR161azWrVq5iuvvJJm+6BBg8yqVaumOYdpWv/mBAcHm8OGDUt3rqxoGokdNGrUKN1vPym/XR44cACwPk6PjY3l0UcfTfNbl4eHBy+++CJeXl6Eh4fbpZ6RI0dSrFgxu5xLXENycjILFizgzjvv5LnnnsMwjNR9/v7+DB8+nISEBNatW5fusUOHDqV48eKp39euXZuKFSty5coVxowZg5+fX+q+Dh064O3tzaFDhzKsY9iwYWlG6AICAhg6dCimabJkyZLU7V988QUAb775ZprzG4bBCy+8gGEYqVNZbtW2bVvuv//+dNt9fHwoU6ZMuu333nsvTZo0YceOHSQkJGRYsz09/vjj6T4yvXTpEqtWraJp06Y89thjafaVKFGCp59+mkuXLqVONRDHys77cW78/TXTsWNHvL29uXLlCmPHjsXL668PjENDQwEyfT3dKuX1M2bMmNTRTbCmtDzyyCO5rhugTJkytG7dmh07dqSZmpCQkMDSpUspVaoUDz74oF2eS7Iv5ZOLbdu2AZCUlMTOnTtp0qQJTZo0STfKfetjUnLDiBEj0rw3BwYGMmLECIAMp5PUqFEj9XWRmVOnTtGrVy+OHz/OlClTctyHoaGhNGjQIPV7T0/P1E9fbn0trlixgqSkJAYOHEiJEiVSt/v7+zN06NB05/3zzz+JjIykatWqdOnSJc2+wYMHU7Ro0XSPCQgIyDAXNW3alHvuuSfd+3PPnj0xTZPFixen2b5o0SLA+rcgJzSNxA5q1KiRblvKx3BXrlwBrPlXQJqpASnKlStHhQoVOHHiBHFxcfj7++eqnpSP06XgOH78ODExMZQuXTp1TuatLl26BJDhR24ZfaRWqlQpfv/993RTLDw9PSlevDjnzp3LsI6GDRtmuu3WudP79u3Dz8+Pr7/+OsPz+Pr6ZlhrVr178OBBZs6cya5du7hw4UK6cB0dHU3p0qUzfbw9ZFTfgQMHSEpKIj4+PsPrI06cOAFY/29at27t0Poke+/HufH314yHhwfFixfnxo0b6S4WK1WqFECmr6db/frrr/j5+WVYf8OGDdP9o2+rJ554gnXr1rFo0SJeeOEFwPq4/+LFiwwZMiTNLwuSNxo1aoSnpyfbt2/n2Wef5ZdffiE2NpamTZty48YNlixZwtGjR6lSpQrbt2/H19c39b0oJVtkNNUoZVtGv+zVrFkzy5qOHTtGr169SExM5PPPP6dOnTo5/rmy+1pMqa9+/frpjs9oW8rxtwb5FEWKFKFatWpERkam27d9+3Y+//xz9u/fT3R0NImJian7vL290xz74IMPUqZMGb755htGjhyJp6cn8fHxLF26lLJly9KyZcsMf+bM6FVlBxmF45SRieTkZIDUuaclS5bM8BylS5fmxIkTXL16NddhO7PnkPzr8uXLgHVByJEjRzI9LqMlmDLqp5R/UDPbd+ub0K0y6q2UbSk9DtYc68TExAx/MUhx7dq1dNtuHdW41e7du3nqqacAaN68OZUrV8bPzw/DMFi/fj2HDh3K9KIve8qovpiYmNQad+/eneljtTxW3sjO+7G9z+/l5ZXl6yyz19OtYmNjM50rndnrwhYtWrSgQoUKLFmyhNGjR+Pl5cWiRYswDIMePXrY7Xkk+/z9/bnvvvvYvXs3CQkJbN++HcMwaNq0aer7xrZt2yhXrhwHDhygUaNGqfO14+LiUn/h+7uSJUtiGEaa9+Zb92XlxIkTxMTEUK9ePe69916bf66/y+i1mFJfRn2eUZ2xsbGZHp/ZY1atWpX6qVSLFi0oX748hQsXxjAMwsPDiYqKSlfnY489xqRJk/jhhx9o3bo169evT70+x8MjZxNDFLbzSErTXbhwIcP958+fB6zfyoDU/5EZvUmnNFpmbp1iIAVDSv906NAhwwsL88qFCxfSjd6l9PStb6wpX+f0xhqZ9e60adOIj49n3rx56UbX9+7dm6PnSHmezKadZPX6yqi+lJ914MCBjB07Nse1SN7LzfurowQEBGS6SsPFixft9jyGYfDEE0/w4Ycf8t1331GzZk1+/PFHmjVrRsWKFe32PJIzTZo04cCBA+zfv5/IyEjuvffe1ABdoUIFtm/fTuXKlUlISEgziu3v709ycjKXLl1KFz4vXryIaZoZht7b5YQ2bdpQoUIFJk6cyLPPPsv06dPTTJ+yp5T6Ll68mHqRYoqMMlPKdJnMXhcZPWbSpEkUKlSIb775hsqVK6fZl9GURoDHHnuMqVOnsnDhQlq3bs2iRYvw8PC47fSbjGjOdh5J+egxo482Tp8+ze+//07FihVTmy5lztHZs2fTHf/3pc6k4Ej5rf/vS+NVqVIFf39/fvrppzyZm5yZjJaxS9l23333pW6rXbs2ly9fTp1CkVunTp2iWLFi6YL29evXM3w9pISpv/89pggMDOTSpUvpwta1a9fSLbN1O7Vq1cIwDPbs2ZOjx4nzuOL7a9WqVbl27Ro///xzun05WT4ypfezGsXv3r073t7eLFq0iK+//prk5OR01xtI3koJ0D/++GPqfO0UTZs2JTIyMnVO963TUVOyRUYDGyl5I6OphNkxYsQIRo0axY4dO3jmmWe4evWqTee5nZT6MvpkMKP31ZTjd+3alW7f1atXM5w2c+rUKapUqZIuaJ87dy7T27rfcccdtGrVih9++IHdu3ezdetWWrRoYdPa4grbeaRdu3YEBATwzTffpJkGYJomH3zwAYmJiakXDoD1m95dd93F7t270/zjHxcXx/jx4/O0dsk7gYGBAOnWufXy8qJXr15ERUXx3nvvZRi4Dx8+bNcRsIxMmTIlzchfbGwsU6dOxTAMunbtmro9ZU3U//u//8twtO78+fMcPXo0289bvnx5YmJi0rx2kpKSeO+991Lnq98q5UKYzNYLrlmzJgkJCSxfvjx1m2majB8/PsPpLVkpVaoUnTp1Ys+ePcycOTPDNcf37dunaSQuxBXfX1MuPvvoo4/S/JL466+/snTp0myfJ6X3s1rKrWTJkrRt25ZNmzaxYMECgoKCtDSlkzVo0AAvLy8WLFjA1atXadq0aeq+Jk2aEB0dzeLFi/Hz86NWrVqp+1Jyw+TJk9NMF4mNjU2dxndrtsipYcOGMWbMGHbu3OmwwB0SEoKHhwezZ89O835+7do1pk2blu74cuXK0ahRI3799VeWLVuWZt8nn3yS4bUZ5cqV4+TJk2lGvW/evMkbb7yR5QBWz549SUxMZNSoUZimmeMLI1NoGkke8ff358033+Qf//gHjz/+OJ06daJ48eJs2bKFn3/+mdq1azNo0KA0jxk4cCCvvfYaTzzxBB07diQ5OZlNmzaleaFJwXL33XdTunRpVqxYkboCh2EY9OvXj+eee45ffvmFuXPnsnHjRho2bEiJEiU4e/Yshw8f5tChQ3z11Vd2nd/5d5UrVyY0NDTNOttnzpxhwIABafrygQceYNiwYUyZMoX27dvTsmVLypUrx+XLlzl58iS7du1i9OjRVKlSJVvP27dvXzZv3kzv3r3p1KkTPj4+REZGcvbsWRo3bpzuE6O6devi6+vL559/TkxMTOrHscOGDUs93zfffMOrr77Kjz/+SPHixdm5cyexsbFUq1YtW6tH3Opf//oXx48f57///S9Lly6lXr16BAQEcObMGX766SdOnDjB5s2bKVy4cI7OK47jau+v3bp1IyIigk2bNtG1a1ceeOABYmJiWLFiBS1atOC7777L1nmaNGmCYRiMHz+eI0eOEBAQQNGiRdOtwd+zZ09Wr17NhQsXGDhwYOocYHGOIkWKUKtWLfbs2YOHh0ea0euUUe5Lly7RokWLNBfzNWrUiH79+jF37tzU92bTNFPfm/v160ejRo1yVduQIUPw8PDgww8/ZNCgQcycOTN1yqs93H333Tz77LNMmzaNLl260LFjR7y8vFi7di3BwcEcPnw43bSX119/nV69ejF27FjWr1+fus72gQMHaNiwYbpPg/r168ebb75J165d6dixI4mJiWzZsgXTNLN8z2/ZsiXly5cnKiqKUqVK2XyRu0a281CnTp2YM2cODRs2ZN26dXz22WdcvXqVYcOG8fnnn6e72cLjjz/O66+/TmBgIIsXL2bTpk1069aNDz/80Ek/gTiap6cnkyZNom7dukRERBAWFsaECROIiYnBx8eHGTNm8J///IeSJUuydu1aPv/8c3bu3EmpUqV44403CA4Odmh9EyZMIDQ0lHXr1rFgwQIKFy7Mq6++muFc5VGjRjF79mwaNGjA1q1b+eyzz/j+++9JSEhgxIgR6W6qkZXWrVsTFhZGxYoVWbZsGREREdx9990sXrw43Rw/sEb3wsLCqFy5MosWLWLChAlMmDAhdX9wcDAzZ86kRo0arFmzhqVLl3LPPffw5ZdfZrhs1O0UK1aML7/8khdffBFvb2+WL1/OF198wd69e7nnnnt47733CAoKyvF5xXFc7f3Vw8ODKVOmMGjQIGJiYpgzZw579uzh5ZdfzvZNRADuuecexo0bR1BQEF988QUTJkxg1qxZ6Y5r2rRp6sfhujDSNaSE6urVq6d5HypTpkzq9IeMVh159dVXeeeddyhZsiQLFy5k0aJFlCpVinfeeSfDG9rY4tlnn+WFF15g9+7dPP300xledJkbY8aM4V//+hdFixblyy+/ZNWqVXTo0IE33ngDSH+xZXBwMAsWLKBly5Zs2rSJL774Am9vbxYsWJDhtQd9+vTh3//+N8WKFWPhwoWsX7+eRo0a8dVXX2X5nu/h4ZG6vGC3bt1sXq3HMDP6zFNE5Bb9+vUjMjKSX3/91dmliIgdnDt3jtatW1O3bl3mzZvn7HJEMrRlyxYGDBjAoEGDePHFF51Sw+DBg9m4cSNr1qxJvZNnTmlkW0RExM18/vnnJCYm0qtXL2eXIsKlS5fSXdB+5cqV1E+anHVNwW+//cbGjRtp3ry5zUEbNGdbRETELcTGxrJgwQKioqJYvHgx99xzD506dXJ2WSIsW7aMWbNm0bRpU0qXLs358+fZtGkTFy9epHv37tSrVy9P61m+fDnHjx9PvbPr8OHDc3U+hW0RERE3EBMTw4cffkihQoWoX78+//73v9PcGl7EWerXr8/27dvZsmULMTExeHp6cvfddzNs2DB69+6d5/UsXLiQnTt3Uq5cOd5+++0M72SZE5qzLSIiIiLiIJqzLSIiIiLiIArbIiIiIiIOorAtIiIiIuIgCtsiIiIiIg6isC0iIiIi4iAK2yIiIiIiDqKwLSIiIiLiIArbIiIiIiIO8v8HQ6dRE9m8EQAAAABJRU5ErkJggg==\n", + "image/png": 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", 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" ] }, "metadata": {}, @@ -480,17 +505,8 @@ } ], "source": [ - "_, ax = plt.subplots(1)\n", - "VI = (\n", - " idata_bikes.sample_stats[\"variable_inclusion\"]\n", - " .stack(samples=(\"chain\", \"draw\"))\n", - " .mean(\"samples\")\n", - " .values\n", - ")\n", - "ax.plot(VI / VI.sum(), \"o-\")\n", - "ax.set_xticks(range(4))\n", - "ax.set_xticklabels([\"hour\", \"temperature\", \"humidity\", \"workingday\"])\n", - "ax.set_ylabel(\"relative importance\");" + "labels = [\"hour\", \"temperature\", \"humidity\", \"workingday\"]\n", + "pmx.bart.utils.plot_variable_importance(idata_bikes, X.values, labels, samples=100);" ] }, { @@ -498,23 +514,8 @@ "id": "219cde48-b626-4325-afc0-2a2881fc5683", "metadata": {}, "source": [ - "## Authors\n", - "* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259))" - ] - }, - { - "cell_type": "markdown", - "id": "3c184bc8", - "metadata": {}, - "source": [ - "## References\n", - "\n", - ":::{bibliography}\n", - ":filter: docname in docnames\n", - "\n", - "martin2018bayesian\n", - "martin2021bayesian\n", - ":::" + "* Authored by Osvaldo Martin in Dec, 2021 ([pymc#259](https://github.com/pymc-devs/pymc-examples/pull/259))\n", + "* Updated by Osvaldo Martin in May, 2022" ] }, { @@ -535,19 +536,22 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Tue Jan 18 2022\n", + "Last updated: Fri May 20 2022\n", "\n", "Python implementation: CPython\n", - "Python version : 3.8.8\n", - "IPython version : 7.27.0\n", + "Python version : 3.9.7\n", + "IPython version : 8.3.0\n", "\n", - "numpy : 1.20.3\n", - "pymc : 4.0.0b1\n", - "matplotlib: 3.4.2\n", - "pandas : 1.2.5\n", - "arviz : 0.11.4\n", + "pymc : 4.0.0b6\n", + "sys : 3.9.7 (default, Sep 16 2021, 13:09:58) \n", + "[GCC 7.5.0]\n", + "matplotlib : 3.5.1\n", + "arviz : 0.12.0\n", + "pymc_experimental: 0.0.1\n", + "pandas : 1.4.2\n", + "numpy : 1.21.5\n", "\n", - "Watermark: 2.2.0\n", + "Watermark: 2.3.0\n", "\n" ] } @@ -568,8 +572,11 @@ } ], "metadata": { + "interpreter": { + "hash": "d4ca51fc2fdee62b1a00ff5126f64ae66836e25d3ba6f45d8551026256283997" + }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3.9.7 ('base')", "language": "python", "name": "python3" }, diff --git a/myst_nbs/BART/BART_introduction.myst.md b/myst_nbs/BART/BART_introduction.myst.md index bc7f66cdc..806044fb3 100644 --- a/myst_nbs/BART/BART_introduction.myst.md +++ b/myst_nbs/BART/BART_introduction.myst.md @@ -6,16 +6,17 @@ jupytext: format_version: 0.13 jupytext_version: 1.13.7 kernelspec: - display_name: Python 3 (ipykernel) + display_name: Python 3.9.7 ('base') language: python name: python3 --- -(BART_introduction)= +(notebook_id)= # Bayesian Additive Regression Trees: Introduction :::{post} Dec 21, 2021 -:tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression -:category: intermediate, explanation +:tags: , BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression +:category: intermediate +:category: explanation :author: Osvaldo Martin ::: @@ -27,8 +28,9 @@ import matplotlib.pyplot as plt import numpy as np import pandas as pd import pymc as pm +import pymc_experimental as pmx -print(f"Running on PyMC3 v{pm.__version__}") +print(f"Running on PyMC v{pm.__version__}") ``` ```{code-cell} ipython3 @@ -84,10 +86,10 @@ y_data = hist / 4 In PyMC a BART variable can be defined very similar to other random variables. One important difference is that we have to pass ours Xs and Ys to the BART variable. Here we are also making explicit that we are going to use a sum over 20 trees (`m=20`). Low number of trees like 20 could be good enough for simple models like this and could also work very good as a quick approximation for more complex models in particular during the iterative or explorative phase of modeling. In those cases once we have more certainty about the model we really like we can improve the approximation by increasing `m`, in the literature is common to find reports of good results with numbers like 50, 100 or 200. ```{code-cell} ipython3 -with pm.Model(rng_seeder=rng) as model_coal: - μ = pm.BART("μ", X=x_data, Y=y_data, m=20) +with pm.Model() as model_coal: + μ = pmx.BART("μ", X=x_data, Y=y_data, m=20) y_pred = pm.Poisson("y_pred", mu=pm.math.exp(μ), observed=y_data) - idata_coal = pm.sample() + idata_coal = pm.sample(random_seed=RANDOM_SEED) ``` The white line in the following plot shows the median rate of accidents. The darker orange band represent the HDI 50% and the lighter one the 94%. We can see a rapid decrease of coal accidents between 1880 and 1900. Feel free to compare these results with those in the original {ref}`pymc:pymc_overview` example. @@ -111,7 +113,7 @@ In the previous plot the white line is the median over 4000 posterior draws, and The following figure shows two samples from the posterior of $\mu$. We can see that these functions are not smooth. This is fine and is a direct consequence of using regression trees. Trees can be seen as a way to represent stepwise functions, and a sum of stepwise functions is just another stepwise function. Thus, when using BART we just need to know that we are assuming that a stepwise function is a good enough approximation for our problem. In practice this is often the case because we sum over many trees, usually values like 50, 100 or 200. Additionally, we often average over the posterior distribution. All this makes the "steps smoother", even when we never really have an smooth function as for example with Gaussian processes (splines). A nice theoretical result, tells us that in the limit of $m \to \infty$ the BART prior converges to a [nowheredifferentiable](https://en.wikipedia.org/wiki/Weierstrass_function) Gaussian process. ```{code-cell} ipython3 -plt.step(x_data, np.exp(pm.bart.predict(idata_coal, rng, size=2).T)); +plt.step(x_data, np.exp(pmx.bart.predict(idata_coal, rng, x_data, size=2).T)); ``` To gain further intuition the next figures show 3 of the `m` trees. As we can see these are definitely not very good approximators by themselves. inspecting individuals trees is generally not necessary. We are just showing them here to generate intuition about BART. @@ -119,7 +121,7 @@ To gain further intuition the next figures show 3 of the `m` trees. As we can se ```{code-cell} ipython3 bart_trees = idata_coal.sample_stats.bart_trees for i in [0, 1, 2]: - plt.step(x_data[:, 0], bart_trees[0, 0, i].item().predict_output()) + plt.step(x_data[:, 0], [bart_trees[0, 0, i].item().predict(x) for x in x_data]) ``` ## Biking with BART @@ -139,11 +141,11 @@ Y = bikes["count"] ``` ```{code-cell} ipython3 -with pm.Model(rng_seeder=rng) as model_bikes: +with pm.Model() as model_bikes: σ = pm.HalfNormal("σ", Y.std()) - μ = pm.BART("μ", X, Y, m=50) + μ = pmx.BART("μ", X, Y, m=50) y = pm.Normal("y", μ, σ, observed=Y) - idata_bikes = pm.sample() + idata_bikes = pm.sample(random_seed=RANDOM_SEED) ``` ### Partial dependence plots @@ -153,13 +155,12 @@ with pm.Model(rng_seeder=rng) as model_bikes: To help us interpret the results of our model we are going to use partial dependence plot. This is a type of plot that shows the marginal effect that one covariate has on the predicted variable. That is, what is the effect that a covariate $X_i$ has of $Y$ while we average over all the other covariates ($X_j, \forall j \not = i$). This type of plot are not exclusive of BART. But they are often used in the BART literature. PyMC provides an utility function to make this plot from the inference data. ```{code-cell} ipython3 -pm.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]); -# plt.savefig("pdp_discrete.png", bbox_inches='tight') +pmx.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]); ``` From this plot we can see the main effect of each covariate on the predicted value. This is very useful we can recover complex relationship beyond monotonic increasing or decreasing effects. For example for the `hour` covariate we can see two peaks around 8 and and 17 hs and a minimum at midnight. -When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind="ice")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check the "Interpretable Machine Learning" book {cite:p}`molnar2019`. +When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind="ice")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check this [book](https://christophm.github.io/interpretable-ml-book/). Finally like with other regression method we should be careful that the effects we are seeing on individual variables are conditional on the inclusion of the other variables. So for example, while `humidity` seems to be mostly flat, meaning that this covariate has an small effect of the number of used bikes. This could be the case because `humidity` and `temperature` are correlated to some extend and once we include `temperature` in our model `humidity` does not provide too much information. Try for example fitting the model again but this time with `humidity` as the single covariate and then fitting the model again with `hour` as a single covariate. You should see that the result for this single-variate models will very similar to the previous figure for the `hour` covariate, but less similar for the `humidity` covariate. @@ -167,37 +168,20 @@ Finally like with other regression method we should be careful that the effects ### Variable importance -As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. That is simple count how many times a variable is included in all the regression trees. The intuition is that if a variable is important they it should appears more often in the fitted trees that less important variables. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet. +As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. Counting how many times each variable is included in the regression trees. The intuition is that a more important variable should appears more often in the fitted trees than a less important variable. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet. -The following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot. +The top panel in the following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot. -```{code-cell} ipython3 -_, ax = plt.subplots(1) -VI = ( - idata_bikes.sample_stats["variable_inclusion"] - .stack(samples=("chain", "draw")) - .mean("samples") - .values -) -ax.plot(VI / VI.sum(), "o-") -ax.set_xticks(range(4)) -ax.set_xticklabels(["hour", "temperature", "humidity", "workingday"]) -ax.set_ylabel("relative importance"); -``` - -## Authors -* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259)) - -+++ -## References +Additionally, we provide a novel method to assess the variable importance. You can see an example in the bottom panel. On the x-axis we have the number of components (variables) and on the y-axis the Pearson correlation between the predictions made between the full-model (all variables included) and the restricted-models, those with only a subset of the variables in the full-model. The components are included following the relative variable importance order, as show in the top panel. Thus, in this example 1 component means `hour`, two components means `hour` and `temperature`, 3 components `hour`, `temperature`and `humidity`. Finally, four components means `hour`, `temperature`, `humidity`, `workingday`, i.e., the full model. Hence, from the next figure we can see that even a model with a single component, `hour`, is very close to the full model. Even more, the model with two components `hour`, and `temperature` is on average indistinguishable from the full model. The error bars represent the 94 \% HDI from the posterior predictive distribution. It is important to notice that to compute these correlations we do not resample the models, instead the predictions of the restricted-models are approximated from the full-model. -:::{bibliography} -:filter: docname in docnames +```{code-cell} ipython3 +labels = ["hour", "temperature", "humidity", "workingday"] +pmx.bart.utils.plot_variable_importance(idata_bikes, X.values, labels, samples=100); +``` -martin2018bayesian -martin2021bayesian -::: +* Authored by Osvaldo Martin in Dec, 2021 ([pymc#259](https://github.com/pymc-devs/pymc-examples/pull/259)) +* Updated by Osvaldo Martin in May, 2022 +++ From bae7143cfe148bf15d672a29460892065df22fd4 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Fri, 20 May 2022 17:21:10 -0300 Subject: [PATCH 2/4] revert unintended changes --- examples/BART/BART_introduction.ipynb | 52 ++++++++++++++++--------- myst_nbs/BART/BART_introduction.myst.md | 30 +++++++++----- 2 files changed, 53 insertions(+), 29 deletions(-) mode change 100755 => 100644 examples/BART/BART_introduction.ipynb diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb old mode 100755 new mode 100644 index ffa049aad..140a87bcb --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -5,12 +5,11 @@ "id": "d68537ba", "metadata": {}, "source": [ - "(notebook_id)=\n", + "(BART_introduction)=\n", "# Bayesian Additive Regression Trees: Introduction\n", ":::{post} Dec 21, 2021\n", - ":tags: , BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", - ":category: intermediate\n", - ":category: explanation\n", + ":tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", + ":category: intermediate, explanation\n", ":author: Osvaldo Martin\n", ":::" ] @@ -191,7 +190,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 17 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n" ] } ], @@ -381,7 +380,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:44<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:47<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -396,7 +395,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 45 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 47 seconds.\n", "The acceptance probability does not match the target. It is 0.9019, but should be close to 0.8. Try to increase the number of tuning steps.\n" ] } @@ -447,7 +446,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -467,7 +466,7 @@ "source": [ "From this plot we can see the main effect of each covariate on the predicted value. This is very useful we can recover complex relationship beyond monotonic increasing or decreasing effects. For example for the `hour` covariate we can see two peaks around 8 and and 17 hs and a minimum at midnight.\n", "\n", - "When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind=\"ice\")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check this [book](https://christophm.github.io/interpretable-ml-book/).\n", + "When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind=\"ice\")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check the \"Interpretable Machine Learning\" book {cite:p}`molnar2019`.\n", "\n", "Finally like with other regression method we should be careful that the effects we are seeing on individual variables are conditional on the inclusion of the other variables. So for example, while `humidity` seems to be mostly flat, meaning that this covariate has an small effect of the number of used bikes. This could be the case because `humidity` and `temperature` are correlated to some extend and once we include `temperature` in our model `humidity` does not provide too much information. Try for example fitting the model again but this time with `humidity` as the single covariate and then fitting the model again with `hour` as a single covariate. You should see that the result for this single-variate models will very similar to the previous figure for the `hour` covariate, but less similar for the `humidity` covariate." ] @@ -479,10 +478,9 @@ "source": [ "### Variable importance\n", "\n", - "As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. Counting how many times each variable is included in the regression trees. The intuition is that a more important variable should appears more often in the fitted trees than a less important variable. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet.\n", - "\n", - "The top panel in the following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot.\n", + "As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. That is simple count how many times a variable is included in all the regression trees. The intuition is that if a variable is important they it should appears more often in the fitted trees that less important variables. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet.\n", "\n", + "The following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot.\n", "\n", "Additionally, we provide a novel method to assess the variable importance. You can see an example in the bottom panel. On the x-axis we have the number of components (variables) and on the y-axis the Pearson correlation between the predictions made between the full-model (all variables included) and the restricted-models, those with only a subset of the variables in the full-model. The components are included following the relative variable importance order, as show in the top panel. Thus, in this example 1 component means `hour`, two components means `hour` and `temperature`, 3 components `hour`, `temperature`and `humidity`. Finally, four components means `hour`, `temperature`, `humidity`, `workingday`, i.e., the full model. Hence, from the next figure we can see that even a model with a single component, `hour`, is very close to the full model. Even more, the model with two components `hour`, and `temperature` is on average indistinguishable from the full model. The error bars represent the 94 \\% HDI from the posterior predictive distribution. It is important to notice that to compute these correlations we do not resample the models, instead the predictions of the restricted-models are approximated from the full-model." ] @@ -490,12 +488,12 @@ { "cell_type": "code", "execution_count": 12, - "id": "c45972da", + "id": "2253e445", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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6qbtQpjk4OJSar6FMJuKnTSJ+3AiIItCgPrDoYwEN6nNP7vKoNI09qlg49siUOP704+DgUGwZgwbbxGBbX6Xxmz7unIhFS0Q8TgOsrYFZMwT07Q2VLS+p7CuNY48qBo49MiWOP/1oE2zrlEby0UcfYfv27cWW27lzJz766CNdmiAqNdq1le9W4uUJvHgBLF0mYsmnIp494+dUIiIiKppOwfauXbsQFxdXbLlz585xn20qFxwdBXyxXMCE8QLMzYCDh4BxE0TcuMmAm4iIiAqnU7CtrdzcXJibmxuzCaJXxsxMwIh3BKxaKcCpOnDnDjBhkojde0QwG4uIiIg0MVqwLYoi4uPjtcplISpLWrWUp5V0aA/k5AKffyVi/kIRUikDbiIiIlJloW3BkSNHqjw+efKk2jWFvLw8JCUl4dGjRxgwYIB+PSQqhapWFbBsKRC+Dfh2jYhjfwB/XxexaD7QuDEXThIREZGc1sF2wdMhBUHAo0eP1I5nV6nYwgLdunXDBx98oF8PiUopQRAwdDDQojnw8SIRd+8CE6eICJkIvPUmdyshIiKiEmz9l5KSAkCeHtKjRw/06tWr0EDa0tISDg4OsLS0NFxPywhun6OfsroFUVaWiM9WiDh+Qv64U0fgfx8KsLNjwF1WlNWxR2Ufxx6ZEseffrRJl9Z6ZtvV1VX57ylTpqBJkyYq14gqMltbAUsWAjt3A2GrRZyKAsaMF7FwPtC8GQNuIiKiikqnBZI//fQTfvjhB0P3hahMEwQBbwYJWLNaQG1X4MEDYPJUEVt+FpGfz8WTREREFZFOwXZeXh5cXFwM3ReicsG9kYAfvhfQwx/Iy5cvoHx/joj0Jwy4iYiIKhqdgu1GjRohNTXV0H0hKjdsbAQsmCfgw9kCrKyAmFhgTLCI8xcYcBMREVUkOgXbw4cPR1xcHM6ePWvo/hCVG4IgIDBAwLrvBNSvBzx6BEyfJWLDTyLy8hh0ExERVQRa70ZS0N27d/Hdd9/ht99+w6BBg+Dn54eaNWvC2tpaY/latWrp3dGygit69VNeV0VnZ4v4apWI/Qfkj9u1Bf5vroDq1bh4srQor2OPSj+OPTIljj/9aLMbiU7BduPGjSEIAkRRLHYvYUEQEB8fX9ImyiwOWP2U92/63yNFfPGliOzngIMDMH+uAC9PBtylQXkfe1R6ceyRKXH86cegW/8V5OXlpcvTiCq83j0FNPEA5i8SkZAAzHpfxPB3RIwbLcDCgkE3ERFReaPTzDYVjp8O9VNRPmG/eCFiVZiIPXvlj1u2AD7+PwHOzgy4TaWijD0qfTj2yJQ4/vSjzcy2TgskX5WLFy9i/Pjx8PLyQuvWrTFo0CDs3btX6+fHxMTAw8Oj0D8XLlwwSrtExbG2FvD+e2ZYOF+AjQ1w8ZJ8t5I/T/OzLxERUXmiUxrJy9LT05GamgpBEODk5KRVlF+cmJgYjBs3DpaWlujXrx9sbW0RGRmJ2bNnIyUlBRMnTtS6Lm9vb3h7e6td17RXuCHbJSqOv5+Axh7A/IUi/r4OfPCRiKGDRUwYL8DSkrPcREREZZ1eaSQ///wzNm3ahFu3bqlcb9iwIYYPH463335bp3plMhn69OmD+/fvIzw8HE2bNgUASKVSDB06FLdu3cK+fftQv379IuuJiYnByJEjMWXKFEydOvWVtMtfxeinov46KydHxLdrRGzbIX/ctAmwcL6AmjUZcL8qFXXskelx7JEpcfzpx2hpJPn5+Zg2bRoWLVqEf/75B7a2tsrUDDs7OyQkJGDRokWYNm0adInlo6OjkZSUhICAAGXACwASiQQhISGQyWTYuXOnLl0vle0SWVkJmD7VDJ8uFiCRAPFX5Wklx08wrYSIiKgs0ymNJDw8HJGRkWjQoAE++OADdO/eXeX+H3/8geXLl+PQoUMIDw/H0KFDS1R/bGwsAKBTp05q9zp27KhSRhu3b9/Gxo0b8fz5c9SqVQsdOnSAo6Oj0dslKqkunQW4NwIWLBJxJR6YO1/Em0EiQiYKsLbmLDcREVFZo1OwvXPnTkgkEmzatAnVq1dXu9+tWzc0a9YMvXv3xo4dO0ocbN++fRsAUK9ePbV79vb2cHBwQGJiotb1RUREICIiQvm4UqVKmDp1KoKDg43aLpEuXFwEfLMKWLtexNafgR27gEuXRSxcANSpzYCbiIioLNEp2L558yY6duyoMdBWcHJygq+vL6Kiokpcv1QqBQDY2tpqvC+RSHD//v1i63F0dMQHH3yAbt26oVatWsjMzERMTAw+//xzrFixAhKJROWDgCHatbe3h5lZqd7kpdQzxALb8mDuHKBLpxx8NE+K6zdEjHtXxMfzq6BfH80ntZL+OPbIVDj2yJQ4/ozLILuRFKa40yWNrVGjRmjUqJHyceXKldG/f380btwYAwcORGhoKAYPHmzQ4DgjI8NgdVVEXKihqnkz4Ie1wMIlwIW/gA/mSHHylBTTpwioVImz3IbEsUemwrFHpsTxpx+jLZBs0KABYmJiivzPSUtLQ3R0NBo0aFDi+iUSCQAgKytL432pVFro7LM23N3d0apVKzx69EglLcTY7RLpwslJwMovBIweCQgCsDcCeHeSiNuJXDxJRERU2ukUbAcFBSErKwtjxozRuGAwJiYGY8eOhVQqxcCBA0tcv2JrPU350RkZGUhPT9eYV10Sik8iz58/f6XtEunCwkJA8FgzfPW5AEcH4J9bQPAEEQd+Z8BNRERUmukUbA8bNgxdunTBtWvXMGrUKHTu3BlDhw7F22+/jc6dO2P06NG4du0aunTpgmHDhpW4fi8vLwDAqVOn1O4pcsA1HVKjLZlMhvj4eAiCgJo1a76ydon05dlOwI/rBXi2A54/Bz75TMSSpfl49oxBNxERUWmkU7Btbm6O7777Dh988AFcXFzw8OFDXLhwAefPn8fDhw9Rs2ZNfPDBB/j22291yof29fVFnTp1EBERgatXryqvS6VSrF69GhYWFggKClJeT0tLQ0JCAtLS0lTqOX/+vNo+3zKZDMuXL0dKSgo6deqEqlWr6twukSk4Ogr4YrmA8eMEmJkBvx+Uz3LfTGDATUREVNrodYKkwr1795CamgoAcHZ2Vpkt1lV0dDSCg4NhaWmJgIAASCQSREZGIjk5GTNmzMCkSZOUZUNDQxEWFqZ2UqSfnx8AoE2bNqhRowaysrJw5swZ3Lp1C7Vq1cLmzZvh6uqqc7uacJGBfrhQo2T+uiji40UiHj4CrCyBaVMFDAg0/eLksohjj0yFY49MieNPP9oskDTIbiQ1a9Y0SIBdUPv27bF161asWrUKBw4cQG5uLtzc3DB9+nT0799fqzqGDh2KkydPIjY2Funp6bCwsEDdunUxceJEjB07Fvb29kZpl+hVadVSwIZ18nSS09HA51+KOH8e+GA2UKUKA24iIiJT03tmOzU1FefPn1eZ2W7dujVq1KhhkA6WNfx0qB9+wtZNfr6I8G3Ad2tF5OUBrrWAhQsENPZgwK0tjj0yFY49MiWOP/0YdWb7wYMH+OSTT3DkyBHk5+er3BMEAf7+/pg7dy5cXFx0bYKItGRmJuDtIUCL5sDHi0Sk3AUmThYxeRIwaCDTSoiIiExFp5ntBw8eYOjQobh37x4qV66Mjh07wtXVFaIo4t69ezh16hSys7Ph4uKC8PDwCjXLzU+H+uEnbP1lZon4bLmIEyfljzt3Aj76QICdHQPuonDskalw7JEpcfzpx2gz21999RXu3buHwMBAzJ07V2VHD0C+J/Wnn36KPXv2YOXKlVi6dKkuzRCRDuxsBXyyCNi5Cwj7VsTJU8D1GyIWzgeaN2PATURE9CrpNLPdoUMH2NjY4ODBgzA3N9dYJi8vD7169cLTp09x+vRpvTtaVvDToX74Cduwrv0tYsFCeVqJuTkwYbyAoYPlaSekimOPTIVjj0yJ408/Rjuu/dmzZ2jVqlWhgTYg34u7VatWyM7O1qUJIjKAxh4CfvhegH93IC8PWP2diA8+EpH+hHtyExERvQo6BdsNGzZU7j5SlNTUVDRs2FCXJojIQKpUEfDxfAEfzBZgZQVExwBjgkVc+IsBNxERkbHpFGyPGjUKZ8+excmTJwstc+rUKZw9exYjR47UuXNEZBiCIKB/gIDvvxNQry7w6BEwbaaIHzeKyMtj0E1ERGQsOuVs3717F+vXr0d4eDj69u2Lvn37olatWsp7+/fvx4EDBzBkyBCMHTtW7fmKsuUR8570w9wx48vOFvHlShEHDsoft2sLzJ8roFq1ip3HzbFHpsKxR6bE8acfbXK2dQq2GzduDEEQIIpiofv3FnZPEATEx8eXtMkygwNWP/ymf3UO/C7ii5Uinj8HHBzkAbeXZ8UNuDn2yFQ49siUOP70Y7St/7y8vHR5GhGVIn16C2jaBJi/UETCP8Cs90WMeEfE2NECLCwqbtBNRERkSHof106q+OlQP/yE/eq9eCFiVZiIPXvlj1u1BBbME+DsXLECbo49MhWOPTIljj/9GG3rPyIqP6ytBbz/nhk+/j8BNjbAXxflu5WcjubncCIiIn0x2CYiAEAPfwE/rBXg7g5kZALvzxHxzbf5kMkYdBMREelKp5xthdjYWMTGxuLhw4fIycnRWEYQBHz66af6NENEr0jt2gK+C5MffrN9J/BzOPDXRflR7zVrVqy0EiIiIkPQKWf7yZMnmDJlCuLi4lDc0wVBwNWrV3XuYFnDvCf9MHes9Dh+UsTSZSKkUkAiAT76UEDXzuU34ObYI1Ph2CNT4vjTj9F2I1m6dCnOnj2LRo0aYfDgwahbty4qV66sS1VEVEp17SzA3Q1YsEhE/FVg7v+JGDRQRMhEAVZW5TfoJiIiMiSdZra9vb1hY2ODffv2oUqVKsboV5nFT4f64Sfs0kcmE7F2nYitv8gfu7sDi+YLqF27fAXcHHtkKhx7ZEocf/ox2m4keXl5aNmyJQNtogrAwkJAyEQzrPhMgL0dcP06MPZdEUeOcuEkERFRcXQKtps2bYq7d+8aui9EVIr5thewYZ2AVi2BZ8/k6SXLv8jHixcMuomIiAqjU7AdEhKCa9eu4fDhw4buDxGVYs7OAr7+UsCoEYAgAL/tBd6dJOJ2IgNuIiIiTXQ+QfL333/HwoUL0a1bN3To0AE1atSAIGjO4axIx7sz70k/zB0rO86cFbH4ExFp6UClSsB7MwT06V1287g59shUOPbIlDj+9GO03UgA4NmzZ7CwsMDu3buxe/fuIstWpK3/iCoKL08BG9YBiz4REXcO+OQzEefOi5g5XYCNTdkNuomIiAxJp2B7586dmDt3LkRRRNOmTVGnTh3Y2NgYum9EVMpVqybgyxXApi3ADz+KOHAQiL8qYtHHwGsNGXATERHpFGyvW7cOVlZWWLt2LXx8fAzdJyIqQ8zNBYweCbRuBXy8WERiEjB+oogZ04DAfig0vYyIiKgi0GmBZEpKCry8vBhoE5FS61by3Ura+wA5OcDyz0V8vFjE06dcPElERBWXTsF2jRo1DN0PIioHHKoKWL5UQMhEAebmwJGjwNjxIv6+zoCbiIgqJp2C7QEDBuDChQtITU01dH+IqIwzMxMwbKiAb1YJqFEDSLkLTJwsYvtOETpufkRERFRm6RRsT5w4Eb6+vggODsaZM2cM3SciKgeaN5OnlXTuBOTmAitXiZg7X0RmFgNuIiKqOHTaZ9vf3x8AlKdIWlpaonr16hoXQgmCUKEOv+Felfrhfp/ljyiK2LEL+OZbEbm5gEsN4OP5Apo3K10LJzn2yFQ49siUOP70Y7R9tlNSUlQe5+Tk8Ph2ItJIEAQMGgg0bwbMXyji7l1g8jQRE8YDQwfL006IiIjKK51PkCTN+OlQP/yEXb5JpSKWfyHi6DH5Y9/2wNw5AqpWNX3AzbFHpsKxR6bE8acfbWa2dcrZJiLShUQiYOF8Ae+/J8DKEjgdDYwJFvHXRX7mJyKi8onBNhG9UoIgYECggLXfCahbB3j4CJg6Q8RPm0Tk5THoJiKi8kWrnG1FPnaNGjVgbm5e4vzsWrVqlbxnRFSuub0mYN0a4IuVIg5GAt+vF3H+AjB/LuDoaPq0EiIiIkPQKme7cePGMDMzw759+9CgQQM0btxY6yOYBUFAfHy83h0tK5j3pB/mjlVMB34X8cVKEc+fA44OwPx5AjzbvdqAm2OPTIVjj0yJ408/BtuNxMvLCwBQuXJllcdERIbQp7eAJk2A+R+L+OcWMHO2iFEjRIweKcDCgrPcRERUdnE3EgPjp0P98BN2xfbihYiVoSL2Rsgft24FLJgnwMnJ+AE3xx6ZCscemRLHn364GwkRlSnW1gI+nG2GBf8noHJl4MJf8t1KTsdwToCIiMomBttEVOq87i/gh+8FuDcCnmQA738oYvWafMhkDLqJiKhsYbBNRKVSndoCvvtGfvokAGz9WX7y5P37DLiJiKjs0Om49lfl4sWLCA0NxYULF5Cbmws3NzeMGjUKgYGBWj3/7NmzOHz4MGJjY5GSkoJnz57B1dUV/v7+mDBhAuzs7NSe4+fnp3YcvcKQIUOwaNEivV4TEWnPykrAjGkC2rQWsXSZiCvxwOhgEf/7EOjSmQsniYio9Cu1CyRjYmIwbtw4WFpaol+/frC1tUVkZCSSk5Mxc+ZMTJw4sdg6OnbsiPT0dLRr1w5NmjSBIAiIjY1FfHw86tati19++QXVqlVTeY6fnx8yMzMxatQotfqaN2+O7t27F9kmFxnohws1qDB374lYsEjE1avyx2+9CUyaIMDKyjBBN8cemQrHHpkSx59+tFkgWSqDbZlMhj59+uD+/fsIDw9H06ZNAQBSqRRDhw7FrVu3sG/fPtSvX7/IetauXYs33ngDzs7OymuiKGLhwoX4+eefMWzYMCxYsEDlOX5+fgCAo0eP6tR3Dlj98JueipKbK2LN9yJ++VX+2MMdWLRAgKur/gE3xx6ZCscemRLHn37K7G4k0dHRSEpKQkBAgDLQBgCJRIKQkBDIZDLs3Lmz2HreffddlUAbkB+yExISAgA4c+aMYTtOREZlaSlgSogZln0qwM4O+Ps6MGa8iCPHSt2cAREREYBSmrMdGxsLAOjUqZPavY4dO6qU0YWFhfxlm5uba7yfk5ODXbt24cGDB7Czs0Pbtm3RuHFjndsjIsPq2EHAj+uAjxeLuHgJWLBQxLlzIqZNEWBtzVxuIiIqPfQOtq9evYpLly4hPT0dbm5u8Pf3ByAPWHNyciCRSEpc5+3btwEA9erVU7tnb28PBwcHJCYm6tznHTt2APgvcH/Zw4cPMWfOHJVrnTt3xvLly+Ho6Khzu0RkOM7OAlZ9Bfzwo4hNW4A9e4HL8SIWzQfq1WPATUREpYPOwXZCQgI++ugjXLp0SXntjTfeUAbb27dvx+LFi7FmzRp06dKlRHVLpVIAgK2trcb7EokE9+/f16nfV69exTfffINq1aohODhY7f7AgQPh7e0NNzc3WFlZISEhAWFhYThx4gRCQkLw888/QxAK/0Fub28PM7NSmZ1TZmiT/0Sk8OH7QOdOOZjzPykSEkQETxQxf24V9A+0LnFdHHtkKhx7ZEocf8alU7CdkpKCd955B0+ePEGPHj3Qtm1bLF++XKVMv379sHTpUkRGRpY42DaWO3fuYMKECcjLy8OXX36pcZZ6ypQpKo9btWqFNWvWYPjw4YiLi8Px48fRrVu3QtvIyMgwdLcrFC7UIF00aQys/x5Y/AkQdw74aJ4UJ09JMXO6gMqVtZvl5tgjU+HYI1Pi+NOP0RZIhoWFISMjA5999hnCwsIwduxYtTL29vZwc3PDhQsXSly/IvUkKytL432pVFrorHdhUlJSMGrUKKSlpWHVqlVo37691s81MzPDwIHykzXOnTtXonaJ6NWoXk3AlysEBI8VYGYG7P8dGD9RRMI/XDxJRESmo1OwferUKTRp0gRvvPFGkeVq1aqF1NTUEtev2NJPU152RkYG0tPTNeZzFyY5ORkjRoxAamoqVq5cWexe2ZooPrlkZ2eX+LlE9GqYmwsYPVLA118KqF4duJ0oD7j3RogohbucEhFRBaBTsP3kyRPUrVu32HKCIODFixclrt/LywuAPKh/WVRUFADA29tbq7qSk5MxcuRIpKam4quvvkKPHj1K3B9AfpolALi6uur0fCJ6ddq0FrBhnQAfbyAnB1j2uYiFS0Q8fcqAm4iIXi2dgm0HBwckJycXWy4hIQE1atQocf2+vr6oU6cOIiIicFVxXBzk6SOrV6+GhYUFgoKClNfT0tKQkJCAtLQ0lXoUgfaDBw/w5Zdf4vXXXy+y3Zs3byIzM1Pt+tmzZ7FhwwZYWVmhZ8+eJX49RPTqOVQVsOIzAZMmCDA3Aw4fAca9K+L6DQbcRET06ui0QNLLywv79+9HXFwc2rVrp7HMsWPHcOvWLQwdOrTknbKwwJIlSxAcHIxhw4YhICAAEolEeVz7jBkz0KBBA2X5LVu2ICwsDFOmTMHUqVOV10eOHImUlBS0bt0af//9N/7++2+1tgqWP3DgANatWwdfX1+4urrCysoK169fR1RUFMzMzLBw4ULUqlWrxK+HiEzDzEzAO28DLVvI9+ROTgEmhIiYEgIMfEP+27e8PBF/XQSev3iBStYiWrWUp6MQEREZgk7B9oQJExAZGYlJkybh/fffV273BwBPnz7F4cOHsXTpUlSuXFnj4klttG/fHlu3bsWqVatw4MAB5Obmws3NDdOnT0f//v21qiMlJQUAcOHChUIXahYMtn18fJCQkID4+HjExsYiJycH1apVQ9++fTF69Gi0bNlSp9dCRKbVormADd8Dny4TcSoK+OprEefOA507ilizDnj4EADkW446OQEzpgJduzDgJiIi/QmijquGDh48iDlz5uD58+f/VSYIykVI1tbWWLFiRbGpG+UNt8/RD7cgImMSRRHbdgCrvxMhkxVd9pNFAgNueiX4vkemxPGnH222/tM52AbkOdE//fQTTp8+jZSUFOTl5cHFxQW+vr4YO3ZsiXYMKS84YPXDb3p6FeLj8zFxCpCfX3gZZ2dg288CU0rI6Pi+R6bE8acfbYJtvY5rr127NubOnatPFUREr9zzFwLy84ueZ0hNBf66CLRt84o6RURE5ZJOwfbTp09RpUoVQ/eFiOiVeJxWfBlAnuPt2VZEIzcBjRoBbq8BNjac6SYiIu3pFGx37NgRfn5+CAwMROfOnWFhodcEORHRK1XNUbty9+8DEfsBQD4LLgiAq6sI90aQB+BuQCM3oFo1BuBERKSZTjnb3t7eyMzMhCAIsLOzQ58+fRAQEABPT09j9LFMYd6Tfpg7Rq9CXp6IQUPFf3ch0axaNWD6FCDhH+DGDeDGTeDho0LKOgJubpAH4Y3kQbhrLfnWg0TF4fsemRLHn36MtkAyNzcXx48fx969e3H8+HE8f/4cgiCgZs2aCAwMREBAABo1aqRTp8s6Dlj98JueXpXjJ0TMnV/425+m3UjS00XcuCkPvK/fEHHzJpB0B9D0LmpjI087aeT2XwDeoD5gZcUAnFTxfY9MieNPP0bfjQSQ528fOnQIe/fuRUxMDGQyGQRBQKNGjTBgwAD069cPLi4u+jRRpnDA6off9PQqHT8hYmWo6gy3szMwfYr22/5lZ4vy2e8CAXjCP/Jj4l9mbg7Urw+4FwjAG7kBEgkD8IqM73tkShx/+nklwXZBaWlp2L9/PyIiInDhwgUIggAzMzNcuXLFUE2Uehyw+uE3Pb1q/50gWQWVrJ8a5ARJmUxE0h15+sn1m/IA/PoNICtLc/maNaGSB+7eCKheXX52AZV/fN8jU+L4088rD7YV7t27hzVr1uCXX36BIAi4evWqoZsotThg9cNvejIVY489URTxIPXfAPzfGfDrN4EHDzSXr2oPNGr0XxqKuxtQuzaPki+P+L5HpsTxpx+j77NdUGZmJn7//Xfs3bsXcXFxypMkW7RoYagmiIjKLEEQ4FIDcKkBdO70X8CcmflfHviNGyKu3wCSkoAnGcCZs/I/it1QKlUCXmsoquSBv9YQsLZmAE5EVFrpFWy/ePECR44cQUREBE6ePAmZTAZRFFGvXj0EBgYiMDCwQp4iSUSkLTs7Ae3aAu3aAoA8aH7xQsQ/t1TzwG8mAM+fA1fi5X8UAbi5GVC3rmoA7t5IXi8REZmeTsH2qVOnsHfvXhw+fBjPnj2DKIqoXr06+vTpg8DAQLRs2dLQ/SQiqjCsrQU0aQw0aQwoAvC8PBHJyf8G4AXywJ88AW7dlv+JPPxfVmCNGqJyAWYjNwHujYAaNZgHTkT0qumUs924cWMAgI2NDV5//XUEBgaiQ4cOMDMzM3gHyxrmPemHuWNkKmVx7ImiiEePFDPgwM2bIq7fBO7e1Vze1laRA/5vAO4G1K0LWFgwADelsjj2qPzg+NOP0XK2u3Xrhv79+8Pf3x/W1ta6VEFERHoSBAFOToCTE9DBF1DMgkulIm4mFAjAb8hnvrOygHPn5X8UaShWlkDDhuJ/AXgjeR545coMwImIDMEou5FUZPx0qB9+wiZTKe9jLydHxO1E1QD8ZgLw7Jl6WUEA6tSGSgDeyA1wcGAAbgzlfexR6cbxp59XuhsJERGVXlZW8qDZvRGgmAHPzxdx9+5/eeCKY+kfP5afjJl0Bzhy9L/5mOrV/8sDd/93MWatWswDJyIqilbBdlhYGARBwDvvvIOqVasiLCxM6wYEQcDkyZN17iARERmHmZmA2rXl+3d37/ZfwJyWJqrlgScnA48eyf+cjgYUaShVqgBur8nTUNz/PZSnfn3A0pIBOBERoGUaSePGjSEIAvbv348GDRooH2uTgcJDbagk+OssMhWOvaI9eyY/lr5gGso/t4DcXPWyFhZAg/qqaShurwFVqjAA14Rjj0yJ408/BksjWbp0KQDAyclJ5TEREVUMNjYCWjQHWjQHFGkoMpmIxCTVAPzGTUAqhfKgHsUMOAC41lJdiNmoEVDNkWkoRFS+cYGkgfHToX74CZtMhWPPMERRxP378qPoCwbgqamayzs4QDUPvBFQ21We4lJRcOyRKXH86cdoCyTv3r0LGxsbVK1atchyGRkZePr0KWrVqqVLM0REVMYIgoCaNYGaNYGunf8LmJ88KXAs/U35v5OSgPR0IPaM/I9iFrxyJcDNTYSb27954I3kaSk8lp6IyiKdgm1/f38EBQXh008/LbLcihUrsHPnTsTHx+vUOSIiKh+qVhXg5Ql4eQKKNJTnz+XH0l+/Ady4IQ/AE/4Bsp8Dly7L/yiPpTcH6tf7NwD/dycUNzfAzpYBOBGVbjoF26IoarU4UlGWiIjoZZUqCWjaBGjaBCiYB56cohqA37gBZGTKA/GEf4CDkf/9XKnpohqAN2oEODsxD5yISg+j7rOdnp6OSpUqGbMJIiIqRywsBNSvB9SvB/TsIQ+YRVHEw4eKPHDg+g35nuD37v/35+Sp/wJwezt5Gor7v4sxGzWSH9LDY+mJyBS0DrbPnDmj8vjRo0dq1xRkMhlu3bqFkydPolGjRvr1kIiIKjRBEODsDDg7A506AIpZ8Kws+cz3TcWhPDeB27fls+Bx5+R/FGko1tbyY+nd3f4LwF9rKJ9dJyIyJq13I1HsrQ3IZxmK+xWdosznn3+Ofv366d/TMoIrevXDVdFkKhx75cOLFyJu3S4wA35Tfix9drZ6WTMzoG6d//YDV+yKUrXqqw3AOfbIlDj+9GPQ3UjeeOMNZYC9a9cu1K1bF23bttVY1tLSEs7OzujevTuaNWumbRNERER6sbYW0NgDaOwBFDyWPjnl351QCuSBp6UDtxPlfw4d/m/eydlJsR840OjfXPCaLswDJyLd6LTPduPGjREUFMTDbTTgp0P98BM2mQrHXsXz+LGolgeenKK5rKQK/l2I+V8AXr+efnngeXki/roIPH9RBZWsn6JVS8DcnAE9vVp879OPNjPbPNTGwDhg9cNvejIVjj0C5MfSq+SB/3ssvUymXtbSEmjQAPI8cMV2hK/JT9sszvETIlaGyhd+Kjg5ATOmCujahQE3vTp879MPg20T4IDVD7/pyVQ49qgwubkibie+lAd+E5A+VS8rCICrK/7bCeXf2XBHx/8C6OMnRMydX/iP3k8WMeCmV4fvffoxerB99+5dHDt2DLdv38bTp0817qktCEKxh9+UJxyw+uE3PZkKxx6VhCiKuHtPNQC/cQN4+Ehz+WqOUO6AsncfkJlZeN3OzsC2nwWmlNArwfc+/Rg12A4LC8O3336L/Px85TVFVS/vWnL16lVdmiiTOGD1w296MhWOPTKE9CfivwH4v8fS3wCS7gAl/Un70YeAr48AOzvuD07Gxfc+/Rh0N5KC9u/fj7CwMLi6umLixIn4/fff8eeff2L9+vW4c+cO9u/fj9jYWIwZMwbdu3fXpQkiIqIyx0HDsfTZ2SIS/pHvhnLsuIhz54qvZ+kyQLFHuEQioqo9YP/vn//+LWi8LpFwoSVRaaJTsL1161ZYWlpi48aNcHV1xbl/3zk6duwIABg6dCh+/PFHrFixAv7+/obrLRERURlTubKA5s2A5s2AenWBc+eKn+auUgV49kw+Iy6Vyv+o75SiuR4zM8DOVlQG4doE6FWqcGtDImPRKdj++++/0aZNG7i6uqpcL3jYzejRo7F9+3Z8++23WL9+vf49JSIiKuNatZTvOlJwF5KXKXK2AXmQnZEBPMmQ//3fv0WN16VSID9f/u8nGZpq1xygm5sDVe1LFqBXqsQAnUgbOgXbOTk5cHJyUj62trYGAGRmZsLe3l553cPDA6dOndKzi0REROWDubmAGVNR5G4k06f8tzhSEeDWVSulOciVyURkZmoKzgsP0LOzgbw84HGa/I86zX21siosQBdeCtbl/7azkx86RFTR6BRsOzk54WGBj+U1atQAANy4cQOenp7K6w8ePEBeXp6eXSQiIio/unYR8MkiqO2z7ewsD7T12fbPwkKAoyPg6KjpruZ6X7woOkAveD0jA3jyBMjJBXJygNSH8j+qCv8gUbly4fnnhQXoXCBKZZ1Owba7uzsuXryofOzt7Q1RFLFq1Sp8++23qFKlCvbv34+zZ8+idevWhuorERFRudC1i4BOHVEqTpC0thbg5CRPb1Gn3h9RFPH8ufbpLYrHeXnyWfTsbODefbVaC+1fSReI2toCZmYM0Kn00CnY7t69O44ePYo///wTHTp0QLt27eDj44OYmBj4+PigSpUqyMzMhCAICAkJMXSfiYiIyjxzcwFt2wAODtZIT39m6u5oTRAEVK4MVK4MuLio3dX4HFEU8fRpyQL0jEwuEKXyQad9tnNycpCcnAxHR0dUrVoVACCVSrF8+XIcOXIEGRkZaNCgAd59910EBgYaus+lGveq1A/3+yRT4dgjU+HY0ywvT9Rpgagu5AtEUaIAvbwsEOX400+ZP6794sWLCA0NxYULF5Cbmws3NzeMGjWqRAF8fn4+tm7divDwcCQmJsLGxgY+Pj6YOXMm6tevb/B2OWD1w296MhWOPTIVjj3D0XWBqC7kC0Q1Beia88/t7QErq9ITnOfliaUijamsK9PBdkxMDMaNGwdLS0v069cPtra2iIyMRHJyMmbOnImJEydqVc///d//4ddff4Wbmxu6du2Kx48fY//+/bC2tsYvv/wCNzc3g7bLN0z98IcOmQrHHpkKx55p6bpAVBeVK2sOwl/1AtHjJ0S1BbpOTsCMqfot0K2IymywLZPJ0KdPH9y/fx/h4eFo2rQpAHmqytChQ3Hr1i3s27ev0JlphejoaIwaNQqenp7YsGEDrKysAACnT5/GmDFj4Onpic2bNxu0Xb5h6oc/dMhUOPbIVDj2yhZ9FojqQiIpPEDXZYHo8RNikVtPfrKIAXdJGOy49pEjR+rcCUEQ8NNPP5XoOdHR0UhKSsLAgQOVAS8ASCQShISEYObMmdi5cydmzZpVZD3btm0DAMyYMUMZaAOAr68vOnXqhJMnT+LWrVto0KCBQdslIiKi8qksLxC1tQU2by369X0dJqJTR6aUGJJWwXZsbKzODeiyeEDRXqdOndTuKY6E16ZPMTExsLGxQdu2bdXuKYLtM2fOKINtQ7VLREREpCAIAiQS+Sz1S4dvo7AAXdcFokWfIFq81FT5lpRt2+j2fFKnVbB95MgRY/dDxe3btwEA9erVU7tnb28PBwcHJCYmFlnHs2fP8PDhQ7i7u8Pc3FztviIVRNGWodolIiIi0pe5uWDwE0SvXQMuXi6+bc0niZKutAq2XdU/hhmV9N+9e2xtbTXel0gkuH9fbUd8FVlZWcqyhdVRsC1DtWtvbw8zM7Miy1DRtMl/IjIGjj0yFY49MhTNhxPJxZ7JxZjgzGLrqF/PFg4OlgbsVcWm06E2VLiMDB1/b0MAuFCITIdjj0yFY49elYYNRDg5QWUXkpc5OwMNG2QhPZ0529ow2ALJwqSlpeG3337DpUuX8OTJE7Rv3x7jx48HAFy/fh137txBhw4dULly5RLVq5h1VsxOv0wqlRY6+6yguC8tZId7xfWCM9+GaJeIiIioNDI3FzBjKorcjWT6FIGLIw1M53yHffv2oUePHli2bBn27duHP//8E//884/yfmJiIqZMmYKDBw+WuG5FPrWm/OiMjAykp6drzKsuyMbGBk5OTkhOTkaehv12FPnZBbfxM0S7RERERKVV1y4CPlkkqKWbODtz2z9j0SnYPnv2LN5//31YWVnho48+wvbt2/Hydt3dunWDra0tDh06VOL6vby8AACnTp1SuxcVFQUA8Pb2LrYeb29vPHv2DOfOnVO7p6hb0ZYh2yUiIiIqrbp2EbD9FwGrvhKw/DMJVn0lYNvPDLSNRadge82aNbCwsMCPP/6IkSNHonnz5mplLC0t0bBhQ9y8ebPE9fv6+qJOnTqIiIjA1atXldelUilWr14NCwsLBAUFKa+npaUhISEBaWmqy2cHDx4MAFi5ciVycnKU10+fPo1Tp07By8tLue2fLu0SERERlUXm5gLathHQr4812rZh6ogx6ZSz/ddff6FVq1Zo3LhxkeVcXFzw999/l7xTFhZYsmQJgoODMWzYMAQEBEAikSiPTZ8xY4ZKkLxlyxaEhYVhypQpmDp1qvJ6+/bt8dZbb2Hbtm0ICgpSOa5dIpHg448/1qtdIiIiIqKi6BRsP3/+XKvVl1KpVKdDbQB5oLx161asWrUKBw4cQG5uLtzc3DB9+nT0799f63oWLVoEDw8PhIeHY9OmTbCxsUH37t0xc+ZMjYGzvu1y+yb98WtIpsKxR6bCsUemxPFnXIL4crK1Fnr37g1RFFUWPzZu3BhBQUFYunQpAEAmk6F79+6oXr06du3aZbgeExERERGVETrlbHfv3h1JSUnYsmVLoWU2bNiAR48eoUePHjp3joiIiIioLNMpjWT8+PHYt28flixZggsXLsDf3x+AfKHisWPHcPjwYezatQs1a9bEyJEjDdphIiIiIqKyQqc0EgBISEjAjBkzcOPGDQiCAFEUlfnZoiiiYcOGCAsLQ8OGDQ3aYSIiIiKiskLnYBsA8vPzcfToUfz5559ISUlBXl4eXFxc0KFDB/Tq1Qvm5uaG7CsRERERUZmiU8720qVL8c0338DMzAw9evTA/PnzsWbNGqxbtw5LlixB3759GWhXADExMfDw8EBoaKipu0JEpFFZep8aMWIEPDw8tC5f2Gvz8/ODn5+fobtHpURJx3RpHA8lHetlnU7B9pYtW3TaP5uIyo6yFKSUZjt37oSHhwd27txp6q5QBRYaGgoPDw/ExMSYuitEFY5OCyRr1Kihdjw7ERER6W7ZsmXIzs7Wu54ff/xR/85QucHxYHo6Bduvv/46du3aBalUColEYug+ERERVTi1atUySD1169Y1SD1UPnA8mJ5OaSRTpkxBrVq18O677yI+Pt7QfaIy6MqVKxg3bhzatGmDdu3aYfLkyUhOTlYrd+7cObz77rvw9vZGixYt0Lt3b4SGhqrN5iQnJ8PDwwNz5szR2J6HhwdGjBihck2RA5aTk4Ovv/4ar7/+Opo1a8Y0CB2EhoYqt+0MCwuDh4eH8o/i/zUnJwcbNmxAUFAQWrdujTZt2mDYsGE4cuSIWn1z5syBh4cH7ty5g/Xr16NXr15o2bIl+vbti3379gEAcnNz8fXXX8PPzw8tWrRAYGAgTp48qVaX4v/5xYsXWL58Obp27aosv3379kJf0+HDhzFq1Ch4eXmhRYsWCAgIwPr165GXl6dSrmDaxx9//IFhw4ahTZs2ypzHnJwcbNq0CePGjUPXrl3RvHlz+Pr6YsqUKWrvh3PmzMFHH30EAPjoo49Uvo4KReVTasprLJgOsGvXLgwcOBCtWrVS+X6QSqVYtWoV+vXrh5YtW8LT0xPjxo3D2bNnC/36VATFvU/p+77z5Zdfolu3bmjZsiUGDhyIP//8E4D8/2PJkiXo3LkzWrRogSFDhuDSpUtq9ReWx/r8+XN8/vnnyrEeEBCAX3/9tdDX+fKYGjFiBMLCwgAAI0eOVI5BPz8/5Ofnw8/PDz4+PsjJydFY36BBg9C8eXM8fvy40DbLsydPnqBJkyYICQlRuX7x4kXl1/L+/fsq99566y20adMGMpkMgPygvx9//BH9+/dHy5Yt0a5dO4wYMQJ//PGHWnvFvQcVJjMzE8OGDUOTJk0QHh6uvK7pPabg+8j+/fsRFBSEli1bolOnTliyZAmeP3+uVr9MJsOaNWvQo0cPtGjRAq+//jrWrFmDO3fuFPp9c/bsWQwfPhytW7eGj48PZsyYgXv37mns/4MHD7Bq1SoMHjwYvr6+aN68Ofz8/PDxxx+rjb0PP/wQHh4euHjxosa6li9fDg8PDxw6dKjIr9mrotPMdkhICKysrHDu3Dm8+eabcHJyQq1atWBlZaVWVhAE/PTTT3p3lEqvy5cvY/369fD29sbQoUMRHx+Pw4cP4/r164iIiIC1tTUA4ODBg5g1axYsLS3Rp08fVKtWDX/++SfCwsIQFRWFjRs3ahxDJTVlyhRcu3YNnTp1gr29PerUqaN3nRWNt7c3goKCsGvXLnh7e8Pb21t5z87ODjk5ORg3bhxiY2PRtGlTDBo0CLm5uTh+/DhCQkLwf//3fxg+fLhavUuXLsXFixfRvXt3mJmZYf/+/XjvvfdgZ2eHLVu24MaNG+jatStevHiBiIgITJo0CQcOHND4fzh9+nT8/fff6N27N2QyGQ4cOIC5c+fi8ePHmDBhgkrZL7/8EmvWrIGLiwt69uwJiUSCM2fOYPny5fjrr7+watUqtfp///13REVFoVu3bhg2bBiePn0KAMjIyMCnn34KT09PdO3aFXZ2drhz5w6OHj2KEydOYPPmzWjZsiUAoEePHsjMzMSRI0fg7++PJk2a6PX/UtD69esRExMDPz8/dOjQQbko/cmTJxg+fDhu3LgBT09PdOrUCVlZWThy5AhGjRqFr7/+ukIeNqbt+5SuZsyYgevXr8PPzw/Pnz/H3r17MWHCBPzyyy+YP38+cnJy0KtXL6Snp2P//v0IDg7GkSNHiv3tcH5+PiZNmoQ///wT7u7uCAgIwJMnT7B06VL4+Pho1begoCAAQGxsLIKCguDq6goAsLW1hZmZGQYPHoyvvvoKBw8eRGBgoMpz//77b1y6dAm9evVCtWrVdPjKlH1Vq1aFh4cHzpw5g/z8fJiZyecpY2NjlWWio6PxxhtvAJB/uIqPj0eHDh1gYWEBURQxc+ZMREZGon79+njnnXfw7Nkz/P7775gwYQLmzp2r8UySwt6DNHnw4AGCg4Nx+/ZtfP311+jZs6dWr23Lli04efIk/Pz84O3tjZMnT2LTpk1IT0/HF198oVL2f//7H/bs2YO6devinXfeQU5ODn766SecP39eY92nT5/G+PHjIQgC+vbtC2dnZ5w+fRpvv/027Ozs1MqfPXsWGzZsQPv27dGyZUtYWloiPj4eP//8M06dOoVdu3bB1tYWADBkyBDs3r0b27ZtU77fKuTm5mLPnj1wcnJC9+7dtfo6GJ2oAw8PD63/NG7cWJcmqAyIjo4W3d3dRXd3d3Hfvn0q995//33R3d1djIiIEEVRFLOyskRPT0+xefPm4tWrV5Xl8vPzxVmzZonu7u7iN998o7x+584d0d3dXfzwww81tu3u7i4OHz5c5drw4cNFd3d3ccCAAWJ6erqBXmXFpfj/XbVqldq9L7/8UnR3dxdDQ0PF/Px85fWsrCxx4MCBYrNmzcT79+8rr3/44Yeiu7u72LNnT/Hx48fK6xcuXBDd3d1FT09P8e233xafPn2qvLdv3z7R3d1dXLx4sUrbiv/nvn37illZWcrrqampYseOHcWmTZuKSUlJyuunTp0S3d3dxeDgYPHZs2fK6/n5+eL8+fNFd3d38ffff1de37Fjh+ju7i56eHiIUVFRaq/9xYsXKq9N4fr162Lr1q3F0aNHq1xX1Ldjxw6154iiKHbv3l3s3r27xnuK11rQqlWrRHd3d7F169bitWvX1J6j+H7avn27yvWHDx+KXbt2Fdu3by8+f/5cY3vlUUnep/R53xk6dKjG8evp6SlOmzZNzM3NVd5bu3at6O7uLm7YsEFjXQUpxs+4ceNEmUymvH7t2jWxWbNmGr9HNY0pxbiJjo5We12pqali06ZNxREjRqjdW7x4seju7i4eP35c49ekovj0009Fd3d38fLly8prwcHBYkBAgOjr6yvOmTNHef2PP/4Q3d3dxe+//14URVHctWuXcuy8ePFCWe7evXuir6+v2KxZM5X3rOLeg15+b/7nn3/E7t27i23bttX4/1vUeGjXrp2YkJCgvJ6dnS327NlT9PDwUHmf+/PPP0V3d3dx4MCBYnZ2tvK64n335e+bvLw80d/fX/Tw8BDPnDmjvF7wZ/7LY/3Ro0eiVCpV67/i67d69WqV6wEBAWKbNm1Uvu9EURQjIyNFd3d3ccWKFWp1mYpOaSRHjhzR+s/hw4cN/fmAShkvLy/07dtX5dqbb74JAMpflR4+fBiZmZl488030bhxY2U5QRAwe/ZsWFhYYNeuXQbpz9SpU1G1alWD1EXq8vPz8fPPP6NevXqYPHmy8jArAJBIJJg8eTJyc3M1/vpu4sSJcHR0VD5u1aoV6tSpg8zMTMycORM2NjbKe7169YKlpWWhOx9NnDhRZVbQyckJY8aMgUwmw969e5XXN2/eDABYtGgRKleurLyuGHuCIChTWQrq0aMHOnTooHbdysoKNWrUULveqFEj+Pj44MyZM8jNzdXYZ0MaPHiwWspBWloaDhw4AF9fX+X3oEL16tUxbtw4pKWlKdMbKhJt3qf0Udj4zczMxIcffggLi/9+kRwQEAAAuHbtWrH17t69W1l/wS11PTw8MGDAAL37Dci/d/z8/BAbG4ukpCTl9ZycHOzduxe1atVCp06dDNJWWaX47V50dDQAeUpFXFwc2rdvD29vb5VdXhRlFM9R/Gx7//33VX576+LigtGjRyM3N1flPUuhsPeggi5evIi3334bL168wObNm7X+bYfCyJEjVQ4frFSpEgICAiCKIq5cuaK8/ttvvwGQZzZUqlRJed3JyUnjrHxcXBzu3LmDbt26wdPTU3ldEATMmjVL4/bQ1apVQ5UqVdSuDxgwABKJRO19a/DgwXj69Cn279+vcn3btm0QBAFvvfVWcS//ldEpjUTxKygiAGjatKnaNRcXFwDyHDIAuHr1KgCopCMo1KxZE3Xq1MGtW7cMsuj25V8pkWHdunULGRkZcHZ2VuaBFpSWlgYA+Oeff9TuaUqjcHJywp07d9TumZubw9HREQ8ePNDYj4Jv4C9fKxjE/PXXX7CxsSk0n7tSpUoa+1rUOLp69SrWrVuHuLg4PHr0SC24Tk9Ph7Ozc6HPNwRN/bt06RLy8vLw4sULjWsVbt++DUD+f1Nqfr36imjzPmXI+hXjNzs7W23ho5OTEwAUOrYL+vvvv1G5cmU0a9ZM7Z6np2eR6xRKYsiQIYiMjMT27dsxa9YsAMChQ4fw5MkTjBgxQpk6UVF5eXnBzMwMMTExGDduHC5fvoynT5/Cx8cHDx8+xIEDB3Dnzh3UqVMHMTExkEgkyv+zq1evolKlShq/ZxU/EzV98CruZ9nZs2fxww8/oHr16li/fr1OCyG1/b5Q9K9NmzZq5TVdU5TX9D7t6uoKFxcXpKSkqN2LjIxEeHg4rly5gszMTJU1NampqSplBwwYgM8//xzbt2/HoEGDAMi/p06dOgUvLy/Uq1dP/QWbiE7BNlFBihyqghSfWvPz8wHIc9gA+eyaJk5OTrh16xaePn2qd7BdWBtkGE+ePAEA3LhxAzdu3Ci0nKYtzDT93ypm/Aq7p1hg9DJN+aOKa1lZWcprGRkZkMlkGj8YKDx79kyr+gH5It9Ro0YBADp27Ij69evDxsYGgiDg8OHDuHbtWqELzQxJU/8yMjKUfTx37lyhzzXE9nJljTbvU/oobPxqalcx5gsb2wVlZWUpg5+XGTKHumPHjqhduzZ27tyJ6dOnw9zcHNu2bYOZmZnab0kqIjs7OzRp0gRnz56FTCZDTEwMzMzM4OXlpVy8FxMTg6pVq+Lq1avo2rWrcnxJpdJC/w8VP68KvmcpFPf/e/XqVTx79gxNmzbVeRJU2+8LqVQKMzMzODg4aNVPxesp7DVUr15dLdj+4YcfsGzZMjg6OqJjx45wcXFRzqL/9NNPapMadnZ26NOnD3bt2oWbN2/Czc0NO3bsQF5eHgYPHlzUy37lGGzTK6H4QfTo0SON9xXXFb9CUsyiaPphpOlNqaCCaQ1keIr/y169emlcWPiqPH78GDVr1lS7Bqj+AFH0t6SHeRQ2jr777jvk5ORg69ataNeuncq9CxculKgNRTuFpZ0UNdY19U/xWseOHYsPP/ywxH2p6PR53zEWW1tb5W+LXmbI3UEEQcDgwYPx5Zdf4o8//oC7uzuio6PRpUsXte+zisrHxwdXrlzBlStXEBsbiyZNmsDe3h729vZwdnZGTEwMHB0dkZ+fr5LOIZFICv2/UlzX9GGtuJ9l77zzDh48eIAdO3bAwsICy5cvN9rp3RKJBPn5+UhPT1dJBQQ0j0PFe3Bhr/vlWEAmk2H16tVwdnbGnj17VNoQRRHr1q3TWM+QIUOwa9cubNu2DXPmzMHOnTtRtWpVrReIvioV+/dC9MooUgQKrt5WePDggfLXb4o3HMVKZU2/ZuV2k6+G4k375a3xXnvtNUgkEly+fPmV5CYXRtM2doprBdcFtGzZEk+ePFGmUOgrKSkJVatWVQu0s7OzNY5NRQD38tdRwd7eHmlpaWoB3rNnz5CYmFiivrVo0QKCIBS6OwAVrTS+73h4eCA7O1slf1ahJFs5KsZhUbP4b775JiwtLbFt2zbs2LEDoiiWqrxXU1ME0CdPnsS5c+dUAmofHx/ExMQoP9QXTJls0qQJnj9/rnGbOsXPxILvWdoyMzPDJ598grfeegsRERH44IMPCn2f0Zeif5reWzRdU5TXNEZTUlLUtkpMT09HVlYWWrdurRbMX7p0SeNWhIA8hcXd3R179uzBiRMncOfOHQQGBuq9u5ChMdimV6JHjx6wtbXFzp07VVIPRFHEF198gdzcXOX2VID8U3T9+vVx7tw5lYBDKpXiyy+/fKV9r6js7e0BqAceFhYWePvtt5GSkoJly5ZpDLivX79u9D15v/vuO2V6EiCfKdmwYQMsLCxUti9T7Iv8v//9D+np6Wr1PHz4EAkJCVq36+rqioyMDJVxnJeXh2XLlmmcgVQs1i0sP7d58+ZqC6REUcSXX36pMb2lKE5OTujTpw/Onz+PdevWaTzp96+//qqQaSTaKI3vO4pFkF999ZVKIPX3339jz549WtejGIcvBzkFVa9eHX5+fjhx4gR+/fXX0rV1Wing6ekJc3NzbNmyBc+ePUP79u2V93x8fPDgwQP89ttvypQTBcXPNsXPOoUHDx7gxx9/hIWFBfr3769TnwRBwOLFizF48GBERERg9uzZRgm4Fe+pq1evxosXL5TXHz58iI0bN6qVb9euHWrXro0//vhDJeBWvLe93Mdq1aqhUqVKuHLlisr7U0ZGBpYsWVJk34YMGYL09HTMmzcPAErlB0SmkdArIZFIsHjxYrz33nsYPHgw+vTpA0dHR5w+fRqXL19Gy5YtERwcrPKcMWPGYMGCBRgyZAh69+6N/Px8nDx5Es2bNzfRq6hYGjZsCGdnZ+zbtw+VKlWCi4sLBEHA22+/jWnTpiE+Ph6bNm3C8ePH4eXlpVzMeP36dVy7dg3h4eFG3Ze3Tp06CAwMRM+ePZX7bD9+/BgzZ85U2Ze7S5cuCAkJwerVq9GzZ0907twZtWrVwpMnT5CYmIi4uDjMmDEDr732mlbtDh8+HKdOncKwYcPQp08fWFlZITY2Fg8ePIC3t7fab29at26NSpUq4aeffoJUKlXO2rz77rsA5L8K3rlzJ+bNm4eoqCg4Ojri7NmzyMrKQuPGjbXasaKgBQsW4NatW1ixYgX27NmDNm3aQCKR4P79+7hy5Qpu376NU6dOqezMQv8pbe87QUFBiIiIwMmTJ/HGG2+gS5cuyMjIwL59+9CpUyccO3ZMq3p8fHwgCAK++uor/PPPP7C1tYVEIsGwYcNUyg0ZMgQHDx7E48ePMX78eJVdVCo6xaLHixcvwtzcXOW3W4rAOy0tDf7+/ioLSgcMGIDIyEgcOXIE/fv3R7du3ZCdnY0DBw7gyZMnmDNnjl7nQQiCgEWLFkEQBISHh0MURXz++ecG/b/r0KEDAgMDsXfvXgQGBsLf3x85OTk4cOAAWrZsiWPHjqmkvZiZmWHx4sV49913MWbMGOU+29HR0Xj48CE8PDxUdpoyMzPDsGHD8MMPP2DAgAHo3r07pFIpTpw4AVdX1yIXnCsWSqampqJVq1YaD4YyNX4X0SvTp08fODk5Yc2aNTh06BCys7Ph6uqKkJAQjB8/Xu3XPkOHDoVMJsPGjRuxfft2ODk5ISgoCJMmTWLA/QqYm5sjLCwMn3/+Ofbs2aM8UKFv376oXbs2vv/+e2zfvh27d+/GwYMHkZOTg+rVq+O1117D0KFD4e7ubtT+rVy5El9//TX27duHtLQ01K9fHzNnztQ4qzF9+nR4eXlh48aNOH36NLKyslC1alXUrl0bU6ZMUTvIoyjdu3fHqlWrsGbNGvz222+oVKkS2rdvj2+++QbffPONWvmqVati1apVCA0Nxc8//6z8dagi2Pbw8MD333+vPFTExsYGXbt2xQcffICZM2eW+OtStWpV/PLLL9i8eTP279+PvXv3Ij8/H9WrV0fjxo0xadIkjYucSK60ve+YmZlh9erVCAsLw969e7Fx40bUrVsXc+bMQf369bUOtt3c3LB06VL88MMP+PHHH5GTkwNXV1e1YLtDhw6oUaMGUlNTS+UMoan5+Pjg4sWLaN68uUqedZ06deDq6oqUlBS1XbcEQcCqVauwceNG7Nq1C5s3b4alpSWaNWuG0aNHw9/fX+9+CYKAhQsXQhAE/PLLL8rfGhsy4P7ss8/QsGFD7NixA5s2bYKLiwtGjRoFX19fHDt2TC3vvEOHDvjxxx+xcuVK/P7778r3yq+//lrjmpJZs2bB3t4eu3btwtatW1G9enX069cPU6dOLfI92tbWFv7+/oiIiCi1Y1YQNf2ekYiolBoxYgRiY2ML3X+biHT34MED+Pn5oV27dhrTA4hetm3bNsybNw8LFixQ+/D2qvTr1w93797FqVOnNO7VbWrM2SYiIiIA8i3WZDIZhg4dauquUCnz8OFDtXUgDx48wLfffgtzc3OT5fcfP34cN2/exIABA0ploA0wjYSIiKhCy8rKws8//4yUlBRs27YNjRo1Qq9evUzdLSpl1q5di+PHj6Ndu3aoVq0a7t27h2PHjuHp06eYOnXqK98icuvWrbh//z5+/fVXVKpUSW3dV2nCYJuIiKgCy8jIwBdffIFKlSqhXbt2WLhwodH2a6ayq3PnzkhISMDx48eRmZkJKysreHh4YNiwYSVa92Io69atw/3799GgQQPMnj0btWvXfuV90BZztomIiIiIjIQ520RERERERsJgm4iIiIjISBhsExEREREZCYNtIiIiIiIjYbBNRFRGxMTEwMPDA3PmzNG7rhEjRsDDwwPJyclaP2fnzp3w8PBAaGio3u0XJjk5GR4eHhgxYoTR2lDQ5WtARFRSDLaJiIiIiIyE+2wTEZURLVu2xP79+2Fra2vqrhhNjRo1sH//flSuXNnUXSEiMggG20REZUTlypXx2muvmbobRmVpaVnuXyMRVSxMIyEiKsLly5fh4eGBwYMHF1rm+++/h4eHB7766ivltcTERISGhmLIkCHo2LEjmjdvji5duuCDDz7ArVu3NNbj4eEBPz8/5OTkICwsDL1790bz5s0REhICoPCc7czMTGzatAnjxo1D9+7d0bx5c/j4+GDcuHGIiooq9jXu2bMHAwcORKtWreDr64sPP/wQDx480ObLoySKInbt2oV33nkHnp6eaNmyJQIDA7F+/Xrk5uZqXU9hOdsF88Xv3r2L9957D+3bt0fLli0xcOBAHD16tNA6w8PDERgYiBYtWqBz585YvHgxsrKyiu3H/Pnz4efnh+bNm6N9+/aYNm0arl27plLu+PHj8PDwwOuvv46nT5+qfU1GjRoFDw8PrFu3TuuvARGVLwy2iYiK0Lx5czRs2BB//fUXkpKSNJaJiIgAAAQEBCivbdu2DWFhYZBKpWjevDn8/PwgkUiwZ88eDBo0SC1oU8jPz8fkyZOxfv161K1bF/7+/nByciqyjxcuXMCSJUuQkJCAevXq4fXXX0eDBg0QFRWFcePGYfv27YU+94cffsCHH34IGxsb+Pv7o3Llyti9ezcGDx6M+/fvF/flUfZ5xowZmDNnDq5du4bmzZujU6dOSE9Px/LlyzF58mTk5+drVVdxUlJSMGjQIJw7dw7t2rVD06ZNceXKFUyePBmnTp1SK79s2TLMnz8ft2/fRvv27dGmTRvs3bsXI0eORE5OjsY2zp49iwEDBiA8PBw2Njbw8/ND/fr1ERkZiSFDhiA6OlpZtmvXrnjnnXeQlJSEJUuWqNTzww8/IDo6Gj4+Phg7dqxBXj8RlUEiEREVKSwsTHR3dxfDwsLU7t28eVN0d3cXBwwYoHL9/PnzYmJiolr57du3i+7u7uKIESPU7rm7u4vu7u7i66+/Lt6/f1/tfnR0tOju7i5++OGHKteTkpLEuLg4tfJXrlwRPT09xbZt24pSqVTl3vDhw0V3d3exadOm4h9//KG8npOTI7733nuiu7u7OHnyZJXn7NixQ3R3dxdXrVqlcn3t2rWiu7u7OGbMGPHx48fK60+fPhUnTJgguru7i5s3b1brnyZ37twR3d3dxeHDh2ts293dXVy8eLGYm5urvPfjjz+K7u7u4rBhw1SeExcXJ7q7u4ve3t7i9evXldfT0tLEwMBAZX137txR3svKyhI7duwoNmvWTDxw4IBKfVFRUWKzZs3Ezp07iy9evFBez87OFvv06SO6u7uLBw8eFEVRFK9evSo2a9ZM9PT0FO/evavVayei8okz20RExejfvz8AYO/evWr3fvvtNwBAYGCgyvXWrVujbt26auXffPNNtG3bFrGxsYWmMsyaNQs1atTQun916tRB27Zt1a43bdoUw4YNg1QqRUxMjMbn9u7dG127dlU+trS0xNy5c2FjY4MjR44Um04ik8mwfv16VKlSBZ9//jkcHR2V92xsbLBkyRJYWVnhl19+0fr1FKVOnTr48MMPYWHx35Kjd955B/b29vjrr79UZqsVbY4ZMwaNGjVSXndwcMAHH3ygsf7t27fj4cOHGDt2LHr37q1yr0OHDhg2bBgePHiAP/74Q3m9UqVK+OKLL2BpaYn/+7//Q1JSEt577z3k5uZi4cKFqFmzpiFeOhGVUVwgSURUjDp16qB169a4cOECrly5gmbNminv7d+/H2ZmZujXr5/a854+fYpjx47h6tWryMjIgEwmAwA8fPgQoigiKSlJpS4AEAQBfn5+Je5jXl4eTp8+jfPnz+Phw4fKoPP27dsA5Dnkmmjqt4ODAzp06IDDhw/j3Llz6NOnT6HtxsfHIz09HV26dFEJtBWqV6+O+vXr48aNG3j+/DkqVapU4tdWkLe3NywtLVWuWVhYoHbt2rhy5QqePHkCZ2dnAEBcXBwAaOx/p06dULVqVTx58kTl+p9//gkA6NGjh8b227Vrh59++gmXLl1Cz549ldebNGmCGTNmYMWKFQgKCoJUKsWAAQPQt29fnV8rEZUPDLaJiLQQGBiICxcuYO/evcoA+cKFC0hKSoKPjw9cXFxUyp8+fRqzZs1CWlpaoXW+vKAOAKpVqwYrK6sS9e3+/fuYMGFCoXnghbUFALVq1dJ43dXVFQCQmppaZNspKSkAgBMnTsDDw6PIshkZGXoH2y9/nRWqVKkCACoz26mpqRAEodCZ5Zo1a6oF24rX89ZbbxXZj/T0dLVrY8eOxf79+3HlyhXUqFED8+fPL7IOIqoYGGwTEWmhb9++WLp0Kfbt24cPPvgAZmZmyoWRL6eQPH36FDNmzMCTJ08QEhKCgIAA1KpVC5UqVYIgCHjvvfcQEREBURTV2rG2ti5x3+bOnYtr166hZ8+eGD9+PBo0aIAqVarAzMwM4eHhmD9/vsa2iqJtecXCx/r166NNmzZFln15RloXgiDoXUdR8vLyAMjTa4ra67tVq1Zq127cuIEbN24AkAfjKSkpxX4AIaLyj8E2EZEWHB0d0aFDB5w4cQIxMTHw9vbGgQMHYGVlhV69eqmUPXv2LJ48eYJevXph+vTpanXduXPHYP169uwZ/vzzT1SvXh0rV66Eubl5idq6e/cuGjdurHb93r17AKBMySiMIre8UaNG+Oyzz0rSdaNzcnJCSkoK7t27h3r16qndV7zGglxcXHDr1i1MmjRJ49elMDk5OZg9ezZycnLQv39//Pbbb5g9ezZ27NhR4t9UEFH5wgWSRERaUsxgR0RE4PTp03j06BG6desGOzs7lXKZmZkANKc8JCYmIj4+3mB9ysrKQn5+PpycnNQCbZlMhkOHDhX5/P3796tde/LkCaKioiAIQrGz1S1btoStrS1iYmIglUpL/gKMqF27dgCA33//Xe1eVFSUWgoJIF8ECQCHDx8uUVuff/45rl+/jsDAQKxYsQIBAQG4fv06Pv/885J3nIjKFQbbRERa6tGjB2xsbBAZGYmdO3cCUE8hAeQpFQBw6NAhlZztzMxMzJ07t0SHvBSnWrVqsLW1xY0bN5QLAgF5OsSKFSuUCyQL8/vvv+PkyZPKxzKZDEuXLsWzZ8/g5+dXaI60gpWVFcaOHYvMzExMnTpVmfNc0LVr1zQG9cY2ZMgQAMCGDRuQkJCgvP7kyROsWLGi0Oc4OjpizZo12LFjh1o6zbNnz7B7926VPcijoqKwceNG1KpVCwsWLAAALFiwALVq1cLGjRu1OliIiMovppEQEWlJccBJREQE9u3bB1tbW3Tr1k2tXIsWLdCxY0dERUWhV69e8Pb2BgDExsbCwcEB/v7+OHLkiEH6ZGFhgeDgYHz11VcYMWIE2rdvr9wG7/Hjx3jnnXewZcuWQp8/ePBgjB8/Hl5eXnB2dsaFCxeQnJwMZ2dnzJs3T6s+TJw4EQkJCYiIiEDv3r3RrFkz1KxZE+np6bhz5w6Sk5Ph7+//ynfm8PT0xKhRo/DTTz/hjTfeQIcOHWBtbY2YmBjUrFlTucNMQfb29ggLC0NISAj+97//4ZtvvkGjRo1gZWWFu3fv4p9//lEG3C4uLkhPT8ecOXMgCAKWLVsGW1tbAICdnR0+++wzjB49GnPmzMFvv/0GBweHV/r6iah04Mw2EVEJKPbcBoCePXsWmo+7evVqTJw4EY6Ojjhx4gSuXLmCvn37Ijw8XC3tRF8TJ07EsmXL4OHhgXPnzuHPP/9E48aNER4ejubNmxf53LFjx2Lp0qXIysrCoUOHlFvWbdu2rdCdSl5mZmaGL774AqtWrYKPjw9u376NQ4cO4ebNm6hevTqmTp2K2bNnG+KllthHH32Ejz/+GPXq1UNUVBTOnTuH3r17Y+PGjYX+37Vr1w6//fYbxo4dC2tra0RHR+PUqVOQSqXo1q0bvvrqK7z22msAgPnz5yM1NRVjx45VfqhS8PHxwZgxY5CamsqdSYgqMEEs6RJ1IiIiIiLSCme2iYiIiIiMhME2EREREZGRMNgmIiIiIjISBttEREREREbCYJuIiIiIyEgYbBMRERERGQmDbSIiIiIiI2GwTURERERkJAy2iYiIiIiMhME2EREREZGRMNgmIiIiIjISBttEREREREZiYeoOFGbPnj2Ii4vD5cuXcf36deTm5mLp0qUYOHBgierJz8/H1q1bER4ejsTERNjY2MDHxwczZ85E/fr1NT7n4sWLCA0NxYULF5Cbmws3NzeMGjUKgYGBBnhlRERERFRRlNpg++uvv0ZKSgocHBzg7OyMlJQUnepZsGABfv31V7i5uWH48OF4/Pgx9u/fj6ioKPzyyy9wc3NTKR8TE4Nx48bB0tIS/fr1g62tLSIjIzF79mykpKRg4sSJhnh5RERERFQBCKIoiqbuhCZ//vkn6tWrB1dXV6xduxZffPFFiWe2o6OjMWrUKHh6emLDhg2wsrICAJw+fRpjxoyBp6cnNm/erCwvk8nQp08f3L9/H+Hh4WjatCkAQCqVYujQobh16xb27dtX6Iw4EREREVFBpTZnu0OHDnB1ddWrjm3btgEAZsyYoQy0AcDX1xedOnXCmTNncOvWLeX16OhoJCUlISAgQBloA4BEIkFISAhkMhl27typV5+IiIiIqOIotcG2IcTExMDGxgZt27ZVu9epUycAwJkzZ5TXYmNjVe4V1LFjR5UyRERERETFKbfB9rNnz/Dw4UPUrl0b5ubmavcVqSC3b99WXlP8u169emrl7e3t4eDggMTERGN0l4iIiIjKoXIbbGdlZQGQp4BoorgulUqV1xT/trW1LfQ5inoLk5+fX+K+EhEREVH5VGp3IymrMjIyTN2FMs3BwQHp6emm7gZVQBx7ZCoce2RKHH/6cXBwKLZMuZ3ZVsxOF5y5LkhxveDMt+Lfhc1eS6XSQme9iYiIiIheVm6DbRsbGzg5OSE5ORl5eXlq9xX52QW38VP8W1NedkZGBtLT0zXmcxMRERERaVJug20A8Pb2xrNnz3Du3Dm1e6dOnQIAeHl5Ka8p/q24V1BUVJSyTiIiIiIibZSLYDstLQ0JCQlIS0tTuT548GAAwMqVK5GTk6O8fvr0aZw6dQpeXl5o0KCB8rqvry/q1KmDiIgIXL16VXldKpVi9erVsLCwQFBQkJFfDRERERGVF6X2BMlt27YhLi4OAHD9+nVcuXIFbdu2VaZx9OjRAz169AAAhIaGIiwsDFOmTMHUqVNV6pk3bx62bdsGNzc3dO3aVXlcu7W1tcbj2qOjoxEcHAxLS0sEBARAIpEgMjISycnJmDFjBiZNmlRkv7nIQD9cqEGvWna2iNf7yN8GDx0QULmyYOIeUUXBsUemxPFnGNoskCy1u5HExcVh165dKtfOnTunTAlxdXVVBttFWbRoETw8PBAeHo5NmzbBxsYG3bt3x8yZM1VmtRXat2+PrVu3YtWqVThw4AByc3Ph5uaG6dOno3///oZ5cURERERUIZTame2yirOy+uHMNr1qnN0hU+HYI1Pi+DOMMj2zTUREZZcoisjPB0QRyr8L/lvlbwBiPpAvav5bFIu4h0LqLKo9seg68/+9X+S94upWuycPavIL1FVgKRG++16EhcVLc1+FTIUVNkVW6PUi/6OM20ah03klrP9VtFHRXoOGjdrISBhsE1GFIooinj8HMjKAJxlA6sP/fgrt2y/CwkKXAEvUObDTNZAsLqAEVAO7gn/jpbJq9wwQhFLJ7Nhp6h4QkbEw2CaiMu3FCxFPMuTBsyKAzswAnmSIKtcU/87IVJ1RLGhlKFDMPCAZiSAAZgIgmP33tyD8e93sv7+V96BaVtNzC70H1ToL/q3pmsrfRbVbSHtmAoB/+1Owrrw8YPu/QfaQtwALDT+RhUJ+s1/YdRSRCVDoU0rYRqFtF1q/5icYqn5d6ir5ayh5PcZuo9DrhTag+jA3V8S3a7TpGemLwTaVCv/ljj1m7lgF9uKFiMxM9eBY/m8NQXUm8Py5bm1ZWQL29oCtHfDPP/JrHX0BC0sNwVcRQVRRAVbhwZtQdGAH0wSSgGpAqxYsliCQ1Lbd//5UvO/57GwR23fKP9wFj+X7Hr1a2dnAt2s4ufAqMNgmIqPIzRULBMoFZ5zlgbOmGefsbN3asrCQB85V7eV/29sD9naKfwsar1euLA/wCi4S+ng+Ax4iIjIsBttEVCyZTPsZZ8X1p091a8vcrEBg/NKfqvZCgX8Ddnbyv21sKubMKJVtlSsLOPWHwF2YyCQ4/l4dBttEFUxenojMrKJnnAumaTzJAKRS3doyM/svILa3V/13YTPOEgkDZyIiKj8YbBOVYfn5IrKy1IPjomacs7KK3pqqMIIA2NkWP+OsCJqr/hs4m5kxcCYiooqLwTZRKZGfL0L6tEBwXGCGWdOMc0YGkJml+zZrtrbqwfHLM84FZ6JtbQFzcwbOREREJcFgm8gIRFHE06fFzzgXvJ6ZAeTpGDhLqgB29i8HzQVmnO2gkutsawtYWDBwBpi3SERExsVgm6gYoigiO/ulxYHKWWZRLU1DEWDrejqXjY16cKyYcdY0E21nB1haMnAmIiIqjRhsU4Xy8umB2sw4Z2QAubm6tVe5UuEzznYvBc2K3TWsrBg4ExERlRcMtqlMU5we+N9uGsXPOBd2emBxrKxe2sdZGSgLhcxEA9bWDJyJiIgqMgbbVOr8c0s++6yatvHfASkFr+t6eqClpebgWB40CxpmooFKlRg4ExERUckw2KZS4dz5//aimxACANrvTWdurnnGWb6ThqAxqFacHkhERERkTAy2qVQomBNdteq/f9S2n1Ofcba3A6pUYeBMREREpRODbSoVfLwFKGazt/0soHJlBs9ERERU9pmZugNEREREROUVg20iIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkTDYJiIiIiIyEgbbRERERERGwmCbiIiIiMhIGGwTERERERkJg20iIiIiIiNhsE1EREREZCQMtomIiIiIjITBNhERERGRkVjo8+SbN29i3bp1OHPmDB4+fIjc3FyN5QRBQHx8fInrv3jxIkJDQ3HhwgXk5ubCzc0No0aNQmBgoFbPHzFiBGJjY4sss2zZMrzxxhvKx35+fkhJSdFYdsiQIVi0aJHW/SciIiKiik3nYPv8+fMYM2YMnj9/DgCoWrUqbGxsDNaxmJgYjBs3DpaWlujXrx9sbW0RGRmJ2bNnIyUlBRMnTiy2jqCgIHh7e6tdl8lkWLNmDczMzODr66t239bWFqNGjVK73rx5c91eDBWrcmUBp/4Q4ODggPT0dFN3h4iIiMggdA62v/zySzx//hyjRo3CpEmTULVqVYN1SiaTYd68eRAEAVu2bEHTpk0BAJMnT8bQoUMRGhqK3r17o379+kXWM3DgQI3XDx48CFEU0aVLF9SoUUPtvp2dHaZOnar36yAiIiKiik3nnO3Lly+jSZMm+OijjwwaaANAdHQ0kpKSEBAQoAy0AUAikSAkJAQymQw7d+7Uuf5t27YBAAYNGqR3X4mIiIiICqPzzLalpSXq1q1ryL4oKfKsO3XqpHavY8eOKmVK6v79+4iKioKTkxO6deumsUxOTg527dqFBw8ewM7ODm3btkXjxo11ao+IiIiIKi6dg+22bdvi+vXrhuyL0u3btwEA9erVU7tnb28PBwcHJCYm6lT3jh07kJ+fj6CgIFhYaH75Dx8+xJw5c1Sude7cGcuXL4ejo6NO7RIRERFRxaNzsD1r1iwMGTIEP/zwA8aOHWvIPkEqlQKQL1TURCKR4P79+yWuVxRFZfpJYSkkAwcOhLe3N9zc3GBlZYWEhASEhYXhxIkTCAkJwc8//wxBEAptw97eHmZm3FFRHw4ODqbuAlVQHHtkKhx7ZEocf8alc7AdHx+PgQMHYsWKFTh27Bg6dOgAFxeXQgPRgtvrmUp0dDSSk5Ph7e2tcdYcAKZMmaLyuFWrVlizZg2GDx+OuLg4HD9+vND0EwDIyMgwZJcrHO5GQqbCsUemwrFHpsTxpx9tPqjoHGzPmTMHgiBAFEWcOXMGZ8+e1VhOFEUIglCiYFsikQAAsrKyNN6XSqWFznoXRdeFkWZmZhg4cCDi4uJw7ty5IoNtIiIiIiIFnYPtyZMnF5lOoQ/Fln6JiYlqe1tnZGQgPT0dbdq0KVGdGRkZOHToEOzs7NCrV68S90nxySU7O7vEzyUiIiKiiknnYNuY+1B7eXlhzZo1OHXqFPr166dyLyoqCgA0HlZTlN9++w05OTl46623UKlSpRL36eLFiwAAV1fXEj+XiIiIiCqmUrmSz9fXF3Xq1EFERASuXr2qvC6VSrF69WpYWFggKChIeT0tLQ0JCQlIS0srtM7t27cDKDqF5ObNm8jMzFS7fvbsWWzYsAFWVlbo2bOnLi+JiIiIiCognWe2C0pNTcX58+eRmpoKQRDg5OSENm3awNnZWbdOWVhgyZIlCA4OxrBhwxAQEACJRILIyEgkJydjxowZaNCggbL8li1bEBYWhilTpmiccb98+TKuXbuGZs2aqRyS87IDBw5g3bp18PX1haurK6ysrHD9+nVERUXBzMwMCxcuRK1atXR6TURERERU8egVbKelpWHx4sWIjIxEfn6+yj0zMzP07NkT//d//6fT3tTt27fH1q1bsWrVKhw4cAC5ublwc3PD9OnT0b9//xLVpc2sNgD4+PggISEB8fHxiI2NRU5ODqpVq4a+ffti9OjRaNmyZYlfBxERERFVXIIoiqIuT8zKysLgwYNx69YtVKpUCR07dlTmM9+9exdRUVHIzs5GgwYN8Ouvv+q0e0hZxO1z9MMtiMhUOPbIVDj2yJQ4/vRj1K3/1q5di1u3bqF3796YP3++2uy1Ytb7wIED+P777zFr1ixdmyIiIiIiKpN0XiB56NAh1KxZEytWrNCYJuLo6Ijly5ejZs2aOHjwoF6dJCIiIiIqi3QOtu/evYu2bdvC0tKy0DKWlpZo27Yt7t27p2szRERERERlls7BdqVKlbTK8UlPT9dpX2siIiIiorJO52C7WbNmiI2NxeXLlwstc/nyZcTGxqqdAklEREREVBHoHGyPHj0aMpkMo0ePRlhYGG7fvo2cnBzk5OTg9u3bCA0NxZgxY5CXl4dRo0YZss9ERERERGWCzlv/AcCaNWvw9ddfQ1GFIAgAoPJ4+vTpmDBhggG6WjZw+xz9cAsiMhWOPTIVjj0yJY4//Rh16z8AmDBhAjp06IDNmzcjLi4OqampAABnZ2d4enpi2LBhPAiGiIiIiCosvY9rb9GiBZYtW2aIvhARERERlSs652wTEREREVHRGGwTERERERmJ1mkk/v7+EAQBGzZsQJ06deDv7691I4Ig4PDhwzp1kIiIiIiorNI62E5JSQEAyGQylcdERERERKSZ1sH2tWvXinxMRERERESqmLNNRERERGQkOgfbYWFhOHLkSLHljh49irCwMF2bISIiIiIqs/QKtrVZ9Hj06FF88803ujZDRERERFRmGT2NJC8vD2ZmzFYhIiIioorH6FHwzZs3YWdnZ+xmiIiIiIhKnRId1/7RRx+pPD537pzaNYW8vDzcunULly9fRo8ePXTvIRERERFRGVWiYHvXrl3KfwuCgMTERCQmJhb5HA8PD3zwwQe69Y6IiIiIqAwrUbC9ceNGAIAoihg1ahQ6d+6M8ePHayxraWkJZ2dnuLq66t9LIiIiIqIyqETBtre3t/LfQUFBaNeunco1IiIiIiL6T4mC7YKWLl1qyH4QEREREZU73JOPiIiIiMhIdJ7ZBoDs7Gxs2LABR44cQWJiIp4+faqxnCAIiI+P16cpIiIiIqIyR+dgOysrC8OGDcPNmzdhbm4OS0tLiKIIJycnPHr0CKIoAgBq1aplsM4SEREREZUlOqeRrF27Fjdu3MDgwYMRFxeHXr16QRAEnDx5EhcuXMBnn32G6tWro1WrVjhy5Igh+0xEREREVCboHGwfPnwYzs7OmDdvHqytrSEIgvKetbU13njjDfz44484dOgQ1q9fb5DOEhERERGVJToH23fv3kXTpk1haWkJAMpgOzc3V1nGzc0N3t7e2L17t05tXLx4EePHj4eXlxdat26NQYMGYe/evVo/PyYmBh4eHoX+uXDhglHaJSIiIiIC9MjZtra2hpWVlfKxRCIBADx69Ag1a9ZUXre3t8e5c+dKXH9MTAzGjRsHS0tL9OvXD7a2toiMjMTs2bORkpKCiRMnal2Xt7e3xv3AXVxcjNouEREREVVsOgfbLi4uuHv3rvJxw4YNAQCxsbEYMGAAAEAmk+HSpUuoWrVqieqWyWSYN28eBEHAli1b0LRpUwDA5MmTMXToUISGhqJ3796oX7++VvV5e3tj6tSpr7xdIiIiIqrYdE4j8fT0xI0bN5CVlQUA6N69OywsLPDJJ59g69atOHr0KKZNm4aUlBR4eXmVqO7o6GgkJSUhICBAGfAC8tnzkJAQyGQy7Ny5U9eul7p2iYiIiKh80nlmu2/fvrhy5QrOnz+PLl26oEaNGpg1axaWLVuGxYsXAwBEUUT16tUxe/bsEtUdGxsLAOjUqZPavY4dO6qU0cbt27exceNGPH/+HLVq1UKHDh3g6Oho9HaJiIiIqGLTOdj29PREeHi4yrUxY8agbdu2OHToEDIzM1G/fn0MHDiwxGkkt2/fBgDUq1dP7Z69vT0cHByQmJiodX0RERGIiIhQPq5UqRKmTp2K4OBgo7ZLRERERBWbXidIatKqVSu0atVKrzqkUikAwNbWVuN9iUSC+/fvF1uPo6MjPvjgA3Tr1g21atVCZmYmYmJi8Pnnn2PFihWQSCQYOnSoQdu1t7eHmZnO2TkEwMHBwdRdoAqKY49MhWOPTInjz7gMHmyXJo0aNUKjRo2UjytXroz+/fujcePGGDhwIEJDQzF48GCDBscZGRkGq6sicnBwQHp6uqm7QRUQxx6ZCscemRLHn360+aCidbBdcOcRXZTk2HbFNoKKxZcvk0qlhc4+a8Pd3R2tWrXC2bNnkZiYiAYNGrySdomIiIioYtE62Pbz81M5JbIkBEFAfHy81uUVW+slJiaiefPmKvcyMjKQnp6ONm3a6NQXBcUnkefPn7/SdomIiIio4tA62C7p9n368PLywpo1a3Dq1Cn069dP5V5UVBQAaDykRlsymQzx8fEQBEHlAB5jt0tEREREFYvWwfamTZuM2Q8Vvr6+qFOnDiIiIjBy5Eg0adIEgDyNY/Xq1bCwsEBQUJCyfFpaGtLT0+Hg4KCypd/58+fRunVrlRl5mUyG5cuXIyUlBZ07d1bZKaWk7RIRERERFUUQRVE0dSc0iY6ORnBwMCwtLREQEACJRILIyEgkJydjxowZmDRpkrJsaGgowsLCMGXKFJWTIv38/AAAbdq0QY0aNZCVlYUzZ87g1q1bqFWrFjZv3gxXV1ed29WEiwz0w4UaZCoce2QqHHtkShx/+jHoAsni5OTk4MmTJ7CysirxvtqatG/fHlu3bsWqVatw4MAB5Obmws3NDdOnT0f//v21qmPo0KE4efIkYmNjkZ6eDgsLC9StWxcTJ07E2LFjYW9vb5R2iYiIiIgAA8xsb926FeHh4bhx4wZEUcQbb7yBpUuXAgD279+P/fv3Y/bs2crFh+UdPx3qh5+wyVQ49shUOPbIlDj+9KPNzLbOG0zLZDJMnDgRixcvxq1bt/Daa6/h5bj9tddew+HDh7F//35dmyEiIiIiKrN0DrY3btyIP/74A926dcOxY8ewd+9etTIeHh6oXbs2Tpw4oVcniYiIiIjKIp1ztnfv3g0nJyd89dVXqFSpUqHl6tSpg4SEBF2bISIiIiIqs3Se2U5MTESrVq2KDLQB5gIRERERUcWlc7BtZWWFZ8+eFVvu7t27POKciIiIiCoknYNtd3d3XLp0qchZ67t37yI+Pl7t6HMiIiIioopA52B70KBByMrKwvvvv4+MjAy1+0+fPsW8efOQm5uLt956S69OEhERERGVRTovkAwKCsIff/yBgwcPwt/fH+3atQMgPyJ92rRpiImJQUZGBgICAvD6668brMNERERERGWFXofaiKKIdevW4YcfflBLJ7G1tcXYsWMxceJECIKgd0fLCi4G1Q8X1JKpcOyRqXDskSlx/OlHm0Nt9D5BEgDy8vIQHx+PlJQU5Ofno0aNGmjRogWsrKz0rbrM4YDVD7/pyVQ49shUOPbIlDj+9KNNsK1zGom3tzfc3d2xefNmmJubo0WLFmjRooWu1RERERERlTt6Hddeo0YNQ/aFiIiIiKhc0TnYbtSoEVJTUw3ZFyIiIiKickXnYHv48OGIi4vD2bNnDdkfIiIiIqJyQ+ec7Xbt2mHQoEEIDg7GoEGD4Ofnh5o1a8La2lpj+Vq1auncSSIiIiKiskjn3UgaN24MQRAgimKxW/sJgoD4+HidOljWcEWvfrgqmkyFY49MhWOPTInjTz9G3Y3Ey8tL16cSEREREVUIOgfbmzZtMmQ/iIiIiIjKHZ0XSE6ZMgWLFi0yZF+IiIiIiMoVnYPt48ePM8eHiIiIiKgIOgfbtWvXRnZ2tiH7QkRERERUrugcbPfr1w+xsbF4+PChIftDRERERFRu6BxsT5gwAZ6enhg+fDgOHTqE3NxcQ/aLiIiIiKjM03k3kt69e0MURdy7dw/Tpk2DIAhwdHTUeKiNIAg4fPiwXh0lIiIiIiprdA62U1JSVB6LoohHjx7p3SEiIiIiovJC52D72rVrhuwHEREREVG5o3PONhERERERFY3BNhERERGRkeicRqJw/fp1bN26FXFxcUhNTQUAODs7w9PTE2+//Tbc3d317iQRERERUVmkV7D9008/YcWKFcjLy4MoisrrGRkZuHHjBrZt24b3338fo0aN0qn+ixcvIjQ0FBcuXEBubi7c3NwwatQoBAYGavX8s2fP4vDhw4iNjUVKSgqePXsGV1dX+Pv7Y8KECbCzs1N7jp+fn9riT4UhQ4bwiHoiIiIi0prOwXZUVBSWLl2KypUrY8SIERgwYABcXV0hCAKSk5OxZ88e/PLLL/jss8/g7u4OX1/fEtUfExODcePGwdLSEv369YOtrS0iIyMxe/ZspKSkYOLEicXWMX36dKSnp6Ndu3YYMGAABEFAbGws1q1bh8jISPzyyy+oVq2a2vNsbW01fkBo3rx5iV4DEREREVVsglhwSroEgoODER0djY0bN6Jt27Yay5w/fx7Dhw9Hhw4d8P3332tdt0wmQ58+fXD//n2Eh4ejadOmAACpVIqhQ4fi1q1b2LdvH+rXr19kPWvXrsUbb7wBZ2dn5TVRFLFw4UL8/PPPGDZsGBYsWKDyHD8/PwDA0aNHte5vQenp6To9j+QcHBz4NSST4NgjU+HYI1Pi+NOPg4NDsWV0XiB56dIleHl5FRpoA0CbNm3g7e2Nixcvlqju6OhoJCUlISAgQBloA4BEIkFISAhkMhl27txZbD3vvvuuSqANyA/YCQkJAQCcOXOmRP0iIiIiIioJndNIsrOz4ejoWGw5R0dHZGdnl6ju2NhYAECnTp3U7nXs2FGljC4sLOQv29zcXOP9nJwc7Nq1Cw8ePICdnR3atm2Lxo0b69weEREREVVMOgfbNWvWxPnz55GXl1do0CqTyXD+/HnUrFmzRHXfvn0bAFCvXj21e/b29nBwcEBiYmKJ+6ywY8cOAP8F7i97+PAh5syZo3Ktc+fOWL58uVYfMIiIiIiIAD2CbT8/P2zYsAHz5s3D3LlzIZFIVO5LpVJ88sknuHfvHsaMGVOiuqVSKQD5QkVNJBIJ7t+/r1O/r169im+++QbVqlVDcHCw2v2BAwfC29sbbm5usLKyQkJCAsLCwnDixAmEhITg559/hiAIhdZvb28PMzNuX64PbfKfiIyBY49MhWOPTInjz7h0DrYnTJiAQ4cOYffu3Th8+DC6dOmC2rVrAwCSk5Nx/PhxSKVS1KlTBxMmTDBYh/Vx584dTJgwAXl5efjyyy81zlJPmTJF5XGrVq2wZs0aDB8+HHFxcTh+/Di6detWaBsZGRmG7naFwoUaZCoce2QqHHtkShx/+tHmg4rOwXbVqlWxZcsWLFiwAH/88Qf27dunVqZbt25YuHAh7O3tS1S3YpY8KytL432pVFrorHdhUlJSMGrUKKSlpSE0NBTt27fX+rlmZmYYOHAg4uLicO7cuSKDbSIiIiIiBb0OtalRowa+++473LlzR+0EyXbt2qFOnTo61avY0i8xMVFtb+uMjAykp6ejTZs2WteXnJyMkSNHIjU1FStXrkT37t1L3CfFJ5eSLvYkIiIioopL52A7JycHjx49gp2dHerUqaMxsJZKpcjMzET16tVhZWWldd1eXl5Ys2YNTp06hX79+qnci4qKAgB4e3trVVfBQPurr75Cjx49tO5HQYrtC11dXXV6PhERERFVPDqv5NuwYQP8/f1x7dq1Qstcu3YN/v7+2LhxY4nq9vX1RZ06dRAREYGrV68qr0ulUqxevRoWFhYICgpSXk9LS0NCQgLS0tJU6lEE2g8ePMCXX36J119/vch2b968iczMTLXrZ8+exYYNG2BlZYWePXuW6LUQERERUcWl88z24cOHUbt2bXh6ehZaxtPTE66urjh8+LDGnT8K7ZSFBZYsWYLg4GAMGzYMAQEBkEgkiIyMRHJyMmbMmIEGDRooy2/ZsgVhYWGYMmUKpk6dqrw+cuRIpKSkoHXr1vj777/x999/q7VVsPyBAwewbt06+Pr6wtXVFVZWVrh+/TqioqJgZmaGhQsXolatWlq/DiIiIiKq2HQOtpOSkrTKm3ZzcyvxCZIA0L59e2zduhWrVq3CgQMHkJubCzc3N0yfPh39+/fXqo6UlBQAwIULF3DhwgWNZQoG2z4+PkhISEB8fDxiY2ORk5ODatWqoW/fvhg9ejRatmxZ4tdBRERERBWXXidI2tjYFFuucuXKyn2zS6ply5ZYt25dseWmTp2qEjQraJrJLoq3t7fWueBERERERMXROWe7Zs2auHz5crHlrly5AicnJ12bISIiIiIqs3QOtjt27Ig7d+5g06ZNhZbZsmULkpKS0KlTJ12bISIiIiIqswRRFEVdnnjv3j0EBgbi6dOn6N69O4YMGYI6depAEAQkJSUhPDwcx44dQ5UqVbB7927l6ZLlHU9h0g9PsiJT4dgjU+HYI1Pi+NOPUU+QrFmzJr799ltMmzYNR48exbFjx1Tui6IIBwcHrFy5ssIE2kREREREBel1gqSXlxcOHjyI8PBwREdH4969ewDkgbivry/eeuutEh/VTkRERERUXuicRkKa8Vcx+uGvs8hUOPbIVDj2yJQ4/vSjTRqJzgskiYiIiIioaAy2iYiIiIiMhME2EREREZGRMNgmIiIiIjISBttEREREREbCYJuIiIiIyEgYbBMRERERGQmDbSIiIiIiI2GwTURERERkJAy2iYiIiIiMhME2EREREZGRMNgmIiIiIjISBttEREREREbCYJuIiIiIyEgYbBMRERERGQmDbSIiIiIiI2GwTURERERkJAy2iYiIiIiMhME2EREREZGRMNgmIiIiIjISBttEREREREbCYJuIiIiIyEgYbBMRERERGQmDbSIiIiIiIynVwfbFixcxfvx4eHl5oXXr1hg0aBD27t1bojry8/OxefNmBAYGomXLlmjfvj2mT5+O27dvG7VdIiIiIiILU3egMDExMRg3bhwsLS3Rr18/2NraIjIyErNnz0ZKSgomTpyoVT0LFizAr7/+Cjc3NwwfPhyPHz/G/v37ERUVhV9++QVubm5GaZeIiIiISBBFUTR1J14mk8nQp08f3L9/H+Hh4WjatCkAQCqVYujQobh16xb27duH+vXrF1lPdHQ0Ro0aBU9PT2zYsAFWVlYAgNOnT2PMmDHw9PTE5s2bDdpuenq6fi++gnNwcODXkEyCY49MhWOPTInjTz8ODg7FlimVaSTR0dFISkpCQECAMuAFAIlEgpCQEMhkMuzcubPYerZt2wYAmDFjhjLQBgBfX1906tQJZ86cwa1btwzeLhERERERUEqD7djYWABAp06d1O517NhRpUxRYmJiYGNjg7Zt26rdU9R95swZg7dLRERERASU0mBbsXixXr16avfs7e3h4OCAxMTEIut49uwZHj58iNq1a8Pc3FztviIVpOBCSUO0S0RERESkUCoXSEqlUgCAra2txvsSiQT3798vso6srCxl2cLqKNiWodrVJneHisavIZkKxx6ZCscemRLHn3GVypltIiIiIqLyoFQG24pZZ8Xs9MukUmmhs88KivsFZ65frqNgW4Zql4iIiIhIoVQG24p8ak350RkZGUhPT9eYV12QjY0NnJyckJycjLy8PLX7ivzsgtv4GaJdIiIiIiKFUhlse3l5AQBOnTqldi8qKgoA4O3tXWw93t7eePbsGc6dO6d2T1G3oi1DtktEREREBJTSYNvX1xd16tRBREQErl69qrwulUqxevVqWFhYICgoSHk9LS0NCQkJSEtLU6ln8ODBAICVK1ciJydHef306dM4deoUvLy80KBBA53bJSIiIiIqSqk8QRKQHzATHBwMS0tLBAQEQCKRIDIyEsnJyZgxYwYmTZqkLBsaGoqwsDBMmTIFU6dOValn3rx52LZtG9zc3NC1a1flce3W1tYaj2svSbuknz179iAuLg6XL1/G9evXkZubi6VLl2LgwIGm7hqVcw8ePMCBAwdw4sQJ/PPPP3j06BHs7e3Rtm1bBAcHo1WrVqbuIpVjmZmZWLVqFS5duoTk5GRkZGTAwcEBDRo0wDvvvIOePXtCEARTd5MqiO+//x6ff/45ACA8PBytW7c2bYfKoVK59R8AtG/fHlu3bsWqVatw4MAB5Obmws3NDdOnT0f//v21rmfRokXw8PBAeHg4Nm3aBBsbG3Tv3h0zZ85UmdU2dLtUvK+//hopKSlwcHCAs7MzUlJSTN0lqiA2bdqE77//HnXr1kWHDh1QrVo1JCYm4vDhwzh8+DC++OIL9O3b19TdpHIqPT0dO3bsQKtWreDv74+qVavi8ePHOHbsGKZNm4bBgwdj8eLFpu4mVQAJCQlYtWoVbGxs8OzZM1N3p9wqtTPbVP79+eefqFevHlxdXbF27Vp88cUXnNmmVyIyMhKOjo7w9PRUuX727FmMHj0aVapUwcmTJ2FlZWWiHlJ5lpeXB1EUYWGhOt8llUoxZMgQ3Lx5ExEREWjUqJGJekgVQV5eHoYMGQJBEFC/fn389ttvnNk2klKZs00VQ4cOHeDq6mrqblAF1LNnT7VAGwA8PT3h4+ODJ//f3p0GRXWlfQD/d0ujATOC4xbBJSHeJtLdgCwiioEW1DHoBMsJQYy4lXsgGTNCRUtnXMhGNDVgRcIHGTNEMICOMdGIiZoxkU1cAtKgohNZgkbTheytfd8Pvt2vbTeII03nlf+vyio559xzntu30eeee+69Wi0qKipsEBn1Bn369DFLtIF7j5+dNGkSAMtPxSLqTmlpadBoNEhMTLT4pm3qPky2iYjuY0iCLCVDRNbU1taG/Px8SCQSs/uJiLpTZWUlUlJSsGLFCl5B6QH834SI6H/V1tbihx9+wODBgyEIgq3DoSdcQ0MD/vGPf0Cv1+PmzZv47rvvUFdXh9WrV5u8A4KoO925cwcJCQlwc3PD0qVLbR1Or8Bkm4gIgE6nw9q1a9He3o633nqLl1XJ6hoaGpCSkmL8WSaTYe3atVi0aJENo6In3c6dO1FRUYG9e/dCJpPZOpxegck2EfV6er0eb7/9NoqKivDKK6/g5ZdftnVI1Au4urqioqICd+/eRV1dHb766its374dZ86cwUcffcSlTNTtNBoNdu7ciUWLFsHDw8PW4fQaXLNNRL2aKIpYv349Dhw4gFmzZuFvf/ubrUOiXqZPnz5wdXXF0qVL8cYbbyAvLw979+61dVj0BIqPj8eIESPM3klC1sVkm4h6LcOMdk5ODsLDw/Huu+9CKuU/i2Q7hqeRFBYW2jgSehJpNBpUVVVBqVRCLpcb/+zbtw8AEBkZCblcjqNHj9o40icLr1ERUa+k1+uxbt065ObmYsaMGXj//fe5Tptsrr6+HgD4XSSrmDNnjsXy4uJiXL16FWq1GgMHDuRjebsZk20i6nXuT7SnT5+ODz74gMkN9Zjy8nK4urri6aefNinXarXYvn07AGDy5Mm2CI2ecFu3brVYnpCQgKtXr2LZsmV8qY0VMNkmm/n8889x+vRpAPee+WkoM1w+DQ0NRWhoqM3ioyfXjh07kJubCwcHB4wePRoff/yxWZvQ0FC88MILNoiOnnS5ubnIzs7G+PHjMXz4cDz11FOora3F8ePH0dzcjGnTpmHmzJm2DpOIugmTbbKZ06dPG9eJGZSUlKCkpAQA4OLiwmSbrKKmpgYA0NzcjJ07d1ps4+LiwmSbrGLatGlobGzE2bNnUVRUhNbWVgwYMAA+Pj54+eWX8dJLL0Eikdg6TCLqJhJRFEVbB0FERERE9CTibfdERERERFbCZJuIiIiIyEqYbBMRERERWQmTbSIiIiIiK2GyTURERERkJUy2iYiIiIishMk2EREREZGVMNkmIiIiIrISJttERERERFbCZJuIqBMJCQmQy+UoKCiwdSjd7qeffsKqVaswfvx4uLu7P7H7SURkS3a2DoCIiHqeXq9HbGwsysvL4eXlhVGjRkEqlWLQoEG2Do26WUFBAebPn4+IiAi8++67tg6HqNdhsk1E1AvV1NSgvLwcvr6+yMjIsHU4RERPLC4jISLqhX7++WcAwIgRI2wcCRHRk43JNhFZXXV1NeRyOV577TW0trYiKSkJISEhUCgUCAsLwyeffAJRFDvcxpLk5GTI5XLk5uaalKvVasjlcgBARkYGwsPDoVKpoFarkZaWZhynrKwMy5Ytg7+/P7y9vbFy5UrU1NR0uh8nTpxAVFQUvL294efnh9WrV+Py5csdti8uLsaqVaswYcIEKBQKqNVqbNmyBbdu3TJre//a8H//+9947bXX4OvrC7lcjoaGhk7jMti/fz+ioqIwbtw4eHp6YubMmUhNTUVbW5tJO7lcjnnz5gEA9u3bB7lc3uln/SBRFHHgwAHExMRg/PjxUCqVmDJlCtasWYPTp0+btT9x4gQWLlwIPz8/KJVKTJs2DUlJSRb36/7jWlpaiiVLlsDX1xf+/v6Ii4szniQ0Nzfjvffeg1qthlKpRHh4OA4fPmzWX0FBAeRyORISEnD9+nUkJCQgMDAQKpUKERER2L9/f4f7eenSJaxZswaTJk2CQqFAUFAQ1q5di6qqqk7H0Wq12Lhxo3G78PBwZGdndzhOdXU1NmzYALVaDYVCgYCAAMTGxkKj0Zi1zc3NhVwuR3JyMmpra7FmzRoEBARApVJh9uzZ+Pbbb03aJyQkYP78+QBMj7WhD4PLly/jL3/5C0JDQ6FUKhEQEIA//vGP2Lp1K65fv95h7ET0cFxGQkQ9RqfTYdGiRbh06RKUSiWee+45FBUV4cMPP0RTUxPefPPNbhsrMTERmZmZ8PT0hKurKwoLC5GUlISWlhZMnDgRixcvhouLCwICAqDRaPDNN9/g4sWL+OKLL9CvXz+z/g4fPow9e/ZAoVAgJCQEFRUVyMvLQ35+Pv75z3/C3d3dpP3u3buRmJgIqVQKlUqFIUOG4OLFi/j0009x7Ngx7NmzB0OGDDEb5+DBg/j888+hUCgwefJk/PTTT5BIJA/d3w0bNiArKwt9+/ZFQEAA+vXrh8LCQmzbtg3Hjh1Denq6cb8iIiJw48YNnDx5EiNHjoSPjw8A4LnnnnvoOHfv3sWbb76Jr7/+Gvb29vDx8YGzszPq6uqQl5cHmUxm7A8AUlNTsW3bNtjZ2cHPzw/Ozs4oKSlBWloa8vLykJGRYXGd+Llz57Bx40aMGjUKgYGB0Gg0OHz4MDQaDbKzs7Fw4UJcu3YN3t7ecHFxQVFREd544w2kpaUhKCjIrD+tVovIyEi0t7fD398fDQ0NKCgoQHx8PKqrq7F69WqT9qdOncLy5cvR2toKDw8P+Pv7o6qqCv/617+Ql5eHtLQ0+Pr6mo3T0NCAyMhINDY2QqlUorm5GcXFxVi3bh1EUcSf/vQnk/bFxcVYtmwZGhsbMWbMGKjValy/fh1HjhzBiRMnkJqaioCAALNxampqMGfOHPTt2xc+Pj64efMmzpw5g1WrViEtLQ2TJk0CAPj4+Fg81gDwwgsvALh34jl37ly0tbVBpVJBpVKhqakJ165dw+7duxEaGmrxu0pEXSQSEVnZtWvXREEQREEQxLlz54o3b9401p0/f14cO3as6OnpKTY2NpptM2/ePIt9/v3vfxcFQRBzcnJMykNCQkRBEMSgoCCxsrLSWH7p0iVRoVCInp6eYkhIiLhr1y5jXVtbmzh//nxREAQxOzvbpL/4+Hhj7FlZWcZyvV4vfvDBB6IgCGJERITJNmfOnBHd3d3FkJAQsby83GSblJQUURAE8fXXX+9wnC+//LKjj9Kiw4cPG/f56tWrxvLbt2+LUVFRoiAI4nvvvWeyTX5+vigIghgfH/9IY+3YsUMUBEEMDw8Xq6urTep+/fVXsbi42PjzuXPnRHd3d9Hb21s8d+6csbytrU2MjY0VBUEQY2NjTfowHFdBEEyOUXt7u7hgwQJREARxxowZ4rx580StVmus37t3rygIghgdHW1xPwVBEBcuXCg2NTWZxOfl5SW6u7uLFy5cMJY3NTWJgYGBoiAI4meffWbS365du0RBEMTJkyeLbW1tFsd5/fXXTcbJy8sTBUEQg4ODTfq6ffu2OHHiRNHDw0M8dOiQSd33338venh4iEFBQSbj5OTkGMfZvHmzqNPpjHXp6enG3zFLn0FHx9rw3fv666/N6i5duiTW19db3I6IuobLSIiox0ilUmzZsgUDBw40limVSgQFBaGlpQWlpaXdNlZcXBzGjBlj/NnNzQ3BwcFoaWnB8OHDsWDBAmOdvb298VJ7UVGRxf68vb3xyiuvGH+WSCSIi4vDM888g7KyMpw5c8ZY98knn0Cv12PTpk0mM94SiQQrV67E2LFjkZeXZ3E5SXBwMGbMmPFI+/rpp58CAGJjYzFq1Chjef/+/bFx40ZIJBJkZmaivb39kfp9UHt7O3bt2gWJRILExES4uLiY1Ds5OZnMnGZkZECv1yMmJgYqlcpYbm9vjw0bNqBfv344cuQI6uvrzcby8/MzOUYymcy4zOXKlSvYsmULBgwYYKyfPXs2nJ2dcfbsWeh0OrP+JBIJ1q9fDwcHB2OZSqVCdHQ09Ho99uzZYyw/dOgQfvnlF/j6+iIqKsqknwULFsDDwwM///wz8vLyzMbp378/Nm3aZDJOaGgoBEFAbW0tqqurjeXZ2dm4ceMGFi1ahOnTp5v0ExgYiLlz56K+vh7Hjx83G2fEiBGIj4+Hnd3/XaCOjo7GgAEDcO7cuUc61jdv3gQAizPobm5unNUmekxMtomox7i4uODZZ581KzeU3bhxo9vGmjhxolmZq6srgHuJzINGjhzZaQwvvfSSWZlMJsPUqVMBwLhWWa/X49SpU3B0dMSECRPMtpFIJBg3bhz0ej3KysrM6tVqdUe7ZJFOp8PZs2chkUgwc+ZMs3rD+tympiaLa4AfRWlpKRoaGjB27FgolcqHti8uLgYAi3H9/ve/x8SJE6HX61FSUmJWb+kYGW7mdHFxMTmpAIA+ffrAxcUFOp0Ov/76q9m2Y8eOtbhMJjw8HABM1pp3FjcAzJo1y6Td/RQKBZycnMzKLX3Hf/jhBwD3knFLDCcuP/74o1mdv78/ZDKZSZmdnR1cXV2h0+mg1Wot9mmJh4cHAGDt2rU4f/489Hp9l7cloofjmm0i6jHDhg2zWG6YBXzcmdf7DR06tMNxLNU99dRTncYwfPhwi+WG2V3DTWRarRbNzc0A7iV4nbGUFD7zzDOdbvMgrVYLnU6HwYMHo2/fvh3GqNFoHvtGN8PNiYYTk4e5fv06JBKJ2Qz4/XEZ2j2os2NkqQ7o/HvU1eN3/987ittw0mYp7kf5jhtuyH1wHfeDLH1POhrH0dHRbJyHWbJkCU6fPo1jx47h2LFjePrpp+Hp6Yng4GBERESgf//+Xe6LiMwx2SaiHtOVG/266mGzb52N1Z1xiA88ReXu3bsA7iU9hlnvjlhKADtKmLtDd+13d35+HfXXU8evMw8b51HjfpDhuzJ9+nTjiYQlnp6ejzXOw/Tv3x+7d+82JtyFhYU4deoUTp48idTUVHz22WddPsEiInNMtonoN8lwibypqclivWGWtafU1tZaLK+rqwMA47pWZ2dn2NvbQyaT9cjb+pycnCCTyfDLL7+gtbXV4pNUDLEPHjz4scYyzKb+5z//6VL7IUOGoLq6GjU1NRaXcHRXXF3R0fEzzC7fvy7Z8Pf711db2qY7Ps8rV65gxYoVZk+z6WkSiQS+vr7GJ6zcunULW7duxcGDB7Ft2zZ89NFHNo2P6P8zrtkmot8kZ2dnyGQy1NTU4M6dOyZ17e3tKCws7NF4vvrqK7OyO3fu4MiRIwCAcePGAbi3btbf3x9arbbDmy27k0wmg5eXF0RRxMGDB83qKysrodFo4Ojo+NgJnUKhwO9+9ztcuHChSzezGhK3L774wqzu1q1b+P777yGVSo2fnTWVl5fjypUrZuVffvklAJjE0Fnc95dbevTfozCsSz969Ohj9fMwhhPXB3+POjNw4EDj4xArKyutEhdRb8Fkm4h+k+zt7eHp6QmtVmvyOnGdTod33nmnw1lHaykpKTF5MYkoisYXi7i7u5ska8uXL4dUKkV8fLzFm+jq6+u79RXphhfUJCcn49q1a8byxsZGbN68GaIoIjIyEvb29o81jr29PWJiYiCKItatW2ec1TfQarUmNxpGR0dDKpVi9+7dJjf5tbe3Y/PmzWhpaUFYWFiHa7C7k16vx5YtW9DS0mIsKy0tRUZGBqRSKSIjI43lf/jDHzBo0CAUFxcjKyvLpB/DvgwbNgxhYWGPFVNkZCQGDhyI1NRU5OTkmC1Jam5uxv79+x/7Ko5hpt7SyQYA7Nmzx+R7Y/Ddd98BePT7CIjIFJeRENFv1qpVq7B48WIkJibi0KFDGDRoEMrKytDS0oKIiAjs27evx2KJiorC+vXrkZWVhZEjR6KiogIXL16Eo6Mj3nnnHZO2fn5+WLduHRITExEdHQ25XI7Ro0ejra0NtbW1uHz5MhwcHBAdHd0tsU2fPh2RkZHIyspCeHi4yUttbt26BS8vL8TGxnbLWMuXL0d5eTmOHj2KqVOnwtfXF87OzqitrcWFCxcwY8YM41M0VCoV4uLisH37drz66qvw9/c3vtSmrq4Oo0ePxoYNG7olrocxvIgoLCwMvr6+uH37NgoKCqDT6bBixQooFApjWwcHByQlJWH58uXGlwU9++yzqKqqwoULF+Dg4IAPP/zwsU9eBgwYgJSUFKxcuRJvv/02duzYgTFjxsDe3h61tbWoqqoyJtwd3RDZFa6urpDL5SgtLcWcOXMwZswYSKVSqNVqTJkyBZmZmfjrX/+K559/Hm5ubujTpw+uXLmC8vJy9OvXz+yFP0T0aJhsE9FvVmBgID7++GOkpKSgrKwMDg4OmDBhAt56660eTbSBe7OdL774IlJTU/HNN9/Azs4OU6ZMwZ///Gc8//zzZu3nzZsHLy8vpKeno7i4GN9++y0cHR0xdOhQvPrqq2bPVX5cmzZtwrhx45CZmYnCwkLcvXsXI0eORExMDBYsWGBxLfd/w87ODsnJydi3bx9ycnJw/vx549NQpk6dajJDDNxLzt3d3ZGeno4ff/wRra2tGD58OJYsWYKlS5eaPCvbmpycnJCZmYmkpCScPHkSjY2NcHNzQ0xMDGbPnm3WfsKECcjOzsbOnTuRn5+PyspKODk5YdasWVixYkWX3rbZFT4+Pjhw4ADS09Nx/Phx5OfnQyqVYsiQIQgODkZYWBjc3Nwee5zk5GS8//77KC4uRllZGfR6PYYNG4YpU6YgLi4OR48exfnz53Hq1CnodDoMHToUkZGRWLx4sdljFono0UjEB69bERERPSEKCgowf/58RERE9MgNq0RED+KabSIiIiIiK2GyTURERERkJUy2iYiIiIishGu2iYiIiIishDPbRERERERWwmSbiIiIiMhKmGwTEREREVkJk20iIiIiIithsk1EREREZCVMtomIiIiIrITJNhERERGRlTDZJiIiIiKykv8BQsJIuowbIlwAAAAASUVORK5CYII=", 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" ] @@ -514,8 +512,24 @@ "id": "219cde48-b626-4325-afc0-2a2881fc5683", "metadata": {}, "source": [ - "* Authored by Osvaldo Martin in Dec, 2021 ([pymc#259](https://github.com/pymc-devs/pymc-examples/pull/259))\n", - "* Updated by Osvaldo Martin in May, 2022" + "## Authors\n", + "* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259))\n", + "* Updated by Osvaldo Martin in May, 2022 ([pymc-examples#323](https://github.com/pymc-devs/pymc-examples/pull/323))" + ] + }, + { + "cell_type": "markdown", + "id": "3c184bc8", + "metadata": {}, + "source": [ + "## References\n", + "\n", + ":::{bibliography}\n", + ":filter: docname in docnames\n", + "\n", + "martin2018bayesian\n", + "martin2021bayesian\n", + ":::" ] }, { @@ -542,14 +556,14 @@ "Python version : 3.9.7\n", "IPython version : 8.3.0\n", "\n", - "pymc : 4.0.0b6\n", "sys : 3.9.7 (default, Sep 16 2021, 13:09:58) \n", "[GCC 7.5.0]\n", - "matplotlib : 3.5.1\n", + "pandas : 1.4.2\n", + "pymc : 4.0.0b6\n", "arviz : 0.12.0\n", "pymc_experimental: 0.0.1\n", - "pandas : 1.4.2\n", "numpy : 1.21.5\n", + "matplotlib : 3.5.1\n", "\n", "Watermark: 2.3.0\n", "\n" diff --git a/myst_nbs/BART/BART_introduction.myst.md b/myst_nbs/BART/BART_introduction.myst.md index 806044fb3..2b5650d88 100644 --- a/myst_nbs/BART/BART_introduction.myst.md +++ b/myst_nbs/BART/BART_introduction.myst.md @@ -11,12 +11,11 @@ kernelspec: name: python3 --- -(notebook_id)= +(BART_introduction)= # Bayesian Additive Regression Trees: Introduction :::{post} Dec 21, 2021 -:tags: , BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression -:category: intermediate -:category: explanation +:tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression +:category: intermediate, explanation :author: Osvaldo Martin ::: @@ -160,7 +159,7 @@ pmx.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]); From this plot we can see the main effect of each covariate on the predicted value. This is very useful we can recover complex relationship beyond monotonic increasing or decreasing effects. For example for the `hour` covariate we can see two peaks around 8 and and 17 hs and a minimum at midnight. -When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind="ice")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check this [book](https://christophm.github.io/interpretable-ml-book/). +When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind="ice")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check the "Interpretable Machine Learning" book {cite:p}`molnar2019`. Finally like with other regression method we should be careful that the effects we are seeing on individual variables are conditional on the inclusion of the other variables. So for example, while `humidity` seems to be mostly flat, meaning that this covariate has an small effect of the number of used bikes. This could be the case because `humidity` and `temperature` are correlated to some extend and once we include `temperature` in our model `humidity` does not provide too much information. Try for example fitting the model again but this time with `humidity` as the single covariate and then fitting the model again with `hour` as a single covariate. You should see that the result for this single-variate models will very similar to the previous figure for the `hour` covariate, but less similar for the `humidity` covariate. @@ -168,10 +167,9 @@ Finally like with other regression method we should be careful that the effects ### Variable importance -As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. Counting how many times each variable is included in the regression trees. The intuition is that a more important variable should appears more often in the fitted trees than a less important variable. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet. - -The top panel in the following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot. +As we saw in the previous section a partial dependence plot can visualize give us an idea of how much each covariable contributes to the predicted outcome. But BART itself leads to a simple heuristic to estimate variable importance. That is simple count how many times a variable is included in all the regression trees. The intuition is that if a variable is important they it should appears more often in the fitted trees that less important variables. While this heuristic seems to provide reasonable results in practice, there is not too much theory justifying this procedure, at least not yet. +The following plot shows the relative importance in a scale from 0 to 1 (less to more importance) and the sum of the individual importance is 1. See that, at least in this case, the relative importance qualitative agrees with the partial dependence plot. Additionally, we provide a novel method to assess the variable importance. You can see an example in the bottom panel. On the x-axis we have the number of components (variables) and on the y-axis the Pearson correlation between the predictions made between the full-model (all variables included) and the restricted-models, those with only a subset of the variables in the full-model. The components are included following the relative variable importance order, as show in the top panel. Thus, in this example 1 component means `hour`, two components means `hour` and `temperature`, 3 components `hour`, `temperature`and `humidity`. Finally, four components means `hour`, `temperature`, `humidity`, `workingday`, i.e., the full model. Hence, from the next figure we can see that even a model with a single component, `hour`, is very close to the full model. Even more, the model with two components `hour`, and `temperature` is on average indistinguishable from the full model. The error bars represent the 94 \% HDI from the posterior predictive distribution. It is important to notice that to compute these correlations we do not resample the models, instead the predictions of the restricted-models are approximated from the full-model. @@ -180,8 +178,20 @@ labels = ["hour", "temperature", "humidity", "workingday"] pmx.bart.utils.plot_variable_importance(idata_bikes, X.values, labels, samples=100); ``` -* Authored by Osvaldo Martin in Dec, 2021 ([pymc#259](https://github.com/pymc-devs/pymc-examples/pull/259)) -* Updated by Osvaldo Martin in May, 2022 +## Authors +* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259)) +* Updated by Osvaldo Martin in May, 2022 ([pymc-examples#323](https://github.com/pymc-devs/pymc-examples/pull/323)) + ++++ + +## References + +:::{bibliography} +:filter: docname in docnames + +martin2018bayesian +martin2021bayesian +::: +++ From b5ca470809cda946676c6888b077b5cdd6d3b6f1 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Mon, 23 May 2022 10:33:14 -0300 Subject: [PATCH 3/4] run example with last version --- examples/BART/BART_introduction.ipynb | 42 ++++++++++++------------- myst_nbs/BART/BART_introduction.myst.md | 11 ++++--- 2 files changed, 27 insertions(+), 26 deletions(-) diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb index 140a87bcb..959c0293d 100644 --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -142,7 +142,7 @@ "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", - "PGBART: [μ]\n" + "PGBART: [μ_]\n" ] }, { @@ -175,7 +175,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:17<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:23<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -190,14 +190,15 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 23 seconds.\n" ] } ], "source": [ "with pm.Model() as model_coal:\n", - " μ = pmx.BART(\"μ\", X=x_data, Y=y_data, m=20)\n", - " y_pred = pm.Poisson(\"y_pred\", mu=pm.math.exp(μ), observed=y_data)\n", + " μ_ = pmx.BART(\"μ_\", X=x_data, Y=y_data, m=20)\n", + " μ = pm.Deterministic(\"μ\", np.abs(μ_))\n", + " y_pred = pm.Poisson(\"y_pred\", mu=np.abs(μ), observed=y_data)\n", " idata_coal = pm.sample(random_seed=RANDOM_SEED)" ] }, @@ -217,7 +218,7 @@ "outputs": [ { "data": { - "image/png": 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EKo/CvIhUDsfDNq/B5Efwn/gW3uafQiGXdFUiIiIiIjNOYV5EKosx2IYl2HQj7rZf4D/+vzDUlXRVIiIiIiIzSnPmRaQyZZqwXgan/VGCoU7y574O27I66apERERERGaEeuZFpHL5aWzzGZi+doJH/gt3733xfvUiIiIiImVOYV5EKpvjYptWgbV467+L99QPID+cdFUiIiIiItOiMC8ilc8YbLYVW9OCu/N2/Ef/BzNwJOmqREREREROm+bMi0j1SDdgvTTOoQ34w91Y/22Qak26KhERERGRKVPPvIhUFy+FbVmDGTxKeO9XcHf9GqIw6apERERERKZEYV5Eqo/jYhtXgOPhPXUT3obvQ24w6apERERERCZNw+xFpDoZg6lfhI1cvF13YQaPUlj3OmxWw+5FREREpPSpZ15EqlsqS9S8EufoFvyH/xPn0AawNumqRERERESelcK8iIgbxPPoh3vwH/s67o5bISokXZWIiIiIyDNSmBcRATAOtnE5eBm8TT/Ge+IGGO1PuioRERERkZPSnHkRkePY2nngZ/D23ocz1EF+3W9iG5YkXZaIiIiIyATqmRcRebqglqh5NaZrJ/5D/4HT/pjm0YuIiIhISVGYFxE5GdfHNq/B5IfwH/8m7tafQ5hLuioREREREUBhXkTkmRmDbViKDbJ4W36G9/g3Ybg76apERERERDRnXkTklGqasX4G98AjOEOd5M99HbZ5ZdJViYiIiEgVU8+8iMhk+Bls82pM7z6Ch/8Ld+8DmkcvIiIiIolRmBcRmSzHwzathqiA9+R34v3oRUREREQSoDAvIjIVxmDr28Cvwd19Nwx1JV2RiIiIiFQhhXkRkdNga+fjDHbi7nsg6VJEREREpAopzIuInA7jYDNNuPseVO+8iIiIiMw5hXkRkdNka+fhDHbg7n8w6VJEREREpMoozIuInC7jYDON8cr22n9eREREROaQwryIyDTEc+c7cPc9lHQpIiIiIlJFFOZFRKZjvHf+fvXOi4iIiMicUZgXEZmmuHf+KO7+h5MuRURERESqhMK8iMh0GQebbsDdex8M9yRdjYiIiIhUAYV5EZEZEPfOH8Hdr7nzIiIiIjL7FOZFRGaC42JTY3Pne5KuRkREREQqnMK8iMgMsbXzMYNHcA9o7ryIiIiIzC6FeRGRmeK4kCrOnR/pTboaEREREalgCvMiIjPI1s7HDBzRyvYiIiIiMqsU5kVEZpLjQqq+2Dvfl3Q1IiIiIlKhFOZFRGaYrV2AGTis3nkRERERmTUK8yIiM22sd37ffTDan3Q1IiIiIlKBFOZFRGaBrV2A6T+kle1FREREZFYozIuIzAbHhSCLu+de9c6LiIiIyIxTmBcRmSW2bmGxd/6RpEsRERERkQqjMF/ObAT5IYjCpCsRkZMZ752/B0YHkq5GRERERCqIwnwZMwOHcTp34ux7AOfoZszAYSjkki5LRI6j3nkRERERmQ1e0gXINEQhJspDmIPuXZju3eClsJlmbM08bKYR/BowJulKRarXcXPnwyWXQlCbdEUiIiIiUgEU5iuBXwNuEA+7L4xg+g9i+trBC7CpemztfGymCVJZMBqMITLXbN0CTNcO3AOPEK58ftLliIiIiEgFUJivJMaJg71fA9ZCOIoZ7sYMdoDjYYMabO0CyDTFvfaOfvwic8LxIKjD3X0P4eJL1DsvIiIiItOmNFepjAEvHb9ZC1EBkx/GdG0HHKyfgZp52JrmONh76aQrFqlotm5hsXf+UcKVz0u6HBEREREpcwrz1cAYcP34DeK59oUR6N2L6d0Dbhpb04StaYmH4/u1mmcvMtMcD/w63D33EC6+WL3zIiIiIjItCvPVyHGLQaK2OM9+FDNwGNN3EFwfm8pi6xZg08V59o6bdMUiFcFmi73z7Y8Rrnhu0uWIiIiISBlTmK92xgE/E79ZC2EOM9KHGeoCx8X6NVC3AJtpwqYbj/Xui8jUOR74tfHc+baL1DsvIiIiIqdNYV6OMQa8VPw2Ns++MAKdOzDGgJ+Jh+LXtMTB3s8kXbFI2bHZRZiunbjtjxOueE7S5YiIiIhImVKYl5M7yTx7CiOY3v2Y3n3gprDpxnjbu9qWeAV9ETk1xwO/BnfP3YSLL9LvjoiIiIicFoV5mZwT5tnnMIMdmIHD4KWwNfOw2YXYmhZteSdyCrZuIaZ7Vzx3frl650VERERk6pS6ZOqMA346frM27rHvb8f0t2ODWmzdImztfEg3aFV8kZNxffAzuLvvJWy7WFNWRERERGTKnKQLkDJXnEtPphlSDZhCHqdzG+7+h3AOPBQPyc8PJ12lSMmxdYswfftx2x9LuhQRERERKUPqmZeZ47iQqgNbC1EeM9yDGeyMh+HXzsfWLcTWNGsYvgjEvfNeOt53vu0i9c6LiIiIyJQoVcnMMwbcIH4bG4bfdwDTdyAehp9tjYfhp+o1DF+qmq1bhOnejXvwccJlVyVdjoiIiIiUEYV5mV1jw/D9DEQhJj+E6dgG3buw6SZsdhG2dh546aQrFZl7Y73zu+8hbL0oXodCRERERGQSFOZl7jgupLLFPezzmKEuzNBRcNPYugXxW6o16SpF5pTNLsL0jPXOX5l0OSIiIiJSJhTmZe6NDcPPBMVt7kYwvXsxffuxPQ2Y9PziMPxsaQzDtxaiAhRGMeEoFEbij/PDEI7GX4vjY10PjBevCeC44HjY4z4ef2+07qQcx/XBTcVz51svVO+8iIiIiExKSYb5vr4+vvCFL/Dkk0+yf/9+ent7aWpqYuXKlfz2b/82L33pSzGlEPJk+owDfk38FoWQH8EZ2BIPw880YutasbUtsz8M39o4mBdGMYWx9yOQG4T8ICbMxfVFhfi5BsCAceMbEkQYS/Hmgx374uLPjVMM8PF763jFAOePry1gxwP/8TcC3BNuDpTEzQ2ZcXHv/B7cg08QLrsi6XJEREREpAyUZJjv7u7m+9//PhdccAEvfvGLaWxspLOzk9tvv50//uM/5o1vfCMf+9jHki5TZprjgl8PTgbCHGaoEzNwFPw0tnZBvBp+pil+3umIQiiMQlgM6mO96/lByA1jonwxrIfEad0C7rEg7QXxx5PtWbc2DvrHv2GLvfvDE9sgPqct3gg4/iaAccY/j28ExCMBcANskMHWLoCg9vS+J1Ia3OBY73zbheClkq5IREREREpcSYb5JUuW8NBDD+F5E8sbGBjgTW96E9/5znd461vfyhlnnJFQhTKrjInDjJeaOAy/dz82VRf31tfNg+Bpw/CLc/GP710nHMXkhyA3GAf38d71qNi7TrH3eyywp+Pe9pnoATfFnnumePPBWmDsRsBxNwSiCBOOQG4YiNuMjcDbFW/9l22Nt/7TMP6yNKF3funlSZcjIiIiIiWuJMO86548/NTV1fHc5z6X7du3s2fPHoX5ajBhGH6huBr+ZugOsJkmbE1LPAQ+Nwj5oeJw+EIc2rFx57pxjoV1N4iPNdbbXYqMIR6iP4lQPr71335MXzs23YBtWBz31qt3t7wUp1y4u+8mbL1APz8REREReVYlGeafyejoKPfffz/GGNasWZN0OTLXHC/em97a4jD8DszgEbAGHCfuBXc88GqmNhy+nB2/9V+Yx4z2Yw5tgKAGm11EVLco/p6V6o0LmcBmWzE9e3EOPkGk3nkREREReRYlHeb7+vr42te+RhRFdHZ28utf/5qDBw/ynve8hxUrViRdniTl+GH4cozrg9sQD8nPD2M6d+L27MNmmrH1bdjaefHNDildxfUQvN33kGu9MF6nQURERETkJIy1YytulZ79+/fz4he/ePxz3/f5sz/7M97xjnc862r2URThOJXfKxttu53wh++D7CL90S8nKo5gYHQg/jxdj2lcAvWLMFowr2TZwih07sa56vdwVlyVdDkiIiIiUqJKuptuyZIlbNmyhTAMOXjwIDfffDOf/exneeyxx/jc5z53wgJ5Y3p7e+e40mQ4A/2kowhbKICtjJsXru8R5gtJl1FBXAga4jUEhvthYD14W+KdAbKL4t0BqmE6wjNIZ9KMDI8kXcYJTGixT/6cXO0q3airEE1NTXR3dyddhlQBXWsyl3S9yVypxmutqanplM8pi7/iXddlyZIlvPOd7+RP//RP+eUvf8l3vvOdpMsSKR+OG8+dzzSDcTG9e3EOPIKz/2FM74G4B19Khs22Ybp34xxan3QpIiIiIlKiyiLMH++5z30uAA8++GDClYiUobEF8zIt4NdihntwDq3H2Xs/pmMbjPQd2+tekuMF4Hh4u+/WjRYREREROamyC/OHDx8Gnnn7OhGZJNeHTCNkmjBRAadzO+7+B3EOPYEZOFLc3k+SYrOtxd75J5MuRURERERKUEmG+U2bNtHf339Ce09PD5/97GcBeP7znz/XZYlUJuNAUBcPwXcDTP8hnPZHcfY9gOneA/nhpCusTl4KXPXOi4iIiMjJleQCeDfeeCPf+973uOKKK2hrayOTydDe3s4dd9zB0NAQL3vZy3jlK1+ZdJkilcUY8NLxW1TA5IYwRzZC105sdiFRthXSjdqzfg7ZurHe+Q1Eiy9OuhwRERERKSElGeZf9rKXMTAwwOOPP85DDz3EyMgIDQ0NXHLJJbzmNa/hFa94xbNuTSci0+R4kK6P588XhjHde3B79x+3Z/38eJi+zC4vBcbF2303uUXr4n3oRUREREQo0TB/6aWXcumllyZdhogYA35N/BbmMMOdmKGj2KAWm23D1i6AVF1Vb2832+K58ztxDj9F1HZR0uWIiIiISIkoyTAvIiXIDeI3G2Fyg5iOrdC9C+ulIdOMTTdgU9l4/r2jBSpnjJcCE8+dzy1cpxERIiIiIgIozIvIVBkHUlmwdfHc+nAUevdhevaC42G9FNQUw32QjZ+rcD8tNrsI07UT5/AG9c6LiIiICKAwX96MA0Ft0lVItTIm7iUe6ym29rhwvx/Tuw+MG4f7dBM20xj33Key8Zx8mTwvDcbB3X0PkXrnRURERASF+bKVTqfJXHg9XHg9UeduokMbido3EB18Coa6ki5PqtFJw30Yh/uBdkzfgbiH3kvFvfbppmPhXuH0lGy2FadrR3Hu/IVJlyMiIiIiCVOYL1PpdHr8Y6dlBU7LCjj3OgCi3vZisN+APfgUtv9IQlVKVTMGXC9+ozYO9zaEQg7TfxjTfxBwjoX7TBOksnHA16rtJxrrnd9zD9GidRrdICIiIlLl9NdgBXIa2nAa2uDslwJg+48SHYzDfdT+FLb3QMIVSlUyBowHgQfUxG1RIV4lf+Aopv9QPHXEC7Cpemym+Vi491KJll4qbF0rTuf2uHe+9YKkyxERERGRBCnMl6mhoSEyKR/HO3UPpsnOx82+CHftiwCwQ91EB58aH5Zvu/YAdpYrrhBeClPfimlsw2QXQn4Y29tO1HsQBjrQ93GKHC9+88fCfRiH+6FOzOARwICbwqay2Jrjwr2bim8OVBs/DRjc3XcTLTxXvfMiIiIiVUx/CZapXC5HYettZDZ8B7P6+TiLL8RZdDYmVXfK15qaJtzVz8Vd/VwA7Eh/HO4PPhUPze/YCTaa7S+hdDkuJrsA07AY07gY09CGaWjDaViMyc5/xpfZQg7bdwjb247tOxi/7z1I1NuuoD9ZjgtOBvxM/PlYuB/uxgweLQ7dD7BBHbamGVvTApmmZGueYzbbVuyd30jUen7S5YiIiIhIQhTmy5rFHtxA1HeEcP2PwDiY5uU4betwWtfhtJ6LyTSc8igmncVdeSXuyivjo+aGiA5tKg7Nfwp7ZFs8HLrS1DbHAb1hcdzTPvY+uwjjTv1Xw3gBpnkZNC874bFnDfqDndV98+TZPD3c2yiecz/SixnuhO7dRI0rsM0rqqeXeqx3fs/dRAvPqZ6vW0REREQm0F+BlcRG2M5dhJ27CJ/8MQCmaSlO67lxuG9bh6ltOeVhTFCDu+wS3GWXxIctjBId3ow9+BRR+1NER7ZAYXRWv5QZk6obD+lxcG87Ftz99KlfP0OeNeiHeWzvwQkhfzz0D3Qo6B/POHGYHfvZ5YdwOrdiR7qI5q2FdGOi5c0Vm23F6VDvvIiIiEg1U5ivcLZ7H2H3PsKNPwfA1C+Kw33beZjWc3HqF53yGMZL4S6+ABbHC27ZMI89ui0O9j3746HQUeGE93aK7UTh6X2Rx89jb1iMMz40fjEmU396xzwF23+UqO8gJqjFNLRigprTPpZx/WcP+mM9+gr6J/JrwE1hhjpxDzxK1LwK27A07tGvZH4GjMHbcjP5uvnYbGvSFYmIiIjIHFOYrzK27xBh3yHCLbfGDbXzcNrOHR+W7zQtPeUxjOtjFp2Ds+icma8vKuCFJ4Z8e7LwbyNM7bxnncc+rVqGe7G9B4h6xoL0AWxPHKRPGJmQaSzOq2+NbyTUF9/PRNBvWgon+bnYME90cAOFh7+NPbTxtM9R9hwX0s2QH8Q5ugk71EU0fy0Ep14/opzZxuWYzu34T9xA/uK3xOsHiIiIiEjVUJivdoMdRNvuJNp2Z/x5phGn9Zxjc+5bVmCMM2flmLHVzZm4FdlsrVtu8yPHQvp4cD+A7W2H0YHJH2i4BzvcQ3iyUJ1pxDS04jw95De0TTvou0suwl1yEeGu+yk88DVsz/7TPl5ZMyYO72EKM3AYN9dP1LwGW98aD82vRMbBNq/CdO7AW38D+YveAqls0lWJiIiIyBxRmJeJhnuIdt5LtPPe+PNUHc6is4/NuZ+3GlNmQ5htWCgOVT8W2m3vgeLic12zX8B40N904mPphuJ8/ukFfXfllTjLLyPc9AsKD38Lhntmrv5y4vqQaYZcP87hJ7HDnUQtZxxbQK/SOB62eSXu4Y3w5PfIX/Dmyv1aRURERGQChXl5dqMDRHseItrzUPy5n8FZeFYc7BecGQdOx4uHOrtesWfdPdZWfG9cf9ZLtf1HiMbmlvccOBbe+w+X7tzykV7sod5nDfqmvtirPxbynyHoG8fFO/c63LUvovD4jYRP/AAKI7P/NZQaYyBVH29p17sfZ6QP27IGW7ewMvemdwOixhU47Y/ieRkK570O3CDpqkRERERklinMy9Tkh4n2P0a0/7Gpv9Y4J4R8HC/u6S9+7qRSRBEntJ9wc8DxwLjY0b44uPcdKp8V9ierGPTtoU2ccCsi3YC7+rl4l/7WCdsPGj+Df9lv4517HYWHvkm4+ZbSvZkxm9wAMs2Y0T7MofXYhqVEzavBq8Cg66ex9Ytx990HQYbCWddX/iKAIiIiIlVOYV7mjo0gzMHTFq23x3/ie9h84cR2mWikl/CpnxJuvQ3vwt/EPf81GP9p6wzUNOG/4N2457+Kwv3/TbTnwYSKTZBx4u3qCiOY7l04Iz3YeWsrc7G4oA5buwB35+1Yv4ZwzbWVORJBRERERACo0JWhRKpEfpjCQ//L6LffSWHTLfG2f0/jNC0l+I2/IXjVJzEL1iZQZAnw0nEv/UgfTvtjmI7t8Y4IlSbdAOkmvK0/x917X9LViIiIiMgsUpgXqQSDXRTu/CK57/0J4dj6Bk/jtK0j9br/h/+S92PqF81xgSXAOJBpAsfD6dyK0/4odqg76apmnK1pAS+Dt+nHOO2nMR1GRERERMqCwrxIBbFde8j/7KPkfvRBoqPbT/ocd/VzCd70L3jP+QNI189xhSXAr4F0E2aoE7v3QUz3bjjJiIZyZrOLwEb4G27CObol6XJEREREZBYozItUoKh9Pbnv/zm5X30mXs3/aYzr4533KlK/9W+4F72++lY/d1xIN8cfHt2Ec+gJyA0kXNTMsvVLID+I9+R3MT17ky5HRERERGaYwrxIxbJE2+9k9Ft/SP7ef8eO9J/wDJOqxb/ibaR+68u4Z744HopeLYyBVBaCekz/YdwDj2B6D1TOyv/GYBuXYwY78J+4AXOSmzoiIiIiUr6q6C93kSoVFQjX/5DRb/4Bhce/jy3kTniKqZuP/6I/JXj953CWXpxAkQlyfcg0Q5jHOfwkzuENkB9OuqqZYRxs00pM7z789d+G4cpbI0BERESkWinMi1SL3CCF+/+b0W//IeHW20/6FKdlJcErPoJ//ccw81bPcYEJMgZS9RDUYXr34xx4BNN/CGwFbJDouHGg79yOv/47kBtMuiIRERERmQEK8yLVZuAo+dv+idHv/Snh/sdP+hR3yYWkXv85/Gv+HOrmz219SXKDeAu7/BDOofU4RzfBSUYylB3XxzauwD20AW/D96AwmnRFIiIiIjJNCvMiVcp27CD/k78h95O/JercddLnuGtfROq3voJ35dshqJ3jChNiHEg3gpfGdO/GaX8EM9SZdFXT56WIGpfi7n8Yb+MPISokXZGIiIiITIPCvEiVi/Y/Ru57f0r+9s9hBzpOeNy4Pt6FryP1f76Ke/6rwfESqDIBXjrupR/pw2l/DNOxvfwDsF+Dzbbh7rkHb8vPK2exPxEREZEqpDAvImAjwi23Mvqtd5G//2vY0RPnVZt0Fv/q3yd485dx1rwAMHNf51wzDmSawPFwOrfitD8GIz1JVzU9qSy2Zh7ujttwd9xRGesCiIiIiFShKuliE5FJCXOEj3+PcPMteJe8Cfec6zDuxH8mnPqFBNe+j+iC1xBu/Dl2uBc7OgCjA9jRfhgdqLw52X4NuCnMUAfugX6i5lXYhqXxfvXlKNMEUQFv688gVUe49PKkKxIRERGRKVKYF5ETjfRRuOerhE/+BO/yt+Cued4JT3Hmr8F5wXtO+nIb5uNwP9IPuQHsyLGwfyz4D8DY5yPFz3MDEIWz/dWdHseFdDPkB3GObsIOdxHNO7Ns1xKwtfMxfe14G3+A9TNEi85LuiQRERERmQKFeRF5RrbvIPlf/SOF9T/Av/LtOG3rJvU64/pQ04SpaZr6OXND42E/7ukfHO/xP/6mACO9RIc2z+08dmMgqIMwhek/hBOFRG0Xl20Pvc22Ynr34m34Pnk/g21Zk3RJIiIiIjJJCvMickr2yFZyP/ornOWX4135uzhNS2ftXCaogaAGk11w6rqGusnf/nmifY/MWj0n5fqQasQMdWIGj2CzrXN7/pliDLZhGaZ7J/76G8hf/LvYhsVJVyUiIiIik6AF8ERk0qI9D5L7znvI3/EFwj0PER3ZRtR3KB4inwBT04T/G3+De/bL5v7krgfGwXTvKe9V7o3BNq3EDBzBX/9tzODRpCsSERERkUlQz7yITI2NCDf/knDzLye2GyfuUU9lIVWHSdUde5/OYoI6SMefT3gslcX46dMuxzgu/gveg8kuoPDg16f5xU1RkMWMdGP6D8YL4pUr42CbVmG6tuM9cQP5i98C6YakqxIRERGRZ6EwLyIzw0bHFrYDprThmeOdGPxTdZj0cYH/+BsANU049YsmHMK7+I2Y7ALyt39+7nrKHRccH9O9B1u7ELxgbs47GxwX27QK9+hmWP9d8hf9n3gVfxEREREpSQrzIpK8qADDPdjhHmByNwK8y34H75I3TWhzz3ghpraF3M//HnKDM1/nyQR1mOEuTN9+bPOquTnnbHF9oqYVuIcex27IUDjvDeV9g0JERESkgmnOvIiUpcJD/0v+zi9in7aVndN2HsFr/nFSC+jNCOOAl8bp3Qf54bk552zy0kT1S3H33Y+3+celu1WgiIiISJVTmBeRshVuuoX8zz4Wb2d3HKd5GcFrP4OZt3puCvFrITeI07t3bs4324JabF0r7q5f4267BeyUJk2IiIiIyBxQmBeRshbte4TcD/8KO9g5od3UNBG8+lM4yy6d/SKMAb8G03sARvtn/3xzIV2PzbTgbf8l7u67FOhFRERESozCvIiUPdu5k9Gb/oKoa8+EduOn8V/+IdxzXj77RXgZKIzg9OytnOBb0wx+Hd7mn+K0P5p0NSIiIiJyHIV5EakMA0fJ/eD9hAeemNBsHBf/+e/Gu+JtgJm98xsTL4bXfxBGemfvPHPM1i0AHPwNN+Ec2Zh0OSIiIiJSpDAvIpUjN0j+p39HuOW2Ex7yLno9/ov/b7wN3mxxUxDlcXp2V07vPGDr2yAcwXvye5juXUmXIyIiIiIozItIpYkK5G//LIWHv33CQ+4ZLyC4/mOQqpudcxsDQRYzcAQz1DE750iCMdiG5ZjhLvwnbohHH4iIiIhIohTmRaQiFR7+BvnbP3+SrevWEbzm05jswtk5sRuAtZju3ZW1rZsx2KZVmL52/CdugKGupCsSERERqWoK8yJSscItvyJ/80dO3LquaQnBaz+Nmbdmdk4cZDFDnZjBI7Nz/KQYB9u8CtO5A3/9tytn5X4RERGRMqQwLyIVLdr/GLkffuCkW9e5130MZ/nlM39S1wPjYLr3QFSY+eMnyfGwzStxD2/E23xzRa0NICIiIlJOFOZFpOLZzl2M3vg+os6Ji7cZP43/sr/GPfe6mT9pkMWMdFfm/HI3IMq24R54GOfo5qSrEREREalKCvMiUh0GO8j98AOE+x+b0GwcF/95f4R35duZ0a3rHBccP547X8jN3HFLRboeogLetl9CfiTpakRERESqjsK8iFSP3BD5mz9KuOXWEx7yLnwd/kv+Elx/5s4X1GFG+zF9+2fumCXENizFdG7H3Xt/0qWIiIiIVB2FeRGpLlGB/O2fI//QN054yF39XILrPw6p7MycyzjgpXF690F+eGaOWUrcAFL1uLvuwAxU2GJ/IiIiIiVOYV5EqlL4yLcp/PoL2HDiAnVO6zkEr/1HTP2imTmRXwu5QZzevTNzvBJj6xZiBjtxt/9Ki+GJiIiIzCGFeRGpWnbb7eRv/rsTt65rLG5dt2Dt9E9iDPg1mN4DlbmVmzHY+jbcA4/iHNmYdDUiIiIiVUNhXkSqWnTgCXI/eD92oGNCu8k0ErzyEzgrrpj+SbwMFEZwevZWZu91KgvY4mJ4FTidQERERKQEKcyLSNWzXbsZvel9RB1P37ouFW9dt+766Z3AmHgxvP6DMNI7vWOVKFu/BNO1A3fPvUmXIiIiIlIVFOZFRAAGO8n98P2E+x6d0GyMg//cd+Fd9Q6mtXWdm4Ioj9OzuzJ7510f0o14u+7E9B9KuhoRERGRiqcwLyIyJj9M/mcfpbDplhMe8i54Lf5L3h+v4H46jIEgixk4ghnqOPXzy5CtXQDD3bjbfwk2SrocERERkYqmMC8icrwopHDnF8k/+L8nPOSufg7BKz8O6frTO7YbgLWY7t0QhdOrsxQZg80uxm1/HOfQhqSrEREREaloCvMyPZU4XFgECB+9gdxt/3Ti1nWLzo5Xuq9vPb0DB1nMUCdmsEL3ZU/VAQZv+68gN5h0NSIiIiIVS2FeJsfauCcxPwKjfTDcCUOdMNwVv+WHNaxWKk609XbyN38YOzoxlDoNbXGgX3jm1A/qemAcTPceiAqnfn4ZsvWLMd27tBieiIiIyCxSmJcTWRuHjPwwjPTBUDGwj/aBLWCDWmzjcqKF5xK1XoDNtsVBfqQbhrsV7KWiRAfWk/vBX2L7j05oN5kGglf+/entRR9kMSPd8er2lcj1IdOMt+vXmL4DSVcjIiIiUpG8pAuQhI0F9ygPYf5YT6Hjgutj01lIN2CDOmxQC35NPO/XHFvV29a3QWEEM9SFGTyCGeqKQ70x8f7aXnrC80XKje3ey+hN7yO47m9x5q0ebzdeCv+aPyf3vT+BwujkD+i44PiY7t3Y2oXgneaieiXM1szDdG7D3fZLChe9Jf6aRURERGTGKMxXExvFYT0sBneKC3A5Hjg+tqYZm6qHoBYb1IBfG/ewTYaXxta3xcE+P4wZ7j4u2HeB44CbAS+lYC/laaiL3A//Cv8l78dddsl4s9O4GO/yt1C499+ndrygDjPchenbj21eNcPFlgBjsPWLcQ+uJ2pdT9R2UdIViYiIiFQUhflKZaNjoT3KAxFgwPGwbgCZJmy6HvyaYnCviUP9TPAzWD9zLNiP9dgPd8PIIOCAn4n33Vawj1kL2Pi9jYpvFjju4wlt9tiW504Qfz9n6ucnzyw/TP7nH8O8+lM4C88ab/bOfzXhrvuxB6ewgrtxwEvj9OwlzLbGP8NKE9SCcfC2/4rcvLXx5yIiIiIyI/TXfyWwERRGjgvuFjDxMHkvBel5cY/7WHD3MnM35NXPYBsWH9dj3xXvsz3SHa90bSok2I+FbezTwveJbcZGWAPH0vjYjgAm/n4YAzjjH1vHjxdNc31w/PH31nExYQ4Gj2JyA/GoCycAPx0/r5y/n6UsCsnf9jmCN3we46XGm/0X/Qm577w3/l2cLL8WhjtxevcSzTuNxfTKgG1Ygunagbvr14Rn/kbS5YiIiIhUDIX5cmecOBR7KayfgfQibCo7MbiXQqgzBoK4Jlu/GPJDxWB/GDPcWwz2LlAH1i2Nmo83NkUhCovvC3GbAYqd5HYsiJtjQRzHwTpe3Gs+FsLdoNjmxm/GLU51cLGm2Db2uHGPC/gnKQug5QwY7cUMFac25AYg7I9f66fL/0ZJCbK9Byg8+HX8q39/vM2pX4R31dsp3PWvkz+QMeDXYHoPQLYNUtlZqDZhjgeZFrzddxMtXIdtXJp0RSIiIiIVQWG+jNm6hUQNS4kalkC6oXxCmzHFefm12PolcbAfioM9hQEYHY6DrJc5YbG9WWWjiWH9+MBenKKA48ULARbrxw2OBXHHBfP0kF4M47PJcSHTjM00x3OvR/vjldIHj2JGxm6UmHghQi89+/VUiXD9j3BXXInTtm68zTv3OqJd9xPtf2zyB/Iyce98z16iBeeUx+/wFNmaFkznNrztvyR/8du0GJ6IiIjIDFCYL2duvGgdmaY4VJaj44N9wxKMUyDqPhj32I/0Qm5gZoP9+Or9hWM97YRx77phvBfd+pliXXXxon1eGuuli0PYS/jXxhhI12PT9diGZfHUhpFuzGAnZrgTRnoAG9/48Ur8ayl5lvwdnyd4wxcxfnq81X/hexn9znvjmyiTYUy8GF7/Qahvi3+fK40x2PolOIeexDn4ONHiS079GhERERF5VvpLXkqHMZh0FtvoYxuWQm6guHjeYcxIXzHYe8XF3p5lTri1YMMTQ/vY84vD2q2XjhfkCmqxfvpYYB8LueXeQ/r0qQ2FXBzsh7riefaj/fHIA9cvrqNQAV/zHLN9hyjc/1/4z/uj8TZTNx/v6t+ncMfnJ38gNwX5QZyePUTpxsr8OQQ14PjHFsOrxCkFIiIiInNIYV5KkzGQymJTWWzjMsj1jw/FN6N9EPYVF4MLisE9BFs47vXuhJX7CWqxXrw13rEe9ipbJM4LsHULsXULITojHvkwPs9+MF480fHjmxlzOb2hzIVP/Qxn5VW4Sy4cb/POupZo571Eex+a3EGMgSAbLw451IGtnT87xSbM1i/G6dyOt/NOCmdfn3Q5IiIiImVNYV5KnzGQqsem6rGNy+M54cNdmP5DmPxQvNp7ugGCunh4/FhgVyh9Zo6HrWmBmhZsS3Ge/fDYPPs+yA/Ec+vddDzNQPPsn4Ulf8cXcN74JUxQM97qv+A9jH7nPTDaP7nDuAHkBjHdu7GZ5sqcV+642Np5uHvvJVx0HrZpedIViYiIiJQthXkpL8fPCW9cDmFOgX26jAPpBmy6If6e5ofiYD/UgRnqhpFu4q0Ox+bZV2DInK6BoxTu/Xf8F/7xeJOpbcZ/7rvI3/qZyR8nyGKGOjGDR7DZ1lkoNHk204zp2o637ZfkL/1drdsgIiIicprU3Sbly5hir7GC/IwZW5CwYQlR64WEy68iar0oXsPAcSDXB0OdcW9zmE+62pISbv4l4Z6Jw+rdM16As/LqyR/E9cA4mO498VoPlWhsMbwjT+EceDTpakRERETKlsK8iDwzL43NLiJaeC7hsquJ2i7BtqyOpzHkB2GoA4a7IT9UueFzCvJ3fgk7OjChzX/+/xdPA5msIBsvVNh/cIarKyF+vDuFt/1WGOlNuhoRERGRsqQwLyKT4/rY2nlE89YSLbuScMnlRAvOjRfUg7i3vtrD/VAX+bu/MqHJZBriQD9ZjguOj+neDYXczNZXQmy2DaevHW/nHUmXIiIiIlKWFOZFZOocFzKN2KblRG0XEi5/DuHSy+Jwny2G+1w/DHdWXbiPtt1BuOu+CW3uqqtx1rxg8gcJ6jCj/Zi+/TNcXQlxXKK6+bh778d07Uq6GhEREZGyozAvItPn+pBpjsN9azHcL7mMaP45Jw/3ucoO9/lf/wt2uG9Cm//cd0FN8+QOYBzw0jg9eyE/PAsVloh0E+SH8bbdojUYRERERKZIYV5EZt5Jw/3lRAuK4d4xkBuIF9OrxHA/3EP+rn+Z0GTSWfwXvGfyx/BrIT+E07t3hosrIeOL4W3EPfBI0tWIiIiIlBWFeRGZfa4PmSZs49N67hc+U7gfjMO9tUlXftqinfcQbrtzQpu7/DLcM188uQMYA34NpvfA5PeqL0d+GrwM7o5b45+9iIiIiEyKwryIzD3He4Zwfy42u6i4Dd4ADHeVdbjP3/0V7GDXhDbv6j+A2nmTO4CXgcJIPNy+zL72qbDZVpz+g3g7bq/or1NERERkJs1omM/lchw5coSenp6ZPKyIVLrxcL+MqPWCygn3o/3kf/2lCU0mVYv/oj+e3OuNiRfD6z8IIz0zX1+pcFyi2kW4+x7EdO1IuhoRERGRsjAjYf6b3/wmr371q7nwwgt5wQtewD/8wz+MP3bzzTfznve8h927d8/EqUSkGpw03F9eDPet2LFwP9IFYWnPtY/2PES45dYJbe6Si3DP+Y3JHcBNQZTH6dlT+jcvpiPTCIWR4mJ4lbsln4iIiMhMmVaYLxQK/OEf/iEf+9jH2LVrF6tXr8Y+7Y/N1atX86tf/Yqbb755WoWKSBVzvHgrvMZlRK3nExV77m3dIhjtjbe+K2H5e76KHeiY0OZd9XbM2Er/z8YYCLKYgSOYoY5TP7+M2YYlOEc34+5/KOlSREREREretML8//zP/3DHHXfwwhe+kNtvv50f//jHJzznzDPPZMmSJfz617+ezqlERI4p9txHi84nmrc2HnI/0g02Srqyk8sNkr/jCxOajJ/Bf9GfAubUr3cDsBbTvRuicDYqLA1eGvw63B23YYY6k65GREREpKRNK8z/4Ac/YP78+Xz2s5+lpaXlGZ+3dOlS2tvbp3MqEZETOS62ZTVR64XYoC6eU1+iQ7Sj/Y9R2PjzCW1O2zrc8145uQMEWcxQJ2bwyCxUVzpsdhFm4Ajujtsqe1qBiIiIyDRNK8zv2bOHCy64gHQ6/azPa2pqortbWw6JyOywtfOI2i7BNiyJ59LnBkoyCBbu+0+ivsMT2rwr3oppWHzqF7seGKfYO1/a6wRMi3GwdQtx9z+E07Et6WpERERESta0wnwQBAwNnXquant7O9lsdjqnEhF5dn6aaOE6ogXnxJ+PdJfekPT8MIU7Pj+hyXipeLi9mcQ/x0EWM9ITr25fydKNEOZxt90ChdGkqxEREREpSdMK82vXruXJJ5981l739vZ2Nm7cyLp16yZ93MOHD/Pf//3fvOMd7+CFL3wh69at4znPeQ7vfe97eeKJJ6ZTsohUMuNgG5cRtl2MTTfGgb7EwmDU/iSFJyeuL+IsOgv3gtee+sWOC44f984XSnM6wUyx9UtwOrfh7nsw6VJEREREStK0wvzrX/96+vv7+Yu/+At6e3tPeHxwcJAPfehD5PN53vCGN0z6uF//+tf55Cc/yb59+7j66qt5+9vfziWXXMKtt97Km9/8Zq2MLyLPLtNItPhibOMKKAzBaF9JDbsvPPA1ot6J64h4l/02pmnZqV8c1GFG+zF9+2epuhLhpSCow91xO2bwaNLViIiIiJQcY5++l9wU/cmf/Am/+MUvqKur45JLLuHOO+9kxYoVrF27lgceeIDe3l6uv/56PvOZz0z6mLfccgvNzc1ceumlE9offvhhfvd3f5fa2lruuusugiA46eurZX6+6d5FcO+XsPWL49WuK0A6k2ZkeCTpMqRSWIvpP4jTuQ1yQ5BuiFfCL3J9jzCfzPxzs+hsgld/CnPc8Pro6HZyN73v1NMDcgNgHMKlV4CfmeVKE2QjTOc2wuXPpXD+G+Nt+sqU1o6RuaJrTeaSrjeZK9V4rTU1NZ3yOdPqmQf43Oc+x//9v/8X3/e58847Adi9eze33HILURTxJ3/yJ3z605+e0jFf+tKXnhDkAS699FKuuOIKenp62LJly3RLF5FKZwy2vi0edl87H0Z6IT+cdFUA2EObCJ/4wYQ2Z/4a3IsmMYrJr4X8UHyTolDBN7+Mg61rxT3wMM7RzUlXIyIiIlJSvFM/5dkZY/iDP/gD3vGOd7Bx40YOHDhAFEUsXLiQ88477xl7z0+X53kT3ouInFIqS9R2IU7XTkz3HghHIdWQdFUUHvpfnGWX4jQfG17vXfwmot0PYjt3PvMLjYFUA6Z3P87oINH8M6GmeQ4qTkC6HoaO4m37JbmmleA/++4pIiIiItVi2j3zY1zX5bzzzuPlL3851113HZdccsmMB/n29nbuvfde5s+fz9q1a2f02CJS4RyPqOUMotbzsX4GhjshzCdbU5gnf/vnsMcNqzeuh3/Nn06YDnBSrg+ZZsxoH+7Bx+JF8Ww0q+UmxTYsxXRux917f9KliIiIiJSMaXVvn3322bz2ta/lE5/4xLM+70Mf+hA33ngjGzduPO1z5fN5/vIv/5JcLsf73vc+XNd9xuc2NDTgODN2n6Jk2bCLMAggncZ4lTFnHuJ58yKzpmY5tmEe9tBG6D2I62cgqEluPnbPLqL1N+JeeGx4vdOyEv/y3yZ65Bunfr0/D3KDuF3bIBzCLDobU3Hz6NPYcB6p9vtw1l6FqV+UdEGnZTJz30Rmgq41mUu63mSu6Fo70bTCvLWWya6fN5119qIo4q//+q956KGHeOMb38hrXvOaZ33+yVbWr0Smr5cgl8OOjIBbGT1yWgBP5oYLLecQZBoJD22F0eLieJPZ630WhA9+E7PkUpx5K8fbnPNfS2Hnvdgj2059ACcNrgudu7GDPdj5Z2JrWmax4gT4TZiOrYSPfJ/CBW9O7Gd1uqpx4R5Jhq41mUu63mSuVOO1NicL4E1Gf3//aQ+5t9byoQ99iB/96Ee86lWv4iMf+cgMVyciVclxceafQdR2ITaVheEuCBPauz0qkL/9n7DHDfs3jov/oj+b/E4V48Pu+3HaH8d07aqsYffFxQzdA4/iHNmUdDUiIiIiiZtyz3x7+8S9kYeGhk5oGxOGITt37uSee+5h2bJJ7J/8NFEU8cEPfpAbb7yR66+/nk996lNVMXxeROaOrWnBLr4Yp2Mbpu8AOD4EdXM+7N527qbwyLfxL3/LeJvTtBTv8t+hcN9/Tu4gxoF0Y7zSfcdm7Ggf0bwzK2fRuFQWhjrixfCaV1X2tnwiIiIipzDlMH/NNddgjvsj95ZbbuGWW2551tdYa3nDGyax3dJxjg/y1113Hf/4j//4rPPkRUROm5cmWnguJt2A07kdhruLe9LP7b854WPfw11xJc6CM8bb3PNfTbjr/niO/2QYA0EthAGm7wBObgA7/6yKGXZv65dgunbg7rmXcM2Lky5HREREJDFTDvOXXXbZ+McPPfQQLS0trFy58qTPDYKABQsWcM011/CSl7xk0uc4Psi//OUv59Of/rSCvIjMLuNgG5cRpupxOrZghjrjHnpvDnu1bUT+9s8S/Obnxhe1NMbBf9GfkPvuH0NhdPLHGh9234tpf5yoeRW2cdmc36CYca4P6Ua8XXcSLTwHm21NuiIRERGRREw5zH/9618f//iss87iec97Hp/85CdntKh//ud/5sYbb6SmpoYVK1bwr//6ryc859prr+Xss8+e0fOKiJBpJGq7CKdzO6Z3PxRy8fDuORp2b7v3UXjof/Gvesd4m9PQhnfl71K4+ytTO5hxINX4tGH3a8t+eLqtXYDp3Iq35WfkL3pLHPBFREREqsy0VrO/9dZbqampmalaxh04cACI5+N/+ctfPulzFi9erDAvIrPDDYjmn41JN+J0bosXx0s3nHrv9xkSrv8h7sorcRadM97mrbueaNd9RAfWT+1gJxt2P+9MbO28Ga56DhmDbViGc/Bx3OZVhKtemHRFIiIiInPO2OnsGVeiqmXbAtO9i+DeL2HrF09+xesSp63pZC5N6nob7Y+H3Q8cAb92znq1TUMrweu/iPFT4222/wij33kP5IdP76A2gtE+MA5R0yps0/KyHnZvBg4Dltxlv49tWpF0Oc+qGrfUkWToWpO5pOtN5ko1XmuT2ZpuRrqZhoeHeeCBB9i9ezeDg4Mn3VPeGMO73/3umTidiMjcSWWJWi/E6dqJ6d4D4Sik6md9n3Pbe5DCA1/Df+47x9tMdgHe1b9H4c4vnd5Bx1a7zw3hdG7B5sZWuy/PYfe2dgGmazvepp+Qv+wd4M/8SDERERGRUjXtMH/jjTfyyU9+koGBgfE2a+2EFe/HPleYF5Gy5HhELWdg0o2Yji2Y4S5INcz6XO1ww09wVl6Ju/j88Tbv7JcR7byPaN8jp3/goAZCH9PXjjM6iJ2/Fls7fwYqnmPGYBuX43Rswdt+K4Wzrp/zLQVFREREkjKtrqV7772XD37wgxhjeNe73sWFF14IwEc/+lF+7/d+j2XLlmGt5Xd+53f4xCc+MRP1iogkwxhs3QKitkviFdRzfZAfmuWTWgp3fAGbm3ge/4XvjefBT8fYavf5AZyDT2A6d0AUTu+YSXADbO0C3N134RyZ5PZ9IiIiIhVgWmH+P//zPzHG8D//8z/86Z/+KStWrADgjW98I+973/u4+eabedvb3sb3v/99zj333JmoV0QkWUEN0aLziZrXQGEYosKsns72H6Zw339NaDO1LfjPeeczvGIKjAPpJnA8nM6tOIfWz8ENilmQaYIowtv8Uxiurvl0IiIiUr2mFeaffPJJLrjgAs4666yTPu66Lu9///tpbm7mi1/84nROJSJSOhwX27wKW9MSLyg3y8JNPyfc9+iENvfMa3BWXDEzJ/BrIKjH9B/EOfAoZvAolNnaqLZhKU7PXrwtPyvPEQYiIiIiUzStMD80NERbW9v450EQr6h+/Px5x3G44IILePjhh6dzKhGR0uK4ce+8453+6vJTkL/ji9jRwQlt/vPfDTWnXul0UsaH3Q/Gw+67ymzYveMS1S/B3f8w7oFprCcgIiIiUiamFebnz58/YYuA+fPjBZR279494Xm9vb2MjGi7MRGpMJkmbMMSyA/G277NpsEOCvd+dUKTqWkieNUnoLZ5Zs5x/LD7jm3xsPtcGQ27T9WBm8Ld+nNM/6GkqxERERGZVdMK8ytXrpwQ3C+66CKstXz1q18d357u0Ucf5f7772flypXTKlSk5NgIwlzZDUeWGWQMUdMKbCoLo/2zfrpwy62Eux+c0OY0LiF41SehtmXmTuTXQKohHnbf/ghm4EjZXOe2vhUz2IG36Sfx76eIiIhIhZpWmH/hC19Ie3s7jz/+OABXXXUVZ555JrfccgvPe97zeN3rXsdb3/pWoijibW9720zUK5KcKISRXkzvAUznVkznDkzvfkzXdkzHNkzn9vjzwQ4YHZj1hdGkRHhpbPMqsCGE+Vk/Xf6OLxD1tk9ocxra4kBfN4Pby7lecdj9MM6hMhp2bxxswzKcw0/i7ror6WpEREREZs209pl/zWtew4oVK8aH1zuOw7/927/x13/919x33310dHSQzWb5/d//fV796lfPSMEicybMQ64fMzoAhZF4/+qgLt6ebN4aovrF2HQDZrQPM9yDGerA9B/CGerCjPbC4OE44FniedVeGrwU1kvHHztu0l+hzBCbbcX2H8YMHIZM8+zudT7SS+6Hf0Xwqr/HaVwy3uw0tJJ69SfJ/eiD2P7DM3Mu40C6EfJDOB3bsCN9RPPPnP62eLPNT0O6EW/HbUTNK+ObLSIiIiIVZlph/ktf+hL19fU873nPG29buHAh//Ef/8Hw8DD9/f20tLTgugotUuKshXAUM9pf7FXPx2E7lSVqWkHUsgZb34atb8U+LaydMPg4zMXhfqQXRnrijweP4vQfKgb/7vjmwNgri0F/POR7qThESfkwDlHLatyRnngxvKBmds831EXuR39NcP3HcZqXHSsju5DgVZ8g9+MPYvtmcM64XwNOgBk4jJMfxM5bi61dMLs3LabJ1szDdO/A3/Rjcpf9funfgBARERGZommF+W984xtcc801J30sk8mQyWSmc3iR2WMt5IcwuQHIDcTDh90AUlnCReuwzSux2Tai+lZIZad2bDfA1i3A1i048bH8MGYkDvpmuCcO+/2HcQYOx7UM9sc3FShGfTeYGPTdoKQDVFVLNxA1LsPp2BrfkJntkRdD3eR+/EGCV34cp3n5eLPJLjgW6HsPztz5xobdj/ZiDq6P1wpoXhnfjCpFxmAbluN0bsPbdguFc16j3x0RERGpKNP6K2zhwoXjC92JlDQbQW4gHjKfHwQseBlsup5o4bnYxqVE9W3YutZ4iO5s8TNYP4PNtj6tPgu5wTjkj/XmD3dh+g9hBo9i8kMw3A1RDjDxm5vCpmrj1ccVUkqCbVyGHTiCyfXHw9Nn23DPsR76eccWGTV18wleVRxy33tg5s5nTHHY/TBO53ZsmCNacHbpjiRxfaLaRbh77iVqXk3Uen7SFYmIiIjMmGmF+Ze85CXcdNNNDAwMUFdXN1M1iUxfVIDRgThUje0BHtRha5qIWi4jaliCzbbFveeun2ytEIekVB02VYdtWDzxMRvBSN9Jg77Tux86t8Y3B1L1ydQux7gBtmU15uDjUBiNe+hn20hfsYf+YzjzVo83m9oWgld/Mu6h7943s+f0M2AcTO8+TKoe27h0Zo8/kzKNMNqLt+Vmcg1LoGaGtvETERERSZix0+haHxgY4C1veQuZTIYPfehDnHPOOTNZ22nr7u5OuoQ5Ybp3Edz7JWz94nj4dQVIZ9KMDI9M/YWFXBzcR/vj7agcB4I6oroF2OY1RA2L40XKaueVbi/iaTC9B3B33oF78HGICvG14M3iyIIKc9rX27OxFufwk5je/ZBpmbtRE6k6gld8FGfBGRPLGeom9+MPYbv3zvw5R/vBGMK2iyDTNPPHnylRiOncTrjscgoX/J9EFp9samqqmv82SbJ0rclc0vUmc6Uar7WmplP/bTWtMP/Wt76V0dFRnnjiCYwxzJ8/n7a2NoLgxGBpjOFrX/va6Z5qSqrlB111YT4K46Ae5jBhLl5tvjCCiQpY14/De8MSouZV2PpWomwbpBsqfwi6tTgdW3B33IZzdGvcO1zfVrpzmUvIrIR5gNwg7v6HIIogNYejloJagld8BGfhmROa7XBvHOi7ds/s+ayFkW5suoGo7eK5GYlwunKDmIGDFM57I+Hyq+f89NX4R4gkQ9eazCVdbzJXqvFam0yYn9Zf+w8++OD4x9Zajhw5wpEjR076XFPpgUpOn7XxFm6FHNYOYwaLvethHmwexpeDc+KbFm6A9QLINBLVzsc2Lieqb42HmlfjitXGEM0/i6h5Nc7Bx/F23hHvCZ5qiKcRVNBIhLIR1BI1rcA5sgmizNz1BOcGyf30bwmu+zucRWePN5tMA8Gr/p7cj/8G27lz5s5XnENvhrtwOrYSLTy3dK+3oBa8GtxttxA1LY9vgoqIiIiUsWmF+VtvvXWm6pBKZW28zVuYP65HfSyoFwBTzOnFoG6yWC/A1s3HZpog0xzPIw/q4jnvqdrix7XqeX461ydachm5Befg7n0Ad/ddmM5t8RZi6cbKH6FQYmzDkngxvOGueO/5uZIbIvfTDxNc92Gc1nPHm026Pg70P/kb7NHtM3c+40CqHtN3AJPKYptWzNyxZ5jNtmK6tuNt+jH5S95e2iMJRERERE5hWmlo8WL1bFS9Qi7eSm0soI+FdWuLHeo2XmDODcD1x1dytzXNcVgP6rBBLTYVh/XMgsXkBnOJzGmtGEEt4ZpriFrPx93163i49+DRuCeyGkcuJMXx4sXw2nuhMDK3axnkh8n99O/iQN+2brzZpOoIrv8YuZ/+LfbItpk7X3HEjNO1gyiVxda0zNyxZ5Ix2IZlOIefwt15B+HalyVdkYiIiMhpU9emnJ7RfszAobh33E2BF2BTWWxNEzbTjE03xKuzF8P6WGjHr3nWHmKTro+3YJNps7XzKJz7WsLFF+PtuB3n8AYYsNj6JeBVxhoLpc5mmrH1izHdu4sjT+ZwCHphhNzNf4f/G3+Du/iC8WaTqiN4xcfI3fxh7OEtM3c+vxZGejBHt2DbLp7dLR6nw0tBpgVv5x3Y5pVE89YmXZGIiIjIaVGYl6nJDWL628FNES6+mGjpVXEve1AX/5GsodylxRhs0wryl7wN5/BGvB23xfPpveJe9xoBMbuMIWpahTPUgckNzP32gYVR8j/7GLzsg7hLLzpWVqqW4BUfJXfzR7CHNs7MuYyBdENx/vwWooXrSvb6sjUtmO6deJt+Qu7yP4BUNumSRERERKasRFcqkpKTH8J0bccMHiVqvYD85X9A4aK3Es1fG2/35qcV5EuZcYgWrSN3xR9SOP9N2HQDTtc2zODReCqEzB4/jW1aBVEhnooy1wqj5H/+ccK9j0xoNkENwSv+DtO67hleeBqMA6kGTH87pmcWtsKbKcZgG5fjdO3C2/oL/Q6IiIhIWVKYl2eXH8F07cAMHCaafw75y3+f/CW/SzTvDIX3cuQFhMuvJnfVu8mfdT3YCNOxFUZ6k66sotn6NmztfMj1JRMcwxz5X/w94Z6HJjQbPxOvfN92/sydy/XBTeN07cAMdszccWea4xFlW3H33odz8PGkqxERERGZMoV5ObnCKKZ7F6b/ANG8M8hf+g7yl/0e0fyzSnfrKZm8dD3h2peTu+rdhCueixntw3Rug/xw0pVVJuMQtayO580XEvoeh3nyv/gE4a77J5bmp/Cv+1ucJRfO3Ln8GrAh5uiW0r6m0vVgXLwtN8ejVERERETKiFKZTFTIYbp3Y/r2EzWtIH/J75K//J3x/tElOv9VTp/NLqJw/hvJXf4HRAvOxfQfxPTsSWY4eKVLNxI1LIP8ENgomRqiAvlf/gPhznsnNBsvhf/yv8FZevHMnMeYeLj9aC/O0c0QhTNz3FlgG5Zg+g7hbv5pPBVCREREpEwozEsszGN69mJ692IblpC/6C3kr3gXUesF2s+90hmDbVlD/rJ3kL/4LfFe3N07MX3tyYXOCmUbl2PTjTDal1wRUYH8r/6RcMfdE5qNF+C//EM4yy6dmfOMz58/FK/mX6rz0o2DbViK2/4Y7t77T/18ERERkRKhMF/togKmdx+mZzc2u5D8hf+H3JX/H9Hii+MhwVI9HI+o7SJyV/4RhfPegPUzOB1bMUOdpRvEyo0XYJtXARbCXHJ1RCH5X32acNudE5qN6+O/7K9xll8+M+dxffAzON07MUMlPH8+qIEgi7f1F5iefUlXIyIiIjIpCvPVKgoxfQcwXTuwNc0ULngzuSvfTbT0cu1BXu38DOHK55O7+j0UzngZhLl4Pv1of9KVVQRbtxBbtyj+fiZ5k8RG5G/7J8Ktt09oNq6P/9K/wllx5cycx68BazFHN0NucGaOOQts3UIY7cPb9CPIjyRdjoiIiMgpKcxXmyiM50V3bcem6imc/yZyV7+XcNlV8fZyImMyTRTOeSW5K/+IcOllmKHOeI/6goLOtBhD1Lwa/AzkEw63NiJ/++cIt9w6odm4Hv5LP4Cz6jkzc55UA2a0H+foltKdP28MtmE5ztHNeDtu1WgUERERKXkK89XCRvHc1a7tWD9D4dzfjEP8iufGPWciz8A2LKFw4e/Euxm0rMH07o/3ENdiYacvVUfUuBwKo8mHWxuRv/3zFDbdMqHZOC7+tX+Bs+b50z+HMZBuxAwcxnTtLN2g7AVQMw93169xOrYkXY2IiIjIs9LKZpXORpjBDsxIN1HNfMJzXk245DJINyRdmZQTY4gWnE3Ushqn/XG8nbfHvfR+DTg+OC7WuPGOB44L5rj3xonDnExgG5diB49ghnsg05R0NRTu/BJEId65vzHeahwX/5o/J28com13TO8Ujgd+DU73bqJ0fTysvQTZmhZMVy/epp+Qy7bq30oREREpWQrzlcraeFj0cAdRpoXCWa8gXHpFCYQGKWtuQLT0cnILz8Xdez/O0U2Y3DAURjA2hEIu7mmOQrBj7yMwBgNYTHyDCYM9PvQf9/Gxdu+4mwIVeEPA8bDNqzHtj8VTF7ykp7lYCnf9C9gQb931461xoP+zONBvvW16p/Az8RoMHVuwQS0EddOseXbYxuU4ndvwtvycwvlviK8/ERERkRKjMF9prMUMd8FgB2QaKZzxMsJlV2Fr5yVdmVSSoJZwzYsJ17w4/txGcZAPc5hwNF6pPcxhim0URjFhDsJRKOQxhZF4v/X8MCY/hCkMQ34EExUwY0PPbRgP5Y+i+GMDxf8rntNCUIfNtpZt0Lc1Ldj6NkzPHnBTJfF1FO7+StxDf/6rx9uMcfBf9CcUHJdw8y+nd4JUPWa4E+foZqLWC0tz60vHJapvw933AFHLaqIlM7Rdn4iIiMgMKsG/ouS0WAsjPZjBI5Cqj4PW8quxdQuSrkyqgXHiBRT9NMfPhp7SzGhrIcxDWAz+hdGJNwTGbhQU4psCJj+C0/5YvA5E44p4G7RyYwxR8yqc4U5Mrh9S9UlXBEDh3n+HKMK78LXjbcY4+C/8YzAu4aafn/7Bx+fPH8Xp3EE0b21J3MQ4QaoeRnrxtvyMfOMy/VsqIiIiJUdhvgKYkT4Y7oSgjnDl8wmXPwdb35Z0WSJTY0y8AJkXTPqGgGm7CP+pG3E6thE1LIWgdrarnHl+Btu0EnN4A4QFcEvjn+XC/f8ZD7m/6PUT2v0XvBsch/Cpm0//4I4Hfi2mZw8mXR+PrihBtn4xpnMb3qYfk7/4LeBq204REREpHZoIWO6MC4URwmVXk7vy/6Ow7vUK8lI1bONScpe8ncKyKzH9BzCDHUmXdFpstg1bOx9yvSW10nvhga9ReOSGE9r95/0R7nmvnN7B/TRgcDq2wmj/9I41W4yDbViGc2g97u57k65GREREZAKF+TJma+YTrnohuSvfReGCN2Mbl5bmcFWR2ZSup3D+myic9UooDGO698Rz+MuJ4xI1rwEngMJw0tVMUHjofyk8/M0T2v3nvBP3/NdM7+CpesgN4RzdHE+xKEV+BlL1eNt/henelXQ1IiIiIuMU5stZqo7CWddhm1YqxEt1c33CNdeSv+h3sJmGeNu8MJd0VVOTaYxvyOWHSu5mROHhb5F/8OsntPtX/x7uOS8//QOPzZ8f7MDp3F5SoxKOZ2sXQK4ff9NP4p+PiIiISAlQmBeRymAM0aLzyF/6DqKWM3C6dpXu8O1nEDUux6YbYLQv6VJOED76HfL3f+2Edu95f4Sz8urTP7DjQlCL6d2L6T84jQpnkTHYxuWYjq14235VsjcdREREpLoozItIRbH1beQvfTuFFc/BDBzGDBwpn/DlpbDNqwBbkiMLwse/R/6+/5zQZoyDf+37cNrWnf6BvTQYN54/P1J6NzIAcANs7QLc3XfjHNmYdDUiIiIiCvMiUoGCWgrnvYHCOa+BKB/v415iQ9efia1biK1bGPfOl+BNiPCJmyg8/K0Jbcb18V/2IUzLitM/cJCFwjDO0U0leSMDgEwT2Ahv809guDvpakRERKTKKcyLSGVyXMLVLyR/8VuxNS2Yzm3x3vWlzjhEzavBy0B+MOlqTqrw8DcpbJy417xJ1RJc9xFMduHpHdQYSDVihjpxOraV5I0MANuwFNO7H2/LzyAKky5HREREqpjCvIhUtGjB2eQv+z2iBedgenaX7jDu46WyRE3LoTBSsoGxcNe/Eu6cuF2bqW3Gv/6jkG44vYM6LgRZTN9+TN+BGahyFjgutn4x7v4H8Z78Ls6REh5JICIiIhVNYV5EKp6tW0D+krcRrnwBZugopv9Qyfb8jrENS7GZZsiV6M0HG5G/9TNE7RsmNDsNbQTXfTje0u10eCkwXtw7P9wz/TpnQ1CHzczD3Xsf/oNfJbj787jbfxXfgCjx60pEREQqh8K8iFQHv4bCutdRWPd6wGK6d2JLtNcbANfHtqwGTOlODwjz5H7+caLOifuvOwvOwH/pX4Hjnd5xgzoIR+P950v1a880YlvOwNYvxgx34W/8IcG9X8J/6N9x9j1YdjspiIiISPlRmBeR6mEcwhXPIX/J27DZVjiyJR7KXqJszTxs/WLI9Zduj29ukNxP/w7bf3hCs7v0IvwX/Slgpn5MYyDVgBnuwuncVtqLF3opbP1iopa12CCLc3Qz/uPfILjrn/A2fB/n6BYI80lXKSIiIhVIYV5Eqk40by35y34Ps/SSeKX7Uh3ObQxR00oIaiE3kHQ1z2yoi9xP/hY73Duh2T3jBXhX/97pHdNxIVWP6d2P6d0/A0XOMmMgXY9tWoltWoWxEe6uX+M/8BWCez5HtOkXmP6DpXtTRkRERMqOwryIVCVb04Jz5e8TrrkWM9KN6WsvzaAV1BA1rYIoB1Eh6Wqeke1tJ/ezj2DzwxPavfNfjXvhb57eQd0A3ACnc3t5bQXnuNja+cVh+G2YwU6ix24guOcL+A//B87+h2G0hG/OiIiISFlQmBeRqmX8NIWzX0Xh/DeB42G6d5Tk6vG2vg1bM79k954fY49sI/+LT2LDiTcd/Ct/F/fMF5/eQf1aCHM4RzaX9JSIZ+SlsQ1LYOFZ8TD8wxvxH/s6wV3/D++pm3A6tmoYvoiIiJwWhXkRqW7GEC69nNylb4/3EO/cDk/rXU6c4xK1rI4XlCvxQBvtf4z8HZ87od17wXtxll029QMaA+lGzEh3HHxLef78szBjw/CbVx0bhr/jjngY/r1fwN15e1nssiAiIiKlQ2FeRASwzSvJXfoOosUXY3r3wnBX0iVNlG6Me3jzgyUfaKNtd5K/998ntBnHxX/J+zELz5z6AY0Tz5/va8f07J2hKhM0Ngx/3hnYulbMwBH8J2+Mh+E/8l84Bx6F3GDSVYqIiEiJU5gXERmTaSJ/0W8Trn05ZrQf07uvdHpKi4vh2VR9WWx7Fq7/IYXHvjehzfgpgt/4MKZp6dQP6AbgpnA6d2CGOmeoyhLgp7ENS4nmrcUGtTiHnsR/9GvxMPyNP8Dp2FbSayWIiIhIchTmRUSO5wYUzryO/AW/hfVrMF07SidMeSls8yqwYVnMsy488DXCLbdOaDPpLMErPgK186Z+QL8GogLm6GbIl/Z0gykzBtIN2ObV2KaVmLCAu/02/Ae+THDPF3F33okZOFI6N5dEREQkcQrzIiJPZwzR4ovJX/oObNMKnK7tJTPs2WYXYesWlvxieGPyd36RcM9DE9pM3fw40KfqpnawYuA1I704HVtKcrHCGeF42LoF2HlrsXWLMAOH8Dd8j+Cez+M9+jWc9sdK5noUERGR5CjMi4g8A9u4lNyl76Cw9ApMfztmsCPpksA4RM2rwUvFe8+XeqCPQvK//AeiQ5snNDvNywh+42/ir2MqjAOphvjn0bWr9L/+6fIz8TD8lrVYL4N78An8R/6b4O5/wtt8M6bvQOV/D0REROSkFOZFRJ5Nup7C+W+mcNYroDCM6dmT/AJ06fo40BsDw51xL20pB7rCKLmffZSoe9+EZmfROfjX/mUc0KfC9cGrwenegeneXdpf+0wxBjKNx4bhF3K4W39GcO+X8B77Os6RjaUzHURERETmhMK8iMipuD7hmpeQv/C3sen6ePu6MJdoSbZpOeHSK7Ata8BQDPUl3FM/2k/upx/GDkwc3eCuuBzvBe+Z+vH8DDgBTuc2TN/+GSqyTDgetm4htmUtNqjDPfAo/oP/TnDvl3D33gejA0lXKCIiInNAYV5EZDKMIWo9n/ylv0c0by1O1644PCcpqCWat5Zw6RVE89bGPdzjob4Et68bOBoH+qeFTe+sl+Bd/papHy+oBePhHN2C6T84Q0WWkbFF81rWYLNtmL4DeI9/i+Duz+Ju+Rmmr710b+6IiIjItCnMi4hMga1vI3/p2yksf048Xzk3lHRJ4NdgW9YQLr2SaN6Z4Lgw3B1vYVdiod527yX3s49iC6MT2r2L34h73iunfsDiInrOkU2YwaMzUWJ58tPYxuXY5tWYMIe35eZ4CP7j38A5ullD8EVERCqQwryIyFQFtRTWvY5wyeU4vfvgacE0MX4a27I67qmffxbW84uhvq+kQr09tIn8L/8B+7TV6P3nvBNn9fOmfsAgC1EB5/BTMNQ1Q1WWKcc9NgTfr8Hd/xD+A/9GcN+/4O59QKvgi4iIVBCFeRGR0+EFcaBftA7Ts7u0ej69NLZ5JdGSK4kWnIP1UnGoH+krme3coj0PUbjzSye0+9f8Gc6SC6d2MGMg1QCFUZwjG2Ckd2aKLGdjC+a1nIHNtmJ69uI9/g2Cu/8Jd+vPMf2HNARfRESkzCnMi4icrqCW/PlvjIc2d+0sqd5vALwA27ScaOkVRAvPxQYZGO2Jw24JhPpwy6/IP/C1CW3G9fFf+leY+WumdjBjIN2IyQ3hHNoQTzGQmJ/BNq3ANq/C5EfxN/+U4N4v4j3+LZyjW0rrRpSIiIhMmsK8iMh0ZJriQJ9txXSX6L7nboBtXEa05HKihedhg9piqO9JPMiFj32PwpM/mtBmghqC6z6MaWid2sHGAv1oH87hDaWxnkEpcTxsdtGxPev3P4D/4L/h3/+vuPse1BB8ERGRMqMwLyIyTba+LQ706QZM775TvyApro9tWEK09HKiRedjU/XxfPqEQ33hnn8n3P7rCW0m04j/io9CTdPUDmYcyDRhhnviQF8YmcFKK8TxQ/DrFuF078F77BsE93wOd+stmP7DSVcoIiIik6AwLyIyA2zLagrnvg4cN56PXMocD1u/mGjJZUStF2DTDcVQ3w1hPoGCLPnbPku4/7GJZdYvIrju7yComdrhjBP30A91xIvihbmZK7XSjA/BX4nJDeNv/jHBvV8oDsHfWhLTMUREROTkFOZFRGZI1Ho+hbNfCYVhzFBn0uWcmuNis61Eiy8lar0Qm2mC/EC8WN5ch/qoQP4XnyQ6sm1iifNW4b/sg+D6Uzue48aBfuAwzpGNiU8nKHkThuCncffdj//gV/Af+DKOhuCLiIiUJIV5EZEZFC67isIZLz22enw5cNw4yC2+lKj1ImxtC+QGYLhrbnu188Pkbv4IUW/7hGZ38fn41/zfuMd9KhwPUg2YvnacI5vUyzwZxkCmqTgEfyFO1y78x4tD8Lf9EjNwJOkKRUREpEhhXkRkJhlDuOZawpXPwwwchHwZLcJmHGzdAqK2i4kWX4ytnR/XP9wFhdG5qWGkl/xP/hY71D2h2V39HLznvmvqx3N9SNVjevfjdGwpvR0HSplfEw/Bb1qJyQ3hb/wRwT2fx3viBpyObRrtICIikjAv6QJERCqO41I465WQG8Lb9yBR00rwgqSrmjzjYGvnY2vmYYa7MD17MYMd8RB8vw7cIO7BnSW2/zC5n36Y4NWfwhw3X9479zrsUDfhI9+e2gHdAII6TM8eHMcjajljVuuvOI6HzbZi6xbBSDfunntw9z+ErZ1PtOBsoqYVRE3LId2QdKUiIiJVRWFeRGQ2eAGFda/D5AdxDm3AtqyJh32XE2OwNS3YTDMMd+P07sMMHomH4Ae14KZmLRTbzl3kf/5x/Fd8BHPcfHn/st+GoR7CTT+f2gG9FFiL6dqJMR62eaUC/VQZA5nm+HrID2NGenC3/wrXGEg1EDUuI5p/JlHjMmzD4vK73kVERMqM/ksrIjJbglry572RID+C6doZB/qpzvsuBcZATTNRpglGeuNQP3A4HoKfbpq1UBy1P0n+1s/gv+T9mOO+b97z/hA73EO0+/6pHdBPAxFO13Yi18M2LFWgP11+ButnINsar0Uw2otzdBPuoSewXgZb00K04EyiplVEjcsg05h0xSIiIhWnDP+qFBEpIzXN8R702VZM9y6wNumKTl9xf/Jo4Tqitouwfk28R/0sfk3Rznsp3PXliWU4Lv61f4FpPXfqB/RrwPFwOrZg+g/OUJVVznHjHvumlfFq+LXzMKN9uDtux3/4P0jd9f/wH/w33F2/xnTvTmj7QxERkcqjnnkRkVlm69vIn/9G/Me+jundh21clnRJ0zM2/H7hOtxD62G0B1KNs9bLHW78GaamCe/S3zpWghcQvPxvyP/i40TtG6Z2wKAORvtxjmwiclxs3cIZrriKGRMvnOcX1zqIQhjtwzm6FffQBqyXinvt559J1DzWa9+UbM0iIiJlSj3zIiJzwLaspnDu68BxMf2Hki5nZtQ0Ey1cFy8wN9o7qz30hYe/SWHjxHnyJlWL/4qP4qx5/tQPGNSBjXAOb4wX95PZ4bjxVndNK4hazsDWLsCM9uPuvAP/4f8kddc/xb32O+9Ur72IiMgUqWdeRGSORK3nU8j14224CTPUia1pSbqkabO184gWnItzeAOM9kGqftZ66At3/SsmXY+76urxNuP6BNf+Bfm6eYSP3zj5gxkT1zrag3PkKcJFF2he92wz5thcezh5r32mmWjBWURNK4sr5DdqXQMREZFnoDAvIjKHwmVXw+gA3pabwfEhXZ90SdNm6xYQ2XNwDj8Fuf44JM/KiSLyt34GeN+EQA/gX/l2TN18Cvd8dfJ7yRsTTw8Y6cY5/CRR6wWzV7ucaKzXPtOEtRYKI5iRXtydd+ByB6SyRA1L4yH5Tcux9YvjUSAiIiICKMyLiMwtYwjXXIvJDeDuvAPrevGibGXOZhcR2QjnyEYY7YdUdnZOFObJ//IfsFf/Pt55r5zwkLfuekztvDjwF0YndzxjIN2EGenCObQhDvRB7SwULs9qQq/9omKvfT9OxzbcwxuwXhqbaSKafxZR80qiphWaay8iIlVPc+ZFROaa41I463rCJZfi9OyFQi7pimaErW8jmn9m3DOeG5jFE0UU7vk38vf+xwkPuSuvJLj+41Mb8TAe6HtxDm2A/PAMFiunxXEh01ica782nmufG4rn2j/y36Tu+n94j/1vPBpE8+xFRKRKKcyLiCTBS1FY93rChefGW9ZFhaQrmhG2fgnR/LXx15MbmtVzhet/QO6X/4h9WphzFp1F8NpPY+oXTf5gxoF0I2a4Mw6Ik+3Zl9k31mufXYSdtxbbtArrpnD3P4T/0H8Q3PsF3F2/huHupCsVERGZUwrzIiJJCWrJn/8mbPPK4h70k5zrXcqMwTYsI2o5A6JRyM9uoI923EXuJ3+LHZ04EsBpaIsD/YIzJn8wx4176AePqMe3lI3NtW85A1vfhhk4gvfkd0nd9Vm8J7+L07EtHqYvIiJS4RTmRUSSVNNM/oI3YesWFQP97G3vNmeMiYdHN6+BwsisD1u3BzeQ+8FfYvuPTCwj00jwyk/iLL9s8gdz3LiHfuBQPP+/QkZMVCwvjW1Yim05AxwXd9dd+A98Bf/+f8Hde3+8foOIiEiFUpgXEUmYrV9M/vw3YFP1mN59SZczM4zBNq/CNq+CwnAc6meR7d7H6E1/QdSxc2IZfgr/ZR/EPeflkz+Y40GqAdN3AOfoFvXylgPjYGta4mH4tQtwuvfgPf4tgrs+i7fxx5juPZVxo0xEROQ4CvMiIiXAtqyhsO514LiY/kNJlzMzjCFqWYNtWgH5wdmfhz7URe6HHyDc99jEMhwX//nvxrv8rcAk9yx3fQiymN69OJ3bKmMKRLUIarBNK7DNqzBRAXf7LQT3/wv+g1/FOfCoFjgUEZGKoTAvIlIiotYLKJx1fdyTPdSVdDkzwzhE89ZiG5fHK9yHs7xyf36Y/M8+QmHzr054yLv4DfjX/Fnc8z4ZXgr8Wkz3bkzXTvXslhvHxdYtwLasxaYbcY5uxn/0awR3fxZ36y2Y/oP6mYqISFnTPvMiIiUkXH415Prxtvw83oM+NYUt1kqVcYjmnYljLaZnT/w1ucHsnS8KKdzxeRg4infpb014yF37onidgls+MbnV9r00WIvTtYPIuPEoAzPJ3n0pDcZAKotNZSHMY4Y68Df/CLvzDsIFZxK1XUI0by14s3hNioiIzIKSDfM//OEPeeSRR9iwYQNbt24ln8/zyU9+kte97nVJlyYiMnuMIVxzLWZ0AHfXnVjHA78m6aqmz3GJ5p+FY6N4XYBUQzyUfRYVHv4mduAo3vPfjXHc8XZ3yQWYV3+K3M0fgcHOUx/Iz4CNcDq3Ebk+tmHJLFYts8r1sdlWbN0iGO3FbX8Mt/1xbH0b4ZLLiBauw9bOS7pKERGRSSnZYfaf//znueGGG2hvb2fBggVJlyMiMnccj8LZryRccilOzz4ozPLQ9LniuEQLzsbWL4bRXghnf6X4cPMvyf/sY9inzZN2WlaSeu1nMM3LJ3egoBaMi3N0c+WsaVDNjIF0I7Z5DbZ+CWawE2/D9wnu+TzeEzfgHN2qnQxERKTklWyY//jHP85tt93G/fffz5vf/OakyxERmVteisK5v0m48Jx4y7pKCRaOR7TgHGy2FUZ75uTrivY9Qu6Hf4Ud6p7QburmEbz6H3Dazp/cgVJZsOAc2YgZPDoLlUoivBS2YUlxezsPd++9+A9+heC+f8Hdcy+M9CZdoYiIyEmVbJi/+uqrWbx4cdJliIgkJ1VH4fw3YptXYrp3Vs6K6q5PtOBcbN1CGOmZk63fbMcOcjf9BVH3/gntJlWL/4q/wznjhZM7UCoLUQHn8FOYvvbKuckix7a3azkDW7cI07sP74lvEdz9ObyNP8B07aqc30EREakIJRvmRUQEbE0L+QvehK1bGPfQV8rq215QnJ88H0a65ybQ9x8m94O/JDq4cUK7cX2CF/9f3Itef+qDGBPP94/yOIeewNl7fxzyJrOYnpQPP4NtXI5tXoOxEe722wju/1f8B76Cs/8hyA0mXaGIiEjpLoAnIiIxW7+YwnlvxHvsfzG9+7GNS5MuaWZ4KaKF5+EcWo8Z6oBMM5hZvsc82k/uJ3+Df82f465+zoSH/CvehqmbT+Hurzx7D+x4oA8x+SHM0c3QvQtbt4iovhXSjVrxvlI4bnzDqXY+5AZxOrfjHN2MrZkXb3tXtwCbbsSm64sr5jfEH3tpXQMiIjLrKjLMNzQ04DgadFCumpqaki5BqkjZXG9NlxOlXaIH/xty3ZiG1qQrmhmZNDZ9KXb/o/HK8rUtsx/oiYju+H8w3Im77lUTHvHOvQ6nbh7hHf8EhdFTHMeDVCoeLZEfhv59MHgIalswTUugbgHmuBX705n0LHwtMmcyaWhowYZ5GOqKf97d24HiaBnHBS8FXhqTqoPswvgaqGmEdAMm3QCZhvjjWd4Gr2z+XasgNoriaTdRPh5pFBXiRT6PbwuPPWaf/tjxzw/z2KgQL34ajsbvCzkIc/ExXB+z9GJM63mY2pakv3RdbzJndK2dqCLDfG+vFqspV01NTXR3d5/6iSIzoOyut7pVuKtehvfUjdiChZrmpCuaIQ60nI2TW4/pOwqZpjkI9BDe/VWiviN4V70Dc9z5nOWXw8s/Qu5nH5v84mcmgFQQ/7Hddwh6D2KDunhhtbqFpOubGBkemaWvROac1xC/HS8qxDeAcqOY4cPQsReiHFgDxoLjx2HfTWHTjUS1LXGvfyqLTTdgU1lsKu7h57itFKeq7P5dK1U2gtwgZrQPM9oPo/2Y0X7McA9muBsKo5gwH/+MiyHd2Ch+3QlvFmxYfB9hbIQdH7jxtBEcNv4/A1jjxP8Wjr+Z+H2Yh72PQrqJcOG5RK3nE7WsmfXtPk9G15vMlWq81iZz86Iiw7yISKUKl18No314W3+BdVxIN5z6ReUgqCVatC4ecj/SDenmORmmHK7/IXagA/+aP5/QW+osPJPgtZ8mf/OHsb0HJ39AN4jfohCTH8Qc2Qhdu4ial0B6nobgVzLHg8CDoJYTVrawNu6BLYxiCqOYgUO4PXviGwBj14MbxEHfT2MzTdja+dia5jjgp+uxqfgt3iZR19C0RQUYHYgD+mgfZnQARvswIz2YwQ7McBcmP3KsZ5yIOHib+MaM44BxjwXs4pt1vIltOPFzx9+bYkh/9p/hKVdHsRFmuBt37724+x7A1rcRLrk03i2kTls6i1QLhXkRkXJiDOEZL8Hkh+Jts4Y6sQ1L4iBQ7lLZY3PoR7oh3TQnoSXaeQ+5oW6Cl38Ik86OtzsNrQSv+Qy5n30Ue2TL1A7quJCqj0NcYRg6d+Ha3XE4q1+MrZ0Xhz+pDsaM3+ixqeyJj9soHtUxFvZ79kLHNiCKU51xwAvATWP9DLa2BZtpxqYb4psHQS02qIs/znjx8eZgdEtJC3PFsB4HdTPaF/euD3VhhjriHvbCaBzWw1z8GmuL3+viCAo3Ff8eu8G0RkvMiuLuC9S0QGEEM9iBv+H72NQvCRecRdR6IdG8tfHXIiIVS39JiIiUG8ejcO5rieafhbf9V5iuneDXYrOLyv8P+HT9cT30PXPWk20PbST3g78keMXfYbILx9tNpp7gVX9P/lefJtr9wNQPbAz4NeDXw8hQHCIGj8ZDqusXx9vz+ZkZ/EqkLBknXjTPS5+8RzYKx3uITW4wHuYd5orhk/i944EbENbUEYTEPfmZJsg0YVN12KC2GPzrjr13g/Lt5S+MFgP6wPhQeDPSB0OdOEMd8cfFGySE+RO+T3gprJ+BTGPx+1DG/3Z66XhKj7Uw0ou7/xHcA49i6xYSLr6EaOE52Gxb+f6sReQZKcyLiJQj4xAtPJdcyxrc/Q/h7rwdp3MrUe2COevRnjXpRqKF5+EeWg+jPZBqnJtA37Of0RvfR3Ddh3HmrxlvN14K/2V/TeHurxA+dfPpn+CEIfiboGsXNruIKNsaT5ko55+bzB7HBacG/JqTh31riwun5cBzikPHD0LPnmKQNcTzsA3WDeK51W4Q9/KnG4vD+RsgVYv1a7GpYuD34xsA0+qVHpsvHubHF3eL55rn44+L7ym2meOeR5THFIqBvDCCKYyMvze5wWJQz8XHwhTD+tjaBEF8AyPTXN43LabCGMg0YjONEObi3vpNP8TuuI2oZQ1h20VE88+Mf6YiUhGMtaW5afF3v/tdHnnkEQC2bt3KU089xcUXX8zy5csBuPbaa7n22mtP+tpqWxyhklTj4haSnIq63oa78Xbdibv3AcgPYbOLIahJuqppMUOdOIeejP9YT81h0PUz+C95P+6yS054qPDY9yg88D9MYkbrBK7vEeYLExvHhuDnh8H14mHT9YvjRdFKbUivlI10Jv3Miy3aqBicc5ixldHD4irpY4uuYcF4xwK/G0CqnqimKQ6KQTYebTIe0IsBPMzH13NhtBi6RzHhaBy4oxAThcXF4EKIogkfGxuOn33C77kt3oAYn59enIfuuMXaUvH0A8evjrB+OqwtTi84CjbC1s4naruYcOG58Tan0xyRUFH/HZWSVo3X2mQWwCvZMP+BD3yAm2666Rkff8973sN73/vekz5WbT/oSlKNv6iSnEq83kz3brztt+Ic3gCOFw+tTGCF45liBo/GgT4K47mrc/UHu+PiPe//wzv7pSc8FG67k/ztn4t7DyfppGF+jLVxmMoPAbY4BH9JcQi+trOTqXnWMD8ZYz3phRxEuWJQPy74Y8b+d+yW1klDt1tcJC7++KSB3BzfpjA+68I8ZqgTRnvBzxA1rSRafAnh/LMgXX9ah6zE/45KaarGa62sw/x0VNsPupJU4y+qJKdir7coxDm0Hm/HbZju3ZBqiFc3LtM5oWbgcHxzwto40M8h95I341/22ye0hwfWk//FJyA3OLnjPFuYP14UQn4wDk1+BpttJcoumtuRCVLWph3mpfJZC/lBzMBRiPLYmhai1vMJF52HbVo5pZFBFfvfUSk51XitKcxL2anGX1RJTsVfb/kh3D334+7+NWaoM+7pTTcmXdVpMf0HcQ4/BZh4H+455J75YrwXvBfztD9wbW6IaN9jhHseJNr7MIz0PfMxJhvmxw9u4+H3hSFwfWzNPGx9G7Zmnobgy7NSmJcpiULMcBcMd8dTFxqXES6+hHDhOZA5dZCo+P+OSsmoxmtNYV7KTjX+okpyquV6M4NHcXfcjnvgESiMYuuXlOXwbdN7AOfoxnhYblA3p+d2llyE/9IPYJ5hHQJrI+yhzXGw3/MgtnvfhMenHOaPHbg4BD8eAWBT9diG4ir4Xvn9DGX2KczLacsPYQaPQmEE0k2Ei9YRtZ5P1Lz6GadrVct/RyV51XitKcxL2anGX1RJTlVdb9ZiunbE8+mPbIp7YOrbymuvc2sxvftxjm6KF7ya4xWZTcsqgus+jKltPuVzo96DRMVgHx18Ctc1pxfmJxy0EA/rjwrxEPx0Q7zPuF+DDWrAn+aq41IRFOZl2mwUb3843BWvd1DfRrjkUqIF58RTto5TVf8dlURV47WmMC9lpxp/USU5VXm9hXmcg4/jbb8N07sPalriodvlMh/bWkzPHpyOrfGNCL92bmuvm4///HfjLL0IM8k1COzoIPbAYxR2PUC09xEY7Z9eDTaKe84KOSCM2xwPHD9ePC9VX9xHvDZedbyMF0CUqVOYlxlVGMEMdmDyg9hUPeGCs4gWnANuChyH+oYm+voHsGMLGjrehAUQ7dgCh87TF0bUwocyNdX4N5vCvJSdavxFleRU9fU2OoC75x683XfDSA822zrni8udtrFA37kj7qVON8z94n6ZRtxll+KsuAJnyYWYSU5bsFGIPbQpHo6/+0Fs74Hp1zK+x3geoly8iB4Ut+/y473C043YoLbYg19TPftuVyGFeZkV1sJIT7wavo2AeEcDP5Uily/En42Fc2OA4z8+7rHix3bsY8ct3oz0sK4fh3zXK94c8ME99jiOD46L9dLY7CKi+rZ4HRj9W1YVqvFvNoV5KTvV+IsqydH1Fi8s526/Dffg4xAV4vn0XirpsibFDHVijm7FjHRDkE2ubtfHWXw+zvLLcZdfhqmbP+mXRj0Hjg3HP7TpWBCfLmvjY0XFLcXGttFzHHACrJ+BdAM2VRcP0/dr4++f/iguewrzMmesJZUOGB0eLm5paIHouI9tHPzHP44/N8/Qfuzjkx/HWIsd2xDROJCqI6pbQNRyBrZ+cXGR0Bb9O1ahqvFvNoV5KTvV+IsqydH1VmQtztHNuNtvxencCl4tNruoPOZfF0ZxOrdhevcX59HXJf6HnGlZhbPictzll+MsOGPSr7OjA0R7Hymujv/IpLe9m/wJivuHh3mIigHf2viPYtfHeqliD34dBMWA76fLdkvDaqUwL3MpsestKsDoACbXD/mReJhAUIetmUc0bw1RwxJstg1bqx1AKkU1/s2mMC9lpxp/USU5ut6eppDDPfAw7s7bcfoOYWvnYTPNiYfjU7IRpu9APOy+MAypxtL5462mGXf5pbgrrsC0XYDxJzd6wEYh0cGnxnvtbe/B2asxCuNwPxbyrY1/5o6P9QJINWDTWfCLw/S9TOl8f+UECvMyl0rmeotCyA0Ww/1Q3ObXYDNNRC1riBqXxj33dQvLa+FXGVeNf7MpzEvZqcZfVEmOrrdnMNyDt/su3L33w2g/tn7xnK8cf1pGenE6tmAGO+Ie+hLaus31PULr4rSdX+y1vwxT2zLp10fd+4n2PEi450HsoU3jc1ZnjY2Ohfswz//f3p1Ht1Ed+gP/3hlJluRVTuysZCNbCYSENIFSKGUL0NJSltC8wiuvj1JaCpS805PXXwnQBV73077XFkqXV/J6gFLS9ACFtlAoULaQBbIQskGcxE7iON4tyVpm7u+POzMaLV5jW5L9/ZzjWB6NRiPpStH3roB1f5oXUvcBJeVqJv2SctWS7/EXfqXPGFEw4YrGhIItb9IE4hEV7uNdqpLSWgXEHDcbsmoazIrJkGUTAY8v32dL/TAWv7MxzFPRGYtvVMoflrfeibZD0N97HvrR7QCgQr1e4F96jAS0lvcg2g4CEGpSvwIImbnWmRfjT4Y+Yxm06cug1czu97FkdwfMg5tVy/2xPZAtB4Y/3APWOHwr3BsJ1WVfCKuLfgAIVqvZ9H1lqjKFrfd5UbDhikaloilvUgKJCETMDvcm4ClR4T40EzI0Q4X78klqeBEVnLH4nY1hnorOWHyjUv6wvPWDNKE1vgPPvuchWt5XLbFlEwp7HLWUEF2NEM17IGJhoKQS0PPbrTJXmE9TWg192jJoM5ZBm7IQYgCT+clEDPL4PpiNe2A27YHZuBvoahqCs+7PnZuAEVc/ZkJtEx7VPd9fCemvUuNYfWWcYG+EFE24olGhaMublGrZPSvcCzOpZtMvqYARmg4ZmglZMVnNmF8MPdPGgLH4nY1hnorOWHyjUv6wvA1Aoht6/ZvQ338RWtcxmGUTCn9JoHgYWtMuiK5jgDeglmTLkz7DvJunBNrURanZ8YN9/2eeSUZaYR7bo1ruj+2BeWzv0E+ol/OO7WXyrIAPE4AAdB+kNwgEqiFLrHDvK2Xr/TAo2nBFRWlUlbdkTIX7WKeqnNQ8QEk5zMqpMMedrMJ9+WSgpLyw/+8bpcbidzaGeSo6Y/GNSvnD8jZwItIM/f2XoNdvBBJRyKrpgO7N92n1zDQgWuugte5X3cJL8rAmPQYY5tMIiNrZamb86cugjZ816HMwW+shj+1OhfzmutSSdcMps/VeQq0jrVuz5/srUmPvdR+/JJ+gURWuqOCN6vJmxFPh3oirykefWg5PVk6FLK2FLB0HGaiGDFZzYr1hNha/szHMU9EZi29Uyh+Wt0GSEqLlfXh3PQ1xfI+aQChQle+z6pUIH4c4vhuiu12Nox/hsf+DD/MZymqgT18KbeIpELVzoVVOGvShZDIOefx9q2u+asGXHcM4a75zxxmt99JMLY/nKwUCIdfY+9LCHtJRgEZ1uKKCM6bKm5kEYp0Q8TCQjEIAkBBqYj2fWtLVrJgCGRyXWg3GX8kKyiEyFr+zMcxT0RmLb1TKH5a3ExQPw7P3WegHXgMkICunFna36UQ3tOY9EB2HAc1nBcWR+ZI1ZGE+k78CWu0caLVzIWrnQaudA+GvGPThZHcHzGN7XS34e4HujiE84R6Yhqv1PqnWjNa8kB679b4yNbEeZ57u1ZgKV5R3Y768mYaaWC8RVUviGXG1XfeqkF9SCbNyCmT5RBXyrR94A/k97yI0Fr+zMcxT0RmLb1TKH5a3ISAltKPb4dn1NETnYciKkwBf/sam90maEO310Jr3qS9dJZUjUgExbGE+B1ExCWLCXGi16keMPxniBIZCmO1HrHH3e2Ae2w15/H1rubph5Mycb7feS9VC7/FB+sog/SEgUKmWxyv0FRZG2JgPVzSiWN5ysD+/nJAfTVVS6n7AG4AZHAdZdRJkaU0q5AdChT1sLc/G4nc2hnkqOmPxjUr5w/I2dESkGfquP0Nv2AL47BnvC7hrYbRNrUkfaQZ85Wqm9WE0kmE+i+aBGDfTasGfp7rnh6YO+nDSSEI274fZvB+yuc76vX/4J9jLar0XammpQLX6IuyvVC33hVzuRgDDFY0klrcBsGfQT0RUwE9GISQAAUhvUHXVL5sAWTEFZun4VCs+u+oDGJvf2RjmqeiMxTcq5Q/L2xAzk9APvgHPnr8BsQ5rcrwCbjU14tCa90G01wPQhnWG4ryG+Vx8papLfu1caLXzoE2YC3GC8x7IziYV7FvqnKAv2w+rMfHDwTQAIwYku9WXZGvMvSytscbdV4zJVi6GKxpJLG9DwDSARDQV8o2Y2q57AU8A0l+uxuKXT7LG49dAltWOuc+3sfidjWGeis5YfKNS/rC8DQ/RdhCed5+C1rQLsrQWCAx8abURIyVE5xFozXuBeES1gAzDjMQFF+ZzEOW1Vri3u+fPhvCeWI8FmYhBth6A2VxntebXDU8rvpRWq31M/RY64PVbXVerVau9NzgmWrcYrmgksbwNE6ervivk2131PQHIkgqY1TMhq6bDrJgEWT4xr8uvjoSx+J2NYZ6Kzlh8o1L+sLwNo0QUnn1/h173T8A0IStPKuzJ8WKdqtt9uAnwBId8cqJiCPNZNB0iNE11zbfG4IvQSRBDMLu87DyWCvgtdZDH96uZ9IeqFd80VIu9EbNa7X2Q/nLIYA1koHLE5krIB4YrGkksbyNMSjUWP94FxLsgzCSk7gNKymFWToVZPQuyfBLM8kmjrnv+WPzOxjBPRWcsvlEpf1jehpmU0I7thGfXnyHa6yErpqoZ5AuVmYRo2Q+trU59YSqpGLJl0YoyzOfiDUCrmQMxfia0cTMhxs2ACE07oQn2bKlWfPdY/LoTb8WX0uqOH1MtW5oO6fUDwfGpVnuPf9R86WW4opHE8lYAkjEV7mOdqmeSpgG+MpiltZDjZsOsmAxZMRmydHxRL/U5Fr+zMcxT0RmLb1TKH5a3ERJthWfXM9AbNgKeIGT5pMINTlJChJsgju+BiHWoFtwhCKqjJsznoukQVVMhxs1QAb/a+l1aPSSHV6346QH/hFrxzaRqtU/GASEBvQTSX+FqtR+6Spx8YLiikcTyVoDMJBDrgoh3qs86SMBbChkIwRx3MmTlSTDLJ6mJaotoqc+x+J2NYZ6Kzlh8o1L+sLyNINOAXv8m9D1/g4i0qMnxhnkG+ROSiKpu951HAL0E8J7YmvSjOsz3xF8JbdwMNZO+9VuEThqiVvwozMZdMA/vgHnkHchjewa3XJ40Vag3ulXXfM0D6Q0Ape5W+wIupzkwXNFIYnkrAtIE4mGnaz6kaU2sVwEzNMM17n5SQfeeG4vf2RjmqeiMxTcq5Q/L28gT7Q3wvPsktGM7VTfn4Lh8n1LPTAOi7SC0VmtddX/VoFtsx2SYz2WYWvFlMg55bLcV7nfAbNytutUP6CAy1WpvxgHYS9+FIAPjVKu9r6zgW+0ZrmgksbwVIXuJvFhnaty95lHj7ismq9Z7e9x9IFQwPenG4nc2hnkqOmPxjUr5w/KWJ4lu6O//A573XwKMuGqlL+TJyKIt0Jp2Q0RbB70mPcN8H4a4FV8aCcimvTAPv6PC/dF31WzQAzqIqSoEkt3qsu6B9NpL31VBegJqCIbuLaiAz3A1TKSpxiMn49bcC5pa+cL+EXrBhJ6RxPI2ShhxFe5jXWqOESEAXxlkaQ3McSerpfEqJqkVavL0/3UoFEJrS4v6Y4y81xjmqegwXNFIYnnLIymhHd8Nz7t/htZWB7N8ilrnvVAlY6k16TVdhfoBfJlgmB+EzFb8cTOhVc8YVCu+NA3I4+9Z4X47zCM7Bzaxnr1MVLJb/YZQ5UDoqkXL4wM8AcDjh/SUWCHfB6l7Ac2n/tY8I/IFlOFqEFxBXRhxa5nDOEQyDiSjQDIKkYgB0lDDMaSpXkuhWT8CUujqNdZ9Ga+/R5UVK/RLTQeEJ327dYxixPI2SpmGarWPdQLJCCAF4A1ABqpUhSak+lyEFSOl629nu30ZzjbR0z4SOY5pWtvUdSU+H2KxGIzpH4Ix+6IReiLyi2Geig7DFY0klrcC0N0Oz+6/QD+0AdD9kBWTC/dLrZQQHQ3QmvepL/i+in4HNIb5IRSogjZhPrTJp0KbdCrE+JkDXi5PSlMti3fkHWfcPbo7BnAA0wp1huu3CcBwvocKwApuOqBpkJpX9erwBiA9/uzQp/sAzXvCrV4MVxnsoG6H81xBPRlTr6P9WsL91Vh3Km6gaVYQ19RxpbR+Z/5ICGlCCglAOIFGAJBOBYDmVAhITXfKgl0OVEWAHfx1qyLAuqx71VweBfBZyfI2RkhTrXkf61Qt9wBUiXb9doqju1y6r8soryLHflnXpbb7/CVItDQgOes8JBd+euCPoQgxzFPRYbiikcTyViCkCb1+E/Q9f4UIH4esmqaWCitU3R1qcrxom7PUGexw1kOoZJgfRr5SaBNPgTZ5gQr3NbMhBhGIzZaDqkv+4e0q3EdO8LNBShUMcwV/p7UJVqCzA6OmWvY9flcrvwr90g56uleF/h6C3JgKV+6gbiTUsAjDal1P9BbUhfU7M6inXofhOV+ZqgRA7koA1Rpppk7TOVfhqgDQ1USNgRCkrwzSV6YmLhuCySUHakyVN8orf8CPWMNOGNPOZJh38YzAeRAREfVMaDBOWgaz6iR4dj4FrXGH+pIaHF8QLU9Z/BUwpywBYp0Q0TaISBNEdweQCAMQqsXM4y/seQBGk3gY5sGNMA9uVH97A+kt97Vz+jX2XqueBq16GrDgYwAAs63BCvfqB+HjAzsvIVSrKgD0VhTcYV+aEPGIWi9aGhltVZqra789Pltk/Ta9XmhJw9pmn4cdTl2X07p2u4+juS4DEqnLqVY2keoWm/5gXL9S1wl35UXafjL1d9pl9+0z97Wes34FdTuge9T7cjiDen/YFTeDkdYTwICIh4HuNggJq7XeB1lSDhmoUsuQlZQB3mBBzedAREOPLfNUUNhSSiOJ5a0AJePQ978Ez3svAMlua3K8Aq93tmcG7m6DiLRARI4DCXvSNC/g8UMvCcBIGvk+07HJUwKtdh60yQsgJp0KbcI8iEFMYmh2NELaLfdH34XsbFQhciS4QpwzZruH4Kx7tFRZy/qKl/s29mXh2i5dDcKpXYS1k0i/vXT9nVn/5vRASG0SWd88hTpETrmuEBkt6cPcol7I7B4g9lh/ab32mlf17PBXQZZUACVlkL7SIe+ez5Z5Gilsmc+twL8hERHRmOLxwZhzMWRoBjzvPgWteR/M8smAvyLfZ9YzYU0M5A2odXrNJER3OxBphQgfg0iEgWQYMGF1ny4Zm6EjX5IxmIe3wTy8Tf2teSBq5zot99rED0B4+x7WoVVMAComQJ93IQCoSfW6jkN2HIXsbEz/3XF0YGPw++K06Oq9t/IDgNcDDHJIx0i17oy6VqR8snuAaB7VEg/AnrBRGHGgowEC9VC9hnyQ3qBajaGkXIV7X1nhV5gSUY/47iUiooJjjp+D+LKb4NnzV+gH3wBi7ZAVU4ojBGseyOA4IDgOctwsINYFj4xAth5W4+y7W1VLpsdndcfnf8UjykxCHt0J4+hOGPiDmjV//GxnzL028RSIktI+DyM0HcIK+LnIRNQK9o1WyHcF/s5GNb6baDgIkZpMz2YaKuDHu4BoG4SQqoLI6Z4fAnylavy9N1Acn7VExDBPREQFqqQcyVOvhlk9C57df4E4vldNjucN5PvM+k9ogL8CIlALMzBRdcePtkFEW4DwcYh4p/qSrXldk+gV4DwBo5lpQB7bDePYbhhvrweEppbBs1vuJy2A8A982UThDUCMmwmMm5nzehluyW7R72yE2dEIhJutrvQ0Yjx+wBeE8AUBXwDCGwR8QcAbsLYFIbwBtU1KIBGFjEeAeAQyEQHiUSARgYxH065DskC6oGt6arJOwGq9NwAzDhFphggfgxq+YHXPD1jd8+2Az88mooLEME9ERIVLaDCnLEGi8iTV7f7oNqCkUq1zW4xfLD1+yPKJkOUT1Uz43R0Q0VaIcJNqMYt3qbHAOrvj5400IY+/B+P4ezC2PQFAQFRPhzZpgRXwF0AE+x7H2BdRWg1RWg1M/ED2KRgJyK4mV8v+0VTLfsdRIB4+4fsfFYSmKvecEB60QrgVwO0gbgVzkRXO1b7wBga1AkJ/SGlmBH3rt10JkLAuxyNWJUA0RwWBtZ+RGLoTEwLQPerH3T3fXg2gvV5NXAhNrabgKwX8IciSMkhf0Gn5H4VTbxEVFU6ARwWFE5LRSGJ5KzJGHHrdq/Ds+zuQCENWTkvvRlrA+pwkSkog3mVNotcMEW21umFLQLNmx9dZ/14wfKUQFROtnwkQ5dbviokQZbUQw/xayWRcBTszARhJSCOhKoeMhJoALRmHNJKpbdbvtP2sy2o/dZzUNvd+1m1Ne7+ENVm8NU5b86jHq+mqh4l1WWge9bem59jX/rHWTNc8Kkxbl+3bCM29ryd1bLsVvR9zHYwm0kgA8ShkuBmypQ5mSx1kcx3M5jog0jI8d2oaVrmIq9cfUN3zrUkHdV8JkvACXj+kx69eQzvoa/ZlL1f3oBPGCfBy4zcDIiIqDroPxsnnwwxNh/fdpyBa9qt1uctq1SROxUwIoKRcjV2tPAlIxlSwj7YC4SaIRBcQM1SgYXf8/IuHIY+/B3n8vezrhAaUjoNWMQGi3Ar49u+KiUPTqu/xqTkX7L9P+IhUDITuBQJeiEAFMH5m2lyIMtqhwr0r4MvWgyc+N4PdPR+u7vnuVRWMuOpVFDEh4B4aYk3aaK06IHUv4Amo3kneEkCzQr7uhbQDv+5jbySiAWLLPBUUtpTSSGJ5K2KJbmhN70I/tBFa8z4gGQUC4yCD1QX5ZfCElm8yDSDWocbah49BxLpUK5lDs9YG11xfnjN+qHB4SlS4dwJ+xuVimhNilJKJWKp7u7vLezwCmYgCQjjj51Pd+AOpbYNY+nA4SGlCth9R4d4K+bKlDrKjEUO1poDu9cDItXqCNAHTWk7RHf6loSoEnBooAfcSg9KeGNQbsEK+Lz3w25UArMwcc9gynxtb5omIqPh4/TAnL4Y56XSI1gPQD78F/cjbEM17AW+paq0vki74fdJ0IBCCDIQgQzOAREQtfZeMQRgJwIipn2QMwkhaX5rj1hdnaz1yaa8PDqSH/xwVABD8ojyckjHI1oOq1TQXf2Wqy77Tqm915S8bP2xju4tdn2PT4yqQ25fVOPTUPmlj003jxE5G07PH63sDrrH8QQhfIMdY/oB1XTA1F8AJvN5CaBBVU4CqKdBP/nDquUpEIZsPWAF/P8yWA5DNdUM7F4PQAF1Dr1FDSgDWRHxShX0RjwCxTgjTgBSA9Y86nqar3liaR80p4g2q7v26D9BLXKHfx95LNGYwzBMRUfESGmT1TCSrZyJ58vnQj2yDfuhNiPaDAARkqdUFf7R8qRPCml1aLZ2W1bYmTTXG2VRjnoU99tkaEy3MBGDEVdfbZEz9bRpAMuF8mXbCv330zFZ+50u1znGww6G7HbK7HfLYnuzrNB2irAYoKbPGn1tjzHVrrLruheYtgYSWGr+ue9XY84x9het6e7twH0vLtZ91WQhrHLVhlTf1I81k2t+pMfmGa/y+4RqXb6T2NVzHMJOusdrqsjO237TmBIiHMyaK60bBrGBvGkCsCzLW5Wwa9Jl5StKDfkkZRNUUiOoZ0MbNgKiersL/AAhvAGLifGgT56dtl51NWQFftjeceOVGjyciAAgr9HvTzyXtD5mqnJQGhGkAsU4g2qYqANzHs1v47SFJ3gCkN5AK+LoXUi9JjeUfLf830JjFME9ERKNDIARj1nkwpn1IdcGv3wjt+F6g8zAQqIYMVI/+8Ck0ayy16pWQGSByhn/XJGnCPWGamVAt/UYMSMYBI6ZmuTZNIGkFLmmq7rJCtyYps4Kh0PgleTiYhprN3pIrIIqeuj1TcbIq3mS0DYD1mjdsde0gIMprIcbNVKsujJsBMW4GROVkiAEOsRHlNdDLa4DpS51t0kioniROS34dZPthyEirqhgcCcLqig8dmaE/daLprfzCGp6EaCuEvcyjAAAtNY5f8zqVJe7A77Tue3zqM42fZVTAGOaJiGh08fhgTjod5sSFEG0HoR95G9rhtyBa3lNf2kpr1Rc4srrC+pwhCQMK/8kYRDIKxKMQ8U41G78RBxIRAKa6sXDPZO5lyCcachKysxGysxGoewNOG7qnBCI0DVr1dBXux82AVj1TTZ43AEL3Qow/GRh/MjKrQmUsDETboEdaISOtkFH1G5FWyEibsw3RdqvXzzDqpZU/dcKZgT8JxGIq8KdN3qdlt/D7AtZs/T7AUwLpK1Pd/Pl5RnnGME9ERKOTEJCh6UiGpgMzz4PeuAP6oQ0Q7fUAJGSwFigp55exgXCHf1+pE/YloL4oJ7uBZBQi0Q0kohAxd8iPIhXyXd3AGfKJhl4yBtm0F0bT3vTtwRC0aivcj5sJUT0DIjRVDdkYIFFSCpSUqnH5vZDSBKLtKuBH7bDfChltc4V/qyJgKMftZ51wPwO/3aXftAJ/dzsQbUkP/JoP0lOi5jPxV6hw7ysdPXO1UNFgmCciotEvUAVjxjkwTloGrWkPtIZN0Jt2A11HAH8IMjhu9HfBH25CqEm7vAFIa0J2J+QbMRXuE1EV9mNdapIrI64qAOwxuUJLjevWPNZ61gz5REMm0goz0grUv5Vqxdd0iMopEONmOt30terpan6GISCEBgRD1rKMM3vdVxqJtHAvo20Zf6fCP4zEkJxfxsmmuvT3VMEhTcBIQCRjQPshiDapuu7rPkhfOWSgCvCVQZbYrfdcUYSGD8M8ERGNHboP5sRTYU5YAKOjAfrht6E1bIFo2Qd4AmoWfI8/32c5ugihnlOPHzKgltlJD/ndqru+uyU/GUuFfGecq8c1ARtDPtGQMQ1nhQVz30up7SVlaRPtORPuDePyiUL3AuW1EOW1fe4ruzshIy2QkRYg3OpclpFWyHALYF1GMjbEJ6mpoVru4VrW8CMRbYUIN6ltujfVel9it96XWfOaEA0NhnkiIhp7hICsnIpk5VRg5kesLvjWLPimCVk6HiipZGAcTu6QjyoA7pCvuuU7IT8eBmIdKuTHu9XM+4AV7u1lqNj6RTSkYl2QR3bAOLIjfbsvCBEIAcEQ9PJxkCUVzt8iGIIIVqm/A5XDupSi8JdD+MuB6um97idjXVbLfgsQbnEuS+uyE/oT0cGfjGbNDWJXdEhpTSIaB9rrIaR0hinJkjJIfxVQUq5WJvGV8vOLBo1hnoiIxjZ/BYzpZ8OYuhRa815o9ZugH9sFdDUCJZWQpTXsgj+ShHBavXKG/KTqri9inWriqnhYTbonpdVF3wr3fM2Ihkc8AhmPAO0NkMd7WT1BaEBJuRXwQ0CwSl0OuP62Lgt/+bCdrigpgygpA0In9bqfjEdSY/jDzanQn9Hyj3ikH3cq0iYXBWAttxiHiLZBhI+rXkea1Xrvr4L0V6ju+b4yq4KSlcnUN4Z5IiIiANC9MGtPgVnzARidR6Ad2Qq9YZOaBV/3QZZNSLW60Mhzh3x/FWT5JGfSPRG3xuBHWtTM+rEOa9k8zZl9ml3ziUaYNIHudsjudsiWut731TxWy36VK+xbQT9Qlf73MK1GInxBCF8Q6GtCv2gHZOsBmC0HIFsOwGw5CNlyoO/J+zQd0AK5W+87GiA66gHYY++DVvf88tTM+aygpBwY5omIiNyEgKyYDKNiMowZ50JvfEfNgt92ADCTkMHxgL+KwbAQWJPuSW8AKK2BrJ6lWr5inSrcd7dBdLcD8S6ra76rtYzrRxMVDjMJdDVBdjVlL4mZyVdqtfZXA6XVzmVRWq22BUPq8jBVvopABUTgNGiTT0vbLruanGBvB33ZVt/zmP3eWu+7O9QM+hKA7oHU3a33pepvTwlb8IlhnoiIqEclZTCmnQlj6hJoze9Bq98M/dg7EM27ITXri5THB6m7x26zBTivdJ9anSA4ToUCMwnEuiDinakvyMkoYHRChXv7tfNy3CpRMYiHIeNhFZR74w1YLfp20E+FftiXg9Vqib0hIMpqoJfVANOWONukNCE7jqpg7w757YdTq3i45Wy9T0IYMaDzCERHA4QApPAAmg6peQGvH/CWQnr9VsAvgfT4AJ1hfyxgmCciIuqL5oFZMw9mzTwYnY3QGrdDdBxRMxfbE7PFOtWYbtO0ZmCXgFDLrMlEGZBEKjSyVXjkaB4gUAUZqIKshOr6Gw9DxDohYh1ApEUtmZfoUoPzNY/6EuzhpHpERS0RhWyPAu2He2/t95TkDv3BaqA0BBEcN+hx/UJoEJWTgcrJwMwPOdulkYBsq4dsOZgK+C0HIDuPAe6zFXaFY2qZPClNVREgDQgzCUTbgEgzBKS6qb28nqarimZvAPAGIT0BpzVfWqFfVWLy/6JixjBPREQ0ALJ8AozyCakNpgEkIhDxLrV+erxLTcoWD6uwH22FkFGIeJuaqM2Iq/WRhVCtLva4bivoS9dlhslhYE3KJUvKITFZvQbW64fuDvV6xbuA7ghUhYxuvR4lHLM6lkgJQKrKn6wf630rNCs4aakfCIajYpOMQXYcBTqO9h76dS9E6XiI0Elqqb7q6RDV0yCqpqol9QZA6F6IcTOBcTPh/lSRiWgq4Lemuuwj0uq6sQboGoAe7tMd9o0EkOgG5HEV9tUB1GeZ8EDqHjUe3xtULftW931pzzXCiueCxzBPRER0IjQ9FQ57aLgprapC7FhDKuTHu6xJ27oguttToT8RURO4JeMQRhzS/SXKtQybCvye1HJIDP2DJ4Qag+orBcomQEoJGDFr3H0XRHer6p7vTKon1BdeO8jBeo3s18DelnYdvwznhRPIewnl0gRgB3RA/WOHnuywLnWvquAxkxBOaHIdD6Z1W+s4dktpjmNlVQiwIqCwGQnIjiOQHUeAA2/C6SSv6RCVk10B3/qpmAgxwM9m4Q1ATJgHbcK8tO1pk+61H1Zd9zsaITsbs8fk9zfsm3bYbwFkk7V8HpAe9r0q7PuCkB5/6v8gTbOGlOmAc1mzbsf/j0YSwzwREdEwE+7ACORu/bGWXnNCfiJsjfUOW8uwNUOLtKru4YkIEEtYYykTkAIQEJB2eNBcQV/3Qrr/dioAGBpyEgLw+NUX19IaSMxUPSnineq5j7YD3W0Q0rBym0wPja7f1iuS607ULymdv6QT/l0VAfYX66wKAuEcIpsHSPawVJj7vgtGn9Od9XCTnkK5gJo1DK4uxxmhWdOsOS+86T1iND3tPSKF/beeXnFm96qRhhWKktaP1e3ZTFrXWdvs3jjWb2EmXK2nrseR+Vxknr9TIaCnzonv4/wzDcjWQ5Cth2C+90pqu6dEtdpXT4dWPQOiepoK+2XjB3wXPU26BwAy2uYEe+e3fbmrSZXDtINZYb+n3gRO2E+qspuIAuFG55NDVVPZZdFdUaUuS02zyqZuVTp7rfLqzV0JYFUAyLQKgYxKApbzHjHMExERFQJr6TXpKUlN3paLkVCt+8kokOjO/p2Iqpnc452pngBGAkh2A2YCMKygIaWrq78dELxOi3+qAsDaNpYn9tO9QKAaMlANWYVU+DLtAGmmwp0VLEVm0Mz1N9R+0rS+PCPVPTb127SOZ6RafiWcioAspsw9sVa/9CNYu3fpV3EYjjKjgoO0h6PYoVzzqW7DGQFcWq2MadtPtCwLkTomUkul5XoGs7Y5FQE5KgFMI32buyLATFj7GUAiBkhXSBOZlXUMQHmXjEEefw/y+HtOfw0Aajb+6unQqqdBVM9IteYPYkw+ALV0X6AKyGjNBwBpGkC4xQn4ZsfRtNCPcAuySmgfYV86lWfuCkzTuaz+v4mnrncqqqSqZxOu3i/SVZmZo2LAviw1D0xfCbSuFphltYN6nkYrhnkiIqJionvVhG6oAtCP+CVN1Q0zaQX9tN/dQDJqtfR3QlizviMeUa2HiagVLBKpgGgHBKGrFmxvALAnVhor4cFuKe2lN2l/25v73S6d9gXazLhh6g9PwA8j2j3we8rdXaS/Z+eSowz0WSz6U25E+kW7Ra8YpVUEKP2qBADUa28k1fs32Z16P8e7Uu/bZMSqaLLuK6tXDrtB51U8DHl0J4yjO9O3B0OpYB+alrrs9Q/6roSmA+U1EOU1AE5F5jtGGoncLfrWb8Q6cxzUqvwdIjJtOIxdYem6bJoQZgyQcYhoG7RI85Dd92jAME9ERDSaCc2azTgAGQgB6EdEM41UWHACv+t3IgoROQ6to0ENAQh3AkbMOrIGePyuoO8v3tBVSPr5BVp4SgDPYEI4FQWhqZUWPD5IVABwvZ/dFXd20I9H1KScVgWe6nJtj+XXkTm0YMxUyBWiSCvMSCtQ/7Zro4Aor3XG4Wuhk9RY/PIJaom9EyR0L0TVVKBqas7rZTySHfS7O4B4BDIRAeIR63JUXc7s0t+vk+hr6JDF64Hsahn48Uc5hnkiIiJKp+lpY/yBXsb5JyKpCfwiLRCR4xCdR6CFmyGirSpA2K0uegng9aslkrx+zpRMNJTcFXfWJud9ayaBZMyqoLN65sTDKugn42qlDXbbL0DSCdJpk+4BgO5TQb9iggr35RNTlysmQJSUnfC9C18QYvxMYPzM/p2tVZakHfKt30hEU9sS9nVRVe7s/RLWtri16gv1C8M8ERERDY5rYj9ZmdGyk4yrgN/tCvodhyHCx1SIiBxPteJoHhVAPP6x12WfaCRoHsDnya6gk1KNyc/ZbT8MYcZzd9sX9uRkPjVPw1ieUyNfjLhaq76tPvf1vtJUK7475JdPUJUAnpLctzsBwuo1IgJVJ3QcaSTTw30iAiSj0NqPItlcNyTnOlowzBMREdHQ8/ggyydAlk9I324aQKxDhXu7Rb+rEVrHEWs5uI7UUkvC6rLvBH122ScaUkL0v9t+olvNrxEPq1Z+qVr7kYhDSAPO2gzuSTVzLV3GJfhGRjzsTMCXTQDBqoyAb1+eCFE2Xo23zxOhewC9AsJfkX7FSYAOINHVhUQikZdzKzQM80RERDRyNB0IhCADoYw53KRqCbQDfrQFImx12beDfzJq3UYCnoBqZfSWqpnMGQ6IhlZv3falBMwkPF4NRqRTzWBu/5gJp5UfiZialM+MWyszGNZRRGom86x1yu3lyNi1f/hIINIKGWmFbNyVfbWmQ5SOTwV8u4W/rAbwBSF8au15eAN5Cf0ej4dh3sIwT0RERPknBFBSBllSBll1Uvp1yZgr5LdCRJohWuughZuAzsNqtn0IwBNUAd9X2vMaykR04oQAdC9EiR8w9aw5NdJCvzSd5fWEmRn6Vcs/kt1qTXMzCch4aqlG+2ACAOyw716fnOuQDwvTSI3VP9zHvp4SFfC9QSvoBwDnsvXbG0j97bW3B1yXgxD9/MyWpskg78IwT0RERIXNUwJZPhGyfGL69ngYousYtK5G1YLfUgcRbQHaWyDMJKTQAG8Q0lemWpE0fu0hGlF2d3tNV5NfZlyd3jvHdEI+jITV2h+3Qn8CSEatbv92F/+EtUyjkTqYAAB31/6Mbv4M/UPPek0kWgEMbkFLANa8DqnA71QMWBUFWqAMZqQNRrQTyTNvGbLTL3b8X42IiIiKk68UsnomjGprpmUpgVgHtK5jEF3HIDoPQ2utg4i2AeFj6ou/pgNea6Z+b5Bj8IkKhdBUKy/UxGzuUJg1JMdMqqBvJKzWfutyMm6F/m4V+k0DSGa09DtcQZ/d+/PPTALdHWrpO0va6+71wDi+H+bUD474qRUyhnkiIiIaHYQA/JUw/ZXA+DlqmzSBaBu08DGIzkaIjgZobQchutuBrqMqGGje1FJ83oD6Mk9Ehcnq4m8Ppek99CdSXfwNV+g34mqJPqNbdfV3d++XJtQkfdbRhCvo26Ff8zDwU0FgmCciIqLRS2hAsBpmsBqoma+2mYYadx9uguhqhGg/BK2tHiLaqsbgS6km1bMDvifAL+5ExUYI9T7WfQBKewn9Zvo4fivwqwoAK/Qnu1Wrv5kEzBggk1a3fj1VsaB5+TlBI45hnoiIiMYWTYcsq4UsqwUmLFDbjARE5Ljqnt/VCK3tILT2BojwccCwlsrTS1TA95aq7rn5xDHAREPD7t7v6at7vxX6k9YSfYkIRHcHEOtUs/ebnfYBAc2XCvns6UPDiGGeiIiISPdClk+CLJ8EADAAIBmHCKvx91rnUYi2A2qyvXCj1RU3j0zTWttbAJAQQkACkF4vRDwOAQGZNvO3e2ywBpnWbThjH1YQjBxpWl27DfXbuizc29y/pal6jnjUxGDSW6pCKF+z4ecK/dJfCcAK+6YBJKKpgB/rALo7IIwYkAir10tAtdxrXmspTVbE0dBgmCciIiLKxeODrJwKWTk1NXVWIgIRblbdbPNFInuJL+uyP1ACo6PVmmHaWvLLuiycmcBNCNM1PlgazhrgQpqQTnukSN2hhFVBYE0Q5r4u49x6+KP3BzTQYwihzsH5rfVzm1CrHGRsG9hxMLgQrk4cAlI9xxKqEkbzpFW02OOypcda490TgLTWe4c3CMCEaKtX80CEG9UEbwIqJHpLIX1BDg0ZSZruLKsJWCVWSiAZhYjbAb8LiLVDJKJAvEO93wA19t7uos9x+DQIDPNERERE/eUNQlYF830WPcZkLRRCsrW1lxu6JwVLuCoFrAnCcl5nrwluzxQeT7U2whU+RA+XIXreD8J1lWu/zGNn3s40rfHL6keYSStgu/427YoKdZ2QEoC09pUArFZuSGs9dHsbrPAt065XFR32qQjVu0GzJ0PLFcL9VggPWn+XOGO4pT2W2+O6bG/3WH/3tZRiIqrmfQg3qd4j7YegdRyBiDSr10nCCvhBTu440oRQz7tXfVY4Ad+Iq3Afj0DEwyrgx8NAIpIah6/pVgs+x+FT3xjmiYiIiMaKtEnBehkfPNo4Leky1VLutJpLCFfvBNVbIdVjQUjX7Uwr5OvenkP4SA1V8AYgq6ZBVk0D4BoaEmmC6LJCfns9tI4GNbljx2F17prHmvshyOUZR5IQqW76gVDq/WYkVMBPRIC41U0/axy+5gr4dgu+YNAnhnkiIiIiGuWEBug9t0r3VpFRVJUcHh9kxRTIiimpbUYitXqDHfDb6yFinUCXNf+D0FNj8H3BvnsF0NDRvYBe2cs4/LB6rexx+MmIq8cIrEBvX7YPKgBovQwh6ekyKweKDd+pRERERESjle6FLJ8IWT4xtc00IKItVhf9JojOI9DaDqjZ2cNNakiBu6u4L+j05qAR0Ms4fHveC2fOC/e8DKY1b4OZVENmMi4LaQJw3dapFFDDUKRVL5BdQZAR/IXm+tFdl1kZMNIY5omIiIiIxhJNhyytgSytAWqtbdIEom3Q7Bb8ziPQ2g5CRNuA9hYVCoUAdH9qVYSEHyKeSF8hwQl79oR+9oSDDHsnxKpcgTc4uJ4kUqaGj6RN4GgPJcldQaAqB+yKAdccG3ZFgYxblQGGqhsAAHelQFrYz/XDMnEiGOaJiIiIiMY6oQHBapjBaqBmntomJRDrgAg3qZDfeRSisxEwYhBGHMKjQSZN1woJ9nwDPfykTXiI1H3Ayn+9hj71IzVPal14TujXf3awRvYcCQOuHLArBsyECvSGPelk0tkmjCRgxNSkf8m4qgCwJ6S0yonqAeK6IwGo4QEZrf6aBmjSmsSS3BjmiYiIiIgomxCAX43nNsbNzrq6NBRCvPl49soCRjK9e7d9vWEFvbTu38n08JeMO5UFMBLqtxMGTfV3rEPtA6nqAnQf4PFDevwM+iPBrhhwTZ6YGbOzYreUaeUkVVbcZUC1+qtyELPKjQEkE4AZQ2ppSbIxzBMRERER0eBodqgrAZC7JXdI2lPtMJiMQXS3Q3S3qZ9oOxBuhNZ5zFruzQ76gJQyI+j71aoDDIQjTwhrsj+vs6nvCgDTafn3+HQYR3bBtHuNEACGeSIiIiIiKnSuMChLyiArp6RfLyUQD1sh3wr70TagqxFaV0bQl4AUEtAY9Aua0JzlH0XAD5SUA77SfJ9VQWGYJyIiIiKi4iaEMwO8rJyafp2UQLzLCvntEFGrVb/zqJrsLx4GYu1AMg4hAAkGfSoODPNERERERDR6CQGUlEOWlPcc9KNtrrDfAtF1DCJ8DCIeyQ76EhCwxm+nLdXmuoz07TJzH+S4Ddd7pwFimCciIiIiorHJHfRxUvp10gRiXa4x+u2qK789cZuRAEx7oj777wSEmVCTABoJa213qbbZa7un/VbXO7O7S9lDmLfXfpfWDO8e148OqXmt+Qtc21kpMOoxzBMREREREWUSGuCvgPRXZAf9/nCWcDMAac3M7szm795mzfgvDWcfZ9+sbQlrWEAXRLxLXU52q6UBk6mVBISZhBRWDwJ1MgCsyQpdwV9qHkB3VwDorAQoIgzzREREREREQy1tCTefs3nIZ/y3Z/lPdgPJbnU5EU3bJpLdQCyshhRYlQAiGYMwYkAi7FoyzrDWe7d7AsBp/XfCvqZD2o/LXg/evmz/phHBME9ERERERFSsNA/g80C6ZnrvV+WAkbACvwr+KvTHgERU/U52q0oBqwIA8TBEIqKGDzjrvxupHgXShJCGGioApLfwS6l6CaSF/tRlVg4MDsM8ERERERHRWONa6s/Wr0oA07DmDIhb8wOoy2rugHhq7gD7shFXcwpYFQV2TwFh9SJQx8moHLCGJ9iVA9LnU70OwGDvxjBPRERERERE/aNZLedef1b4H9RwgX5UDvhL/Ui2NcOsmDIED2D0YJgnIiIiIiKi/OhH5YAWCsGoaB3pMyt4Bd1PYdu2bbjpppuwdOlSLFq0CNdccw2eeuqpfJ8WERERERERUV4VbMv8hg0bcOONN8Lr9eLjH/84ysvL8eyzz+KrX/0qGhoa8MUvfjHfp0hERERERESUFwUZ5pPJJNasWQMhBB5++GGccsopAIAvf/nLWLlyJX7605/i0ksvxYwZM/J7okRERERERER5UJDd7N944w0cPHgQl19+uRPkAaCsrAy33HILkskk1q9fn8czJCIiIiIiIsqfggzzb775JgDgnHPOybruwx/+cNo+RERERERERGNNQYb5uro6AMD06dOzrqusrEQoFMKBAwdG+KyIiIiIiIiICkNBjpnv6uoCAJSXl+e8vqysDEePHu3x9pWVldC0gqynoH4IhUL5PgUaQ1jeaKSwrNFIYVmjkcTyRiOFZS1bQYb5E9Xe3p7vU6BBCoVCaG3lGpI0MljeaKSwrNFIYVmjkcTyRiNlLJa1/lReFGTzdVlZGQCgs7Mz5/VdXV09ttoTERERERERjXYFGebtJedyjYtvb29Ha2trzvH0RERERERERGNBQYb5pUuXAgBeeeWVrOteffVVAMCyZctG9JyIiIiIiIiICkVBhvkPfehDOOmkk/DnP/8Z7777rrO9q6sL999/PzweD6688so8niERERERERFR/hTkBHgejwf33nsvPv/5z+Mzn/kMLr/8cpSVleHZZ59FfX097rjjDsycOTPfp0lERERERESUFwUZ5gHgrLPOwiOPPIL/+Z//wV/+8hckEgnMnj0bX/nKV/DJT34y36dHRERERERElDcFG+YBYOHChfj1r3+d79MgIiIiIiIiKigFOWaeiIiIiIiIiHrGME9ERERERERUZBjmiYiIiIiIiIoMwzwRERERERFRkWGYJyIiIiIiIioyDPNERERERERERYZhnoiIiIiIiKjIMMwTERERERERFRmGeSIiIiIiIqIiwzBPREREREREVGQY5omIiIiIiIiKDMM8ERERERERUZFhmCciIiIiIiIqMgzzREREREREREWGYZ6IiIiIiIioyDDMExERERERERUZhnkiIiIiIiKiIsMwT0RERERERFRkGOaJiIiIiIiIigzDPBEREREREVGRYZgnIiIiIiIiKjIM80RERERERERFhmGeiIiIiIiIqMgwzBMREREREREVGYZ5IiIiIiIioiLDME9ERERERERUZBjmiYiIiIiIiIoMwzwRERERERFRkWGYJyIiIiIiIioyDPNERERERERERYZhnoiIiIiIiKjIMMwTERERERERFRmGeSIiIiIiIqIiwzBPREREREREVGQY5omIiIiIiIiKDMM8ERERERERUZFhmCciIiIiIiIqMgzzeXT06FF897vfxdGjR9Mub9++HZdffjm2b9+O9evXY/r06Vi/fn3a7dasWYObb74Zy5cvx4svvujcNtexT+T8Vq1ahY9+9KP4j//4D+dY9rG3b9+ONWvWYM2aNWnX2du2b9+edg79OacjR46kHdO+zYsvvojly5fji1/8Ytr99XWfNvs57em5WrVqFZYvX47t27f3+7lxH8f9mrkv93bsvu7XflyrVq1Ke2z2875q1aqs6+zys3z5cuc1y3U/mc9ZrtcxV9ns6/lwn0dfr8uLL76IhQsX4sUXX+zxmD2VP/f52sdZv3592jlkPq7Mx3H06FF84xvf6LHsZj4nuV6bNWvWYP369WmPo7fnK/M1zdwn1/Pen/dR5nPlfg56O5dc12U+v7le496em54eR3/2He7r+nr+h9JgP4P7e7uh+Iy3j9Pb+2QozrOv92F//v/qz+2G6nyH6//T/h5jqF7bodDT54H7+pE81xP5PBnMsfv6LOvPZ/pgn7/ernN/zxiqY55IGe3rcdr7uL+LDPazZyTken4zv1uNlEJ6Xk7EUD+O4f4/tpgwzOdRY2Mjvv/976OxsTHt8q5du/Daa685vzs7O/Haa6+l3e7+++/H448/jk2bNmHz5s3ObXMd+0TOb+3atdi2bRseeugh51j2sXft2oX7778f999/f9p19rZdu3alnUN/zunIkSNpx7Rvs3nzZmzatAl/+MMf0u6vr/u02c9lT8/V2rVrsWnTJuzatavfz437OO7XzH25t2P3db/241q7dm3aY7Of97Vr12ZdZ5efTZs2Oa9ZrvvJfM5yvY65ymZfz4f7PPp6XTZv3oz6+nps3ry5x2P2VP7c52sf57XXXks7h8zHlfk4Ghsb8c1vfrPHspv5nOR6be6//3689tpraY+jt+cr8zXN3CfX896f91Hmc+V+Dno7l1zXZT6/uV7j3p6bnh5Hf/Yd7uv6ev6H0mA/g/t7u6H4jLeP09v7ZCjOs6/3YX/+/+rP7YbqfIfr/9P+HmOoXtuh0NPngfv6kTzXE/k8Gcyx+/os689n+mCfv96uc3/PGKpjnkgZ7etx2vu4v4sM9rNnJOR6fjO/W42UQnpeTsRQP47h/j+2mDDMExERERERERUZhnkiIiIiIiKiIsMwT0RERERERFRkGOaJiIiIiIiIigzDPBEREREREVGRYZgnIiIiIiIiKjKefJ/AWDZhwgSsXr0aEyZMAADnsqZpOPvsszF//nzouo7HH38cZ599dtrtbrnlFjQ1NWH//v1YsmRJ2nFyHXuw53fDDTfgrbfewhlnnOEcyz72/Pnzccsttzjb3OcGAPPnz087h/6c06RJk7KOuXr1aixZsgQf/OAHMWvWLIwfPz7rsfZ0n7b58+fj7LPP7vG5uuGGG/DOO+9g/vz5/X5u3Mexj2/f3r5cU1PT47H7ul/7cYXDYZSWljqPzX7ew+EwAKRdZ5efD37wgzj11FOd88u8n8znLNfrmKts9vV8ZD7/vb0uS5YswdSpU7FkyZIej9lT+XOfr32cs88+G+PHj896ntyPK7M83nPPPT2W3czb5nptAOCMM87As88+6zyO3sp55muauU+u570/76PM58r9HPR2Lrmuy3x+M/fv67np6XH0d9/hvK6v538oDfYzuL+3G4rPePs4vb1PhuI8+3of9uf/r8xtA338J/K8DtX/p/09xlC9tkOhp88D9/Ujea593d+JnE9/Xvtc1/f1mT7Y56+36zK/cwzFMU+kjPb1OO3t7u8iNTU1g/rsGQm5nt/58+dnfbcaCYX0eXAihvpxDPf/scVESCllvk9iqLW2tub7FGiQQqEQXz8aMSxvNFJY1miksKzRSGJ5o5EyFstaKBTqcx92syciIiIiIiIqMgzzREREREREREWGYZ6IiIiIiIioyDDMExERERERERUZhnkiIiIiIiKiIsMwT0RERERERFRkGOaJiIiIiIiIigzDPBEREREREVGRYZgnIiIiIiIiKjIM80RERERERERFhmGeiIiIiIiIqMgwzBMREREREREVGYZ5IiIiIiIioiLDME9ERERERERUZBjmiYiIiIiIiIoMwzwRERERERFRkWGYJyIiIiIiIioyDPNERERERERERYZhnoiIiIiIiKjICCmlzPdJEBEREREREVH/sWWeiIiIiIiIqMgwzBMREREREREVGYZ5IiIiIiIioiLDME9ERERERERUZBjmiYiIiIiIiIqMJ98nQMXpiSeewObNm7Fjxw7s2bMHiUQC3/nOd3DVVVfl3L+urg4PPvggNm/ejKNHj6KyshKzZ8/G9ddfjwsvvDDnbeLxOB5++GE89dRT2L9/PwBgypQpWLp0Ke65556c9/HjH/8YGzZsQCQSwfTp0/HpT38an/nMZ6BprLcqVsNd1rq7u/Hoo4/iySefRH19PaSUmDx5Mi677DJcf/31KC8vz3kfLGujz0DL2tatW/GLX/wCW7ZsQTgcxpQpU/Cxj30MN998M/x+f87bPPXUU1i7di327dsHr9eLRYsW4fbbb8dpp52Wc3+WtdFrOMvbu+++i7/97W947bXXcOjQIXR2dmLChAk499xz8aUvfQkTJkzIeR8sb6PTSHy2uX3hC1/ASy+9BJ/Ph+3bt+fch2Vt9BqJ8saMkMKl6WhQLrjgAjQ0NCAUCiEYDKKhoaHHN+rWrVvx2c9+FslkEhdccAGmT5+O5uZmPPfcc+js7MRtt92GW2+9Ne027e3t+PznP49t27Zh8eLFWLx4MQCgvr4eb775JjZs2JC2/759+7By5Up0d3fj0ksvxYQJE/Dyyy9jz549uPbaa/Htb397+J4MGlbDWdYSiQSuu+46bN26FR/4wAewdOlSCCGwYcMG7Nq1C3PmzMHjjz+OQCDg3IZlbfQaSFl79tlnsWrVKmiahuXLl6OmpgZbtmzB1q1bccYZZ2Dt2rXw+Xxpt/nFL36BH//4x5g8eTIuueQSRCIRPP3004jFYvjNb36DM888M21/lrXRbTjL27XXXott27bhtNNOw+mnnw6v14tt27Zh06ZNCIVCePjhh3HyySen3QfL2+g13J9tbuvWrcNdd90Fr9cLKWXOMM+yNroNd3ljRsggiQbh1VdflfX19VJKKR988EE5d+5c+cc//jHnvp///Ofl3Llz5d///ve07Q0NDfKMM86QCxculLFYLO26L3/5y3LevHnyySefzDpeIpHI2nbdddfJuXPnyhdffNHZFo/H5Q033CDnzp0rX3/99QE/RioMw1nWnn76aTl37lx56623Zh3rlltukXPnzpV/+tOf0razrI1e/S1r0WhUnnnmmXLBggVy+/btznbTNOU3v/lNOXfuXPnggw+m3Wb//v3ylFNOkcuXL5cdHR3O9j179sjTTz9dXnTRRVmfbSxro9twlrff/e538sCBA1nHsu/npptuyrqO5W30Gs6y5nbkyBG5ZMkS+Z3vfEeef/758tRTT825H8va6Dbc5Y0ZIV1x9yugvDn77LMxZcqUfu176NAhCCFw7rnnpm2fPHky5syZg+7ubnR1dTnbt27diueeew6f/OQn8YlPfCLreB5P+uiQ/fv3Y+PGjTjzzDNx3nnnOdu9Xi9WrVoFAHj88cf7/diosAxnWauvrwcAfOQjH8k6ll2WmpubnW0sa6Nbf8vali1b0NraigsvvBCnnnqqs10IgTvuuAMA8Pvf/x7S1fFt/fr1SCaT+NKXvpQ2dGPOnDm44oorcPDgQbzxxhvOdpa10W84y9v111+PadOmZR3rxhtvRCAQwMaNG9O2s7yNbsNZ1tzuvPNOVFdXO/vmwrI2+g1neWNGyMYwT8Nuzpw5kFLi1VdfTdt+5MgR7N27F3PnzkV1dbWz/ZlnngEAXHrppWhpacG6devw4IMP4oknnkBra2vW8d98800AwDnnnJN13cKFC1FRUeHsQ6PbQMva7NmzAQD//Oc/s4718ssvQwiBZcuWOdtY1ggAjh8/DgCYOnVq1nUVFRWorKxEQ0MDDh065Gy3y8WHP/zhrNvYlU/ugMWyRrbBlLeeCCGgaRp0XU/bzvJGwImVtcceewyvvvoq7r333l7H1bOskW0w5Y0ZIRsnwKNh95WvfAWbN2/Gbbfd5oxjbmlpwXPPPYfJkyfjJz/5Sdr+O3bsAAAcPHgQq1evRmdnp3NdMBjEfffdh4997GPOtrq6OgDA9OnTs+5bCIFp06Zhx44diEajaWOfafQZaFk7//zzcf755+Nvf/sbrrrqKixduhSA+vA/cOAA7rnnnrSJyVjWCIBTIWT37HDr7OxEe3s7ANUiYLeO1tXVIRgMoqamJus2dnmyy5f7MssaDaa89eSvf/0rwuEwLr300rTtLG8EDL6sNTQ04Hvf+x5WrlyZVgGeC8sa2QZT3pgRsrFlnobd7Nmz8dhjj2Hu3Ln429/+hl/+8pdYt24dAODqq6/GjBkz0va3uzV///vfx4UXXoi///3v2LhxI37wgx9A0zSsXr0au3btcva3u03nmnUcAMrKygAg7Q1Po9NAy5oQAj//+c/x7//+79i5cyceeughPPTQQ9i5cycuuuiirO76LGsEAIsXL0ZZWRmef/557Ny5M+26//7v/3Yuu8tBV1dXn+XGPQSEZY1sgylvuRw5cgT33Xcf/H4/vvKVr6Rdx/JGwODKmpQSd955JyorK/HVr361z/tgWSPbYMobM0I2tszTsNu+fTtuueUWzJkzB+vXr8esWbNw/PhxPPLII/jOd76DTZs24Wc/+5mzvz02Zt68efjud78LIQQA4JOf/CTC4TC+8Y1v4He/+x3uu+++vDweKlwDLWvd3d1YtWoVtm3bhh/96Ec4++yzIYTA66+/jvvuuw8vv/wy/vCHP/TZ2kVjS2lpKb72ta9hzZo1+PSnP41LLrkENTU1eOutt7Bjxw7MmjUL77//ftEvd0OFYSjKW1tbG77whS+gubkZ3/ve9zBr1qwRfARULAZT1h555BG8/vrr+NWvfuUEI6L+GEx5Y0bIxm8aNKwSiQRWrVrltIAuWLAAgUAAJ510Ev7zP/8TH/vYx/Dcc8+lTfxk/2fw0Y9+1HmT2i644AIAqW427v17qlWza+X4n8zoNpiy9uCDD+KFF17At771LXz84x9HKBRCVVUVLrvsMvzXf/0XWltb8fOf/9zZn2WNbCtWrMAvf/lLLFq0CM8//zweeeQR6LqOhx56yOnO556foaysbEDlhmWN3AZa3tza29vxuc99Dnv37sU3vvENXHHFFVn7sLyRbSBlrbGxET/84Q9x1VVX5ZxINheWNXIbzP+lADOCG1vmaVi9//77OHToEJYvX55zLMpZZ52FZ555Bu+88w7OOussAMDMmTOxY8cOVFRUZO1vd5Pp7u52ttldpw8cOJC1v5QSBw8eRG1tLYLB4FA8JCpQgylrL730EgBkre9t7y+EwDvvvONsY1kjt/POOy9tdlzb6tWroWkaFixY4GybMWMG3nrrLTQ1NWWNm7fLk3sYCMsaZRpIebO1tbXhc5/7HHbu3Im7774bK1euzHlsljdy629Zq6urQyQSwfr167F+/fqcx5o3bx4ANcFnRUUFyxplGchnGzNCNrbM07BKJBIAgJaWlpzX29t9Pp+zzQ5a+/bty9rf3uae+dKebOWVV17J2n/btm3o6Ojoc0IWKn6DKWv2bXLNgNra2gopZdr+LGvUl82bN6OhoQHnnntu2hg9e3LFzJUWgNRqCvY+AMsa9U9P5Q1ID/J33XUXrrvuuh6Pw/JGfclV1mpqanDNNdfk/AkGg9B13fnb/r+UZY36o6fPNmaEbAzzNKzmzp2L8vJybNmyJeuN1NjYiEceeQQA0t5Il156KUKhEJ566ins3r3b2R6Px/HTn/7U2cc2c+ZMLF26FBs2bHBaWgEV1OzZy1esWDHkj40Ky2DK2uLFiwEAP/vZz2AYhrPdNE1n8hV3qz3LGtnck9XZGhsbsWbNGng8nqwJxq666ip4PB488MADad399u7diyeeeALTpk1zvqQALGuUbqDlra2tDf/2b/+GnTt34s4778T111/f6/FZ3sg2kLI2a9Ys3HfffTl/QqEQdF13/raXq2NZI7eBfrYxI2QT0p5JgGgAHn/8cWzevBkAsGfPHrzzzjs444wznPEtF110ES666CJn3zVr1kDTNJx33nk4+eST0dzcjOeeew5dXV247rrrcPfdd6cd/+9//ztuv/12+Hw+XHLJJaioqMDrr7+OvXv34rzzzsMDDzyQtk7uvn37sHLlSnR3d+Oyyy5DbW0t/vnPf2L37t1YsWIF7r333hF6ZmioDWdZO3LkCFasWIGmpibMmTPHCVMbNmzAnj17MGXKFKxbty5tvBbL2ug1kLJ2//3348knn8SSJUswbtw4HDlyBM8//zy6u7tx33334corr8w6/gMPPICf/OQnmDx5Mi655BJEIhE8/fTTiMVi+PWvf50W5gGWtdFuOMvbv/7rv+LNN9/ErFmz0pZpcrvhhhvSuqqyvI1ew/3ZlssFF1yApqYmbN++Pes6lrXRbbjLGzNCOoZ5GpSvfe1r+NOf/tTj9bfeeituu+025+/XX38da9euxdatW9He3o5AIID58+djxYoV+NSnPpXzGJs3b8YDDzyArVu3IhqNYsaMGbjiiivwuc99Dh5P9nQP+/fvx49//GNs2LABkUgE06dPx6c//Wlcd911nFW6iA13WWtqasKDDz6Il19+GYcPH4YQApMnT8b555+Pm2++GaFQKOs2LGuj00DK2uuvv45f/vKX2L17Nzo6OlBVVYWlS5fipptuwimnnNLjMZ588kmsXbsW+/btg9frxaJFi3D77bdj4cKFOfdnWRu9hrO8XXDBBWhoaOj1/p9//vm07qgAy9toNRKfbZl6C/MAy9poNhLljRkhhWGeiIiIiIiIqMgUd1UEERERERER0RjEME9ERERERERUZBjmiYiIiIiIiIoMwzwRERERERFRkWGYJyIiIiIiIioyDPNERERERERERYZhnoiIiIiIiKjIMMwTERERERERFRmGeSIiIiIiIqIiwzBPREREREREVGQY5omIiIiIiIiKDMM8ERERERERUZFhmCciIiIiIiIqMgzzRERERW7btm2YN28eVq5c2eM+P/vZzzBv3jzcf//9zrZ4PI61a9fi6quvxuLFi7Fo0SJcc801ePzxxyGlzDrGpk2b8K1vfQuf+MQnsHTpUixcuBCXXnopfvjDH6KjoyNr/w0bNmDevHn42te+hqamJtx55534yEc+glNOOQUPPfQQACCRSOD3v/89rrnmGpx55pk4/fTTccEFF+Dmm2/G008/feJPDhER0SjlyfcJEBER0YlZuHAhFixYgLfeegt79+7FnDlz0q43TRPr16+Hruu4+uqrAQCRSAQ33XQTNm3ahFAohCVLlkDTNLz99ttYs2YNtm/fjm9961tpx/n+97+Pd999F3PmzMFZZ52FeDyOd955B7/61a/w4osv4rHHHkNpaWnW+bW0tOCaa66BYRg444wzEI/HEQgEAACrV6/GM888g1AohMWLFyMQCKCxsRGbNm1CJBLBxz/+8WF61oiIiIobwzwREdEosHLlStx11114/PHH8fWvfz3tuldeeQUNDQ04//zzMWHCBAAqmG/atAlXXHEF7rnnHieEt7S04Itf/CIee+wxXHDBBfjoRz/qHOfLX/4yFi1ahMrKSmdbPB7Hvffei8ceewy//e1vceutt2ad20svvYSLL74YP/rRj1BSUuJsr6+vxzPPPIPTTjsNDz/8cNp13d3dePfdd4fkuSEiIhqN2M2eiIhoFLj88stRVlaGJ554AvF4PO26devWAQCuvfZaAEBzczPWrVuHqVOn4t57701rTa+urnZa5H//+9+nHee8885LC/IA4PP58PWvfx0ejwcvvPBCznPz+Xy466670sI6oCoOAGDx4sVZ1/n9fixevLhfj52IiGgsYss8ERHRKBAMBvGJT3wCjz76KJ577jmne3pzczNeeOEF1NbW4rzzzgMAvPnmm0gkEjj33HPh8/myjjV//nyUlpZix44dWdc1NjbihRdewPvvv4+uri5nbL3X60VdXV3Oc1uwYIHTI8Bt1qxZCAaDWL9+PebMmYOLL74YoVBosE8BERHRmMIwT0RENEqsXLkSjz76KP7whz84YX79+vVIJBK4+uqroes6AKChoQEA8Oijj+LRRx/t8XixWCzt79/+9rf40Y9+hEQiMaDzmjRpUs7tZWVl+Pa3v4277roLd911F+6++27MnDkTZ555Jj71qU9h0aJFA7ofIiKisYRhnoiIaJSYP38+Fi1ahA0bNuDgwYOYNm0a1q1bByEErrnmGmc/0zQBAKeccgrmzZvXr2O//fbb+O53v4vy8nJ8+9vfxrJly1BTU+O07J9zzjloamrKedvMLvRul19+Oc4++2w8//zzeOWVV7Bx40ankuHGG2/E6tWr+/vwiYiIxhSGeSIiolFk5cqVePvtt7Fu3Tqcc845qKurwznnnIOpU6c6+9hd3pctW4b/9//+X7+O+9xzzwEA7rjjDlx55ZVp13V3d+P48eODPufq6mqsWLECK1asgJQS//znP7Fq1Sr85je/wVVXXYXZs2cP+thERESjFSfAIyIiGkUuu+wyVFZWYv369U4X+hUrVqTtc9ZZZ0HXdbz44oswDKNfx7XXkZ84cWLWdX/9619zrks/GEIIfOQjH3Fm0d+zZ8+QHJeIiGi0YZgnIiIaRfx+P6644go0NTXhmWeeQXV1NS688MK0fSZMmIArr7wSdXV1WL16tTOrvNuWLVvw0ksvOX/PmDEDgJoZ3z1mft++ffjhD384qHPduXMnnn322awx+O3t7di6dSsAYPLkyYM6NhER0WjHbvZERESjzMqVK/F///d/AIArr7wSXq83a581a9bg0KFD+POf/4x//OMf+MAHPoDa2locP34cBw4cQGNjIz772c86M+BfddVV+O1vf4t//OMfuPTSS3Haaaehvb0dGzduxIUXXojt27c7E+v11+HDh3HbbbehvLwcp556KsaPH4/Ozk5s2rQJXV1duPjiizkJHhERUQ8Y5omIiEaZk08+GbW1tTh27FhWF3tbIBDA//7v/+JPf/oTnnzySezevRtbt27FuHHjMG3aNHz2s5/F5Zdf7uwfCoWwbt06/OAHP8DGjRvxwgsvYOrUqbj99ttx44034uKLLx7weZ5++um444478MYbb2D//v3YtGkTKisrMW/ePFx77bVp909ERETphByqQW5ERERUELZs2YJ/+Zd/wbJly/C73/0u36dDREREw4Bj5omIiEaZBx98EABw3XXX5flMiIiIaLiwmz0REdEosGXLFqxbtw579+7Ftm3bsGDBAixfvjzfp0VERETDhGGeiIhoFKirq8Mf//hHlJaW4vzzz8fdd98NTWMHPCIiotGKY+aJiIiIiIiIigyr7ImIiIiIiIiKDMM8ERERERERUZFhmCciIiIiIiIqMgzzREREREREREWGYZ6IiIiIiIioyDDMExERERERERUZhnkiIiIiIiKiIsMwT0RERERERFRk/j88YiWsd0RdvwAAAABJRU5ErkJggg==", + "image/png": 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eBPm4KxIRERERKbmK7GY/OjrKP/zDP7Bx40YOHDjAyMgImUyGpUuX8uu//uvceOONGGPiLlNEKoWfxjb24O59EPwUhTVvAMeNuyoRERERkZKpyJH5oaEhbr31VtLpNK9+9at597vfzctf/nJ27NjBH/zBH/Bnf/ZncZcoIpUm2YBt6MDddQ/uzp+CtXFXJCIiIiJSMhU5Mr9gwQIeffRRPG92eePj4/zqr/4q3/zmN3nnO9/JypUrY6pQRCpSqgXCAG/bj8GvI1jykrgrEhEREREpiYocmXdd95QgD9DQ0MBLX/pSAPbu3VvuskSkCti6NvDSeFt+gHPwibjLEREREREpiYoM888nm83y0EMPYYxhxYoVcZcjIhXKNs4DwH/mNpy+zTFXIyIiIiJSfBU5zf6Y0dFRvvSlLxGGIQMDA9x333309vby/ve/nyVLlsRdXvxyE5iRg+ClsQ1doKaAIsfZph7MyF68jd8mf/lvYluXxl2SiIiIiEjRGGsrt0vUgQMHePWrX338777v80d/9Ee8+93vfsFu9mEY4jhVNengvITb7yH43h9Dog6a5mFaF0N9hzr9i8yw1sLRHZimeTjX/S6mZWHcJYmIiIiIFEVFh/ljgiCgt7eX22+/nX/4h3/gFa94BX//939/2nX1EHXDrwXOnvtJ3flxbDoDhSwYB1vXhm1ZFK0bNtV3QyOVTjE9NR13GTKX2BAzuAPbsoT8Fb+Jre84/lAmk6mZ9wuJl641KRdda1JOut6kXGrxWstkMmd8TlWkPdd1WbBgAb/3e7/HBz7wAe68806++c1vxl1W5XB8SLeCX4+ZOIpz6Amcg09gxo+ADeOuTiRexsFmlmOGduNt+AZMj8RdkYiIiIjIBauKMH+yY93sH3nkkZgrqUDusVDfgJkawDn0FM6BxzBjhyEM4q5OJD6Oi80sw+nfiv/0tyA3EXdFIiIiIiIXpKIb4J3OkSNHgGi0Xp6H64ObgaCAmR7C9A5iUy3R9PuGLnD0uZMa5PrYliW4vRuwXpLCJW+PuyIRERERkfNWkSPzW7ZsYWxs7JTjw8PDfPaznwXg5S9/ebnLqj6uB6kMJJsw06M4h5/GOfBI1AE/LMRdnUj5eUnCloW4Bx7B2/J9bKDvAxERERGpThU5Mn/bbbfx7W9/m2uuuYbu7m7S6TSHDh3iZz/7GZOTk9x000288Y1vjLvM6uF4kG6BMMBkxzFHnsYON2NbFmIb5kUj+SK1wq/DNnbj7vk5YXM7LLy+KptFioiIiEhtq8gwf9NNNzE+Ps5TTz3Fo48+yvT0NM3NzVx55ZW86U1v4vWvf722Xzsfjgup5ijU58Yxhzdhk3uj6feN88BNxF2hSHkkG7FhgH32x7i5kGD5q0DvKSIiIiJSRSoyzF911VVcddVVcZcxd50c6vMTmCPPYIf3YpsXYhvng5eMu0KR0ku3QODgbf0RJOoIFl0bd0UiIiIiImetIsO8lInjQrIp2oc7N4Hp24Id2YdtWohtmg9eKu4KRUrKNHTC5CTe5u9jvRRh9+VxlyQiIiIicla0UFSi9cLJRkhnMIU8ztFncfc/jBnYCfmpuKsTKSnbOA9siL/pNpyjW+MuR0RERETkrCjMywknhXrCAKd/axTq+3dAfjLu6kRKxjYtgPwk3tPfxAztibscEREREZEzUpiXUxkHEg2QbgNrcQa24e5/GKd/G+Qm4q5OpPiMwbYswUwN4G/4BmasN+6KRERERERekMK8PD9jIFE/E+rBDOyIQv3RZyE7Hnd1IsVlDLZlKWb0IP6Gr2MmB+KuSERERETkeSnMy5mdHOqNgxnchXvgEZy+zTA9DGEh7gpFisNxsa3LMIO78DZ8HaZH465IREREROS01M1ezp4x4NeBl4bCNGZoD+7IQXB9rJ+GRCM2UQd+GuulwU+D42n/bqkujofNLMXt2wIbv0X+sl+LrnsRERERkQqiMC/nzpgoqHupaFQ+zGOyYzA1hMHOPMcD14tCfbIRm6gHLxWFfi8Nrq+QL5XLTRBmluD2Pon1UhQu/hXwEnFXJSIiIiJynMK8nD9jolDu+rOPWzsT8guY3ARMD58U8l1wfKyXgGRTFPKPj+SnsDZZ/o9D5HS8FGHTQtz9D4GforDu5mimiYiIiIhIBdBPplJ8LxTybQBBHpOfhuw4hhAs4LjR9OZUHY6TxiYbwEufGMn3khrJl/JL1GMb5+Puvh+8FIXVvxTt9iAiIiIiEjOFeSkfY6Lp988d3TwW8sMC5LOY3AhmNAQD4ERr8l0fEg3YREO0ftk/NmU/pXAlpZVswoYB7o67sH4dwbJX6MaSiIiIiMROYV7id3LI9z1w09Fxa8GG0XT9IA8TRzHjh6ORfONEz3c8rHPiz8/9ZR135rluNMV/5s/WuDPHnJmp/yc/TzcH5DnSGQgLeFtvB7+OYNE1cVckIiIiIjVOYV4qlzEngjbPWUsfzozkh0EU9Au5KPwTgrUYa7HYaHDfmOixmcFUY8EaZ+b1DTD7z+d0c8BNYNMtWktdA2x9B2b0EN7m72H9NOH8S+IuSURERERqmBKIVCfnWMg/PfsC/9RaGz3DhjM3AE76s7Vnd3Pg2FmMg/XrsA3zsfXtkGrSyP4cZhvnY0b24226lYKXIuxYFXdJIiIiIlKjFOal9hgDmHMK3c97cyAMMPlJzMA2GNqNTTVhG+dh69qjtf1aWz23GINtXogZ2o238ZvkL/8NbGZJ3FWJiIiISA1SmBe5EI4LyUawDdHa/ulRzOQgeAlsuhXb0IWta4u68cvcYAw2swQzuAv/yS9TuOgthF0XxV2ViIiIiNQYhXmRYji+HV9zND0/yGLGj2DGj4CXwtZ3Yhs6sOnWF1weIFXCONjWZZiR/fhP/geFVTcRLH25lliIiIiISNkozIsUmzHRlnleKlqLn5/GjOzFjO7H+vXRNPz6dkg2axp+NTMOtmUxZrwPb/N3MZMDFFa/HvxU3JWJiIiISA1QmBcpJeNAog6oi6bh56cwA9th8Nj6+vnRNHytr69atqETplO4u36GmRwiv/4tUNcad1kiIiIiMscpzFcxJ9WI6VqDnRyJuxQ5G443s77eQpg/aX19Els3s74+3QZeIu5K5VylmrBeAufwBhLZEfLr36rGeCIiIiJSUgrzVaquro7k2lfC2ldi89OER54l7H0G27uJ8Mg2CHJxlyjPxxhwE9Eva6GQxYwdwYz1gl+Hre+I1tinM1pfX028FLZ1BWZoN/7j/0Zh3c2E8y/TjAsRERERKQmF+SpkjCGZPNEd3fgp3AWX4S64DAAb5LF92wl7NxEe2kR45FnIT8VUrbwgY6I11v6x9fVTmOG9mOH92EQDtrELW98BySaFwmrguNjW5ZjRA/hPfY3CRD/B8ldGszJERERERIpIP2FWIWstYRjiOKfvnG1cHzN/Hc78dXDF27FhgO3fFYX73mcIezdDdqzMVcsZGQcS9UD9ifX1/dtn9q9vxjbM7F+fqIu7Unkhx/ain+jHe/Y/o8Z4a98487UVERERESkOhfkqNTExQdoN8Opazvhc47iYzpU4nSvh0jcDEA7smQn2UcBncqjEFcs5ee76+qlhzER/NJW7rg3b0Bk1znO1vr5S2fp28FJ4e3+OmRqisP6tUbM8EREREZEiUJivUoVCgYkd95P6+Wcxy6/H6bkMZ/5FmPZlmLNYZ+20LcFpWwLrXw9AOHzweLi3vc9gx/pK/BHIWTllff00ZqwXM3YoWl+fbsX66WiPe8cHN4F1/Zl/44NxNT0/TskGQncZTt9m/MdGyV/8VmzbirirEhEREZE5QGG+2k0NE+7+BeG+x6O/+2mceWtx5l+EM389pnMlxvXP+DJOSw9OSw+svREAO3b0pGn5z2CHD5Tyo5CzYQz46ejXsfX1owcx2JOfFE3XN260ftvxov3u/VTUNd+ZCfnHQ/9M8FfoLx0vETXGG95D4vEvUVj7RoIFL9LnW0REREQuiML8XJOfItz/BOH+J6K/e0mczlWYmXDvdK3B+MkXfg3ANHbgNr4Sd9UrAbCTQ8eDfdi7CTuwF2aFSCmrk9fXn8yG0a8wABtiglzU/HAyOn4sPxrAGncm9DtYxwcvGd0o8JLR32dG962bmBn196Pp/wqh585xsZllmLFevKe/gZk4SmHlDVomISIiIiLnTWF+ritkCQ9thEMbCQAcD9OxPAr28y/CmbcOkzxzYy5Tl8Fd/lLc5S8FwGbHCXs3Y4f2YfPTUJiGfBZbyM78eTr688xjJ/6chbBQ2o+5lhkn+nWG7un2eUP/4EzoN4DFWLDOyaHfA/fYSH8Km6jD1ndGQV9emDHYpm6YGsLdfgdMDlK46E1RbwQRERERkXOkMF9rwgL2yFaCI1sJnroVjINpXYLTPTNyP389Jt10xpcxyQbcJVfDkqvPuQQbFKLAX8jODvz5LCbI4uSmZm4KZGduCkQ3CqLnzNwQmHk+U8PYiQHdIDhXZx36LdjgpNCfj74WUydCv000YJsXYBvnR6P78sLSGaybxNv/MM70MPmL3xZ97kREREREzoHCfK2zIXZgF8HALoKNPwDAZBYeX3PvdK/H1LcV9ZTG9cBtgGQDxZqwbScGseNHn/OrP/p97ChMjxTpTDXGGDDe84f+MMDkJzB9m2F4L2FTD7axW9vnnUmijrB1OWZgB/5jX6Rw0VsIO9fGXZWIiIiIVBGFeTmFHdpPMLSfYPOPATCNXVGon39RFPKbu2Ou8FSmvhVT3wpdq0/7uC3kZgV8Tg79Y0exE/3RiL+cG8eFZNNMQ75JnP5tMLwf2zSfsKlHU8hfiOtjW5djhvfhP/FlCmteT7D42mjGhIiIiIjIGSjMyxnZsSMEW4/A1rujA/WtOPMuwpm3BpNqmumWnsR4yeOd02f9+Sy2yis14yUwLT3Q0vO8z7FTo6cZ3T/xi8nhKLTKqYwDiQbw66EwhRnchTtyENs4Lwr1qWY1zjsd42BbFmPGj+Bt+jZmoo/C6tdpuYKIiIiInJHCvJy7iUHCnfcT7rz/7J7veDOd0lOYk7ZJMzPH8FJRh30vhZNMR9unnfL8xEl/Pvb89Fl15j9bJt0U9QvoWH7ax21QiNbnnxTww6ED2MObsWNHilZHVTMG/Drw0lCYxgzvwx07hK3vwDYtwNa1KdQ/lzHYxnkwPYK786eYqSHyF70Z0pm4KxMRERGRCqYwL6UXFiBXgNzErM3sTruxne8R5M+hmV2iHtPQjmnoOPGr8dif26G+vWgzA4zrYZq6oKnrlMfsxABh72bCw5ujLv+De2p7FN+YmW3uUhDkMGOHMeN92LpWbPNCbF17NEVfTkg1Y90kzsEnSUyNRI3xWhbGXZWIiIiIVCiFealuuQns4AR2cO/pHzcO1GVmB/369tmhP3Xm7v1nYurbcFe8DHfFywCwuUnCI89Gwf7wZsK+bbW5Jt+YaJaFl4Qgj5kYwEwMYNMtUahv6DxjR/2a4qewbcsxQ7vxH/9XCuveRDjvYs1mEBEREZFT6KdomdtsCBMD2IkB7JFnT/8cLzl7ZH8m6HPyiP857qNuEnW4C6/AXXhFVEZQwA7sOjF6f3gLTA1f4AdXZVw/mjoeFjDTI5ipQWyyCdu8CNvYBW4i7gorg+NhW1dgRvbjP/UVCitvIlh2vWYyiIiIiMgsCvMihSx2+AB2+MDzPMFAuvmksD8T8pu7cbrWROvsz8C4HqZzFU7nKrj0TQCEwwcJD2/GzgR8O3KoeB9TJXM8SLVE29rlxjFHNmGHd2ObFkb7rfupuCuMnzHYlkWYiaN4W76PmeynsPaN0dIFEREREREU5kXOgoWpYezUMPbo9lMeNS0LcOatxcxbhzN/3Vlv3ee09OC09MCaG6KzTA2fNHK/Gdu/C8KgqB9JRXHcqMu9DTG5CczRLSf2qm/qhkR93BXGztZ3gJfC3XM/ZmqIwvq3Yuvb4y5LRERERCqAwrzIBbLDBwiGD8Czd0YH0i04x4L9vHWY9mVn1YTPpFtwl12Hu+y66HXzWcK+rdGa+97NhEeehfxUKT+UeBgn2o/eNkR71Q9sh5H92MaT9qqv5TXjyUasuwTnyCb87Cj59W/Fti6LuyoRERERiZnCvEixTQ0T7n6QcPeD0d+9FE7nKsxMuHe6VmMSdWd8GeMncXsugZ5LALBhgB3cM2v0nonBUn4k5WVMNBrv10V71Q/txh09iG3oImzugVSmdkO9l4zW0Q/vxn/8SxTWvpGw58ra/XyIiIiIiMK8SMkVpgkPPQ2HniYAMA6mbelJo/drMfVtZ3wZ47iY9uU47cvh4jcCEPbvpvDkNwl3PsDzbPZXfU7eqz7IYkYP4I4dxta3Y5uP7VXvxF1l+TkuNrMcM3oQ/+lvUJjsJ1j+6qixoIiIiIjUHIV5kXKzIbZ/J0H/ToJNPwDANHadGLmftw6nddFZvZTTvpTEDR8ivGIPhce+Rrj7F8ypUO+lTuxVP35k9l719R211+HdGGzzAszkAN7WH2Gmhilc9OZo6z8RERERqSkK8yIVwI4dwY4dIdx2T3Qg2Ygzb83x0XvTsfIFt8dz2paQuOnDhP27KDz2VcI9D5ep8jJxE5BujfaqnxrETA5gUy3YzBJsQ1fNTTe3dW3gJXH3PgBhQGH9W9TpXkRERKTGKMyLVKLsGOHeRwn3Phr93U1gOlYcb6rnzFuLSTac8s+c9mUkXvsxwr7tFB77CuG+x8tceIm5Prgze9VnRzGHNxJ2ZLHNi2ou0JNowDYtwN3/EIR5Chf/inYAEBEREakhCvMi1SDIYQ9vJji8OVp3j8FZcg3ei/4LTtvSU57udK4k8bo/JzzyLIVHv0p44MlyV1xax/aqz43jHN1KGATY1qU1GOjrsc2L8A48jgkD8pf8KpzmJo+IiIiIzD0K8yJVyRLueYjcnodxlr8E78pfO+06e6drDYk3/CVh72YKj34lasQ3lySObWe3DWsLhG0raq85np8mzCzGPfQkhAH5S38VUs1xVyUiIiIiJaYwL1LVLOHOn5Pb9SDO8pfhXfUOnJYFpzzLmb+OxC//NcHBpyk89lVs7zMx1Foifh1gMIM7ccKAsH1V7TXG81KEmaW4h58GWyB/6a9BOhN3VSIiIiJSQgrzInOBDQl33Etu5/04K6+PRuqb55/yNLfnEtyeSwgOPEnh0a9gj2yNodgS8NPRln9De3BsQNixJpqKX0u8JGHrMpy+zfhP/geFy/5L1ChPREREROakGpuPKjLH2ZBw2z3kvvHfyP/sH7BjR077NHfB5STf/Bn81/05pnNlmYssES8JyUbM8D6cI89AkIu7ovJzE9jMcpz+bfhPfBkz3hd3RSIiIiJSIgrzInNRGBA8eyfZr72X/L3/hB0/etqnuYuuJPmW/4n/2j/FtC0rc5El4CYg2YwZPYRzeBMUsnFXVH6uj21djhnchf/klzFjvXFXJCIiIiIloDAvMpeFBYItPyb71d8jf//nsBMDp32au+Rqkr/yv/Bv/DCmdUl5ayw214dUM2b8MM7hjZCfirui8nO8KNAP7cV/4j8wIwfirkhEREREikxhXqQWhAWCZ26PQv0Dn8dODp32ae6y60i+/R/xb/gQJnNqd/yq4XiQymAm+nAOPw25ibgrKj/HjQL96IFoyv3Q3rgrEhEREZEiUpgXqSVBjmDjD8h+9XfJP/gv2KmR0z7NXf5SEm//R/xXfxDT3FPmIovEcaNAPzmI0/s0ZMfirqj8jgX68SP4T/0HZmBn3BWJiIiISJEozIvUokKW4Onvkv3Ke8g/9CXs9OgpTzHGwV15PYlf/Sf8V/4RpunU7vgVz3EhncFkh3F6N8D0cNwVlZ9xsK3LMBP9+E99BefotrgrEhEREZEiUJgXqWWFaYKnvh2F+ke+jM2On/IU47i4q19F4h2fw7v+9zGNXTEUegGME43Q58ajKfeTg3FXVH7GwWaWYaZH8DZ8Fadvc9wViYiIiMgFUpgXEchPETzxTbJfeQ+Fx76KzZ66xtw4Lt7aG0m84//ivfx90NARQ6Hn6Xign8I9/DRm4vTd/ec0Y7AtSzC5CfynvhYtPRARERGRqqUwLyIn5CYoPPY1sl99D4Unvok9TSd443p4615L8tf+P7yXvw/TtjSGQs+DMZBqgSCHc3gjZuxw3BWVnzHY5kVQyOI//Q2cg0/EXZGIiIiInCcv7gJEpAJlxyk88mUKT38P79I3465/A8ZPzXqKcX28da/FW/dawr5tBJt/QrDjPihMx1T0WTAGks2QHcU5sgnrO5DsiI7XCmOwzQsxowfxN36LQlggWPCi2vociIiIiMwBGpkXkec3PUrh4S+R/ervUtjwHWwhe9qnOZ2r8F/x+yTf+aVotL59eZkLPQfGQKoZMNjeTZjhfWBt3FWVlzHY5gWAwdv0bdx9D9be50BERESkymlkXkTObGqYwi++SGHDd/Aufxvuul/CuP4pTzOJuhOj9Ud3Emz5McH2e+E00/Vjl2yEcBqnfythWMC2Lqu50Wnb1I0ZO4y36TsQ5AmWXl9znwMRERGRaqWReRE5e5NDFB7452hN/WNfw473P+9TnY7l+C9/H8l3/nvUBb9zVRkLPUvJBnATOAPbcQa2gw3jrqjsbOM88OvwtvwAd+fdNfk5EBEREalGGpkXkXM3MUjhsa9SePzrOAuvxF13E86iqzCOe8pTjZ/CW3sj3tobCQd2R2vrt/8Mcqd2zI+FXwc4mMGdOGGBsH11tD99DbENnZiJfrxnb49G6FfeWHOfAxEREZFqozAvIufPhoT7HiXc9yjUt+Gufg3e2hsxjZ2nfbrTthTnZe/Fu/a3CXf+nMKWn2APbylz0afhp8AYzNAenDAg7FwLTm29Pdr6djAO3vY7MGGBwupfqrnPgYiIiEg10U9qIlIcEwMET3yD4Mlv4Sy4DHftTThLrjn9aL2XxF39atzVryYc3Eew5ScE2+6B7FgMhc/wklGgH9mPY8Mo0LuJ+OqJQ10r1ji4O+6GsEBhzRvgNL0RRERERCR+CvMiUlw2JNz/BOH+J6AuE4X2NTfiNM8/7dOd1kU4L/ldvGveRbj7QQqbf4Lt3VTmome4CUg2Y0YPRiP0XRdFIb+WpFuwxuDu/FkU6NfdXHs3NURERESqgMK8iJTO5BDBk98mePJWnJ5LcNe9NhqtP10nfC+Bu/IVuCtfQTh8gGDLHQRb74bp0fLW7PqQasGMH8axAWHXevDT5a0hbqnmaIR+930QBhQuenPt3dQQERERqXAK8yJSBpbw4AbCgxsg1Yy7+lXRNPyWntM+22lZgHPtu/Gu/k3C3Q8RbPkx4cGNQJn2Qnc8SGUwE0dxep8mnLceEvXlOXelSDZiTQ/u3geiEfr1b629mxoiIiIiFUxhfi4IslH4MNppUKrA9AjBhu8QbPgOTvd63LWvxVl23elH610fd8XLcFe8jHCkd2a0/i6YGi59nY4bBfqpQZzeDVGgTzaV/ryVJNGAbVqIu//hKNBf/Cu1d1NDREREpEIpzFcxm2zCJpvAWpgeifaHdlxwk9EaV20tJRUuPLSJ8NAmeKAJd9Uro7X1rYtO+1yneT7Oi9+F96JfJ9z7CMHmHxMeeIqSjtY7LqQzmOmhEyP0qZbSna8SJeqwzYvwDjyOCQPyl7wdko1xVyUiIiJS8xTmq1mqibBtObauHVPIQnYUMzWEyY5CdgSwYBTupQpMjxI8/T2Cp7+HmbcOb+1NOMtfgjnNOm3jerjLrsNddh3h4D7yd38GO7C7dLUZB1KtUaA//DS28yJsXVvpzleJ/DRhZjHuoSchLJC/9B2Qao67KhEREZGapjA/F3hJbLIR6tujMcpCLgr0uTHM5OBMuB+NRu6NC14iCvgK91KB7OHN5A9vhgc+H43Wr70Jp23JaZ/rtC4i8aZPk7/3Hwl33Fu6ooyJptxnhzGHNxJ2XYSt7yjd+SqRlyLMLMU5sgn/qa+Qv/TXIJ2JuyoRERGRmqUwPxd5CazXHoX7zFIIcpjsGGTHMFODmOmRk8K9E3WpVriXSpObINj0Q4JNP8R0rsZddxPu8pdh/NSspxk/SeI1H6TQuZLCQ/8KYVCaeoyBZAtkR3AObyTsXIttPP12e3OWl8RmluL0bSHx5H+Qv/TXsPXtcVclIiIiUpMU5muBm4imBde1YTNLnhPuhzHTw1G4JwSOhftE1FRPpALYvq0U+rZSePALuCuux13/epzWxbOe411yM077MnJ3fCrqIVEKxkCyGbJjOEeeISzksM09tfW94iawmWWYo1vxtnyf/BXv0o1AERERkRio/Xktmgn3NrOEsPsygsUvIVjwIsKOddjGrug5uXGYHICpIchNQFiIGu2JxCk3SbD5R+S+/QEKz9x+ysNO98Uk3/ZZTMfK0tVgDKSawDg4RzfjHHgMM34kmulSK1wf27wI5/BGnENPxl2NiIiISE2qoeEkeV6uD3Wt2LpWLIshyENuHHOsod70SBTuwyAKMu5J0/KNibv68nihGxm18jmoJGGBwv2fw/Ztx3vZf8N4ieMPmYYOEjd/ksL9n4u2sSuVRAOEaUx2BNP7FLaug7B1adTtvhauiUQdOAm8HXeRa1+phngiIiIiZaYwL6dyfUhnsOkMtmVxNCqfHcPMTMtnegiTPxbuwVjDyduD2WM55uT8e3K2Oe3xmdfIuieteT75hU4+h5kJ12bmKXb2axz/J7PrOuX8z3385Jc59sfTZXhz7OkzdRgDXir6ZTTZpZyCrXcRDu4lcdOHMQ0nGtIZL4H/yj/EdK6k8MA/R9dwKczsRU+Qx0wcwZ0axDbOJ8wsjsL+HGebunEGduDtuofC2ptr4yaGiIiISIVQmJczc7yTwv2imXA/HoX7/MRMBp75If74D/Pm+G+Wk47NCu8857jBSyQIc7lTjp/6759zfNZLniZQmOec7wUff85zThtQZo4FOcxkP2ZyAKaHAQvuTLDXOuKysEe3k/32H+Hf8D9wey6Z9Zh30etw2paSu+OTMDlYuiJcH1KtEGQxw3txx/sIWxZimxdGPSjmKsclbOjE3fsQQdd6bNuKuCsSERERqRkK83LuHA/SLdh0y+nGvS+ISaewU9NFftXSsk3dUMhipocxEwMw2Y/JjkSj9m4CvDS4+lYrqekR8j/8U+yLfxvv0jfNesiZt5bkWz9L7s5PYg9vKV0Nx2ZouEnIT+L0b8OO9WJblmCb5s/dJnnpDEwO4G2/g3zzomjrSxEREREpOc0JFikGL4lt6CLsWke4+DrCnquwbcuxXhLy4zDZH+0YEOTUSLBUbEjhF/9C7q7PYPPZWQ+Z+lYSb/wb3IteV/o6jIFEPaRbMYUsTt+mqEne2OE52yTPNi/EOboV98AjcZciIiIiUjPm6FCRSIwcD1vfHu2/3bocsiOYySHMRB8mNw7BWDQF30tHI/daZ1xU4Y57yQ3txb/pozhN844fN66H/7L/hulYSeH+z0U3VkrJOJBsgjCImuQd3jDTJG9JtM5+Ln3dvST49bg7fkrYsRpb33HmfyMiIiIiF0Qj8yKl5LiQbsW2LSdceA3BgqsJO9di05koTE4NRtv/5afm7KhtHOzAHnK3/hHB/idOecxb8xoSN38SGsoUOI81yfMbMBN9uAcfx+nbDNnx8py/TGzjPMzkUdztd2n2iYiIiEgZKMyLlItxINWMzSwh7LmKYNE1hPPWYxs6wQZRA72pQchPKtgXQ3ac/O1/QeGJb57ykNO5kuRbP4uZf3H56nF9SLeCm4ya5B14BNO/AwrV1SPieRkH2zg/ullx5Jm4qxERERGZ8xTmReJgDCQasM0LCbsvJ1h0LeG8S7BNPYCdCfYDkBs/aas+OWc2pPDIl8n95BZsbnLWQybdjPvaj+NecnN5a/JSkG4DDM7AdpwDj2CG95Vu+7xySjYBFm/7HdFNKREREREpGYV5kUrgp7FN3YTzLiZY9BLC7suxLYuxjhc1zpscgOwYBHMg8MUg3P0gue98kHD44KzjxnHxr3sP/qs/WN4t5I43yctgCjmcvs1zpkmebVqAGdqNu+fncZciIiIiMqcpzItUGi8RdcbvPNYZ/8rZnfGnBtQZ/zzYof3kbvvvBHsePuUxd+X1JN78acxJDfPK4liTvGQzJjuKc3gDzqEnYXKwer+2M8sJvN33YUYOxF2NiIiIyJylMC9SyWY644ftqwgXXUuw4EWEbauwiXooTMH0YBT8pkeiac1BvnpDYDnkJsn/+K/JP/oV7HNGwJ22pSTe+lmchVeUvy7HhVTLTJO8o7iHHsfpeyaajVGFbF07TI9G0+21TERERESkJLQ1nUi1cFxIZ7DpDLZ1KWTHMdlRTG4Cpkcw+cmZ5nkFsIBxo1FS1wfHi0aBBbAEj38de3QH/qs/iEnWH3/EJBvwX/dxCo9+heCJbxF9IsvoWJO8wjRmeB/ueB9h80Jsy8JorX21MAbbtADn8EacQ08SLrgq7opERERE5hyFeZFqZBxINWFTTSfiZpCH/OTxUG+mRyE7hilMzzRXs4AB51jA96MbBDUq3PcYhe//Me6rP4TTuvj4cWMc/Kt/E6djBfmffjbaNrDcvBS4SchP4Qxsx473YluWYJu6oxsz1SBRB04Cb8dd5NpXQqo57opERERE5pQq+alQRM7I9cFtxs6EJgtRM7X8VBTwcxOY3Hg0il/IzoTUmanm5jkB35i4PoryGu0ld9sH8V/5h7jLXzrrIXfptZi3LCD/k7/BDsew9tuYKBD7KUxuAnPkGezoIWxmSbSdYRXMtLBN3TgDO/B23UNh7c21c12JiIiIlIHCvMhcZhxI1Edr7Os7ZgK+hSALuWgUPwr4ozMj+hPRnvfWRqHeqYFp+oVp8nd+ivDodryr34k5abaCk1lI4i1/R/6n/5PwNI3zysI4kGyEMIiWVfRuwNa3R6E+3VrZAdlxCRs6cfc+RNC1Htu2Iu6KREREROYMhXmRWmNMNI3bS2Fp1TT9GcFTt2H7d+G/5o8xqabjx02ijsRrP0bh8a9TeOxr8W0dd6xJXpDHTBzFTA0StiyJAnIlB/p0BiYH8LbfQb55EXiJuCsSERERmRMU5kUkcrpp+mEQNWN7vmn6NoxuDPh1lR0oz1J44Clyt/53/Js+jNO+fNZj3pXvwHSsIH/XZyA3EVOFnGiSl5/CGdpN6Ndhm3viq+cs2OaFOEe34h54hGDJS8/8D0RERETkjObovFkRKQrHjabp13dgM0sIu9YTLrqOYPF1hAuuwrYtj0L81EC0jVpco9ZFZMeOkPvuhwi23XPKY+6iq0i89X9iTmqYFxs/DcbF6d8KU4NxV/PCvCQkGnB3/hQzcTTuakRERETmBIV5ETk3M9P0bV0bYfsqgoUvJuxYi/USMDUU7Xlf7XuLF7Lkf/o/yf/889jnfCxOczeJN38GZ3kFjDAnGiDI4/RtibYlrGC2oQszcRR3+11RTwYRERERuSAK8yJyYfwUtnUp4cJrCOetj5rtZUdgeihah1/Fgk0/IPeDj2Enh2YdN36KxA0fwnvxb8fbGNAYSDVjpkeiQB8W4qvlTIyDbZyPe/BxnL7NcVcjIiIiUvUU5kWkONwEtnlhFOrnXxp1Ws+NR1PAC9m4qztvtncT2Vv/iPDI1lMe8y57C/5NH436BsTFOJBqwYwfwenfXtmj3skmwOJt+0nFzyQQERERqXQK8yJSXI6LbZxP2HMlYc8V2IYuKEzD5MBM07wKDpvPZ2KA3Pf+hMKWn5zykLvkahI3fxLqW2MobIbjQaIRM7wXM7I/vjrOgm1agBnajbvn53GXIiIiIlLVFOZFpDSMg63vIJx/GcGCq7Ati8AWomZ5uYnqC/VhgcK9/5v8vf8b+5zlA07HcpJv/jtM29KYiiNqMucmcPq3Yyb646vjTGa68Xu778OMHIy7GhEREZGqpTAvIqVlDKQzhF0XESy4Gtu6HAxV2wE/2PKTaB399Ois46ahncSbPoWz6KqYKgP8erAFzNEt0RKHCmXr2mF6FG/7T6q/WaKIiIhITBTmRaR8ko2EHaujDvjta7CeHzXKq7IO+PbwZnLf+SDhyKFZx42fxn/tx3Aven08hRkDyRZMdjxqiBfk4qnjTIzBNi3AObwR59CTcVcjIiIiUpUU5kWk/Pw0tm0Z4YIXE3ZedFIH/GEIKrgj+0nsSC+52z5IeGjTrOPGcfFf9l68694TT6d7Y6KGeBNHcfq3Ve7Mh0QdOAm8HXdFN3NERERE5JwozItIfLwEtmUR4cKrCeddgk01Q34s6oBfqaPKJ8uOkfvhnxJsu+eUh7xLbsa/6SPxdLp3XEg2YUYOYIb2VGx/AtvUjTNyEG/XPRVbo4iIiEil8uIu4HSOHDnCj370I+677z527dpFf38/zc3NXHHFFbznPe/h0ksvjbtEESkmx8M2dWMb52EmBzDD+zGTM2vqE/XgJqMR50oUFsj/9H8SjhzCf9Gvz3rIXXIN5uZPkvvRX8LkYHnrchPgpnAGdxEm6qNdBSqN4xI2dOLufYig62Js2/K4KxIRERGpGhU5Mv/lL3+ZW265hf3793Pdddfx27/921x55ZXcfffdvOMd7+D222+Pu0QRKYVjHfC7LydYcCW2eQEE+ahZXn6yokdvg8e/Tu7uvzt9p/u3fAbTtqT8RSXqwFqco8/Ccxr2VYx0BgrTUTO8QhXMxhARERGpEMbayvvp+I477qC1tZWrrprdFfqxxx7jt37rt6ivr+f+++8nkUic9t8PDQ2Vo8zYmaHdJB7839imnmgUbg5IpVNMT03HXYZUCmshN4Yzeggz2hvtV+8lwa8rynp01/cI8sVdo2/mX0Tipo9gUk2zjtvcJPm7/pZw3+NFPd8ZWQvTg9hUK2H3ZdHnr9IUspiRfRQu/hWCJS+Nu5qSyGQyNfN/k8RL15qUk643KZdavNYymcwZn1ORI/M33njjKUEe4KqrruKaa65heHiYrVu3xlCZiJSVMZBsIuxYQ7DwGsL2VVjHg6khyI5WZAd82/sMue/88amd7hN1+K/9U9yLXlfego51uJ8aiEboK/BzhpeERAPuzp9iJo7GXY2IiIhIVajIMP9CPM+b9buI1IhEHbZtOeHCawi7LsL66Whbu0LlzeSwI4eiQN/7zKzjUaf7/1b+TveOC8lmzNghzODuilyuYBu6MBNHcbffVZH1iYiIiFSaqgrzhw4d4sEHH6Sjo4NVq1bFXY6IxMFLRh3wF1yNbV0WhfnpkcoLgNOj5H7wMYLtPzvlIe+Sm/Fv/HB5O927Pnh1OEO7MGO95Tvv2TIOtnE+7sHHcfo2x12NiIiISMWryDXzp5PP5/nt3/5tHn30UT71qU/xpje96XmfG4YhjlNV9ynOi+3fSfDTT0PLQow3N9bMi5wLay2MHMIeeRbyE5BuAafyZu04l/8q7hXvOOW47d9J4c6/hskyrgGbGgHXwyy8ClN35rVY5WaP7sS0LsS5/gOYRH3c5YiIiIhUrKoI82EY8qEPfYjvf//7vP3tb+cTn/jECz6/VpojqAGeyIzsGM7RZ6P11omGsx7xLkUDvOfjrHol/vW/j3H9Wcft+FFyP/pL7MCestQRNcQbwiabCbsvB7+MswPORpDHDO2isPaNBCtvjLuaoqnFxj0SD11rUk663qRcavFaq9oGeCez1vKxj32M73//+/zyL/8yf/EXfxF3SSJSaZKNhPMvOzHtPjtacdPuw233kPvhn2Gnx2YdNw0dJG7+FM6iK8tTiDGQasFMD+Ec3QJheW5mnDXXh3Qr3u77MCMH465GREREpGJVdJgPw5CPfOQj3HrrrbzhDW/gk5/8ZE1MnxeR8+D6hO2rCbvWR1PtpwcrrnO77d1UGZ3ujRN1uB8/jDOwo+JufNi6dpgejfaer7CvoYiIiEilqNhkHIYhH/3oR7ntttt43etex9/+7d/ium7cZYlIJTMG29RN0H0Ftq6tIrvd25GDM53uZzd5K3une9cDvx4zvBczWmEj4MZgmxbgHN6Ic+jJuKsRERERqUgVGeZPDvKvfe1r+fSnP60gLyJnL9UUTbvPLIHCVOVNu58eJffDM3W6T5a+Di8FxsPp34aZHCj9+c5Fog6cBN6Ou6LdCkRERERklspr+wz80z/9E7fddht1dXUsWbKEz33uc6c85zWveQ1r166NoToRqQpugrBjLSbVjNO/PZp2n2yJ9lyvBEGe/N1/hx3pxbvq12Y95C59MebmT5L70SdgcrC0dSQaYHoY0/cstvsyqKAO8rapG2dgB96ueyisvTla7y8iIiIiQIWG+YMHoymfk5OT/N//+39P+5yenh6FeRF5YcZgm3oIEo04R7dEo8+JxvKMep+lwmNfJRztPaXTvdOxguRbPkPu9r/EDu4pXQHGQKoZMxU1xAvnXRo1oasEjkvY0Im79yGCrouxbcvjrkhERESkYlTF1nTnqla2LdDWdCLnIMjh9G/HjB4A40GiATfhl21rujMx89eTuOkjmFTjrOM2N0n+zr8l3P94aQsICzA9gm1ZTNi5pjzr9s+SGdhB2LGK/FXvAa863+tqcUsdiYeuNSknXW9SLrV4rc2JrelERIrCTRB2riPsvCiaaj9VWd3uX7DT/S/9Ke66XyptAU50g8OM7MMM7y/tuc6RbV6Ic3Qr7oFH4i5FREREpGIozItI7TAG27yAoPtybF0rTA5AIRt3Vce9YKf7l/8/eNf+TmlHzL0kuAmcgR2YiaOlO8+58pLRTIqdP62sukRERERipDAvIrUn1Uw4/3JoWwb5SciOVU63++Od7u895SHv0jeVvtO9Xw82wBzdAtnx0p3nHNmGLszEUdztd1XO10pEREQkRgrzIlKbvARm/sWEXeui0e7pocqZdh/kyd/9GQqPff2Uh9ylLybxy7dAXWtpzm0MJJsx2Qmco5shyJXmPOfKONjG+bgHH8fp23zm54uIiIjMcQrzIlKzjDHY5oXRtPtUSxToK2jafeGxr5D76WexQX7WcadzJck3fwbTuqQ0JzYGUi2YiX6co1vBhqU5z7lKNgEWb9sd0YwKERERkRqmMC8ikm4h7L4c27II8hMVNe0+3PZT8v/5Z9jnTHk3jR0k3vQpTMfK0pzYcSHZhBk9gBncXTGfD9u0ADO0C3fPz+MuRURERCRWCvNSnayF3ARMDUF2FPJTEOQrJnBIFfKSJ7rdGxON0lfIiHR4aBO52z5IONI767hJ1JF43Z9hmuaV5sRuArw0zuAuzPiR0pzjXLk+pFvxdt+HGdgZdzUiIiIisfHiLkDkjKyFIIvJTUBuHAo5MICXihqBFaajPbLDAibIY40hesJMsDdutO2W44HrY4/9+eRfxsT4AUrFMA62ZSFBsgHn6FbM1GA0tduNf2/zqNP9B0m89qM489YdP27SLfiv/wty3/kfMD1S/BP7dRCM4PRvJfDTkGou/jnOka1rxwzuJPHYvxDMv4xg4TXRrAp9H4uIiEgNUZiXyhPkIDcRhfdj62K9JCTqCduWE7YswTZ2YRs6o3XOQQ6Tn4JCFlOYgvz0id/zU5Adw+TGMNkxyE1iwjwUpiCIbgBgT2p6ZonuAxgP3BNh3zp+NO3Y8aPjxlVwmMvSGcLuy3H6t2FGD0Zh3q+P/2s+PUruBx+L9p1fcPnxw05zN4nXfZzc9z8S3dwqtmQTTA/i9G0h7L4supEWJ2Owrcthehh3z/24B58gmHcxweJrsZml8X+dRERERMpAYV7iFRZOCu4TWN/HBBb8esKmbmxmKWFjF7YhCu/46dO8SD02nQGOj8U/PxtGYefkwF+YhvzUid/zU5AdxeQmMLljNwBykJ8J/2H+RNfz54YGazEYrHGiDunGzPx+8q8Tx+yxv/P8zzn+dykvL0nYdREm1YwzsCOadp9qKe0+72cjyJP/yS2Ym2/BaV9+/LDTuRL/xg+R//FfFb8rvzGQymCmBnGObiXsWh/d3IqTMZDORDf0sqO4+x/G7d1A0LWOcNF1hO0r4v9aiYiIiJSQwryUTxhAfvJ4cCcMoh+2E/XYulbCzBU4PavJ2boouCcaih9ijRNNG/brjgf/M94ACAMoHAv901CYwhz7vZA7Ee7DAGML0dr9IDfzK485/ns+em6Qn3luiAkL0Q2G47/sKX83hFhrn/O5mFlGYBxsXQckGxX4S8E42JZFBMlGnKPPVs60+/wUudv/guSbP41p7Dp+2F10FfZl/w+Fe/+x+Oc0TrRl3eghHD9N2LayMq45YyDVjE01Q3YM99CTuIc3EXasIVh8LWHHmvhvPIiIiIiUgMJ8tXNczNCeaDTYOWlt+Myfjx8zJ46V5Qdwa2dGuWfWuQf56Lx+HTbZRNi1DtvUg23sImzomhnxNDiZDHZoqPT1nQvHjW44JOqPH7rgNns2nBnlD06s95+5IYAtREsAbBCF/ZOeQxjMPG/m3wzvwT2yGcYPY+s7o/XMlRCw5ppZ0+4PVca0+8khcj/8OIk3/y0m1XT8sLf2RpgYpPDYV4p/TtcHvy56z0k0YJu6i3+OC5FsxCYbITeB07cJp28zYftKgsUvIexcG9UvIiIiMkcozFcx2zCfwpo3zkwRn4Lc+MzU8MloBDzIYwpZCCeOB0ITFrCYaGB3hgGsmX0TAMc9qVHcsZsAz7NOfFaDuolon+6ZBnU20UDYtR7bsuj4VHlb16aRMuNEgfCkT8PpbhCcednAywmG9+Duexj38NPQfwTq27HpVoX6YvNShF3rMclmnMEdMD08c/MkvqncduQguR/9JYk3/jXGS54o9ap3YCcGCLb8uPgn9dMQ5nGOzjTEm1niUlES9djWFZCfxOnfjtO/jbB1WRTqu9aDF39DQxEREZELZayde3t5DVXayG4crJ2Z7p2NpocXciemige5mWPZqGlcfvL4uvXozzNN4p47KmxDjneIszArah5rUNc4b3aDuvqOc5qSnMlk9PU7H9Zixg7h7n8E9+ATmOkhbKoVW9+udcMvIJVOMT11Hg3jJgejaffTw5BojK7/GDlLrsG/8cOYk26S2TAgf8cthHseLv4JrYXpoWiWTfflz9PLooIUpjFjhyEsYDNLKCy+jnDeJeCXr5Gf3tukXHStSTnpepNyqcVrLZM584CJwrycytpovXchezz8RzcCsicdm/lzGBLWt5+hQd3Zq8Vv1GIz4304Bx/H3f8IzmQ/NtkUTcGv9dkQp3HeYR6gMI0zsCPqdo8TraWPcTaEu/a1+Ne/b9YxW8iS+8FHsUe2Fv+ENoSpQWxDF+H8S6PZO5WukJ0J9Vls80KCxS8h6L4s6qNRYnpvk3LRtSblpOtNyqUWrzWFeak6tfiNWjJTQ7gHH8fd/3AUYPx6bEOX1g2f5ILCPMzMiOjFDO7AZMch2Rzr59e76tfxrnrHrGN2epTcd/4HduRg8U8YFmB6BJtZEjWaq5alHUEOM34E8lPYpm6CxdcRdF8ByYaSnVLvbVIuutaknHS9SbnU4rV2NmFe829F5qp0hmDFa8hd9wcULn47Np3BDO/BDO+Nll3IhTMG29RN2H1l1AwuNwbZsWh2SwwKj32FwrN3zi4x1UTiDX8BdSVY2+54kKjHDO/DjOwv/uuXipvANi/Eti7DTI3gbfwWiQf/F+6On8LUcNzViYiIiJwVhXmRuS7ZSLD0ZeRe8gcULv0v2Mb5mJF9mKE90VZ7cuES9YTzLiHsXBctZ5gajEatY1C4758I9j0265hp7CLxuo+XZm27lwLXxxnYjpnoL/7rl5LjYZt7sK0rMLlJvGduI/HAP+Bu+wlMDsZdnYiIiMgLUpgXqRV+mmDRNeSufT/5K95JmFmCGTuEGdwZ7UIgF+bYnvTdV2AbOmB6JPq8lnuUPgzI3/FJwr5tsw477cvxb/pwada2+/XRbhlHt1TnteS42Mb52LaVmDCPv+UHJB/4e7wtP8SM98VdnYiIiMhpKcyL1BovQdhzBfkXv5f8Ve8m7FiLmTiKGdgO2dG4q6t+qSbC+ZcTtq8GQpgeinaFKKdCltztf0k4cmjWYXfB5fiv+ANm7U1ZDMZAsgWTHcfp2xw1zaxGjhs19GtfBRi8bT8m8eA/4m3+Lmb00Bn/uYiIiEg5FTXM53I5+vr6GB4eLubLikgpOB7hvPXkr34P+at/j6D7csz0CKZ/W7RueO71xiwfx8W2LYtG6dOZKNDnp8pbw/QI+f/8OPY5a8DdVa/Eu+adxT+fMZBqwUwcxenfNrOVZZUyDra+I7oh43i4O+4m8Yt/wtv4Lczwfn1viIiISEUoSpj/6le/ys0338xll13G9ddfz6c+9anjj91+++28//3vZ8+ePcU4lYgUm3EIO1ZRuOJd5K55L8GiazH5SczANszkgILLhUhnCLuvwLYuhzAXhfoyhlw7epjc7X+Bfc6NBO/yt+Guf2PxT+i4kGzCjByIejJU+7VjDLauDdu2CuulcHffR+Kh/4P31Ncwg7ur/+MTERGRqnZBYb5QKPDe976XT3ziE+zevZvly5fz3J3uli9fzl133cXtt99+QYWKSIkZg21dSuHSd5C79n0Ey14JYR6nf2u0briaR1rj5PqE7asI51+GTTRGzfEK2bKd3h7dQf6OT2GfM9Xfe8l7cJZdV/wTuglwUziDOzETc2S9uTGQzkShPlGPu/8hEg//X7wt39POECIiIhKbCwrz//7v/87PfvYzXvGKV3DPPffwgx/84JTnrF69mgULFnDfffddyKlEpFyMwTb3UFj/lmhbu9W/hHUcnP7tmLHe8q//nguMiaZt91yBbVkMhamoQV6ZRnbD/Y9TuPcfn1OSg/+q/xcz/6LinzBRBxaco8/C9BzqwzCzlMC2r8ImGnF33I234avR11JERESkzC4ozH/3u9+lo6ODz372s7S1tT3v8xYuXMihQ2oeJFJtbEMnhTWvJ/eSPyS/7pexfgozuAMzchCCfNzlVR8vRdi5jnDexVg/CVMDZWsWF2y9m/wjX551zHgJEq/9GCazqPgnTDZBfjJqiFfGmQhlk27BNi/CO/AYicf/TQ3yREREpOwuKMzv3buXSy+9lFQq9YLPy2QyDA0NXcipRCRO6QzByhvIveQDFC7+FWy6GTO8BzO8d24GtVIyBts4n7D7KmxTD+TGITtWllH64IlvUnhm9pInk2wg8fo/h/rnvyF7Xo51uJ8ajEbo5+KMDj9N2LocM7AT//F/jT5OERERkTK5oDCfSCSYnJw84/MOHTpEY2PjhZxKRCpBspFg6cvJveQPKFz6a9jGbszoAe1Vfz4SdYTzLibsuihqHDc1CGGh5Kct/Pz/I9j90KxjpqGDxOv+HBL1xT2Z40KyGTN6CGdw59xsGOf62LYVmMlB/Ce+jLv3wbn5cYqIiEjFuaAwv2rVKjZu3PiCo+6HDh1i8+bNrF+//kJOJSKVxK8jWPRicte9j/yVv0XYsQYz2R/tVa9t7c6ecbDNCwl6rsQ2dEJ2NLopUsrPnw3J3/VpwsObZx122paQeO1HwfWLez7XB78OM7Qn6rkwFxkH27IEAG/TrXjP/rBsyydERESkdl1QmH/b297G2NgYf/zHf8zIyKkNgCYmJvjYxz5GPp/nV37lVy7kVCJSidwE4fxLyV/9u9Fe9QuumdnWbitm4qg64J+tZCPh/Muifc2x0RZ2pZyWHuTI/eivCIcOzDrsdF+M/6r/Dpjins9Pg3Fwjm6FqTm65Gpm+YRNZXC334m34RvR8gkRERGREjH2uXvJnaM//MM/5Cc/+QkNDQ1ceeWV3HvvvSxZsoRVq1bx8MMPMzIywhve8AY+85nPFKvmM9L6/Oql/gpVzlrM2CHcg0/gHHw82qc+0RiNOjte3NWdIpVOMT01HXcZs00NR9sBTg6AXx8F4RIxjZ0k3vRpTH3rrOOFp79H4cEvFPdkNrpJYZNNhN2Xl/Tjil1uEmdkH0HHmqjHRGOX3tukbHStSTnpepNyqcVrLZPJnPE5FxzmrbV84Qtf4Itf/OIpn+DGxkbe/e538973vhdjijzS8wJq7Qs9l9TiN+qcNTWEe+gp3H0PYcYOR2uLG+eB98INM8upIsM8QJDHGdqNGd4HNoBkM5gLmkj1vEzbUhI3fxKTqJt1PP+LLxJs+E5xT2ZDmBrENswjnH9JRd7gKZoghxnag22cT+Hit9K88hq9t0lZ6P9RKSddb1IutXitlSXMHxMEAZs3b+bgwYOEYUhXVxcXX3wxiUSiGC9/TmrtCz2X1OI36pyXn8Q9vAl374NR93trsQ3zINkQd2WVG+YhmuUwOYDp34aZHoZEQ8luhDg9l+C/7s8xz1kvn7vrM4Q77i3uycICTI9gM0sIO9ZEXe/nKhtihvZAoo7U1f+Fkea1c/vjlYqg/0elnHS9SbnU4rVW1jBfSWrtCz2X1OI3as0I8jhHt+Lufwjn6DYoTGPrOyDVElvAqegwf0whizOwEzN6ADCQbCzJKL2z4noSr/ngrGM2yJO//c8JDz5d3JMVpqEwRdixFttSgj3uK4m1mLFeEq5lctHLCVa8pvhNBkVOov9HpZx0vUm51OK1djZh/oJ+Ily7di0f+chHzvi8j33sY6xbt+5CTiUi1c71CeetJ3/V75B78XsJFr8EU5jGDGzDjPfNzX3Ii8FLEnauJZx3CdZPRVvYlaBTerjjXvK/+OKsY8b18W/6KKZtaXFP5qXA8XEGtmMm+ov72pXGGGxTN6Rb8Lb9GO/pb2kbRxERESmKCwrz1lrOdmB/Dk4AEJHzYQy2dRmFS3+V3HW/T7DqtVjHxQzuwIwchCAfd4WVxxhs4zzCnquwTT2QG4+2sSvy+2qw4TsUnv7e7FMn6ki87s8xjZ1FPRd+PYQFzNEtNRFuTX0btrEbb98v8J/4UnQDS0REROQClKaj0nOMjY3FsnZeRCqbbZxHYc3ryb3kDymsfxs23YIZ3hOtM85X+PT3OPhpwnkXE3atj5rHTQ8VPdAXHvwXgp0/n3XM1Lfiv+4voin+xWIMJFsw2XGcvs21sS97op6wdSlO3xb8x/8VM7Az7opERESkip1zK+FDhw7N+vvk5OQpx44JgoBdu3bxwAMPsGjRHF8XKSLnL91CsOx6goVX4xzZhLvvIZyh3WBDbH1X1PxNjcMixsE2LyBINOD2PhXtZZ5qKuIJLPmf/k9Muhmn++LjR53MAhK/9KfkfvCx4gVvYyDVgpnox+nfRti5rmRd+yuGm8C2rsAM7yHxxJfIr/1lwp4rdX2LiIjIOTvnBnhr1qw5vs2ctfastpyz1vKRj3yEd77znedX5TmqteYIc0ktNreQ0wgLOP3bcPc9jHP0WchPYevaIZ0pauipigZ4L8CM9eIc3ghusvj7tifqSbzpUziti2cdDnY/RP6OW6Jt5oolyEFunLB9FTazdE4G21OuNWsxowfBBhRW3kCw/FVze6s+KRv9PyrlpOtNyqUWr7WzaYB3zj85vOhFLzr+50cffZS2tjaWLj19c6REIkFnZyevetWruOGGG871VCJSqxyPsHMdYcdazPBe3AOP4R56CjOwFZtsibrgO27cVcbONswjzIzjDOyIgmAxu6TnJsj958dJvvnTmIaO44fdpS/GvvS/Urj/c8U7l5sAN4kzuJMwUY9t6Crea1cqY7DNCzCTA3jP3o6ZHKSw7pfBr4u7MhEREakSF7Q13Zo1a3jzm9/MLbfcUsyaLlit3bWZS2rxrpucHTPeh3PoCdz9j2AmjoJfF4U+9/z7cVT7yDwAYYBzZFM0yptuLfo0dZNZROJNn8IkG2Ydzz/yZYInvlnUczE9Al6CYP7lRV46EL8XvNay4zhjBwi6Lqaw/q3Y+vbyFidziv4flXLS9SblUovXWklG5k929913U1enUQQRKT3b0Emw6rUEi1+C27sBd98vMEO7ozX16Za4y4uP4xJ2rMbJT2GmhyFV3KUIdmgfuR//FYk3fAJz0si/f/VvwsQAwda7i3Yukk0wPYjTt5mw+3LwksV77UqWbCB0l+Ic2YSfHSV/8dui5QYiIiIiL+CChnB6enrO6o6BiEjRJBsJlryU3LW/T7DiBsz0MGZkf9G7ulcVL0XYuSbavz03VvSXt73PkL/777DPWSfvXf/7s5rkXbBjHe6nBqNeCWFQvNeudF4yaow3ehD/8S/hHHqytq9pEREROaOidNuZmpri4YcfZs+ePUxMTJx2T3ljDO973/uKcToREfBTFNa+kbBlId6WH2AGd2CbF4NXo9tgploI21fhHNkE+amiN8QLdz1A4YEv4L/0944fM46Lf8P/IPvtD8DEQHFO5LiQbMaMHsLx6wjbVszJhnin5bjYzHLM6AH8DV+jMDlIsOwV6g8hIiIip3XBYf62227jlltuYXx8/Pix53a5P/Z3hXkRKSpjCLsvJ9/Qhbf5uzh9W7AN8yDVHHdlsbCN87G58Wj/8mI3xAOCTT/A1LfiXf6248dMuoXEDX9C7vsfhrBQnBO5Pvh1mKHdmEQ9tqm7OK9bDYzBNi/ETByNblJNDVJY84bi71YgIiIiVe+Cptk/+OCDfPSjH8UYw3/9r/+Vyy67DIC//Mu/5Hd+53dYtGgR1lp+4zd+g7/5m78pRr0iIqewTd3kr/wtgmWvxEwNYkYO1uYUZWMIW5djm+ZDdqS428fNKDz87wR7H511zJm3Bu+63ynuifw0GAfn6FaYqq2GNwC2vgPb0IW7+z78J79Sk58DEREReWEXFOa/+MUvYozh3//93/nABz7AkiVLAHj729/OBz/4QW6//Xbe9a53ceutt3LRRRcVo14RkdPz6yhc9Cbyl/wq1k9iBndAkI+7qvJzXMKONdh0BqaHS3BTw5K/++8IR3pnHfXWvwFn5SuKe6pEIwRZnL4t0dKBWpNsxLYsxjn8FInH/hUzvC/uikRERKSCXFCY37hxI5deeilr1qw57eOu6/KhD32I1tZW/vEf//FCTiUicmbGIVx4NfkXvQfbtgJncBdkR+Ouqvy8FGHn2pI1xCM3Qf6OW7CF7KzD/svfj2ldUrzzGAOpFsz0cBToizWNv5p4KWzrSszwXvzH/w2n9+m4KxIREZEKcUFhfnJyku7uE2sZE4mo8dTJ6+cdx+HSSy/lscceu5BTiYicNdu8gNxV76aw7OWYiX7M6KHam3Y/0xAPG5ZkVNsO7CZ/3z/NOmb8JP5NH4ZEffFOZJwo0I8fwenfXntfR4ga47WuwGTH8J/6Ku7On5VkCYWIiIhUlwsK8x0dHQwNDc36O8CePXtmPW9kZITp6ekLOZWIyLlJ1FNY/1YKl/wKOC5mcGfNjezaxvnYzBLIT5RkyUG47R4Kz9w+65jT3I3/qj8CitiB3vEgUY8Z2YcZOVC8160mxmBbFoObwNvyPbxnvgt5/b8qIiJSyy4ozC9dunRWcL/88sux1vLP//zPx7ene+KJJ3jooYdYunTpBRUqInLOjEOw6FpyL/odbGYJzsAOyI6f+d/NFccb4nWXriHeA/9MeOTZWcfcJdfgXvErxT2RlwLHxxnYhpnoL+5rVxHb0Imt68DddQ/+E1/CjB2OuyQRERGJyQWF+Ve84hUcOnSIp556CoBrr72W1atXc8cdd/Cyl72Mt7zlLbzzne8kDEPe9a53FaNeEZFzZjNLyL3odygsfglm4kgUgGplurbjEravwaZK1BAvLJC745PYqeFZh70X/TrOgsuLey6/HsIC5ugWyE0U97WrSaoJ27IE58gz+I/8M87Bx2vnehYREZHjLijMv+lNb+Kf//mfj0+vdxyHz3/+81x33XUMDg6yefNm0uk0H/jAB7j55puLUrCIyHlJNlK45O0U1r8VsJihXdigRqbd+yVuiDcxQP7OT2PD4PghYxz813wQ09hZvPMYA8kWTHYMp28zBLnivXa18ZLYthWY3Dj+U1/Fe+Y7tX2DQ0REpAYZa8//dv4tt9xCU1MT73vf+055bGpqirGxMdra2nBd94KKPFcnr+OX6pLJZPT1k5IzAzvxN3+X5PhBsumu4jZsq2Bm9BDOkU3gJqN93IvMvewt+C/+7VnHwr7t5L73oeKu2Q8DmB7GNi8g7FwHTnn/jzkfqXSK6akSrXGfHsGM9RJ2rKaw7k3YloWlOY9UBf0/KuWk603KpRavtUwmc8bnXNDI/Fe+8hW2bt162sfS6TSdnZ1lD/IiImdi25aTu+p3MEtfghnrxYz31cQ05RMN8SZL0hAveOo2gl0PzjrmdK7Ee+l/Le6JHBeSjZjRA5jBXTXxtXtBqWZs6zKcgR34j34Bd98vohseIiIiMqddUJjv6uriAgb2RUTik27Bufq3KKy7OVqHPbR77gegYw3xGueVrCFe/p6/Jxye3XHeW3sT7pobinsiNwFeHc7QbsxojXa4P5mbiLavC/J4T38Tb+O3YHo07qpERESkhC4ozN9www088sgjs/aVFxGpFsb1CJa/kvyVv4VtnI8Z3F6SPdkriuMSdqwtXUO8/BT5n9yCfc62ad5L34tpX17cc/lpMC7O0W2YiaPFfe1qZAy2qRtb34m35+ckHv0CZmBn3FWJiIhIiVxQmH//+99Pd3c3v/d7v8fmzZuLVZOISFmFHavIXf0egp6rMCMH5v7WZyVuiGeH9pH/2T/MOma8BImbPgzJxuKeLNEANsD0bYHpkeK+drVKNhK2rcCM7Cfx2Bdxd/6sJMsqREREJF4X1ADvne98J9lslg0bNmCMoaOjg+7ubhKJxKknMoYvfelLF1Ts2aq15ghzSS02t5D4nHK9BTncXffi7bgbwgK2eWFVNFc7X6VuiOdd9x68S2bvZBLse5z8j/6yuFP8rYXpIWyymbD7spJ8LBeqpA3wno+10YyF7AhBzxUU1rwR6lrLW4OUnf4flXLS9SblUovX2tk0wPMu5ASPPPLI8T9ba+nr66Ovr++0zzXGXMipRERKz00QrHgNtrkH75nvYQZ3YJsXg5+Ku7KSsI3zsbnxaCq244HrF/X1Cw/9K07HCpz5Fx0/5i66Envlr1F47CvFO5ExkGrBTA3i9G0mnHdJ0T+WqmQMtqETEg24Bx7DGT1MYd0bCTvWRp8zERERqWoXFObvvvvuYtUhIlIZjCHsXEe+vhNv8/dwep/C1nXMzRHNmYZ4Tm4CM9YL6VYwF7T6arYwIHfnp0i+9e8x9Sc+f95V7yDs20a479Hincs4UaAfP4Jz9Nmq2bKuLBJ1UXO8kf34j3+JwvJXEix7FXinzqITERGR6nFBYb6np6dYdYiIVBRb307+8t/EberG23kPZMei/buLGXYrwUxDPCc/hZkehlSmuKO2k0Pk7vwUiTf+NcY98V+O/+r/Tu7W/44d7S3euRwPkk3RlnVeCtu2QiPQxzguNrMEMzmA9+ztOMMHKKz75WjkXkRERKrSHPupVESkiLwEwarXkr/8N7B1LZiB7VDIxl1V8fmpaCTbS5amId7hzRQe+uKsYybZgH/jh6NzFpO2rHtBtq4N27II5/AG/Ec+j3PoyeLvaCAiIiJloTAvIvJCjCGcfwn5q95D2LUeM7wHpobjrqr40i2E7avABiXZni/Y+AOC7ffOOua0L8V/2f9T9HMd37KuX1vWnZaXwratxEyP4j/5Fbwt35/7WzKKiIjMQQrzIiJnwTZ2kb/iXQQrbsBMD2OG98+5EU3b2I3NLIH8ZEm2Msvf+78JB/fNOuaufhXuul8q+rlINECoLeuel3GwLYuwqRbcHXfhP/ZFzMjBuKsSERGRc6AwLyJytvwUhbVvJH/5r2OT9ZjBHRAW4q6qeIwhbF2BbZwH2ZHibh8HUJgm/5O/weYmZx32XvK7mM7VxT2XMZBsxuQncI5s1sjz80m3YFuW4hzdiv/oP+Puf6T4X3cREREpCYV5EZFzYQxh9+XkX/Q72JbFmMGdEOTirqp4HJewYw021QLTw0WffWBHDpL/6WdnHTOuT+LGP4FUc1HPFW1Zl8FMD+H0bS7JbIM5wUtE0+4LWbwNX8Pb+G3IjsddlYiIiJyBwryIyHmwTT3kr3wXYedanMFdkJ+Ou6Ti8dOEnWvBLU1DvHDPQxSe/PasY6ahHf+GPy7+bgHP2bKOMCju688VxmCberD1HXi77yfx6Bcwg7vjrkpERERegMK8iMh5snVt5C//TYKeKzAjeyE3EXdJxZPOzDTEC0tyo6LwyJcJDmyYdcztuRTv6t8s+rlmbVk3uGvO9TooqmQTYesyzNAeEo/+C+7u++fWUhIREZE5RGFeRORCJBvJX/prBIuuw4wdmlPN1mxTN7ZlMeQnIChyoLMh+bs+jR2f3W3eu/xtOEuvK+65QFvWnQvXx7YuB8DbdCvehq/B1FDMRYmIiMhzKcyLiFwoP03h4rcSLH8VZvIoZnIg7oqKwxjCtmMN8YaL3xhteoTcHZ/EPmctu//KP8S0LCjuuUBb1p0LY7CN87CN83H3P0Li0S/gHN0ad1UiIiJyEoV5EZFicBMU1ryBwurXQ3YUM3Y47oqKo9QN8fq2UXjg87OOmUQd/o0fBi9V1HMBz9mybrT4rz/XJOqxrSswo734j/8b7vY751bDRxERkSqmMC8iUiyOS7DiNRQufhvYYO7sRX+8IV4CcsXvch5s/jHB1rtnHXNaF+G/4g+Kfq5ZW9b1PaMt686G42Jbl4GbxHv2h/hP/IdmNoiIiFQAhXkRkWIyhmDRteQv+VXwkpih3XNj3+50hrB9NdigJA3x8vd/jrB/16xj7oqX4V78y0U/1/Et66a0Zd25sPXt2KaFOL1P4j/yz7jbfoJz5BnNcBAREYmJF3cBIiJzUdh9GflEHd7Gb2EGd2Izy8Bx4y7rgtimbmxuHDO0K+oQ7xbxv5BClvwdt5B462cxyYbjh71r3014dAf28ObinQtmb1nXv5WwY23Vf33Kwk9Fe9KP9eI9+5/R5zHZSNjUQ9i+Etu8gLB5ASTq465URERkzlOYFxEpkbB9FfnL34n/9NcxgzuiQO/6cZd1/owhbFuOk5vAjB+GdGtR94W3o4fJ3/13JF738ROndFwSN3yI7K0fgMkid1Q/tmXdyAGMm8S2rYhG7eWFGQfb1BP9OSxAdgxncGc0y8Fxo+3tWhYRti0nbF4QPddPx1uziIjIHKQwLyJSQrZlIfkr3oW/4euY/u3YzBLwknGXdf4cj7BzLU5hGjM9DKlMUQNwuO8xCo99De+qXzt+zNS3krjhT8j94CMQBkU7FzCzZV0aZ2g3oZ/CNi8s7uvPdY4H6Qw2nYn+HuQx2VGcvi04vRuibe6SzYSti7Gtywmbe7CNPeAl4q1bRERkDlCYFxEpMdvQSe6Kd+I//U3cwxsJmxdCoi7uss6fnybsXIfb+xRkRyHVXNSXLzz+dUznKtxFVx4/5sxfh/fi36bw4BeKei4gGjUOCzj92wi9FLa+o/jnqBWuj61rg7q26O+FLCY7hntoA+bAY1g3iU23ELYuw7YuJWxaEG19WM0zVkRERGKiMC8iUg7pFvKX/zr2mdtw9z+CbZwPyaa4qzp/6RbCjjU4RzZCbqK4a6RtSP7uz2De+vc4TV3HD3uX3EzYt41wx33FO9cxiQbIjmD6tmDnJyFVxV+bSuIlsV4S6tux1kKQxUyP4h54FPY9BF4qCvftKwlbFmObF2AbutS/QERE5CwozIuIlEuinsLFvwp+He7u+7FhIVp3XqVsQxdhfgqnfysUvOIuH8iORw3x3vS3mJOmZPvX/z65gT3YoX3FOxec2LJuehCn7xnC+ZdpnXexGROF94YU0Blt21iYisL9np/j2vvBr8PWtc4O9/XtRe3NICIiMlcozIuIlJOXoLDuZqxfh7f9TggK2IbOuKs6P8ZgM4uxhSnM0F4wblE73Nv+nRTu/z/4r/zAiVP6KfybPkLutv8OucminSt68WNb1g3i9G0mnHeJpn+XkjFRePfrgHlRuM9PYqZHcHf9DNcCiTpsfTthx2rC5oVRuE+3qlGhiIgICvMiIuXneASrXgt+Hd7W/8SMHMQ2dVdnQDEOYfsqnEIWM9Zb9A73wda7MV1r8Na99vgxp6UH/5UfIP+TvynaeY577pZ1nes0KlwuxkCiHntsyYYNITeBmejHHdqLawwkGrANnQTtqwkXvihany8iIlKj9BOKiEgcjCFY+nLyF78dHBczsjcamaxGMx3ubboVpoeK/nEUHvg8Yd/2WcfcpdfiXvbWop7nuJO3rBvYVb1fl2o3s4e9berBtq/CZpZh/TrM6CH8Z3+I/+gXMQM74q5SREQkNgrzIiJxMYZwwVXkL/8v2GQTZmhnNBpZjbwUYde6aFQ1O1zcABzkyd1xC3ZqdPYpr/5NnJWvLN55TnZ8y7pdmNEDpTmHnBvHhVQztnkhYdtKzNghEo//G+6+X1Tv942IiMgFUJgXEYlZ2LmO/OW/iW2YF400hoW4Szo/ySZsx7poZDs3XtzXHj9K/u5PY08KbcZx8V/1Ady1Nxb3XMf4aTAuTv82zMTR0pxDzo/jYjPLwFq8p7+Ft/l7kJ+OuyoREZGyUpgXEakAtnUp+SvfhW1dhhnYCUEu7pLOi61vJ2xfBTaA/FRRXzs88BSFR74865gxDv71v4970euLeq7jEg0QBpi+LTA9eubnS/kYg22cj61rw935U/wnv4yZ6I+7KhERkbJRmBcRqRC2cT65K95J2LUWZ3BX0cNwudimBdjMEihMFv2mRPDktyk8ddspx/2XvRf30jcX9VzAiS3r8hM4fc9U7ddkTks1Y1sW4/Q+jf/Yv+L0bz/zvxEREZkDFOZFRCpJXSv5y99J0HMlZmRf8aerl4MxhK3LsU0LIDsKYVDUly889K8UHvv6Kcf9a9+Ne8Xbi3ou4KQt64Zw+jZDkC/+OeTCeCls2wrM2CH8x7+Eu/dBraMXEZE5T2FeRKTSJBvIX/prBItfihnthanhuCs6d45L2LEaW98J08NFD1aFx75C/jlT7gH8q38T70W/UdRzAadsWaegWIGOraPH4m3UOnoREZn7FOZFRCqRn6Kw/i0EK16DmRqozrXAbiLasi7VNBPoi7vFW/DEN8k/+IVTjntX/irei99d1HMB2rKuGhxfR98eraN/4t+r83tHRETkLCjMi4hUKtensPb1FNa8AXLjmLHeuCs6d4l6ws6LwEtFU+6LLHj6e+Tv/9wpx73L3oz30v8KmOKe8KQt65z+rZCbKO7rS3EcW0d/ZCP+Y/+idfQyN1iLmRyIdj3Re4+IAF7cBYiIyAswDsHyV0GiHm/z9zDD+7DNC6N13NUi3ULYsQbnyMboB9BEfVFfPnjmdgjyeNe/H2NO3KP21r8huiFy3/8p7rR4Pw2AGdyFO3oI29RD2NwTdb6XyuGlsK0rMMN78B//NwprXkew6NpoyYRItShkMSMHcIb34fRtwRk9GDXiTDYSZJZg21cSNi/ENnWD68ddrYiUmcK8iEilM4Zg0Yuxfh3eplsxQ7ujbvFVFEpsQxdhfioazS544CWL+vrBs3digzz+Kz+Acdzjx721N2HcBPl7/r74gd5LQWFqJtQfxDZ1Ezb1QLKxeOeRCzOzjt6MH8Hb+G3M2BEKq18HfiruykROz1rMxFHM8D6cwV04/dswU0NR400viU01Q7oNkxvDPbwRc+gJrJfCplsJO1YTti7FNi/E1rVV101fETkvCvMiIlUinH8JBT+Nt/GbmMGdUbOvk4JrRTMGm1mMLUxhhvaCccEt7n9B4fafkQ/y+K/+IOak13ZXvRJcn/zdnyluZ31jwK8DL31SqD+EbZxH2LwAkk3FO5ecP2OwjfNgegR31z2YiX4K69+Mre+IuzKRSH4KZ3g/ZnhvNPo+djjaycRxINGEbZwf3Tw8ifXaoK4Nay0UpjHTI7i778XdfS8kGggbuwg71mJbFkXvR0WeESUilUFhXkSkioTtK8lf8S78DV/HDO7Ati6PGrNVA+MQtq/CKWSj9f/p1qLPLgh3PRAF+hv/BHPSlFN3+UvB8cjf+SkIC0U95+xQP40Z2oM71ottmEfYvFAj9ZUi1Yz1UtE6+qkhCuvfTNi+Ku6qpBbZMNoZY2gfZmAnzuAOzNRw9N7kp7HJZmicd3bvj8ZE/8ZPA/OiGUjZcZyRgzj9O6Ibvqlmgtal2LYVhM2LsE3zq+f/DRF5QcbaudeOd2hoKO4S5DxlMhl9/aRsqvl6M+N9+Bu+hunfjm1dFjVmqxaFaZxDT2GmhyDVWpKpoM7CK/Bv+gjmOdP5g32Pk//J30CQK/o5j5sZKSM/CW4C2zgPv2s5WZvUtNdKEAaY4b3gp+fkOvpqfl+b03ITOMP7MEN7cfu2YCb6Zkbfo10ybKq5NO/jQQ4zPRo1IA3z4KWxdTNT8jNLsC2LsOnzfx/W9SblUovXWiaTOeNzFOalotTiN6rEp+qvt8lB/A1fw+3bQphZWvR16CWVHcXpfQqTn4JkS2kCffcl+L/0p5jnrI8ODm4g/6NPQCFb9HPOYm10jvwEbiJFId0ejdSnmhXq42YtZvwI5CcJlrxkZh19Ou6qiqLq39fmijDAjB3GGd6LGdiOO7BrJlAH4NdF4T3RUN73AmshP4XJjkQ3ErCQaCRsnE/YuQbbvIiwZUE00+gs6XqTcqnFa01hXqpOLX6jSnzmxPU2PYK/4Ru4hzcStiyuqsZeZqIf5/AGsJRsKrqZt47E6z6OScz+4TTs3Uzu9j+PukKXmrW4pkAwOQquj23onAn1LQr1cZsexYz3Enatp7D+LXNiHf2ceF+rVtOjUdf54T04fVswE/3RDB3Hj5Z5JJsqq+N8GETbnk6PRLOJjk3Jb1uObV1O2LIo6jfxAlPydb1JudTitaYwL1WnFr9RJT5z5nrLjuNv/BbOwcejbeuqqNGRGTmA07cZ3GTJRkZN50oSr/9LTHL21nHhka3k/vPjZdmv2fU9glw+mt6fj6bW2vqZUJ/OKNTHqZDFDO/BNi2gcNGbCTuqex39nHlfqwZhATNyMArw/dtwhvdGo+/Wgl8fjb77ddXz/T1rSv7M+v26NsKONYSZxYQti065CanrTcqlFq81hXmpOrX4jSrxmVPXW34Kb9OtuPsfxjb2QLJK9jy3FmdgO2ZwJyQaS7b237QtI/GGT2DSszvMh/07yf3wz2B6tCTnPcb1PYL8SY33Ctko1BsP29ARbSV1AetW5QKdvI5+9esIFlfvOvo59b5WiQo5nKNbcIZ24/Q9i5kcxBSmsG4iCu/JprnRXM5ayE9isqMzU/KJpuQ3dRN2rMLWtWHTGZrnL2N4KtB7l5RcLb63KcxL1anFb1SJz5y73gpZvGe+i7vvQWx9F6SqZGu0MMDp24wZ2Q+pTMm22zOZRSTe+FeYutn/OYaDe8n94GMwNVyS88JpwvwxM2vqMQ62vkP7Q8fp+Dr6CYIlL63adfRz7n2tUliLGdyJt/0OnP7tUdf4REMU4L303P+eDQPIjUUj94Xp6ON1fBINzWRJEjbOxzbOw9a1YtOt2HQm+j+oSm+KSeWpxfc2hXmpOrX4jSrxmZPXW5DH2/ID3N33RaEwfeb/CCpCkMPpfRozcXRm2nlpfgA0zT0kfvmvMfVts46HQwfI/fCjMDFYkvM+b5g/JshFo1/GiUa8WhbNhHr9IFx2Vb6Ofk6+r8Vtahhv1z24+x6GwnS0nKmaGo6WgrUQ5Ei6Ibnx4aj/iC1EPVBcP+qan2yYCfnzsXWZKOTXtc7MXijNTVuZu2rxvU1hXqpOLX6jSnzm7PUWFvC2/hh3592QaolCYTXITUQd7rNj0Qh9iUa6TNM8Em/8a0xj56zj4UgvuR98FMaPFv2cZwzzxxwP9QZb165QH5dCFjO0B9vcQ+Git1TVOvo5+74Wh7CAc/AJvB1344weImzorJ4bpGWSSqeYnpo+ccBaCPJQmIp2KylMR1viWRstP/DT2EQ9YeM8bON8mJmub+tao1kOc2GJgpRELb63VXWY/973vsfjjz/Opk2b2LZtG/l8nltuuYW3vOUtZ/y3tfaFnktq8RtV4jOnrzcb4u64C2/bT6JGTA2dZ/43lWBqGLf3qeiHwVRz6c7T0EHijX+F09w967Ad6yP3g49hR3uLerqzDvPHBHnIjUWhPj0zUl/frlBfTrPW0f8SweLrquLzP6ff18rIDO+PptQf2QhuEtvYrdHk0zglzD8fa6OmevkpTGEqGskP89FjxolC/sz/Vbap58R0/boMNtVSWbsASCxq8b3tbMJ8xd7++l//639x8OBBMpkMnZ2dHDx4MO6SRESqh3EIVtwAbgLv2f/EjB2OthiqdOkWwo410Q/QuYnSdeYfP0ru+x8m8Ya/wsksPH7YNHaSuPmWKNAPHyjNuc+G60O6FYI8ZnIAMzUQ/WDbvDCa9q1QUXqOi80sxYwfwdt0K2bsMIU1r6/KdfRyDnITuHvux9t9P+TGsU0957TvujwPY6L3NdfH8px+LkEeCtOY/BSmfxsc3jgzM8sBP4X162ZCfne0DKmunbC5p6p2bhEplYoN83/1V3/F4sWL6enp4fOf/zx/93d/F3dJIiLVxRiCpdeDl8R75nuYkYPYpu6Kb9RkG7oI81M4/Vuh4JVuberEILnvf4TEGz6B07bk+GFT30bil/+G3A//FDu4tzTnPluuH03rDfKYqUHM5GA0JbVlkUJ9ORgT3QSbHsXdfS9mcoDCRW+unpkucvZsiHN4I96OuzBDeyDdim1dUfHvl3PCsZCfbJx9PCxAfhpTmMIM7IS+zRgs1riQbCLILMG2ryRsXhD931ai3VBEKlnFhvnrrrsu7hJERKqfMQSLrsW6CfxNt2FG9kfNmyr5B1RjsJnF2MIUZmgvGBfcEv13NTVM7gcfJfH6v8TpWH6ihLrMTKD/M2z/ztKc+1y4PriZaF/r6SFM7yA21YJtXoBt6NIU1FJLNWG9JM6RTfhTQzP70a+OuyopEjN2BHfHnbiHngIDtnW51m5XAseDZAP2pK1WLUQ3N7OjuIc3Yg49ifWS2HQLYdtKwtal0Qymhs6qWBYjcqH0TiUiUgPCnivJuwn8p7+FGd6LbVlc4YHeIWxfhVPIYsZ6oynnpfrBbHp0JtD/OU7XmhMlpJpIvPGvyP3nx7F920pz7nPleFFzwLCAyY5ijmzEDu2JQn3jPPBScVc4d3lJbOsKzMg+/Mf/jaDrIsJ5FxO2r9Q07GpVyOLu/QXu7p9hJgewjT1wUnCUCuX6UWPQujastVHDyuwI7t4HcPf8HBL12Pp2wo7VhC2LCZsXQKqlsv/PEzlPCvMiIjUinHcxedfH2/BNzNAubGZpZY9cOB5h59oo0E8PQaq1dD+M5SbI/fDPSLzu4zjzLzp+2CQbSLzhE+Ru/wvs4c2lOff5cLzoh9MwwOQnMH2bYWgPYVNPNN1Ua0lLw3GxLUtgehj34GO4Bx7D1rdFob5jHWHrUs2SqAbW4vRvw9t+B6Z/OySbsG2rFPaqkTEz6+pT0NAVNdrLTWAm+nGH9+ECJBsJG7sJO1ZjWxZG4V434GSOmJNhvrm5Gcep4B9Q5QWdTedGkWKpuestcy22pY3w0X/Hjh2A9uWYil53ncIuvgK7/7Gou3u6dFvWQZ7gjk/ADR/B6b7k+FGTqCPx+r8guPNvsL0bz/vVXb8U/+V6kEyCDSE3iTu8C8YPQXM3pmUBpFswCijFV5cG5mODPEwMwL6fw4GHMc3zYdGLcOZdBC0LMTH9LFJz72vnwE4MEG75MXbPL6KtIOevxtT6nvEXKJWusBlBdWmgHQAbBjA9ChMHYWQnOD6kmzHtKzGdKzGtS6C5B6ObcFVB722nmpNhfmRkJO4S5DzV4rYTEp+avd78Dszat+Fv+Drm4DMz60MrOdAnMJlVOIc3wMQwPLdJUjHlCwT/+Rf4N30Yd9FVxw8bP4V748fI/+RvCPc/fs4ve85b050PJwWJZLSvc98OGNiLre84vs1TRc/CqGZ+S/SrMI0Z6oUjXwW/jrBlEeH8y6LRwPr2spVTs+9rZxLko9kUO3+KM9pL2Dg/GsnNW8ifxdZqclpnvTVdnEx6JuADQQ4zPQo7H4Tt94GXwqYzhO0rCTNLtA1oBavF97aq3ppORERKx2YWk7/iN/E3fA0zuKPiGz7Z+nbC9tU4fZuj/YlLuT1YkCP/47+GGz6Eu/TFxw8bL4H/2o+Sv/NThHseLt35L4Qx0efGS0U/tI71YsaPzGxrt0Ad8EvJS0XbmM1M83UGd+McfTbqut2+amZ9/SqtyY6BGdqNt+2O6P3Dq4u+DgprtclNRGG9vj36Xi1MY6ZHcPfcj7vnfvDrsPWdM+vtFxG2LIRUc9xVizyvyv3JTURESso2dZO/fCbQ9+/Ati6t6K19bFMPNj+JGdwZBdJS1hoWyN/5SXjV/4u74mXHDxvXx7/hT8j/9O8Id/68dOe/UMZEW/p5yZlt7foxk/3qgF8OxpzowG3DaFu73qdwDz2BTbcSzltP2LmOsHU5eJX7/TYnZMfwdv0Md+8vID+BbVoIfoVNCZf4zNz8tH4amDezXGkcM34Ed2g3ruNAopGwuYewfTVhy8Lohl0pbyaLnCOFeRGRGmYbOsnNBHrn6LNRc69KXT9qDGHr8qgh3sj+qKt7KUeZw4D83Z+JpueuftWJMlwP/9UfpJBsINhyR/QDYCVzfXBbZzrgj2EOb8Qmd0fbN6kDfmkZB9It2HRL9PmfGsLdfR/unp9jG7oI5l9K2LkG27xIMyaKKQxwejfg7bgbZ2Qftq4d2zhfDe7khRknaoaYbIr+HhYgO4bTvwPnyOaoi36qmbBjDcHSl0XXlEjMFOZFRGpdXSv5y38Df8M3cA9vJGxZXLmjV45L2LE6CvQTfaXdsg7AhuTv+XtsmMdbe9Pxw8Zx8V/+PtyLb6bw5LcId9wLYVC6OorB8aLpojbE5CYwfVtgaA+2qYewaT4kNP27pBwvWuZQ3xFtpTU5gLf1R7DzHmxzD0H35YTtq2f2x1boPF9m9BDu9jtwezdEO2K0rtCNEjk/jgfpDDY9s265kI32t99zP+7hjRQWX0ew+CWQaoq3Tqlpxlpr4y7idL71rW/x+ONRk6Ft27bxzDPPcMUVV7B48WIAXvOa1/Ca17zmtP+21pojzCW12NxC4qPr7Tmy4/gbv4Vz8PFopDBRwVv35CdxejdgpoZnAn2pw4/Be8nv4l38xtM+Go4eIXjq2wRb74Ygf8rjZWmAd65sGPUfKExF670bugibeqLArzBZHtZCfhIzORB9HZKNhK3LCOZdQtix+rzW6tbs+1p+Enfvg3i77oXpkWg6tLZoLLmqaIBXbNZiJvsxU4OEjfMJlr2CoOcqLZspsVp8bzubBngVG+b/5E/+hO985zvP+/j73/9+fv/3f/+0j9XaF3ouqcVvVImPrrfTyE/ibboVd/8j2Maeym7WlR2LAn1uPJpyX4YA6r34t/Aue+vzPm4nBihs+A7B5h9DIXv8eEWG+WNmmkCRnwTXm+mAv0Ad8MvNWsiORsHeBpBqJui8iLDrIsK2FWc9W6bm3tesxenbjLf9zqifRioTzYDQDamyqMkwf0wYYMZ6oTCFbVtBYfmrCDvX6n2zRGruvY0qD/MXota+0HNJLX6jSnx0vT2PQhbvme/i7n0A2zCvsqcQTg39/+3deZQkVYEv/u+NiFwra9+6q/d9o3caEFkbREAU2VtxZBx0dBw33pnD842gjsLTcfQ4742D4ugI4xNEsP2JwiiboNDQ9ELv9L5XV1XXvmXlFnF/f9zIrMyqrD0rMyPr+zkHuiozMvJm5s2o+MbdoDfuUcHZk50WZW3uxTAu/Ai0qgVDbiP7OhHb8//B3P+8Wv89n8N8nJRq3e1oLyAEpK+SM+DnimVC9LUDoXb1WRRVw5q2CmbNcsjyOcOuPDGVjmuitxn60Zeh1+8ALBOydBYndsyyKR3m42JhiK56QAiY01fBnH81ZNnsXJeq4EylY1scwzw5zlT8olLusL4Nw4zAePf30E+8BumvBnxluS7RkERvM7TGvarbuCd7Fx602RfCWHcXtGlLh9xGhntg7v095MHnYfY4qK6ZUSDaA0gJ6S1NmgGf3UizzoxABNuAcJdaVqukDmbdGsiSOtWLwlee0hI4JY5rsQj0s29DP/YKRG8zZGB6fl90LGAM80kiPRBd5wBPAOasixCbewXgr8h1qQrGlDi2DcAwT44zFb+olDusbyOwYjAO/QH6sZdU11V/Za5LNCTRdQ5a037VYpnlcbJa3Sro6+6EPnP1kNvIaB/M/f+N2O7fAH0d2SvcRFkxINILWDFIT0B1vy+enr8TJBa6aB9EsEUNiRA64PZDekpglc5USzcWVaOkbgE6okbhtFDby/uJvjaIYCtEsB1ayyForUcBV5FakYHdmnOGYX4AKVVd7W2GFaiBOe9KmLMu4nJ2GTAVz9kY5slxpuIXlXKH9W0UpAX96EswDv8BcBerLtf5SEqIjlPQWg4BujcnJ06idgmMdXdBn7NhyG1kLALz4AuI7doM9DRnsXQTJC0V6s0w4PJDltTBKp3FE9RcsmJAJAgRDapwL9VqCu6iUoThhiyertbFLqpW//mr8vsiTHzOgL42iKAd3LsboXWdgwj3qAkCzSgAoZYIK56ev8toTiEM80OQFkRPExDugiyfh9iCq2FNW8UhSxMwFc/ZGObJcabiF5Vyh/VtlKSEfvw1GIeeA3SPagnLR1JCtB6F1nYUcAVydqIvKufDWHcntPnvgRiixVCaMZiHX4G56xnIzoYsl3AC7NnXEeuD9BRDVizg+t35RFrw6BYiXW3qczIjAIT6Lrj9sAK1kGWzYBXVJEI+3EXZ/fykVN2Rg60Qfe0DQnu3Xe4YAAloLsDlg3T51IUjzcW6lmcY5kdgRiG66wHLhFWzArEFV0NWzGc9HoepeM7GME+OMxW/qJQ7rG9jICX002/COPBbABpkSV1+noxIC9r5gxCdpwB3SU67GovyWTDW3gFt4RUQQ7TGSMuEdewviO18GrL9dJZLOAHSAsLdACzVAlyxML+XMpxCBoUre7UCEQ32966QUn033EWQvgpY5XMgAyrgW0XVgLds4t9vKYFIb3/3+L52O7TXQ4S61LKIVhSQUK2V8dBu+NTcDPl4fKFBGOZHKRpUk+QZPpgz18OcdyVkoCbXpXKUqXjOxjBPjjMVv6iUO6xvY6ed3Q7X/t8AZlTNHJ2PJ9yWCa1pnzpx8pYNO/N3NoiSaXCtuwNi0dUQw1xcMI9vQWznryBbjmWxdBNkRlQ3Uk8gqZWe45dzaVThKrFyQRAiEgRiQXWbpqthFN4y1UW/eDpkUZXdTb8i/XfJ7q0hgm39XeR7zkPrOgsR6lSh3YzY+zcAwwvp8quWdoZ2x2OYH6O+DojeJkh/Jcw574U559Ksz/PiVFPxnI1hnhxnKn5RKXdY38ZHa9gD196nATOiAn0+MiPQGveqMYve8pyPU9RdBkx3GYw1t0Jfdh3EMEMAzNM7ENv5FGTju1ks4QRICUS61SR5xdPVmug8Oc2ZCYUrM6qCeTQIROxx+EKogO8J9E+05yuHCHfbob1eLaMXDQGxkB3OtdTu8bqHob1AMcyPg5QQveeBUAdk6SzE5l8Fq25t4UxaOUmm4jkbwzw5zlT8olLusL6Nn1a/A65dT6hJtTzFuS5OerEQtIbdEMFWwFeR0xbjlHXmfWUwVt0MfcWNEMN0TTfr98Dc+StY9buzVMoJslvp4S6CVbHAHorBVvpsy3i4sszUgG/Zk9BBqs83uXu84WVon2IY5ifAiqml7MwIrOrFMBdcA6tqMb9DQ5iK52wM8+Q4U/GLSrnD+jYB0oKx+ynop96ArFyU85bvIUV6oTXsUhNrectzdpKUEubjPAEYKz8IfeWHIDyBIR9rNR1EbOevYJ3aNsmlzICUVvppdiv90K+NMo/hirKJ9S0DYiGIrrOA5oI5fS3MBVepi6GUYiqeszHMk+NMxS8q5Q7r2wQF2+De+kOIvi7Isjztbg8AoU5ojbshon2ApywngT5tmI9z+aCvuBHG6g9D+MqG3IfVchyxd56GdXyLmoAun5lR1Urv8vW30ufrBZ8Cw3BF2cT6lkHhLoiuBsBXilh8PL23NNelyhtT8ZyNYZ4cZyp+USl3WN8mTju7Ha5dv4AM1OZ1C6wItkJr2KPW5s7BydGwYT7O8EBfdh2M1bdCBKqG3MxqP2uH+jeAWDjDJc0gewkyWFHIQK1qpc/XIRkFhOGKson1LcOkVKs/BFthlUyDOf8qmDMuzNlSq/lkKp6zMcyT40zFLyrlDutbBkgLxq4noZ95E7JycV6PkRbdjdCa9gHQgGG6tU+GUYX5OM2AvuQa6Gtvh1YybcjNpGVCtp6A1XQQVuNByKaDkN1NGSpxBqW00s+DLJnJVvpJxHBF2cT6NkksE6K7EYgFISsWILZgI6za5Xn9N3ayTcVzNoZ5cpyp+EWl3GF9ywzR2wLX1h9BhHsgS2fmujjDEp1noJ1/Vy2J5creuuhjCvNxQoO28EoY6+6AVj66YQyyt02Fe/s/2XxUhelcS7TSRyCLamBVLgK8JbkuVUFiuKJsYn2bZLGIGk8vBMxpK2Eu2AhZNjvXpcqJqXjOxjBPjjMVv6iUO6xvmaOfeRvG7ichA9Pye1kyKSHajkNrPaLCvOHNytOOK8zHCQ3avPfAWHcntKr5Y3qoNKOQLcf7A37jQaC3ZXzlyAQzBoQ7AcMLq3yuOillK31GMVxRNrG+ZUmkF6L7HOAqgjntAshALaS3BPCWQnrLIL2lBd8VfyqeszHMk+NMxS8q5Q7rWwZZJoxd/w/62e1qdvt87gooLWgthyHaTqgx3Lp70p9yQmE+iTZ7A4w1t0JMWwYxzhAse5phNR2yw/27kC3H1VwC2SIlEO0FzDBkUbXdSs9JnjKF4YqyifUti6QEQu0QwXZAmmqFSKGri9KGB9JbCquoGrKoRoV8XymktxTSU6IuXjttyTszqi5iRHshIr0o9ujoaW2EVTIdsmJsF7adajRh3shCOYiIqNBpOszFN0BrPwXR3QBZMiPXJRqa0GBVLoJmRiE6z6gZ7nVn/Dm0Tm9D5PQ2wPBAq1kEUbsUWu0yaLVLIXyj67YuAtXQA9XQF1wGAJCxCGTLUViN/d3zEZzEi1xCqMkSLS9EbzP0UBes8nlqRQTNGZ8D0aSQErCiKsSYUYjEzxH1cywMRENqG90F6B5A90DqLnUM0wxAc0Fqhv27S90mNOcFORpMCMBXAemr6L/NigGxMEQsBNHTDL3jjAr66gGqtd7wQLqLYQVqgKJqSJ9qyY//B3cgu/XDigGRIES0V4V1+z9EeiHCXRB97RChDohwL2BGEt8Hy6XB1deL2IKNiE2RMD8a/KtJREQZIQM1MBe9D8bup4BIEHBnb0z6mGk6rOql0KwYRHeDWoPeSd29Y2FY5/YB5/YhcdpWOh3CDvZa7VKIyjkQo+ghIQw3xLTl0KYtT9xmdTVB2i33VtNByLaTgGUOvZPx0AzAWwFEg9CaD0IGW1Qr/TDL8xE5kmWmCekqpAgzCkT7ADOsQpllqjAmLQjLhIyHLCntUG7/Jy17iUoLaguhhhEJQAo9ZVsV7t0q2OluSMOdCP7QDMjk4B//j+HfGTQDcBuQ6Ya3Waa6AGSGIEId0Hua1IUhAUgIdTHI8EC6/JBFVZDFtZDe8qSgXwJ4Skb/t9EygWifCubRgSG9G+hrhxbqAMLdEImQHgGkCQEBKaHqne5S9VVzQbqKAK/9u98Pee5dAAXXqXxCGOaJiChjzJkboJ0/CO3cTnt2+zw+IdRdsGqWq0Df2wz4KvJ7eMAIZGcDZGcDrMOvqBtcPmg1i1Xr/bRl0GqXQIxyFn+tpBYoqYW+6Eq172gYsvlwaut9qGvihRZCzbFgeCCCLdDDXbDK5kKWz2ErPeU3KVULoxkFLDuUm5FEaBexMBALAbGQuk9aKqRb8RAuAGGHkkT4tv/VXYDQIcfRoi6l7A/68YsCZkSVpc+CkKaKQim7tYO/Zod/YQCGHaB0D2C4IZPCvjQ8amiMg4+XU4Km2xfV/SnxVwKqfsRUvRCRXohgG9C4F6piyMTFH+nyQ/orVdD3qaAPzQURDdqt6t1AsAMi1A4R7lb1PvFdiNn1VwLQVP3R3YDugjR86kKB7rbr+sj1XOTz+UQO8S8lERFljmYgtuRGuDpO293t63JdouEZHli1K6A17IYItauW4kI5YYj2warfDdTvtlvvBUTZDGjTltnd85dCqxjdrMjC5YGoWwmtbmXiNuvcPpiHX4F5/A3VE2MiklvpWw9D9rXarfQjjxckyopYyG5d7FTHimgIQsbscG72h+QE0R/ONV21fAuP3copJu84I+znhQ7ANejuQW2aKeHfsnsExIBwOOk22V9cCUDTId0ByOLpkJUzAOkqnOPmVCE0wOUFXN70dcK+ACRiYYi240DzQQBS3Qekft6aK9GaLnWP6ravu9nDI0s4AR7lFU5IRtnE+jZ59FNvwNjztBo77/LlujgjC3epQB/pVV3uM3wCkqkJ8DLOXQStdgm02mUQ05ZAq1kCMcbhETIWhnXiLZiHX4F1dpfd6jgBlqlmvNdcsMrnQJbNUSeKNCqckCxDzChEuAsId0EEWyFC3aorvJR2C7WuQrOW3Ko+BYJLvEdCrA8wI9DdPsTcxZCBaZD+Smcc72n80oX5LPH6vAjXH4A5+2LEVt2V9efPBU6AR0REOWHOvEh1t2/Ybc9un+cnuZ4SWLUXQG/YrYKkpzT/y5wJkV5YZ3bCOrNT/S40iPLZqtV+2lLVgl82/GSGwvBAX3Ql9EVXQva2wjzyGszDr0C2nRpfmTRdXVCJ9UFrOQIZtFvp/RUjP5ZovCwTiPRAhLog+togQh1qsjlpqTqpewBvGbuWJ8Y0u+wLGxZEb6saqqR7IIuqIQM1apI2XoQrPFPh76LDsGWe8gpbSimbWN8ml+g6B9fWR9UkTsXTcl2cURE956E17VVdST3FGdtv3rbMj4a3BFrNkv5wX7MYwuUd8WFW8zHVDf/Ia0Coc3zPnWilNyDL5sAqn8uAMAK2zI+SlEmzZ3cAfa0Q0ZBqdda0xEzxjpoYMwcSxzYp7TkC+gAA0uUHArVqYjVfOS+C0ISxZT49tswTEdGkkCV1MBdeC2Pf00C0TI3Py3MyUAPLWgqt6QAQ6VWTs011oS5Yp7fBOr1N/a4Z0GZfCH3JNdBmXwgxxLJ+WvUCaNULYLznb2Cd3gHz8MuwTm1TkyONVqKVPgTRegRasBWyapFq9WMLEY2FHTZFuAsi1An0tqhJvMyo3drsVmtxc5zv+Aihuti7fIBlQsT6gLbjEB2n1Pj6kumqG767mO8vUQYxzBMR0aQxZ18M7fy70Jr2OaO7PQBZXAcrFoHWehiIahwDOpAVg3XyLVgn3wK8JdAXXgF98UZoNYvSbi40Hfrci6DPvQgy3APz6F9gHn4ZsunQ6J4vHhJ0N0SoE+LcO5Bls2AFpqmJlthySkMxIxCh+Lj3Fohwj70Uluxfp53hMvM0XX033QE190A0CHH+XTVBmq/MHl9f5YgLvET5jmGeiIgmj+5GbOkH4O48A9F7HjJQm+sSjUwIyPK5kFYUou2Y6h5qeHJdqvwU6oK57/cw9/0eonwW9MUboS+6CiJQlXZz4QnAWHEDjBU3wOqoV5PmHXkVsvv8yM+l6Wp2+2gfROsx6O2n1XrZ3jK1XJKnGNJdDBjuDL9IcgzLVME93AURbFezzseSJq0zPKr1nV2+syd5fL0ZUePre5oBw6u64HN8PdGEcMw85RWOYaZsYn3LHv3YqzAO/AaydBZgOKQ1RlrQzr8L0XFKTYg3gZNNR4+ZHyuhQZuxSrXWz3vPqMbXm/V7YB1+BebxLUC0b+TnSKzxHbFbWi17fW43pCegxuh6iiHdATu8TZ2W1yk1Zl5a/ZPWhTqAYBtELKRCffwiXEGNexdAUTlgxoBQV64LA2CcxzZpqYssyePri2th+asBXxkvtlBaHDOfHlvmiYho0plzLoXWcgja+f2QFc7obg+hwapeAs2KQXTVq5msNf7ZHJG0YJ3dpZapc/mgz78U2uKroc9YPeRD9BmroM9YBeOyv4N1YgvMw3+CVb976GXukmfUhj2vgWWqlr++DojeFrWN5oJ0eQFfBaSnBNITYNd8p7NMiN5mO7y32uPeY3adsNe4dvIycZoBUVwNUVIHUTINonQ6RMl09W9xLYTd80RGgpBdDZCdjerfrqR/e1omvkTkZBJa2vH1evspSHcxZIndDd8dcO7nSJQlbJmnvMKWUsom1rfsEh2n4d76Y0BokIGaXBdn9MwItMa9ED1NajK2cQTBKdUyP5RANfTFV6sW+xGWuwOglrk7/Ce1zF37mbE/n7TU5GZmBLAi6jZhFHzX/IJumQ91QGs9qi7WQAKaW7W+ay5nhT7Do4J6PKQnh/ZANcQELzZJMwrZfT414Hc1QnY2QHY3qVbxDMnosc2Mqp45VhTQXf3j64uqnNOjiyYNW+bTY5invMJwRdnE+pZ9+tGXYRz4LWTZHGeNQ4+GoDXuhgi2qXHbY+wGyjCfStQsgb5kI/QFl0N4R14C0Dp/RAX7o6+Nv3vxUF3zDbeabbtAuuYXZJg3oxAdp6F1nALMsBr2ku+9ZNxFEKWpretaPLgXVea0aLK3NRHwrc7UVv2xfr8m5dhmj69HLAhYFsfXEwCG+aEwzFNeYbiibGJ9y4FYGK7tP4XWfBiyYoGzAlOkF1rDLohwt2qhH0PZGeaHoBnQ5lwEfclGaLPWD7nMXZw0Y7BOb1cT5516W3Wtnwi7a75qvY8VRNf8ggrzUkL0tUG0HlUX0gy7a3a+HDf85akhPdHSPn1UF6nykQz3Dm7RH6b7/qQf26Rlr1+v6rR0+4GiGnUBzu1XF950T/7UCZo0DPPp5fllTSIiKiiGB7ElN8LdWQ8RbIEsqs51iUbPXQSr9gJoDbshwh2Ap4wnkBNlxWCd2ALrxBbAW6qWuVuyEVr1wrSbC92APu8S6PMugdXVCHPHL2Ee/tP4xwdrOqD5+pcftLvmi2gICJ+EAKZE1/y8FAtDaz8B0XlWXXTxluX8goqoXQpjxY0QlXNVeJ/EZStlqEt1i7e7x1tdDYlQLXR30sUD+9+Saeo/t39Czys8RRDVC4DqBYPLFO++33Ic5ok3YZ3aBmCSL1IKTQV2lz9pfP0J+7upqe74hhfwlqpeNW6/mlDP5eNEejQlsGWe8gpbSimbWN9yRz/yAox3fwdZPg/QnRWKRG8LtMa9gBkCDL8ayzlCqGfL/NiI8tmqG/6iq0bskmx1nEVs+y9hHftL5if9Gtg1HxYAu2t+US2skukqZObRRR3Ht8xLCdF7HqL1mJrkzlXUf7ElVwLVcF18D/RFV2Z0t7K3NSmoN0J2nkuEd0R6x7dTb0lKyNdKksJ+UUVmyx8LQ559B7Gjr6ueMqNZiSJjTy7V992KqrH2VlTdFu9do7vVhTdvCeCyA77bn//DM2hIbJlPj2Ge8grDFWUT61sORUNwbfsJtNajzutuDwB9bdA66yF6m9VkUpoBuIuGPFFkmB8noUGbsVq11s99D4Rr6HkWrLZTiG17AtaJNwFM4qmNZapx29E+QDMg/ZWQpTPU7Nt50BXf0WE+2get7bhaPQIAPCW5bV01PDDW3A59zS0Q45jjQ1pm6kR0nQ39/2Z4IrpRSZ54L96SHx/TH6gZcZjLcGQsAuvMTpjHt8A6tRWIBDNY8LEUxOoP92YMgD0URxiqFd9dBHhKId1+dtN3GIb59BjmKa8wXFE2sb7llmg7DvfbP1FrgxdV5bo44xMJqmWyus5BhLsAWGpcr5E6rpdhPgPsZe705ddDq1065GZWyzHEtv3C7gI8yWJhIBoEICG9pZClMyGLanPaBd+RYV5aEN2NEG3H1JwU7uIcT5ApoC26Cq5L7hmxZ4iMRVLHlSe1rsue8xOf1yFbhKZm0s9A931pRmGd3QXz2OuwTm4dfy+DTIn3sEm04tvHYnbTdxSG+fQY5imvMFxRNrG+5Z5+6L9hHHrekd3tU1gmRF87RE8TRM95NVmTZtitPi6G+QzTZq2HseFuaDWLhtzGajqkQv3Zdya/QFZMBRYrBukugiypgyyepibOyzLHhflID7TWYxDdjSo8eYpzGqJE7RK4Lv0UtNolae+X4R7E3vk15PmDsDobgN42TGpPkHxhd9/XKudCm/ceaDNWj6olX5pRWPW7YR17A+bJt4BwTxYKOwrspu84DPPpMcxTXmG4omxifcsD0T643/4PiPYTqrt9IYj2pbbWWyZ0XwAmXGzpyTBt7sUwLrwbWtW8IbexGg4gtu3/wTq3d/ILJC3VUh8LqeW0ArWwiqfbyxlmpxuvY8K8ZUJ01UNrO66GLHiKc3tBr6gKrkvugb7oqrR3S8uEeeC/Edv+5PiXRywkngD0uRdDX3gZRN1qiFEsFyfNmAr2x7eoYJ+P7+MouulLfxVk+Rwez7OMYT49hnnKKwxXlE2sb/lBazkC1/b/VOHHn9v1lzNKWonWeqOvBWa4FxC6mtCL6yRnkIA2/1IYF34UWsXsIbcy63cjtu0XkI3vTn6RpFSBPhoENB3SXwFZMlOt3jDJ4+odEeZDndBaj0L0ngc0t+rBkKsxy4YHxppboa++bcg5Gcwz7yC25SeQ7aezXLj8p7sMmMIDbe5F0Oe/F9qsdaML9pYJ69we1WJ/4i0g1JmF0o7TwG76MgZZMR9W5SIG+iximE+PYZ7yCsMVZRPrW56QEsbB56Af+SNk+fyCDLoeQyLSela11oc61Thaw8txmZkkNGgLr4Bx4UegldYNuZl5eocK9c1HslMuMwJEewAJtW596UzIQO2kjQnP6zBvxSDaT0PrOKkmEfSU5rDbsoC26Aq4Lr4HIpB+iUyrox6xLT+FdToL8y841KAhRG4/tDlJwX4U80eoYL8P1vE3YJ54E+jrmLwCZ4J9oc6qWABZuZCT52UJw3x6DPOUVxiuKJtY3/JIpFd1t+84VTjd7ZMkApa0gFAHtJ7zaoxwtE+11rv9zp4zIJ8IDfrijTAu3ARRXDvkZubJrSrUt57ITrks0x5XH1WTbBVPV13wM9wqnZdhXkqgr121xve1ArpXzSeRoxAkahbD9d5PDTmRogz3ILbjlzD3Pdc/WRqlNex8IC4ftDkbVLCfvX5UKwJIaUE27Id57HUV7IN5+jc62gfE+mBVLnTmiiwOxDCfHsM85RWGK8om1rf8ojUfgmv7f6oZhX0j/wFzkrQBKxZWY+u7GyD6OlRoMDx2yGFr/YRpBvSl18JYdxdEYOjVEsxjryO2/cnsdaGWlh0EQmolh0CNmjDPV56Rzz3vwrwZgdZ+AqLjjKrjntLcLeFXVKnWi198ddq7pWXCfPePiG37RX6O585Do57c0/BCm3OhHew3DLvMZJwK9gdgHt8C88Qb9mSDeSTaB5ghWBWLICvmMdBPMob59BjmKa8wXFE2sb7lGSlhvPssjKMvwqpYWFCzBg8bsKRUY4h7miB6GtU4a6EBht1azxPEidFd0JddD2PdHRD+9CdGUlqwjv5ZhfrOc9kpl5T2evVqLgXpK4csmQEZqJlQ3c+bMC+luljVegwi1K7minD5clMWwwN99S0w1twG4fKm3cQ8+w5ib3Bc/FiNa6UOwwNt9nro8y+DNmfDkJ/JQFbjAZjH3oBVvxuy+7wK07kWDQJmGFblYsjyuTxeTyKG+fQY5imvMFxRNrG+5aFwD9xv/xiiq14tV1cgRh2wYhGIYAtE9zmIvnY12ZLhZWt9Jhge6CtuVIHOV5p2E2mZMA//CeaOX0J2N2WvbGbUHlcvId0Be1z9NGCUISdZXoT5aAha2zGIrnoAUrXG56j+aguvgOviv4YoHmJcfOc5NS7+1NtZLllhmPCym4YH2qx1qsV+zoaxrWcf7oXsbYHsaYHsaYbsaQF6+3+WPS1qzorJZg+fsaqXQJbOZqCfJAzz6THMU15huKJsYn3LT9r5A3BtfwzSUwL4ynJdnIwYc8CSEgh3Qes5D3Q3QER71QmiUcTW+oly+aBfcBOMNbdCeNKvAy/NGMxDLyG24ymgtyV7ZbNM1VJvRgGXD7J4GqziOnvt9dF95jkN89KC6G6EaDsGEe5W8wEYY78gkQmiZpFaL37asrT3y3CvPS7+9xwXPwETDvMpO3NDm7VWBfu5F48p2A9F9nX2h/1E8Fe/o7cFsrdVfe8mKtIDWDFY1csgS2fyGD0JGObTY5invMJwRdnE+panpIRx4P+DcfQVWJULCqK7/YQClhmB6G2xx9bbrfW6W3VZLoD3Jmfcfhirboa+6sNDhgZpRmEe+ANi7zyd3Ym4pLTXq+9T4+qLqtW4en/liC3cOQvzkV41wV1PIwDNvgCRg9b4ogq4LroH+pKNae9W4+JfsMfF5/FyaA6R0TCfumNoM9eorvhzL4bwFGX+OaCG2CDYntKaL1Na95uBYAeAUcSlSA8gzf5ATxnFMJ8ewzzlFYYryibWtzwW7oZ766MQ3Y1qHKLDZSRgSQmEuyF6z6tgHwkCsABhqInzdA9bg8bDUwxj9S3QV35wyLG7MhaGuf95xN75dXYDYGJcfRCAgPSVqS74RTVDLuGY9TBvmRBd56C1H1fdjT0luVmZQXercfFrbx96XHz9bjUuvu1kdstWwCYtzCfTDGgz10Cb/17os9ZCFFVO7vMNIM0oZG8bYLfuWw37YR56WV1YHSjcDUDCqlkOWTL0Epk0dgzz6THMU15huKJsYn3Lb1rjPrh2Pg7pLQO86cc4O0XGA5YVU+vVhzpVq32ku39sqO5RXZvZaj823lIYa2+DvuLGIZfQktE+mHt/j9juzUC4J7vlM6MqLMOCdPnVZ6y71H+aG1I3AE2H2+tHJGoCmgGpqduQ/G8mW8tDXao1vvc8oLkyvszeaGkLLofrkk8MPy7+zf+EdXJrlktW+LIS5gc/KURRpVqlIlANEaiGKKqCCMT/qx5yCE2myO4mRN96DNax1wffGe4CIGDVLocsnj6p5ZhKGObTY5invMJwRdnE+pbnpISx79cwjr8Kq3JR7pazyoBJbS2VEoj2QYQ6VDf8YCtELKTGgWq6HfrcnEBvtPwVMNbeDn359RBDtH7LSBDWmZ2wzu2FdW4vZPuZ7JXPMtWydtJUy9xJC4BUvYAFoOs6TNNUvwhhf+6a+lcIFfDjFwF0N6C51IUAkRr8ExcChNF/McDeB6wYRMcZaO0ngFjYbo1P/15NJlG9CK73fhLatOVp75eRoBoXv/d3HBc/SXIS5kfD5VPBvsgO94EqIDnsF1WPanm8kViNBxDd8hPI80f6b7R7UUHTYNWugAzUTvh5iGF+KAzzlFcYriibWN8cINSputv3NkOWzcl1acYtq12fLRMId0GEOtXSYOFu1VVbwm6199gttOySP6xANYx1d0Jfci2EPnwvB9nXAevcvtyE+wES4UpaKlTEA7+UAKzU36Vl3wa7PqhTQvVT/AJA8oUAXYV2y1I9QxIrLWS5Lvkr4Lr449CXXJP2bimt/nHxfR3ZLdsUk7dhfjQ8xamt+UVVEMXqXwSqIYoqhrygN5B5+E+Ibn0c6G1VN9iTmELTYdVeoJacpAlhmE+PYZ7yCsMVZRPrmzNoDXtUd3tfJeAtyXVxxiVnk5JJCcRCKtj3tQPBFohonwr8QlfB3vCw1X4YorgWxoUfgbboKohR9g6RwXZYDftzEu4zEq5SLgLEW/6TLwpItW58tnvLBKqhL77aHheffs16s34PYlt+Atl6Irtlm6IcHeZHJAB/md3CXw1RXA197iXQ6i5Iu7WMhmHu3ozYrl+rHitSAuFOQHepQF+UfhgIjQ7DfHoM85RXGK4om1jfHEJKGHufhnHiz47tbp8Xa38Ddqt9twr3wRbVumqG1X2au3+sPVvtBxGlM1SoX3g5xBgvfshge2rLfcfZSSplgYUrbym0GSuhzVgNbcYqaKVDTyhmdTWqcfEn3sxiAamg6tsoafPeA+OST0ArTT8eXva2Irr1v2Ad/pO6ABbuBHQ3rGkr1YoUNC4M8+kxzFNeYbiibGJ9c5C+dtXdPtjqyO72eRPmB0pute9thYgG1dhioalgz1b7wYqqoM9cDa1uJbS6VUNOujacyQz3jg5XLh+0ugv6w3vlvBEfIiNBxHb+CubeZ9PPLl4I4r0hEkMjZP/wh/jcCDni6Po2EZoBfeUHYay7a8hl86zzR9R4+ob9QLgDMLwwa1cC/orslrVAMMynxzBPeYXhirKJ9c1ZtHPvwPXO/4P0V6k1rB0kb8N8Mmkltdq3QYTa+7uK6i671d7FVvsBRHGtCqB5Eu4dFa50N7RpSxPhXVQvGv1QBmnBPPgSYm//PP/HxQ8M4+mGLqTMayDVxAVA//LmInlCQzFg2APiEx2of8TA+Q7S/ZeZ77Gj6ttk8JbC2PBR6MveP2TdNY+9jtibP4NsPgTp8sGathLwjRzSKBXDfHoM85RXGK4om1jfHEZaMHY/Bf30FsiKhY7qbu+IMD9QLAwR7rJb7VtUq70ZBTQB6F4V7tlqP4gK9yvVfzNWQgTGG+732v/tG1O4z+twJTSI6kXQZtot77XLIIyxrUkv+7pgnX0Hsd2/gWw5NkkFHa4AErCiqXMKjCWMJ60sAKFBCh3Q7RUGNFdipQE5YHUBiOQVBjS1ooAVUz1pkv4TZlQtUxmLAGZYbSMtwEqeA8FK88LGdwEgr+tbFony2TAuvRf6rHVp75dmFOae3yK25VFICBXovWXZLaTDMcynxzBPeYXhirKJ9c2Bgm1wb/0RRF8nZNmsXJdm1BwZ5pNJC4j09Lfa97UD0aBa2iwXE6E5SLbDfX6FKwFRMUeF97pV0OougHD7x7QHGe1TvRbq98Cq3w3ZehL9CTmLpFTzS0R6VOAW+vjDeGLJPz2jreTpy22lCfzpfo9fAFD/CWnaFynUEohCWnYnAAEICRg+wPBBd7vyqL7lnjZ7PYz33AutPP3fJ9nXgdgbjyJ2+FVYtRc4dlLXXGCYT49hnvIKwxVlE+ubM2n1O1R3+6Iax3S3d3yYHygWhuhpgug8AxHuUsHGHVDBhYYlSqb1h/u6lWr96zGSoW7IYBtkXwcQ7IAMdUIGO4C+DohIN8yeVqDPvs2MZPolDEuUTO8f8z5jJYSvbEyPl2YUsukgzLO7YZ3bA3n+sJq4MZdi/SFeFk+HVTpThdlshPFciId4M6Z6IVgmhBXtD//hHoieRiDaB93tg6l5+N1PpunQl10PY8NHIYYI61bzUUS3/BQx03TM37FcY5hPj2Ge8grDFWUT65tDSQvGnl9BP/0m4ClRoT7PT6YLLszHWTEV6jvOQIQ6AAgV6ke5NjNlJtwPR0aCKvT3dUDGA35fJ2RfO6R9G4IdaptI79ifwF+RCO/6jFUQxWNbT1taJmTLMVh2eLca31XhOR+YUSDSrVrgA7WwyuYA3tK8P95kRTQE0dsEV7AJZk871HKFfkD38P2JcxfBWL8J+gU3QejpL3aYJ7cifPjPkNEC/PuQYQzz6THMU15huKJsYn1zMDMK/eQbMI6+BER61Az3eRwgCzbMx1mmWuqu8wxEsE117XUVqW74PLEfExXuVyUm1ct0uB+ONKP9ob+vw27dTwr99r+iZFp/6/sQ3YmHY7WdSnSbt87tG99FhMlkxVSIByD9VZDlcyF9FazLaXg8LkRa6yG6z0H0tqgLIIZHBXvOqQEAEKV1MC75BPR5l6S9X5oxxE5sReT4FoChfkgM8+kxzFNeYbiibGJ9cz7RfgKuA89Caz0CKzBdtZrloYIP83FSQvS1QXSehehtVif2Lr89WR6D0HiIkul2q/0Fasb3IuetU211NfaH9/o9+Tv7vGWqEC8tSH8FZNlcyKIqhtJhJI5tUqrVMHqaILobICK9ahiCqyivL7Rmk1a3Csaln4RWlX7JRRkJInLkL4id2m5PVEjJGObTY5invMJwRdnE+lYgIr0wjrwA/eQbgBCQpbPy7uR7yoT5OCmBUCe0rnqInibVbdrw2q11DPUTIUqmQZRMA3ylEL4yNSbdVwbhL4PwlkL4y9V9OQxQMtieEt5ld1POyjIq0gLCPYCMQnrLVEt8UQ0ndhyFtMe2WASi9zxEVz1EqFONvzd4UQ8AIDToS66FcdHH1Hc1DaunFZF3X4R5/kiWC5ffGObTY5invMJwRdnE+lZApITWsBvGoecguhohy2YDLl+uS5Uw5cJ8snAPtO56iK5zQLRPjal1F+XdBZdCkZjN3l1kB/1SFfSTg799G+zbxjrD/EAy3GPPOG+H9/bTmXgpk09aqou/GYH0FEOWz4Esns7J3MZg2GObtCD62lVLfc95IBZS33+XnxdKXD4Ya2+HvurDQy7PaDYfR/jdFyG7z2e5cPmJYT49hnnKKwxXlE2sb4VH9DbDePf30Bp25dXkeFM6zMdF+yC6GiC6z6ouuMKlQv1UP6nPsHEtTae7+0O/tywp6Jemtvz7ygBvMRCLwmo80L9cXMsxZ3ULllItrRjrg3QHIMtmQ5bUqfeBxmTUx7ZIr+qC33UOItIDCACugFrOLw+O0bkiimtgXHwP9IVXpL1fSgux0+8gcvhVIBLMbuHyDMN8egzzlFcYriibWN8KlBmFfuoNGEfyZ3I8hvkksQhETyOXtZskk77OvNCcFdyTSQnE+lSQd/lhlc6ELJ2pun/TuIz52GbFIHqbVagPtqnJBg0f4PJO6d46YtoyuC79JLSaxWnvl9EwokdfR/Tk1twv1ZgjDPPpMcxTXmG4omxifSts8cnxROtRyEAt4C3LWVkY5tOwYhA951WoD3UAEqqlnq2jEzLpYd6JpARMe614wwtZUgerdDYwweEFNIFjW3xejZ5GiO4GNQRHi/fWmaoX9gS0RVfCdfHHIQLVabewgu2IHn0DZvsZyJ5WqAPn1MAwn95U/bYQEVGBk+XzENnwyf7J8UKdeTk53pSlGZAldZCBWntZu7MQwVY1m7grwGXtKDNidojXXZBlc2CVzQY8xbkuFQkB+Mpg+cqAsrlqwrzOeohIlwr6U3LNegnryKsIn3gT+qqbYay9HWLA3C+avxyeVTeprWNhWJ2NsDrPwexsgNXRABlsy0XBKYcY5omIqHC5ixBb/mFY5fPU5HgtRyDLZqkTRcoPmg4ZqIUsqkld1i7Sw2XtaPzMqLowJDTVEl82Ry1dybqUf1xee96CGRDBVjVhXm9LoifFlFuzPhaGufNXMN/9I1wXfgT6ig+k3UwYHuiVc6BXzkF8IJmMhmB1Ntjh/hyszgbIfF0KkjKCYZ6IiAqbELDq1iBaOhPGu7/Lu8nxyCYEpL8S0lcBhDuhddrL2vW12mNquawdjYIVUyEegCyqVsvM+SpYd5xA0yEDNZBF1UCkG6LbXrO+r31qrlnf14noq/+G2DtPw7jmfujTl4/4EOHyQq+aBz1pLXsZCapwnxzwQ12TWXLKIoZ5IiKaEmRRFaJrPwa9Yh6MIy9BtB3Li8nxaAAhAG8ZLG8ZUD4HWtc5taxdX5vqes9l7Sgdy1QhXlqQ/grIsrmQRVWsK04khLrg6imBLJ8D0dMM0XVWrVkfMdXFPc1Q/xX656u7IDsbEX3yXsRW3QJ9xU3QymZA85WOehfC7YdRvQCoXpC4TYZ7El3zrU474Id7JuMV0CRjmCcioqlDd8GcfxWs8jlwHfgdROuRnE+OR8NwB2BVLQZKZ6kWuq6zdiudMcUnyqIEaanu2FYU0lOm1ooP1HLJw0KhuyFLZ0CWTLfXrG9Uw3BiIdULIzEBnOgP+JqhVskQWmH0yNBd6uLGnt8genoHrOplEL4SaKXToZXW9f/rDYx6l8ITgFGzCKhZlLjNCnXZ4b4hMQ5/qi+H5wT8K0hERFOOmhzvXk6O5xQuH2TFfMiSmfaydmchwqoVFobHbqljeJtSpAVEegEzAukphixfAlk8nRd4CpXQ1DAcf6UK8bEwRCykJjiMhSCiQbWWfbRP3WbF+pdQFAIQhjpGJLfoOyno627AUwLRcQaaGYMsqobZ1QSz6UjidQhPMbSy/oCvl06H8BSN+ik0bwm0aSXAtCWJ26xghx3uG2DaLfiIcmWWfMIjHhERTU2cHM95DHf/RFmhDtVC13MeItxp3++1J8zjRZmCJaVaJz7WB+kOqIs8pTO4pOFUohmA24B09wfVxAJtlqla7eNh3wxDRPpU0I8FASsCxIL9QR+wg35S2Bd6fgZ93Q14itUFzZ4GQHNBuosg/VWArwzSjMAMd8NsOpx4iPCVJlru9dLp0MqmD5ohfziavwyavwyYvixxmzRjgBWz/40CZgzSigH27yn3m9GkbdXv8W0HPcaMApYJmfIYtf+Uz4tScJ15yitc95uyifWN4kRvC/SDv4d+7p1JmRyP68xPIjOqZsHvOQ8RbFGtRpqmWuun3NJWBb7OvGUC4Q7A8MIqnQVZOlNdvKGccdSxzTIBM6Ja8hMt+iroIxqEsOzAaZlqe4E0Lfp5EvSlVK/FDKvACwEYHkhfOaSvAtJbqpZgTHNhU/jL7YA/HXpZHbSS6RAuT/ZfwxhIy1IBP9KLWHs9ev0zcl2krBjNOvMM85RXGK4om1jfKIUZhX7qDRhHXgIiPRmdHM9RJ7xOFguppa16zkP0tamTXaGr3haaKz9OwidZwYb5WBiIdEP6K2FVLwO8JbkuEaGAjm3SShP0Q0C0V7Xq263FkHbQ95bnVw8gy1TBPhZWr0UzIF1+oKgS0lsG6S1TQ5KGOAaKospE13ytrA5ayTQII397uwSDQYTD4VwXY9KNJsyzmz0RERHAyfEKgeGFLJkBWVynWtria1aHuwCzW12ccfk5rtpJpLRnqTchy+fCqlzILvWUeUJLDNOJt3ImWjvjreCxEEQsBNF6HCLUDnjzaMlDTQc0vzq+SQlYMTXMoP0EBISaSNBbAumvslvtS1LmGZG9rTB7W2Ge22ffIiACVYmu+VppHbSSWog8Wf1F5Mv7ngfYMk95hS2llE2sbzSkSG//5HhCTHhyvIJpvXIiKYFwF0RvixprGulVrVgFOnFeQbXMJ7rV+2BVLVIXaXgSn1em5LEt1AWtcZfqou8py/86KS3VYm+G1XdK0yENL+CvVN3yvaXqIsBIr0NoEP5yFeh1F6AbEJoB6C77XzUUQdj3qZ8NQHPZ/xopj0lsq+mpjxnhmGxFgugKRlCAEXYQdrMnx2G4omxifaNhSQmtcQ+Mg89BdDVMaHK8KXnCm48s0544rwXobYKIL7tUQBPnFUyYj4XUcJeiKlhVS9mtPk9N1WOb6G2B1rhHXSz0FOe6OGNjxdT3y4yo8utuSE8Asqga8JZCekoyNsRsXIRQw6KSLxboBtw+P6LNJxAtqkVs5R25K18WsZs9ERHReAkBa/pqREtm2JPj7QI8xRmfHI+ySNP7l7eqmK/Wre5thug9D4TaoSaR8g87tpQmWaJbvQVZPs/uVp8fXXuJ4mRRFazqJdCa9qvVFZy0CopmAG57TXp7CIEIdUEE29QFTZcX0lsO6a+A9JaobbN5oTMxuV8kdchD1Aur5Tjgr85eWRyAYZ6IiGgYsqgKsTV3Q5bPhXH0JYi2YxmdHI9yRHdBBmogAzVAbKEaX997Xp3Q9vWq7veGT43PZrDPDssEQh2AywerarFaNz7f3ntpAaFOqHgRX6tc2GuZa0k/D3F74l9yOllcBysagtZ6RE20aeT3jPBpCWEPObLLbplqWb/ucxBd9eo46fIDRVX2RHqlznydBYxhnoiIaCQDJ8drOQz4yiF95ZyMqxAYHsiSOhUeo0GIYJsaXx/qVK3EutsO9ryAM2kS3eqrYVUvURN05RtpQbQdB9xFqnVTxgBIew1sqVoUpQRgJf1s3y8lhL2NBAYFeoGkCdcA+7HJ9wvI+IUBe7I2aXgBl3dKLsGYF4SArJgHGQtDdJxSn4vTjxGaDrj9AOIT6UUhokGg9ZiadE73QLr9/ZMF6m57/LwLUnMlfobmKrj5SPIVwzwREdEoyfJ5iGy4F8bxP0E7twui84xqyfCWMtgXAiEAdxGku0itYR7utmfEb4SIdANhU33GLj9PVDPFnqAQsCAr5sOqWJCfgcgO8jJQi+jqTZDF01RIt0xAmhCJn6Vavizxu6Xut6wBt/f/LIZ4DCwLIn57fGk0ywRifdB6miDCPUC4U01uFm/1tyd2TAR9rtwwuYQGq3oxNCsC0XVOLVlXKMcGoWbBT/xdsyfSE+FuoK8TgAUB2FehZP+FJk0HhAapu+z66FUXTDWXvb948DfssfGugpivJFf4DSciIhoLdxFiS28CFlwDre04tOZD0M4fUMFeWoCnhMG+EAgBeEvUck7lc4BQB7TeFqCnSS11Bwm4itgNfyLi3erdfliVi/KzWz1gB/ljkIFpiK69G7Js9uBNRtpFxsskgUiPmvehrx2iryOxFKPW2wIR7gR6m9R7LIQK9YYX0vCxNT/TNANW9TJosQhEsAXwVRRmOBUa4PIB8A2+L94LJfkCVjQMRIL275aqbhKqG4rQ1NAEO/xL3a2Cv+6FNDwpLfwy/q9bH9RjhRjmiYiIxsflg1W7AlbtCiB6w/DBHt5cl5YmQmiArwKWr0JNnBdsU2NKe1uASI9qeXL5CvMEfrKkdKtfmr8zglsmRPtxyOI6RNd8VK1qkQ+EUBNyeooHX1wwIyrchzog+jqAvnaIniZo3Y39rflmJL6jROupjNdjtuaPneGBVbtC9dgKdagW+ql0sSTeM0QfxTFQyv7eJ/HeKWYQCKuJL0Ui8Uv1f6EDQod0uaD1dUH6R57hfSrht5WIiGiiRgj2sleH0HxssS8EmqEmziuqBsJdKiB1NwB97arLqLuocLrZToZEt3qZ393qgf4gX1KH6Jq71dALJ9Dd/ZM7Jku05ncktei3QXQ1QARbVI+T3vOqdRV2a77LDvmGj6s8jMRdBKt2BfSGXaqOe0tzXaL8JIRqlcfIx0lpt+pDWoAQENE+1c2fEhjmiYiIMilNsPcEz0KeeDupxT4+xj5PQwyNTAjAWwrLWwqUz4HoaYLorFfdmyHUuHp2wU9lxdRM8G6/mq0+MC1/3x/LVF3rS2epFvnSGbku0cSltOYP6GFgRiBCnRB97UCfatEXPY3QupvUfBG93YAZtifx1yD9Vfk5SWGu+cpg1SyD1rhX9dqJLwFH4xMfhw8ALgOSvZ8GYZgnIiKaLHaw18svQ2TmFUkt9vshOk+pljIGe+czvJBlcyBLZqp167vOQfS1qpN5l0+1auZraM2WaB8QDSZ1q8/jkBMP8mWzVIt8SV2uSzT5dDdkUbXqcZJMSiDSq1rxQ3aLfttx6M2HgJ5GyGg1YJSwa34SGaiFVRWG1vyuqveuNGPMiTKE3zwiIqJsSNsV/6DdFZ/BviBoOmTxNMhALRDqhNbdANHdCPS12rPgT8Eu+AO71VcuyO/gFw/y5XNUi3zx9FyXKLeEADwBSE8AEnZr/tzLYXafg9awB56WfRBtJ9Twk6IaNcyEIEtnQcZCEG3H1Heew6tokuTx0ZSIiKhADQr2JxjsC4kQqrutrwwon2t3wT+ruuAL0T8LfqGzu9VLdxFk1WJ1kSOfeyikBPm71fJzNJgQkCUzYJbMgLb2Q4geegP62W3Q2k8CXfWAv1Idu6Zyl2ghYFUsgBYLq+FV3rL8vohFjsVaRURElEsuf/pg38RgXxBcPsjyuZCl8S749RDBNjVzs8uvZsLP54A7XtE+INoLGahR3erzfeywFVPryJfPtYN8ba5L5AjCE4A16yJYM9ZDtJ+Afm4X9IY9EK1HAFeRaq03psCFq3Q0HVb1UmhmBKKnqXCXrKOcYpgnIiLKF8nBfklysOcYe8fTDMji6WrSt1A7tK4GdYLf16Za6d1FhXGin9ytvnIhrIr5+d8iacVUi3zFAtW1fuAs8DQyTYesXIhY5ULEFmyE3rgX+tm3IbrOAJCQ/mo1YV4hXrgaju6CVbMCmhmFCLUD3oqp9x7QpMrzoysREdEUNTDYtx6H1nLIDvan1Rq9CfbJoZT2r/GTRTmKbRxISsAdUN2gnRaAhehfs758LkR3E0R3vVqbGpoK9U69UBPvVu8pgqx0QLd6QAX51mOQlQzyGeOvgDn/Spiz3wOt5RD0s9uhtRwGuhsBb6maZG8qzR3h8sKqXQ6tYTdEuAPwlOX/94Icg2GeiIgo37n8sKZdAGvaBSrYt58EoqEBG8kBvw74Pd02abZLe4o5aF/p9j0WE3x8JAj91BsQrUcgi+sAT/EEy5Mj7iLIyvmQZbPsLvhnIfo6gIgJGA7rgh/tA2LBpG71DpgIzYyqdeSrFqogP3Amd5oYww1r2kpYtRdAdJ2D3rAb2rkdEO3HAc2lLpy4/LkuZXZ4SiBrlkM07AYi3VzWjzKGYZ6IiMhJXH5YNctzXYqcs6avgn7kRej1O4BgK2TpzPzvzj0U3QVZUgdZPE0t/dV1DqL3vOqCb3hU4MnXHghSAuFOAAKyYoEzutUDKsi3HYesWmQH+apcl6hwCQFZOgOx0hnAvCugN+2HdvZtaO2nACsK+CqmxIR50l+pxtA37QciQcA9RS5k0KRywNGWiIiIKJUsqkZs9SZYtRfAOPKCWgLKXwXpc/CYVKFB+ish/ZVAuAeip9Fes75ddUt2BQA9j07dEt3qA2q2+qIaZ7z3ZlSNka9eooK8vzLXJZo6PAGYsy+GOfNCaG3HoJ3bBb1xL7TWI5CuAGSguqBXepDF02HFwtBaDgExTfW+IZqAPPqLQERERDQGQoM1fRUiFfNhnHgN+sk3INqOQpbOcv5JsicA6VkIWTYboue8Wtou1AlA2i31uh2c7fAskuZEkHLyQ3W0D4g6rFs9AJgRiPbjsKqXIrrmo4C/Itclmpo0HVbVYlhVi2Eu2AitaS/0M9vUfCAQ9oR5xc64ODQWQkCWz4E0wxBtJ9T32KlzZFBeYJgnIiIiZ/MEEFv6AZg1y2Ec/gO05oNqWSwnTpA3kO6GLJ0JWVIHEWxVLfXBFsAKIzH3QGJOAwlENMAyE7+qrC/snxM3qDuTfhUSkIngZF8kEOl+BiBjADRYlYsgK+Y5ZzIzMwLRdgJWzTIV5H3luS4RAZBFVTDnXw1z9qXQmg9CP7tDTZjX0wB4yyD9Vc6pY6Mh1HdHi4UhuuoBb3lhvT7KKoZ5IiIiKgiyYh6iG+6FfuZt6Edfhmg5Alni4AnykgkNsqhaBZtYnwrsUgKwEq3xAhKG2wUrFIIK6xKQVtLPqdur2y0IKSGlpbYd9J9UKyfE9yUtVZaK+WrCOKe0nMYiEB0nYNUuQ3T1Rxjk85HhgTV9NaxpqyA6z9oT5u2EaDuu5pUI1AIuX65LmRmaDqt6mVqDvrdF1UenX3iknGCYJyIiosKhu2HOvQxW1WI1Qd65nUBfG2TJDGdMzDYSIYacAVwCED4vpDFwpYPhTXRtgrwXi0BrPw6zdoUd5MtyXSIajhCQZbMQK5sFzL8SetN+6Gfehug4peZp8JapC0pCsy8m2f/Gh52MeHueMNywauwl60IdqoU+n8pHjlAAf9WIiIiIUslADWJrPgJrmpogT2s7CumvdvYEeTR2sTC09hMwp12ggry3NNclorHwFMOcfYmaMK/1OLRzO6G1HIaQFoQVHaLHSdLPST1ThLTUhSsh0D/MRMD+TYn/IGD3dhFq+EnyBQHdBemrBFwZmJfDXQSrdjn0ht1qVQhPKY9PNCYM80RERFSYhAZr+mpEKhbAOP6qWpu+7Shk6Wy15BsVtkSQX2kHea7t7ViaAat6Mazqxap13jLV8A/LsoeBWBBWLOV3tY19u7RSt7cfL1K2j6U+Lr6dGbGfMwaYJrTeJojuBsCM2mP6KybW68dbprrcN+4FIj2FMSyIsoZhnoiIiAqbJ4DYsptg1sYnyDsEuANqDC7HqRamWAha+0mY01cjunoTA1Ih0Yy04Xmo4SIZH0ZiRqG1n4B2/gC0hr0Q7SegZuCvVD0/xnFMUatCLIZ2/oBaKaJQ5gagSccwT0RERFOCrJiP6IWfhH5mK/Rjr0C0HlFj6d2BXBeNMikWgtZ+Cub0NYiuvotBnjJLdyWW1cPC90FrOQytcS/05sNA6xFA90IWVdlLSI6+y7wsmQkrGobWdkRdEGDvIRoFhnkiIiKaOgw3zHmXw6peAv3IH6Gf2wX0tqi16bk8lPNFQ9A6TsGsW4PoqrsADy/U0CRyF8GqWwurbi3M3hZozYegNbwDreM00FWvegD5K0cXzIWArJyv1qDvOKWOR4UwaSdNKtYQIiIimnLUBHl3w6pdCePIi9Baj8IqqraXiOIEVI4U7YPWcRrmjLUqyLuLcl0imkJkURXMoiqYc94D0XkW2vmD0M/thOg6q8bie8vUBJzDXTQUGqyqxWoN+p5GrkFPI2KYJyIioqlJaLDq1iBSuQDGsVehn94CtLWpVnp2cXWWaB+0zlMwZ6xHdNWdDPKUO0KDLJsNs2w2zPlXQWs7Bq1pP/SmfRDtxwGhq9Z6T0n6C4e6C1btcmhWFCLYBnAFDhpGXof5PXv24N/+7d+wa9cuRKNRLFy4EPfccw8++MEP5rpoREREVCg8xf0T5B35oz1BXrE9QR5PovNeNAjReQaxGRcitupONVaZKB8Yblg1y2DVLENs0XXQWg5Db9gDre0oRE8jpOGHLKocXGcNL6yaFdAa3rHXoC/jsYjSytswv3XrVtx7771wuVz4wAc+gOLiYrzwwgv4h3/4B9TX1+Mzn/lMrotIREREhUIIyMoFiJZ+EvqZt+wJ8g5DlsxkK28+iwQhus7AnHkhYivvYJCn/OUtgTXzQlgz1kP0nIfWfBD6uXcguuqBWAjwlKoWe92ltvcEYNWsgN64Bwh3qZnyiQYQUsqMr9gwUbFYDDfccAMaGxvx1FNPYfny5QCAnp4ebNq0CSdOnMBzzz2HuXPnpn18e3t7FktLmVReXs7Pj7KG9Y2yhXXNeUR3E/QjL0BveAeADlk60xFjV70+L0J9oVwXIzsivRBdZ2HOvAixlbdzOa8c4LFtgiwTouMU9KYD0Bp3Q/Q2q7X0fOWQvnJAaBDdjdCa9gLCmNIXFnWXAbPlBKyZFyJ847/kujhZUV5ePuI2ebm46ltvvYXTp0/jpptuSgR5AAgEAvjsZz+LWCyGzZs357CEREREVMhkcS1ia+9GdO1fQQaqoLUeBfoYWvJGPMjPuthukWeQJwfSdMiK+YgtuwmRy/4HohfeC3PWRSrktx6FaD8B6fLDqlgImBHVgk+UJC+72b/99tsAgMsuu2zQfe9973tTtiEiIiKaFEKDVbcWkYoFMI7/CfqpN4G+VsgSTpCXU4kgfwliF9wGuLy5LhHRxLl8sKathDVtJWJ97dCbD0E7twta+0kIMwzpLYEItgIQ9pJ1Q3Sulhj6vtSN0tw82scNM35/yLH9w435FyNsIgBLQORfh/Kcy8swf/LkSQDAnDlzBt1XWlqK8vJynDp1asjHl5aWQtPystMBjcJoupQQZQrrG2UL65qTlUNOuwdY9B5Y+34Pef4gUk6Ghzy/lOlPbEc6H01+yBjPXWUX4Bm4j7E+/1BlGfHJx7DtWJ4jzX7F0muhrdsEwSCfczy2TYLycqBuPuSq64GOM7Aa9kOeegvyxJtAb8sIDx7iC5X25tF8wdNtM5ov+zDbyFFsk2Y/mgA0rx9+1rmEvAzzPT09AIDi4uK09wcCATQ2Ng75+M7OzkkpF00+jr2ibGJ9o2xhXSsQrhpg5d3QmvZBxML2jcO1jo3yjiFbm4ZpPRui9SsQCCTOo0Z1oj6qGbJHs80YkvyYWtfSbKu7YdatBXr6APSNYV+UaTy2ZUMxMP0SoGY9tLnvg9ZyKOk+MeDrGW/hFim3pX6LklvBRf9tYmCre9I+kveX8v2VSf/I/tsGhnUpU38HklrZB26Tup26XcJf5EewNwizZhnkFKlzo7lQlpdhnoiIiCgvGR5YM9bnuhRD0srLYU6RE12iKUV3wZq2Ata0FbkuSU7o5eWI8dg2SF72RQ8EAgCA7u7utPf39PQM2WpPREREREREVOjyMszHl5xLNy6+s7MT7e3tacfTExEREREREU0FeRnmN2zYAAB4/fXXB933xhtvAAAuuuiirJaJiIiIiIiIKF/kZZh/z3veg1mzZuH3v/893n333cTtPT09eOSRR2AYBm655ZYclpCIiIiIiIgod/JyAjzDMPDQQw/hk5/8JD760Y/ipptuQiAQwAsvvICzZ8/iS1/6EubNm5frYhIRERERERHlRF6GeQC45JJL8MQTT+D//t//i//+7/9GNBrFwoUL8cUvfhEf+tCHcl08IiIiIiIiopzJ2zAPAKtWrcJPfvKTXBeDiIiIiIiIKK/k5Zh5IiIiIiIiIhoawzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMwzwRERERERGRwzDMExERERERETkMw3wONTY24tvf/jYaGxtTft67dy9uuukm7N27F5s3b8acOXOwefPmlMc98MAD+PSnP43rrrsOr776auKx6fY9kfLdd999uOqqq/A//sf/SOwrvu+9e/figQcewAMPPJByX/y2vXv3ppRhNGVqaGhI2Wf8Ma+++iquu+46fOYzn0l5vpGeMy7+ng71Xt1333247rrrsHfv3lG/N8n7Sf7Mkn8ebt8jPW/8dd13330pry3+vt93332D7ovXn+uuuy7xmaV7noHvWbrPMV3dHOn9SC7HSJ/Lq6++ilWrVuHVV18dcp9D1b/k8sb3s3nz5pQyDHxdA19HY2Mjvv71rw9Zdwe+J+k+mwceeACbN29OeR3DvV8DP9OB26R730fzPRr4XiW/B8OVJd19A9/fdJ/xcO/NUK9jNNtO9n0jvf+ZNN5j8Ggfl4ljfHw/w31PMlHOkb6Ho/n7NZrHZaq8k/X3dLT7yNRnmwlDHQ+S789mWSdyPBnPvkc6lo3mmD7e92+4+5LPMzK1z4nU0ZFeZ3yb5HOR8R57siHd+zvw3Cpb8ul9mYhMv47J/hvrJAzzOdTU1ITvfOc7aGpqSvn54MGD2LJlS+Lf7u5ubNmyJeVxjzzyCJ5++mls374dO3bsSDw23b4nUr7HH38ce/bswWOPPZbYV3zfBw8exCOPPIJHHnkk5b74bQcPHkwpw2jK1NDQkLLP+GN27NiB7du341e/+lXK8430nHHx93Ko9+rxxx/H9u3bcfDgwVG/N8n7Sf7Mkn8ebt8jPW/8dT3++OMpry3+vj/++OOD7ovXn+3btyc+s3TPM/A9S/c5pqubI70fyeUY6XPZsWMHzp49ix07dgy5z6HqX3J54/vZsmVLShkGvq6Br6OpqQn/9E//NGTdHfiepPtsHnnkEWzZsiXldQz3fg38TAduk+59H833aOB7lfweDFeWdPcNfH/TfcbDvTdDvY7RbDvZ9430/mfSeI/Bo31cJo7x8f0M9z3JRDlH+h6O5u/XaB6XqfJO1t/T0e4jU59tJgx1PEi+P5tlncjxZDz7HulYNppj+njfv+HuSz7PyNQ+J1JHR3qd8W2Sz0XGe+zJhnTv78Bzq2zJp/dlIjL9Oib7b6yTMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDGLkuwFRWW1uL+++/H7W1tQCQ+FnTNFx66aVYunQpdF3H008/jUsvvTTlcZ/97GfR3NyMEydOYP369Sn7Sbfv8ZbvnnvuwTvvvIN169Yl9hXf99KlS/HZz342cVty2QBg6dKlKWUYTZmmT58+aJ/3338/1q9fjwsvvBDz589HVVXVoNc61HPGLV26FJdeeumQ79U999yD/fv3Y+nSpaN+b5L3E99//PHxn6urq4fc90jPG39dvb29KCoqSry2+Pve29sLACn3xevPhRdeiAsuuCBRvoHPM/A9S/c5pqubI70fA9//4T6X9evXY+bMmVi/fv2Q+xyq/iWXN76fSy+9FFVVVYPep+TXNbA+fu1rXxuy7g58bLrPBgDWrVuHF154IfE6hqvnAz/Tgduke99H8z0a+F4lvwfDlSXdfQPf34Hbj/TeDPU6RrvtZN430vufSeM9Bo/2cZk4xsf3M9z3JBPlHOl7OJq/XwNvG+vrn8j7mqm/p6PdR6Y+20wY6niQfH82yzrS802kPKP57NPdP9Ixfbzv33D3DTznyMQ+J1JHR3qd8duTz0Wqq6vHdezJhnTv79KlSwedW2VDPh0PJiLTr2Oy/8Y6iZBSylwXItPa29tzXQQap/Lycn5+lDWsb5QtrGuULaxrlE2sb5QtU7GulZeXj7gNu9kTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROQzDPBEREREREZHDMMwTEREREREROYyQUspcF4KIiIiIiIiIRo8t80REREREREQOwzBPRERERERE5DAM80REREREREQOwzBPRERERERE5DAM80REREREREQOY+S6AORMv/3tb7Fjxw7s27cPhw8fRjQaxbe+9S3ceuutabc/efIkHn30UezYsQONjY0oLS3FwoUL8bGPfQzXXHNN2sdEIhH84he/wO9+9zucOHECADBjxgxs2LABX/va19I+x/e//31s3boVwWAQc+bMwV133YWPfvSj0DRet3Kqya5roVAITz75JJ599lmcPXsWUkrU1dXhhhtuwMc+9jEUFxenfQ7WtcIz1rq2e/du/OhHP8LOnTvR29uLGTNm4MYbb8SnP/1peL3etI/53e9+h8cffxxHjx6Fy+XCmjVr8IUvfAErV65Muz3rWuGazPr27rvv4o9//CO2bNmCM2fOoLu7G7W1tbj88svxd3/3d6itrU37HKxvhSkbx7Zkf/u3f4vXXnsNbrcbe/fuTbsN61rhykZ9Y0box6XpaFw2btyI+vp6lJeXw+/3o76+fsgv6u7du/Hxj38csVgMGzduxJw5c9Da2ooXX3wR3d3d+PznP4/Pfe5zKY/p7OzEJz/5SezZswdr167F2rVrAQBnz57F22+/ja1bt6Zsf/ToUWzatAmhUAjXX389amtr8ec//xmHDx/GnXfeiW9+85uT92bQpJrMuhaNRnH33Xdj9+7dWLZsGTZs2AAhBLZu3YqDBw9i0aJFePrpp+Hz+RKPYV0rXGOpay+88ALuu+8+aJqG6667DtXV1di5cyd2796NdevW4fHHH4fb7U55zI9+9CN8//vfR11dHd7//vcjGAziueeeQzgcxk9/+lNcfPHFKduzrhW2yaxvd955J/bs2YOVK1di9erVcLlc2LNnD7Zv347y8nL84he/wIIFC1Keg/WtcE32sS3ZM888gwcffBAulwtSyrRhnnWtsE12fWNGGEASjcMbb7whz549K6WU8tFHH5WLFy+Wv/71r9Nu+8lPflIuXrxYvvTSSym319fXy3Xr1slVq1bJcDicct/f//3fyyVLlshnn3120P6i0eig2+6++265ePFi+eqrryZui0Qi8p577pGLFy+Wb7755phfI+WHyaxrzz33nFy8eLH83Oc+N2hfn/3sZ+XixYvlb37zm5TbWdcK12jrWl9fn7z44ovlihUr5N69exO3W5Yl/+mf/kkuXrxYPvrooymPOXHihFy+fLm87rrrZFdXV+L2w4cPy9WrV8trr7120LGNda2wTWZ9+/nPfy5PnTo1aF/x5/nUpz416D7Wt8I1mXUtWUNDg1y/fr381re+Ja+++mp5wQUXpN2Oda2wTXZ9Y0ZI5ex+BZQzl156KWbMmDGqbc+cOQMhBC6//PKU2+vq6rBo0SKEQiH09PQkbt+9ezdefPFFfOhDH8IHP/jBQfszjNTRISdOnMC2bdtw8cUX48orr0zc7nK5cN999wEAnn766VG/Nsovk1nXzp49CwC44oorBu0rXpdaW1sTt7GuFbbR1rWdO3eivb0d11xzDS644ILE7UIIfOlLXwIA/PKXv4RM6vi2efNmxGIx/N3f/V3K0I1Fixbh5ptvxunTp/HWW28lbmddK3yTWd8+9rGPYfbs2YP2de+998Ln82Hbtm0pt7O+FbbJrGvJvvKVr6CioiKxbTqsa4VvMusbM8JgDPM06RYtWgQpJd54442U2xsaGnDkyBEsXrwYFRUViduff/55AMD111+PtrY2PPPMM3j00Ufx29/+Fu3t7YP2//bbbwMALrvsskH3rVq1CiUlJYltqLCNta4tXLgQAPCXv/xl0L7+/Oc/QwiBiy66KHEb6xoBQEtLCwBg5syZg+4rKSlBaWkp6uvrcebMmcTt8Xrx3ve+d9Bj4hefkgMW6xrFjae+DUUIAU3ToOt6yu2sbwRMrK499dRTeOONN/DQQw8NO66edY3ixlPfmBEG4wR4NOm++MUvYseOHfj85z+fGMfc1taGF198EXV1dfjXf/3XlO337dsHADh9+jTuv/9+dHd3J+7z+/14+OGHceONNyZuO3nyJABgzpw5g55bCIHZs2dj37596OvrSxn7TIVnrHXt6quvxtVXX40//vGPuPXWW7FhwwYA6uB/6tQpfO1rX0uZmIx1jQAkLgjFe3Yk6+7uRmdnJwDVIhBvHT158iT8fj+qq6sHPSZen+L1K/ln1jUaT30byh/+8Af09vbi+uuvT7md9Y2A8de1+vp6/PM//zM2bdqUcgE8HdY1ihtPfWNGGIwt8zTpFi5ciKeeegqLFy/GH//4R/z4xz/GM888AwC47bbbMHfu3JTt492av/Od7+Caa67BSy+9hG3btuFf/uVfoGka7r//fhw8eDCxfbzbdLpZxwEgEAgAQMoXngrTWOuaEAL//u//jr/5m7/BgQMH8Nhjj+Gxxx7DgQMHcO211w7qrs+6RgCwdu1aBAIBvPzyyzhw4EDKff/n//yfxM/J9aCnp2fEepM8BIR1jeLGU9/SaWhowMMPPwyv14svfvGLKfexvhEwvrompcRXvvIVlJaW4h/+4R9GfA7WNYobT31jRhiMLfM06fbu3YvPfvazWLRoETZv3oz58+ejpaUFTzzxBL71rW9h+/bt+MEPfpDYPj42ZsmSJfj2t78NIQQA4EMf+hB6e3vx9a9/HT//+c/x8MMP5+T1UP4aa10LhUK47777sGfPHnzve9/DpZdeCiEE3nzzTTz88MP485//jF/96lcjtnbR1FJUVIQvf/nLeOCBB3DXXXfh/e9/P6qrq/HOO+9g3759mD9/Po4fP+745W4oP2SivnV0dOBv//Zv0drain/+53/G/Pnzs/gKyCnGU9eeeOIJvPnmm/iP//iPRDAiGo3x1DdmhMF4pkGTKhqN4r777ku0gK5YsQI+nw+zZs3C//yf/xM33ngjXnzxxZSJn+J/DK666qrElzRu48aNAPq72SRvP9RVtfhVOf6RKWzjqWuPPvooXnnlFXzjG9/ABz7wAZSXl6OsrAw33HAD/vf//t9ob2/Hv//7vye2Z12juDvuuAM//vGPsWbNGrz88st44oknoOs6HnvssUR3vuT5GQKBwJjqDesaJRtrfUvW2dmJT3ziEzhy5Ai+/vWv4+abbx60DesbxY2lrjU1NeG73/0ubr311rQTyabDukbJxvO3FGBGSMaWeZpUx48fx5kzZ3DdddelHYtyySWX4Pnnn8f+/ftxySWXAADmzZuHffv2oaSkZND28W4yoVAocVu86/SpU6cGbS+lxOnTp1FTUwO/35+Jl0R5ajx17bXXXgOAQet7x7cXQmD//v2J21jXKNmVV16ZMjtu3P333w9N07BixYrEbXPnzsU777yD5ubmQePm4/UpeRgI6xoNNJb6FtfR0YFPfOITOHDgAL761a9i06ZNaffN+kbJRlvXTp48iWAwiM2bN2Pz5s1p97VkyRIAaoLPkpIS1jUaZCzHNmaEwdgyT5MqGo0CANra2tLeH7/d7XYnbosHraNHjw7aPn5b8syX8clWXn/99UHb79mzB11dXSNOyELON566Fn9MuhlQ29vbIaVM2Z51jUayY8cO1NfX4/LLL08ZoxefXHHgSgtA/2oK8W0A1jUanaHqG5Aa5B988EHcfffdQ+6H9Y1Gkq6uVVdX4/bbb0/7n9/vh67rid/jf0tZ12g0hjq2MSMMxjBPk2rx4sUoLi7Gzp07B32Rmpqa8MQTTwBAyhfp+uuvR3l5OX73u9/h0KFDidsjkQj+7d/+LbFN3Lx587BhwwZs3bo10dIKqKAWn738jjvuyPhro/wynrq2du1aAMAPfvADmKaZuN2yrMTkK8mt9qxrFJc8WV1cU1MTHnjgARiGMWiCsVtvvRWGYeCHP/xhSne/I0eO4Le//S1mz56dOEkBWNco1VjrW0dHB/76r/8aBw4cwFe+8hV87GMfG3b/rG8UN5a6Nn/+fDz88MNp/ysvL4eu64nf48vVsa5RsrEe25gRBhMyPpMA0Rg8/fTT2LFjBwDg8OHD2L9/P9atW5cY33Lttdfi2muvTWz7wAMPQNM0XHnllViwYAFaW1vx4osvoqenB3fffTe++tWvpuz/pZdewhe+8AW43W68//3vR0lJCd58800cOXIEV155JX74wx+mrJN79OhRbNq0CaFQCDfccANqamrwl7/8BYcOHcIdd9yBhx56KEvvDGXaZNa1hoYG3HHHHWhubsaiRYsSYWrr1q04fPgwZsyYgWeeeSZlvBbrWuEaS1175JFH8Oyzz2L9+vWorKxEQ0MDXn75ZYRCITz88MO45ZZbBu3/hz/8If71X/8VdXV1eP/7349gMIjnnnsO4XAYP/nJT1LCPMC6Vugms7791V/9Fd5++23Mnz8/ZZmmZPfcc09KV1XWt8I12ce2dDZu3Ijm5mbs3bt30H2sa4VtsusbM0Iqhnkaly9/+cv4zW9+M+T9n/vc5/D5z38+8fubb76Jxx9/HLt370ZnZyd8Ph+WLl2KO+64Ax/+8IfT7mPHjh344Q9/iN27d6Ovrw9z587FzTffjE984hMwjMHTPZw4cQLf//73sXXrVgSDQcyZMwd33XUX7r77bs4q7WCTXdeam5vx6KOP4s9//jPOnTsHIQTq6upw9dVX49Of/jTKy8sHPYZ1rTCNpa69+eab+PGPf4xDhw6hq6sLZWVl2LBhAz71qU9h+fLlQ+7j2WefxeOPP46jR4/C5XJhzZo1+MIXvoBVq1al3Z51rXBNZn3buHEj6uvrh33+l19+OaU7KsD6VqiycWwbaLgwD7CuFbJs1DdmhH4M80REREREREQO4+xLEURERERERERTEMM8ERERERERkcMwzBMRERERERE5DMM8ERERERERkcMwzBMRERERERE5DMM8ERERERERkcMwzBMRERERERE5DMM8ERERERERkcMwzBMRERERERE5DMM8ERERERERkcMwzBMRERERERE5DMM8ERERERERkcMwzBMRERERERE5DMM8ERGRw+3ZswdLlizBpk2bhtzmBz/4AZYsWYJHHnkkcVskEsHjjz+O2267DWvXrsWaNWtw++234+mnn4aUctA+tm/fjm984xv44Ac/iA0bNmDVqlW4/vrr8d3vfhddXV2Dtt+6dSuWLFmCL3/5y2hubsZXvvIVXHHFFVi+fDkee+wxAEA0GsUvf/lL3H777bj44ouxevVqbNy4EZ/+9Kfx3HPPTfzNISIiKlBGrgtAREREE7Nq1SqsWLEC77zzDo4cOYJFixal3G9ZFjZv3gxd13HbbbcBAILBID71qU9h+/btKC8vx/r166FpGnbt2oUHHngAe/fuxTe+8Y2U/XznO9/Bu+++i0WLFuGSSy5BJBLB/v378R//8R949dVX8dRTT6GoqGhQ+dra2nD77bfDNE2sW7cOkUgEPp8PAHD//ffj+eefR3l5OdauXQufz4empiZs374dwWAQH/jABybpXSMiInI2hnkiIqICsGnTJjz44IN4+umn8Y//+I8p973++uuor6/H1VdfjdraWgAqmG/fvh0333wzvva1ryVCeFtbGz7zmc/gqaeewsaNG3HVVVcl9vP3f//3WLNmDUpLSxO3RSIRPPTQQ3jqqafws5/9DJ/73OcGle21117D+973Pnzve9+Dx+NJ3H727Fk8//zzWLlyJX7xi1+k3BcKhfDuu+9m5L0hIiIqROxmT0REVABuuukmBAIB/Pa3v0UkEkm575lnngEA3HnnnQCA1tZWPPPMM5g5cyYeeuihlNb0ioqKRIv8L3/5y5T9XHnllSlBHgDcbjf+8R//EYZh4JVXXklbNrfbjQcffDAlrAPqwgEArF27dtB9Xq8Xa9euHdVrJyIimorYMk9ERFQA/H4/PvjBD+LJJ5/Eiy++mOie3traildeeQU1NTW48sorAQBvv/02otEoLr/8crjd7kH7Wrp0KYqKirBv375B9zU1NeGVV17B8ePH0dPTkxhb73K5cPLkybRlW7FiRaJHQLL58+fD7/dj8+bNWLRoEd73vvehvLx8vG8BERHRlMIwT0REVCA2bdqEJ598Er/61a8SYX7z5s2IRqO47bbboOs6AKC+vh4A8OSTT+LJJ58ccn/hcDjl95/97Gf43ve+h2g0OqZyTZ8+Pe3tgUAA3/zmN/Hggw/iwQcfxFe/+lXMmzcPF198MT784Q9jzZo1Y3oeIiKiqYRhnoiIqEAsXboUa9aswdatW3H69GnMnj0bzzzzDIQQuP322xPbWZYFAFi+fDmWLFkyqn3v2rUL3/72t1FcXIxvfvObuOiii1BdXZ1o2b/sssvQ3Nyc9rEDu9Anu+mmm3DppZfi5Zdfxuuvv45t27YlLjLce++9uP/++0f78omIiKYUhnkiIqICsmnTJuzatQvPPPMMLrvsMpw8eRKXXXYZZs6cmdgm3uX9oosuwv/6X/9rVPt98cUXAQBf+tKXcMstt6TcFwqF0NLSMu4yV1RU4I477sAdd9wBKSX+8pe/4L777sNPf/pT3HrrrVi4cOG4901ERFSoOAEeERFRAbnhhhtQWlqKzZs3J7rQ33HHHSnbXHLJJdB1Ha+++ipM0xzVfuPryE+bNm3QfX/4wx/Srks/HkIIXHHFFYlZ9A8fPpyR/RIRERUahnkiIqIC4vV6cfPNN6O5uRnPP/88KioqcM0116RsU1tbi1tuuQUnT57E/fffn5hVPtnOnTvx2muvJX6fO3cuADUzfvKY+aNHj+K73/3uuMp64MABvPDCC4PG4Hd2dmL37t0AgLq6unHtm4iIqNCxmz0REVGB2bRpE/7rv/4LAHDLLbfA5XIN2uaBBx7AmTNn8Pvf/x5/+tOfsGzZMtTU1KClpQWnTp1CU1MTPv7xjydmwL/11lvxs5/9DH/6059w/fXXY+XKlejs7MS2bdtwzTXXYO/evYmJ9Ubr3Llz+PznP4/i4mJccMEFqKqqQnd3N7Zv346enh68733v4yR4REREQ2CYJyIiKjALFixATU0Nzp8/P6iLfZzP58N//ud/4je/+Q2effZZHDp0CLt370ZlZSVmz56Nj3/847jpppsS25eXl+OZZ57Bv/zLv2Dbtm145ZVXMHPmTHzhC1/Avffei/e9731jLufq1avxpS99CW+99RZOnDiB7du3o7S0FEuWLMGdd96Z8vxERESUSshMDXIjIiKivLBz50585CMfwUUXXYSf//znuS4OERERTQKOmSciIiowjz76KADg7rvvznFJiIiIaLKwmz0REVEB2LlzJ5555hkcOXIEe/bswYoVK3DdddflulhEREQ0SRjmiYiICsDJkyfx61//GkVFRbj66qvx1a9+FZrGDnhERESFimPmiYiIiIiIiByGl+yJiIiIiIiIHIZhnoiIiIiIiMhhGOaJiIiIiIiIHIZhnoiIiIiIiMhhGOaJiIiIiIiIHIZhnoiIiIiIiMhhGOaJiIiIiIiIHIZhnoiIiIiIiMhh/n9Y1Dh2G+kUswAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -229,9 +230,9 @@ "source": [ "_, ax = plt.subplots(figsize=(10, 6))\n", "\n", - "rates = np.exp(idata_coal.posterior[\"μ\"])\n", - "rate_median = np.exp(idata_coal.posterior[\"μ\"].median(dim=[\"draw\", \"chain\"]))\n", - "ax.plot(x_centers, rate_median, \"w\", lw=3)\n", + "rates = idata_coal.posterior[\"μ\"]\n", + "rate_mean = idata_coal.posterior[\"μ\"].mean(dim=[\"draw\", \"chain\"])\n", + "ax.plot(x_centers, rate_mean, \"w\", lw=3)\n", "az.plot_hdi(x_centers, rates, smooth=False)\n", "az.plot_hdi(x_centers, rates, hdi_prob=0.5, smooth=False, plot_kwargs={\"alpha\": 0})\n", "ax.plot(coal, np.zeros_like(coal) - 0.5, \"k|\")\n", @@ -258,7 +259,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -287,7 +288,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -380,7 +381,7 @@ "\n", "
\n", " \n", - " 100.00% [8000/8000 00:47<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 01:05<00:00 Sampling 4 chains, 0 divergences]\n", "
\n", " " ], @@ -395,8 +396,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 47 seconds.\n", - "The acceptance probability does not match the target. It is 0.9019, but should be close to 0.8. Try to increase the number of tuning steps.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 66 seconds.\n" ] } ], @@ -446,7 +446,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -493,7 +493,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -550,20 +550,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Fri May 20 2022\n", + "Last updated: Mon May 23 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.9.7\n", "IPython version : 8.3.0\n", "\n", + "pandas : 1.4.2\n", + "numpy : 1.21.5\n", "sys : 3.9.7 (default, Sep 16 2021, 13:09:58) \n", "[GCC 7.5.0]\n", - "pandas : 1.4.2\n", - "pymc : 4.0.0b6\n", + "matplotlib : 3.5.1\n", "arviz : 0.12.0\n", + "pymc : 4.0.0b6\n", "pymc_experimental: 0.0.1\n", - "numpy : 1.21.5\n", - "matplotlib : 3.5.1\n", "\n", "Watermark: 2.3.0\n", "\n" diff --git a/myst_nbs/BART/BART_introduction.myst.md b/myst_nbs/BART/BART_introduction.myst.md index 2b5650d88..ae4ca1bea 100644 --- a/myst_nbs/BART/BART_introduction.myst.md +++ b/myst_nbs/BART/BART_introduction.myst.md @@ -86,8 +86,9 @@ In PyMC a BART variable can be defined very similar to other random variables. O ```{code-cell} ipython3 with pm.Model() as model_coal: - μ = pmx.BART("μ", X=x_data, Y=y_data, m=20) - y_pred = pm.Poisson("y_pred", mu=pm.math.exp(μ), observed=y_data) + μ_ = pmx.BART("μ_", X=x_data, Y=y_data, m=20) + μ = pm.Deterministic("μ", np.abs(μ_)) + y_pred = pm.Poisson("y_pred", mu=np.abs(μ), observed=y_data) idata_coal = pm.sample(random_seed=RANDOM_SEED) ``` @@ -96,9 +97,9 @@ The white line in the following plot shows the median rate of accidents. The dar ```{code-cell} ipython3 _, ax = plt.subplots(figsize=(10, 6)) -rates = np.exp(idata_coal.posterior["μ"]) -rate_median = np.exp(idata_coal.posterior["μ"].median(dim=["draw", "chain"])) -ax.plot(x_centers, rate_median, "w", lw=3) +rates = idata_coal.posterior["μ"] +rate_mean = idata_coal.posterior["μ"].mean(dim=["draw", "chain"]) +ax.plot(x_centers, rate_mean, "w", lw=3) az.plot_hdi(x_centers, rates, smooth=False) az.plot_hdi(x_centers, rates, hdi_prob=0.5, smooth=False, plot_kwargs={"alpha": 0}) ax.plot(coal, np.zeros_like(coal) - 0.5, "k|") From f251ba5bded0e98ff6749fadcd296171836255af Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Mon, 23 May 2022 11:24:34 -0300 Subject: [PATCH 4/4] remove pymc tags --- examples/BART/BART_introduction.ipynb | 2 +- myst_nbs/BART/BART_introduction.myst.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb index 959c0293d..606bc4d4d 100644 --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -8,7 +8,7 @@ "(BART_introduction)=\n", "# Bayesian Additive Regression Trees: Introduction\n", ":::{post} Dec 21, 2021\n", - ":tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", + ":tags: BART, Bayesian additive regression trees, non-parametric, regression\n", ":category: intermediate, explanation\n", ":author: Osvaldo Martin\n", ":::" diff --git a/myst_nbs/BART/BART_introduction.myst.md b/myst_nbs/BART/BART_introduction.myst.md index ae4ca1bea..2ca842c5f 100644 --- a/myst_nbs/BART/BART_introduction.myst.md +++ b/myst_nbs/BART/BART_introduction.myst.md @@ -14,7 +14,7 @@ kernelspec: (BART_introduction)= # Bayesian Additive Regression Trees: Introduction :::{post} Dec 21, 2021 -:tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression +:tags: BART, Bayesian additive regression trees, non-parametric, regression :category: intermediate, explanation :author: Osvaldo Martin :::