{ "cells": [ { "cell_type": "markdown", "id": "d68537ba", "metadata": {}, "source": [ "(BART_introduction)=\n", "# Bayesian Additive Regression Trees: Introduction\n", ":::{post} Dec 21, 2021\n", ":tags: BART, non-parametric, regression \n", ":category: intermediate, explanation\n", ":author: Osvaldo Martin\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "id": "7c087cca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.1.1+10.g457421b62\n" ] } ], "source": [ "from pathlib import Path\n", "\n", "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import pymc_bart as pmb\n", "\n", "from sklearn.model_selection import train_test_split\n", "\n", "%config InlineBackend.figure_format = \"retina\"\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "25cf7b45", "metadata": {}, "outputs": [], "source": [ "RANDOM_SEED = 5781\n", "np.random.seed(RANDOM_SEED)\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "id": "444df604", "metadata": {}, "source": [ "## BART overview" ] }, { "cell_type": "markdown", "id": "86f379df", "metadata": {}, "source": [ "Bayesian additive regression trees (BART) is a non-parametric regression approach. If we have some covariates $X$ and we want to use them to model $Y$, a BART model (omitting the priors) can be represented as:\n", "\n", "$$Y = f(X) + \\epsilon$$\n", "\n", "where we use a sum of $m$ [regression trees](https://en.wikipedia.org/wiki/Decision_tree_learning) to model $f$, and $\\epsilon$ is some noise. In the most typical examples $\\epsilon$ is normally distributed, $\\mathcal{N}(0, \\sigma)$. So we can also write:\n", "\n", "$$Y \\sim \\mathcal{N}(\\mu=BART(X), \\sigma)$$\n", "\n", "In principle nothing restricts us to use a sum of trees to model other relationship. For example we may have:\n", "\n", "$$Y \\sim \\text{Poisson}(\\mu=BART(X))$$\n", "\n", "One of the reason BART is Bayesian is the use of priors over the regression trees. The priors are defined in such a way that they favor shallow trees with leaf values close to zero. A key idea is that a single BART-tree is not very good at fitting the data but when we sum many of these trees we get a good and flexible approximation." ] }, { "cell_type": "markdown", "id": "e239c2c0", "metadata": {}, "source": [ "## Coal mining with BART\n", "\n", "To better understand BART in practice we are going to use the oldie but goldie coal mining disaster dataset. One of the classic examples in PyMC. Instead of thinking this problem as a switch-point model with two Poisson distribution, as in the original PyMC example. We are going to think this problem as a non-parametric regression with a Poisson response (this is usually discussed in terms of [Poisson processes](https://en.wikipedia.org/wiki/Poisson_point_process) or [Cox processes](https://en.wikipedia.org/wiki/Cox_process), but we are OK without going into those technicalities). For a similar example but with Gaussian processes see [1](https://github.com/aloctavodia/BAP/blob/master/code/Chp7/07_Gaussian%20process.ipynb) or [2](https://research.cs.aalto.fi/pml/software/gpstuff/demo_lgcp.shtml). Because our data is just a single column with dates, we need to do some pre-processing. We are going to discretize the data, just as if we were building a histogram. We are going to use the centers of the bins as the variable $X$ and the counts per bin as the variable $Y$" ] }, { "cell_type": "code", "execution_count": 3, "id": "85bdba1b", "metadata": {}, "outputs": [], "source": [ "try:\n", " coal = np.loadtxt(Path(\"..\", \"data\", \"coal.csv\"))\n", "except FileNotFoundError:\n", " coal = np.loadtxt(pm.get_data(\"coal.csv\"))" ] }, { "cell_type": "code", "execution_count": 4, "id": "5d1221b3", "metadata": {}, "outputs": [], "source": [ "# discretize data\n", "years = int(coal.max() - coal.min())\n", "bins = years // 4\n", "hist, x_edges = np.histogram(coal, bins=bins)\n", "# compute the location of the centers of the discretized data\n", "x_centers = x_edges[:-1] + (x_edges[1] - x_edges[0]) / 2\n", "# xdata needs to be 2D for BART\n", "x_data = x_centers[:, None]\n", "# express data as the rate number of disaster per year\n", "y_data = hist" ] }, { "attachments": {}, "cell_type": "markdown", "id": "98e0da5c", "metadata": {}, "source": [ "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, this information is used when sampling trees, the prior over the sum of trees is so huge that without any information from our data this will be an impossible task. \n", "\n", "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 early stage of modeling, when we may want to try a few things as quickly as possible in order to better grasp which model may be a good idea for our problem. In those cases once we have more certainty about the model(s) 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." ] }, { "cell_type": "code", "execution_count": 5, "id": "6ac663f0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "PGBART: [μ_]\n", "PGBART: [μ_]\n" ] }, { "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 10 seconds.\n" ] } ], "source": [ "with pm.Model() as model_coal:\n", " μ_ = pmb.BART(\"μ_\", X=x_data, Y=np.log(y_data), m=20)\n", " μ = pm.Deterministic(\"μ\", pm.math.exp(μ_))\n", " y_pred = pm.Poisson(\"y_pred\", mu=μ, observed=y_data)\n", " idata_coal = pm.sample(random_seed=RANDOM_SEED)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "7eb4c307", "metadata": {}, "source": [ "Before checking the result, we need to discuss one more detail, the BART variable always samples over the real line, meaning that in principle we can get values that go from $-\\infty$ to $\\infty$. Thus, we may need to transform their values as we would do for standard Generalized Linear Models, for example in the `model_coal` we computed `pm.math.exp(μ_)` because the Poisson distribution is expecting values that go from 0 to $\\infty$. This is business as usual, the novelty is that we may need to apply the inverse transformation to the values of `Y`, as we did in the previous model where we took $\\log(Y)$. The main reason to do this is that the values of `Y` are used to get a reasonable initial value for the sum of trees and also the variance of the leaf nodes. Thus, applying the inverse transformation is a simple way to improve the efficiency and accuracy of the result. Should we do this for every possible likelihood? Well, no. If we are using BART for the location parameter of distributions like Normal, StudentT, or AssymetricLaplace, we don't need to do anything as the support of these parameters is also the real line. A nontrivial exception is the Bernoulli likelihood (or Binomial with n=1), in that case, we need to apply the logistic function to the BART variable, but there is no need to apply its inverse to transform `Y`, PyMC-BART already takes care of that particular case.\n", "\n", "OK, now let's see the result of `model_coal`." ] }, { "cell_type": "code", "execution_count": 6, "id": "1c715dbe", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 611, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "_, ax = plt.subplots(figsize=(10, 6))\n", "\n", "rates = idata_coal.posterior[\"μ\"] / 4\n", "rate_mean = rates.mean(dim=[\"draw\", \"chain\"])\n", "ax.plot(x_centers, rate_mean, \"w\", lw=3)\n", "ax.plot(x_centers, y_data / 4, \"k.\")\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", "ax.set_xlabel(\"years\")\n", "ax.set_ylabel(\"rate\");" ] }, { "attachments": {}, "cell_type": "markdown", "id": "81f778de", "metadata": {}, "source": [ "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.\n", "\n", "In the previous plot the white line is the mean over 4000 posterior draws, and each one of those posterior draws is a sum over `m=20` trees. \n", "\n", "\n", "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.\n", "\n", "The following figure shows two samples of $\\mu$ from the posterior." ] }, { "cell_type": "code", "execution_count": 7, "id": "0c982c16", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "plt.step(x_data, rates.sel(chain=0, draw=[3, 10]).T);" ] }, { "cell_type": "markdown", "id": "8633b7b4", "metadata": {}, "source": [ "The next figure shows 3 trees. As we can see these are very simple function and definitely not very good approximators by themselves. Inspecting individuals trees is generally not necessary when working with BART, we are showing them just so we can gain further intuition on the inner workings of BART." ] }, { "cell_type": "code", "execution_count": 8, "id": "252054ff", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "bart_trees = μ_.owner.op.all_trees\n", "for i in [0, 1, 2]:\n", " plt.step(x_data[:, 0], [bart_trees[0][i].predict(x) for x in x_data])" ] }, { "cell_type": "markdown", "id": "c7d04e15", "metadata": {}, "source": [ "## Biking with BART" ] }, { "cell_type": "markdown", "id": "abf8c799-b89e-48dc-a1c9-8366325a530a", "metadata": {}, "source": [ "To explore other features offered by BART in PyMC. We are now going to move on to a different example. In this example we have data about the number of bikes rental in a city, and we have chosen four covariates; the hour of the day, the temperature, the humidity and whether is a workingday or a weekend. This dataset is a subset of the [bike_sharing_dataset](http://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset)." ] }, { "cell_type": "code", "execution_count": 9, "id": "099f4c0e", "metadata": {}, "outputs": [], "source": [ "try:\n", " bikes = pd.read_csv(Path(\"..\", \"data\", \"bikes.csv\"))\n", "except FileNotFoundError:\n", " bikes = pd.read_csv(pm.get_data(\"bikes.csv\"))\n", "\n", "features = [\"hour\", \"temperature\", \"humidity\", \"workingday\"]\n", "\n", "X = bikes[features]\n", "Y = bikes[\"count\"]" ] }, { "cell_type": "code", "execution_count": 10, "id": "5f8410b2", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">NUTS: [α]\n", ">PGBART: [μ]\n", "CompoundStep\n", ">NUTS: [α]\n", ">PGBART: [μ]\n" ] }, { "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 37 seconds.\n" ] } ], "source": [ "with pm.Model() as model_bikes:\n", " α = pm.Exponential(\"α\", 1)\n", " μ = pmb.BART(\"μ\", X, np.log(Y), m=50)\n", " y = pm.NegativeBinomial(\"y\", mu=pm.math.exp(μ), alpha=α, observed=Y)\n", " idata_bikes = pm.sample(compute_convergence_checks=False, random_seed=RANDOM_SEED)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "731a0cb6", "metadata": {}, "source": [ "### Convergence diagnostics\n", "\n", "To check sampling convergence of BART models we recommend a 2 step approach. \n", "\n", "* For the non-BART variables (like $\\alpha$ in `model_bikes`) we follow the standard recommendations, like checking R-hat (<= 1.01), and ESS (< 100x number of chains) numerical diagnostics as well as using trace plots or even better rankplots\n", "* For the BART variables we recommend using the `pmb.plot_convergence` function. \n", "\n", "We can see such checks next:" ] }, { "cell_type": "code", "execution_count": 11, "id": "7c3ac760", "metadata": {}, "outputs": [ { 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" ] }, "metadata": { "image/png": { "height": 211, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata_bikes, var_names=[\"α\"], kind=\"rank_bars\");" ] }, { "cell_type": "code", "execution_count": 12, "id": "3133cd58", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 311, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "pmb.plot_convergence(idata_bikes, var_name=\"μ\");" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c00e08cf", "metadata": {}, "source": [ "In the BART literature, the diagnostics of the BART variables is sometimes considered less important than the diagnostics of the non-BART variables, the main argument is that the individual estimates of the latent variables are of no direct interest, and instead we should only care about how well we are estimating the whole function/regression.\n", "\n", "We instead consider checking the convergence of BART variables an important part of the Bayesian workflow. The main reason to use `pmb.plot_convergence` is that usually the BART variable will be a large vector (we estimate a distribution per observation) and thus we will need to check a large number of diagnostics. Additionally, the R-hat threshold of 1.01 is not a hard threshold, this value was chosen assuming one or a few R-hats are examined (and chains are long enough to accurately estimate their autocorrelation), and if we observed a large number of R-hat a few of them are expected to be larger than the 1.01 threshold (or whatever threshold we pick) even if there is nothing wrong with our inference. For that reason, a fair analysis should include a multiple comparison adjustment, and that's what `pmb.plot_convergence` does automatically for you. So, how to read its output? We have two panels one for ESS and one for the R-hat. The blue line is the empirical cumulative distribution for those values, for the ESS we want the entire curve above the dashed line, and for R-hat we want the curve to be entirely below the dashed line. In the previous figure, we can see that we barely make it for the ESS and for the R-hat we have very few values above the threshold. Are our results useless? Most likely not. But to be sure we may want to take a few more draws. " ] }, { "cell_type": "markdown", "id": "5daefd3e", "metadata": {}, "source": [ "### Partial dependence plots" ] }, { "attachments": {}, "cell_type": "markdown", "id": "99fd44df", "metadata": {}, "source": [ "To help us interpret the results of our model we are going to use partial dependence plots. 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-BART provides an utility function to make this plot from the inference data." ] }, { "cell_type": "code", "execution_count": 13, "id": "9bb3955d-98d6-40b0-ab1c-10082459f72a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/osvaldo/anaconda3/envs/pymc/lib/python3.10/site-packages/arviz/plots/hdiplot.py:156: 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", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.10/site-packages/arviz/plots/hdiplot.py:156: 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", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.10/site-packages/arviz/plots/hdiplot.py:156: 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", "/home/osvaldo/anaconda3/envs/pymc/lib/python3.10/site-packages/arviz/plots/hdiplot.py:156: 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" ] }, { "data": { "image/png": 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9//rXvzac/8hHPjLi9Z988snw+XzV87fddtuw+9f/vKurC+9617tGvI0PfehDQ14HERG1Js8T5HKCzZt1UDeXF/SnNBRwPSAWq4UCxjAUoOHFY4BlAeks4Njai4CIiIiIiIgmDsOBaSoWi1W/H2qmneM4DasK5s6di4ULF4543b29vTjggAOq5x999FFs2bJl0H3//e9/Y8OGDdXzxxxzTENZoqEce+yxCAQC1fN33HHHiJchIqLmsG1BKi3YvAXIZgW5vKCvX5DNAAZAPA50dxmEQgwFaPQsyyARBzxXGxSXipU+BERERERERDQRGA5MQ4VCAX19fdXzO+2006D7PfPMM+jv76+eP/DAA0d9G/XhgOu6ePTRRwfdb+nSpQ3nR3sb4XAYe+21V/X8ihUrkE6nR33/iIhocnmeIJ8XbOkT9PcDuawglxVs6QPyOcBnAYkEkEwaNpOlbebzGcSigF0C8gVBNqdhFBEREREREY0fw4Fp6LbbboNt29Xzb3rTmwbd77nnnms4v/fee4/6Nvbdd99hr6ti9erVDef32WefUd/GwH0HXhcREU29Uql+lYA2GU6VSwcVi0A4BHR1AYmEQSDAUIDGr75BsV3SBsWex4CAiIiIiIhovBgOTDPPPPMMrr766ur5np4efOITnxh034GD7dtvv/2ob2fu3LkN59esWTOq2xh4ueEMvD8MB4iImsO2BZmMYNMmDQEqqwQ2b9HSQUCtn0A0auDzMRSgiRWJAH6flhdyHA0IiIiIiIiIaHz8zb4DND4igkwmg1WrVuHvf/87fvOb36BYLAIAotEorrvuOsycOXPQy9b3AgCAOXPmjPp2B+67fv36EW/D7/dj1qxZE34bREQ08WxbUCrpagDP05naxRJQLAGeAxgDhIJAKAT4/QwDaHIZYxCLaTiVyWij4lxOEI3ytUdERERERLStGA60mdWrV+Nd73pX9bzneYM2HD7mmGNw7rnnYtdddx3yurLZbMP5+ibGIxm4by6XG/E2IpEILGv0i1VGexvDmerGl/W3x6abRJ1jOvztiwhsGyiV9OR6BlIOBOwSYDsGMEDAD0TiQDDYvo+V2pPPbxBP6KqBfAGAMQgE0PSeFtPh75+mDl8jnYPvDTQSvkZoJHyN0HD4+qCJwnCgzYgIXNcd8ueWZeEjH/kIPvWpT6G3t3fY68rn8w3ng8HgqO9HKBRqOD/UwH39bQy8zEgG3p9tCQe6u7vHfJmJ0tXV1bTbJqLmaae/fdctrw4oCZxyqxqfX2C5+jPH0cbC4SQQChoEg4Bl8cCTmisaEeRygkjEwFgGyaRpmddlO/39U3M089iUmofvDTQSvkZoJHyN0HD4+qDxYM+BacbzPNx444049thjcfXVV6NUKg25b6FQaDg/lnBg4L4Dr2uw7WO5/rHcBhERjY6IoFgUpNMeNm3ysGmTIJ0WZLKCTMbDli0etmwW5HMCY4B43GDGDIOupIVwuHUGYKmzRaMGgSCQTgscRxtiExERERER0dhx5UCb2X333bFy5crq+VKphL6+Pixfvhy33XYb/vznP8O2bdi2jZ/+9KdYtWoVfvjDHw46MD9wJr9t26O+HwNDh6FWBYRCoerqgbFc/1huYzh9fX1jvsx4GGOqiW1/f/+gJZ+IqPWIyLiWYrbq377naakgxwFsG7Cd8nZXYFe22YCI9hAIBIFgAPD7AYGp9hggajWeJ8hkgHwOSCQNcjk0rf9Aq/790+CaPXN/qo9NqXn43kAj4WuERsLXCA2Hr4/podnHpgDDgbYXDAYxe/ZszJ49G0cffTQ+8YlP4DOf+QzWrVsHALjvvvvwgx/8AF/+8pe3umw0Gm04X2lkPBoD9x14XfXbK+HAWGf+DwwHhrqN4TTzzVFE+OZM1GSOI3BdVE+eB3gCiKcD4o1/ouUzWlofxgDG0u8ta+uTz6dfB4YKzfrb17JztSDAcfQxA+USQa72DnBcwCtv9/uBcEi/BgJm4BVO7QMgGgPLALFouf9ATgAx8Ptl69fxFOP/fhoJXx+die8NNBK+RmgkfI3QcPj6oPFgODDN7LXXXvjxj3+Mk046qTpT/+c//zlOPfXUrdKogYPtAxsUD2fgvsOFA5s2bQKg/QfGMjt3tLdBRATUGupWTo6L6ni/5+nAuScaEEBq4cDAYyhjaieYSgCgg5EaDDS+h1mWwO8HfD4Pls+gWBRYlsDnm7zGUJXH4zjlUzn8qDxex9GVAZWfi1e+rz5tKByIaCDAMkHUzgIBg0hEkM8Dfr8gnTbo7ha+romIiIiIiEaJ4cA0NH/+fLzzne/EzTffDEBn7N9111048cQTG/Yb2LB4/fr1o76NgfvOmTNn0P16e3vx0ksvAQAcx8Grr76K2bNnT+htEFHn8rxyQ91iuWSO1GbJu45uqx80r7AsNKwQqCdS3l00TBh4WRjRkMDUVhD4/IA/IPD7BKl07TKWVd7Xp41961cemLrgYfDVBxpkVFY8DFwBUeE4tcc7MCTw+7VMUCDAMICmp0jEwLYFmSzg8wkyWYNkotn3ioiIiIiIqD0wHJimDj/88Go4AKChT0HFvHnzGs6/8soro77+Stmioa6rfvvSpUsbLjfacGDg/RnqNoio85RKgkIBKNkABCjZAsfW85WSOZZVGxyvLwM01gFyEdFyROVSRJXvKwP1tq1j8aY8Ip/JllcOVG7TVx8kDHXboklF+dvB7oPrAq6nj8+p+74aRPgAv6/WM8Dvn7yVC0StJBYDUikgm9O/s0JAEA7ztU9ERERERDQShgPT1KxZsxrOZzKZrfbZfffdG84vX7581Nf/9NNPN5wfauB+4G0sW7YMixYtGtVtLFu2bFS3QUSdQUQDgUIB5ZI6gmJRAwHxymFAAAiEdab8RM2SN8bo6gDf0Pt4AsRjBp6H6ix+z6s1+617FFqqyAdYGFDCaMD1VVYuDFz5YIzel4AP8AX1ewYB1Ml8PoNYTBsUF4raXdvvF/j9/JsgIiIiIiIaDsOBaWpgGJBMJrfaZ8GCBUgmk0ilUgCAxx57bNTXX7+vz+fDQQcdNOh+Bx988FaX+9CHPjTi9RcKBaxYsaJ6fs899xz0MRDR9FcJBfJ5HXAvllcNuI4OlAeDempmI1LLMtXbj0RMw2B+/cqD+lOl30Hl+3qVRsg+X23lQ231Awc8iQYKBg2CIUEuB/h9gnTGoLtr9H2OiIiIiIiIOhHDgWlq4Kz7uXPnbrWP3+/HUUcdhVtvvRWAlvx54oknRpzZv2HDBjz++OPV8wceeCBmzJgx6L777bcfent7sWHDBgDAnXfeiWKxiFAoNOxt3H777dWGygBw7LHHDrs/EU1PxaIgm9UB9EJRQwHP1Zny8bgOCLa60aw8IKLxi0W1AXcmp/0H8nmDaLTZ94qIiIiIiKh1Wc2+AzTxCoUC/vznPzdsO/zwwwfd9+1vf3vD+f/6r/8a8fp/+9vfwqvrhjnwOuoZY3DcccdVz6dSqWoYMdJt1Hvb29424mWIaPpwHEFfnyCdBvIFQV+/IJfVpr7JJJBMmrYIBoho6hhjEI8BnqPlx3I5wLYHaeJBREREREREABgOtLRSqdRQWmc0PM/DxRdf3NDMd9GiRUPW6z/22GOxYMGC6vmbb74ZDz/88JDXv2bNGtxwww3V89tttx3e//73D3ufTjvtNASDwer5a6+9Flu2bBly/5tuuqnhPhx77LHYa6+9hr0NIpoeRAS5nKCvDygUBKmUIJuphQKJhGEdcSIakt9vEIloGTLb1oBRBtbtIiIiIiIiIgAMB1paoVDAiSeeiC996Uu48847USqVht3/iSeewMc//nHcdNNN1W2WZeH8888f8jKWZeHMM8+snhcRfO5zn8OSJUu22nfZsmU45ZRTUCwWq9u+8IUvIBwOD3u/5syZg49+9KPV85s2bcLHP/5xrF27dqt9b7nlFlxwwQXV84FAAKeffvqw109E04PjCPr6dbZvPi9IpbQhbyLBUICIRi8SMfD7gUwWcF1tVExERERERERbY8+BFici+Nvf/oa//e1viEQi2GuvvbDHHnugq6sLkUgE2WwW69evx1NPPYWXXnqp4bLGGCxevHjEHgJvetOb8KlPfQo//vGPAWjpn1NOOQUHH3ww9t9/f1iWhZUrV+KBBx5omH13/PHH4+STTx7V4/jyl7+MJ598EkuXLgUArFq1Cm9/+9tx9NFHY968ecjlcnj44YexcuXKhstdfPHF2HPPPUd1G0TUvopFQToDOLYgk9OyIJEIEA6DDUWJaMxiMaA/BWSzlcblglCI7yVERERERET1GA60kXw+j8ceewyPPfbYiPv29vbi0ksvxZve9KZRXfeZZ56JQqGAG2+8sbrtkUcewSOPPDLo/u985zuxePHi0d1xAMFgENdddx1OP/10PPTQQwAA27Zx++23D7q/3+/HmWeeOWLJIiJqbyLacLhQ0IbDuRxglUsIcaUAEW0rn88gFtX3l2JJYDIGgYDAsvi+QkREREREVMFwoIXFYjFcffXVuPfee/Hwww9jw4YNI15mn332wUknnYT3vOc9iMfjo74ty7JwwQUX4Mgjj8T111+Pxx9/fND9FixYgNNOOw0nnHDCqK+7YsaMGfjFL36BX/7yl/jVr3611UqHyv049NBD8eUvfxkLFy4c820QUfvwPC0dZNsaChSLQDAExKJcLUBE4xcKGZRKGhAE/IJMxiCZbPa9IiIiIiIiah1G2KWtbWzcuBHPPfcc1q5di1QqhUKhgGg0ing8jh133BH77rsvkhP0qfeFF17A008/jY0bN8J1XfT29mL+/PkTVuJHRPDUU09hzZo12LhxI8LhMHp7e7Fo0SL09vZOyG0AGLbx8WQwxqC7uxsA0NfXxyaIRENw3VowkM4ArquhQNuW/TAGXckuAEB/qh/g3z5RS/A8QX8/4Pdr75J4HAiHJ/Z9hv/720tPT09Tb3+qj02pefjeQCPha4RGwtcIDYevj+mh2cemAFcOtJXZs2dj9uzZU3Jbu+yyC3bZZZdJu35jDBYuXMjVAUQdyHEagwHxgEQcCATaNBggopZlWQaxmDYlLhQFMFpeyOfj+w0REREREZHV7DtARESdw7YFff1AqSToT+m2ZJLBABFNnmDQIBgCcjnAdTQoICIiIiIiIoYDREQ0RWxbAwG7JEilAb8PSCbAGbxENOmiEcAyQDYL2DaQz3PZNREREREREcMBIiKadPXBQDpTqf+tJT+IiCablhcCHAfIFwTZnJY4IyIiIiIi6mQMB4iIaFI5ziDBQFx7jxARTZVAwCAUAvJ5wLFZXoiIiIiIiIjhABERTRrHEfT3MxggotYQjZbLC+V0FUEux9UDRERERETUuRgOEBHRpHBdQSqlJYXSGe0xwGCAiJrJGC0v5DradyCXZ3khIiIiIiLqXP5m3wEiIpp+RLTpcCUY8FlAnMEAUcuwba277zq1bcGgzqyf7k3CtbyQIF8AAgFBJmPQ3d3se0VERERERDT1GA4QEdGES9X1GDDQYIDNh4mmjusKXlkHvPAi8OKLwPr1wKuv6SmVAkqloS8bjQq6u4E5s4HeXmCHHYA9dgd22xUIhabH33E0CtiOlhfy+7W8UDQ6PR4bERERERHRaDEcICKiCZXJCGwbyGQA8YBkcvrPRCZqtmJRsGw5sGw5sHwF8MyzQLG4bdeVy+nplVcat1sWsOuuggMXAQcsAvbaU2fhtyNjDGJRQTqt5YVgDIJBgd/fno+HiIiIiIhoWzAcICKiCVMoCAoFIJsVOA6QSDAYIJosG18VPLAEeOxxDQVse3Jvz/OA1av19D9/AmIx4MgjBMccDey5oP3KhgUCBuEwywsREREREVHnYjhAREQTwrYFmQyQLwiKRR04bNdZxUSt6rVNggceAO5fAqxc1dz7ks0Ct/1dTzvuCJz4bsHRR7XX330kApRslhciIiIiIqLOxHCAiIjGzfO0PIdtC/I5IBSaPrXJiZotkxXccy9w731aMmgserqBnXcGdtoJmL2dnnp6gHhM6+4Hg7qfACgWdJA8nQZeew1YvwFYtw5YvQZY+7KuHBjK2rXA938I/Pq3wAnvErzj7e3xHsDyQkRERERE1MkYDhAR0bil04DjaANifwCIxTiwRjQeIoJnn9NZ+ffeN3wD4QrLAhbMB/bZW/sBLFgAdHeN/m8xHgNmzhz8Z4WC4JlngSee1DJGz60efL8tW4Cf3wjc+lfgIx8SHH1k6zcjZ3khIiIiIiLqVAwHiIhoXLJZbUCczgCW0QFGIto2+bzg3vuA2/6htf1HEo8DbzgEeN3BwP77A/FJCubCYYP99wP23w/46IeBDRsFd98D3HU38Mq6rfd/7TXgu9cBf/4L8LlPC/bYo7UDApYXIiIiIiKiTsRwgIiItlmpJMjndSDNLTcgbvVZwkStaPMWwV/+F/jr34Bcbvh9o1HgDa8HjjgcWLR/c2r89842+MD7gPe/V/DY48AfbwL+/fTW+61eDZx9HvCudwo+9EEgEmnN9weWFyIiIiIiok7EcICIiLZJpc9AyRYUCjrztp0akRK1gpdfFtx0C3Dn3YDjDL2fZQGvPwR485uAAxe1zt+aMQYHHQgcdCCwapXgl7/eOiTwPOCWW4El/wK+/CXBPnu3xn0fiOWFiIiIiIio0zAcICKibZJOA64ryGSAQKB1ZwQTtaKVqwR/ugn418OAyND7bTcLOO6twLFvBmb0tPbf2IIFBpdfInjkUe07sHZt489ffRW44GLgfe8RfPD9gM/Xeo+H5YWIiIiIiKiTMBwgIqIxy+W0z0AmAxgAMfYZIBqR5+nA+Z9uBpYtH3o/Y4CDDwLefhxw4AGtOYg+FGMMXncwsGihroj43R8A26793PN02xNPAl89SzBrZms9NpYXIiIiIiKiTsJwgIiIxsRxBLm8Dpw57DNANCLbFtxzH3DTzcBLa4fez+8H3nQMcOK7gR12aO+/qUDA4P3vBQ4/TPCDH24dhqxcBZx1NvDVMwX77dtajzUQMAiFWF6IiIiIiIimP4YDREQ0aiKCdAZwbB04C4dbp/Y5UavJ5QR//wfw578AmzYPvV80CrzjbcB/vLP1SweN1Q7ba6mhP94E/PZ3gOvWftbfD1x0KXDqJwTveqfO2m8V0ShgO7XyQvm8sHQaERERERFNOwwHiIho1PJ5wHWATE4bpEYizb5HRK1n8xbBrX8Bbvs7kMsNvd/MGcDx7waOe8v07tnh8+kqgkULBdd+B9iwofYzzwNu+Bnw8svApz4pLVNCqaG8UEHLCwUCLC9ERERERETTC8MBIiIaFccR5HI6g9ZzgGSytWb6EjXb6tWCW24F7nsAcJyh99tpR+CkE4Ejj+islTcL5htce7XgW98FHn2s8We3/R3YuBH4ypmt0wC4Wl4oDwT8LC9ERERERETTD8MBIiIaUbWckKPlhCIRcAYtEQDXFSx9BLjlVuDpZcPvu+8+wEknAAcd2Ll9OuJxgwvOFfz374H//n3jzx59HDjvIuCi86VlyitFo9pQmeWFiIiIiIhoOmI4QEREI6ovJ+SztNcAUSfr6xPcdY/OeF+/fuj9jAHe8HoNBfZcwEFlQIORD30Q2GknwXev08H3iuefB869ALj0IsGc3uY/X8YYxGIsL0RERERERNMTwwEiIhqW4whyeZYTInIcwaOPAbf/E3jk0cbmugMFAsAxRwMnvhvYYQf+vQzmjYcbzJopuOJqIJWqbd+wQQOCSy4U7LJz8587lhciIiIiIqLpiuEAERENK5MBHFvLCYXDLCdEneeFFwV33gXcdQ/Q1zf8vj3dwDveDrztrUBXF/9WRrLXngZXXyG4bDGwrm4FxpYtwPkX6QqC3ec1/3mMRgHbqZUXyuVapzcCERERERHRtmI4QEREQyoUBI4D5HKAZbTXAFEn2LxFcM+9Ggg8//zI+++2K3D8u4A3dliT4Ykwd47BFZcLLl0MPP9CbXsmA1x0KXDphYI99mjuc2qMQSzaWF4oGGR5ISIiIiIiam8MB4iIaFCeJ8hmgUJRA4JEguWEaHorFAQPPgTcdTfw5FOA5w2/fzAIHH4o8JZjtdkw/z62XU+PweLLBF+/Eli+orY9mwUuukxXEMxvckDA8kJERERERDTdMBwgIqJBZbOA6wpyOR0E5Wxomo5cV/DkU7pC4F8PAYXCyJfZcwFw7JuAIw4HYjH+XUyUeMzgkgsFi68Envp3bXsuB1x8GbD4UsG83Zr7fA9WXoivASIiIiIialcMB4iIaCu2LSgWdVDOQAfEiKaTNc8L7robuOc+rW8/kpkzgKOOBN78JmCnHTkYPFlCIYMLztUmxU88WdueywGXLgauXCzYfm7znv+G8kJ5LS8UCknT7g8REREREdF4MBwgIqKtZLIaEJRKGgxYFgdDqf1t2iS4+17g7nuAF14cef9wGDjsUOCYo4D99gV8Pv4dTIVQyOC8rwmu/Abw+BO17f39wMWXAld+XTBrZvN+F4GAQTisTdoDAUEqZTBjhvB9koiIiIiI2g7DASIiapDPC1wHyOYBnw8IhzngRe0rnxcs+Zf2EXjq34CMMMnbsoADFgHHHA284RAdqKapFwoZnHu24LKvA08vq21/9TXgksuAKy4XJJPN+91EIoBtA+kM4PMJ+vuF/QeIiIiIiKjtMBwgIqIqzxNkc0C+IPDKTYiJ2o3nCZ76N/DPu4AH/wUUiyNfZt48XSFw1BuB7m4GAq0gFDI4/xzBhZcAz62ubV/7spYYuvwSQTTanN+VMQbxuJYXSqWBri5BKt2Uu0JERERERLTNGA4QEVFVNgt4riCfB4IhNiGm9vLyK4I779Lmwq+9NvL+s2YBRx+pocBOO/G13oqiUYOLzhecf5GGAhXPrQa+fhVw0fnStNUdPp8GBKkMkMoIjDGwHUE00pS7Q0RERERENGYMB4iICADgONqEOJ/X8xzgonaQyQrufwD4553AylUj7x+JAIcfpoHAvvuwn0Y76OoyuPhCwXkXaFmhiqeXAdd+G/jaV6Vp/SD8foN4DLCLQNby4LiAZYTl2IiIiIiIqC0wHCAiIgBAJlMLCCIRDppS63JdwRNPAnfeBTz4kNZ+H45lAQcdoH0EDnkd+wi0o+1mGVx6seDcC7QxccVDS4Gf/RI47dTm3bdg0CAYMMhmBa4ngACWJQgG+TojIiIiIqLWxnCAiIhQLAocB8jlAMsHhMPNvkdEW3vpJcE/7wLuvhfYvHnk/XfdFXjzMcBRRwLdXRyobXfbzzW4+ALBBRfre1XFrX8Btp8jeOc7mtmg2MD1gFdf1WAgnTbo6hL4/XzdERERERFR62I4QETU4UQE2SxQLGlAkEhos02iVpBOC+69D7jzbuCZZ0fevyupYcCbjgHm7cbX8XQzbzdtUnzxZYDj1Lb/5GfAnDmCgw5s3u88HjPo69NVWFZCkEppQNCskkdEREREREQjYThARNTh8nkt05LPA/4AmxBT87mu4LEngH/+U8vG1A8CD8bvB153sK4SOOhAcLb2NLfvPgZf+JzgO9+rbfM84JpvAVcuFuy6SxMDgjiQ6gfSGSCZEKTSBt1dwsCViIiIiIhaEsMBIqIO5nmCXB4oFAHPBRLxZt8j6mR9/YLb7wD+9g8tzzKSPXbXFQJHvhFIJjj42kmOOcpg3TrBf/++ti2fBxZfCVxzpaCnpzmvB2MM4nFBOg2ks0BXucRQMtmUu0NERERERDQshgNERB0slwO88qqBYAgsf0FTTkSwbDlw29+AJf8aeZVATzdw9NG6SmDnnfh67WQnfwB4ZR1w7321ba+9BlxxNbD4Umla42mfzyCREKRSQDoNGANkMoJ4nK9XIiIiIiJqLQwHiIg6lOMICgWgUNDz0Uhz7w91lmxWcNc9wN/+Drz40vD7BgLA6w/RQOCARQyxSBlj8MXPCV59FVixsrb9mWeB714HfPWs5pXz8fnKKwgyGgwABpYliEb52iUiIiIiotbBcICIqEPlclrbvVAEImHAsjhoRZNv9RrBbX8H7rm3FkwNZd484LhjgTceAc66pkEFgwbnni04+1xgw8ba9gceBP7nT8D73tO8+xYIGMSi2vA9n9eAwOdr3ooGIiIiIiKigRgOEBF1INsWlEpALg9YBgiHm32PaDorlQT3PwDc9ndg5arh9w0GNQx4+3HA/D3ARq40oq4ugwvOE3ztPA09K379G2DeboKDDmzeaygUMvA8Ld1mLAGMgTGCYJCvayIiIiIiaj6GA0REHSib1bJCdgmIxTgAS5Nj3TpdJfDPO4F0Zvh9t58LvO04LR2UYHNhGqOddjT46pmCy68APE+3iQDXfgf45tWCuXOa95qKRDQgyGUByxKk0gbdXQK/n69zIiIiIiJqLoYDREQdplgUOI7OsLV8YIkLmlCuK3j4EW0w/PgTw+9rWdpL4B1vA/bfj6WtaHwOPMDgox8S/PLXtW3ZLHDlN4Crvy6IRJr3+orFNCDIZIBkQtDfb9DdLeyfQURERERETcVwgIiow+RyQMnWgCAeb/a9oeni1VcF/7gDuP2fwObNw+87YwZw3FuAtx4LzJzJwVGaOCedCDz7nPYcqHjxReD7PwS+8uXmNSgG9P02nQZSaQ0IUimDri5hKEZERERERE3DcICIqIMUCgLX1V4Dfj9Y95rGxXUFSx8B/n478OhjWsZlOIsWai+BQ14HllShSWGMwRc/L1j7MvDiS7Xt9z8A7LE7cNIJzb1v8bgglQYylRJD5YCApd2IiIiIiKgZGA4QEXUIEUEuBxRLAs8BYolm36NtVyoJNm0C+lM6CzeX0zrjngsYC4hEgEhYZ+rOnAl0JcHyHRNo46uC20e5SiAeB978Jg0Ftp/L3wFNvkjE4NyzBV85R8sKVdz4a2C3XQUHLGre69CyDBJx0RUEGaArIUinDRIJBgRERERERDT1GA4QEXWIQkEH0PN5wB8AAoH2GIjKZgUrVwHLVwCr1wBrXwY2bhx5lno9nw+YOVOw4/bAjjsCO+8ELFgA7LgD69yPVqmkqwRu/yfw2OMjP/8L5gNvfxtwxGHsa0FTb+5cgy+fLvj6lbXXqudpg+JvXSPYblbzXpM+X20FQToNABoMJNo4sCUiIiIiovbEcICIqANUVg0UigLPBeKxZt+j4W3YIFjyILDkX8Azz+qg3ni4rgYKGzcCjz5e2x6NAgvmC/ZcAOy1pw5ox2IcyK4QESxfAdx1D3Df/bpCYzjRKHD0kcBxbwV225XPIzXX6w4y+PDJgl//prYtnQa++S3g65dJU0tb+f3lFQQZLTFkjJYZ4vsPERERERFNJYYDREQdIJ8HPE+QzwOBQGvWe3ddwZJ/AX++FVi5ampuM5cDHn9CTwBgWRoWHHgAcNCBwO7zOnNlwUtrBffdr6HAhg0j77/nAm0wfMThQDjcec8Xta73nqQB40MP17atXAX88tfAf36iefcL0NVb8Zggk9EVUoCBMYJolH9DREREREQ0NRgOEBFNc5VQoFAExAOiLVa6wrYFt/0duOXPwKuvje2ywaD2E4jFAMsH+CzA9YBCXpsup9O6amC0PA9YsVJPv/lvIJkEFi0UHHQgcPCBQDI5fQftXnpJcP8S4IEljY1chxKNAsccDRx3LLArVwlQi7Isgy99QXDW2Y1B1y1/BvbZS3DoG5r72g0GDaJRXdllWRoQWJYwZCMiIiIioinBcICIaJrTXgOCQkEH01ulMa+Ilg76xa9Gnp3u9wPz9wD23gvYZRdgh+2B7edixBm2nifo7wde2wS8sg5YuxZ4aS3w7HPAa6MIIlIp4N779GRZwJ4LBIccDLzudcBOO6KtG4iKCFavAR5eOvpAwBhgv301FHjj4ewlQO0hHjM4+yzBOecDtl3b/r0fALvsIpg7p7mv43DYQERDXGPVVhDw74uIiIiIiCYbwwEiomnM8wS5vAYE4gGRSLPvkXplneAHPwSeXjb0Pskk8IZDgMMO1QHpYHDsA2WWZdDTA/T0aLhQb9MmbXS8YhWwciXw3GrAcYa+Ls/TpsjLV2hJkt7ZwCGvExzyOmCffcZ815oinxc88SSw9FHgkUeBLVtGd7kddwSOOUr7CWy3HQcsqf3sPs/gtFMFP/x/tW25HHDNtcBVX5dten+ZSJGI0ffrLGCMABldQdAujeOJiIiIiKg9MRwgIprGNBQQ5AtAMNT8VQOeJ/jLX4Ebfw2USoPvs2A+cPy7gcPeMLn3d+ZMg8MPAw4/TM8Xi4Jly4FHHwMeexxY+/Lwl9+wEbj1f/UUiQhe/7oMDjssgH32FiRbpHSTbQuefQ7499PAU/8Gli0fPgCpN2MGcPihGgrsvnt7r5IgArRR9rLlwN331ratXgPc8DPgs/+neferIhbTFQTZckDQnzLo7mpu42QiIiIioulMRFAq6efkYBAdOTmH4QAR0TRVv2oAACLh5t6fLVsE135HB6oHs+cC4BMfA/bZuzn/jEMhgwMPAA48QM9v2Ch4/HGdYf/4k0OHGYA2fL77Xht332vDGH0sh7xOT1NZfiif11JBy5br87x8xfD3e6BKIHD4YcBee3ZmM2aavowx+MynBc+t0RJjFX/7B7DP3oKjj2r+6z0WA7wMkMkAibigv9+giwEBEREREdGEcV0NBGwbKNkApFKK2WDmzGbfu6lnRESafSeIJsuW0dbMmCDGGHR3dwMA+vr6wD8vaqZsVpDLCbb0AaGgzkptlhUrBFdfO3gZm9mzgU98VAekW3V2erEoeOppYOlS4OFHgE2bRn/ZmTOBffcG9t0HWLBAw4KJGOhLpwXPv6DlkJ5bDaxerX0Vxvq2M3cO8LqDtXwTAwHqBC+9JPjKOUCxWNsWDgPXfgPYYftteP0bg65kFwCgP9U/9j/CAUQE6TTguEAyoSXVurqav/Jruujp6Wnq7U/1sSk1Dz8X0Ej4GqGR8DVCw+HrY2xsWwOBkg245dX0JVvg2ECxpH0OE3ENB6ZyXKLZx6YAwwGa5hgOUKfyPMHmLUA+pyWFupLNG1j639sEN/wMcN2tf/bOdwAf/4g25GwXIoI1z2sj36WPAM88O7bLBwLArrsAO+2kTZW3nwt0d+vvKJEALB9gALgekE4B/SkNI15ZB6xbV/uazmzb/ff5gH321kDgdQdv42AoUZu76x7Bd77XuG3ebsDVV2zDUuIJDgcAfQ9PpwFPGgMChnfj1+wPYAwHOgc/F9BI+BqhkfA1QsPh62N4riu6MqC8QkDKqwNsp7YNAliW/swf6NxwgGWFiIimoXy+1msgFGxOMOB5gp/fCNzy561/NmsWcPoXgP33a7+BLmMM5u2mA4kffL+WS1r6qMHjT/jxyKN2tYzTUGxbA4WxhgrjsesuunJhv32BRQuBaLT9nneiiXTMUQZPPy34xx21bavXAL/4FXDaqc27XxWWZZBICFJpDQKTCe1B0JUUBgRERERERAN4XmMY4Hm63bYFjgMUbcArrxjw+bTsciCgq/pT6c4OVhgOEBFNM145FKgMUoeb0GvAtgXf+wFw731b/2zRQuCsM4BkcnoMcPX0GLz1LQbve08cpZLgvgf68fBSwdJHgNdem/r74/MBu+ysqwP22xfYZx8gmZgezzXRRDrtP4EVK4GX6voP3PoXYOF+gtcf0vy/GcsySMR1BUEqrQFBKqU9CFq1BBsRERER0VRwXR30t209VSoVOI6uDnBswHYACGCMBgGBmH7lZJtGDAeIiKaZZq8aKBQEV34DeOLJrX/23pOAD588fWtnB4MGBx9kcPCBgJwmWPuyNgd++mlgxSpg48aJvT2/H9h5J2D3eeXT7hoMBIPT8/klmkihkMFXzhR89ZzGxt3X/QD41jcF281q/t+Rz1deQZACUhmgqxwQJJMMCIiIiIi2hesKXFdLyVS+img5R0itQqSUB5WB8lcDWEbL0Jjy18ppun6+bSWOoysDKgP/lZUB1TCgfBIPgAH8A1YH0NAYDhARTSPNXjVQLAq+fhXw1L8bt/t8wBc+B7zp6M75p2yMwU47agPit71Vt6XSgtWrgedfqPUP2LARSKUwZDmicBjo6gLm9AI7bA/Mnaun7ecCs7fjgQ7ReOyys8EnTxX88P/WtqUzwLe/C1x+ibTEB71KQFC/giCd1m0MCIiIiIgGV5lZ7rqofnU9AHUVZESkOuPck+FbR1lGQwFTDQjqj8OkHBIMduLx2lhVfneVlQGOi3JwU97uNq4MAHTiXChYCQOmtm9Au2M4QEQ0jRQKzVs1UCwKFl+5dTAQDgNf+wpw4AH855xMGBywCDhg0dY/KxYF2ZzOdPBEDz4TCa4CIJpsx71FVzo9sKS2bdly4Hd/AD70webdr3p+v0E8LkhngHQaqKyPTiaafc+IiIiIWsNQM8s9T+C4Gg54la9S/vl4Ss0bDQQsoyGAZQGWD/CVQ4Lq4LQR+MtBgd+vJ92fn/MA/b1VApzq7P/y78V1y787R3+vbjkkqF8ZUHlOGQZsO4YDbaavrw+rVq3CCy+8UO1G3tXVhe233x4HHHAAEomJ+ZT44osvYtmyZVi/fj08z0Nvby/mz5+PBQsWTMj1A8CTTz6J559/Hhs2bEAkEkFvby8WLlyI3t7eCbsNok7ieYJ8vjwDXaZ21YBtC664eutgIBEHLr4A2GMP/qMeSShkEAo1+14QdR5jDD73GcGzzzWW/vrdH4D99pWWaZweCJR7EGSATEZnraUhSLCnCBEREXUgkVoD2lJp6wa0lRnmUt4OowP3lgUE/Y2lgUzdqgCg9lVvp7HUkJSDhfqT4+jX+pUHxqqFApYP1e8rg9iWJdWB7cppOgcGlRDAdVENa6qD/agFAV45KKhfFWBZ+vwEAwwDJgPDgRbneR6WLl2Kf/zjH3jwwQexatWqIfc1xuCwww7DKaecgqOPPnqbbu+ee+7B9ddfj8cee2zQn++555741Kc+hXe/+93bdP0ightvvBE33ngjXnzxxa1+blkWDj/8cJxxxhnYf//9t+k2iDpVoVArKxQMTd2qAc8TfPt7W/cYiMeBSy8C5s3jP20iam3xmMFZZwjOu7DWzEwE+Pb3gG9fI+jqao33sfqAIJ3RaVPGCOLx1rh/RERERJNJRFAqAcVyIADRQeWSDdilWvkZmFqZmcpM/W39fDyWMWjP0wFwz6sNftcHFwBg+URXEfgAn1+/VkKB+sDA52u/5rmVfg71j39gOadKaSDX0xUBzoCQwBh9XiJhlmaaKkZkuIpa1GzHHXccXnjhhTFf7j/+4z9w2WWXIR6Pj2p/EcFVV12FX/ziFxjNS+Jd73oXrrzySgSDwVHfp76+PpxxxhlYsmTJiPsGAgF85StfwSmnnDLq6x/Mli1bxnX5sTLGoLu7GwCqKzuIpoKIYPNmIJcX5HNao34q/oGKCH7yU+Avf23cXgkGdu+UYMAYdCW7AAD9qf7hi1USTRHXlerMpsosp8FemvUzpWqN1Trkb3eAP94k+OWvGrcdfBBw/jnDPCdN+PsvlQSZDBAMAvG4QTgMBgSj1NPT09Tbn+pjU2oefi6gkfA1QiPha6SmVBIUixoKQGolhIo24DmohgEBf2s2oK0OiNcNmDv1A+LlmfGDBwaN5Yj0q5nS14eIVD9TVAb/PU8H+MWrbavnuqIBQF05p8r+FfUrKpoZBKTSAmOARNxg5sypXZXQ7GNTgCsHWt7mzZu32rbrrrti4cKFmDVrFkKhENavX48lS5Zg/fr11X3+8pe/4NVXX8VPfvIThEZRp+I73/kOfv7znzdsO+igg7D//vvD5/NhxYoVWLJkSfXN5tZbb0UgEMBVV101qsdh2za++MUv4qGHHqpuCwQCOOqoo7D77rsjm81i6dKlWLlyZXX/K6+8EolEAu9973tHdRtEnSyf11kKhYIOFk3VP9Q/3rR1MBAOA5dc0EHBAFGT1Tdbqxx0D1pDdZBl0kB5LHurfUXrpfp1+XWnLN898XjgyaeAx5+obXvkUeDPfwFO2LZFk5MiGDSIxQTZLJDN1lYQxGLT+/dDREREncNxyoFAsVK6pxwIlHSw2RgNAoJx/drKx6nGGAQCej/rDWyanLdRFxhoWSK/f+vAwBgphyAefD4DxxFYlgz5HIjIVpOF6s8PnFBUGfyv3z6Q62pg4In+PiqrBbbq51CegOSzgHAIDY2bW/l31kkYDrSJHXbYAe9///tx0kknYc6cOVv93HVd/O53v8OVV16JYrEIAHjooYfwne98B1/72teGve67774bP/rRj6rnk8kkvve97+Gwww5r2G/ZsmX47Gc/Ww0h/vSnP+Gggw7CBz7wgRHv/3e+852GYGDBggX44Q9/iB133LFhv1tuuQXnnXcebNsGAFx88cVYuHAh5s+fP+JtEHUqEe01UCxpCh+JTM3tPvCg4MZfN27z+4Fzz2aPAaLJUpl1VKnD6dTV4jTlg+6AX2fhVA7CjRldYOh5Up0B5NXNaKos2dYZWYKAf2pDyKlkWQZnfFFwxleAvr7a9ht/Deyzt2B+C723hUIGgAYElV+QMYJotHXuIxEREdFYiGggUChU6vhLtYSQW14hEAwCwUjrBwKj4fMZ+HyN2xoCAxfIl3sKAlsHBsGQTujpT+k+xuiO1bH8MSwm8LxagODVBwZ1QYFbDgIGXm/9CuSgvxYA6Nf2/h11ApYVanHHH388PvGJT+DEE0+Eb+A7xiDuvvtufOYzn4FXXs8TCARwxx13DNnkV0RwwgknVGfsG2Nw44034pBDDhl0/zVr1uCEE06oBhCzZ8/G7bffPuzqhA0bNuCtb31r9TIzZ87EX/7ylyGXztx0000NgcZb3/pWfP/73x/hkQ+OZYWoE+TzOjjU168HClNRWmLN84JzztdZHPXOPAM46o0d+M+fZYVoElVmSdl2Yx3VgH/wmUSVZmuVA/JKkzXLKv94QIM1AIMvE3Zr+9U3dqs0B7N8Wsd1OgYFTzwpuOTyxj/l3l7g29dg68H3Jv/9FwqCXE5XbUWjBtHoIPeRqpq9dJtlhToHPxfQSPgaoZF00mvEcXQVfKEIQICSrSGBXZ5JHwiUQ4Fg+wcC22JgYOA6gMAgEU/CGCCXS8GypHq8DwxYIQBUB/S9uvPVlQRDvbQMYJnGzxODndr9d9LpZYWskXehZvrjH/+I9773vaMKBgDg6KOPxn/8x39Uz9u2jTvuuGPI/e+4445qMAAAJ5xwwpDBAADstttu+OQnP1k9v3HjRvz+978f9j7dcMMN1WAAAM4666xhX/wnnnhiw334xz/+MWwjZqJOVls1IPBcHRyabH39giuu2joYOOXjHRoMEE0wbbQmyGQFW7YIUimdMWSMrgxKJoEZPQaJhEE0ahCPGcTjBokE0NMDzJpp0NNjkEzq9mjUIBIxCIX0FAzWTpVtkYjul0gYdHXp5WfOBLq7gVgMiMUNYjH9eU83EItrIJEvAP39ekBt29PnA+uihQbvPalx24YNwA//L1rug3k4rIFAoQDkchoU5HKtdR+JiIiIBhIRFAqCvj5BX5+WSsznBFv6BJm0zlCPRvR4NJHQY9Z2H4TeVj6fPv5o1CCZ0GP17m4gmdRtlr/c/NiunSoTe6rlgirXZelxfDCgZX4i4fLxfgxIJPSzRleXfq6Y0WPQ3a2fKxIJ/TxQ+VwRCJhq7wNqbwwHWpzfP/bKT/XhAAA89dRTQ+771782Fgv/yEc+MuL1n3zyyQ1hxW233Tbs/vU/7+rqwrve9a4Rb+NDH/rQkNdBRDWV+ov5/NQ0XnIcwTXXAq++1rj92De3Vj1uonbjeYJiUZBOC7b0AZmMHsyHQkA8AfR064eiWLQySK8H7DNnmuqHglDITOgMfmMM/H79AJBMGMyYYcphgd6PeFyDgmhMZyCl00B/vz6O6eDkDwB77dm47d77gTv+2Zz7M5xw2CAS0YAgn2dAQERERK3LdQXZrGDzZj3mzeX1GLi/XyeeBAKVAWqDcNjUVsdSA8vSyT6RiE4W6uoy6K47dZVPyaQeyycTOsAfj+v+lQlE9ZOIAgE9/uegf2dhODAN7bzzzg3nX3vttUH3cxwH9957b/X83LlzsXDhwhGvv7e3FwcccED1/KOPPjrkEul///vf2LBhQ/X8McccM6oGycceeywCdZ1ahlv9QNTJpnrVwK9+Azy9rHHb3nsBn/lU+y8lJJpqlUAgla7MltJB9khYPxB1dxlEY7WVAT09wIwZpjpzqhmlfPx+/SDR3a33JxYziEYMupMG8YSubshmNSRo95UEfr/BmWfoLKp6/+8G4KWXWu+x6Yc7/b/AgICIiIhajW0LUinBli26SiCXE/T1l1cJeEA0qhNi4jEz6ZPeiKiG4cA0lNXOdFVDrT545pln0N/fXz1/4IEHjvo26sMB13Xx6KOPDrrf0qVLG86P9jbC4TD22muv6vkVK1YgnU6P+v4RdYJiUeCWGxT5A0AgMLkHUA8tFdx0c+O2WbOAr31l8m+baLoYLBCAAJGoLt/tKq8CqKwOmDlDlwtHIs0JA4bj8+l91cBCB6d1yTEAoysJUmmB67bvAPXs7Qy+8NnGbaUS8M1voyVXSDAgICIiolZSKR20pU9XBuRyumqgr7xKwO/TUjaVVQKccEY09RgOTEP1PQQAYM6cOYPu99xzzzWc33vvvUd9G/vuu++w11WxevXqhvP77LPPqG9j4L4Dr4uo0+Xy2qjJc3Sm8WTasFHwvQF9wf1+4JyvAN3dPIAjGo5IrWRQX78GAlIOBCq1Qitlerq6tFRQu9VVDYUMeroNkkkgHDHoShrE4joLrPJBsNVq9Y/WYYcavONtjdteeBH42S+bc39GwoCAiIiIms3zdGVAtXRQTlcNpFI60SISBrq7gHjccKIZUZONvaA9tbxbbrml4fyhhx466H4DB9u33377Ud/G3LlzG86vWbNmVLcx8HLDGXh/Vq9ejUWLFo368kTTWakkcB2gkAd8vsmdue84gm9+Sw/q6v3nJ4A99uCBHNFgRAS2rR9+SjYAAXx+bSgcDOise8vSngLB4PRZfaONjnVWvS9nEAyI1sEv6HMRi0lbPtZTPwEsXwE8/0Jt221/AxbuLzj8sNZ7PJGIAaAN67X9nJ6PRlvvvhIREdH04ThSLn0LiCcoFMt98lz93BqL6bFvu0yAIeoEDAemmYceeggPPfRQ9XwikcAb3/jGQfet7wUADL3CYDAD912/fv2It+H3+zFr1qwJvw2iTpTLac1GxwHi8cm9rf/+PfDMs43bjjgceMfbJ/d2idrNYIGA5deZUcEgyo29NBAIhaZPIDCYUMggGBTk8wbGAoJBQTarpYZCIUE02l4fCoNBg7O+LPjK1/QDbsX3rwfm7SboSjbvvg2FAQERERFNlVJJjzlsWxsOF4tAoQhA9Dg4FJ3ex75E7YzhwDSSy+Vw4YUXNmw79dRTERvYSa9sYG+CofYbzMB9c7nciLcRiURgWaOvZDXa2xjOVA881N9eOw16UHuxbYHjGhSLOvAYDE3ea23FCsH//Klx29w5wOc/a2AsvsYrBv7ts4BH5/C8WiBgO0ZXCPjqVgj4DSxT/lAU0kHmTmGMQSymYUA2a+DzA4WCIJcH7DQQj6Gtms3ttJPBpz4p+P71tb/wXA64+DLBdd/2sN12Vsv9/UeiBjDlgMBAO0YbIMaAoGl4fNg5+LmARsLXCI2k1V8jWjpTSxk6roHriK4WtfW+hsN6/NtqfbOmC34GnUBGD5NhdDJXK/69TSaGA9PIJZdcgueff756ft68eTjttNOG3D+vU8mqgsHgqG8rFAo1nB9q4L7+NgZeZiQD78+2hAPd3d1jvsxE6erqatpt0/TW1+8hFhPYJcHMuDZumgy5nOC716XgebXDDJ8PuPjCBObO4b+PoSQTLTiFmCaU41QCAS3vZRkgEQcC5ZI6fp/Olg8FgXDYIBDovAPMgWbNqjWgsx1BJq0N1YMBU57h3h7ec6Jg2fIs/nmnXd22YQNw5lfT+PY3E5g1q/X+/ruS2nsgmxUE/EZPAW16TVOvmcem1Dz8XEAj4WuERtJKrxHP04kHubzAsoBAQOC4As/TCTIzegzCYR7/TiV+Bh0vD8YCknEL3d3t0/dtonB0Z5r42c9+hptvvrl6PhgM4pprrhl2QL5QKDScH0s4MHDfgdc12PaxXP9YboOok9i2oFQsH4j5dCbGZLnu+hzWrfcatp36iTD2XMB/HdRZXFfDANvWr56nM0v8wXITtSDgsxgIjCQa1fAknQZ8FpCthAW2IJFoj4NwYwzOPD2G559PY/Uat7p97csezjo7jW9fm8CMntGvkpwqlQAmm600hrYgIojHW+++EhERUWuybUE+r6sFPE/7ShUKOuEjEAASCYPQJK5qJ6LJwRGeaeB///d/8Y1vfKNh22WXXYb99ttv2MsNDA5s2x5iz62VSqVhr6t+e2X1wFiufyy3MZy+vr4xX2Y8jDHVRL+/v7/8AZxo4qTSgnxO0NcPRKNAKj05B19LHxHc9rfG1+/eewPveHsR/anSEJfqXMaY6myNVDrFv/02V+kdYNuA7WgDNUBXzgQDgN+vJ4iB6wI+F/D7gIDfwPO01AwNR/uluC4gEGzeAmzp19UX7bLs/KILBRdcBKxdW9v24ksevnxWPy6/1KCrqzUfh+sJNr4KhFNANGYQCWvA1UmaPXN/qo9NqXn4uYBGwtcIjaQVXiMiglJJSwfpcXGtn4BIrXQmjEGh0meApgQ/g06cVFpgGUC8qZ/k1exjU4DhQNt74IEHcPbZZ8PzarN7zzrrLJx00kkjXjYajTacLxZH/y4+cN+B11W/vRIOjHXm/8BwYKjbGE4z3xxFhG/ONKFcV1AsaHkIA52hPBmFBTNZwfU/atwWiQBnfEFn+4Kv663UPyMiwueoDVVKBdk24Di6zfIBAT/gD+tXy9J67cGAzo4KBKShZj7f80cvGgV8PkEmA1hGkMkC/f1APCZt0ZehOwlcdjFwwUXAK+tq2198SXsQXH6xroZoNeEQABHkcpX3KlNeQdB693W64vtEZ+LnAhoJXyM0kql+jVSbChd01WzJ1s+itq0raEOhAf0E+PqdcvwMOoFE9Pns0KeRa4nb2BNPPIHPf/7zDTPyP/nJT+LTn/70qC4/cLB9YIPi4Qzcd7hwoCKfz4/pn9lob4OoU+TzunyzWMKk1nD82S+AzZsbt/3nKUBvLwePaPrQWVCCTFawZYsglQLyBf2wE4kCXV1Ad5fWZY9FDeJxg64uYOYMIJnUOvnt1Ey3FYVC+pyGQgZdSQ1gMhldnt4OZvQYXHYJ0NvbuP3554FLLtegtRWFw9ooulgEMhktCZBOt+Z9JSIioqlVKglSKcGWLVqOMJsT9PULMmnA9XSCR3e3lotslxWfRDQ8hgNtatWqVfj0pz/d0KT3/e9/P84+++xRX0fvgE+z69evH/VlB+47Z86cEW/DcRy8+uqrE34bRJ3A8wSFog7mAJPXa+CxxwV3/LNx24EHAG958+TcHtFUcl1BoSBIpQVb+nQg2nH07ymeAHq6tVZqPKahQCIBzJwJdHcbRKPaxLUd6uK3E7/foLtbA4JEQpvX5XL6YbQdzJppcPklBr29jYfUz60GLlusTZhbUSikAUGpBKQzOjMwleasVSIiok7kuoJcTrB5s06YyZX7Qm3pA/I5XT2eSOjEmXCYx8NE0w3DgTb04osv4j//8z8bapa+4x3vwGWXXTam65k3b17D+VdeeWXUl123bl3D+YHXNdT2gZcbzsD7M9RtEHWCQgEQT5AvaDkhy5r4A7J8fvByQp/7P2ysSu3LcbRxWn+/oL8fyOUBiL62K6sDojENBOJxg54eoKdHvw+F+OFnKhhjkEwaRKM6Cy0S1SA03SaD1bNnG3zrmji2267xtbLqGeDyK/S9tRWFQgbxuJYHSKcFxYIgnWbZGyIiok4gopNm+vtrqwRyeUFfSgMC2wYiYT1eTiR0kgwRTU8MB9rMhg0bcMoppzTMwD/66KNxzTXXwLLG9uvcfffdG84vX7581Jd9+umnG84PNXA/8DaWLVs26tsYuC/DAepUIoJ8vtzcSbSk0GT47z8Ar77WuO2Uj2GrAS+iVmfbOvupr69WLsjyAbG4rg5IJrVUUCxmkEw2lgri8ujmiUZ1sDoSNogntOldOq0rp1rd9nN9+NY3Eujpady+fAWw+MrWLZUUDBok4rXnuljUvxkGBERERNOPiOj/+rRg02ZdRZvNCdIZXSWQywI+A8TjunKWx8ZEnYHhQBvZvHkzTjnlFLz88svVba9//etx3XXXIRAIjPn6FixYgGQyWT3/2GOPjfqy9fv6fD4cdNBBg+538MEHD3m54RQKBaxYsaJ6fs8992y4r0SdpFDQpjiFAhAMYlIO0J5/QXDLnxu37b8fcNxbJ/ymiCaFbevy574+nf1cLGnT4Gq5oLiWBorFtIzNjBm6OiAY5OqAVhIOa2ATDBokE4DjAqm0LndvdTvu6MPll+jrq97Ty4ArrtaB91YUCGhAUHmui0VdZdMOoQwRERENz/MaA4F0GshlBbmsYEtfuZeA27hKIBjksTFRJ2E40CYymQxOO+00rF69urpt0aJF+NGPfoTQNhYf9/v9OOqoo6rn161bhyeeeGLEy23YsAGPP/549fyBBx6IGTNmDLrvfvvt19B34M4770SxUjR9GLfffntDo+Vjjz12xMsQTUeVVQPFkkA8LYUy0TxP8KP/B3hebZvfD3zmUywnRK1tYCBQsjUQSCSAnu7GZsI9PbotGmUj4VYXDBp0d+mgdTKh4Wi6bQICg8suBgbOZ3jyKeCqa7TJXyuqBASeC6Qyej/7+9vjOSciIqJGjqOraPv7BZsHBAJ9/bpKsFgEgoFaLwGuEiDqXAwH2kChUMBnPvOZhlI+e+21F3784x8jFouN67rf/va3N5z/r//6rxEv89vf/hZe3SjiwOuoZ4zBcccdVz2fSqVw6623juo26r3tbW8b8TJE01GppIP2+YIOek7GAdsd/wRWrGzc9t6TgB124MEhtZ7Kh50hA4G4hgLxODBjBtDFDzttye836OqqrSCAaZ+AYOedDC69CEjEG7c/9jjwjWs11GpFgYA24ZbyCoJSSQcP2uE5JyIi6mSVHluptGDTJkFfn/YQyFYbC9cCAb+/HAh0A7EYewkQEcOBluc4Dk4//XQ8/PDD1W277bYbfvrTn6Krq2vc13/sscdiwYIF1fM333xzw20NtGbNGtxwww3V89tttx3e//73D3sbp512GoLBYPX8tddeiy1btgy5/0033dRwH4499ljstddew94G0XSVK68a8JzJ6TXQ3y/4xa8at82Zo+EAUatwXf3AU5npVCgOHggkErX+AeGwmZTG3TR1tgoILCCV0g/ArW63XQ0uuQgYOIdj6SOtHRD4/VrWCdJYYqgdnnMiIqLpTkTgONpIOJPRyTKvlcOATEaQzegkmlRKewhk0tpYuLpCoBuIlwMBrhAnogqGAy1MRHDOOefgrrvuqm7bcccd8Ytf/AIzZ86ckNuwLAtnnnlmw21+7nOfw5IlS7bad9myZTjllFMaygJ94QtfQHiEEcs5c+bgox/9aPX8pk2b8PGPfxxr167dat9bbrkFF1xwQfV8IBDA6aefPqbHRDRdlEoC19FeA34/JmVWx89v1EZU9f7PaWCdSWq6+oZp/f26esZXbio8o0fDgEoD2xk9GgiEQvygM934fBoQBIIGyThgfLqCoB0Gq3efZ3DxBVuXg3t4KXD1Na0bEPh8GrQZU1tB0N/fuveXiIhouqmEAMViuYRmv4ctWwSbNqEcBJTDgJyWCuovhwHptB4zGwNEI9pDoLtcapOBABENxYgIj/Rb1Msvv4w3v/nNDdssyxrzG/oOO+yAf/zjH8Pu881vfhM//vGPG7YdfPDB2H///WFZFlauXIkHHngA9S+X448/Htdcc82o7kOpVMKpp56KpUuXVrcFAgEcffTRmDdvHnK5HB5++GGsXNlY22Tx4sUjrkwYznArFCaDMQbd5U6EfX194J8XjUd/v878SKeBeHziB+z//bTggosbt73xcOArZ/KgccyMQVdSV3P1p/q1SDptE/0gpCW1RDQYC4aAUFDfY/1+IBTSE1cGdA7P01UjpZIgndHa+IkEWqN/xAh//ytWCC5ZrEFvvYMPAr72ldYNYz1P//+4npZICpRXcLTq/R2tnp6ept7+VB+bUvPwcwGNhK+Rzua6As/TErKu23iqvhSMQTyehOsCW7b0w7EFbnl/lPexLD1e9vl0ZW1LHBvR1OBn0AmTSguMARJxg5kzp7b3YrOPTQHA3+w7QEMb7OCgvtb/aLmuO+I+Z555JgqFAm688cbqtkceeQSPPPLIoPu/853vxOLFi0d9H4LBIK677jqcfvrpeOihhwAAtm3j9ttvH3R/v9+PM888c1zBAFE7cxyBbWv5FMs38YMxti34UWMeiGgU+M9TJvRmiEZFRFAqaR1UxwGMVQsAfD4Dn6/xPHUeyzLo6hL09xsk4hoQpNNAIiEt/yF4r70MLrlAcOnXgXy+tv2RR7VJ8TlflZYccLcsg2Sy/FxngFhMkBKDREIQCrXe/SUiImoFIrVB//qT6+nkBs8DPEF1cB/QQN51dbvnAo5bu4xd0h1zecBnAJ9fywRVAgFOliGi8WI4QAB0RcIFF1yAI488Etdffz0ef/zxQfdbsGABTjvtNJxwwgljvo0ZM2bgF7/4BX75y1/iV7/6FV566aVB78ehhx6KL3/5y1i4cOGYb4NousjlywFBaeua1RPh5j8DAyt7ffhkYMYMHlzS1PE8XSVQKNRWCcTiQChoAKOrBcLhySmpRe3HmPYOCC6+QHDp4saA4NHHgCu/AZx7dmsGBMboc53JANkMIDEBYOB5gkik9e4vERHRZBg44C9S++p6gAz42ZCXlbqAoBIYeGgICozRQX+fDwgGtXSmz6cr+MCJ4UQ0CVhWiAb1wgsv4Omnn8bGjRvhui56e3sxf/587LnnnhNy/SKCp556CmvWrMHGjRsRDofR29uLRYsWobe3d0JuA2BZIWpPrivYsgXIZnU2dXf3xC5re22T4PNf0lnaFbvPA75xJWdlbzMu6RwTxxEUyqWDAA0BQiFdBu3zaSDAskE0FBGtgV8qCVIZQFwgmWzi+9cY/v5XrtKAIJdr3H7AIuDcs9HSM/KzWQ3zIhEgEjGIRIBYrHXv71CavXSbZYU6Bz8X0Ej4GmkOz5OtBviH/QoMOijfcD2VfetXC0CDgIGXNUZXyfosLQlkWZUVAPq14XMfP2PQcPj6mDAsK0Q0iF122QW77LLLpF2/MQYLFy7k6gCiQeTz5RnVJSASnvh/TDf+qjEYMAb47KcZDNDks21BvgA4tn4oitSFAMGQnucqARpJ/QqCZFyQStdWELT6+9ieC7TE0CUDAoLHnwCuuBo472utW7InFjOwLEE+Xyl9qSsI4vGp/QBFREQ0GBGp1uyvzup3G2fsDzV2OnCgX7cBkNrlpTzgL5XVAQOvywCW0UF+Y4CABViBWgBQOfF/JhG1GoYDREQtxPN0RnVl8D4UmtjrX7lKcPe9jduOewuwxx48SKXJUeknUCjoBzSrrnSQMbpKIBxmOEVjY4zWw+9PGSQT7RUQLFhgcMmFgksubwwInngS+PpVwPnntG5AEIkYGCPI5QDXk/KsSv1dcLCDiIgmW30A4JZr87vu4AP/1Ya/MmCgvzLYX7d9UOXB/spMf8vSmv9WoLzN1A/4c8UrEbUvhgNERC2kUADE09nVoeDEHmR6nuCGnzVui0a11wDRRBMRFAoadHkeEAjo6y0QqJUOCk/CyhjqHJZl0JWs9SBIpbVxbjIhLf8BfcF8g8suElx8OZDN1rY/+RSw+ErggnNbNyAIh3UFQSZbC2T6+vV30erPOxERtQ/H0SDAcdAQCFRUmvhWGv26dSV9xBtwZQMG+n2+2vnK4H7le4Az/ImoszAcICJqESJarqFQBCA6cDqR7rkPWPVM47YPvA/o6uKBL02chibDAIIBfS37/QZ+v9Yrb9VBT2o/llVeQVAXEGQyOmDd6h/q99jD4NKLdAVBJlPb/tS/NSA4/xxBONyajyEYNEgYbVTcnwYSMUFfn/4uWr05NBERtRYRgeOgdqqEAOUZ/a4rcD3ArYQEXuPPgcba/cHAwBn9nNVPRDQchgNERC2iWNTlrcUiEAxObJmVQkFw468at20/F/iPd0zYTVCHc93ySoFyk+FwSMti+XwGwaCGAuwnQJPB56sFBNUSQxkgEW+DgGB3DQguvmzrgODyK4ALz2vdgCAQ0Oc9nQZSaX2++/t1G//WiYhoKI5TCwNsRwf9gVrJIMfVbQNDAhht4lsJAHy+WiPfVv9/T0TUyqxm3wEiIlL5PFAsCTx34nsN/PEmYNPmxm2nfIKDtTR+jiPIZAT9/ag20e7uAqJRg2jUoLsbSCYNX2s0qfx+g64uwB8wiMd1wKG+XE8r232ewWUXAYl44/anl2lAkM8PVQy5+Xw+g0RCSzOk0vo/rD8FFIute5+JiGjqaO8pQS4n6O8XbNok6OvTQDyTEWSzeupLCbb0AakUkMtqaOCz9LgyHge6uoAZPQZdXQbxuEEkYhAMGvh8hsEAEdE4MRwgImoBpZLOlCkUAL9/YgftN74quOmWxm2LFgKHHDxhN0EdyLYFqbQgldIPcJEo0NMNRKIGsZhBTw+QSBiWGKEp4/cbdCW15E0sBpRKQC7XHoPU8+YZXHrx4AHBJZcDmWzrPg5duaH/uzIZDQbS6fZ57omIaOJUwoBsVtDXJ9i0WQf8MxlBNqchQSol2LxFGoIAvw+IRoBEAujpAboHCQGIiCaD42h55/qeJp2GZYWIiFpAPl9uuuXo7JiJdOOvdJCswrKAT57K5be0bYpF7SngOIDlB2JxIBQ0MEZLB4XDrOtKzRMIaO8BiIEXFeRzgGW1bmmeevN2M7jsEsFFl2qj34qVq4CLLgEuuVCQTLbm4zBGn/dsDshmAC8iAAw8TxCPt+Z9JiKiiWHbAtvWzxtOuQyQ5wlsB3BswHYBr1w6yBgNkyNh/er38zMJEdXU9yAplTQ8tO3aqVjU7fVfi6Wtt434s7rvK6FANAJ88AOC/zyl896TGA4QETWZ4+gBdb6gA/fB4MT9M1q+QnDv/Y3b3n4csPNOnfcPj7adSK3JsOfpB7l4AggGDCyrFgrwwx21glBIB6UBA/EEuXJAMJHvrZNlt10NLr9YexD0p2rbV68BLrgYuPQiQU9Paz4OYwziMSBvVWZfCUT0A1cyyfcHIqLpwnVrYYBta8+0hjDAAbzyYJvlK6+KDulXrgCgVlUZlK68rkuVAemSfu+6+jnI8/Q1r6/78lcBxKtt8wQwqGuMbWmZLGsMJ5+vdhmfT/+WLKvWd8OyAN8YR3Q9r9zXo9zcu9rfo67HR+Vn7iDbnMr3TmNvEGfAAH715OjzV/m+VKrtW7LL7xd1z3Xl+W+WXB74+S+BE44XzJrZWe9VDAeIiJqsMohi25pWTxTPE/z0543bYjHg5A9M3G3Q9Oa6GgpUmmUHgkA8rOVbfH59vQaDHPSj1hOJGIhoQOB6gkwWSJj2aJS7664Giy/TFQRbttS2v/gScP5FwKUXC7ab1bqPIxIxsCxdReClgXhc0NenjYo5KERE1J5sW1CqDJI6tW2O07itGgaEGQbQ1HJdQSajZaz6U7Wv6bQO+uZzjV8r3+cLOgGqmYPS205gWVsaAoXKV2MGDPaXww0anjEa9HQahgNERE3keVJd0gZMbCPiB5YAzzzbuO3kD6Bly1JQ63AcQaFYO0gOh/S16fMZBAK6UqAdZmFTZ4tGTXX2eiqt9fDbZYB6px0NrigHBK++Vtv+yjoNCC6/WNDb27qPIxTSgCCT0ec+URcQtENAQ0TU6bR3AKqnyuqAUt2sYIgOpAUCQDjGMIAmh20LNm8GNm1G9eumzcDmTcCWPqC/X0OATEZfp52mspqBxi8cBj7wPmBWC0/CmSwMB4iImqhQAMTTgdhwaOJmYNu24Mb/aty2/fbAO942IVdP01SpJCgUdIaJsbQebKVcUDCkKwXYYJjaSTwOeJ7Ww0+ldfZYMilt0Rdj7lyDr1+uAcH69bXtGzcC510IXHaJYIftW/dxBAIaBqQz+qE9ERf0p/R3EQq17v0mIupUnie1mt7lwf9K+dP61QE+X61nAANfGq98XrBhox7fbNwI/f5V/b7S0JoI0PecYBAIBYFgefJaKDhg2wg/C4XK2+p/HgKKNtCVBGbO6Mz3NIYDRERNIqJ1mQtFADKxqwb+9g9gw4bGbR/7MAd2aWueVysd5Hlau7K+yXC4HBBwJhi1I2N0gLqv35QHp3VmWSIhbVEOa/Z2tRUEa1+ubd+0uVxi6CLBLju37uPw+QySCS3rlM4A0ag2i3ZdQTTauvebiKhTDBYIVBsM2+XeAQYI+HV1QCCAtgjYqXW4ruDV14B164D1G7BVEJBON/seDq+yOsbvL/cPMOW+AEYnUxkz+PcQwK3rUVCZ4T/Sqdksq7IKCPD79LNh/fd+X/l8eXvl+2BQn6fKKRgA/AF97wgG9Wug8jUw4PtBTsHyV3/luvyT+96TSgva4KPBpGE4QETUJJUlusWi/uObqMHXXE7wuz80bttzAXDoGybk6mmasG2pfRCEHnSFK/0EfLVQoB0GUImGY4wOUPd7+jWVBrJZXVXQDmbM0B4El1wGPP9CbXtfnzYpvuRCwe7zWvfv1LI0mMnmgFwW8FztBeE4gkSC7zFERFOtUjJoYCBQ6SkgXnlANAgEI/o5he/VNBwRwZY+4JVXyqd1tdP69boqeSpFozoLPJkEEgntuxeN6PZIRL+PRGvbwuHGwe1goHZe6/dPzetfRLYKCyq9AqpfvfrmyAbRaAKuK+hPZeC50tA4uX4Qv2Fwv26Qv+F7H8O/TsVwgIioSXJ5oGQLPBeIRSfuev9089bLLz/xMR7UU7lWbElXq3iuNo2LhHXVimUZBIOVg2O+Vmh68flqKwhiMUE2o0Fqu8xe7+4yuPwSwaWLgWefq21Pp4ELLwEuvkCw54LWfSzGGMRjQN7SFXOuK4jHAdcz6O5qj1UcRETtrBoIlHsIDBYIWFb9oCjfl2lrmYzUBv4rQcB6/VooTO5tB4PAzBnAjBnlrzOBGT1Ad3ctCOgqhwHt+vo1xlQH6Ud5AXQldef+lAE6sOcCTQyGA0RETWDbAtcBCnn95z9RBzCbNwtu/nPjttcfAuyzd3seINHEGLhKIBDQWTLBAEsHUefw+3UGO8TAi+ggtc/XPvXvEwmDSy8SLL4SWL6itj2XAy6+DLjgXMF++7b2Y4lEDHy+cpmhtH6Qdxx9TyIioonnONpPqljUFcuOUwsJGAjQYHI5DQDWlUOAdeuAdev1+8ksAdTTA8zeDuidDcyerd9vt10tDIjFONmNaLIwHCAiaoJ8Xg/OHUcPdCbKb35Xng1UZlnAxz4ycdffKjyvcclkpZajSHnChFatAMpfjKnVh6zWibSmdpnoVKt8+CuV9PkZuErA79dltcHg9H0OiAYKhQw8T98gXFdL3ViWtM2ASCxmcNH5giuuBp76d217oQBc9nXg3LMFBx7Q2o8lGDQIO1INK4mIaGK5bq2flOvq+VJJG256Tq1kUIiBQMfK5wXr1tcFAHXf9/dPzm3GYsDcOTrw3zu7FgL0zgZmzULbTNYgmo4YDhARTbHqAXpRD86DwYm53pfWCu74Z+O2Y98M7LRj+x9o2bYGKY5Tq7FYZXTg20ItBED9Qy43gxIAUl42Xc8YqS7f9LV5vcXqa6tUayAXCmog4PfXVglUzhN1okhEgwHAIJUSZDJAMilts3ImEjG44FzB1d8EHn2str1UAr5+FXDmGYLDD22Px0JERBOjUjaoUABsu3zeBoqFcr13U14hEGcPgU5RLIoO+K8fsApgHbClb3JuMxgEtp9bPm1fPs3Rr+wzRNS6GA4QEU2xQkFnvhdLOpN7og6SbvxV46B5MAh86AMTctVTTkRg21oGxy43bobRZknBoDZO8o1j5r/rlps9iQ6iOy5guzqoXqnVaFlSbeJUaeTUioGB45Sfq5IGJzD6oS8SAULl3gHBckDAVQJEKh431br3qTSQzgDJhLTk3/hgQiGDc88WXPtt4MGHatsdB/jmt4DP/R/BW45tj8dCRETbbmDZoIZSkqLHsLGYHhu2y/84Gr1CQbB+fXnm//raCoB164BNmyfnNi0LmNNbFwCUv86dq+V/+Dojaj8MB4iIppBI7QAe0AHbibBsueChpY3bTng3MGNGex2ceZ5+oCkU9AOO5dOZ7n5/bdmzMagO2uuAfWO5oIFj3yK10MR1K+dNeZl1bVuF4whcD3DLKxXyBTQEBpXbbVZgUAlOKifPQzUQCEd0VpgxWjYoFKqVESKiRskk0NdnEI8JUmkgkwUS8fZpjhsIGHzlTMF3vw/ce19tu+cB3/8hkM0JTnh3ezwWIiIaPZHa8bLj1I6fKytHLUsnIAWD7Cc1HWSzglfWuXjmWcG6dVLtAbBuPbBly+TcpmUB283SAf/t5+rXyvezt+MKZKLphuEAEdEUqgx6F4p6wD4Rg7Yigl/+qnFbMgmcdMK4r3rKeJ42By2W+yXUl8JBufRSwK8D4GM9GK2EBoAO6A91+5WgwHGMljByUQ0F6gMD26nNxgLKKwz8QMCvwYHrCnzWmJ+CIYnUSirZ5a8QwJQbyAXKz40xBj5/7bnjh0Gi4RljkEwK+vq0UXE6o819J7IPzGTz+w3O+KIgGgH+9o/Gn/3sF0AmI/jwyVwxREQ0HVRWCRSKAAQo2YJiQY8PAT0uDEXZR6Adua5gw0bgpZeAtS8Da9dWAgBBf3/fpNymMcCsmYMHAL2z+Toi6iQMB4iIplChABRLAvGA8AStGlj6CLBiZeO2D7wPiEZb/4CuspIiX9Dz9Q1zgyEd6J6KUjiWZWBZGj7UcxwNDWx7+MDAdYF8QX+v6QwAiDY8rpY+alzhUO2NUH0e9Gt9g2XPK/dY8FBtsBwoNxEO+GshSSCgzxFnhxGNnc+nAUF/yiAaFeSygM8nCIfb52/J5zP4zKe1RNL//KnxZ7//HyCTAT71yfYpmURERDWVXgL5fKX3Vrm3QFH7aPl8QDQycZOOaHLZtuCVdcBLazUAqHx9+ZXyBKBJMHNmbfB/+zl1AUAvEAzyNUNEDAeIiKZMqaQDzYVCpY79+A/GPE/w6980buudDbztreO+6kln24JsTpc/h0I66G35DCJhLSXUCgPdfn+tPE+F41Rm8tcFBjDoSlpwPR3ld1x9XK6rqwy8ygD/aJWbLPt9QDDUGAZUQozgFAUnRNNdIKClhSAGnivI5TQgaKcZc8YYfOwjQCy29Uqyv/4NyGaBL31BWAaAiKhNuG55lUB51XF1lYCN6qraUJCzu1uViGDjq8Ca54E1a4DnX9AgYP36xh5xE2XmTGDunLpTZSXAHO1TREQ0HIYDRERTRGf8CFwHiMcn5jrvf0APNuud/MHW/qAgoiWECgVtLJxM6sB3OAxEo60/66kSGNRz3UqDUwO7ZBpn/JeJaDgEaCNkGRAWWKZ+hUHtOaj0NwgE9NQKoQnRdBMOa4NiwMBxBJkMkExK2/29vedEDTp++P8a32PuuU9LJn31LOEgARFRCyuVNBQolcq9BEraq8xzdeJINMpVAq3GtgUvvqQhwJrn9bPZmuf1/+5EMQaYNWvA4H/5a+9sBgBEND4MB4iIpoDjaBPZQkEHfydiCafjCP7rt43bdt4JOOqN477qSeO6OujmerpSIBLRgfZ4vL0bW2m4offftk11UM51pVoiyHVNtTmyAFutJDB14UCl0XIzGh4TdapYTAOCRALoT2mJsGSi/crxHPdWg1hM8O3vNZYoWPoocNnXgfPPkbYoO0dE1Cm0zKYgl9dJRI5TazAMsJdAK3FdwcuvAM88AzzznH59/gVUJwCNVzIJ7LQjsOMOwA7bA3O3N1iwRwJz5ljIF1Jbzy4iIpoADAeIiKZAoaCzf0q21tWfCP+8UxtV1fvwh1p3ZrltazBgLCCZAPwBg2ikPXojbCufz8Dna/a9IKLRSiQA19MGxf0pIJMFEnFpu/JdRxxuEIkIrrpGZ59WPL0MuOAS4OLzBV1d7fWYiIimG88TZLMaCqQzQLGopYMcRyeJ1PfiouZ4bZNg1SrgmWf19Oxz+rluvGbO1ABgp52AnXYAdtxRQ4FkcsDv2hh0JfXDRH4CbpeIaDAMB4iIJpnnCQpFXRIMNNav31alkuC/f9+4bf4ewBsOGf91T4Z8XksJBQK1VQKJRHuvFiCi6ccYg2RC0OdqQJDOaFmAWKzZ92zsDjrQ4NKLBJdf0VjaYPVq4LwLgUsuEmw3i+/BRERTzXH0uLhkGyTiHgoFoL9fVw34/fo/h32lpp6IYO1aYNlyYNkK/frqq+O7zkQc2HVXYLddgV121jBgxx2m9+QoImo/DAeIiCZZoQCIJ8gXtHHYRMz++evfgE2bG7d99MOt+SEikxWUirUyQsGgzs5txftKROTzGSSTgv6UQTQqyGW1QXGldFg72Xsvg69fJrh0MdDXV9v+8ivAuRcAl14o2GGH9ntcRETtqL6fgOsKSiVdWSuelpKMRlg6aCo5juC51cDy5RoELF8JpNPbfn1z52gIUAkDdt0VmDWTn3mIqPUxHCAimmSFAlCyAQgQnoCSQrmc4A9/bNy2/37AooWtdeApomWEbBuIxoBwyCAa5UwZImp9gYA29oUYuI4gl9OAoB0HbXbb1eCKywUXX9Y4A/K114BzLwQuOFewYH77PS4ionZRLApyeVT7CeQLenwMAyQSBuEwkMmarfpR0cTyPMGLLwJPPgU88ZSW2tvWEkHbzdJV23vsoV93n8fPOETUvhgOEBFNomJRG9LmC4A/MDH9AP78l61ntXz0w+O+2gklIkinAccFYnEgFDJIlL8SEbWDcFgbFAOm2kw9mZSW7esynO3nGly1WHDx5cDatbXtqRRw4SXA2WcJDj6o/R4XEVGrEtGmwvm8Nqst2YJCvrGfQDgCxGJ8751MGzYKnnwKePJJ4Ml/A/39Y7+OWAxYMB/YY3dg/nxg/u5ATw9/b0Q0fTAcICKaRPm8Lhf2HCCWGP/1pVKCm25p3Pb6Q4A9F7TOAWp9MJCIA4GgQTIBBIOtcx+JiEYjFtNgIB4HUmkgnQGSCWnL5pAzZxpccZngsq9rQ8WKYhG44mrgC58VvOmY9ntcREStRET7CRQKgOcBxZKuFPAcLR3U0E+A5WYmXKEgeOrfwCOPAY8/AaxfP/brmDUL2GcvYO+9gX321kbB7fh/n4hotBgOEBFNEscROA5QKAKWb2JqiP7xJg0cKowBPnzyuK92wgwMBoJBg64uNh4movaVSACuq2WGUmkgkwWSExD2NkMyaXD5JYKrv6mDJhWuC3z3+8CWPsFJJ7A+MhHRWHme9hPI5/X7YqkcELi6ejiWYD+ByfLKOsGjj2og8O+nyyWbxmCnHTUE2GdvDQRmb8ffExF1FoYDRESTRJcRC+wSEI2O//q2bBH8722N2456I7DrLq1xACsiSGcYDBDR9GKMNiju6zOIx7W8UDYrbVsKIhIxOP8cwfevB+6+t/Fnv/wVsGULcOon2nN1BBHRVPM8XSmQLwDiCQpFDQXEAwIBIBZlKDDRSiXB08uARx7V07oxrg6YPRtYtD+waCGw335Adxd/P0TU2RgOEBFNgsqMoWJRZ/eHQuO/zv/5E1Aq1c5bFnDyB8d/vRMlk9E6qgwGiGi68fk0IOhPGUSjglxWGxSHw+35HhcIGJz+RUF3N3Dznxt/9ue/AH19wJe+0J4NmImIpoLrlssHFcuhQEEDAggQDGlPgXbsUdOqMhnBI48C/3oIePTxsTUSTiaB/ffTQGDhQmBOL38vRET1GA4QEU2CQt3soXBo/CUaXtskuO3vjduOfRMwd05rHNxmswLb1ubDgaBBMslggIiml0BASwtBDFxHkMtpQBBo034qlmVw6ieAnh7Bz3/Z+LN77wf6U8A5XxVEo+35+IiIJkN9KOC55abD5YHqUBAIMxSYMK++JnjoYeChh7VckOuO7nKWBey9F3DwgcABi4Bdd2XPACKi4TAcICKaYNVGZEUAMjGrBv7wPzorv8LvB97/vvFf70TI5/WDUTQGhMrNhznblIimo3BYGxQDBp6nJYYSSWn23RqXE4836OkWfO8HjQMvTz4FXHAxcNH5gu5uvqcTUWdzXQ2FiyUNBQqF8rE+dCJQKMRQYCK89JJgyb90hcBzq0d/uZ5u4KADgYMP0tUB8TYt/UdE1AwMB4iIJlixCIjo10Bg/B8UNmwU3P7Pxm1vPbY1mmUVixqERCJAOGSQSGhJISKi6SoW04AgHgf600AqDSTi0tbvfUcfpWWTrv5mY6mG1WuAr50PXHKBYO7c9n18RETbqrpSoFBrOlwfCoTDnJU+Xi+9JLh/CXD/A8BLa0d3GWOABfM1DDj4IGC3Xfl7aFUiQ0+iGO/qeiKaGAwHiIgmWL4AlGyB52oTsvH63R8aVw0EAsD73jP+6x0vxxFkc0AwqA0uo1EgFOIBHhFNf4kE4HkGXQldPZBOCxKJZt+r8TnwAIPFlwguv0JLClVs2ACccwFw4XmCPXbnezwRdQbP05UClfJB9aFAJKwrBTgYve1efElw/wPAA0tGHwgEAtpE+A2vBw45GFzVNkU8T+B5gOfpBLjqV9HG2yLlEwAM+H5k5Z0MYKChz8Dvrbqvpu5kWQO/5+uBaFsxHCAimkClksB1gEIe8PnGX15n3TrBnXc1bnv7ccDMmc09+HFdHRDz+YBYTD8gsS41EXUKYwy6ugTptNEPpj4glRK4niA8AaXkmmWPPQyu+rrgksUaClT092uJoa99RXDgAXyvJ6Lpy/N0pUC+wFBgom1LIBCPA687SAOBAxbphCSaWCI6+O+65VM5CKicthrkrxuYtwxgLMBXN2hf2QcYsG3Q29aTnmncVjl5HuCVf+55jfs23i+pBgiWpffLqr+vVv33fB0R1WM4QEQ0gQoFnVHvODpoPl6//X3dQRD0A8l7Txr/9Y6HiAYDAiAZLzfpjDf3PhERTTVjDBIJQTZrEApZyBoPG1/VwaR2DkvnzjW4arGuIFi9pra9UAAuvwL47KcFb31L+z4+IqLBVHqG5fO18kGVRsMsH7TtXn5ZcM99YwsEZs4ADn2DnvbeC/D7+bxPFNeVWgjgAo4LePWNng1g+QCfBQQD5QF2S88bM3y53PpZ/dVwoO5nA1VCgfpVBgNXIQylEmhUVzBUVjTUrXBwXcAuf791wLF1kOAbsBKBQQJ1EoYDREQTxHEEpZIOoFiWltsZj5fWCu65t3HbO9/e/CW0uZzOKEkm9GA9meQyTiLqTBoQGPj9AGAhkgHyOcATQSzavu+NPT0Giy8VXHWNNiau8DzgBz/SXjgf+VD7Pj4iogoRDQJyuXIoUNSAAABCQe2rxcHBsdm8WXDv/cA9946+qfDMGcBhhwFHHAbsuYDP+UTwPJ2w5rqA7QCuUzdL3wB+HxDwA1ZIv/f5BjzvRrf5rNpgef0s/MbSPhP/+xKRQVcR6FdTfowaDnhu488Huy7XrYUJlRURlW2OC9j2yEFCZTVC5bEDjeWNWOaI2hXDASKiCVJpVFayddnxeA8Ifvu7xoObcBg46YRx3slxKhYFxSIQjQH+gAYDPHgnok4Xj1uwLEEkZWBZgmxWP3gm4tK2Hw6jUYMLzxN87wfAvfc1/uwPfwQ2bgS++HkZd/k8IqJmKRa1r4DrAsWSfi8eEAzpsfxws6SpUTYrWPIgcM99wFP/HnyAdiAGAhOrsnq9cqquPjcaAoTDuipAg4Da1H5fORioBAQaEjT/92GMGbYk0XAG9klwXaNfK6sL6gKFoS47MEioBhHlMkcyVJhQJY2hQV2wMFTfBIDBAjUHwwEioglQmWlULNckDY2z5vTzz2tNznrv/g8gmWzegUJ9A+JwyCAe4zJfIqKKaNQgmQBSMDBGy6+lUkA8Lm07wBQIGHz5S4LZ2wH/86fGn91zH7BpM3DOVwWJRHs+PiLqTKVyEOA4GgrkC4DnaMPbaIKhwGiVSoJHHgXuvhd45FGdeT0SBgITx3EEtl0LA0RQHewPBgGfvzEIMAbw+2snn2/6fpazLFMdbB9JfZCgp62DhMrXwYKAygqHShhTKXMkAxo2NwQLQ5U7qhhmtULDV5/ef/4d0XgxHCAimgCFAiCefrgIBcd/oPub3zWej0aBE949rqscFxFBJqsHIJUGxOEwD0KIiOqFQgZdRpBKGVgJQToDpNNAItG+AYFlGXzsI8Ds2YL/++PGPjhPLwPOvQC48DxBb297Pj4i6hyOoyu7bBuwbUEur6VW/H4glgBXQo2C6wqeXqaBwJIHtRzTSLq7gTceDhxxOAOB8XBdgV3S1QHVEjjl8kDhsIYBAX951nmlbFCgPgzg8z6YsQQJDb0O6kocNZQ9QmOYMFSpo4qBKxXqQ4Xqyoe68w2BgtFeV4AgkxVYRkZoxMy/PxocwwEionGq1CotlgCIHpyNx7PPCf71UOO2E94NxOPN+0eezenBSDKh5YTYgJiIaHCBgEFXlwYEyYQgna2tIGjngae3vdVg1kzBNd/SQLxi7cvA2ecBF5wrmL9H+z4+Ipq+XFdXChSLGhDkC4Bd0pnTCYYCIxIRrF6jgcB99wObN498mUhEGwof9UZg4f4cmN4WIroyIJPVUKC/H4BoCBAO1wb9K+V3KkFAMKivbZammXjGGPh823ZZz5PGEKH61QyybfhQoRIoAEAiYRqaS3vlMMFxBwkTAADSuALBqvWVqA8TGCJ0FoYDRETjVCzqP95CQQ/Kxnvw+5v/bjyfiGtJoWYpFgWluj4DiTgPNomIhuP3G3R3C/pTBl2WIJ0G0hkgFhWEQu37/nnwQQZXXC5YfGXj4FB/P3D+RcBZZwje8Pr2fXxENL14niCfh5YNcvX7YlEHvnQlLN+vhrNuveCee7XvzNqXR97f7wcOOhA46kjgkIP5/G4L19VAoFQuFwQAPp8gGATi8drKgEoYUDlN1/JA08m2DrY3rCwYsFrBE4N43MDztK+CO0gYUFntUN8zYdBmzN7AW5ZBVh1sfeK4wPTAcICIaJzyBa1X6rlALDq+61qxUmt31jvpBK1l3Qyuq30GAuU+A4k4Dz6JiEbDsgy6uwTptH6Iz2QqjYoFkUj7vo/O283g6isEl18BvPhibXupBFx1DfDJUwXvemf7Pj4ian8i5VAgX+4LVtDjdQOd0R4Oc0BrKH39gvvu10Bg5arRXWbffYCjjwQOOxTsQbMNbLsWCHguqiWBIhEgGABm9Fg6OGsMAgFdGcDPY51juLJHxhh0d1vV/TQ4aAwTPM80Nmf2hm7G7LpS26cuRPA8wHYGX4lgjAwZHDBAaB8MB4iIxqFUErgOUCzobJnxLkseuGqgqwt45zvGdZXjks3qTIF4DAiGOAOIiGgsjDFIJjUYAAzyeR2wcj1BLNq+H5a2m2Vw5eWCb1wLPPFkbbsI8JOfAhs3Ck75OJekE9HUKxS0hJDrCgpFDQgAIBzSUIDvS1vL5wUPPgTcc6++p3tbzSDe2q67aiDwxiP0fwKNXqVcUKlU6x1gLF0VECgHAsbogHAoZNDVZRAM6ufM4WrXEwFj66FQDQPc2oqEyvdDhQgiooFBZSVDXTNn2wW8cqnlxvs0UoDA95BmYzhARDQO+bzWLnUcjLsO/9PLpGGQBQDee2LzGv/m8/q4EgktlZRgnwEiom0SjxtYlgYElq+yggCIx6RtPxDFYgYXnie4/v8C/7yz8We33ApsfBX48pfau4wSEbWPYrESCuiK3nxeB7aCISASZs37gWxb8NjjGgg8tFQHqkcye7b2EDjqSGDnnfh8joXn1QUCDgABrHLvgPqyQJWeAZXVAcYY/h+lSVN5X/QPMzLcUJaobiVCJTyobB94mYEBQmUFwqC9EIxU+x5UTj4fw4OpxHCAiGgbOY4e5OUL+k8rGNz2f1oigv/6beO2GTOAtx03zju5jSrN2vSA1SCRaN8ZrkRErSAaNfD5BMgYWEaQzgCpNJCIS9sOWvn9Bl/8nKB39tYr3x78l/YhOO8cwYye9nx8RNT6SiUNBRwHKNmCXB7wHB1wjcdYfqWe6wqWLddA4IEHdYXwSJJJ4IjDdJXAnnvy88BYNPQPsHWbz69hlTYNNoDR70NBfc1yEJRaTaUJ80iNmF1XxhQgeF5dgFC3z2Dli+pLF1VCg/rwgO9L48dwgIhoG+Xy5YO+EhAdZ6+BJ58Cnl7WuO19JzWnjI+Izmq1yrUuI5Hxl0siIiJ9T7csQSplkEwIMlkglQLicWnb91ljDD74fmD2bMEPflhroAgAzz4HfPUc4PxzBPN2a8/HR0StybY1FLBt/V5X8+oM2FiCx64VIoLnVgP33Afcd39jM/mhhELAGw4BjjoKOGAhA5axcF1BqaQrBNy6/gHRmJYLqpR8qawOCAQ4sEnTg89nhg0QqqsJ6gKE+vMDmykPFh64brk3x4B9q2WLfKiuQKiFB/z7Gg2GA0RE28B1BaUiUChoTf5QaNuva7BVA7NmAW99y/ju47bSethAMgH4A2bcwQcREdUEAgbd3RoQWJauIEhngFi0vUvwvOlog5kzBFddA+Ryte2bNgHnXQicebrg9Ye07+MjotbgOBoKlErlla55DQgsn5b4HM9K3unk5VcE996nocArr4y8v88HHLBISwa94ZDmlTVtR4MFAgE/EK7rH+Dz1QcCfG6p8xhjhi1fBDSuPnDdWnhQ+Tpw30rjZCmXK3Ldcom0QVYdVFY/NK5A4N9iBcMBIqJtkM9rml0s6dLQ8cz4eOQxYOWqxm0feG9zDhwdR1Ao6GoBf0D7DHA2CxHRxPL5DLq6BOm0gTG6Wkv7EAgikfZ9z124v8E3rhRcfgWwYUNte6EAXPkN4BMfFZxwfPPuHxG1r61CgQJgl3SQJxZrzmrbVrNpk+C+B7Rs0HOrR3eZffbWPgKHHwYkk3wOR8txyoGArbOaYXQVQEMg4NdyQZX+AUQ0vJFWH7iu1AUGplq2qNJEucLzpKGskevq97ajQUJFfXDguVr2q1N18EMnIto2nicoFIFiUc+Pd9XAbwasGujtBd78pm2/zvHcl0xWm2NFIgbRCA9kiYgmi2UZJJOCTMbAGG0Cny+Xq4vF2jeY3XEHg2uu1BUEy5bXtosAP78RWPsK8PGPNO/+EVF7GRgKFAr6fSUUCAbb9/1yImzeLFjyL+CBJfqeWz9ANpRdd9VA4MgjgO2269znbqxsu9ZU2POg/QICQKAuEBjYUJiIJs5w4UE1EHCHX3VQKW80MDjwBBihrcK0xnCAiGiMCgVAvHLD3tD4lqP96+GtZ/Z88P3NOZgsFPQfZzJRbpYVmfK7QETUUYzRhu8+nwAwsHy6isAt9yFo10bFyaTBpRcJrv+/wJ13Nf7s9ju0xMXnPgN0dzXl7hFRG6gPBVxXw9NKKBCN6uScTg0FXtskWPKgBgIrVo4uEOidrSWDjnwjsPNOnfm8jZVIraGwXdLn2VjlQCAIBMurvP1+fT1WmwwT0ZSr9PMYrHRRNRAoBwe1EGHrckWd2uCY4QAR0RiI6IeTQgGAjG/VgOdtvWpg++2Bo48c113cJpWarZHyagGWEyIimjrRqNGAIGPgq/QhSGtA0K4zDwMBgy99XrDjDsCNv2782bLlwOVXABedL+jqas/HR0STY6iVAsZ0dijw6qsaCNy/ZOtypEPp6gLeeLiGAgvmd+bzNlauK3Acfc3ZDgDRfhahkJYNqpR9DQRqgQDrlhO1tsqqnpGCA8/Tv+1OxHCAiGgMKr0GCkUgGBrf7JAHHgReeLFx28kfaM6Mk2y5nFA4rB+82nUwioioXYVCGhCkUgZdSQ0IUun2blRsjMF7TwK2nyv49vfKTeLKNmwALrwE+OVPBd3d7fn4iGji2LaGArbd2FOgk0OBDRsFS5boZ4ZVz4zuMpEIcNihWjZo//04k300bLsWCLiubvP5ta9cIFD+XFQuIVQJCRgIEE0PwwUHnaTDHz4R0ehVVw0UtZFNJLzt1+W6gt/+rnHbzjvp7J6pls9rWp5M6sEvywkRETWH32/Q3a0BQTKhfWCmQ6Piww412G47wdevArZsqW3fvBl4aClw3Fuad9+IqLlKJQ0FHGfrRsOdGAqsW18LBJ59bnSXiUSA179OmwofsIjNmUdSWR1g23oSrexXbSgc8OvgvzG1/gGd3tuCiKY3hgNERKNUKOjBY6Ew/pqS994PrF3buO3kD079LBTXLfdOCOugVJzlhIiImsqyDLq6tm5U7DjS1u/Re+xucM1VgiuuAlav0W2WBey0Y3PvFxE1R7EoyOUB19GZ24WCDtR2Yiiwdq2Lv90ueOABqb4/jiQaBd5wSC0QqJS7oa15Xl0Y4GgTUkBXB+hnoNrz5/MDITYUJqIOw3CAiGgUaqsGBOLpgeS2cl3Bfw9YNbDbrsChrx/XXdwm2Zwu145E9DHxgwURUfMN1ai4PwUk2rhR8ayZBldcLvjTzcBzq4G3HKuhARF1BhENAbRMJ1CyBYW8rhqwfEAs1jkztNe+LHjgQeDBf6WwerU7qsvE4xoIHHYYsGh/HrcPpRIGVAKBSqkgy6erAvwDVgdoc2H2DyCizsVwgIhoFIpF/RBTKNTVntxGd94FrFvfuO1DJ0/9wWixKHBsIJ7QVRCx2JTePBERjSAaNfD7Bem0NirOZIFUShsVt+ugUDhscMK7BSUb6GYzYqKO4LoaClRW4RZLunLVcwCfTwe9g8Hp/37w0kuC+8slg158EQAEwPDBQCKhE4gOP0x7CHA2+9aqZYLKgUBlZYCxNAQIhfVrJVj3+zUIqG8wTETUyRgOEBGNQERroRZLAs8FYtFtvy7bFvz3Hxq3zd8DOOTg8d3HsfI8fUw6U4blhIiIWlUwqGWG0mkDyxJkMkA6DUSjgnCY79tE1LocR0sHlYq1VQOV3l3+ABBLTO/BWRHBCy8CSx4E7l+ydUnRoXQlgUPfoIHAvvswEKhXWRXguhoGuE65ZwB0ZYDfBwQi+rUSBvj8Gg4EAp2zMoWIaCwYDhARjaCyaiCf1w8y4/kQc8c/gVdfbdz24ZOn/iA1l9e5SrEoEAx1xmwtIqJ25ffX+hBYFpDLlRt4uoJYlAMdRNQ6RASlEsq9UmqrBool/XkwCIRD03fAW0Sw5nkNBB5YArz8yugu192tgcARhwH77D2+3mbThecJXBfVEkGuq5/JAGgD4XLPAJ9fw4DKKmyfX8sE+cuBAEsFERENj+EAEdEwJnLVQKkk+P3/NG7bey9tIjaVbFtQKgLRmH7wiLOcEBFRy7Msg2QSyGa1D4HPr30IXEfLDHEgiYiayXUFxaKGAiLaT6BYbjJsDBAJazAwXd+rXnxJcN/9wH0PAK+MMhDo6QGOOSqEo44MYOeds/BZk3sfW9lIQYDfV379+BtXBRhTKflaCwMYmBMRjQ3DASKiYRQKE7dq4O//ADZtbtw21asGRATZnB5Yh0MG0Shn0xARtZNYTPsQIKN9CNKZ9u9DQETtq1jUUKBUKpcOKpZX3braT2A6Nxl+ZV05ELgfePGl0V1m5gxtKHz4ocBeexn0dOvMo/6UqdXHmebGEgT4rLpVJuXVAv6603QNm4iIphLDASKiIYgI8vnaqoHxzLAvFgV/+FPjtv33A/bfb2oPaCthRzKhB9SRCA+oiYjaTShk4PMJUimDrmStD0EkInxfJ6JJ5zgaCFRKbzqOlg4q2QBEB3ZD0enZT2DDBsH9D+gKgdVrRneZ7WbVAoEF8+sm5kzDwGSg+h4BY1kRUPlZZVWAzzd9S1ERETUbwwEa1IYNG/Dkk09iw4YNyOfz6O3txW677Yb9999/wm5j1apVeOaZZ7BhwwZYloU5c+Zgn332wc477zxht0E0HvWrBvTAdNsPSP/3NqCvr3Hbh08e3/0bK9cV5Au1Oq/x+NTePhERTRy/36C7u9KoWPsQ5PP6Xh+LTc9ZukTUPJ6nvQQKBR3k9TxBsaS9BDwHsKzpWzrotU3lQOB+4JlnR3eZ7bbT/gGHHwbM36Mz3pO3tTQQgwAiouZiONBGstksli1bhieffBJPPvkknnrqKbz88svVn++www745z//Oa7bePLJJ/Hd734XDzzwALzqf/KaXXbZBR/72Mfw0Y9+dJsPcG655Rb85Cc/wcqVKwf9+YEHHojPf/7zOPLII7fp+okmQqXXQKE4/lUDuZzgjwNWDRx4ALD3XlN70JvNlWu+RvTEg24iovZmWQZdXVv3IXBSQIJ9CIhonCrNhYslLRuESi+BovYSgOiAbjQOBIPT6/1myxbBAw9qILB8xeguM3MGcMThwBsPB+bPn96BgEjjigDH1VJSAEYMAgINZYH4mYSIqNkYDrSBn/3sZ/jjH/+IZ599dtAB+4lyww034Fvf+hYcxxlynxdeeAGLFy/GnXfeiW9/+9vo6uoa9fUXi0Wce+65+Mtf/jLsfo899hg+9alP4dRTT8XZZ589rQ+qqHXl8zr7ZSJWDdxyK5DONG6b6lUDpZLAsYFYXA/Oo+NorExERK1lYB+CTBboTwHxmEy7ATsimlyDBQKOU9smHmD5dJVAKDS9elelUoIlD2rJoKeX1c16H0Z3t5YLOuJwYO+9ptfzUc91pWFFgOMC0FwaPl95wD+ydY8ArgggImp9DAfawMMPP4xVq1ZN6m387ne/wze+8Y2GbXvvvTcOPvhgRCIRPPfcc7jnnnuqwcH999+P008/HT/5yU/g94/uZXT++ec3BAPGGBxxxBHYc889Yds2nnrqKTz22GMA9KD0pz/9KSKRCL70pS9N0KMkGh3PE+TyQKGoH4CiiW2/rlRacPOf/z979x0fRZn/Afwz23dTCQmhS5EuCEgHRUXPioJ3iHIK2BARG3qiniKWE5WzUkUp6llAf6h4iB3hBBSQ3pu0AKElpG3f5/fHZCc7m7abrdl83q9XXuxMpjyzmV1m5vs83696Xu9eQJvzo1uEuKREvjA3GiSmmyAiSkDeOgSFhfK/RcVAURFgMglYLPzOJ6LKeTwCTmf5gIB3nsctjz41GOSAQCI94C0qEvjtdzkgsGVrYAGBlBSgbx95hECnjomXRgmQ//7eYICcRkqer9HKD/nNBjkgoNWW3leUBgJ0Ovmeg4EAIqLag8GBWspisaBTp07Yvn07SkpKQtrWrl278PzzzyvTBoMBL730EgYPHqxa7siRIxg3bpwSqFizZg2mTZuGRx55pNp9fPzxx/j667InpI0aNcKsWbPQoUMH1XLeoENhYSEAYObMmejevTsGDBhQ4+MjCpbVCojSUQMGY2gX/Iu/lLfnJUnRHzVgtQIeAaRYSgMERl6oExElIqUOQZEESQKsVvn/MpdLrkOQiA+wiKhmvKMBHA754S8AOJ1yQMDhLE0RI5UVF9bpEqdzSUmJwNr1csqgTZvLjr8qFgvQpzdwcX+g8wWJ9eDbmyLI5QKcpf/6jgrwpgfS68pGRmi1ZamBvMGARDk/iIjqGgYHagGj0YguXbqgc+fO6Ny5My644AK0bt0aGo0Gl19+ecjBgTfffBNOp1OZfuGFF8oFBgCgWbNmeP/993H99dfjzJkzAID3338ft912G7KysirdvtVqxYwZM1THM3/+fLRs2bLcsv3798fMmTMxcuRICCEghMDrr7/O4ABFjbdor80mT5tNNd/W2TyBb5ap513cHzivefQunN1uAZtNrjGg1cmjBoiIKHFJkoTUFMCqk5/s6HTyKIKCAiA5WUCv58MborrIOxLA6QKcDkCI0hRCTnnaUVpDQJIAvQEwmOWHvonywNdmE1j/hxwQ+GNjac2EaphMQO+eQP/+QLcLkTDfn1UFA/Q6+f7H++DfOypArytLD6TTJW76JCKiuojBgVrgjTfeiNi2d+7cieXLlyvTPXv2xJAhQypdPiMjAxMmTMA///lPAPKD/3nz5mHixImVrrNo0SKcPn1amb777rsrDAx49erVCzfccAO++uorAMD27duxfPlyXHbZZYEeFlGNlZQAntIAgSnEUQOf/1/p0OxSGg1w6/AwNDIIxSXy8F+TCbCwCDERUZ1hNsuBASXNUBFQWAiYzQJmM/8vIEpkQgi43SgXDADk0QEulxwMcJf2mNdo5etevT5xHoADgN0usGGjnDJo/R+A3V79OgYD0LOHnDKoe7fEGXHrdpcGh0rPCf9ggG+NNY0G0Ol9AwKJ8R4QEVHFGByo47799lvV9IgRI6pdZ/DgwXjllVdQUFAAAPjuu++qDA4sW1bWdVqr1WL48Oqfjo4YMUIJDnjbyeAARZrLJWC3y2l4JMgP1Gsq96TA9z+q5w26HGjUKHoX13a7XIQ4OUUOcpjNUds1ERHFAb2+NM1QoQSNpizNkNMlkJzEnp9EicLlkoMBLpf88NdbLFbVQ9xnviTJvb+NFm9KmMT5LnA6BTZtlgMCa9ep03tWRq+XAwEX9wd6XASYTLX//fB4yoJALmdpzYDSugAVBQPkwFDinQ9ERFQ9BgfquJ9//ll5rdfrMWjQoGrXMRqNuPTSS7FkyRIAQE5ODnbu3FmufgAAnD17Fps3b1amu3Xrhuzs7Gr30bVrVzRs2BAnTpwAAPzyyy9wu93QarXVrktUU8XFpQECh3zRHMpDk4WfqfOX6nTAzX8LQyMDJIT8AEivBwx6FiEmIqqrNBoJaWlyjm1AglYnjyIoKACSkphmiKg28XjKggDef70P/IHSIIFHHhHgLF3G20NcV0EP8UThcgls3SanDPptrXxNXx2dDujaRU4Z1LsnEqJwu9st15FwuuSAACCPCtHr5VRR+tI0QUrqKAYDiIgIDA7UaQUFBUpxYQDo2LEjjEZjQOt27dpVCQ4AwLp16yoMDmzYsAEej0eZ7tatW8Dt69q1qzKyIT8/H3v37kX79u0DXp8oGA6HPNTWagU0UmijBo7mCPyyQj3v6quArMzoXXj7FiE2GBJnSDQREdWMxeKTZihVrkPANENE8cfjEfB45Af7/j/e1EDetEHeQIB/kECjKR0ZYPDmiE+8z7jbLbBjpxwQWP2b/H1WHY0G6NJZThnUpzeQnFz735eKikjrdYDZIj/812rVNQMMhsQ8H4iIqOYYHKjD9u/fr5qu6OF+ZTp16lTltiqb37Fjx6D24Zv26MCBAwwOUMQUl5RdXIfay/6ThaVDd0sZjcDfhoahkQFiEWIiIqqIwVCWZkirlUcTMM0QUfQIIT/49/643T6vPfLDXW8AAPAJFJT+zuUqe+2l0QBabVkRWa02cT/LHo/Art1yyqA1a4C8/OrXkSSgU0c5INC3D5CWVrvfG2+qKIdD/hGlI0MMekBvlv+VJPk73hsMSKTC0kREFH4MDtRhBw4cUE03btw44HUbNWpU5bYqm++/Xjj2QRQqm03A7QJKrPINVSi97A8cEFi1Wj3v+muB9PToXZD7FyHmUGEiIvLSaiWkp5elGdLpmWaIKBTeB/hCoNy/ksYD4QHy8gTcbqF68A+UjQDwiNKRAaWBACUA4LO8RlOaIkYHaI3yNWsiBwK8hBDYu08eIbBqDXDmTGDrdWgP9O8H9OsLZNSr3e+RNyBgd5QVl5Y0cgck3yLSOp0cDODoACIiCgaDA3VYbm6uajqQWgBeWVlZ0Gq1cLvdFW6rsn00bNgw4H34L+utP0AUTkIIlJQAdoccIEhJCW1bCz5Uz7NYgKE3htbGYDgcchHipGQWISYiosr5pxkqZpohIoWStscnnU9lAYCKeDylgQBJQHiAwiIB4ZHrAQiPHAzweKB6+A+UBQB0WkCrLxsVoNXWrZ7fQgj8+ac8QmDVaiD3ZGDrtTlfDgj07xfddJ6R4nQKVUDA2/lHqRtROmLAGxBI9EARERFFBoMDdVixX6Wm5OTkgNfVaDQwm80oKioCAJSUlAS0j6Qg8pv4L1vZPqoS7Yto3/3VpQv42qzEKt/AWa2SXKjLUPO/24aNwJat6ru8oUMkJKdE51wQQqDEKik1BpKTeZMQLfzsE9VdtfnzbzRK0OtLAwQ6wGr1phmSU+xFbOSZJKf6QGlhzNr2voWiLh1rbeB2iwpz+7s9ZX8n4TsyQJQFBuAfKIBvwEA+yT0e+brQZpPPde/Df633tc8PR3oChw8L/G+VwKpVwLHjga3TsiUwoJ+E/v2Ahg1r13vo//+HgBwQKEsZJKcHMpnkh/9anXweGQxyPQmDgd8pia42X2NQ5PH8oHBhcKAOs1qtqmmDwRDU+kajUQkO+AcBKttHoAWPK1q2JsGB9PT0oNcJl7S0tJjtmwLjdgu5zoBeIDlJID1dqvGNmdst8OFHBfDtApaZKeG2W9NgMkXnP+qSktLjqCfBbJKQnq6Jyn5JjZ99orqrtn7+MzKA4hKB4iIBh0ugqFAAAjCbJBhCCJpXRqcVcDgE0lI1SEuXYKhDqYxieW1aV7ndQinc63YLuNzya9+e/xqNUK7gBAABIef4L03141Ua04JOD+VhvyR5X0vKtO+/Gg2QmVk7vxui4chRN5b/4sDyFQ4cPFjJUAw/552nwWUDDbjsUgOaN9NGuIWR53IJaDUpsDvk716TCUhLBQxGCXpvQMAImIwSAwJ1WG29xqDo4PlBoWBwoA6z2Wyq6WCDA77L2+32sO/Df1n/bRGFqqhYwOUWsFoFTKaaBwYA4NvvHDh40KOad9doc9QCA+7S4zCbJei0EpKTedNARESBS7JI0Ovl2gM6DVBUIlBQIGAyCSQlSXwYRXHN41GPAHC5RWkwQJ36x+UuLfDrAtw+61RU4FejAcx6SXld9sCfn4VQHTnqxooVDvyy0on9B9zVrwCgaRMNLrvUgMsGGtCyZe0PCLjd8ggBu12uJ+CtIWAwSjCUBgT0BjkgYDQyIEBERJHD4EAd5t8z3+l0BrW+w+GodFtV7SPQAIHv9qvaR1Xy8/ODXicUkiQpEdtz585BVJaIlGLO6RTIPwe5l6RTHuLtKqjZRbfNJjB3gfpv3aIF0KuXFecKohPUKiyUb3B1OsDhkFBUxBuIaOJnn6juSrTPv0aS/1+U86ILnDoDnMkDkpPCV+CypETA6QQ02tIHYFEcORDrnvvRvjZNJP51AHx/PD4fO+F96F9a1Nf72u2b47+0V79W41vYV13g1yMAj0tOs1UTkiQhNSUVAFBQWFDrvxtClXNMYPVqYNUagYMHA1unQQNgQD9gQH8JLVsKSJIDgAPnCiLZ0sgRojQg4ABcTvkcyaifglSLBJu9UB7l4gSEVq4rACHBZgPYR67uSrRrDAovnh+JIdbXpgCDA3WaxWJRTVfW+78yvsv7b6uy+TabLeDggH97KttHVWL55SiE4JdzHCssEnA5Bex2Oa+yRpIqrypXja+WCOTlqeeNvl2+4azpNoPhdAo4HXIRYo1GgtksorFbqgQ/+0R1VyJ8/iUJSEkG9Dr5OLQagaISeUSB2RSmYsWi9P+p0vzttfwtC0ptPz8izTcA4PH4BQB8Bmh6Rwp4BJT0P95ggG+RX98Cv0aDbxCgivM4TH8j362Iunail8o5JrB6jVxU+OChwNapnyEXFB7QD2jTxq/HfC19D52l9xwOJwAhd+axWACTEUhN1kCvB7RaAYNBqEam8PuCfCXCNQZFDs8PCgWDA3WY/8P2yuoGVMTj8ajS/AQaHCgpKUFqampA+/BvT02CA0QVsVrloebFJfJNotFY8wcdeXkCX3ylntetK9D1wugVIS4ukW8yjAYJSUkcdkxERKEzmSTodAKFRRK0WrlQsVysWCDJwuKpFBrfQsD+QQAvJVDgPwKgogCARg4AaPXqkQC8Joq+mgQE0tOBfn3lgED7domRusntLg0IOORzXKMFzN7Cwlo5XZXRJCEjQ4JOJyE/X6qtsQ8iIqrlGByow7Kzs1XTJ06cCHjdU6dOweUqG2PbsGHDgPZx/PjxSpf159+eQNcjqorHI1BSAtjscoAgJSW07X26SD3UV5KAUbeFts1g2GzyDXNyammAIIRABxERkS+dTkJ6mkBJiVRahFWguFgeRWCxCP6fQ1XyrwNQ0cN9/wCAEijw+BUClkof+msAg74sBZBWywBAPMjJEVj9W/ABgb695aBAxw6JEXD0eOS0QQ4H4HIBkOQRK0aj/H0qSfJro1FOpyZJUtjStREREdUUgwN1WKtWrVTTx44dC3jd48ePq6ZbtmwZ0D6OHz+Obt261Wgf/tsiqoniYrknT0kJYDCGluf4yFGBH35Sz7v8UqBFiygWIbYBJpN8w5GcHJXdEhFRHSJJ8qg0vV6gqEiCTiuPWCsullNlWCyJ0cuXasa/DoDLXdbL37cXtNstlMCA8AkA+BYChlRWA0Cnq7gOAMUHj0dg337g97XA7+uAo0cDW88bEOjfD+jQPjECAkD5tEF6vZzu06CXv0MNpQECg4HBLCIiij8MDtRhrVu3Vk3v3Lkz4HW3b99e5bYqm79jxw5ce+21Yd0HUaC8F+5WqzxtMYe2vQ/+o85/azAAI24JbZvB8B6H2VwWICAiIooEg0FCerpAUbEEjQawO+RRBK4CIClJRLWoMEVXVYWAfQMAnkoKAXt8CwFDTq+ijAAwBlgHgGLO6RTYvkMOCKxdB5w5G9h6iRoQcLtLiwvb1WmDjEY5mKXVyTUFvNNERETxisGBOiwtLQ1t2rTB3r17AcgP7u12O4xGY7Xrbty4UTXds2fPCpfr3r07NBoNPKVPUP3Xq8qmTZuU1+np6Tj//PMDXpeoIkXFgMslBwhC7em4eYvAuvXqeTcOBurXj87Fv9Mp35BYkuTjYEkOIiKKNI1GQmoKYDcISN5RBMVAYSFgNMqjCNgrtvZyuURAhYA9nrIAQHWFgPV+IwAS5cFwXWG1CmzYKAcE1m8ASkoCWy89HejXR04ZlEgBASFKAwIOwOWEkjbIYPCmCZKDAey0Q0REtQmDA3Xc5ZdfrgQHnE4nfvrpp2p79tvtdqxYsUKZbty4MTp27FjhsvXr18eFF16oBAU2btyI3NzccrUI/G3cuFFVc2DgwIHQ6Xi6Us2VlMg1BopKixCbTDW/YHe5BN6dp56XlgbcNCS0NgajpASlPZLkdA/skURERNFiNMrFiouK5KKaVpsoLVYMJFk4iiCeeTwCLpf6wX9NCwF76wCwEHBiyc+XO8D8vhbYvBVwOgNbr1460DcBAwJAWecih0MeLaPTMW0QERElDj5treOuvvpqvPPOO8r0xx9/XG1w4Ouvv0ZBQYEyfdVVV1W7D29wwO12Y+HChXjwwQerXOeTTz4ptw2imnK7BUqs8sMLTxiKEH+zrHxu1b/fApjN0bkZsNnkm/bU1NIAQQiBDiIioprQaiWkpck9iyFJ0OvkWgSFhYDJJGA28yFZPHG5BIqKSoukgoWASe34caHUD9i1W50uqiqNGwN9egG9ewFtzk+szire4sJ2u/zZkDTyiAC9Xh4VoNWWFRdOpEAIERHVPQwO1HEdO3bEwIEDlZEA69atw5dffokhQ4ZUuPzZs2fx+uuvK9Mmkwl33nlnlfu4+eabMWfOHJw5cwYA8N5772Hw4MGVFjFeu3YtlixZomrjZZddFsxhEakUFwNul9yr0RhiEeK8PIFPFqnntW4FDLo8xEYGyOORj8NgKC1CnBSd/RIREVXEbJbKihXr5GCB1SYX5kxOEkytESeKi+XOBTZbWdFgBQsB1zlut8DefcD6P4C164HDhwNft20bORjQuxfQtEninR+q4sKQU2OZzIDRIClphOQgQeIdOxER1U0MDhAeeeQRrFq1Cq7SrkTPPPMMdDodrr/+etVyR44cwbhx45SH/AAwcuRINGjQoMrtWywWjBs3Di+88AIAOS3RHXfcgVmzZqFDhw6qZVetWoWHHnoIwqe7yiOPPMKeSVRjdrvc66ekBNBIcvHeUHzwUVkhYK977opej6ESqzyi32IJPdBBREQUDjqdhPR0OYUfpNJgQQlQUACYzQImE3uZx5pHyGmfHA75wabWVFoXgIWA64yiYoFNm+SAwIZN8uczEFot0PkCORjQq0f06mtFU3XFhXU6+XNjNPK7jIiIEg+DA7VATk4Orrzyygp/5/ZJEJqTk1Np7v8FCxagV69eFf6uQ4cOePrppzF58mQAgMPhwKOPPor33nsPPXr0gMlkwv79+7Fy5UolgAAAvXr1qjY9kNdtt92GDRs2YOnSpQCA48ePY+jQoejfvz/atWsHl8uFLVu2lCtYPHbsWFxyySUB7YPIn8cjD6G3OwScToScm3/7DoHlv6jnXTYQaN8uikWI7YDZAmi0cq0BIiKieGGxSDAYBAr9RhHYHRxFEDck+e9EiU8IgaM5wB9/AOv+AHbuUheXrorJBFzUXQ4IdO8GJCcl3jkjhHx/YLeX1lWQ5NRZ3s43LC5MRER1BYMDtYCcE9Rd/YJApcuJahJH3nrrrSgsLMRbb72lBAB27tyJnTt3Vrh8nz598NZbb0Gv1wfULgCYMmUK3G43vv32W6VNv/76K3799ddyy0qShJEjR+Lhhx8OePtE/oqK5Z5AxcVyflCjseYX9k6nwKw56nlmMzDythAbGYSSEkCjA8wmCUkWDvUnIqL4o9NJSE8TpaPs1KMIvLUIiCgyHA6B7TuAPzbIAYHc3MDXTUsDevWUawh06Zy4o1PdbjltkN0u11bQ6OSON6bSUQF6vRwQYHFhIiKqKxgcIMWYMWPQu3dvvPnmm/jtt9/gqaBrSbNmzXD77bdj5MiRQV8sGY1GvPXWW/jyyy8xd+5c7Nmzp8Llunbtivvvv58jBigkdrvcy76kBJAgp+EJxRdflS9CfOtwoF696Nw02O1y4cCUFHl4t8kUld0SEREFTZIkWCyocBSBwymnsiGi0AkhcOgwsGkzsHkLsH2HnDoqUM2bAz26Az17yLUEEjXFlBBlaYNcLii1A4xGOaCp0ZSlDUrU94CIiKgyDA7UAk2bNsXu3bujsq8LL7wQ8+fPR25uLjZv3ozc3FzYbDY0aNAALVu2RJcuXULex5AhQzBkyBDs3r0be/fuRW5uLrRaLRo0aIBOnTrhvPPOC8ORUF3m8cijBewO+UYgKSm0C/1jxwU++z/1vNatgOuuCbGhAfJ4BEpK5B5Mer2cTog9mYiIKN6pRhGU1iIoLgFcTjmnNxEFLy9PYNMWYHNpQCAvP/B19Xq5fkCPi+SfBlmJfT3pdArYHaUBEyEX3E5KltMHSRoJBmWUQGK/D0RERFVhcIAqlJ2djb/85S8R3Ue7du3Qrl27iO6D6qbi0nRCJSWALsR0QkIIzJ5Tmou0lEYD3Hdv9HoWWX2KEBuMvIEhIqLaw3cUQZF3FIFNfmBHRNUrKBTYsQPYtgPYuhU4dDi49etnABeVBgO6XACYTIl9HakUF3YAHjcgaeTiwgaDfO2u1ZbVEmCKTiIiIgYHiCjB2O1yHtHiYjmPaFKI6YS+/wHYslU977prgPNbR+dmwuWSj0cpQhzi8RAREcWCTichPV1OLwRJgtEg18PiQDgitfxzZcGA7duDDwZoNECb8+VgwEXdgZYtEn/EqZI2yCGPTIIkj5KwWACDXlLSCJlMiVtLgYiIqKYYHCCihOHxCBQVhS+dUG6uwPwP1PPq1wdG3BJiQ4PgW4TYYmYeVCIiqt3MZgkGg4DVKvfg1en4/xrVXUIInDgB7N4L7NotBwOOHK1+PX9ZWUC3rkDXLnLaoJSUuvG58k8bpNUBliQ5EMDiwkRERIFhcICIEkZRkTyUuLhY7i0USjohj0dg2kzAZlPPv3+s/GAjGux2AZerrAix2RyV3RIREUWUVishOTnWrSCKPqtVYO8+YPce+WfPXqCgIPjtmM1yEKDrhfJPo4Z15+G3kjbIDng8ZWmD9HoWFyYiIqoJBgeIKCFYrfKNQnExIEEeNRCKb74Ftm1Xz7vyCqB7t+jcZHiLEOtZhJiIiIio1rHbBXbucmHvPje27/Bgzx7g8BH5gXawDAagfTvggk7yT9s2dWvUjcdTFhBwuwFIclFho7E0TVBp2iAja3MREREFjcEBIqr1XC6B4hK5wKHTKfe0D6XA2OEjAh/8Rz0vKxO4Y2SIDQ1CSWkR4iQWISYiIiKKayUlAn8eBPYfAP78E9j/J3D0KODxFNZoeyaTHAzo1BHo3Alo3bru5cqvsI6ADjCZ5cAA0wYRERGFB4MDRFSrCSFQWAi4nAJWq08PohpyOARee6M0d6mPB+4HLJbo3HQ4nQIOFiEmIiIiiitWq0BODnD4KHDkiFwf4MgRIPdkaNtNSwPatQXatwU6dQJat6pbIwO8hJA7+jgcgMMJQAC60joCBr3c+UerKxslwLRBREREoWNwgIhqtaIieeRAUTGg1QCWEB+kL/gQOHRYPe+6a4AunaN38+FbhDjJwhsfIiIiomgqKRE4erT04f9ROR3QkaPAqVOhb1urBVq2kIMBbUsDAg0a1O2e797Cwk4HIIT3OlgeEaDVltURMBjqZtCEiIgokhgcIKJay2YTsNuBomI5f2taamg3VmvXCXyzTD2vxXnAqNtDbGgQbDYBtxtITQW0uugVPyYiIiKqS+x2gRO5wPHjwLHjPv+eAM6eDc8+JAlo2lSDFud50LqlHAxo3QowGnl953TKaYOcTvk6XqOVAwDewsKSJI8OCHVUMBEREVWNwQEiqpW8owVsdgGnQy5AHEoP+1OnBKbNUM8zGIBHH45evn+3W6CkNDWSTichOcSiykRERER1ldstcDZP7u1/8hRw8qT8+kSuHAA4c0bupR4uWi3QvBnQqiXQqhXQqpWECzunwWyWcK7gXHh3Vku53XLHHodDDghIGjldkMFQVljYYABMRjlIUJdHUxAREUULgwNEVOt4PAIFBYDTIVBS4u1VVPObB6dTYOrrQGGRev5ddwDNmkXvpsRqlf81m9lLioiIiKgybrdAfj5wNk/u5e/998zZsmDA6dOA2x3+fWs0QHYDoFkzoFnTsn+bN/O7dpMkjgCF/LfyFhb2uCEHAPSAwQgYvAEBvXzty8LCRERE0cfgABHVOoWFZSMHdNrQ6wy8/yGwZ696Xt8+wF+uCG27wfAOrU5KlkdAJHHUABEREdURQghYrUBBIVBwDjhXABQUyNPK63PA2Xwg7yyQH4WO+BoN0KihTwCgNAjQuBHTAlXHGxBwOEoDNJI8EsBslgMBkiRB7xMQ0Gj4fhIREcUKgwNEVKsUFQk4nXIhYgg5nVAoPYxWrxH47zfqeY0aAuPvi17PJSEEiosBnQ4wGuTAAG+SiIiIKFxcLoHck4DLCei0ojSvu/wAHJBz48s/5a8/hBDweACXS04F43YDLrfcC9zllud7U8XY7aU/DvW01QqUlMg/xcVAsfd1Sdl8lyvKb0qpjAz52q9xI6BRI/W/HMUZOLdbvkZ3OEr/lqUBAZNPQECnK6sjwGtdIiKi+MDgAFEEeDwCxcUCWq1gz6IwsloFbDaguFjA5QJSUkKrM3DkiMDbfnUG9HrgH48CSUnRTSfkEUCyRb5RN5l4zhAREVF4/O9XgRdekh/AV08ogQIvjydSLYsOgwFokCX/ZJX+NGooBwAaNQRT/4SgwoCATh4J6w0IaHWA0SAHBEK5biciIqLIYHCAKAKsVqDECkAAGo1gr6MwcDjk3vVWm1zILCkptN5cRcUCU14FbDb1/DF3Aa1aRu/v5XbLAQ+zGdDpJSQnR23XREREVAdMmykCDAzIhKg9tXO1WiCjntz7v149+bU3ANAgC2jQAEhLZR77cPJ4ylIG+QYELElyQECjKQsIGAyATsf3noiIKJ4xOEAUATabgNslIIRAUZGEevVi3aLazeUSKCgE7A4BawlgMoWW69XtFnjjLeDYcfX8yy4FrhgUUlODVlwMaLTyMVnMvIEiIiKi8DLoY92C4Oj1QGoqkJoi/5uWWjqdCtRLB+pllAUEUlOYniYaKgoI6LR+AQFtWQ0BXs8SERHVHgwOEEWATi/3uLLZ5DQxLpfgRXINud0CBQWAyymPHNDrAYsltPfyk4XAHxvU81q3AsbeE92eZTZbWXoknU6C2Ry1XRMREVEd8Y9HJbw8VeDIkcjtQ5JKc8kbAIOx7LU3v7zRCCRZAItFHv1pscjT3tcWC5CcLAcCTCb29I8HSkDAKdeqYECAiIgoMTE4QBQB3ktjh1N+uF1UJCEtTfBGJ0gejxwYcDjkkQM6LUJOu7P8F4HPF6vnpaUCTzwe2miEYLndAiVW+WZKr5dCLqxMREREVJELu0iY8bZAXh5QWCg/lHe6AKcDEChNISTKXvtOA3LqHq0G0OpK/9XKox512tLfaeXOG7yOqf08HrmGgN1RGhCA3NGJAQEiIqLExeAAUSQJoLAYkCSBc+cYIAiGxyNwrjQwUFgEaDRyYCCU92/7DoEZs9XztFq5AHFWZnT/Lt7cvxaL9waL5wURERFFhiRJMBgELBagXj1ec1AZIcpSBjldAIQcCDJb5NEfDAgQERElNgYHiCLM4wIKioDUZDlAkJoqmBu1Gt7AgLM0MCABSEkOLafs8RMCL08tzZPq4+47gQs6RffvYbfLvbKSkgGtVh41QEREREQULU6ngL00KAABaHSA2SQHALRaCRpNWUooBgSIiIgSF4MDRBGWlCT3ElcCBAUS0hggqJRvYKCgCBAeuQCdVlvz9yv/nMDzL8pD6X1dfx1wzVXR/Tt4PAIlJfLwe6NBQnKIQQ8iIiIiokA4nWWjBISQ00OZTfJ1qU4nldWOMMppL4mIiCjxMThAFGE6nVxwtrAQKCgEUnxGEITywDsRlQsMuEMPDFitAv+aAhw/oZ7foztwx8gQG1wDJVY5h29SktwzK5p1DoiIiIiobnG75YCA3QF43ICk8UsRJJUVj2aaSyIiorqHwQGiKNDp5GCAb4AgP1+uQcBhujKXSy4+7HTKqYTCMWLA5RJ49TVg7z71/BbnAY8+Etq2a8LpFHDY5aJuTCdERERERJHgDQg4HIDbDUCSCwobLIBBLynT3iABa6IRERHVXQwOEEWJVishJUV+8F1QCKSmCOSfk5CSLOp873GnUx0YkBB6YMDtFnh7OrBxk3p+VhYw6Z+A2Rz9dELFxfJIEpNRDgxw5AgRERERhYPHUxYQcLkASHK6IJNZDgRIkiSntSwNCDCtJREREQEMDhBFlVYrITVFoKg0QJCUJAAhwe0WsFjq5gW6zSZQVAw4HPL7otUAycmhPTj3eARmzQFW/qqen5ICTH4ayMiI/ntdYgU8AkhJKr1RM9XNvzcRERERhYcQZSmDXE55nk4nj1I1lo4I0OoAk7Gs0DARERGRLwYHiKJMo5FHEBQXA8VFgMcsAEhwuQVSkuvOsF4h5PfAZgOsNgGrtbQ+Q4jvgRAC780HfvxJPd9gAJ5+EmjSJPrvr8Phk05IJxchJiIiIiIKljcg4HAAThcAAWh1gNkiBwQ0GglarV9dASIiIqJKMDhAFAOSJD8gtlrlh+Iut0CyANwuOXCQ6Bfxbrdcf8HplAMEDod8A2OxhB4YmP8+8M0y9XydDnjycaBd2+i/r950Qnq9nE4omemEiIiIiCgI3oCA0wk4nAAEoNEBZlPZiABNaaFho5EBASIiIgocgwNEMWQ2S9BoBIpLgHMFQHKSgNsjITlJJGzaGbtdTh/kcsnphNxuICkJIddd8HgE3p0LLPtOPV+jAf4xAejWNTbvZ3ExICAHPgwGphMiIiIiouoFEhCQpLKAgF7Pa0wiIiIKHoMDRDFmNErQ6coKFVssch0Ch0MgOTlxioV5e9Db7YDdIb/WSEBqSui9mzwegVnvAD/4pRLSaIAJDwG9e8XmPbTbBZxOIClZPsakpJg0g4iIiIhqAY9Hvnb0TRnkDQjo9fL1pCTJwQE5bVBi3CcQERFR7DA4QBQHtFoJaanyCIKSYsDpEEhKApxOCcnJIuRe9bFmt8vBALe7LI2QwSD3pg81+OF0Crw1Dfh1tXq+RgM8OB4Y0D82753bLf89DQbAaJBCLrJMRERERInH7RbK6ABvUWFtBSMEvAEBvb7u1CgjIiKiyGNwgChOSJKcj96hlx+g558DkpIEhJBgs8nBgtqWP9T7gNxhBxyl9QWECE8aIQAoKRGY8iqwdZt6vlYrjxjo3y9271dxMSBJ3mMNz/ESERERUe3ndMoBAadTTrEJCdBp1UWFvSmDDAaOECAiIqLIYXCAKM4YDHKaoeJioLgIsOtKRxG4JJhNAmZz/KcaEkIutFxiBTylAQKnA9DpgSRLeHrQnz0r8MJLwJ8H1fN1OrnGQKxSCQFy0MLlAlJS5GNNTo5ZU4iIiIgoxjweAaejLCAgBAAJMOgBk1n+V5LKigobDKwhQERERNHB4ABRHNJoJKSkAA6HQElpsWKzSUB4AJtNgtksBwnibUixEAI2G1BSIt8E2WyA1QZICN9oAQDYt0/gpVeBs2fV800m4Il/AF0vjN374nTKx202yzd1KSnx93ciIiIiosgRQu4oUlws4HQK5OdDqR9gMsmdWbwP/3U67+iA2jdKmIiIiGo/BgeI4pjBIEGvl3vhW0sftJvNAh4PYLXKQQKTKfYjCZRAgFXuCWWzy20WHvkGKJxt/HW1wNvT5boFvtLSgGeeAs5vHbv3wu0WKCqSb/LMZgkWC3t9ERERESU6bzDA5ZJHBrjc8nxJEjAYgORkOW2QN12Q3iCPFjAYYn8dT0RERHUbgwNEcU6S5IfMRqOQAwQlgM0GmIxykKDEKsFgEDAZo5+P1OWSgwB2ByA8AnYHlKCAXg9YUsJXhNftFvjPx8AXX5X/XcOGwLNPA40axvbmqrgEgCTfAMoFl3mzR0RERJRoPJ6yYIDLVRoMKE0VpNfJI0gNeiAjQwNADgDodd7RARxVSkRERPGDwQGiWkKrlQsWu02lQYLS0QQmo4DLCTjsEjQaEfE8pS6XgMMB2O1yATW3W5622gAIOShgTg7vsOizZwX+/QawY2f5313QCXj8MSA1JbY3WSUl8t8hJUU+dtYZICIiIqr9vKMC3G45COByAZ7SkQGQSq99DXJQwHv9q9HInXZSUyU5ZVCBJNcZICIiIoozDA4QRYDTKWC1iYjcBPgGCex2+SG9zQZodfKwZZdLTjkkSQJ6vXzDotPVrJeSaoi0Sy4qLITcW8rhBBx2+XeQAKNBTh8UrpECXmt+E5j9LnDuXPnf/eVK4J47Y5+6x24vrTNgKaszwCHiRERERLWL2y1KO7+UBQN8AwEabWkQwCynCfJe92q13joC8o9WK0GSJJhMvB4kIiKi+MbgAFGY7dzpwviHCnEiF+jbB3joAfmGIdy0WjndkNlc2pPfIaccspaUBgr0gFYn38B4gwIajYBGI9/YaDWAf6zA4/E+/JdviDweeb4Q8o2S0wk4nPLvIACdXi40bDCEf3j0uXMCc+YCq1aX/51OB9w5GrjmqtgPy3a5BIpL5NyxZpOEpKTYByuIiIiIKsTe63C75dSc3utdtxtwl04r748kX7/rdYDGKP+r1ZZed0pyYMAbDNDpwt85hoiIiChaGBwgCrP35llxIld+qr7mN6BJY+C2EZHbnyRJMBoBo1Hu0e90ysV6bTb5Qb/cy0lAqykthKaVgwIaqSw4IEnyst4fj5B7SbndgMtT2mPKJ4+q0VzWKyrchBBYtRqYMxcoKCj/+6ws4B8TgLZtYn8T5vHIBYg1WiA5Sf4bmM2xbxcRERFRZfLPlXYW0cidRTQ+P5JUu0c/ejxC1dnF4yl78O/xDwAAkErfA72utPNMaQca5Rq3NEjgDRTUdDQuERERUbxicIAozPwfDi/+AmjfXqBH98jfRGg0ZYECQO7V7i2S5nEDNicCTnUk3xyW3gQZyoZLR/JmKC9P4J13gd/WVvz7Xj2BB8YBKTGuLwDIQYzCQvn+MjUJ0OlZZ4CIiIjik1Yjp4DUaAC3T/58hwPlRxNIQulEImnKOpR4gwcV/QC+0zW/ThNCKJ1V5OmKf5QAgACEz+vyx1I2YtagLz0ejTcA4NNWqWyeTlcWEFAtQ0RERJSAGBwgCrO/jzBhyX/tcuodyDcqL74EXH2VwKjbotuzXKeToPP7lAtRNpRanpb/9d73xKLXmBACv6wE5s4HiorK/z4lGbj7LuCSAfFzg1ZUJPdES02R0wilpsRP24iIiIh8JSfLveF900N6+V4bekRZ73q3W75OdPv0xJdXqG5v3otL1T9VLx1ouiO/oIRGktNoajTy7zSlwYyykRCSal3vyACNRh0AYFogIiIiqqsYHCAKsw7tdbj7ThPeedemmv/td8DGjcDYMQLdusbuBkSSJOVGKB6cOSMwaw6w/o+Kf9+nN3Dv3UC9evFz01ZcLKdvSkqWRwykpvKmkoiIiOKXRiPXRUoqnfam35FrTEmqtDve9JKVjTb19u737WgiUL63vzwRQOP8Rh4or1G+80plHTGk0hECvoEBjU8QQH7NazUiIiIifwwOEEXAbSNM2LjJhrXr1PNzTwLPvQgM6Cdw5x1ARhw98I42t1tg6TLgk4WA1Vr+96mpwJi7gf5946tHvtUqYLcDZgtgNMgjBnS6+GkfERERUXU0GklJH1kV/xz+8jypXK0qCHVQwH80QEWBBuXyzmeEQcVpinxGCmi87S+b5kN/IiIiopqLWXCgQ4cOAOSHfnPnzkXfvn1rvK01a9bgzjvvVLa3Y8eOsLSRqKZ0OgmPPQIs+S/w2f8Bdrv697+uBjZsAob9VeD6a+W0NHXJtu0C784FDh2u+PcD+gH33AWkpcXX+2K1ClitgNkMmE1yjQGDIb7aSERERBQu3iACERERESWmmAUHRKBVUWO0PaJQaTQSLr9UoG9vYOY7wHa/mFVJCfD+h8C33wOjbhPo2ye+eshHwpGjAh/+B1i7vuLfp6cDY+8B+vSOv/dBFRgwy0PzTab4aycREREREREREVEgYppWKNEfhBIBQMOGwAuTgZ+Wy8EA/4K7ubnAq68BrVsBI24R6N4t8T4bubkCny+W3wOlmJ2fyy4F7hwFpKTE37F7AwMmkxwYsFiiW1iaiIiIiIiIiIgo3FhzgCgKNBoJVw4CevUQWPAhsPyX8svsPwC88BLQri1w0xCBnj1qfw7VY8cF/m8xsHxF5UGBFi3kgsMd2sfnsRYXl9YYMJcFBiyW+GwrERERERERERFRoBIiOOBwOJTXBoMhhi0hqlpamoSHxgPXXCUwbwGwa3f5ZXbvAaa8CjRpDNwwWOCSAbWrl7oQAtu2y/UW1v9RcQE6AEhLBYbfDFx1JaDVxt/xCSFQVAQ4nYAlCTAZ5VRCtelvQUREREREREREVJmECA4cP35ceZ2UlBTDlhAFpm0bCVNeFFi9BvjoU+DYsfLL5BwDZr0jpyK69BKBKwYBLVvEb8qhc+cEflkJ/PATcPRo5csZDMCNg4GhN8ZvD3y3W6CwSB7tkJQMGA0SUlIAozE+20tERERERERERBSshAgOLFu2DID80LRZs2Yxbg1RYCRJQv9+QJ/eAiv+ByxcBOSeLL9cSQnwzbfyT7OmwCUXC/TvBzRuFPsH1cXFAmvXA6tWA5s2Ay5X5csaDMDVVwFDbwDq1Yt92yvjdMojBiQNkJoC6PVyYMBgiN82ExERERERERERBSuiwYF169YFtNzu3buh0wXeFCEErFYrjh49iu+//x5r165Vfte5c+eg20kUbpIk/0AC7HbAYql8Wa1WwuWXApcMEFi1GvjiK+DgoYqXPXIU+OgT+adJY4GePYGuXYD27QCTKfIPrz0egSNHgY2b5J/tO6oOCADysV91pTxaID09fh+wy98rgM0G6PVAUlJZYECni992ExERERERERER1UREgwO33357lSlQRGky8ldeeSVs+7zuuuvCti2imjKZJOj0EsxmAWsJIEkCJlPVKYF0OgkDL5FHBmzaDCxdBvyxofKc/TnHgJyvgC+/ArRa4PzWAm3aAK1bAa1aAo0ahtbbXQiBU6eBQ4fkYMXu3XI9hMKiwNZv3Ai47lrg8kvjP0+/2y1QXAy43GWFhw0GICUlftM4ERERERERERERhSIqaYVEZU83A/x9VXwf3N1www3o1q1bjbdFFC56vYQkCyA8EiAErDbvCAJR7QN7SZLQrSvQrStw8pTADz8Cv6wATp2ufB23W35wv3uP73aAzEyBhtlAejqQngakpgJGg5ziR6sDPG55XZsdKCoCCguBs3nAyZPAyVNym4NhMAB9+wBXDgI6dawdD9ZtNoESq/x+paYAOr0Eizl+6yEQERERERERERGFQ8SDA6E8+A90+/Xq1cPtt9+OsWPHRnRfRMEwmyV4PAKABL1eoKREfgCv0wskWeR0QtVpkCXh77cCtw4X2LkLWPk/4Pd1QH5+9fsXAjh1Sv6JJJ1ODmT07wf0vAhISqodD9WV0QIuwGiU0x/pdEwjREREREREREREdUNEgwPjx4+v9HfTp09XehXfcMMNQRUSliQJFosFaWlpOP/889GxY8egahYQRYvFIsFgECgulqDTAXaHnNf+3DnAYBQwmwILEmg0Ejp1lHvj33uPwL79wLr1wJatwN59gMcThYPxkZkpBwQu6gZ06Vy7etkrtQXsgEYjpw7S6yWYTHKdgdow2oGIiIiIiIiIiChUMQ0OeA0ZMgR9+/aNZFOIYkank5CWBtjtAppiCQa9gM0OWK2AwwGYjHI9Ao0msIfSGo2Etm2Atm2Av98KWK0Cu3YDe/YC+w/IP2fOhK/9SUnAec2Bli3kwsft2wFZWbXzAbrdLgcGPAIwmwBTaXAmOTm0+gxERERERERERES1TUy720c65RBRPDEa5VEEVqsESQMYDQJ2O5R6BCaTgNEYeJDAy2wuq1HgZbUKHD8OHDsBnD4N5J8DzuUDRcVyQMLhkNPp6HRy73mjAUhOBpJTgLRUoEEW0KABkJ0N1M+o/b3p7Xa57oPHDegNQIoZ0Ork2gJmc+0/PiIiIiIiIiIiomDFLDjwwQcfKK/bt28fq2YQRZWcEksOBJSUSNBoAaNR7s1utck/wY4kqIjZLKFVK6BVqzA2vpYRQsDhgBIU0OmA5FR5JIfBUFZjgIiIiIiIiIiIqC6KWXCgV69esdo1UcxpNHIqG7O5NEigkV/bbHIufJsdMBgCr0lAZdxuOShgs8lFmfV6IMki1xXQ6eQ0SXo931MiIiIiIiIiIqrbWMWXKIa0WgkpKYDFUjaSwGQqSzfksAM6vYDJyJz4VfF4BJxOwO4AXE4AkpwqyWiURwfodPJIAb6HREREREREREREMgYHiOKAEiRwC9hsPkEChzyKoKgI0GjkmgQGA0cTAPIIAacTcDhLAwIAtDrAkiQHBiRJTh9kNnOkABERERERERERkb+4DA44nU4UFhbCbrfXqGhx48aNI9AqosjTaiUkJXlTDEnQagGTEXC55JRDVhtgtcqjCYwGOWVOKLUJaguPR8Dtlosoe//1eABIgE4LmC1yQECjkVM0mUzyqAEGUYiIiIiIiIiIiCoWF8GBc+fOYcmSJVi5ciV27NiBs2fP1nhbkiRhx44dYWwdUfRpNHLhYosFsNvlQIFOJxfZtTvkdEPFxQAkQK8TMCRIoMDjEUoAwO2RAwAed2kgAAAkQKuVR0/o9IBeJ3/mNRoooyo4SoCIiIiIiIiIiKh6MQ8OLFiwAG+99RZsNhsA1GikAFEiMxolGI1yGh27XQ4SmEqnHU7A4SgNFADQ6QT0ekCnqz0PyV0uOT2Q01WWHsgbBPA+9NdoAa1Grh/g/b1eJwdEDAaf+URERERERERERBSQmAYHJk2ahM8++0wJCEiSBEmSGCAgqoBWWzaawOmUAwV6B2A2yT3uHU7A6ZBTD0EAkAT0OjlQ4P2RpNg+RBdCHhng+yMEVOmBDHp1OiCpNFCgUx0LgwFEREREREREREShiFlw4IsvvsCiRYsAQAkICCGQlpaGtm3bIiMjAxaLJVbNoyjIz8/Hhg0bcOLECRQVFaFBgwZo2rQpunfvDo1GE+vmxTW9XoJeL792OgUcDjlQ4DaWzXO5AKfTJ1gAQKMV0Gnlh+3eH40m/EEDIQQ8ntL0QKUpgtyl6YIAKCMDTCa5iLBveiBviiRv22p7qiQiIiIiIiIiIqJ4FLPgwNtvvw2gLDDQvn17PProo+jfvz8fDCe4gwcP4rXXXsPy5cvhdDrL/b5BgwYYPnw4xowZA4PBEIMW1i7eQEFSkpxqyOkEHE4JTkdpr3zIqXtcbvkBvcsNOJxQAgYAIEmi9EE8IGkAjST32Pf+VESIsh+PAISn9LXHp0YAoAQCdDrAYETpaIay9EAGvRwMkNMhMRBAREREREREREQUDTEJDuzYsQPHjx9Xeit369YN8+fPh8lkikVzKIqWLFmCZ599FiUlJZUuc/LkSUybNg0///wzpk2bhiZNmkSxhbWbVispPfKB0qCAC3C5JDhdcnDAy+0u7d3vkR/su93yw32XG4DwecBfWZYv7/N9qTSgADm4oNeXTmvkOgG+KYK0Ojl9kE7HYAAREREREREREVEsxSQ4sHPnTgBy6hFJkjBp0iQGBuqAlStX4oknnoBbyS0DtGjRAr1790Z6ejoOHz6M5cuXK8Wpt2/fjrFjx+KTTz5BcnJyrJpdq+l0cgFjLyFEWaoftwSXG/C4ywIDlamoDkhlqYi8NQI0WpRLYRTrmgdEREREREREREQki0lw4OzZs8rrBg0aoEOHDrFoBkXRqVOnMGHCBCUwIEkSJk6ciFGjRqnSSJ09exYPPfQQ1q5dCwDYs2cPnn32Wbz22msxaXeikSRJKepbEbdbKKmBvCmDAEAICUKoUwz5ph2S6xZEpn4BERERERERERERhV9MggPeh4eSJCE7OzsWTaAomz17NgoLC5XpBx54AHfccUe55TIyMvDee+9h6NCh2L9/PwBg6dKluOeee9C+ffuotTcUvg/HfQNh4ZSRkRGRffimAIrkfqK9j0TbD48lPvcTjc8+wL9LPO4j0fbDYwlebf6/Pxb7idaxkGzGjBkoLCxESkoK7r///oitE4oRI0agoKAAqamp+PjjjyO2DgBkZWXB7XZDq9Xi1KlTEW1jw4YNYbPZYDQasWvXroD3VdPPSE3Wq+m+6tevr2QCOHPmTFy2sTa8jzX9/6Ndu3aw2WwwmUzYvXt3RNtY0/Vq8lmr6b4aNmwIl8sFnU6HEydOBLxeNP/WNf3Oqsk5Uhs+M3379kVxcTGSkpKwZs2aiLexJt9Z0T4fa6Km3yHNmjWD0+mEXq/HkSNHAlqnpsdV0791NK9fon3dE29iEhxo3Lix8rqq3POUGM6cOYNFixYp082bN8eYMWMqXd5oNOKZZ57B6NGjAcgpbWbOnKkUsSYiIiIiosDMnDkTx48fR6NGjQK+4a3JOqH4/vvv4fF4VCOKI7EOAGUks2+q00jtLzc3N6h91CbetKMVpR+lyPM+bPftgBdvavpZqwmHw6H6Nx7V9DsrUQUa1AqXaH5n1Ybzsbi4GEBwbazpcdX0bx3N65doX/fEm5h8K3Xr1g2A/KHMycmJ6w8Mhe6nn35S/Y1vvvlm6PX6Ktfp27cvWrZsqUyvWLECVqs1Ym0kIiIiIiIiIiIiqktiEhxo1KgRevfuDQCw2WxYuXJlLJpBUfLzzz+rpq+++uqA1vNdzmazYdWqVWFtFxEREREREREREVFdFbPxTI8++ii0Wi0A4M0334Tdbo9VUyjC1q9fr7zOzMxEs2bNAlrPO8LEa926dWFtFxEREREREREREVFdFbPgQJcuXTBx4kQIIbB//3488MADKCoqilVzKEJOnjypyoPYoUOHgNft2LGjatpboJiIiIiIiIiIiIiIQhPTSigjR47E5MmTodPp8L///Q833HADFi5ciHPnzsWyWRRGBw4cUE37FqOuTmZmpqo2gf+2iIiIiIiIiIiIiKhmdLHa8ciRI5XXGRkZyM3NxbFjxzB58mQ899xzaNKkCerXrw+DwRDUdiVJwvvvvx/u5lIN5ebmqqazs7MDXleSJGRnZ+Po0aMVbouIiIiIiIiIiIiIaiZmwYG1a9dCkiRl2vtaCAEhBI4cOaI8FA6UEEK1TYq94uJi1XRSUlJQ6/su73K54HA4ggoYRft88N9fNPYfrWPkscTnfngs8bGfWHz2o7UfHkvd3g+PJfjt1uZjicV+6tq1eyyO17tPSZIC3n9N1gmXmuyvpm2M5Hrh+m6I5npsY3jWC/ZzFsq+arpeIr2PsVwv0vsKxznC9zE860W7jTXZdqK9H9G8fonldU88iFlwoDJ18Y+QyKxWq2raaDQGtb7/8sXFxUEFB9LT04PaX7hFY//ROkYeS3zuh8cSn/vhscTnfhLpWKK1Hx5LfO6Hx1J7xeJ4fW94A91/TdYJl5rsr6ZtjOZ6bGN41mMbw7Me2xie9djG8KzHNoZHor0f0bx+ieV1TzyIaXBACBHL3VMU2Gw21XSwaaL8l7fb7SG3iYiIiIiIiIiIiKiui1lwYNeuXbHaNUWRf89/p9MZ1PoOh0M1HWxwIT8/P6jlQ+U/8iUa+4/WMfJY4nM/PJb42E8sPvvR2g+PpW7vh8dSPf7fH//78BXr3mDRPl6grEOWECLg/ddknXCpyf5q2sZIrheu74Zorsc2hme9QNeJ5TmSSO9jLNeL9L7CcY7wfQzPetFuYyAS/TskmtcvsbzuifW1KRCHaYUosVgsFtW0/0iC6viPFAi2ZkGsR6dEY//ROkYeS3zuh8cSn/vhscTnfhLpWKK1Hx5LfO6Hx1J7xeJ4fW94A91/TdYJl5rsr6ZtjOZ6bGN41mMbw7Me2xie9djG8KzHNoZHor0f0bx+ieV1TzzQxLoBlNj8gwMlJSVBre9b0Fin0wVds4CIiIiIiIiIiIiIymNwgCIqOztbNX3ixImA1xVCIDc3t9JtEREREREREREREVHNMDhAEdWqVSvV9LFjxwJe9/Tp06oaBS1btgxbu4iIiIiIiIiIiIjqMtYcoIjKzs5GSkoKCgsLAQA7d+4MeN0dO3aoplu3bh3WthERERERJbpx48ahsLAQKSkpEV0nFH/5y19QUFCA1NTUiK4DAFqtFm63G1qtNuJtzM7Ohs1mS8jUqJIkQQhRriAmRUdWVhZsNhtMJlOsm1Kpmn7WasJgMMDlckGni99HXDX9zkpU7dq1Q3FxcdB1JWsqmt9ZteF8TEpKgtPphF6vD3idmh5XTf/W0bx+ifZ1T7yRRF2stEBRde+99+KXX35Rpn/88Uc0a9as2vXeeOMNzJ49W5mePn06rrzyyqD2nZeXF9TyoZIkSak0np+fXycLmRDVRfzsE9Vd/PzXLvXq1Yvp/qN9bUqxw+8Gqg7PEaoOzxGqCs+PxBDra1MghiMHpk+fHrFtjx8/PmLbpuBdfvnlquDAsmXLMGbMmGrX++6775TXRqMR/fv3j0TziIiIiIiIiIiIiOqcmAYHIjWch8GB+DJo0CC88MILSv2Azz77DHfccUeVw5fWrFmDP//8U5keOHAgLBZLxNtKREREREREREREVBfUyoLEQohyP975FH8yMzMxbNgwZfrw4cOYM2dOpcvb7Xa8+OKLyrQkSbjvvvsi2kYiIiIiIiIiIiKiuiSmwYGKHvIH8gPID4y9P95tUfwaO3asqvjItGnTsGDBAng8HtVyZ8+exd133419+/Yp86699lp07Ngxam0lIiIiIiIiIiIiSnQxSyv0wQcfBL2O1WpFXl4etm7dih9++AEnT56EJEk477zz8Pjjj9fZqtK1QXZ2Nl5//XXcd9998Hg8EEJgypQp+OSTT9CnTx+kp6fj0KFDWL58OWw2m7Le+eefj+effz6GLSciIiIiIiIiIiJKPJKopV3uXS4XPvzwQ7zxxhtwOp1o3bo15s2bhwYNGsS6aVSFL7/8EpMnT4bVaq122Q4dOmD69Olo2rRpjfeXl5dX43VrgtXiieomfvaJ6i5+/muXevXqxXT/0b42pdjhdwNVh+cIVYfnCFWF50diiPW1KVCLgwNeK1aswLhx4+DxeNChQwd8+umnMBgMsW4WVeHAgQN47bXXsGLFCqVIsa+srCzcfPPNGDt2LP+WRERERERERERERBFQ64MDAPDiiy/iP//5DyRJwv3334/x48fHukkUgLy8PGzYsAEnTpxAcXExMjMz0axZM3Tv3h1arTbWzSMiIiIiIiIiIiJKWAkRHDhy5AiuvPJKAEBaWhp+/fVX6PX6GLeKiIiIiIiIiIiIiCg+aWLdgHBo1qwZGjZsCAAoKCjAhg0bYtwiIiIiIiIiIiIiIqL4lRDBAQDIzMxUXu/bty+GLSEiIiIiIiIiIiIiim8JExyw2+3K68LCwhi2hIiIiIiIiIiIiIgoviVEcMBqteLQoUOQJAkAkJKSEuMWERERERERERERERHFr4QIDnz66adwOBzw1lb21h8gIiIiIiIiIiIiIqLyan1wYOnSpXj99deVUQNarRa9e/eOcauIiIiIiIiIiIiIiOKXLlY7PnbsWI3Ws9lsOHPmDHbs2IFly5Zh8+bNyogBSZJw9dVXIzk5OZxNJSIiIiIiIiIiIiJKKJLwPlmPsvbt2yu9/UMhhIAkSRBCICMjA4sXL2ZaIYqJ/Px8bNiwASdOnEBRUREaNGiApk2bonv37tBoav0gHSIKk9zcXGzZsgW5ubmwWq3Izs5Gy5Yt0blz51g3jajOys/Px549e3Do0CHk5+dDCIG0tDQ0btwYXbt2DVs9q8OHD2PHjh04ceIEPB4PsrOz0aZNG7Rt2zYs2yei0MTL9XxRURH27t2LAwcOID8/H06nE6mpqWjYsCG6du2KjIyMqLWFysTL+UHxK17PkbNnz2LTpk04cuQIiouLYTAYkJGRgebNm6NDhw5ISkqKWdvqmng6RzweD/bt24edO3ciLy8PVqsVFosFmZmZ6NixI1q0aBGW57YU/2I2csArlNiEJElKYCA7OxuzZs1iYICi7uDBg3jttdewfPlyOJ3Ocr9v0KABhg8fjjFjxsBgMMSghURUneLiYuzYsQNbtmzBli1bsHXrVuTk5Ci/b9KkCX7++eeQ9rFlyxa89dZbWL16NTweT7nfn3feebj99ttx22238SKMKMI8Hg/Wr1+PH374Ab/99hv27NlT6bKSJKFv374YPXo0Bg4cWKP9rVy5EjNnzsTGjRsr/H27du1wzz33YPDgwTXaPhGFJh6u57du3Yrvv/8eq1evxo4dOyq8VvDq0qULRo0aheuuu47XDFEQD+dHIObPn4+XX35ZNa9Xr1748MMPY9SiuiNez5Gff/4Z8+bNw/r16yt99qbRaNCpUyfcfvvtuPHGG6PWtromns6RwsJCvPfee/i///s/nDp1qtLlmjRpgltuuQWjRo2C0WiMaJsotmI+ciDU3devXx9Dhw7F2LFjmU6Iom7JkiV49tlnUVJSUu2ynTp1wrRp09CkSZMotIyIAjF//nwsXrwY+/btq/ImPNTgwNy5c/H666/D5XJVu2z//v3xxhtvIC0trcb7I6Kq/eUvf8GhQ4eCXu+6667D888/H/A1pxACL7/8Mt5///2Arnmvv/56TJkyhZ0JiKIoHq7n77jjDqxevTro9fr27YtXX30VDRo0CGt7qEw8nB+BOHr0KAYPHlyunQwORF48niN5eXl48sknsXz58oDXufbaa/HGG29EsFV1VzydIxs3bsRDDz2E3NzcgNdp2bIlZsyYgdatW0ekTRR7MQsOPPnkkzVaz2g0Ijk5GY0bN0anTp3QqVMn6HQxHwBBddDKlSsxduxYuN1uZV6LFi3Qu3dvpKen4/Dhw1i+fDlsNpvy+7Zt2+KTTz5hIIsoTowbNw4//fRTtcuFEhxYtGgRnnnmGdW8Dh064KKLLoLZbMb+/fuxcuVKVeCgb9++eO+99/j/G1GE9OjRA4WFhap5LVq0QJcuXZCZmQmj0YgTJ05gzZo1OHHihGq5Xr164b333guoB9Ubb7yB2bNnq+Z1794dnTt3hlarxa5du7BmzRpV4GDo0KHlen4SUWTEy/X8jTfeiF27dqnmedOaNWjQABaLBadPn8batWtx8OBB1XKtW7fGRx99hHr16oWtPSSLl/MjEHfddRd+/fXXcvMZHIiseDxHcnNzMWrUKPz555+q+Z06dULHjh2RmZkJp9OJEydOYNu2bcp3CoMDkRFP58iuXbvw97//HUVFRco8SZJw0UUXoVOnTkhJScG5c+ewbdu2cqNds7Ky8Nlnn6FRo0ZhbRPFh5gFB4hqs1OnTuGaa65RHixIkoSJEydi1KhRqjxxZ8+exUMPPYS1a9cq866//nq89tprUW8zEZVXUXDAYrGgU6dO2L59u9K7o6bBgV27duFvf/ubMnTUYDDgpZdeKpc65MiRIxg3bpwqtcnYsWPxyCOPBL1PIqqeNzjQpEkTDBs2DEOHDq0wNaXb7caiRYswZcoU2O12Zf6dd96JiRMnVrmPFStWYMyYMcp0amoq3n77bfTt21e13I4dO3DfffepghAvvPACbr755poeHhEFIJ6u573BgczMTNx000246aab0LJly3LLCSHw3XffYdKkSTh37pwy/6qrrsLbb78dtvZQfJ0f1fnyyy+V/5OysrJUaUIYHIiceDxH7HY7br75ZlWw8ZJLLsE///lPtGjRosJ1Dh48iK+++gqFhYV4+umnw96muiyezhEhBIYPH47Nmzcr89q2bYvXXnutwtpXO3bswIQJE1RBpiuvvBLTp08PW5sofrBqDlENzJ49W9Xj8IEHHsAdd9xRroBMRkYG3nvvPdXwq6VLl5brGUREsWE0GtGlSxf8/e9/x8svv4z//ve/+OOPP/Cf//wnLD3w3nzzTVVOyRdeeKHCnOLNmjXD+++/j/r16yvz3n///SpzQBJRzTVu3BgvvfQSfvjhB9x3332V1qzSarW49dZbMW3aNNX/8R9++GGVw7GFEKobOkmSMHPmzHKBAQDo2LEjFixYoBqJMG3aNFUwgojCL56u5zMyMvDEE09g+fLlePTRRysMDADyd8nVV1+N+fPnw2w2K/O/++47bNmyJWztofg6P6py9uxZZbSZJEk1ztBAwYvHc2TmzJmq7Y4aNQrvvvtupYEBQO7F/tBDDzEwEAHxdI5s3bpVFRhIT0/HvHnzKgwMAPL16fvvv4/U1FRl3o8//hhUOiKqPRgcIArSmTNnsGjRImW6efPmqp6B/oxGoyqliBACM2fOjGgbiSgwb7zxBj777DNMmjQJQ4cORZs2bcpdrNXUzp07VXk+e/bsiSFDhlS6fEZGBiZMmKBMW61WzJs3LyxtISK1xYsX469//Su0Wm1Ayw8cOBDXXXedMu10OqtMSfbTTz9h9+7dyvSNN96Inj17Vrp8y5YtcddddynTJ0+exGeffRZQ24goePF2Pf/uu+/ijjvuCLjeSKdOnTBq1CjVvO+++y5s7anr4u38qMpLL72EvLw8AMDw4cNx4YUXRmW/dV08niP79u3D3LlzlekBAwbgqaeeCus+KHDxdo7417UZNmwYsrKyqlwnOzsbw4YNU7Xp999/D1ubKH4wOEAUpJ9++gkOh0OZvvnmm6HX66tcp2/fvqoeQCtWrIDVao1YG4ko9r799lvV9IgRI6pdZ/DgwareGbzRJ4qMmtTz8A0OAHIPrMosW7ZMNf33v/+92u3fcsstqmCF/3cIEYVPvF3Ph+M7iSMHwifezo/KrFy5El9//TUAOZ3Qo48+GtH9UZl4PEfmz5+vjFjWaDQMDMRYvJ0j/j3+u3btGtB63bp1U02fPHkyLO2h+MLgAFGQ/POOX3311QGt57uczWbDqlWrwtouIoovvt8Ver0egwYNqnYdo9GISy+9VJnOycnBzp07I9E8IgpS8+bNVdOnT5+ucDmXy4X//e9/ynSjRo3QpUuXarefnZ2tulHbsGGD0huUiMIrEa7nzzvvPNX0mTNnYtSSxFMbzo+SkhJMnjxZmX7yySdVHUwosuLtHCkuLsY333yjTPfo0UOVooaiL97OEY/Ho5o2mUwBree/nCRJYWkPxZe4DA4cPHgQX375JWbNmoVXXnkFkyZNwiuvvIJZs2bhq6++wqFDh2LdRKrD1q9fr7zOzMxEs2bNAlrPP+K6bt26sLaLiOJHQUGBqrhwx44dVfnEq+Lfi4PfFUTxobi4WDVdWU/fvXv3qgqF+v//XxXfz7/b7caGDRuCayQRBSQRrucD/U6i4NWG8+PNN99ETk4OADl9jP9IEoqseDtHli9fjpKSEmX6qquuCst2qebi7Rxp2rSpavrYsWMBref9nvHy7yxDiSFuriBOnTqFTz75BIsWLQqo10NWVhZuvvlmDB8+vNo8WUThcvLkSVVBmQ4dOgS8bseOHVXT+/fvD1u7iCi++H++g/mu6NSpU5XbIqLY8K0hAKDSIsbh/vwHMuqIiAKXKNfzgX4nUXBqw/mxZcsWfPjhhwDkUafPPvtsRPZDFYvHc2TTpk2qaf/rCYqueDxHLr74Yvz73/9Wpr/55hvcfPPN1a63dOlS5bXZbEafPn3C0h6KL3ExcmDhwoX4y1/+glmzZuH06dMQQig/vnznnzx5EjNmzMBVV12lKvJBFEkHDhxQTTdu3DjgdTMzM1U55vy3RUSJI5TvikaNGlW5LSKKjSVLlqimK7s5Cufn/88//wx4XSIKTKJczwf6nUTBiffzw+Vy4emnn1ZShNx3333syRtl8XiObNu2TTXdpk0bAMC5c+fw0Ucf4fbbb8ell16Krl27YuDAgbj11lvx9ttv8z4jQuLxHGnfvr0qfe2aNWvwn//8p8p15s2bh7Vr1yrTo0aNQkpKSljaQ/El5sGBp59+GpMnT4bVaoUQApIkqXJYVRQo8C4jhEBJSQmeffZZVVVvokjxL+KSnZ0d8LqSJKmW998WESWOUL4rsrKyVEVJ+V1BFHtr165V3RylpKRgwIABFS7r/5kNpjev/7InTpwIopVEFIhEuJ4/ePCgUogWALRaLf7yl7/EpC2JJt7Pj/fee08ZNdK6dWvcddddYd8HVS0ezxHf3uVGoxHJycn46aefcM011+D555/H2rVrcfz4cVitVpw4cQIbNmzAjBkzcP311+OZZ56BzWYLSztIFo/nCAC88MILqvRGL7zwAh5++GH89ttvKCoqghAChYWFWL16Ne6//3688soryrIDBw7E+PHjw9YWii8xTSv0xhtv4PPPPwcA5WG/EAINGzZE79690b59e9SrVw9msxlWqxV5eXnYtWuX8sXmDSIIIfD555+jfv36ePjhh2N4RJTo/HN7JiUlBbW+7/IulwsOhwMGgyEsbSOi+OH/XZGcnBzwuhqNBmazGUVFRQCgyh9KRNFXUlJSrhPKHXfcUek1QCjXCv7L8vNPFH61/Xre4/Hg6aefhtPpVOYNGTKkXD5pqpl4Pj8OHjyImTNnApCfnzz//PO8l4yBeDtHPB6PKoVNUlISlixZgscff7xcNg5/brcbixYtwq5duzB37lwWtQ6TeDtHvBo0aICFCxdi8uTJ+P777wEAy5Ytw7JlyypdJzk5GXfddRfuvfdeVQc2SiwxCw7s3bsX7733nuoBf9u2bfH444+jf//+1VbA/vXXXzF16lTs3r1bCSy89957uO6665QhVEThZrVaVdOBFhitbPni4mJe0BElIP/vimA/50ajUQkO+F9cElF0TZ48GQcPHlSmW7VqhbvvvrvS5UP5/PtfJzA4QBR+tf16ftq0aaoClRkZGXjssceitv9EF6/nhxACzzzzDOx2OwDgpptuQo8ePULeLgUv3s4Rb49vr5KSEjz11FMQQkCj0WDYsGH429/+hlatWkGj0eDPP//EF198gU8++QQulwuAXMfiySefxIwZM2rcDioTb+eIr/r162PatGlYsWIFJk2aVOUo1ebNm+OZZ57BJZdcEpZ9U/yKWVqht956C263W5keMmQIvvjiCwwYMKDawAAADBgwAF988QWGDh2qpCNyu92YNm1aJJtNdZz/cLtgv6D9l/de3BFRYgnndwW/J4hiZ/78+fjqq6+UaYPBgKlTp1Z5kxfK599/WQ7zJwq/2nw9/91332HWrFnKtCRJ+Ne//oWMjIyotSHRxev58fnnnyvp7erVq4d//OMfYdkuBS/ezhH/jgQ2mw1OpxN6vR4zZszA888/jy5duiA5ORkWiwWdOnXC008/jffeew8mk0lZ78cff8SPP/4YUltIFm/niK/c3Fw89NBDuPfee6tNX3n48GHcc889uOWWW7Bv376wtYHiT0yCA3a7Hf/73/+UIMBFF12El19+OeghKhqNBlOmTEGPHj2UlEQrV67kgxSKGP+HAb7DeQPhcDhU0xw1QJSYwvldEWxPEyIKj2+++Qavvvqqat7zzz+PCy64oMr1Qvn8+18n8PNPFH619Xp+/fr1+Mc//qHqITx+/HhcfvnlUdl/XRGP58epU6dU/x9NnDgR9erVC3m7VDPxdo5Utv7YsWOr/H7o27cvJkyYoJr33nvvhdQWksXbOeK1a9cu3Hjjjfj222+VTtaDBw/G/PnzsWbNGmzbtg1r1qzB3Llzcf311yvPbDdu3Ii//e1vqlFrlFhiEhz4448/YLfblQubUKPevsMo7XY7/vjjj5C2R1QZi8Wimg62R59/4CrY3HNEVDv4f1cEG7T2Xd5/W0QUeatXr8bjjz8Oj8ejzHv00UcxdOjQatcN5fPvvyw//0ThVxuv53ft2oX77rtPte9bb72VxSEjIB7PjxdeeAEFBQUAgF69egX0fxFFTrydIxVdK1gsFowePbradW+99VbVyKNNmzYhLy8vpPZQ/J0jAHDu3Dncc889yt9Xr9dj1qxZ+Pe//41+/fohIyMDer0eGRkZGDBgAF577TXMnDkTer0egJwqafz48Th16lTIbaH4E5PgwPHjx5XXGRkZuPDCC0PaXteuXVG/fv0Kt08UTv5f8sHmAvbNHa7T6dgjkChB+X9XBFM3wOPxqC4g+XCQKLo2b96M+++/X9XL66677sKYMWMCWj+Uz7//svz8E4VfbbueP3z4MO6++27l4TAAXHvttZg0aVJE91tXxdv58eOPP+K7774DID/Me+6550LaHoUu3s4Rk8lULgtHz549kZycXO26BoMBAwYMUKaFENi0aVNI7aH4O0cAYPbs2Th58qQy/fDDD+Oyyy6rcp3LL78cDz30kDKdn5+vSm1HiSMmwYEzZ84AkHMkNmzYMCzb9N3O2bNnw7JNIn/Z2dmq6epytPkSQiA3N7fSbRFR4gjlu+LUqVNKcTAAYft/koiqt2fPHowZM0Z1Ezds2DA8/vjjAW8jlM+//7L8/BOFX226ns/NzcXo0aNVPTUvvvhivPrqq9BoYlY+MKHF2/nxyiuvKK/HjBmDVq1ahbxNCk28nSNA+euFNm3aBLxu27ZtVdO+7aOaibdzRAiBL7/8Upm2WCy47bbbAlr39ttvVwU7vv76a9XIWkoMuljs1DfqFa5Ca77DbpjHnSLF/2Ls2LFjAa97+vRpVS/Eli1bhq1dRBRfQvmu8B/9xu8Koug4fPgw7rzzTuTn5yvzrrnmGjz//PNBbSecn38+BCIKv9pyPX/27FnccccdyMnJUeb16NED06dPV9I8UPjF2/nhm+Jl9uzZmD17dlDrr127Fh07dlSme/bsiffffz/kdtVl8XaOAEDr1q1V3xVpaWkBr+u/7Llz58LSpros3s6Rw4cPqzpRd+nSRVWMuiomkwmdO3fG77//DgAoKCjAoUOHeI+aYGLS3cCbAkgIgZycHFit1pC2Z7VacfTo0XLbJwq37OxspKSkKNM7d+4MeN0dO3aoplu3bh22dhFRfPH/fAfzXbF9+/Yqt0VE4VdR79yBAwdi6tSpQffODefnn8EBovCrDdfzRUVFuPvuu7F//35lXqdOnfDOO+8E/ECHaiaezw+32x3QT1Xrscdv6OLxHDn//PNV0/4FbavivyxTH4cu3s4Rb/YWr8zMzKDWz8rKUk2zLkXiiUlwwPvFJUkS7HY7vvnmm5C2980336hGIPh/MRKF00UXXaS8Pn36NI4cORLQehs2bFBN9+zZM6ztIqL4kZaWphrOu2PHjoCLkm7cuFE1ze8Kosg6e/YsRo8erepx16tXL0ybNq1GvXPbtm2L1NRUZdr/M10V32W1Wi26d+8e9P6JqHrxfD1vs9lw7733qoKFbdq0wdy5cwPKIU6hi+fzg+JDvJ0jvXr1Uk0HkxrIP+VNvXr1wtKmui6ezhH/gE+g96Ve/h26WRMr8cQkONC+fXs0aNAAgDx64N///ndQObh85ebm4t///jckSQIANGjQAO3btw9bW4n8XX755arpZcuWBbSet5AUIH859+/fP6ztIqL44vtd4XQ68dNPP1W7jt1ux4oVK5Tpxo0bq4aCE1F4eXvnHjhwQJl34YUXYvbs2TXuOafT6XDJJZco08ePH8fmzZurXS83N1dVBLBbt27IyMioURuIqGrxej3vdDrx4IMPYv369cq88847D/PmzeMDuyiKp/Nj/fr12L17d8A//tebvXr1Uv3+ww8/DLlNFF/nCAD069dP9cDW/wFzVfw7MfDeIzzi6Rzxz67iOyotEP7L8/o08cSsitHQoUMhhIAkScjLy8OIESOwbdu2oLaxY8cOjBgxAnl5ecq2hg4dGqEWE8kGDRqk6kn42WefqXLCVWTNmjX4888/lemBAwcy2kqU4K6++mrV9Mcff1ztOl9//TUKCgqU6auuuirs7SIimc1mw9ixY1W9c9u3b493330XSUlJIW27Jp//Tz/9VJXuwX8bRBQ+8Xg97/F4MHHiRFUngUaNGmH+/PlKxzqKjng8Pyi+xNs5YjQaccUVVyjT+/btU3U4qMz+/fvxxx9/KNMNGjQIqpgxVS6ezpGGDRuq/h85cOAAdu3aFdC6W7duxcGDB5XpJk2a8P+kBBSz4MCYMWOUaJMkSTh27BiGDx+OiRMn4vfff4fL5apwPZfLhd9//x1PPPEEhg0bhpycHGXUQP369TFmzJioHQPVTZmZmRg2bJgyffjwYcyZM6fS5e12O1588UVlWpIk3HfffRFtIxHFXseOHTFw4EBlet26dfjyyy8rXf7s2bN4/fXXlWmTyYQ777wzkk0kqrNcLhceeughrFu3TpnXsmVLzJs3L6gifpUZNGgQ2rZtq0x/9dVXqn35+/PPPzF37lxlOisrS3WtQUThFenr+aNHj6Jdu3bKj38P0opMnjwZS5cuVbVxwYIFaNKkSbXrUnjF4/lB8SUez5Fx48ZBp9Mp088//3yV6WNcLhcmT54MIYQy7/bbb692PxSYeDtHLrvsMtX05MmTq61NYbfb8dxzz6nm8fsqMcUsOJCUlIQ333wTBoMBgHziu91uLFmyBKNHj0a3bt1w4403YvTo0bjvvvswevRoDBkyBN27d8fo0aPx1Vdfwe12Q5IkCCFgNBrx5ptvMjpPUTF27FhVr8Jp06ZhwYIF5Qo8nT17FnfffTf27dunzLv22ms5VI+ojnjkkUdUF+nPPPMM/vvf/5Zb7siRIxg1apSqWNTIkSPZK4MoAoQQeOKJJ/DLL78o85o2bYr333+/3LDrmtJoNJgwYYJqn+PGjcOaNWvKLbtjxw6MHj1adQM/fvx4Fh0lirB4up5//fXXsXDhQmU6PT0d8+fPR4sWLcK2DwpOPJ0fFJ/i7Rxp2bIlhg8frkxv374d99xzT4UpvE+fPo37778fa9euVeY1adIEI0aMCGub6rp4OkfGjBmjGsmwceNG3HXXXTh8+HCFyx84cACjRo3C1q1blXlGoxF333132NpE8UMSvmHCGPjll1/w+OOPo6CgQBkB4Nsk77zK5gshkJqaiqlTp6p6aBJF2i+//IL77rtP9cXeokUL9OnTB+np6Th06BCWL19erlj2woULWUyMKE7k5OTgyiuvrPB3brdbNa3VaitcbsGCBeWKgPn65JNPMHnyZNW8Dh06oEePHjCZTNi/fz9WrlypGjHXq1cvzJs3r0bFUImoajk5OeV6PWk0GtU1ZyCaNGmCH374ocpl/v3vf+Pdd99VzbvooovQuXNnaDQa7N69G6tXr1Zd495www2YOnVqUG0hopqJ1PX80aNHMWjQIGW6SZMm+Pnnnytdvl27dqppSZKg0QTfj2/Hjh1Br0OVi5fzIxj+2+7VqxfrDERQvJ0jDocDo0ePVqUKMhqN6NevH84//3xIkoQ///wTq1atQklJibKM2WzGRx99hE6dOgV87BSYeDpHFi5ciEmTJqnmabVaXHTRRejYsSOSk5NRWFiI7du3Y8OGDeWCGK+88gqGDBkSyGFTLaOrfpHIuvTSS7FkyRJMnjwZK1asUG6OKrpB8w0IeGsMXHbZZZg8eTKys7Oj2m6iSy+9FFOmTMHkyZOV6u0HDx5U5WPz1aFDB0yfPp2BAaI4IoQoFwSoTGXLVRdjv/XWW1FYWIi33npLCQDs3LkTO3furHD5Pn364K233mJggChCKvrM+t/8BCKQ744JEybAZrOpHsz88ccfqpt2X9dee61qSDkRRVa8Xs8Hc31CkROv5wfFj3g7RwwGA2bOnIkJEyZg1apVAOTUMMuXL8fy5csrXCcrKwuzZs1iYCBC4ukc8Y4seemll5RghNvtxtq1a1WjSPxZLBY888wzDAwksJilFfLVsGFDzJ49G9988w3uuusudOnSBTqdTgkC+P7odDpceOGFuPvuu7Fs2TLMmjWLgQGKmSFDhmDx4sW44oorKn2Ql5WVhfvvvx+LFi1C06ZNo9xCIooHY8aMwccff4x+/fpV2hOwWbNmeOqpp7BgwQKkp6dHt4FEFBEajQZPP/005syZg65du1a6XNu2bfHqq6/ijTfegNFojF4DiYjX81Qlnh9UnXg7R9LT0zF37lw899xzOP/886tc7t5778XSpUvRuXPniLaprounc2T48OFYsmQJbr31VlXKo4okJyfj73//O5YsWYKbbropYm2i2It5WqHKOBwOnD59GgUFBSguLkZSUhJSU1ORlZXF3pQUl/Ly8rBhwwacOHECxcXFyMzMRLNmzdC9e/dK05EQUd2Tm5uLzZs3Izc3FzabDQ0aNEDLli3RpUuXWDeNiCLs0KFD2L59O06ePAm3243s7Gy0adOmXEoRIooNXs9TVXh+UHXi8RzZtWsX9u/fj9zcXLjdbtSrVw9t2rRRUhxSdMXTOeJ2u7F7927s2bMH+fn5KCkpgcViQXp6Otq1a4e2bdvyu62OiNvgABERERERERERERERRQbDhEREREREREREREREdQyDA0REREREREREREREdQyDA0REREREREREREREdUzMggO7du3CoEGDlJ+1a9fWaDu///67so0rrrgCf/75Z5hbSkRERERERERERESUWGIWHPjkk0+Qk5ODnJwcmM1m9OrVq0bb6d27NwwGg7KthQsXhrmlRERERERERERERESJJWbBgZ9++gkAIEkSbrjhhpC2NWTIEACAEAI//PBDqE0jIiIiIiIiIiIiIkpoMQkO7N+/H6dPn1amBw0aFNL2fNc/duwYjhw5EtL2iIiIiIiIiIiIiIgSWUyCA/v27VNeWywWtG7dOqTttW7dGhaLRZneu3dvSNsjIiIiIiIiIiIiIkpkMQkO5ObmApBTCjVq1Cjk7UmShMaNGyvTx48fD3mbRERERERERERERESJKibBgZKSEuV1cnJyWLaZlJSkvC4uLg7LNomIiIiIiIiIiIiIElFMggO+D/LPnTsXlm0WFBQor/V6fVi2SURERERERERERESUiGISHKhXrx4AQAiBEydOwOl0hrQ9h8OBEydOlNs+ERERERERERERERGVF5PgQPPmzZXXNpsN69atC2l769atg9VqVaabNGkS0vaIiIiIiIiIiIiIiBJZTIIDF1xwAVJSUiBJEgDgnXfeCWl7c+bMUV6bzWZ07do1pO0RERERERERERERESWymAQHNBoNLrnkEgghIITA2rVrsWDBghpta/78+fj9998hSRIkScKAAQNYc4CIiIiIiIiIiIiIqAqSEELEYsf79u3DDTfcoAQINBoN7r33XowfPx5arbba9d1uN6ZNm4Y5c+aotrF48WK0b98+CkdARERERERERERERFQ7xSw4AACTJ0/Gp59+CkmSIISAJElo1qwZRowYgYsvvhitW7cut87+/fuxcuVKfPLJJzhy5IiyHgAMGzYMzz//fLQPg4iIiIiIiIiIiIioVolpcMDlcmH06NFYv369EiAAoDzsN5vNqFevHiwWC0pKSpCXl6cUHvZdVgiBXr16Yd68edDpdLE5GCIiIiIiIiIiIiKiWiImNQe8dDodZs+ejSuuuEIZAeB92C+EQElJCXJycrB3717k5OSgpKRE+Z3vsldddRVmzpzJwAAREUXN77//jnbt2ik/06ZNi3WTiIiIiIiIiIgCFtPgAAAkJydj+vTpmDx5Mho1aqQaEVDZDyCPHGjcuDFefPFFvPXWW0hOTo7lYRARERERERERERER1Rpx09X+lltuwbBhw/D9999j1apVWL9+PY4ePQqXy6Uso9Pp0Lx5c/To0QMXX3wxBg0aBI0m5vENIiIiIiIiIgrC0aNHMWjQIGV66NChePnll2PYIqLgtGvXTnndq1cvfPjhhzFsDRFRzcRNcAAAtFotrrnmGlxzzTXKvKKiIhQXFyMpKYmjA4iIiIiIiIiIiIiIwiCuggMVSU5OZlCAiIiIiIiIiIiIiCiMmJOHiIiIiIiIiIiIiKiOYXCAiIiIiIiIiIiIiKiOYXCAiIiIiIiIiIiIiKiOifuaA0REREREREREgSgoKMDGjRtx8uRJ5OXlwWAwICMjAx07dsT5558f9v1t2bIFhw4dQm5uLjQaDZo3b47evXsjJSWlyvXsdjv++OMP7N+/H8XFxUhNTUWrVq3Qo0cP6HThe1STm5uLDRs24NixY3C73cjKykKbNm1wwQUXhGX7Qgjs3r0b+/fvx5kzZ2C1WlGvXj1kZ2ejR48eSEpKCst+vIqLi7FhwwacPHkSp0+fhtFoRM+ePdGpU6dK17Hb7di3bx/279+Ps2fPwmq1IikpCenp6Wjbti3atm0LjaZu953dunUrDh8+jFOnTsFut6Nx48YYPHhwtesdO3YM27Ztw+nTp1FQUICUlBRkZmaie/fuyMrKikLLiShUDA4QERFFyK5du7B161acPXsWBoMBmZmZ6NatG5o2bRrSdj0eD7Zs2YKDBw/i7NmzcLvdqF+/Ppo2bYpu3bpBr9eH6Qii7/Dhw9i9ezdOnjyJgoIC1KtXD9ddd121N9hERERUO1x++eXIyckpN/+LL77AF198Uel6U6ZMwU033VTp73/++WfMmzcPGzduhMvlqnCZxo0bY9SoURgxYgQMBkO1bf39998xcuRIZXr8+PF44IEH4Ha78dFHH+Gjjz7CwYMHy61nNpsxYsQIPPTQQzAajarfFRUVYdasWfj0009RVFRUbt2MjAxMmDABw4YNq7Z9AHD77bdj7dq1yvTu3bsByNehU6dOxapVqyCEKLde8+bNcd9991X5nlbl7NmzeOedd7B06VKcOnWqwmX0ej0uvvhiPPTQQ2jfvn1A263sePbt24dZs2bhp59+gtVqVa0zcuTIcsGBEydOYOnSpfjll1+wadMmOByOSveZlpaGm266CXfccQeys7ODap/X2rVr0a5du0rX8547vnyX79WrFz788MMq9+3riSeeUH1efvrpp0rvMRYvXownn3xSmfZ+lmw2G+bOnYvFixfj6NGjqnVSUlIqDQ44HA588sknWLRoEfbt21fhMpIkoVOnThg3bhwGDRoU8HERUfQxOEBERBRm//3vfzF9+nT8+eefFf7+wgsvxOOPP44ePXoEtd0zZ85gxowZWLp0KfLz8ytcJikpCVdeeSUefPBBNGnSJKDtVnYTFojKbjYqcvToUdXNwdChQ/Hyyy8DAL766iv85z//wZYtW8qtd+GFF6JDhw4Bt4mIiIjqjjNnzuDhhx+u8IGtv2PHjmHKlCn45JNP8O6776J58+ZB76+kpATjx4/HqlWrKl3GarVi7ty52Lx5M+bOnQuTyQRA7gRxzz33VBhQ8Dp79iyefvpp7N27F0899VTQ7QPka9EnnngCTqez0mUOHz6MJ598Et9//z3efvvtgIIlXp999hmmTJmC4uLiKpdzOp34+eef8csvv+D+++/H+PHjA96HryVLluCpp56q8nh87dq1C0OGDKkwKFKRc+fOYf78+fj888/x2muvYeDAgTVqZ22Sk5ODMWPGVPpwvzKbN2/GhAkTygUT/AkhsG3bNowbNw6XXXYZXn/9dVgsllCaTEQRUrfHTREREYWRw+HAY489hkcffbTSwAAgX1SPHDkSixcvDnjb33zzDa688kp89NFHlQYGAHmo9Zdffomrr74aH330UTDNjwmHw4EHHngAjz/+eIWBASIiIqLKHDx4EDfffHO5wIAkSWjSpAkuuOACtG3bttxDyYMHD2L48OFVXq9VRAiBCRMmqAIDDRo0wAUXXIDzzz8fWq1Wtfz69evxr3/9C4AcxBg1apQSGJAkCc2aNUPnzp3RrFmzcvt6//33sWTJkqDaBwC//fYbJk6cqDxI12q1OO+883DBBRegQYMG5ZZfvnw5HnjggUpHW/h788038fTTT5cLDCQnJ6NNmzbo0qVLuQ4qHo8H06ZNw4svvhj08axYsUJ1PN7UTZ07d0aTJk3KveeAHJTwDwzo9Xo0b94cHTt2RJcuXdCiRYty6ZsKCwsxduxY/Pbbb0G3szYpKirCnXfeqQoM1K9fX0m9VdlD/J9//hkjR44sFxjQ6/Vo2bIlunTpglatWpV7X5cvX45Ro0bBbreH/2CIKGQcOUBERBQmTzzxBJYuXapMp6WloWHDhtDpdDhy5AgKCgqU37ndbjz99NM4//zz0aVLlyq3u2jRIjz77LPweDyq+RaLBU2aNIFOp0NOTo5q+w6HA88//zzy8vJq3EsrGp544gl8//33ynRSUhIaN24MvV6P48ePIy8vL4atIyIionCbOnUq7HY7Tp8+jX/84x/K/AEDBuCuu+6qdD3/egFWqxXjxo1TPahs2rQpxowZg6uvvhppaWnKfJfLhdWrV+PNN9/E9u3bAcg99B955BEsWrQo4F7zX375pZIS6frrr8e4cePQunVr5fd5eXl4++238fHHHyvzPvvsM9x222149dVXcezYMRiNRtx999249dZbVTnZDxw4gEmTJmHdunXKvFdffRXXXHNNUCkjn3rqKbhcLuj1eowdOxYjRoxARkaG8vtdu3bhzTffxPLly5V5v/zyC+bNm4cxY8ZUue3/+7//w6xZs5RpSZJw44034rbbbkOnTp1Ueftzc3Px0UcfYd68ecqD/Q8//BDdu3fHtddeG9TxeDwepKSk4P7778eNN96oOp7Tp0/j2LFjFa7bq1cvDBo0CP3790fLli3LPbS22+343//+h3feeUfppOLxePCPf/wD3377bYX1EiZOnKhcc99xxx3K/Hbt2uGJJ56o9DgqCgDFyjvvvIPTp08DAK699lrce++9qrRPTqcTq1evVq2zd+9ePPLII7DZbMq8Hj164J577kHfvn1V6bOKiorwzTff4K233lL2s2XLFrz00kt47rnnInloRFQDDA4QERGFwVdffYUjR44AAC6++GKMHz8eF154ISRJAiAHA5YvX47nnnsOJ0+eVOa98MIL+Oyzzyrd7vbt2/H888+rAgONGzfG448/jkGDBik3s263G6tXr8Yrr7yCvXv3KstOmzYNnTt3jsvh0f/73/+UG4YLLrgAjzzyCPr06aO6cdu0aVO1uV+JiIio9rjooosAoFzv46ysLPTr1y/g7bz88svYv3+/Mn3ZZZfhtddeq/CBrk6nwyWXXII+ffpgwoQJ+OGHHwAAO3fuxMcff4zRo0cHtE9vYGDixIm48847y/2+Xr16ePbZZ2Gz2ZQRokIIPPLII9i/fz8sFgvefffdClNLtmrVCu+++y7++te/Ksd16tQprFixAldccUVA7fO20WAwYM6cOejbt2+537dv3x6zZ8/GlClTsGDBAmX+jBkzcP3116Nx48YVbvfIkSN44YUXlGmTyYS333670mvM7OxsTJgwARdffDHuvvtu5aHyiy++iEGDBpWrxVCZ06dPIysrC++//74qEOOVmZmJzMxM1bzGjRvjv//9L9q0aVPlto1GI6644gpcfvnlmDRpknJNfvLkSXz11VcYMWJEuXUqK+SclpYW1PkbS97r76eeegqjRo0q93u9Xq/6u7pcLkyYMEEVGHjggQdw//33K/c6vpKTk3HzzTdj4MCBGDlypDJa5tNPP8Xw4cPRsWPHMB8REYWCaYWIiIjCwBsYGDduHN577z107dpVdbGs1WpxxRVX4IMPPoDZbFbmb9myBbt27apwm0KIcvli27dvj6+++grXXHONqpebVqvFxRdfjMWLF6NPcypkCwAA4UBJREFUnz6q7fzzn/9UXczHC++NydVXX42FCxdiwIAB5Xp0de3aVdU7jIiIiOj48eP4/PPPlel27drh7bffrjAw4MtgMGDq1KmqtDcffPAB3G53wPu+9tprKwwM+Hr44YdVvei9D/uffPLJKmtOmc1mjBs3TjVv5cqVAbfN65FHHqkwMODriSeeQLdu3ZRpm82GTz/9tNLl3333XVUh4Jdeeimgzic9e/bE448/rkyfOXMm6HRJU6ZMqTAwUJn69etXGxjwpdFoMGnSJFUNimDSf9ZG1113XYWBgYp899132LNnjzI9fPhwjB8/vsLAgK/s7Gy8/fbbqs/CvHnzatZgIooYBgeIiIjCZNCgQXjooYeqXKZly5a47bbbVPMqu+lbtWqV6kLcbDZj1qxZSE1NrXT7BoMB06dPVw1TP3XqFL7++utADiHqmjVrhldeeaVcUICIiIioMh999JEqR/7jjz8ecGogs9msGimQk5ODbdu2BbSuJEl48MEHq10uOzu7XA/zJk2a4K9//Wu161522WWqh6k7duwIqG2++7799turXU6SJDz22GOqeYsXL66wiG9+fj6++uorZbpbt2647rrrAm7TzTffjPr16yvT3333XcDrXnTRRbj44osDXr6mDAYDrr76amV6586dcdm5Jlyqu2fx9f777yuvzWYzHn300YDXbdeuHQYNGqRM//TTT0EF44go8hgcICIiCpMJEyYEtJx/nlVv7lt//umGRo0aVelQb18pKSnl6gwsWrQooLZF27333guTyRTrZhAREVEtsmLFCuV1sOmIAKB///6q6fXr1we0Xrt27dCyZcuAlvXvuX7FFVdUWDzXX1JSkmpkw/HjxwPan9d1110XcI2CHj16qHLhnzp1CgcOHCi33Nq1a1UPym+44Yag2qTX69G7d29leuPGjeVqaVUmmCBEqJo2baq8drlcqk46iaRz584477zzAlo2Ly9PqccAAJdeeqmqnkcgfD9vJSUlQQe8iCiy2E2PiIgoDNq2bVuuUF5l2rRpA51Op/R4O3HiRIXL+d+oBtLbzOv666/HlClTlBu57du3w2q1qlIaxZpWq8U111wT62YQERFRLXLu3DlVfaWOHTuqetoHwr+zhW/tgqp06tQp4H2kp6erpoPJs56enq6krCwqKgp4PUAuwhuMnj17KvsCgK1bt5ZL4eN/TVpZ3v2qNGrUSHldVFSE3Nxc1bzKdOnSJeh9+bJarfj555/x+++/Y9euXTh27BiKi4thtVorHCXhKy8vL6R9x6tg3tM//vhD9T7V5G9f0eetc+fOQW+HiCKDwQEiIqIwCOZCWa/XIyUlRbnhKCwsLLfM0aNHlZz8gDwU3TcPanWSk5NxwQUXKDdzbrcbW7duDfqGMZJatWqF5OTkWDeDiIiIapE///xT9bByxYoVaNeuXUjbPHfuXEDLBVMHyb9DRk3XDTa1TTC59gG5g4sv/0LRQPngybBhw4LaR0XOnTsXUHDAtzd/MJxOJ+bPn4/Zs2ejuLi4Rtuo6Bo9EQTznvqPJJk6dSqmTp0a0v4D/bwRUXQwrRAREVEY+OZRDYTFYlFeV3TTd+zYMdW0/41bINq3b1/lNmOtpjd7REREVHfl5+eHfZuBPgQ2Go013kco6wbDf8RCsMsXFBSUWyaW73lNOpLYbDbcfffdeO2112ocGAAAh8NR43XjWTDvaSRGTyRq0IWotuLIASIiojAI9w2f/41ZvXr1gt6G/zoV3ezFUlJSUqybQERERLVMJK5nqksvU5sEm0LSf/mSkpJyy0TiYW6gNQcCrZ/g67nnnsNvv/2mmpeRkYFevXqhffv2aNSoEZKTk2E0GlV1IH799VfMnTs36P3VNjpd4I8CI/G3T6TPG1EiYHCAiIgoDvn3cvIdaRAo/5u9UHpORUJNbvaIiIiobvO/vunduzfGjh0b0jZTU1NDWj+eWK3WoHqGW61W1XRF15wmk0k1PWXKFDRs2LBmDSzlP8I1XHbu3IkvvvhCmdbr9XjssccwYsQIGAyGKtc9fPhwRNpUm/n/7UeNGoVLL700pG36FsEmotgLe3DgySefDPcmgyJJEl566aWYtoGIiChU/r3qK+rFVR3/mz321CciIqLazn9kpNFoRL9+/WLUmviTl5cXVHDAP2VQRYES//f8/PPPD7lQcKQsW7ZM1TP9gQcewOjRowNatzblwve/zo8U/799VlYWP29ECSbswYEvvvgCkiSFe7MBEUIwOEBERAnB/8asJrle/XOERqJXXLRuTIiIiIiA8jWL2Ntbbe/evUH1zN6zZ49quqKaUP7zDh06FLfBgU2bNimvNRoNbrnlloDX3bt3bwRaVDmj0Qi73Q4g+MLTZ8+ejUSTyuHnjSjxxUVBYiFEuZ9wLk9ERFTbNG7cWDW9e/fuoLexa9cu1XSTJk0qXM6/XkIwNyeRKFJGREREiU+jUT+OCPS+vmHDhjjvvPOU6YMHD+L48eNhbVtttm7dupCW79y5c7llevfurZr2z+cfT86cOaO8zsjIQFpaWkDreTyeoN87346xNXku5TvCw7fd1fF4PNixY0fQ+6uJPn36qKbj+W9PRDUTkeBARQ/vq/oB5C9V709126hseSIiokTRtGlTZGZmKtM5OTk4cuRIwOsXFRVh27ZtyrROp8MFF1xQ4bL+Q89Pnz4d8H62bt0a8LJEREREXv61A4IZjXjxxRerpv/zn/+EpU2JYOnSpXA6nQEtu379etX1ZVZWFlq1alVuuX79+qmK2H7zzTdx20HE99lQoO8DAPz88884ceJEUPvyPYdrMprWtzPQsWPHAh4pvHLlShQVFQW9v5rIzs5G27ZtlenDhw9jxYoVUdk3EUVH2NMK/fTTT0Etv3//fjz33HM4duwYhBDQ6/UYOHAgevXqhbZt2yI9PR0WiwUlJSXIz8/H7t27sW7dOqxYsQJOpxOSJKFp06Z49tlnK/xPjIiIqLbq2bMnli1bpkwvXrwYDz30UEDrLl26VDUC4IILLih3E+7lP0ph586dFQ4p93f27Fn2HiIiIqIaSU5OhlarhdvtBgAcPXo04HVHjx6NTz/9FC6XC4AcHLj22mvRqVOniLS1NsnNzcWHH36IO++8s8rlhBD497//rZo3dOjQCtNEZ2Zm4oYbbsDixYsByLWwnn/+ebzxxhvha3iYZGZmYv/+/QDkGgL79u3D+eefX+U6xcXFePnll4PeV3p6ulIXLCcnJ+j1O3bsqHS0EULg22+/rTYNktPpxNtvvx30vkJx1113YeLEicr0Sy+9hO7duyMlJSWq7SCiyAj7yIEmTZoE/JOTk4MJEyYogYFhw4ZhxYoVmD59OkaOHIk+ffqgffv2aN68Odq3b48+ffpg1KhRmD59OlasWIG//e1vEEIo2zl+/HilKROIiIhqm2HDhqmmFyxYEFCPpqKiIkybNq3Kbfnyv5H2DUhUZebMmUHnRyUiIiICAL1ejxYtWijTu3btCjifebNmzfDXv/5VmbbZbLj33nuxcePGoNqwZs0aPPPMM0GtUxu88cYb1XbgePnll1Xvl9ForPLB9Lhx41QdTb755htMmjQJDocj4Hbl5+dj5syZ+PnnnwNeJ1jdunVTTU+dOhUej6fS5a1WKx544IGgRuh6+QYd8vLy8Pvvvwe1/sCBA1XTM2bMqLKWgMvlwqRJk7B9+/bgGhqiwYMHo02bNsr0wYMHcc899yA3NzfgbTidTnzxxReYM2dOJJpIRCGIWc2BnJwcjBs3ThkK9cILL+CFF15ARkZGQOtnZGTgxRdfxAsvvAAAKCwsxH333Ydjx45FrM1ERETR1K9fP7Rr106ZLikpwbhx41BYWFjpOg6HAw899BBOnTqlzMvKysLgwYMrXadv377Q6/XK9LJly7B+/foq2/bZZ59xCD8RERGFpH///sprt9uNv//975g+fTp++OEHrFq1CqtXr1Z+Tp48qVr3qaeeQseOHZXpU6dO4bbbbsOTTz6JTZs2KaMKfBUXF2P9+vV44403cPXVV2P06NFYtWpV5A4wBpo0aQKHw4G7774b06dPL/eweffu3Rg7diwWLFigmn///fdX2dmyWbNm+Ne//qWat3DhQgwePBiLFi2qMC2lEAKHDx/Gl19+ifHjx2PgwIF46623Ak6fUxM33HCDqp7FL7/8grFjx2Lfvn2q5ex2O7799lvceOONyjnQunXroPble/4CwPjx4/Hvf/8by5Ytw6+//qo6fysKPgwcOBDZ2dnK9MmTJ3Hbbbfh999/V6VHcrlcWLVqFUaMGKGM3ghklG+4aLVavP3226qRAhs3bsTgwYPx9ttv488//6xwvdOnT2P58uWYNGkSLrnkEjzxxBM4cOBAtJpNRAEKe1qhQE2dOhVFRUWQJAnDhw+vskdjVYYNG4Zt27Zh4cKFKCoqwtSpU+NyaBsREVGwJEnClClTMHz4cCVn6vbt23HjjTdi4sSJuOyyy2AwGADIhcnWrFmDl19+GXv27FFt56WXXipXdNhXRkYGrrjiCmXEgMfjwdixY/HUU0/h+uuvV/YByDeU7777Lr7++msAQPPmzQPu5UdERETka8SIEVi4cCHsdjsA+eGo/+hHrylTpuCmm25Spk0mE2bNmoV77rlHufZxuVxYvHgxFi9eDIvFgoYNGyIlJQVWqxUFBQXIzc1N+HqFL730Eu666y44nU5MmzYNs2bNQtOmTZGcnIxTp05V2Nt7wIAB1aYhAoDrrrsOJ0+exKuvvqr0xj948CCeeeYZPPPMM2jUqBHq1asHrVaLwsJCnDp1CsXFxWE/xqq0bt0at9xyCz7++GNl3ooVK7BixQo0atQIWVlZKCkpQU5OjqpOQM+ePXHjjTfi6aefDnhfQ4YMwezZs5X6CwUFBXj33XcrXHb8+PF44IEHVPN0Oh3++c9/4sEHH1Tm7d+/HyNHjkT9+vXRqFEjOBwO5OTkqN7HMWPG4NSpU0Gl4gpVq1atMH36dDz44IM4d+4cADlt04wZMzBjxgzUq1cPWVlZMJvNKCoqQl5eXpWjIIgofsRk5EB+fj5++OEHZfqee+4JaXtjxowBIEelf/jhh4hGoYmIiKKpU6dOmDRpkqoHVE5ODh588EH06dMHgwcPxpAhQ9CnTx/ceeed5QIDDzzwAC655JJq9/OPf/wDFotFmS4sLMSTTz6J3r1748Ybb8RNN92Efv364YYbblACAz179gz5/3AiIiKqu1q2bIlXX31VdQ0SjIYNG2LhwoW44YYbyuXKLykpwYEDB7B582bs2bMHJ06cqDAw0KhRoxrtO1716dMHr776qjIq1OVy4eDBg9i2bVuFgYGBAwdixowZqlGkVbnjjjswZ84cZGVllfvd8ePHsWPHDmzduhUHDx6sMDBgMBhQv379II8qOE8++SQuu+yyCtu3ZcsW7Nu3TxUY6N27N2bOnAmtVhvUftLT0zFt2rSQjueqq65SBQe8zpw5g23btmHPnj2q9/HOO+/EhAkTary/UPTp0weff/45OnfuXO53eXl52LNnDzZv3oz9+/dXGBiQJAkNGzaMRlOJKAgxCQ6sX78ebrcbkiQp9QdC0aRJE2VIldvtrjYVAhERUW1y880347XXXkNSUpJqfnFxMfbs2YOdO3cqPXi8DAYDJk2ahPHjxwe0jyZNmuDtt98uV7S4pKQEu3btwvbt23HmzBllfp8+fTBr1izodDEbhEhEREQJ4Oqrr8Z3332HRx99FAMGDECjRo1gsVgqLIxbEYvFgqlTp+LLL7/E9ddfj9TU1GrXadWqFUaOHIlPP/0UH330UaiHEHeuu+46fP755+XS3vhq1qwZXnrpJcyZMwcmkymo7V988cX46aef8PTTT6Ndu3bV/q0sFgsuvfRSTJ48Gb/++mu5XPvhZjAYMHPmTDz55JMVBjG8mjRpgkmTJmHBggUBnTcV6dmzJ5YtW4ZJkybhsssuQ9OmTZGUlKTq2FOd+++/H7Nnz1bl9ffXvn17zJkzBxMnTgz4sxEJzZs3x+eff45Zs2ahT58+1QaVtFotunXrhgcffBA//PADHn744eg0lIgCJokYjKlbsGABXn75ZUiShAsuuACfffZZyNscNmwYtm7dCkmSMHHiRIwePTr0hhIREVXi999/x8iRI5XpioYKV+Xyyy9HTk4OAPnGJJDCbGfOnMGMGTOwdOnSSkfJJSUl4corr8QDDzxQo1yke/fuxSuvvIJff/21wt51WVlZuOeee3DbbbdBq9Vi8eLFePLJJ5Xf+w/593X06FEMGjRImR46dChefvnloNtIREREVBmPx4Pt27fj4MGDyMvLQ1FREcxmM1JSUtC8eXOcf/75Adc6rA1uv/12rF27VpnevXu36vcnTpzAhg0bcOzYMbjdbmRlZaFNmzYV9v6uqbNnz2Lz5s04ffo08vLyIIRAcnIyMjMz0bp1a5x33nkBj0wIN5fLha1bt2L37t3Iz8+HRqNBVlYWOnTogPbt28ekTVXZv38/tmzZgjNnzih/ry5duqiKH8cTq9WKTZs24cSJE8jPz4fNZoPFYkG9evXQsmVLtG7dusYjg4goOmISHHjnnXeUugBNmzbFjz/+GPI2r7zyShw5cgSSJOGRRx5RUg0RERElGrfbjS1btuDQoUM4c+YMPB4PMjIy0KxZM3Tr1i0sN1+nT5/G2rVrcfLkSVitVqSlpaFdu3bo2rVr0EOuiYiIiCgyqgsOEBERVSUmuQAyMzOV18eOHcOJEydCyjt24sQJHD16VBlalUi9AIiIiPx5h+d269YtYvvIzMzEtddeG7HtExEREREREVFsxaTmQIsWLQDIxUiEEJg7d25I23vvvfcghFDSH3i3T0RERERERERERERE5cUkONC9e3c0aNAAACCEwEcffYT//ve/NdrW119/jY8++kgZNZCVlYUePXqEra1ERERERERERERERIkmJsEBSZIwatQoCCEgSRI8Hg8ef/xx/Otf/0JBQUFA2ygoKMCLL76IiRMnAoCyrVGjRkWy6UREREREREREREREtV5MChIDgMfjwfDhw7F161YlvZAkSTAajRg4cCB69eqFtm3bIj09HSaTCTabDXl5edi7dy/Wrl2LFStWwG63K+sJIdC5c2csXLgQGk1MYh5ERERERERERFHDgsRERBSKmAUHAODcuXO44447sGPHDuUBPwAlRVBVfJcVQqBjx46YO3cu6tWrF9E2ExERERERERHFAwYHiIgoFDHtYp+WloYPP/wQN998szLPGxjwFhiu6Md3OQAYNmwYPvjgAwYGiIiIiIiIiIiIiIgCENORA742b96M999/Hz/++CMcDke1y+v1elx55ZUYOXIkunbtGvkGEhEREREREREREREliLgJDngVFhZi48aN2LJlC3JyclBQUICSkhKYzWakpqaiadOm6Ny5M7p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", 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" ] }, "metadata": { "image/png": { "height": 491, "width": 771 } }, "output_type": "display_data" } ], "source": [ "pmb.plot_dependence(μ, X=X, Y=Y, grid=(2, 2), func=np.exp);" ] }, { "attachments": {}, "cell_type": "markdown", "id": "3a86b72b", "metadata": {}, "source": [ "From this plot we can see the main effect of each covariate on the predicted value. This is very useful as 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 individual conditional expectation plots `pmb.plot_dependence(..., 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 methods 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 extra 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." ] }, { "attachments": {}, "cell_type": "markdown", "id": "54e31c66", "metadata": {}, "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", "\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, PyMC-BART provides 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 covariables and on the y-axis the square of the Pearson correlation coefficient between the predictions made for the full-model (all variables included) and the restricted-models, those with only a subset of the variables. The components are included following the relative variable importance order, as show in the top panel. Thus, in this example \"number of covariables\" is 1 `hour`, 2 `hour` and `temperature`, 3 `hour`, `temperature`and `humidity`. Finally, 4 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 by *prunning* variables from the full-model." ] }, { "cell_type": "code", "execution_count": 14, "id": "2bb3d9f8", "metadata": {}, "outputs": [ { "data": { "image/png": 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KBsltAAAAALk6duyYBg8erOjoaFeHAgAAAEgiuQ0AAAAgF1evXlX//v0VFxfn6lAAAAAAA8ltAAAAADlauHChKbEdGBioHj16KCgoSJ6enkZ/jRo1XBEeAAAA/qRIbgMAAADI0Zo1a4yfK1SooK+//lqVKlVyYUQAAAAAyW0AAAAAOTh37pxp1vZTTz1FYht2mTJliqZMmeLqMAAAwP8wd1cHAAAAAKDoOn36tKldt25d1wQCAAAAWCG5DQAAACBb169fN7XLli3rokgAAAAAM5LbAAAAALJ169YtU9vNzc1FkQAAAABm1NwGAADIwdGjR3Xo0CHFx8fL09NTVapUUdOmTRUYGOjq0PIkNTVVv//+u2JiYnT58mV5eXkpODhYoaGhKlky538axsfHa9++fTp37pxSU1NVqVIlNW7cWPXr13dqjFFRUTp8+LAuX76skiVLys/PTyEhIU675qmpqTpw4ICio6MVHx+vjIwMVapUSTVr1tT999+vEiVKOOU4d8XGxurw4cO6dOmSEhISVL58eT3xxBPy8/Nz6nHuOnnypCIjI3XlyhXdvHlTFStWVNWqVfXAAw+oXLlyDu/PYrEUQJSOi4mJ0eHDhxUfH6+EhAR5eHjIx8dHtWvX1n333Sdvb+887ffKlSvav3+/4uLidO3aNZUrV06VK1dWSEiIqlev7uSzcL6MjAydPn1ax48f16VLl3Tjxg15enrKx8dHNWvWVJMmTeTp6en04169elUHDhzQpUuXFB8fL29vbz3yyCOqXbu2045x7tw5HT9+XDExMbpx44ZKlCghHx8fBQQEKCQkRGXKlHHase6KjY3Vvn37FBMTo9u3b8vX11f16tVTo0aNnH4seyQmJmr//v26dOmSrl69Kk9PT1WqVEkNGjTId4mgGzduKDIyUqdOnVJiYqJSU1Pl5eWl8uXLKyAgQHXr1lWVKlWcdCYAABQMktsAAOBP67ffflPv3r2N9tChQ/Xaa69Jkr7//nvNnTtXp06dsrltSEiIRowYodDQ0FyPc/78ebVr185oh4WFObTIWq9evbR7926jfezYsWzHzpkzR3PnzjXaX3zxhVq2bKnExETNmzdPq1atUkJCQpbtfH19NXz4cHXr1i3LZ+fOndP06dO1ceNGpaenZ/k8ODhYY8eOteta5GTDhg366KOPdPz48Syfubm5qWnTphoxYoSaNm2ap/1HRUVp3rx52rp1q5KTk22OKV++vDp37qwhQ4aocuXKdu333nvvNX5u0aKFlixZIkkKDw/X4sWLtXv3bmVkZJi28fPzc2pyOzU1VUuWLNGKFSt09uxZm2NKliyp5s2ba+jQobn+rjKfk7VRo0Zp1KhRWfozf3+cJSkpSUuWLNF3332XpfZ3Zp6enmrevLmee+45Pfnkk/Lw8Mh135s2bdKCBQt08ODBbBP4wcHB6tevn5599lm5u2f/0utPP/2kN954w2h37txZ06ZNyzUGa3PnztWcOXOM9ogRI9S/f/8s427cuKFNmzZp06ZN2r17t65du5btPj09PfX444/rlVdeUcOGDe2OpW3btoqOjpYkBQQE6JdffpEk7d+/X59++qm2b9+utLQ00zajRo0yJbdHjhyp7777zmj//PPPOT6kunXrlsLDw7Vhwwb99ttvpoVMrZUoUUKtW7fWwIED1bJlS7vPKztHjx7VtGnTtGPHDpt/D/fcc48GDx6srl275vtY9vjll1+0aNEi7d+/3+Z9V5L8/f3Vp08f9ejRw6EHGEeOHNH8+fMVHh6e5XdoLTAwUI899pi6d+9OvX0AQJFEchsAACCT1NRUjR49WmvXrs1x3IEDB9S7d29NnDix0JIdeXXq1Cn179/fSFTZEhcXp9GjR+v48eN69913jf7w8HC9+eabSkpKynbbqKgo9enTRzNmzFD79u0djs9isWjixIlaunRpjmP27dunHj16aOjQoXr11Vft3n96eromT56sL7/8MkuS2VpiYqKWLl2q7777TjNmzNBjjz1m93Eyx5rb+TjTf/7zHw0ePFjnzp3LcVx6erp27typnTt3qmvXrho/frxdSWBX2bRpk9577z1dvXo117GpqanasWOHduzYYTzQyc7169c1bNgwbd++Pdf9RkVFaeTIkVq2bJk+/vhjVa1a1ea4tm3bysfHx0gyb9q0SUlJSQ7NLLZYLFq1apXRLlGihP7yl7/YHNuuXTubD6lsSU1N1fr167VhwwYNGzZMgwYNsjsmawsXLtT06dMLbDZ/9+7ddeTIEbvG3r59W9u3b9f27dv14osvavTo0bm+fZKd77//XiNHjswx0Xv27FmNGjVKGzZs0OzZswtkNrx0502CYcOGmR5oZicmJkaTJ0/W8uXLtXDhQt1zzz25brNgwQLNnDkz13vhXefPn9fSpUtVtmxZDR8+3K5tAAAoTNTcBgAAyGTkyJGmxLaPj4/uvfdeNWzYUOXLlzeNvX37tt577z0dPHiwsMO029WrV02JbTc3N91zzz1q3LixAgICsoxftGiRcf67d+/W0KFDjcS2p6en6tSpo0aNGmWZ1Zyenq533nkn21nDOfn4449NiWAvLy/Vq1dP9913X5ZrnpGRodmzZ2vBggV27fvmzZt65ZVXtHTp0izJHF9fX913331q2LBhlvNJSkrSkCFD9OOPPzp8PjNmzDCdT+nSpVWnTh01bNhQvr6+Du8vJ4cOHdKLL76YJbHt4eGhWrVqqVGjRjYTst9++60GDx6s1NRUp8bjLIsXL9Zrr72WJbHt5uam6tWrq2HDhrrvvvuyTTZnJyEhQb169bKZ2Pb391ejRo1Uo0aNLLO0Dx06pO7du2f7gMjT01NPP/200U5OTtaGDRsciu333383/R4feuihbM/P+vd297rce++9uv/++1WvXj15eXmZxlgsFs2cOdP0ZocjVqxYoQ8//NBIbN/9G2vcuLH8/PycUovd1t9j1apVFRwcrPvvv1/BwcE2S+ssW7ZMY8aMydMxd+3apXfffddIbJcoUUI1a9bM9ruzefNmvfbaa9nOps6P06dP64UXXsiS2HZzc1NAQIAaNWqk4ODgLCV4Tp8+rb/+9a/Zvml019dff63p06dnuReWKVPGuMb169dX9erVqa0PACg2mLkNAADwX6tXrzaSS4888oiGDh2qkJAQ4z/5t2/f1ubNm/X+++/r0qVLRt+ECRP09ddfuyzunHzwwQeKjo5WqVKlNGDAAHXv3t1UQ/XEiRMaN26cKZnywQcfqHXr1nrzzTeVlpamqlWravjw4erQoYORVLFYLPr111/197//XRcuXJB0p6TAtGnTTGUVcnPmzBnt27dPklSlShW988476tixo0qVKiXpzvX99ddfNXnyZJ04ccLYbubMmWrevHmuJUrGjRtnSmR6e3urb9++6tq1q2rUqGEae/ToUX388cdav369cey///3vatCggWrWrGnX+Rw/flx79+6VJNWqVUvDhw/X448/bpyPdGc2sHXiMS9u3LihN954w1SSwsvLS0OHDtVzzz2nChUqmM5tzpw52rRpk9G3bds2zZ49W2+//XaWfS9evNj4efv27frss8+Mdv/+/fXwww9n2cb6eubVpk2bspTtqVKligYNGqQOHTpkeUBw5coV7dy5U+vWrVN4eHiO+/7HP/6hyMhIU98LL7ygAQMGmGa9xsbGaunSpVq0aJGRxDx//rzeeustLVu2zGZd9rCwMC1fvtxor1q1SmFhYXad893x1vvLSZ06ddShQwc9+uijql+/fpa/qYyMDB08eFBffPGF1q1bZ/R//PHHevTRR9WkSRO7Y0tISNDkyZMl3XkoNGzYMHXo0EFly5Y1xpw7d043b960e5/Z8ff3N86rcePGpmNId+49x44d04oVK7Ry5Urdvn1b0p0HNm3bttWTTz7p0PFGjx6t9PR0eXh4aNCgQerRo4cqVapkfH706FHNmjVLmzdvNvrCw8O1aNEiDRw4MB9nanbz5k0NGTJE58+fN/oCAwM1cOBAdejQQT4+PkZ/enq6fv31V82aNcuY6R4fH6/hw4dr5cqVNmeVp6am6sMPPzT1tW/fXgMHDlTDhg2zJLNv3LihQ4cOaevWrVqzZo3TzhMAAGdzsxSVFWIAAAAKmXXN7buGDBliqp9r7dSpUwoLCzMlclavXp3twoqurLkt3UnoLliwQM2bN7e5TUpKip577jn95z//MfqCgoJ04sQJBQUFafHixdnWhz5x4oS6dOlizLj08PDQ1q1bTckha7bqOQcEBGj58uXZHufmzZvq16+fkQiX7tRDXrNmTbYzDH/44QfTa/T33HOPPvvss1xf3f/nP/9pqpfctm1bzZ8/36HzCQ0N1YIFCwpkwbu7JkyYYJohXq5cOX3xxRdq0KBBttvMnDlTn3zyidF2d3fXN998k2Mt5m+//dZUY3vy5MkFVorn8uXL6tixoxITE42+0NBQzZ8/P8ssfltOnTolLy8vVatWLctn69ev1+uvv27qmzhxop5//vls97dlyxa9+uqrpnIVo0aNUt++fW2O79ChgzF71s3NTZs3b7ZrUcpbt27poYce0vXr1yXd+V3u2LHD9FAks99++82hOtOrVq0ylRvq2LGjZs2aleM2mWtu3xUUFKR//etfdr+B4GjN7b1796pp06Z2L+q6Y8cODRo0yLj/NGnSJNcHjdb3U+nOzPsFCxaodevW2W43efJkff7550a7dOnS+vHHH+Xv729zfE5rOtgyduxYrVixwmg//vjjmj59eo73kNTUVL355pvauHGj0Zfd3+eWLVtMyfguXbpo6tSp2e7b+jixsbFOe4AFAIAzUZYEAAAgk3bt2uWY2Jak2rVrq2fPnqa+rVu3FmRY+TJixIhsE9vSnSTNkCFDTH0nTpyQh4eHZs2alePCh0FBQaYZpmlpafr1118dis/NzS3X43h5eWnu3LmmkgRRUVHasWOHzfEWi8U0g9zLy8uuxLYkvfzyy+rQoYPR3rx5c66v+2fm4+OjWbNmFWhiOzExUf/+979Nff/3f/+XY2JbkoYPH65HH33UaGdkZJgSdq72xRdfmBLbtWrV0sKFC+1KbEt3vpu2EtuSeTa6JPXs2TPHxLYktWnTJktC/IsvvjBmC1vL/F2wWCxavXq1PWFr06ZNRmJbkp5++ulsE9uSHF5AsUuXLurcubPR3rhxo+l49rh7P3B2aZ3MQkND7U5sS3dKt2RecPPgwYM2F6TNzfDhw3NMbEt3EvWZ3xRJSUkxJaPz48KFC/rmm2+M9r333qvZs2fneg/x9PTUtGnTTCWmsvv7tL6H9ejRw+74PD09SWwDAIosktsAAACZvPnmm3aNy1xfV5Ldi6AVNn9/f73wwgu5jmvTpk2WOsMdO3ZUcHBwrttmnpUuSREREQ7F2L59e7tKJFSuXFkvvfSSqc86wXvXtm3bdPLkSaPdu3dvuxLbdw0ePNj42WKxmGZG5qZHjx4FmgCUpLVr15reHGjWrJndi3mOHDnS1P7xxx8dTnQWhNTUVFNZD+lOWRnr+sJ5cfz4ce3fv99oe3t75/oQ666XXnrJNPs6Ojo628Uon332WdP3yLrUSHYyz26W7iSjnS1zcjs9PV2HDh1yaHt77weFLfN5STL9nu3h5+enXr165TrOzc0tSwmfb7/91imLay5btsxUw3vEiBF2L1jp5eVlmqkdHR2tw4cPZxl369YtUzuvi28CAFDUkNwGAAD4r+DgYNWtW9eusfXq1TMlBy5evFhQYeXLE088YddMyDJlymRZYNLeZKl1wutuDW57OZLI69Kli6kMyZ49e2yOs55J/+yzzzoUU/369U0J6t9//93ubTt16uTQsfLC+ry7detm97ZBQUGmGahpaWn6448/nBVanh08eNA0azs4ODjX2bT2si5D8eSTT9o9G9zDwyPL38/duurWqlWrplatWhntU6dO6cCBAznuPy4uzvS2Q61atdSsWTO7YnOEdTkQRx9CFcbfdV7k97yeeeYZeXh42DU2NDTUNIM5Li7O9BAtr7Zs2WL87OvrqwcffNCh7R966CFT29bfp/XimNTRBgD8r+BxLQAAwH81atTI7rEeHh4qV66crl69KklFYuarLTnVUrZWoUIFY0FNR7bNvHChdGchMnu5ubnlWDLFWkBAgAICAoxF1+Li4hQTE5Ol7m3m5I63t7fq1Klj9zHuqlatmuLi4iTJtJhlTsqUKaOgoCCHj+WogwcPmtqZE6r2aN26tWmG64EDB/TII484Jba8sn6A4Mx48nu9WrVqZapVntPDgLCwMFOyetWqVQoJCcl2/Jo1a0xlJBx5EJORkaHffvtNW7Zs0dGjR3XmzBldv35dSUlJysjIyHHbu/cuezVu3Nih8fl18OBBbdq0SZGRkTp58qRxXplnONvi6Hm1aNHCofHNmzc33ScPHTqUr+/8tWvXTOsdNGjQIMtbNLmxvv/Zul+1atVKJUqUMP7WPv/8c926dUv9+/en5AgAoFgjuQ0AAPBflStXdmi8t7e3kUhJSUkpiJDyLaeFHa15eXnlaVvr7Ry5Fv7+/ipbtqzd46U7s+bvJrelOwt25pTcSU5OznaxT3tdu3bNrnEBAQHZLnDpLBaLxTQ7vmzZsjku0meL9fWIiYlxSmz5cfbsWVPbkYdNubFeGNHWIqA5sb5eOb2d8OSTT6pMmTJKSkqSdGdh01GjRmVbZiJz6RI3Nze7k9ubNm3S5MmTTd8FRzjyQM7b29uhe0l+7N27V+PHj89x4dycOPqgsV69eg6Nt35TJa/X/65Tp06ZSpts2bLF4b9Pa7buV9WrV1e3bt20cuVKo2/58uVavny5GjZsqAcffFDNmzdXSEhIlgeWAAAUZZQlAQAA+K+cFnArrvJzToVxPfKSRKlYsaKpnbmUhXQnmZ2ampqfsLKwN2FWkItI3nX9+nXTrNyCuIauYJ2Qc/RhU06sz8/6/HNToUIF02zanK6Xl5eXaUHShIQEhYeH2xwbERGhqKgoo92iRYss5YFsmTFjhl599dV8JVYd+Y44+gAqr1asWKGePXvmObEtOXZekuPfH+vx+f3uJCQk5Gt7W7K7X7333nt6/PHHs/QfOXJECxcu1MCBA9WqVSt16dJFM2bMMM0oBwCgqGLmNgAAAFymdOnSDm9jPVM8OTnZ1C6IEjH2Lhpnb+3e/LA+37wsuGh9De/OMnYl6xicsZDkXdbXzPr8c+Pm5qbSpUsb+8nteoWFhZkWO121apWeeuqpLOOsF5wMCwvLNZbvvvtOn376qamvdOnSCg0NVePGjeXv76+KFSvK09PT9Pd4+fJlvfPOO7nu35bC+LvetWuXxo0bZ/qulSxZUs2aNVNISIj8/f1VuXJllSpVKssseOuFZh3h6N9CbvcfRxXEg6Xs7lelSpXS/PnztW7dOv3zn/9UZGSkzW0jIyMVGRmpTz/9VI899phGjx6tmjVrOj1OAACcgeQ2AAAAXCYv5Vxu3rxpalsnQa0T5hUqVNDMmTMdD66Isj7fvCTXrK9hYcw4z411DPlNGmZmfc1u3rzp0Oxti8Vi+lvN7XqFhoYqMDDQmFm9detWxcfHm0p7pKen6/vvvzfFaCsBnllqaqo+/PBDU1+3bt30zjvv5Ho+zlj4sCBNnTrVlJR97LHH9P7776tatWo5bpfftzRu3rzp0Mz03O4/jrJOlrds2VKDBg3K1z5zWizVzc1NnTp1UqdOnXT8+HHt2LFDu3fv1u+//26zXnl4eLj27NmjBQsWKDQ0NF9xAQBQEEhuAwAAFLD81mC2Tqb8L3F08Tdb21gncsqXL6+SJUsaC8+lpKTowQcfzHuQRUy5cuXk7u5ulCbJS1mD3K6hK/j4+JjaV65ccdq+rc8vISEhS532nCQkJJhKweR2vdzc3NSlSxfNnTtXkpSWlqZ169apV69expht27aZzvGpp57KNWm+e/duXb582Wg//PDDmjRpkl3nYG/deFc4deqUIiIijHZwcLDmzJmTbZ3yzPJb1uPq1asOJbetj5ff7471Q4lSpUoV2v2qbt26qlu3rvr06SOLxaKTJ09q+/btWr9+vWmB16SkJL3++uvauHFjkXgQBgBAZtTcBgAAKGDWtasdna0cHx/vzHCKlAsXLujGjRsObZO5RrGkLIspurm5mRKXKSkpio2NzXuQRYybm5uqV69utG/cuOFw7eWjR4+a2o4keguKddmDw4cPO23f1nWsrc8/N3m5Xl26dDE92LIuQfLdd99lGZ+bP/74w9Tu3r17rtvcdfz4cbvHFrYDBw6Y2s8995xdiW0p/+flaF3p3O4/jrLe3nph1cLi5uamoKAg9enTR19++aWWLVtmSrxfuXJFq1evdklsAADkhOQ2AABAAbOeFejIjNT4+HhFR0c7O6Qiw2KxaM+ePXaPj46ONl0PX19fm4nGli1bmtq7du3Ke5BFUEhIiKnt6PlZj7///vvzG1K+WZc82LZtm9P27YrrVaNGDT3wwANG+/Dhwzpx4oSkO7OoN2/ebHzm7++vVq1a5bpP63tH7dq1c93mrqL8Hcg8G10q3PNy5P5ja3zjxo3zdfxq1aqZHuycPn1aFy5cyNc+nSE0NFRvvfWWqS/zbG4AAIoKktsAAAAFrHTp0qZau8eOHTOVOMjJjz/+WFBhFRnWM1odGZtdDdhHHnnE1F62bJmjYRVpzZs3N7WtZwHn5OTJk9q3b5/R9vT0zJL8dYXGjRurQoUKRjsqKko7d+50yr5btGhham/cuNHuhUfT0tK0Zs0aU5/19c+O9QKRd39PP/zwg6lWdOfOne0qX2S9UGBaWppdcVy+fFkbNmywa6wr5PW8UlNTTQt35sW6devsPt7evXt17tw5o+3r66s6derk6/hS1vvV0qVL871PZ2jWrJmpnd8SMAAAFASS2wAAAIWgQYMGxs/Xrl3Tjh07ct3m+vXrWrhwYUGGVSSsX79eBw8ezHXclStXtHjxYlNft27dbI594oknTLMhDxw4oC+//DJ/gRYhnTp1Mi1kt3fvXm3atMmubadOnWpqd+zYUeXKlXNqfHnh4eGRpczGuHHjnLKwZFBQkJo2bWq0k5OTNXv2bLu2/eKLLxQTE2O0AwIC9NBDD9m1bYcOHUwLBq5du1YZGRlZyjvYU5JEkqpUqWJq2zuTdsKECfleeLEg+fr6mtr2ntesWbOyzPp2VGxsrJYsWZLrOIvFkmUxz7CwsHyvqSBJffv2VcmS/385rKVLl+rIkSP53m9+FcXa/AAAWCO5DQAAUAjatGljan/44Yc5LhSZnJysYcOGFYnX0wuaxWLRsGHDcqyLnZKSoqFDh5pm29atW1cPP/ywzfElSpTQG2+8YeqbNGmSVq5c6VBsp06d0pgxY4pcze7y5ctnSeyPHj0611rSs2fPVnh4uNF2d3dX3759CyDCvOndu7dp9vbp06c1cOBAJSYm2rX9yZMndfHiRZuf9evXz9ResmRJrm8NbNu2TTNnzjT19enTR+7u9v03qmzZsnriiSeM9sWLF7VixQrt37/f6GvatKndZTisZ9IuXLgw15r8M2fO1E8//WTX/l0l84MHSVqxYoXOnDmT4zYrVqzQokWLnHL8mTNn5lreZMqUKabfW6lSpfS3v/3NKcevUaOG6fuckpKiV155xXQ8e+zcuVNjxoyx+dmsWbO0evVqY6Hd3FgsliwPExs2bOhQPAAAFAaS2wAAAIXgL3/5i2kG59GjR/XSSy8pIiLCNO7WrVvasGGDnnvuOW3fvl0eHh6qVq1aYYdbaPz8/FSyZElFR0era9euWr16tW7dumV8npGRoW3btqlbt26mUhpubm4aP358jrMmn3nmGf31r3812mlpaRozZoz69OmjzZs325wRnJaWpqNHj+rzzz9Xjx491LFjR61cudLusgWFadiwYaaFEq9du6bu3btr0aJFunbtmmlsVFSUXnvtNc2bN8/U379/f9NbBa5WqVIlTZ482fR73bNnj55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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "pmb.plot_variable_importance(idata_bikes, μ, X, samples=100);" ] }, { "attachments": {}, "cell_type": "markdown", "id": "d8a84cca", "metadata": {}, "source": [ "### Out-of-Sample Predictions\n", "\n", "In this section we want to show how to do out-of-sample predictions with BART. We are going to use the same dataset as before, but this time we are going to split the data into a training and a test set. We are going to use the training set to fit the model and the test set to evaluate the model." ] }, { "attachments": {}, "cell_type": "markdown", "id": "b7eec697", "metadata": {}, "source": [ "#### Regression\n", "\n", "Let's start by modelling this data as a regression problem. In this context we randomly split the data into a training and a test set." ] }, { "cell_type": "code", "execution_count": 15, "id": "24895456", "metadata": {}, "outputs": [], "source": [ "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2, random_state=RANDOM_SEED)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "3344f483", "metadata": {}, "source": [ "Now, we fit the same model as above but this time using a *shared variable* for the covariatates so that we can then replace them to generate the out of sample predictions." ] }, { "cell_type": "code", "execution_count": 16, "id": "92d41028", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">NUTS: [α]\n", ">PGBART: [μ]\n", "CompoundStep\n", ">NUTS: [α]\n", ">PGBART: [μ]\n" ] }, { "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 33 seconds.\n", "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] } ], "source": [ "with pm.Model() as model_oos_regression:\n", " X = pm.MutableData(\"X\", X_train)\n", " Y = Y_train\n", " α = pm.Exponential(\"α\", 1)\n", " μ = pmb.BART(\"μ\", X, np.log(Y))\n", " y = pm.NegativeBinomial(\"y\", mu=pm.math.exp(μ), alpha=α, observed=Y, shape=μ.shape)\n", " idata_oos_regression = pm.sample(random_seed=RANDOM_SEED)\n", " posterior_predictive_oos_regression_train = pm.sample_posterior_predictive(\n", " trace=idata_oos_regression, random_seed=RANDOM_SEED\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "id": "1b342609", "metadata": {}, "source": [ "Next, we replace the data in the model and sample from the posterior predictive distribution." ] }, { "cell_type": "code", "execution_count": 17, "id": "911effb6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sampling: [y, μ]\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with model_oos_regression:\n", " X.set_value(X_test)\n", " posterior_predictive_oos_regression_test = pm.sample_posterior_predictive(\n", " trace=idata_oos_regression, random_seed=RANDOM_SEED\n", " )" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5b73f104", "metadata": {}, "source": [ "Finally, we can compare the posterior predictive distribution with the observed data." ] }, { "cell_type": "code", "execution_count": 18, "id": "1c37ea36", "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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