From 46dc87453697d3ca85cbd3d8298986c152289e69 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Tue, 21 Dec 2021 13:01:20 +0200 Subject: [PATCH 1/6] add bart introductory example --- examples/BART/BART_introduction.ipynb | 557 +++++++++++++++++++++++++ examples/data/bikes.csv | 349 ++++++++++++++++ examples/data/coal.csv | 191 +++++++++ examples/table_of_contents_examples.js | 1 + 4 files changed, 1098 insertions(+) create mode 100644 examples/BART/BART_introduction.ipynb create mode 100644 examples/data/bikes.csv create mode 100644 examples/data/coal.csv diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb new file mode 100644 index 000000000..6c53c3645 --- /dev/null +++ b/examples/BART/BART_introduction.ipynb @@ -0,0 +1,557 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "d68537ba", + "metadata": {}, + "source": [ + "# Bayesian Additive Regression Trees: Introduction\n", + ":::{post} Dec 21, 2021\n", + ":tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", + ":category: intermediate\n", + ":author: Osvaldo Martin\n", + ":::" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "7c087cca", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running on PyMC3 v4.0.0b1\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", + "\n", + "print(f\"Running on PyMC3 v{pm.__version__}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "25cf7b45", + "metadata": {}, + "outputs": [], + "source": [ + "az.style.use(\"arviz-darkgrid\")\n", + "RANDOM_SEED = 2123\n", + "rng = np.random.RandomState(RANDOM_SEED)" + ] + }, + { + "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 / 4" + ] + }, + { + "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. Here we are also making explicit that we are going to use a sum over 20 trees (`m=20`). Low number of trees like 20 could be good enough for simple models like this and could also work very good as a quick approximation for more complex models in particular during the iterative or explorative phase of modeling. In those cases once we have more certainty about the model we really like we can improve the approximation by increasing `m`, in the literature is common to find reports of good results with numbers like 50, 100 or 200." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6ac663f0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "BART is experimental. Use with caution.\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "PGBART: [μ]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " \n", + " 100.00% [8000/8000 00:25<00:00 Sampling 4 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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 26 seconds.\n", + "The number of effective samples is smaller than 10% for some parameters.\n" + ] + } + ], + "source": [ + "with pm.Model(rng_seeder=rng) as model_coal:\n", + " μ = pm.BART(\"μ\", X=x_data, Y=y_data, m=20)\n", + " y_pred = pm.Poisson(\"y_pred\", mu=pm.math.exp(μ), observed=y_data)\n", + " idata_coal = pm.sample()" + ] + }, + { + "cell_type": "markdown", + "id": "1e967bf5", + "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 [coal mining](getting_started.ipynb) example." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1c715dbe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, ax = plt.subplots(figsize=(10, 6))\n", + "\n", + "rates = np.exp(idata_coal.posterior[\"μ\"])\n", + "rate_median = np.exp(idata_coal.posterior[\"μ\"].median(dim=[\"draw\", \"chain\"]))\n", + "ax.plot(x_centers, rate_median, \"w\", lw=3)\n", + "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\");" + ] + }, + { + "cell_type": "markdown", + "id": "81f778de", + "metadata": {}, + "source": [ + "In the previous plot the white line is the median 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." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "0c982c16", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.step(x_data, np.exp(pm.bart.predict(idata_coal, rng, size=2).T));" + ] + }, + { + "cell_type": "markdown", + "id": "8633b7b4", + "metadata": {}, + "source": [ + "To gain further intuition the next figures show 3 of the `m` trees. As we can see these are definitely not very good approximators by themselves. inspecting individuals trees is generally not necessary. We are just showing them here to generate intuition about BART." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "252054ff", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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vHycmJsoRHRu0sb06c/1Cduu/UDt69Giop9CpuFwuVVVVhXoa6CDqF96oX3ijfuGPGkp1dZbvcXV1lRoaghe21eRRnG/saimqMXhjK7T1CyTk2760Gxd38svd1up1bW1tm6veAAAAQDixPWy73W5JanVfdmVlpTweT6v7uQEAAIBwY3vYHjx4sCSpoKCgxTFvm7cPAAAAEM5sD9vDhg1Tr169tHr1apWWlvraa2pqtHjxYkVFRWnMmDG+9kOHDmn37t22vGkSAAAACCbb3yAZGRmpxx57TFlZWZo4caLfx7VXVFRozpw5SklJ8fVfuHCh8vLy9Pjjj2vs2LG+9iNHjuh//ud/fH9vbm5WVVWVHnroIV/bgw8+qO7du9tzYQAAAMA3hORuJFdffbVeeeUVPf3001qzZo2am5uVmpqq2bNnKyMjI6AxPB5Pi0+a/GbbPffcQ9gGAABAyITs1n+DBg3SsmXLzthvwYIFWrBgQYv2lJQU7dy508TUAAAAgKDgU10AAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGBIZKhOXFJSopycHBUXF6u5uVmpqamaOnWqMjIyAh6jsbFRS5Ys0VtvvaWDBw8qISFB119/ve6//35deOGFBmcPAAAAnFlIwvaGDRuUlZWl6OhojRo1SrGxscrPz9esWbP0xRdfKDMz84xjnDhxQnfffbcKCgp0xRVX6IYbblB5eblyc3P18ccf67XXXlP37t1tuBoAAACgdbaH7ebmZs2bN08Oh0MrV65Uv379JEkzZ87UuHHjtHDhQqWnpys5Ofm04+Tl5amgoECjR4/Wb3/7WzkcDknSq6++qkceeURPPfWUfvWrXxm/HgAAAKAttu/Z3rBhg/bu3avRo0f7grYkxcfHa8aMGWpqalJeXt4Zx8nNzZUkPfDAA76gLUm33XabevXqpbffflv19fXBvwAAAAAgQLaH7U2bNkmShg8f3uKYt62wsPC0YzQ0NGjLli26+OKLW6yAOxwOffe735XH49G2bduCNGsAAACg/WwP22VlZZKk3r17tziWlJQkp9Op8vLy046xd+9enThxQm63u9Xj3nbvuQAAAIBQsH3Pdm1traST20ZaExcXp5qamtOO4T0eFxfX5hinnqs1CQkJiojgzoencrlcoZ4CzgL1C2/UL7xRv/B3vtewa1dL0hFJUmKiS06n4/RPaAerMVrNXz9OTEyUIzo2aGN7deb6hezWf6F29OjRUE+hU3G5XKqqqgr1NNBB1C+8Ub/wRv3CHzWU6uos3+Pq6io1NAQvbKvJI+/yaHV1tRTVGLyxFdr6BRLybV/a9a46t7V6XVtb2+aqt5f3eFsr1972tla+AQAAADvYHra9+6lb25ddWVkpj8fT6n7uU/Xq1UsRERFt7sn2tre1pxsAAACwg+1he/DgwZKkgoKCFse8bd4+bYmJidGgQYP0+eefq6Kiwu+YZVn66KOP5HQ6NWDAgCDNGgAAAGg/28P2sGHD1KtXL61evVqlpaW+9pqaGi1evFhRUVEaM2aMr/3QoUPavXt3i20nEyZMkCQtXLhQlvWvfUZ/+MMftG/fPt18882KiYkxezEAAADAadj+BsnIyEg99thjysrK0sSJE/0+rr2iokJz5sxRSkqKr//ChQuVl5enxx9/XGPHjvW133rrrVqzZo1Wr16t/fv3a/Dgwdq7d6/y8/OVkpKi+++/3+5LAwAAAPyE5N53V199tV555RWlpaVpzZo1evXVV3XhhRfqySefVGZmZkBjRERE6Nlnn9W9996rI0eOaPny5SoqKtK4ceO0atUqde/e3fBVAAAAAKfnsE7dg3EeOd9v8fNN3PYovFG/8Eb9whv1C3/U8OSt/35w08lI+O6fHOrWLci3/su5SpJUe+9mKcoZvLHFrf8AAACA8xZhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIbYfp9tAOcuy7JU3+wJ9TTCTkxTtOqajoV6GuigYNUvJtIphyOId4AA0CkQtgEEhWVZuv+dW/TJocJQTwUIS5f3GKKnRr1J4AbOMWwjARAU9c0egjZwFj45tInfDAHnIFa2AQRd7u1bFRMZ3A8tOJfxgRrh7WzrV9/s0fhXBwZxRgA6E8I2gKCLiXSqW1RsqKcRNrpFxao+qjHU00AHUT8Ap8M2EgAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADAk0u4T1tbWKicnR/n5+aqsrFSPHj2Unp6ue+65R7GxsQGPs2LFCm3fvl3btm3T7t27dfz4cb300ksaOnSowdkDAAAAgbM1bHs8Hk2aNEmlpaUaPny4Ro0apdLSUr3wwgsqLCzUypUr1bVr14DGeuyxxyRJSUlJ6t69uyorK01OHQAAAGg3W7eRLFu2TKWlpZo2bZqef/55zZ49W88//7ymTZumrVu3avny5QGP9dxzz6mgoEAFBQUaMWKEuUkDAAAAHWRb2LYsS7m5uXI6ncrOzvY7lp2dLafTqdzc3IDHu+6665SUlBTsaQIAAABBY1vYLisr06FDh5SWlian0+l3zOl0Ki0tTfv27dPBgwftmhIAAABglG1hu7y8XJLkdrtbPe5tLysrs2dCAAAAgGG2vUGypqZGkhQXF9fqcW97bW2tLfNJSEhQRAR3PjyVy+UK9RRwFkJdv5imaN9jl8ulblGB310Ioa8fzs7Z1I/XTudwvr8Gu3a1JB2RJCUmuuR0OoI2ttUYreavHycmJsoRHfzv8c5cv3aH7QULFqixsTHg/pMnT25zNTuUjh49GuopdCoul0tVVVWhngY6qDPUr67pmO9xVVWV6qMC/3fifNcZ6oeOO9v68doJPV6DUl2d5XtcXV2lhobghW01eeRdaq2urpaC/D0eyvoFEvLbHbZXrVolj8cTcP/09HS53W7Fx8dLanvl2tve1so3AAAAEG7aHbaLi4s7dKLevXtLantPtre9M66CAwAAAB1h26Zlt9utHj16qKioqMXKuMfjUVFRkVJSUtSzZ0+7pgQAAAAYZVvYdjgcGj9+vDwejxYtWuR3bNGiRfJ4PJowYYJfe11dnXbv3q0DBw7YNU0AAAAgaGz9uPasrCytXbtWS5cuVWlpqfr376/t27eroKBAAwcO1JQpU/z6l5SUaPLkyRoyZIhWrFjhd2zJkiXas2ePpH9tbVmyZIny8vIkSSNHjtTIkSNtuCoAAACgdbaGbafTqZdfflk5OTnKz8/Xxo0blZSUpMzMTM2cOVMxMTEBj7Vu3Tpt2rTJr62goMD3ODk5mbANAACAkLI1bEtSfHy85s6dq7lz556x79ChQ7Vz585Wj31zpRsAAADobPhUFwAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhi+xskz2eWZam+OfCPurdTTFO06pqOhXoa6KDOUL/O+r0NAEAoEbZtYlmW7n/nFn1yqDDUUwEAAIBN2EZiK0eoJwAYd3mPIYqJdIZ6GgAAdAqsbNvE4XDoqVFvdtpftbtcLlVVVYV6GuigzlS/mEinHA5+sAQ6orP+H3Gu6wxb8UKtvllSpPX1Y4fUFMTBm+rURSfHrmvySF8/DpaYpmhZltVp/+9xWJYV3CsOE50lmHQWnSmsof2oX3ijfuHtbOtX13RMN6/oG8QZAeefy3sM0VOj3rQ9cLtcrjP2YRsJAAAhFBPp1OU9hoR6GgAMYRsJAAAh1Nm3GZ4P+O2SVF8v3Xzryc0Ob+c5FBMTxMGb6hS3eLgkqXZGgRTVLYiDn6xfXU1Dp91GQtgGACDEHA6HukXFhnoa561uUbGqj2oM9TRCq9k6+UdSTKRD3aKCGVwd6vb1TSKORzmlqOC+ib5bVKzqHZ23fmwjAQAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABgSafcJa2trlZOTo/z8fFVWVqpHjx5KT0/XPffco9jY2IDGKCsr05///GetW7dO5eXlqq6u1oUXXqihQ4dq+vTp6tu3r+GrAAAAAM7M1rDt8Xg0adIklZaWavjw4Ro1apRKS0v1wgsvqLCwUCtXrlTXrl3POM7vfvc7rVmzRqmpqfr+97+vuLg4ffrpp3rzzTf1l7/8RcuWLdPgwYNtuCIAAACgbbaG7WXLlqm0tFTTpk3T7Nmzfe2//e1vtXTpUi1fvlzTp08/4zjXXHONpk2bpv79+/u1v/POO3rggQf0yCOP6J133gn6/AEAAID2sG3PtmVZys3NldPpVHZ2tt+x7OxsOZ1O5ebmBjTW2LFjWwRtSRo1apTcbrd27dqlI0eOBGXeAAAAQEfZFrbLysp06NAhpaWlyel0+h1zOp1KS0vTvn37dPDgwbM6T1RUlCQpMtL27egAAACAH9vCdnl5uSTJ7Xa3etzbXlZW1uFzlJSU6LPPPtPAgQN1wQUXdHgcAAAAIBhsW/6tqamRJMXFxbV63NteW1vb4fHnzJmjiIgI/exnPztj/4SEBEVEcOfDU7lcrlBPAWeB+oU36hfeqF/4O99r2LWrJenkFtzERJecTkfQxrYao9X89ePExEQ5ogO7+1x7dOb6tTtsL1iwQI2NjQH3nzx5cpur2cFSX1+vmTNnas+ePZo1a5aGDh16xuccPXrU6JzCjcvlUlVVVaingQ6ifuGN+oU36hf+qKFUV2f5HldXV6mhIXhhW00eeZdaq6urpajAc2QgQlm/QEJ+u8P2qlWr5PF4Au6fnp4ut9ut+Ph4SW2vXHvb21r5bktDQ4Oys7O1ceNGTZ8+XTNmzGjX8wEAAABT2h22i4uLO3Si3r17S2p7T7a3vT2r4PX19crOztb69euVlZWlBx54oENzAwAAAEywbdOy2+1Wjx49VFRU1GJl3OPxqKioSCkpKerZs2dA450atDMzMwPapw0AAADYybaw7XA4NH78eHk8Hi1atMjv2KJFi+TxeDRhwgS/9rq6Ou3evVsHDhzwa/duHVm/fr3uuusuzZkzx/j8AQAAgPay9WbUWVlZWrt2rZYuXarS0lL1799f27dvV0FBgQYOHKgpU6b49S8pKdHkyZM1ZMgQrVixwtf+8MMPa/369UpKSlJsbKxycnJanOvWW29VSkqK8WsCAAAA2mJr2HY6nXr55ZeVk5Oj/Px8bdy4UUlJScrMzNTMmTMVExMT0DgVFRWSpMrKSj3zzDOt9hkyZAhhGwAAACFl+8csxsfHa+7cuZo7d+4Z+w4dOlQ7d+5s0X7qKjcAAADQWfGpLgAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMCTS7hPW1tYqJydH+fn5qqysVI8ePZSenq577rlHsbGxAY3x5ZdfatGiRdq6dasqKir01VdfqXv37rr44os1ceJE/eAHP5DD4TB8JQAAAMDp2bqy7fF4NGnSJC1fvlx9+vTR1KlTdfHFF+uFF17QlClT1NDQENA4Bw8e1BtvvKH4+HiNHDlSmZmZuuaaa/TZZ5/p3nvv1bx58wxfCQAAAHBmtq5sL1u2TKWlpZo2bZpmz57ta//tb3+rpUuXavny5Zo+ffoZx7nssstUWFioLl26+LXX1tZqwoQJys3N1ZQpU3TJJZcE/RoAAACAQNm2sm1ZlnJzc+V0OpWdne13LDs7W06nU7m5uQGNFRUV1SJoS1JcXJyuueYaSVJ5efnZTxoAAAA4C7aF7bKyMh06dEhpaWlyOp1+x5xOp9LS0rRv3z4dPHiww+doaGjQhg0b5HA4WNUGAABAyNm2jcS70ux2u1s97na7VVBQoLKyMvXs2TOgMQ8fPqxXXnlFJ06c0OHDh/Xhhx/q4MGDuueee9S7d+9gTR0AAADoENvCdk1NjaSTWz1a422vra0NeMzDhw/rmWee8f09KipKDz74oDIzM8/43ISEBEVEcOfDU7lcrlBPAWeB+oU36hfeqF/4O99r2LWrJemIJCkx0SWnM3h3dbMao9X89ePExEQ5ogO7+1x7dOb6tTtsL1iwQI2NjQH3nzx5cpur2WcrNTVVO3fu1PHjx3Xw4EG98847evLJJ1VcXKynnnpKkZFtX97Ro0eNzClcuVwuVVVVhXoa6CDqF96oX3ijfuGPGkp1dZbvcXV1lRoagngL5SaPvEut1dXVUlTgOTIQoaxfICG/3WF71apV8ng8AfdPT0+X2+1WfHy8pLZXrr3tba18n06XLl2UkpKi6dOnq0uXLnriiSf02muv6Y477mj3WAAAAECwtDtsFxcXd+hE3j3UZWVlrR73tp/tKvjw4cP1xBNPaNOmTYRtAAAAhJRtm5bdbrd69OihoqKiFivjHo9HRUVFSklJCfjNkW355z//KUmn3UICAAAA2MG2sO1wODR+/Hh5PB4tWrTI79iiRYvk8Xg0YcIEv/a6ujrt3r1bBw4c8GvfsWOHmpqaWpyjurpaTz75pCTp2muvDfIVAAAAAO1j6/JvVlaW1q5dq6VLl6q0tFT9+/fX9u3bVVBQoIEDB2rKlCl+/UtKSjR58mQNGTJEK1as8LUvX75cf/3rX5WWlqaLLrpIXbt21YEDB/TBBx/I4/Hoxhtv1OjRo+28NAAAAKAFW8O20+nUyy+/rJycHOXn52vjxo1KSkpSZmamZs6cqZiYmIDG+eEPf6gTJ05oy5Yt2rhxoxoaGpSYmKj/+I//0K233qqMjAzDVwIAAACcme0bm+Pj4zV37lzNnTv3jH2HDh2qnTt3tmgfNmyYhg0bZmJ6AAAAQNDwqS4AAACAIYRtAAAAwBDCNgAAAGAIYRsAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAhhG0AAADAEMI2AAAAYAhhGwAAADCEsA0AAAAYQtgGAAAADCFsAwAAAIYQtgEAAABDCNsAAACAIZGhngAAAADOD46mOllBHtNqjJYsS3I4gjxycBC2AQAAYIvYxcODPmazpG4XpanuRy93ysDNNhIAAACYE9lNxy9KC/UsQoaVbQAAAJjjcJxcdW6uMzJ8YmKiamsbOuWqtkTYBgAAgGkOhxTlNDN0dKzkaDQydjCwjQQAAAAwhLANAAAAGELYBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABjCx7XbyLIs1deHehat69rVUl2dFeppoIOoX3ijfuGN+oU/aqhOm0/OBYRtm1iWpex7LW3dFuqZtOVIqCeAs0L9whv1C2/UL/xRQ5jDNhIAAABIkgYOkGJiQj2Lc4vDsqzz8vcmVVVVtp+zM28jSUx0qbra/q8JgoP6hTfqF96oX/ijhv8SEyM5HI5QT6NdXC5XSHKd99xnwjYSGzkcDnXrFupZtM7pdKihIbxeXPgX6hfeqF94o37hjxrCJNu3kdTW1urxxx/X9ddfrwEDBmjEiBH6zW9+o2PHjp3VuA8//LAuvfRSXXrppaqsrAzSbAEAAICOszVsezweTZo0ScuXL1efPn00depUXXzxxXrhhRc0ZcoUNTQ0dGjc9evX6w9/+IOcTmeQZwwAAAB0nK1he9myZSotLdW0adP0/PPPa/bs2Xr++ec1bdo0bd26VcuXL2/3mDU1NZo7d67S09M1YMCA4E8aAAAA6CDbwrZlWcrNzZXT6VR2drbfsezsbDmdTuXm5rZ73Pnz56u+vl4PP/xwsKYKAAAABIVtYbusrEyHDh1SWlpai+0eTqdTaWlp2rdvnw4ePBjwmO+//77y8vI0b948XXjhhcGeMgAAAHBWbAvb5eXlkiS3293qcW97WVlZQONVVVVp3rx5GjlypEaPHh2EGQIAAADBZdut/2pqaiRJcXFxrR73ttfW1gY03qOPPqqmpiY98sgjHZpPQkKCIiL4TJ9TBXKvSHRe1C+8Ub/wRv3CHzUMb525fu0O2wsWLFBjY2PA/SdPntzmanZHrVmzRn/605/0m9/8RklJSR0a4+jRo0GdU7gL5Q3hcfaoX3ijfuGN+oU/ahjezrkPtVm1apU8Hk/A/dPT0+V2uxUfHy+p7ZVrb3tbK99e1dXVevTRR3XddddpzJgxAc8DAAAAsFu7w3ZxcXGHTtS7d29Jbe/J9rafaRX84MGDqq6u1t/+9jddeumlrfYZPny4JOmNN95Qv379OjRfAAAA4GzZtmfb7XarR48eKioqksfj8bsjicfjUVFRkVJSUtSzZ8/TjpOYmKhx48a1euyDDz5QZWWlRo8erZiYGCUmJgbzEgAAAIB2sS1sOxwOjR8/Xr///e+1aNEizZ4923ds0aJF8ng8mjFjht9z6urqdODAAXXr1k0XXXSRJKlnz56aP39+q+e48847VVlZqYceeqjDe7kBAACAYLEtbEtSVlaW1q5dq6VLl6q0tFT9+/fX9u3bVVBQoIEDB2rKlCl+/UtKSjR58mQNGTJEK1assHOqAAAAwFmz9d53TqdTL7/8sqZMmaLdu3frf//3f7Vnzx5lZmZq+fLliomJsXM6AAAAgFEOy7KsUE8iFLjFjz9uexTeqF94o37hjfqFP2oY3jr7rf/4VBcAAADAEMI2AAAAYMh5u40EAAAAMI2VbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhkSGegII3JtvvqnNmzdr27Zt+vTTT9XU1KTHH39cY8eObbV/WVmZnnvuOW3evFlffPGFEhIS9O///u+aNGmSvv/977f6nMbGRq1cuVJvv/22Pv/8c0lScnKyBg8erIcffrhF/88//1xPPfWUNmzYoLq6Orndbt122226/fbb5XA4gnfx5wjTNayvr9err76qt956S/v375dlWbrooot00003adKkSYqPj2/xHGoYuPbWb8uWLVq8eLGKiop07NgxXXTRRRo1apSmT5+umJiYVp/z1ltv6aWXXtKuXbsUFRWltLQ0/fSnP9Xll1/eav+SkhLl5OSouLhYzc3NSk1N1dSpU5WRkRG06z5XmKxfaWmp/vKXv+ijjz7Svn37VFNTo29961u65pprdPfdd+tb3/pWq+fg9Rc4O15/p5o2bZo+/PBDRUdHa+vWra32oX6Bs6N+nTXDcJ/tMDJixAhVVFTI5XLJ6XSqoqKizW/ULVu2aPLkyWpubtaIESPUu3dvHT58WO+++65qamp077336p577vF7ztGjR5WVlaWSkhJdeeWVuvLKKyVJ+/fv16ZNm7Rx40a//rt27dJtt92m+vp63XTTTerRo4c++OADffbZZ5o0aZLmzZtn7osRpkzWsKmpSRMnTtSWLVvUr18/DRkyRJK0ceNG7dixQ5dccolyc3PVrVs333OoYfu0p375+fmaNWuWIiIidMMNNygpKUlFRUXasmWL0tLS9OKLLyo6OtrvOc8++6yeeuopJScn64YbbtCxY8f0zjvvqKmpScuXL9dVV13l13/Dhg3KyspSdHS0Ro0apdjYWOXn56uiokJz5sxRZmam0a9HuDFZvwkTJmjLli0aNGiQvvOd7ygqKkolJSX6+9//LpfLpZUrV6pv375+5+D11z6mX3+neu211/Twww8rKipKlmW1GrapX/uYrl+nzjAWwsb69eut/fv3W5ZlWc8995yVmppqvf766632zcrKslJTU613333Xr33//v3WlVdeaQ0aNMhqaGjwO5adnW1deuml1ltvvdVivKamphZtEydOtFJTU62//e1vvraGhgbrjjvusFJTU62ioqJ2X+O5zmQN33nnHSs1NdWaOXNmi7HuvvtuKzU11crLy/Nrp4btE2j96urqrKuvvtq6/PLLra1bt/raT5w4YT366KNWamqq9dxzz/k95/PPP7f69+9v3XDDDdZXX33la9++fbs1YMAA66abbrKOHz/ua29qarJGjhxpDRgwwNq+fbuv/auvvrJuuOEG6/LLL/fNFSeZrN9LL71klZWVtRjLe55p06a1OMbrr31M1u9U+/bts6688kprwYIF1vXXX28NGDCg1X7Ur31M168zZxj2bIeR7373u0pOTg6o7759++RwOPT//t//82tPTk5Wamqq6uvrdezYMV/7P/7xD7333nu65ZZbdPPNN7cYLzLSf8fR559/rsLCQg0dOlTXXnutrz06Olr33XefpJMrA/Bnsob79++XpBb9Jem6666TJB05csTXRg3bL9D6FRcX68iRI/r+97+vAQMG+NodDofuv/9+SdIf/vAHWaf8YvGPf/yjmpubdffdd/tt9+nXr59Gjx6t3bt3a/Pmzb72DRs2aO/evRo9erT69evna4+Pj9eMGTPU1NSkvLy8s7ncc47J+t15553q3bt3i7F+/OMfKyYmRoWFhX7tvP7az2T9vCzL0ty5c5WUlOSrQ2uoX/uZrF9nzzCE7XNUamqqLMvShx9+6Nd+4MABffrpp7rsssvkcrl87WvWrJEk3XjjjTpy5Ij+7//+T88995zefPNNVVVVtRh/06ZNkqThw4e3OHbVVVfJ6XS2+M8F7dPeGl5yySWS1KK/JP3tb3+Tw+HQ0KFDfW3U0JzKykpJUkpKSotjF1xwgRISElRRUaF9+/b52r31+N73vtfiOd4aefuc+ri1+nnbqF/HdKR+bXE4HIqMjFSXLl382nn9mXM29VuxYoUKCwv161//+rT7uqmfOR2pX2fPMLxB8hx13333qaioSPfdd59GjBght9vt2+/77W9/W08++aRf/08++USSVF5erp/97Geqra31HXM6nZo/f77fG67KysokqdWVnC5duiglJUW7du1Sc3Nzi58oEZj21vC6667TyJEj9e6772rMmDF+e7b379+v//7v//Z7kx01NMf7Q5D3tw2nqqmp0dGjRyWdXF359re/LelkPZxOp5KSklo8x1uj8vJyX9vp6peUlCSn0+nXH4HrSP3a8uc//1m1tbW68cYb/dp5/ZnT0fqVlZVp4cKFuvPOO1u8P+KbqJ85HalfZ88wrGyfo/r27atVq1apX79+ys/P15IlS/T6668rIiJCY8eObfEfxOHDhyVJTzzxhEaOHKn33ntPhYWFeuKJJxQREaEHH3xQO3bs8PX3fiO3dncLSYqNjdWJEyf8tjmgfdpbQ4fDoZycHE2bNk07duzQiy++qBdffFE7duzQD37wA333u9/1608NzUlLS1NcXJzWrl2r7du3+x373e9+53tcU1Pje1xbW9tmLeLi4lrtL7Vdv7i4OL/+CFxH6teagwcPav78+YqJiWmxJYHXnzkdqd+JEyf00EMPKSkpSbNmzTrjOaifOR2pX2fPMPy4dY4qKSlRdna2Lr30Uv3xj39Unz599OWXX+rll1/W/PnztXnzZr9vWu/ep9TUVC1YsMB3y5tbbrlFtbW1evTRR7VixQrNnz8/JNdzPmpvDevq6vTAAw+opKRECxcu1LBhwyRJH3/8sebPn68PP/xQr732Wqu/mkNwxcbG6qGHHtIvfvEL/ehHP1J6erqSkpJUXFysbdu2qU+fPtqzZ48iIljv6IyCUb+qqir95Cc/0eHDh/Wb3/xGffr0sfEKzm8dqd+yZcv0j3/8Qy+99JLfHZtgv47Ur7NnGP6lPwc1NTX5bpnzzDPP6PLLL1e3bt3Uq1cv/fznP9fIkSP15z//2e/NVt6Vs+uvv77FvSW993Petm1bi/5trewcO3ZMDodDsbGxQb2280VHarh48WK9//77+tWvfqWMjAy5XC65XC5lZGTo0Ucf1eHDh7V48WJff2po1vjx47VkyRJdccUVWrt2rV555RVFRkZq+fLlvl9ddu/e3df/dCvRra3CnKl+p1spx5m1t36nqqqq0tSpU/XZZ5/pkUce0Q9/+MMWfXj9mdWe+n3++efKycnRHXfc4dt+dybUz6yO/Pspdd4Mw8r2OWjPnj3av3+/brjhhlZ/Qh86dKjee+89lZaW+valXXzxxdq2bZsuuOCCFv29/2HX19f72txutyS1uif0+PHj2r9/v1JSUtir1kEdqeG6det8x77p6quvliS/X8lRQ/OuvfZav3e6ez344IOKiIjw20PvdrtVXFysysrKFvu2vTU6dX/hqfU79R370sk3GHk8Hg0aNChYl3Jeak/9vLxBe8eOHfrlL3+p2267rdWxef2ZF2j9du/e7fswlJUrV7Y61qWXXirp5JuOL7jgAupng/a8/jp7hmFl+xzU1NQkyf82b6fytp96Q3hvGNu1a1eL/t62U7cfDB48WJJUUFDQov/mzZvl8Xh8fdB+Hamh9zmtvfO6tf7UMDQ2b96siooKXXPNNX4rz96v9fr161s8x1ujU1fdTlc/bxv1C7626if5B+158+Zp4sSJbY7D6y80WqtfcnKyxo0b1+ofp9OpLl26+P7u/TeU+oVGW6+/zp5hCNvnoNTUVMXFxamoqKjFN9LBgwe1atUqORwOv2+kG2+8US6XS2+//bZ27tzpa29sbFROTo6vj1efPn00ePBgbdy4UR988IFff+8+4vHjxxu5vvNBR2ro/bSsZ555RidOnPC1Hz9+XE8//bQk/1VvamjWqe+G9/rnP/+pX/ziF4qMjGzxhrmxY8cqMjJSzz77rN+vNktLS7V69Wr17dvX7w4Jw4YNU69evbR69WqVlpb62mtqarR48WJFRUVpzJgxwb+w80R761ddXa277rpLO3bs0H/9139p0qRJpx2f159Z7alfv379NH/+/Fb/uFwudenSxfd37+0AqZ9Z7X39dfYMw8e1h5Hc3FzfHt1PP/1Un3zyidLS0ny/Wr7qqqt83xyrVq3SL3/5S0VEROi6667zvbkuPz9fHo9HmZmZmjNnjt/47733nn76058qOjpa6enpuuCCC/Txxx/rs88+07XXXqtnn33W716xn332mW6//XbV19crIyNDSUlJfFTtGZis4YEDBzRhwgRVVlbqkksu8f2k//HHH2vXrl1yu9167bXXlJCQ4HsONWyf9tRv0aJFeuutt3TVVVfpwgsv1MGDB7V27VrV19dr/vz5uvXWW1uMz8e1m2Wyfnfeeac2bdqkPn36+N1i7FRTpkzx+zU3r7/2Mf36a82IESNUWVnZ6se1U7/2MV2/zpxhCNth5KGHHjrtJ8LdeuutWrBgge/v69ev10svvaQtW7boq6++ktPp1GWXXaYJEybolltuaXWMzZs369lnn9WWLVtUV1cnt9utH/7wh7rrrrta3bu0Z88ePfXUU9q4caM8Ho/cbrduu+023XHHHS3epADzNfznP/+pJUuWaN26dTpw4IAcDoeSk5M1YsQITZ8+3S9oe1HDwLWnfh9//LGWLFminTt36quvvlJiYqIGDx6sadOmqX///m2O8dZbb+nFF1/Url27FBUVpbS0NN13332t7g+WTt615umnn1ZxcbGam5uVmpqqu+66q83Adz4zWb8RI0aooqLitOdfu3Zti7sB8foLnB2vv286XdiWqF972FG/zpphCNsAAACAIezZBgAAAAwhbAMAAACGELYBAAAAQwjbAAAAgCGEbQAAAMAQwjYAAABgCGEbAAAAMISwDQAAABhC2AYAAAAMIWwDAAAAhhC2AQAAAEMI2wAAAIAh/x+u4TyEIXjV2QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bart_trees = idata_coal.sample_stats.bart_trees\n", + "for i in [0, 1, 2]:\n", + " plt.step(x_data[:, 0], bart_trees[0, 0, i].item().predict_output())" + ] + }, + { + "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", + "X = bikes[[\"hour\", \"temperature\", \"humidity\", \"workingday\"]]\n", + "Y = bikes[\"count\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5f8410b2", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "BART is experimental. Use with caution.\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "CompoundStep\n", + ">NUTS: [σ]\n", + ">PGBART: [μ]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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 71 seconds.\n", + "The estimated number of effective samples is smaller than 200 for some parameters.\n" + ] + } + ], + "source": [ + "with pm.Model(rng_seeder=rng) as model_bikes:\n", + " σ = pm.HalfNormal(\"σ\", Y.std())\n", + " μ = pm.BART(\"μ\", X, Y, m=50)\n", + " y = pm.Normal(\"y\", μ, σ, observed=Y)\n", + " idata_bikes = pm.sample()" + ] + }, + { + "cell_type": "markdown", + "id": "5daefd3e", + "metadata": {}, + "source": [ + "### Partial dependence plots" + ] + }, + { + "cell_type": "markdown", + "id": "99fd44df", + "metadata": {}, + "source": [ + "To help us interpret the results of our model we are going to use partial dependence plot. This is a type of plot that shows the marginal effect that one covariate has on the predicted variable. That is, what is the effect that a covariate $X_i$ has of $Y$ while we average over all the other covariates ($X_j, \\forall j \\not = i$). This type of plot are not exclusive of BART. But they are often used in the BART literature. PyMC provides an utility function to make this plot from the inference data." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9bb3955d-98d6-40b0-ab1c-10082459f72a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/u/32/martino5/unix/anaconda3/lib/python3.8/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", + "/u/32/martino5/unix/anaconda3/lib/python3.8/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", + "/u/32/martino5/unix/anaconda3/lib/python3.8/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", + "/u/32/martino5/unix/proyectos/00_BM/pymc3/pymc/bart/utils.py:241: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + " hdi = az.hdi(new_Y[i])\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pm.bart.plot_dependence(idata_bikes, X=X, Y=Y, grid=(2, 2), var_discrete=[3]);\n", + "# plt.savefig(\"pdp_discrete.png\", bbox_inches='tight')" + ] + }, + { + "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 we can recover complex relationship beyond monotonic increasing or decreasing effects. For example for the `hour` covariate we can see two peaks around 8 and and 17 hs and a minimum at midnight.\n", + "\n", + "When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind=\"ice\")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check this [book](https://christophm.github.io/interpretable-ml-book/).\n", + "\n", + "Finally like with other regression method we should be careful that the effects we are seeing on individual variables are conditional on the inclusion of the other variables. So for example, while `humidity` seems to be mostly flat, meaning that this covariate has an small effect of the number of used bikes. This could be the case because `humidity` and `temperature` are correlated to some extend and once we include `temperature` in our model `humidity` does not provide too much information. Try for example fitting the model again but this time with `humidity` as the single covariate and then fitting the model again with `hour` as a single covariate. You should see that the result for this single-variate models will very similar to the previous figure for the `hour` covariate, but less similar for the `humidity` covariate." + ] + }, + { + "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." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2253e445", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, ax = plt.subplots(1)\n", + "VI = (\n", + " idata_bikes.sample_stats[\"variable_inclusion\"]\n", + " .stack(samples=(\"chain\", \"draw\"))\n", + " .mean(\"samples\")\n", + " .values\n", + ")\n", + "ax.plot(VI / VI.sum(), \"o-\")\n", + "ax.set_xticks(range(4))\n", + "ax.set_xticklabels([\"hour\", \"temperature\", \"humidity\", \"workingday\"])\n", + "ax.set_ylabel(\"relative importance\");" + ] + }, + { + "cell_type": "markdown", + "id": "2c557ed8", + "metadata": {}, + "source": [ + "## Watermark" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "608086f2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Last updated: Tue Dec 21 2021\n", + "\n", + "Python implementation: CPython\n", + "Python version : 3.8.8\n", + "IPython version : 7.27.0\n", + "\n", + "arviz : 0.11.4\n", + "matplotlib: 3.4.2\n", + "pymc : 4.0.0b1\n", + "numpy : 1.20.3\n", + "pandas : 1.2.5\n", + "\n", + "Watermark: 2.2.0\n", + "\n" + ] + } + ], + "source": [ + "%load_ext watermark\n", + "%watermark -n -u -v -iv -w" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/data/bikes.csv b/examples/data/bikes.csv new file mode 100644 index 000000000..54c325a4e --- /dev/null +++ b/examples/data/bikes.csv @@ -0,0 +1,349 @@ +count,hour,temperature,humidity,workingday +16,0,0.24,0.81,0 +28,0,0.7,0.79,1 +128,0,0.6,0.88,0 +29,0,0.62,0.78,1 +52,0,0.62,0.94,1 +31,0,0.48,0.82,1 +44,0,0.46,0.88,1 +24,0,0.32,0.87,1 +10,0,0.32,0.87,1 +33,0,0.44,0.77,0 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+1.9318296e+03 +1.9318843e+03 +1.9320650e+03 +1.9328645e+03 +1.9328754e+03 +1.9338830e+03 +1.9347235e+03 +1.9356434e+03 +1.9356954e+03 +1.9365962e+03 +1.9374997e+03 +1.9383539e+03 +1.9398214e+03 +1.9402183e+03 +1.9404237e+03 +1.9414203e+03 +1.9415216e+03 +1.9415736e+03 +1.9420007e+03 +1.9421294e+03 +1.9424825e+03 +1.9469452e+03 +1.9470246e+03 +1.9476188e+03 +1.9476379e+03 +1.9476872e+03 +1.9514052e+03 +1.9578830e+03 +1.9604894e+03 +1.9622197e+03 diff --git a/examples/table_of_contents_examples.js b/examples/table_of_contents_examples.js index 437d91f20..766a1a2fd 100644 --- a/examples/table_of_contents_examples.js +++ b/examples/table_of_contents_examples.js @@ -1,4 +1,5 @@ Gallery.contents = { + "BART/BART_introduction":"BART", "case_studies/BEST": "Case Studies", "case_studies/LKJ": "Case Studies", "case_studies/stochastic_volatility": "Case Studies", From 605857b6f03e12d5786488367969248c88dc1500 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Thu, 23 Dec 2021 11:22:26 +0200 Subject: [PATCH 2/6] follow jupyter notebook style --- examples/BART/BART_introduction.ipynb | 53 ++++++++++++++++++--------- 1 file changed, 36 insertions(+), 17 deletions(-) diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb index 6c53c3645..ffde7b94e 100644 --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -5,10 +5,12 @@ "id": "d68537ba", "metadata": {}, "source": [ + "(notebook_id)=\n", "# Bayesian Additive Regression Trees: Introduction\n", ":::{post} Dec 21, 2021\n", - ":tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", + ":tags: , BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", ":category: intermediate\n", + ":category: explanation\n", ":author: Osvaldo Martin\n", ":::" ] @@ -46,9 +48,9 @@ "metadata": {}, "outputs": [], "source": [ - "az.style.use(\"arviz-darkgrid\")\n", - "RANDOM_SEED = 2123\n", - "rng = np.random.RandomState(RANDOM_SEED)" + "RANDOM_SEED = 8457\n", + "rng = np.random.RandomState(RANDOM_SEED)\n", + "az.style.use(\"arviz-darkgrid\")" ] }, { @@ -177,7 +179,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 26 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 25 seconds.\n", "The number of effective samples is smaller than 10% for some parameters.\n" ] } @@ -194,7 +196,7 @@ "id": "1e967bf5", "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 [coal mining](getting_started.ipynb) example." + "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." ] }, { @@ -205,7 +207,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -275,7 +277,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -357,7 +359,7 @@ " }\n", " \n", " \n", - " 100.00% [8000/8000 01:11<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 01:08<00:00 Sampling 4 chains, 0 divergences]\n", " \n", " " ], @@ -372,8 +374,8 @@ "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 71 seconds.\n", - "The estimated number of effective samples is smaller than 200 for some parameters.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 68 seconds.\n", + "The number of effective samples is smaller than 10% for some parameters.\n" ] } ], @@ -423,7 +425,7 @@ }, { "data": { - "image/png": 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A6mo9LiIrq30qqTtKFA88BD9u0IOUzz9XX9oz+47dbnDNlQqHHd5+F/76GOTmKAYPir1MGRngrYLqTH32SAghRHKrGwB4qyHg179TLhekZyXH7zlIMCBEA8GgYvceRZUn/t2CWsJuN8jKbDwoyMtrn/7jwWBtEFBTo/s1tlezJsCKlYpHHwePR7dIXH8tDDsiOQ6uNpvBFZcrPFXw6Wdw3wPwp7sUffvGVj673cDhqE012pYBqhBCiH1TSicICYRTjlfX6ADAFs4imJVEAUBdEgwIUUfdQKC9znTXVzcoqKmGaq/CZjMxTUV6euLLaM2nUF2j8Hj0Qc7paN/9EwopXv6Hzu0PUHSIHh9QWNj+n1dddrvB9dcqysv1HAR3/Qn+fK+KuZzp6VBRCVVVql26QAkhhIgWDOoAwO+vzQIUDIW7ADkhvR26zraUBANChCVjIFCX3W6QabUU1EBZqQ4GssLdh+J5pthKf+rzQ5VHBwMmkObULRPteWDbvVvxyKPwzVp9f9JEuOSi5E276XLpQcW3zITNW3QLwX33KNLSWl5ewzBIT9PZJjIyJLuQEEK0tWBQEQzqCUdravTvYzCg5xp1OsJjAFKs5VaCASHQFezS0uQNBOrSLQUGAb/OmrNzlwrPeaBwuw1crpYHBlblPxgEn193BQr4ddpTp3Pf8ym0lZWrFI89ARUV+iz51VfSqoG5bSUry+APtymm3wwbfoLZT8L/u1bFFFSlpRlUVCoqKhTduklAIIQQiWKauuIfDOqMfzU+nTo6GKidcNTphPS05D/73xQJBkSnp5Tuh13pad/+7y1lsxlkZEAG+iDl8ejUnk4nuFwKVxo47DpHcf1jlGmCqcLNm34IBCEUhJAJBskVAICe5+HFl+GNhfr+QQfB9OuhR/fkKF9zdCs0uPH3ij/eBR9+rN/DGb+K7bky3TogKq8w41tIIYTohJRShEJELsEg1PjCJ8kC+jdTGeC06wAg1Sv/9UkwIDq9igpFWRm43clT+W0pKy2pUuHmSz9UV+v7Cl3BtygD3efHBjYD7DadDciZnpzv/5u1isdnw/Zf9P1k7xbUlMGDDKZcqnh6Ljz/IvTtozh8SMvfh91ukJ6u2LNHkZ6myEhw2lshhGhvpqlQisgFGl5b9rbeeqypAAWmGWL3bhN/AMxwIGCGfzQd4d/G9CT9bYwnCQZEp1ZVpdhTGv8+9+3FMHRQ0BbTlydaTY3ipZdh4Zv64N2lAK68Ao4cltqf02mn6q5C770Pf3kM/vqQIi+v5e/J5TIwMNhTqujmSM3gSAgh6p6VN019CZm65ToU1PeDoTpBQL2KvXWb2lVR21gn8JUBRp3tDGqz9dls+ox/Wlrq9A6IJwkGRKfl8+kzq06pSCWdb9YqZs2GX8KtASeeAFMu0TP8pjrDMJg2VfHDj/Dzzzog+ONMFdMPkNsNe0qhtEzRtUvn/BETQqSOUEi3XodCuoLv9yl8fn1W3goEQFfcbRDp5moLt2QbNr3eMKK7v1q3o5ft+3iYlWUjFJLjpgQDolMKBnUgEDIhqwNUMDuK6mo9NmDRm/p+ly5w1RXJM3dAvKSlGdx4veKGm+HLNfDaAjj37JY/j2EYZLrBUwkuZ2wtDEIIkQhWxd8afOvz67Sb1tl+RW03VYdDV/g7enecZCXBgOh0TFNRVqabBrOz27s0wvLlGsXsJ2FHib4//kS49OKO0RrQmAMOMLj8t4rH/w9e/gcMOlQxYEBs4wcyMhSlZeB0qg67v4QQycnq5mOd8Q8EdLpNv1XxR3fJcdiTe3xaZybBgOh0PFU6E0tmZsfKBpCqKioVzz4P73+g73ftqlsDjhja8T+bE0+Ar77W2YX+8hj89eHYBgM7nYZu7SpV4X6vHX/fCSHalmkq3Z8/1Hg3H6tfv4E+02+3Q5pbui+mAgkGRKdSXa0oK1WkpcmZifamlOKjJTD3WSiv0H09T50Aky8At7tzfDaGYTDtMsXab3WLyLMvwJXTYnuujAyDSo+eL6Nr144xIF6IzqZ+iksrDbQZCi83awfRmo1kFrZZfeptulJus1n97ENUVOiaunVkqN/vPirjDvo1dQrq2tTTKjyYF9Wwm096upxgS1USDIhOIxjU3YOUkjOn7a1kp+LJp2D15/r+Ab10a0As3WRSndttcO1Vij/cAYvfhpEjFMNjzJiU6SYy30R+vvwwC5HsrNlsAwHw+3X3GisQiFTOw4Nprcp7Y4Nla5+v9nYkDWf4Tnm5is6ooxp/Dus1DaUDCZtRO5DX3okz7nRkEgyITkEpPWOrtxpyZJxAuwkEFP9ZCPNfhZoafTbpvHPg7DM7d0anwYMMTp+k+Pcb8MRsePQRRU5Oy/eHzWaQmakoLweHU77rQiQba7Z3n1+3VPt9tRV4w6b71Tsc4HLFt/U6O9uGaXbeY6xomgQDolPwesPjBNzxP1uqlGLLVvjuO9j4M+zaCVVevc4wdNNpt26wfzfo2RP6F3WebjB1rf5c8fSzsG2bvn/oQD1vQK+enW9fNObC38DqL2DLFnjyKbjxBhXTd9VuN3C5dHc4pwOZkEyIdqaUPuPv8ymqqvSkkKapK/1Op3SvEe1PggHR4QUCitIyFe7XGL8D7qafFe+9D598Crt2Nf9xNhv07asYfBgcfRQUFXXsJtdfdijmPgfLV+j7eXlw8WQ47tjUe9/WDJhgNZvHr/xpaQb/7xrFzbfC0s/goyUwbmzsz1VVpccPOGQeDSHahd+vqPFBlUcHA0rpyn9GhoxZE8lFggHRoSmlxwn4/ZCTHZ+D77pvFf+Yr/PDW5xOfcb/oANh//0gK9t6faiqgpIS+GUH/LQRduyADRv05V//gYICGH20YvyJ0Kd3x/mBqKxUFL+m5wwIBvUgs9Mmwq/PTZ10oYFAuD9vUA+6q9tf11T6+2UzdJO+09n64ODgfgbnn6v4+yvw1NMw+DBFQUFsz+l2Q6VHJiQToi2FQrri76lS1FTrY58EACLZSTAgOrSqKj2gMtPd+ufauVPxzLPw2XJ932aDkSPg+HEw9PDmD0revVuxdh2sXA0rVsKePfDGQn0ZOEBxygQYPSp1z+b6/YpF/4Xif+r9D3D4EJg6BQ7olfzvyTT1j3kgCE4HuNIgN9eIpMqLTG0fzrJRU6PHotR4wOlQrW7yP+cs/b344UfdXeiWm2PrLqQnJFMyIZkQbcDvV1RXKzxV4Pfp/v9prs7ZJVSkHgkGRIfl9+vuQU5n687IKKV45z145lk96NVmg5NO1JW2/bq1/Hm7dDEYOwbGjtFnnr/4Et59X3ejWfetvjzzLJx8kmLSRFKmEmeaio8/gXl/1y0hAH1664nDhh6e/H1iQyFFTQ3hbFN6v6enNx2UpaXpVo7coJ7ErqJSUVEJ7gwVczDncBhcfaVi+s2wfCUs+UR/V2IhE5IJkTjWWACvV48FCAR0K2FWVvIf74SoS4IB0SGpcBq1QBBysmI/KNfUKP42B97/UN8fOAB+Nw16HxCfA73TaTBiOIwYrlsM3nlPp5fcvQdefU13Izr+OMUZv4KePZLzx8U0FctX6AxBG37SywoK4ML/gePGJX/TuFK6Ih8KgTsTsrN0ENCSbjUOh0F2tu4K4PEoKirA51cxD1jv28fg3LN1d7Q5c2HIYEVubmz7MTIh2R6ZkEyIeDBNfeKg0qOo9urUnelpMli/OazZiWt84KvR135/nTkV6lysZVCb4hRDXxtG7ZwKVtrTuhdrWSQtqq12uXUxDPB4QlRVKf38tobPXb9MUeVrYp11Uap2u1BQtyYHQ/Vuh2dvtmZwtpZb8zsEAnDMMdCzR+I+FwkGRIcUj+5B27cr/vRn2LxFHxgu+B+dAjNRfa+7dDH49Xlw7tm6cv36v2D99zo4ePsdOGqE4qwzoX9RcvzghEKKT5dB8auw6We9LCND76PTJ6VGpdMXnj0zIx26djXIyGjdGT2Hwwi3KOjBu5WVkJmpYgqIzjkLPv1M79un58IN18dcLDIyDDwyIZkQrRIMhoOAShVpJe6sYwGUUlR6YM9u2FMKpWVQWRm+eMATvrbuV1cTmUMhuVS0dwGa5ZcSmDA+cc8vwYDocAIBRVl567oH/bRRcec9UFYG+Xm6IjbosLY54NvtBkePglFH6bEFr/8LVq7SYxU+Ww6HHaq48IIAA/vH1pe8taqr9czB/3kDtmzVy9xuOO1U+NVpxJQfv62FQrqfv8MOXQogK8uI6w96erpBYSHsKVXhoLTlAYHTaXDNVYqbboGPP4FjjlGMGhl7GTMzoaISHGWKLl2kG4MQzRUIKLxePR7A59NjiTIzO+6gfKX0iYySEijZCTt36dbqPbvD16VQWqrP6MfKbtfdLNPTw3MqhM/M2+21Z+6t27pM+mKdbTetWZiVnhU5MsFaeJlp1nuMGb3cOnMPtRO81T2bb2WNq9+asK+LvV7LQ911DgeRsWfWfBJ2R73b4fvWrM6OcC19xPDY93VzSDAgOpRI9yA/ZMeYPejbbxV336dbF/r2hT/eBvn5bX/QNwyDww6Fww6FnzcrFvwbPvoYvlkLt8700Ls3nHW6YswxiR9srJTixw3w/ge6y5Q3PI9CZqYOACZN1BXqVGC1BmRmQl6ukbAWDIfDoEsBOOyKsnI9jqClZ+QP7mdw1hmKf74Of3sKBh2qYt7PhmGQlam7MDmdsXc7EqKz8PkU3mo9CN8aD5DdQcYD1NQotv8Cv/yiK/w7Smor/yUlenxcc+Tk6G6h+Xl6ksPsbD1mIjt8OztLXzLcuitVWroeWJ0sCTJyc/MoLy9rsFyFo4Fk+Kx9PqXT2SWQoax3LNpEaWlpzI/Nz89v1eM7A69XUVKiYm66/eprxT336bM/A/rDzFshK4kGXe7arfjPG7D4Hd3sCvrM9gnHw/HHQY/u8StrKKT4/gdYtVoPYt3+S+267vvDKRNg/Impky1DKUWVV5+5yc3VwUtbnNkzTZ3eVgcELe+i4/crrp8OW7fpz/naq2ofv7cfsn09XyAAhYVG0n52+fn5+9ymsx8L5fegca3dL0rpLkBVVQqvV/fdTk8Dlys5/1eaYpqKHSX62FFamsGPG6rZuhW2bYfdu/f9+Px86FaoLwUF+remoEv4Ol8vS5ZKfaxiOYa2NSsY6NnDFtPjm3M8lWCgjUkwkDjBoA4EQqHYBnL98INi5h36jMjQw2HGjbq7RzKy23OY/2o5/1mouzJZig6BI4bC4EF63oPmHqh1i4oeALzhJ1i/Hr5eW9sCAPqs2PBhMP4knSo0lZrIg0H9w+5261aeth7PUDcgyHS3PFBd963i1j/opus/zoQjhurHx/pDVl2tB8x1KzSSspIjwcC+ye9B42LdL9Z4AI9HUV2jT8SmpaVOZbe6WrFpE/y0CTZuhI2b9Hijps7wZ2frEzv7dYNu3cIV//Dtwq6pGQC1lAQDmnQTEh1GpUcfzLOzW/7YrVsVd/1JHzgHD4Jbb07uA2FWlo1zzjL41Wl6sPF7H8AXX+oBx+u/h1eKdZ/Dgnw9YDQ/X/+wuZy6X6IvnMmhyqtnT965q/EfjawsvT+OHgUjjkzNbBnV1XrisLw8PZ6hPQbP2mwGeXk6KKiogKws1aJgauAAg9MmKt5YCE88CY89olp1Vj8jw6DCoyITknXGAZBCKKUnpIzMD+DX/bXdST4o2O9XbNgA34WP9z9u0N19GuN0Qo/u0KePk26FAXr00Pd79IjfRJwi9UkwIDoEn09RWUFM2WB27Vb88W6oqIB+B8EtNyV3IFCXy2Uw5hgYc4werLpiJXz9NXz1jW4x2Bmu6DeHYUD37tDvQDjoIBh8GBx4YHL/KDbFNBUerx7s162bgTvGNJ/xYgUEoXC5sjNbNgB88m9gxQrdt/eFeXDFZa0rT1Z4hmKnQ5Gfnxx9Y4VoC8GgTm9Z5dWpQU0zeccDKKX4ZYdurbVO9vy0UaedrC8/Hw7so8e69e2rb/fooY/hublZSX8GXLQfCQZEyjNNnT3INFvepFtTo7j3Pn12vGcPuP221OkDX19BvsGE8Tr9mFKK3Xv0+9q1G8pKwR/Qg+CCQf3Dl56uz4B16aKbhLt2TY10oM3h9ytqfHqQcH5e8nSFcTgMCvIhFO62lJnZ/Mempxtc9TvF7XfCf9+CY47Wg8djZbPpGYrLy8Hh1IP/hOiorJnFq2v0/17ArzO8pKUlV6pdpRRbtuhummvX6uvGej3l5kL/Q6CoCA45GPr2QZICiJhJMCBSntcLVZ6WVaxA/zg8+rg+y5KbA3/8Q8c5mBqGQdcu0LVLe5ekbSmlf+gNQw9yy85um0HCLeF0GuTnw86dCp9PtSgAGzLY4OTxisVvw4OPQJ8+oVZV4h0OA5dLUVaqcDpSsxuYEHtjdQOqqantBqSANGfyzBJsmopNP8M338A363QAUF4v9b3DAQcdqCv+VgDQrTA5yi86BgkGREoLBhXlFbHNKfBKsZ7UyeGAGTfpwZQidQUCeu4Adwbk5RlJXbHNyNABwa5dCoejZXMQ/O/FsGED/PAj3HyLh/vuUeTlxf5e09IMvF7FnlJFN0fqDJgUojFKqUj64CqPbg1QSvedz3QnR+KDHTsUX3wJX6yBr77WE2TW5XLpBBBWaumiQzpOq61IThIMiJRW6VH4Yhg0/OlnileK9e0rLtMDNEVqMk0dBBjoVHfZWe0zSLilsrJ0t62yMsjObv74gYwMg5m3KmbcBtt/MbnrT3DvnapVwY/brQcU7ymVAcUiNfn9uuLvrTHZuUNnlXM6k2OG4KoqxVff6CQPX34ZnaYZdJfNAf11xX/QYXBwPwnKRdvqcMHAjh07ePPNN/noo4/YsGEDu3btIjc3l2HDhjF16lQOP/zwBo/xeDzMmjWLxYsXs3PnTrp168aECRO4+uqryWyk74lpmsybN4/58+ezadMm3G43o0eP5vrrr+eAAw5oi7cpiH3Q8Pbtisee0Ld/dRqcdKIcdFORPgOox0JkunWmoGRuDajPMAxycnQlpsoLWS3o5paXa/DH2xS3/MFgwwbFAw/DbTNaPqlZXVlu8FTJgGKROqx0oFVefVIoGNRjoNLT2z8A2LpVsWwFrFgJ362vne0WdKa3okN0Cuuhh+vEFalwAkN0XB1unoGHHnqIOXPm0Lt3b0aOHElBQQGbNm3inXfeQSnFww8/zMSJEyPbe71eLrjgAtatW8eYMWMYOHAg69atY8mSJQwePJh58+aRlpYW9RozZ86kuLiYQw45hHHjxlFSUsKbb75JZmYmr7zyCn379t1r+WSegfhQSrFzl+4f3pJJwfx+xc236nECAwfAPXe2/49GLFIhN3KiWP2AfT5wpUFujkFmZnI0/8eipkaxc6cKD2Zs2XvYtj2L66dX4vPB8ePg2qtbV4kPBhXV1dC1qxHzDN7xIPMM7Ftn/T0IhcItAF79XQ0EdTpQl0tXqNvr2BgKKb5bD8tXwPKVsG1b9PoePcKV/yH67H9bJ6qI535RSkWCm7pBTv3aZN1Dkc1WuyyZjtWp8Fsq8wzEYMiQIbz44ouMHDkyavnKlSu59NJLueOOOzjppJNwuVwAPP3006xbt47LLruM6dOnR7a3gornnnuOadOmRZZ/9tlnFBcXM2LECObOnRt5nkmTJnH55Zdz991388wzz7TBO+3crEHDbnfLHvfMszoQyMmB6denZiDQWQWDOggIhvQPf5cukJmZGl2CmpKebpCbB7tjGD8wcICDG2+AP90P73+o98nkC2IvizWguLRU4ZABxSJJWK2A1kDggF9XKtPS2vc7Ggjovv9LP9MztVfUGfjrcOg5WkYMh+FHpsaYNKuSHwrpSn7kAhhKD75GgWEDm6E/g0iFP3xt3Y8EBqr2vlJgKqKiBoV+LpvNChT0xW5PrqCho+twwcDJJ5/c6PLhw4dz1FFHsWTJEr777jsGDx6MUori4mLcbjdXXnll1PZXXnkl8+bNo7i4OCoYKC7WHc2vu+66SCAAMG7cOEaOHMmSJUvYtm0bPXr0SMC7E6ArhWXlurLSkorTx0sUb72tDzjXXwtdusiBJpmZpp4szB/QP0gOO6SlQ4HbID29YzWrZ2XqSd88VZCT1bLHDh9mcOU0xeP/B6++BgUFiomntG5AcVWVDCgW7a/urMA1NbpS2t6ZgEIhxdffwMef6AQUVVW16zIz9SztI0fomeCTNU21UvrYGgqFL+G6uaF0JdwIV8jT03RQ43AYDSrsRr1goP61Ug2vIwGBWXs7ZIIZUpG01yFTX+uB3wqlal/TbreCBKsMybl/U1GHCwaa4nA4oq43btxISUkJY8aMwV3vFLPb7WbYsGEsWbKE7du30717dwCWLVsWWVff2LFjWb58OcuXL+fMM89M7JvpxDwxDBou2an4v6f07XPPhiOGykEk2ViV/0BA/0AZNj0AMCtTnz13ufT9jvgDYLMZ5OXq5uCaGkV6esve40knGuzeo/j7KzDnGT3z9KijWjOgGCqrkAHFol34fIrqakWlR7cCtPdAYNNUfPsdLPkEPvkUystr1+XnweijYdRRuutpsp2ksCr+1dUKj0dXrjH0yRWbHTLT9eSVVkXbqmy37b6ufS3TrG2dsFoogsHaYCEYAhX+jVDo7jM2A+y26IChI/5OJFKnCQa2bdvG0qVLKSwspKioCIBNmzYB7LWPf9++fVmyZAkbN26ke/fueL1edu7cSVFREXa7vcH2ffr0iXpeEX8+n6KyUg8Qa+4/eyikeHSW7lrUvwj+5/wEF1Lsk/UDZZ2dMpU+oDuckOEOV/6dxJQyNlW5XAb5eXr+AaezZd2FAM4/F3bvgcVvw8N/hT/OVAw6LLZ9ZxgGWW4lA4pFm/L5dIW1qkofF1wufdKnvb5727Yr3v9Ad8HbVWcm9+xsGD1Kz/x+6MDkOkbVPbYGgrqa7XCEJxbMBZfTCJ/tT85Ks81mYLPp8tWqLWMopCJBQigUbkkI6GAhED6ZVF2j94N+Ph0o1A10ku09J4NOEQwEAgFuuukm/H4/06dPj1TkKysrAcjKarxd3lruCScBbu721naNyc3NxWaLbRAING8gSEellKKkxCQzU5Gd3fx9+Pd/1PDN2moyMuAPt+VQUNAwkEtFubl57V2EZqn74xQMKsxwn1N3moHTqZui09J03//OVPlvTF6eIi3dpLxCkdvM73jd78FNNyg8niqWfhrgT3+GvzyURdEhsR/ms7MV3mqFw2EjJyf241YitPZY2hF0lN8D3Qpg4q3WFbiuXY1WdU9rzbHR61V88JGf/77l56uvg5HlmW4Yc4yLE453MewIR1K1AIRCejxVIKAix9Y0F2S4DVxOfVx1OMAwOvYslKapCIbADLcqBEOKgF/hC0AooPdT0ATMcNcju0F1tSIjIzepA4WaGp1gIj8/cXWXDh8MmKbJjBkzWLFiBeeff367d98pr9u+2EKdNXuEpapKUVKicLuhvLx5/7A/blDMfV7fnvq/kJVZSSs+gn1SSp+1qJtVIRFNrsmcAcGq/FvNuoZB5ExUWjqku2rPTFk/qIFA+IxOdTsXPhkoRU21orpq34MjG/seXHe1orwcvlkLN82o5E93Q8+esX//fD7FTz9BYWHbpW5tTiW3NcfSjqAj/B7oll7dEmAqyAiPBfJ6Y3/OWI6NpqlYuw7efV+PA6ip0cttNp3954QTYORwcLkCQCBqnEB7iSRUCOoz3k6n7t7nchmRzErK1H3vfb6O8X2Jhd0ObjuYLlU7RiJ88fkUaVl57N5dhhlubVCGHjtRdzBz7YDm9gkWrGxCmZmSTSgmpmly66238sYbb3D66adz5513Rq3PDnc699Sf/i/MWm6d8W/u9tktnQFL7FMsg4YDAd09KBjU/TlPOD5xZbMOyoZN98WMtGoqq9+jAhs47boS3NEGZVrpPgPhwb5Op67452UYOB1Wd5/kPOuSbJxOPX5g505FKNTy7kJpaQa3zVDMvEPPVPzHu+G+exSFXWPb93VnKC6068qGEK1hdQfyeKKDgLa2e7finffgvQ9gx47a5T16wAnH6XS9yZRoom5GNSuhQn6Grvy7XHJ8bYrV/cjprLvUID/fjstpRGVPCoZ0K4J1ksoa1BwyiTrTVzdYqHtJxc+hwwYDpmlyyy23sGDBAiZNmsT999/foEnZ6uO/cePGRp/DWm6NKXC73RQWFrJlyxZCoVCDcQPWWAHreUX8xDJoeP6r8PNmyM2FK6fF/x80ENAZLmw2SM/QB2Wr0mt91ZSqPQthDeLy+6G6RumDeVpqd4sJBFQ46wM4XTplqzXYN5ma0VNNZqZuJamMIbsQ6Cwmf7xNcesfYOs2uPNuuPcuRW5ubJ+JNUNxaZkMKBax8/sVniqFpxKCJmSktf2JkVBIpwN9621Yuao2T35GBowZDSceD/37J0+FrrYLUG3raoHbCgCSo4yprvHfquhxClagUDftaiCgIoOag8Ha5Qqdh7V+60IyBwwdMhioGwhMnDiRBx54oNEBv3379qVbt26sXr0ar9cblVHI6/WyevVqevXqFckkBDBy5EgWLlzI6tWrGTFiRNTzffzxxwANlovWqalRVLRwpuEfflD883V9+4rL9Oy08RIKKbzVelBSbh5kuo0mJ4uqOxAqJ8eIVKCrvIqaagiZivS01DmwR36cguB06DR/brcEAPFkGAa5uVDjU7opu4WTkQHk5hrc8QfFjJmwZSvcdS/cfYeKOd1hlhsqPTKgWLRcMKhbAiordaUpPR3cbRwE7ClVvPseLH4Hdu6sXX7YoXDSiXD0UbQ4i1eiRCZW9OvECmlpkJdnkJZCvxMdid2usy01pD8Lq3tw3daFULh1IZIow6wTMNSZa0HVy4YUHUC03Wfd4YIBq2vQggULOOWUU3jwwQcbDQRA/5idd955PPHEE8yePTtq0rHZs2fj9Xq54ooroh5z/vnns3DhQh599NGoScc+/PBDli9fzpgxY+jZs2fi3mAnY5qK8goV7nrS/O5Bj83W/3RjRsPRo+L3D+Xz6Yp8Vrae+TaWSpozPKArMxP8fvBW6zNlFRUqfLBPzopWIKCo8enbGen6xyk9veN1eUoWLpfuLrQrhsnILIWFBnferlsIftwAf/oz3H6biqlCYbMZZGUqysrCmUmkN6TYh1BIUeXVxza/T1dq23Jma9NUfLlGtwKsWKkraKCPvSccByePhwN6Jc/xKxjUx1gzpGdXL8jX44aS9TdBaIZh1Mt+FFkTudVYwBDplhTUA58DAR0ohKzUqUqhDFAh3fsgkTpcMPDEE0/w+uuv43a76du3L//3f//XYJuTTjqJgQMHAjB16lTeffdd5syZw7p16zj00ENZu3YtS5YsYfDgwVxyySVRjx01ahTnnXcexcXFnH322YwbN46dO3eyaNEi8vLymDlzZpu8z87CU6UndcnKbP5j5r8KP/8MuTlw2W/jVxavN5zpotAgK7P1Ubth6DM9aWkG2VmKqiqdV7vSAy6nDgza+wfAOkNV4wNXuALoDk/61d5l6wwyM8FbrdPiZsfQXQigV0+D229T/OEO+PobeOgRuPnG2IILu90gPV1Rukd3c0vWSZVE+zJNhTccBNT4IM0V39bZfSkrr20FqDsWYEB/mDBezwsQy4mcRLBmV/b7dSuy2w1ZmUbKdyEV0fYeMED9LklK1XZHsm4nOnFahwsGtm7dCuhuPk8++WSj2/Ts2TMSDLjdbl566SVmzZrF4sWLWbZsGYWFhUyZMoWrrrqK9PT0Bo+/6667KCoqYv78+bzwwgu43W7Gjx/P9ddfT+/evRP35joZn09RXqZIczW/4v3Dj7Xdg6ZdTsx9pOtSSme7cDihS0FiMqo4HAa5uQaZmboLUkWFategIBTSP1DBcK7vrl2sM1Ty49SWrMnI/D6F3x/bGX2Ag/vpQcV33gPLV8JjT+isQ7EEtC6XQSikBxTb7clTqRLtzzQV1eHjV02Nrtxmt+Fswd//oFj8ThXvf6C7ZICuXB83TgcBfXonz3fVagVQpm4F6NJFd1OS/6fOzQoA9x44JIahVN0kiCLRWpPaqzOlBjNNxa7detKjnKzmdw+64WbdKnDMaLjx9/EJBDxV+sxWly5td6AOBmuDAr9fn5WvGxQkKrWo36/w+fXtjHTIytKtADIWoH2Vl5vs3tOwYtXS78HyFYr7H9RnnMafCL+bFnsLV6VHkZGuc8LH+/vRnFR4neVYuDfJ9HtgmrryX1GhgwG7XY8LaIs+z4GAYumnsPBNWP997fJDDoZTTtYTgyVLBds09fHcagVIz2i7VoBk+r4kk86wXzp9alGRuqqqwFOpu0k017/+owOBnBy4PE7dg6xAoGvXtj0r7nAYuktOhu4mUlmpB985wy0F8VS3FcDp0N2rMjKkK1AyycrSk+N4vS37n6hv5AiD31+neORRePtdnQHqsikqps85KxMqKsFRpigoaNvBbiI5WC0BlZW1QUBmHLpQNseePYq33tbjAcrK9DKHA44/zsXJJ/k55ODk+T5KK4BIdhIMiKTj8ynKylSLzpbs2KGY/6q+/b+XxKd7UFWVwhVuEWiv7jF1g4KaGiIT9DgcJoGAinnwbjBYm0PZOotXED5DJQOCk4/drrML7dihWvW5A4w5Rme0euwJWPSmDgAvvbjlAYFh6AHFFZXgcCjy8uR701kEg7VBgNUdqC2CAKUU332nWwGWflY7ILigQLcCnHwS9OmTSXl5IKHlaI5IRiCfjAUQyU+CAZFUQiE9uVgwBNnN7JuvlGLOM7rpddBhcNyxrS9HdbWe/rtLQXKcvXE4jHAKTx0UOF0GVdv1fAU2m67Q7W1CNiuLgZXizFR6whqXC3Lz9LT1kq0i+WVkGOTkKErLIMcR29l8y/HHGfgDiv/7m25Rc7ngwt+0/HnsdoOMdF0mp1ORmSnfoY7M51NUV+uuk35/bWrhRAcBwaDik0/h3//RWbEsAwfAaRNh1Mjk6coYCukAKRTScwJIK4BIBRIMiKRSWamo8ugfmOZathxWrtaV4Ssub32lNhDQlefCQiNp8k5bbDYDtxvy8+2gDD2BWbVugtY/QHoIkGGE0xjb9NTqOlCAnFxIc+nUpk6nBACpJifHoLpGVzYyWplqbsJ43ULw9Fwo/ie4XIrzzoktVW4opNizR4VbmVLjOxUMqsiEU5a9/Tvs69/EWl93u9plqbE/9iYYrDcvSjipQFsMDK6uVrz9DvxnIezcpZc5nXDsGDjtVDjooOTYt3XnBbCHJ6HMzpJWAJE6JBgQScPrVZSX60pOc880VVcr5szVt886Q6dRbI1QSFFdA10KSPqznLXzFRiYpu72UzcdGeh0ZHa7vjgcqV8x6ewcDp1daOdOFQn8WmPSRINgQPHcizDv7/rs/pmnt/w7kp5u4KnSAUFhYfJ3NVNKsWuXruRamvrXaPLfptEAIOrVMAy9mWGEL7bah9ZdZm1ns+kbdlttIG+3t93/bzAYTilco+cJCAb0sSQtrW3OwO/Zo3hjEfx3sU6rC3om+UkTdVagtkxT2pT6WddkXgCRqiQYEEkhGNTjBAyjZRWJf8yH3bthv25w7tmtK4OVQjQ7u20nxokHm82I+8BikZzcbt1yVlEJ+fmtDwjOPEN3GXr5H/DcCzqd7cRTW/79zwzPULynVNG1S3KfEVVKV+BsNl2J29e2Td1vbHn9bawWiMaey1qmwn9U+IayAgt0tz6b3Uo1bIRbYHS6WR0oxL6vTVO3hAYCep9UV+sJwgKB2v2T3kbpQX/erFjwb/jo49rUoD17wBm/0ulBkyW1cd2sa+4MPd5Ksq6JVCbBgGh3pqkoLdVdH7JbMKvpxo2K/yzUty+b2vr0cV6vHkibn29IZhSRtAxDDyYOBBQeT3wyQ59/ru4yVPxPeOoZMGyKUyfENqDYUwVOhyI/P/nPjra2It0WrMq6aaIH7VYpUFDtC+H1KAwb2GwKp1O3IjjsRm1rgxHdSqFUbcthMKQI+HUAEArWDsa123VXnLbKJqaU4utv4PV/werPa5cPHKBbe4cfmRyZqkxTtwIEgrVZ19xuIykmhxSitSQYEO3O49FpMzMzm39QNU3F/z2lf9iOHgXDh7XuYOz360pVfn78c6YLEW9Op0GXLhAIGOzcpciKQ5e2C/5Hnw1e8G/42xxQZstbCGw2A3eG7u7nCM9YLVrHZjManX00J8sgFNDHwFAIfDXgNfXnBrVjhrDiRUOPHwJQBtjC3ZCss/9t2Q0JdBebpZ/q75s1KNgwYNRRcObp0L8oOY7DgYA+UQU6QMrLM8jIkFYA0bFIMCDaVXW1oqxMH2Rbcobu3ffgu/X6cb/939aVwTT1ANwuBSRkdmEhEsHlMsjNtVFapsfbuN2t++4ahsElF+mueq//S7cQmKZi0mkte16Hw8DlUpTuUbicqTOgONUYhoHdbkTO5KeK6mrFu+/BvxdCSYle5nLBicfD6ZOge/f2/76EQnrMhNUKkFOnFSAZWimEiDcJBkS7CQQUe0r1qaqW9AUtL1c8/5K+fcGvoWuX1h2cq8ITOaXaOAEh0tMNuhQY7NqlUz62Npg1DIOLJ+t0tf98HZ5+VgcEp/+qZc+blmbg86lIv28hdu1WLFykJwmzBgXn5OisQKdOaP9BwZGMQAE9TiM9TbcCpKcn/4B4IVpLggHRLkIhHQj4fDpFXUs8/xJ4PNC3r84x3Ro+n8Jhh7xcGScgUlNGhu4ytGuXoqZGtfpMvGEYTL5ABwTF/4S5z+uA4Mwz5P9DtNyPGxT/+jd88mntuIQePeD00+D441o/1qu1AgE9GNgM6dmB8/MgI13GAojORYIB0eaUUlSEZ9LNasE4AYBv1iree1/3Lf3d5a0b/GelhSsslAlhRGpzu2sDAp9Ptfr7bBgGF/yPDgheKYbnXtQBwdlnyf+J2DfTVKxcrScJ+/qb2uWDDoPTfwXDh7VvdxsrdWowpLsBZbp1imaXS8YCiM5JggHR5jweKC+DjPSW/SAEAnrQMMD4k1o/wKyqGrKydRchIVKdnm9Cd8cwDNXqNIyGYfCbX+tMNX9/BV6YByEztonJROdQUaF49309P8COHXqZ3Q5jRsOvJsHB/drvuxMZBxDQWZfS0qEgPA5AugGJzk6CAdGmvF6dRlTPgNuyA/BrC2DLFj35zEUXtK4cPp/CaYfcHOkeJDqO7GwDBewJBwTxqOT8+jwDw9DzEMz7uz7re/650oVCaEopvv8e3nwLlizVlW3QJ1lOPkl35WztuK5Y1Q0A7HY9aVpunkGaC5kYTIg6JBgQbcbnU+zeowcMt7Qbw9Ztildf07enXNq6wb6mqfuIdu0q3YNEx5OdBcqEPXsA4hMQnH+ugc2meOll+PsrUF0Dl0xWUpnqxDxVik8+gcXv1KYGBTjoQDj1FDh2TPuMBwiF9GB6KwBwuSQAEGJfJBgQbSIQUOzZowgFISurZQdjpRRPPqXP7gw9XP/ItIY3nD0oS7oHiQ7IMAxycvT/TWkpxCsgOPdsA5dTMfd5WPAvqPbC5VNV0k/aJeInFFKs+Qreex8+W17bCuB06q5Ap06AQw5p+wp3VAuAQ+FwSAAgREtIMCASLhjUmYOqfZAdQwX8/Q/hq6/1Qf2Ky1t3YA8EdB516R4kOjJrlmKFojSOLQSn/8ogI0Mx+286RWR1NVx7tZJBlx2YUopNm+DjT/SxWLc4ab17wwnH6Utbpwat3wXIagHYfz87VVWGBABCtIAEAyKhrBSiVR7Iymp5Rb6iQvHs8/r2/5wH++8X+wFeKUV1NeQXyERIouMzDIO8XABFWSkYRnwq7eNP0gHBXx6Dj5ZATQ1M/33rByyL5KGUYuMmWPqpTgm6bVvtuuwsOHYsnHC87hLU1rMWNxYA1G0BSEsz8HrluyhES0gwIBImFNJdgzyVOhCI5Uz8sy9AZSX06a1T0rVGTY3OIJHdwm5KQqQqKyBQSs/07c6IT0Aw5hiD9HTFnx+C5SvhnvvglptaP+mZaD+mqfjhR1i2HD79DLZtr13ndMIRQ+H4cTD8yLbNvmOatQGAYYQHAefqLEDSBUiI+JBgQCSEFQhUVOq++bEEAp9/oXj/A/0DcOUVrcv/HAopQiEoKDCkS4PoVCItBEpRVh6/gGD4kQa336a4935Y8xXccTf84TZFVmby/395qxUVFYRbTjovT5Xiiy9h1SpY/TmUV9Suc7lg2FA4+mgYcaSey6KtWLMB+wO1ZSkIt+hKACBE/EkwIOIuGNTpQ61AIJYBhh6PYtZsfXviKa2fU8BbrcvidrfqaYRISTabQV4eQHwDgsGDDO66XXHXn+C79TDzj3DHTEVeXnJX1m65Db74Eg47FAYOUBQdAkWH6DPOHVkgoFj/PXyzFr5cA+u+BdOsXe92w9AhcPQo3QLQ1i09waCeCNI0weHUaaSt2YBljJcQiSPBgIgra7CwpxWBAMBTT+uBaj16wMWTW1cmv1/hsOsBbnJGSXRWiQoIiooM7rlDccc9sHEj3DIT7viDIiOj1U+dMAMHwOdf6Nlx686Qu99+iv6HQL9+0PsA3T0xPz91z0TvKdVdf378UQcA678Hvz96m1699IzARw7T+6WtW06tVgCfT48DSM+ArEwdAEgrrhBtQ4IBETd+v+4a5PXGPkYAYMlSxUdLwGaD/3d163JVK6WoroEuBe2T81qIZJKogKBvX4M/3a24427Y/gvMuA1uuB66dWv1UyfEFZcbDD9Sse5bnSN//fd6QsMdO/TloyW122ZlQe8DFL17Q68e+j116wb7dWv7M+d746lSbNsKW7fpy6af9fuqm/nHkpurW0QGHQZHHgH7tSIpQ2uEQoqaGgiF9FiuLl10NyA5TgvR9iQYEHHh9eoWAX8AsrNjP5O2Z4/ib0/p2+ecpc86tkZNDWSkt3xuAyE6qkhAYCjKyyA9PT5pR3t0N7j/HsWd9+jK6J/uh9mPKw5O0v+9Hj2gV0847VRdPk+V4ocfdGCwcSP8vFkPovV4YO06fakvO1uxXzfdnz03B3Jywte5+jozUw94tQa7prn0bbsdlNIX06y9HQiCr0Yft6rD1zV17vtqoNKjK/kVlZWUlCh274GKioZlA31CpVdP6HcQ9C+CQYOgZ4/2benw+xU1frAbuhUgO8sI75Pk/J4I0RlIMCBaxTQVlZU6U4lhQE4rfvhDIcXDf9U/dgcdCOef27qyhUKKYFAGDQtRn81mkJ+n043Gcx6CggKDe+9W/Ol+XXnesQMO7tfqp20TWZkGQw/XExta/H7F1m3w8886wNn+C5SU6EulR2c6q6wEfmyPEgej7hUU6Ip+z3CQ068fHNg3OdIom6YeCxAI6sxE+XngzpDBwEIkCwkGRMx8PkVZuaKqSp99b21l4h/zdb/W9HSY/vvWP5+3GjKzZNCwEI2xsgwZxHem4qxMg3vuVPz8MwwYkNoVPZfL4MC+ulJdn9erKCmBHSWwp1SfnS+vgIry8HWFnu3c7wefX1/XHay7N3a7Pgamp+vjanp69H23O1zx7+kmI91LQQHsv1/ydFmqKxTS3TSVqVtE8vIMMjJkLIAQyUaCAdFipqkDgLIyRSAEme7WN/F+8aXi1df07Suv0F0OWiMQUNhteqZhOfMkROOsmYoJBwRKxWfyMJvNoKBAtfp5kpnbbdC3L/Tt27ztldItlT4/BIO6C4/N0C2q1sXhaP5JkNzcNMrLq2MufyLV7QrkdusAMT1dMgIJkawkGBAtUlOjKK9QeKt0H9icOJyN2rNHz2aqFJw8Ho4d07rnVErhrdZnz2QwmhBNswICw6gNCOT/Jv4Mw8Dp1N1kOiKldFcgv1+/x7xcyHRLVyAhUoEEA6JZfD5FVZWishIUemBcPM7yBAJ6FtPycujbB357aaufEp9PN0nLTMNCNI9hGOTkgGGD3bsVIAGBaJ76WYG6Fhpx6TYqhGg7EgykGNNUbdrU6vMpqryKKo8e/BXvg/zTc/VkRZmZcPONrT+Tb5qKQAC6dpVBw0K0hGEY5GTrriu7dyuUUkkx+FQkJ6srkA3IcEtWICFSmQQDKaTKq9i5U5Gbq898J6rp1TT1mR6vV88ZEAzpICDeA9Tefkfx1tu6r+zvr4Pu+7f++aurdR/VzMw4FFCITigry8AwdPe96mqVlANTRfuIygrkkK5AQnQUEgykEDOkqKyC6mpFWprOlJPm0v0zW9taEApZs0AqqrwQCM9SmZamB8rF27ffKv72tL59wf/AkcNa/xrBoMJUeqZhGagmROwyM3VAsHu37h6YmSn/T51ZIKBPEIHOaiRZgYToWCQYSCE2m4HNBhkZepDWrp0Kmw2cLkhP03187XYiF5ut4dka01SYpk5xFwzqs/6+GoXPrwMAZYDLoc+uJ6pCvf0XxZ8e0K8/aqSeXCwevDWQk6V/rIQQreN26+PN7j0Kj0eRmSlnfzsT6wSR1QqQk6O/E2lpkhVIiI5GgoEUZLfrszIZGbUTa1V6oKJChdfrgYA6GFBYh20znOnPDBEJCEBv53DEb1BwUzwexT1/0jm4DzoI/t+18XlNv1/htOtWAamwCBEf6ekGXbvoFoLKKsjOVPL/1YEpFW4hDoCB7h6al6fTgsqAYCE6LgkGUpzdrlsD0tL0faVqz/zXrfCD7psPuuJvs7X9QC8rc9DWbdClC8ycEZ/ZMZXSE9t0KSAuOdKFELXS0gwKC/UYgspKyMpq2yQGIvECAd06rEzd0pyfBxnpRkLHpgkhkocEAx2MYdR2FUomoZDir7Pgq691N56Zt0BBQXx+ZGpq9HNmSSpRIRLC6TTo0gUMWzggyFSSNSbFBYO6FSAY0t2ArMnBXC4ZCyBEZyPBgEg4pRRPzoFPlupWiZunw4F94/NjEwrpVKLd8iWVqBCJ5HAYdCkAu01RXgEZ6Uq6jqSYQEAfL4NBfSxOS4f8DOkGJERnJ8GASLgXXoK339Fdk66/Fo4YGr8fneoanVXJ7Y7bUwoh9sJuN8jPB5tdUV6mExKk4uRkhqEvPh+ACnedTL33sS/WmLJAQI8Zc9YJANLSdCY66QYkhJBgQCSMUoqX/wGv/0vf/900OGZ0/H54gkEFCnKyJZWoEG3FZjPIy9VdEUv3KEwz9eYiMAyDgnyo9OiuMl6vPl4Zhj5jbrfr61SrKEcq/0Hd/98w9BiAnBw99sPlkhYAIURDEgyIhFBK8ezz8O839P0pl8L4E+P7I1RdDbm58Z8MTQjRNGu2YoddZxryVCky3alVec7IMMjIMKLOnvv9elKtYFCPRVJKhZMtELm229v/feq0n4qaGkUoVJsowm4HuwOys3Tl3+mMzzw0QoiOTYIBEXemqXjqGfjvW/r+5b+FiafG98fI59NN+9nZ8iMnRHux5iLYs0enHs1yp16moeiMbAZK6Qp2MEj4LHt4oG04YKiuAZRCKX3m3WarvVjdj2w2/dzW/aaCBxV+rvoX04y+bQJGOD20zQbpGbryn5EBTpeBw64r/qnYoiGEaF8SDIi48vl01qBPP9M/glddASfFuUXANPXZu66FhjR5C9HO0tMNunaF0jKFxwOZKZ5pyDAMHA5dqQ4vAfRxxzoLHwpZF92qEArprDymAhWqU4lXgML6s5cX1K9QGzjoeWIMGzjDLRIOZzhoqRN4dO1qo7LSltB9IYToHCQYEHFTWqr405/h+x/0D+l1V8PYMfGvFFRX67NhmTJoWIik4HLVZhqqqNSZhjoaawb4aLXHN2uOl8bO8uv1DZ/TqvzXvV3b2tD0sVOypwkh4kWCAREX69crHnwEdu6C7GyYcSMcdmj8f6yCQYWpIDfXSOmzj0J0NA6HQUEBOByK0rLoCQ87A2uOFyGESDUSDIhWCYUUr74GrxTrH/8ePeAPt0D37ompqHurISdbtwwIIZKLzWaQl2fgcCjKyhXSdV0IIZKfBAMiZpu3KB6fDd+t1/fHHgPTLtezWCaCz6dwOiEnx5ABckIksawsnclGzpQLIUTyk2BAtJjPp5j/KvzrPzrDhtsN06bCuGMTV0HXqfSga1cDl0sCASGSXSpORiaEEJ2RBAOi2UIhxZJPYN4/oKRELxt+JFw+FboVJvaH31sN7kzIzEzoywghhBBCdCoSDKSIXbsUd91bwcCBcN7ZbfvapqlYvgJe/gf8vFkv69oVpk6Bo0YkPqe1z6dw2CEvV2YaFkIIIYSIJwkGUsSOElj9eZDVn8PKlYqJp8DooxM7tXxVleK9D2DRm7D9F70sMxPOPB1+dZrOL55opqnw+aFrF+l2IIQQQggRbxIMpIjDDjW47pp0Hp9dzXfr9aDduc/B0Ucrjj4KBh1GXFJt+nyK1Z/D0k9hxSqoqdHL3W447VQ44/TEDRBuTJVXByBZWRIICCGEEELEmwQDKeTC32TQr181n34Ki9+G3Xvgv2/pS3YWHHqoYmB/GNAfevXadwVaKUVpKWzeAuu+hbXrdJDh89Vuc0AvHQSMOxYyMtq2Ql5To3A4pHuQEEIIIUSiSDCQYvLy4NfnGZx7tuKLL+HTZbBsOVRW6utly2u3zcpSdOumZ+pNSwOXE3x+PYNvVZXuemSd+a+rsBCOORpGj4JDDkn8mIDGBIOKYFBnD5LuQUIIIYQQiSHBQIqy2w2OHAZHDoPfXa74/ntY950+w//Dj7BnD3g8+tIUm01X/osOgUMH6kvvA9onALCYpsJbrQMfyR4khBBCCJE4Egx0AHa7wYABMGAAnHWGXubzKX7ZATt36paAGh/4/ZDm0rP3ut3QrRt0K0zsIOSWUkrhqdJBQK5MLiaEEEIIkVASDHRQaWkGfXpDn97tXZKWqfJCehoU5BtxGRAthBBCCCH2ztbeBRDCUl2tsNuhSxcjqVorhBBCCCE6KgkGRFLw+RRKQZcCGTAshBBCCNFWJBgQ7c7nUwQCUFBg4HZLICCEEEII0VYkGBDtyu8PBwJdDJlYTAghhBCijUkwEKM1a9Zw2WWXMXz4cIYOHcr555/PokWL2rtYKcXvV/j9kJ+vJ00TQgghhBBtS7IJxeCzzz5j6tSpuFwuTjvtNDIzM1m8eDHXX389v/zyC1OmTGnvIiY9n0/hD0BBPuRIClEhhBBCiHYhwUALBYNB/vCHP2AYBvPmzWPgwIEAXHXVVZx77rk88sgjTJgwgZ49e7ZzSZNXTY2eXbhLF4OcbAkChBBCCCHai3QTaqHPPvuMn3/+mUmTJkUCAYDs7GyuuOIKAoEAr7/+ejuWMLl5vTprUGGhBAJCCCGEEO1NWgZaaPny5QCMGTOmwTpr2YoVK9q0TKnANBVVXnC59IRiGRkSCAghhBBCtDcJBlpo48aNAPTp06fBusLCQtxuN5s2bWrjUiW3YFAHAllZkJ9n4HJJICCEEEIIkQwkGGghj8cD6G5BjcnKyqKysnKvj8/NzcVmi613VlWVIjc7l5yc1OndVV2tMOyKvoUG+fk27HYJBOIlPz+/vYsgkkBn/R605ljaUXTWz35fZL80TvZL42S/SDDQ5srLy2N+rMuVR3llOUolf4U6GFR4vZCWDnm5BjYbVFQkf7lTRX5+PqWlpe1dDNHOOur3oDk/zq05lnYEHfWzby3ZL42T/dK4zrBfmnM8lWCghbKydEL8vZ3993g85ObmJuS1DUOP+A4EFE5nclasQyFFdQ2gIC9Ppw11OJKzrEIIIYQQnV3nbmONQd++fQEaHRewc+dOvF5vo+MJ4sHtNsjLA78fPB5FKKQS8jqxUEpRXa1bAzIyYL/9DAoKbBIICCGEEEIkMQkGWmjEiBEALFmypME6a5m1TSLk5dnYbz+DDDd4vTpVp2m2X1CglKKmRlFZCQ4HdOtmUNhVsgUJIYQQQqQCCQZa6Oijj+aAAw7gjTfeYN26dZHllZWVPPnkkzidTs4888yEliE93aBbocF++xm4XFBVpQcXt2VLgWnqloDKSjBset6Abt0MMjMNbDYJBIQQQgghUoGMGWghh8PBPffcw9SpU7nwwgs57bTTyMzMZPHixWzdupWbb76ZXr16JbwchmHgdkN6OtTUQKVHUe0FE0WaU+fzN4z4V8oDAYXPp2+npUFenkFGBtIdSAghhBAiBUkwEINRo0bx8ssv89hjj7Fo0SKCwSBFRUVMnz6diRMntmlZbDYdFGRkgM8H3nC/fZ0BVeF0gtNJzCk9QyFFMAiBIJgmOB16vgC32yA9HWkFEEIIIYRIYRIMxGjIkCE8/fTT7V2MCMPQlfP0dIOcbIXfDzU+RXW1bjkwTYUywG6AzaYvhqEvFtMEpfR1KAQqnL3I4YTsLP3caWnSCiCEEEII0VFIMNABORwGDoc+e2/m6jP71sXvVwQCYCoImYA1zCAcJNhtuvuPblHQz+N0SguAEEIIIURHJMFAB2ez6UHGLpe1RFfqlVKRlgCobSWQSr8QQgghROchwUAnZRgGdnt7l0IIIYQQQrQnSS2aIo477jgMw+C4445r0WMKCgpa9JhJkyZRUFDApEmTEvo655xzDgUFBZxzzjnNfszIkSMpKChg5MiRCS3bySefTEFBASeffHKzHxPLfovl/YDed4ZhtGjftdV3IZb3FMvrDBs2jIKCAoYNG9bsx8TynYvldS688EIKCgq48MILm/2YWPbbhRdeiGEYCX+dWPbbMcccQ0FBAcccc0yzH9NWfvnlF+6//35++eWXFq1ryldffcWkSZP46quvWrTu7rvvpqCggLvvvrtFj3vttdfIy8vjtddea7Cuqc+rqXXXXHMNBQUFXHPNNQ3W3XzzzRQUFHDzzTc3WDd16lQKCgqYOnVqi16vqWNSU8/Z1P/XySefjGEYjR67X3vtNfr06dPoPmvqGNRUWZr6/Jp63F//+le6du3KX//61wbrmtpnTf02NfV9OeaYYzAMo9H/x379+lFQUEC/fv0arGvqOzFkyBAKCgoYMmRIg3UffPABQ4YM4YMPPmiwrqnPvanvWVP7pan92ZSpU6diGEajn9HcuXPZf//9mTt3boter6n3HuuxJ9bjUktIMJAivvvuu6jrRD1mzZo1UdeJep3Vq1dHXTfHxo0bo64TVbZvvvkm6ro5YtlvsbwfiG3ftdV3IZb3FMvrbN68Oeq6OWLZb7G8zvLly6OumyOW/dZWrxPLfvvhhx+irpPJjh07eOCBB9ixY0eL1jXl22+/ZenSpXz77bctWmdVGBqrODT1uKVLl1JeXs7SpUsbrGvq82pqnTVpZmMTan700UdR1/XLUve6ua/X1DGpqeds6nvf1LF76dKlVFZWNvqcTR2DmipLU5/fvh5nmmajj2tqnzX1/pr6vjT1/1haWhp1XVdT34lt27ZFXde1atUqtmzZwqpVqxqsa+pzb+p71tR+aWp/NqWpz+ijjz7C7/c3WpamXq+p9x7rsSfW41JLSDAghBBCCCFEJyXBgBBCCCGEEJ2UBANCCCGEEEJ0UhIMCCGEEEII0UlJMCCEEEIIIUQnJcGAEEIIIYQQnZQEAymif//+UdeJeoyVM7ix3MHxfB0rb3tL8rf37ds36jpRZTvssMOirpsjlv0Wy/uB2PZdW30XYnlPsbzOAQccEHXdHLHst1hex8rh35Jc/rHst7Z6nVj228EHHxx1nUz2228/brrpJvbbb78WrWvKgAEDGD16NAMGDGjROivXemM515t63OjRo8nNzWX06NEN1jX1eTW1bsyYMVHXdR177LFR1/XLUve6ua/X1DGpqeds6nvf1LF79OjRZGdnN/qcTR2DmipLU5/fvh5ns9kafVxT+6yp99fU96Wp/8f8/Pyo67qa+k706NEj6rquI488kl69enHkkUc2WNfU597U96yp/dLU/mxKU5/Rsccei8vlarQsTb1eU+891mNPrMelljCUUmpfG33zzTctqhiJvWssl29z5efnt+rxouOQ74KAjvs9aKxiUl9HfN8t0VE/+9aS/dI42S+N6wz7pTnH02a1DPz617/mwQcfxOfztbpQQgghhBBCiOTQrGDA7XYzd+5cTj/9dJYtW5boMgkhhBBCCCHaQLOCgTfffJPx48ezadMmLr30UmbOnEllZWWiyyaEEEIIIYRIoGaNGbC8++673HnnnZSUlFBYWMjtt9/O+PHjE1k+IYQQQgghRIK0KBgA8Hg8PPjgg8yfPx+A8ePHc91115GRkbHXxzQ22lwIIYQQQgjRvlocDFhWrlzJbbfdxs8//9z0CxgGa9eujalwQgghhBBCiMRxxPrAzZs3U1ZWxr5iiRhjDSGEEEIIIUSCtbhlYOvWrdx+++0sXboUwzCYPHky119/fZPdhIQQQgghhBDJp0UtA88//zyPPvooXq+XQw45hHvuuYfDDz88UWUTQgghhBBCJFCzWgZ++OEHZs6cyZdffonD4WDatGlMmzYNp9PZFmXs1NasWcOsWbP4/PPPCQaDFBUVcemllzJx4sT2LpqIs3/961+sWrWKr7/+mvXr1xMIBLjvvvs4++yzG93e4/Ewa9YsFi9ezM6dO+nWrRsTJkzg6quvJjMzs41LL+Jlx44dvPnmm3z00Uds2LCBXbt2kZuby7Bhw5g6dWqjJ2Dku5D6WnOsV0rx0Ucf8d5777F69Wq2bdtGMBikT58+TJw4kf/93/8lLS2tDd5F/MX7N7C8vJxJkyZRUlLCmDFjeOaZZ+Jc4rYRr/2ye/du/va3v/HBBx+wfft23G43ffv25YwzzuCCCy5IUOkTJx77ZceOHcyZM4elS5eybds23G43ffr04de//jW/+tWvsNvtCXwH7aNZwcCgQYMIBoMMHTqUe++9l379+rVF2Tq9zz77jKlTp+JyuTjttNPIzMxk8eLFbN26lZtvvpkpU6a0dxFFHJ1wwgls3bqV/Px83G43W7du3Wsw4PV6ueCCC1i3bh1jxoxh4MCBrFu3jiVLljB48GDmzZuXsj/+nd1DDz3EnDlz6N27NyNHjqSgoIBNmzbxzjvvoJTi4Ycfjvphk+9C6mvtsd7n8zFkyBBcLhcjR46kqKgIv9/PkiVL2LhxI4MHD+bFF19Mue68ifgNvOGGG3jvvffwer0pGwzEa7+sW7eOKVOmUFFRwbhx4+jXrx9er5cff/wRp9PJnDlzEvxO4ise+2Xz5s2cd955lJWVMWbMGPr374/H4+Hdd99l586dnH322dx3331t8G7amGqGI444Qr300kvKNM3mbC7iIBAIqJNOOkkNGjRIrV27NrK8oqJCnXzyyeqwww5TW7ZsaccSinj75JNPIp/p3/72N1VUVKT++c9/Nrrto48+qoqKitSDDz4YtfzBBx9URUVF6sknn0x4eUVivPXWW2rZsmUNlq9YsUIddthhasSIEcrn80WWy3chtcXjWO/3+9Xs2bNVWVlZg+XTpk1TRUVFas6cOQkpf6Ik4jfwv//9ryoqKlIvvfSSKioqUlOmTIl3sRMuXvulsrJSHXfccWrUqFFq3bp1jb5OKonXfvnjH/+oioqK1HPPPRe1vLy8XB133HGqqKioQ9a9mjUD8cKFC7nwwgsxDCPRsYkI++yzz/j555+ZNGkSAwcOjCzPzs7miiuuIBAI8Prrr7djCUW8jR49mp49e+5zO6UUxcXFuN1urrzyyqh1V155JW63m+Li4kQVUyTYySefzMiRIxssHz58OEcddRTl5eV89913gHwXOoJ4HOudTie/+93vyM3NbbB82rRpAKxYsSL+hU+geP8G7tmzhzvuuIMzzjiDcePGJaLIbSJe++Xll19m27Zt3HDDDQwYMKDBeocj5mST7SJe+2Xz5s0ADb4jOTk5DBs2DIDS0tI4ljw5NCsY6N69e6LLIepZvnw5AGPGjGmwzlqWagd3ER8bN26kpKSEYcOG4Xa7o9a53W6GDRvG5s2b2b59ezuVUCSK9QNtXct3IfUl+lhvfVdSrZ9zvPfLH//4R+x2O7fddlt8CthO4rVfFi1ahGEYTJgwgQ0bNvDiiy8yZ84c3n33Xfx+f3wL3QbitV+KiooA+PDDD6OWV1RU8Pnnn1NYWMjBBx/c2uImndQK/TqRjRs3AtCnT58G6woLC3G73WzatKmNSyWSgfW59+3bt9H1ffv2jfQVlkC+49i2bRtLly6lsLAw8oMl34XUl+hj/T//+U8AjjnmmJifoz3Ec7/861//YvHixTzxxBPk5uZSWVkZz6K2qXjsF7/fz/r16ykoKODFF19k1qxZmKYZWX/AAQfwxBNP0L9//7iWPZHi9X357W9/y3vvvcd9993Hxx9/HDVmID09nccff5z09PR4F7/dNatlQLQ9j8cD6CauxmRlZaX0AU3Ezvrcs7KyGl1vLbe+QyL1BQIBbrrpJvx+P9OnT4+c5ZXvQupL5LH+ww8/5JVXXqFfv36cd955MZexPcRrv+zYsYN7772XSZMmcdJJJ8W1jO0hHvulvLycUChEWVkZs2fP5sYbb2Tp0qV89NFHXHnllWzZsoXf/e53+Hy+uJc/UeL1fenatSuvvPIKY8eO5eOPP+bpp5/mH//4B5WVlZx55pmNdqnqCCQYEEKIJGaaJjNmzGDFihWcf/75nHnmme1dJJEC1qxZw/XXX092djaPPvooLpervYvULmbOnInD4Uj57kHxZLUChEIhfvOb3zBlyhS6dOnCfvvtx3XXXccpp5zC1q1b+e9//9vOJW17mzZt4je/+Q179uxh3rx5rF69mg8//JCrrrqK2bNnc+mllxIKhdq7mHEnwUCSss7o7S2S9Xg8e42ARcdmfe57O9trLd/b2WKROkzT5NZbb+WNN97g9NNP584774xaL9+F1JeIY/1XX33Fb3/7W2w2G08//TSHHHJIq8vZ1uKxX15//XU++ugjbr/9dgoKCuJexvYQj/1Sd/0JJ5zQYL217Ouvv461mG0uXv9HM2bMYNu2bTz55JMMHz6czMxM9t9/fy6//HImT57M559/zsKFC+Na9mQgwUCSsvoAN9bHbefOnXi93kb7xomOz/rcrT6S9VnL99aPXKQG0zS55ZZbeP3115k0aRL3338/Nlv0IVu+C6kv3sf6r776iilTpmCaJs888wxDhgyJV1HbVDz2y9q1awG47rrr6N+/f+Ry4oknArBkyRL69+/PGWecEd/CJ1A89ovb7Wa//fYDdJac+qxlqdRNKB77xePxsHr1avr160dhYWGD9UcddRSg52foaCQYSFIjRowA9MGqPmuZtY3oXPr27Uu3bt1YvXo1Xq83ap3X62X16tX06tVLBoymMCsQWLBgARMnTuSBBx5oNBuMfBdSXzyP9VYgEAqFePrppxudrTpVxGO/HHHEEZx77rkNLtakffvvvz/nnnsu48ePj3PpEyde35dRo0YB8MMPPzRYZy1rTqrrZBGP/RIIBIC9pw7ds2cPQMfsctecyQi2bt3aqotouUAgoE488cQmJ9DYvHlzO5ZQJJJMOtZ5hUIhdfPNN6uioiJ17bXX7nPyH/kupLaWHut37NihfvjhB1VRURH1PF999ZUaPny4Gjp0qFq5cmWblT9R4rVfGrN58+aUnnQsHvtl1apVqqioSJ122mmqvLw8srykpESNHTtWDRgwQG3YsCHxbyhO4rVfJkyYoIqKitT8+fOjlpeXl6tTTjlFFRUVqU8++SSxb6YdGEopta+AYcCAATFPOGYYRqSpTrRMIqZiF8mruLiYVatWAbB+/Xq++eYbhg0bFmnaPPLIIyMZQbxeL7/5zW/49ttvGTNmDIceeihr165lyZIlDB48mJdeeqlDpj/rDGbNmsXjjz+O2+3m4osvbnTyn5NOOikysY58F1JfS471M2bM4PXXX+e+++7j7LPPBqCsrIyTTz6Z8vJyxo4d22iLQHZ2NpdeemlbvaW4aO1+2ZstW7Zw4oknMmbMGJ555plEv424i9d+uf/++3n22Wfp3r07xx9/PMFgkHfffZfdu3fz+9//PjJhXaqIx3758MMPufLKKwkGgxx99NEMHDiQiooK3nvvPfbs2cOECRN47LHH2uPtJVSz5hlorGklEAjwxRdfAJCbm0uPHj0AnQu7vLwcwzA4/PDDcTqd8SttJzNq1ChefvllHnvsMRYtWkQwGKSoqIjp06dHmjlFx7Fq1aoGMySuXr2a1atXR+5bwYDb7eall15i1qxZLF68mGXLllFYWMiUKVO46qqrpPKXwrZu3QroSv6TTz7Z6DY9e/aMBAPyXUh9rT3WezweysvLAfj444/5+OOPG2zTs2fPlAsG5DewcfHaLzNmzKCoqIh58+bx+uuvYxgGAwcO5M4770yprlOWeOyXcePG8fe//51nnnmGVatWsWLFClwuF/369eOqq67iN7/5TYLfRftoVstAfR6Ph0suuQS/389NN93E2LFjo9YvWbKEBx98EIfDwfPPPy+ZLIQQQgghhEhCMQUD9957L//617/473//u9d0XXv27OGUU07h9NNPZ+bMma0uqBBCCCGEECK+Ysom9PbbbzNq1Kgm8/YWFBQwatQo3n777ZgLJ4QQQgghhEicmIKBPXv2EAwG97ldMBjca4omIYQQQgghRPuKKRjo2bMnn376Kdu3b9/rNtu3b+fTTz9NqTy1QgghhBBCdCYxBQPnnnsu1dXVTJ48mQULFkTNUuf3+1mwYAGTJ0+mpqaGc889N26FFUIIIYQQQsRPTAOITdNk+vTpLFq0KDL/gDV+wJqhTSnFKaecwiOPPILNJhMdCyGEEEIIkWxiCgYsixYt4uWXX+bLL7+MTOPsdDo5/PDD+c1vfsNpp50Wt4IKIYQQQggh4qtVwYAlGAxSVlYGQF5eXqMzZgohhBBCCCGSS1yCASGEEEIIIUTqadUp/GAwyAcffMBXX31FaWkpQ4YMiQwY3rFjB6WlpRx88MHSUiBEHGzZsoUTTzyRkSNH8uKLL7Z3cYQQQgjRAcQ8snflypWcfPLJXHPNNfztb3+juLiYVatWRdZ/8cUXnHXWWbz33ntxKagQQgghktuWLVvo378/F110UXsXpUN67bXX6N+/P7NmzWrvoogOJKZg4IcffuCyyy6jpKSEyZMn89e//pX6vY2OP/540tPTeeutt+JSUCGEEEIIIUR8xdR/Z/bs2fh8Pp566inGjBnT6DYul4vDDjuMdevWtaqAQgghhBBCiMSIqWVg2bJlDBkyZK+BgGW//fajpKQkpoIJIfaupqaGhx56iOOPP55BgwYxfvx4nnrqqQYtdKBb8m644QbGjBnDoEGDGDt2LDfddBMbNmxosO2+mqAvuugi+vfvz5YtWyLL6nYL8Hg83HfffZxwwgkcdthh3HvvvfF700KIpDZr1ixOPPFEAJYvX07//v0jlxkzZkS2Kysr4+GHH2bixIkMGTKEI488kosvvpj333+/wXPWPb54vV7uu+8+xo0bx5AhQxp0RX7zzTc577zzGDp0KKNHj+aee+6hpqamwXOecMIJ9O/fH6UUzz//PBMnTmTw4MGMHTuWe+65h4qKikbfn1KKN954g4svvpgRI0YwePBgTj31VGbNmkV1dXWD7eseL//zn/9w/vnnc8QRRzB8+PDINh988AG33HILp556KsOGDWPo0KGcfvrpPPnkk/j9/gbPd8sttwDw+OOPR+3f1157DUjsMbwln5tILTG1DFRUVLD//vvvczuv10swGIzlJYQQexEIBJgyZQo//vgjI0eOxOv1smLFCh5++GGqqqq4/vrrI9t++umnXHHFFdTU1HDooYcycuRINmzYwL/+9S/efvtt5syZE/XD1Bo1NTVMnjyZbdu2MWLECA477DByc3Pj8txCiOQ3cOBAJkyYwFtvvUXXrl0ZO3ZsZN2RRx4JwE8//cT//u//sn37dnr27MmYMWOoqqriyy+/5IorruCmm27it7/9bYPnDgQCXHrppWzZsoXhw4dTWlrKypUrufrqq3n66adZv349Dz74ICNGjGDMmDGsWLGCF198kdLSUh5++OFGy3v33Xczf/58Ro4cSVFRUeQxy5cv5+WXXyYrKyuyrWma3Hjjjbzxxhu43W4GDRpEbm4uX3/9NY8//jgfffQRL774Iunp6Q1e56mnnqK4uJhhw4Zx/PHHs3379si62267jZqaGg455BD69+9PZWUlX331FX/5y1/49NNPmTt3Lna7HYCxY8cSDAZZvXo1AwYMYODAgZHn6d27dws/rYaaOobH+rmJFKFiMG7cOHXWWWdFLevfv7+aMWNG1LKTTz5ZTZgwIZaXEELUs3nzZlVUVKSKiorU5MmTVWVlZWTdmjVr1MCBA9Xhhx+uPB6PUkqpqqoqNXr0aFVUVKReeumlqOd69tlnVVFRkTr22GNVTU1NZPk///lPVVRUpB577LFGyzB58mRVVFSkNm/e3Gi5fv3rX6vy8vJ4vm0hRAqxjgeTJ09usC4YDKpJkyapoqIiNWfOHBUKhSLrNm7cqE444QQ1cOBA9d133zV4vqKiInXxxRerqqqqyDrreDV+/Hg1YsQItWbNmsi6X375RR199NGqqKhI/fzzz1HlOP7441VRUZEaNmyY+uqrryLLPR6Puvjii1VRUZG65557oh4zZ86cyPsqKSmJLPf5fOrWW29VRUVF6sEHH4x6jHW8HDx4sFq2bFmj++vtt99W1dXVUcsqKyvVtGnTVFFRkXr99dej1u3rGJ2IY3gsn5tILTF1Exo1ahTr1q3js88+2+s2b7/9Nps2beKYY46JOVARQjRks9m48847o85aDR48mGOPPZbq6mq+/vprQDeZ79q1iyOOOIILL7ww6jkuvfRSDjvsMH755Ze4DvK/7bbbyMnJidvzCSE6jvfff5/169czYcIEpk6dis1WWwXp06cPM2bMIBQKMX/+/AaPtdls3HHHHbjd7siyM888k/z8fDZt2sQFF1zA4MGDI+v2228/fvWrXwGwYsWKRsszefJkBg0aFLmfmZnJH/7wBwzD4NVXX8Xn8wE6jfrTTz+N2+3mL3/5C4WFhZHHuFwu/vCHP1BYWMj8+fMxTbPB65x77rmMHDmy0TKcdNJJDVoTsrKyIt2B3n333UYflyiNHcNb87mJ1BBTN6HLLruMRYsWcdVVV3HDDTcwfvz4yLry8nLefvttHnjgATIyMrj00kvjVVYhBNCjRw8OOuigBsv79u0LwM6dOwGd/heI/CDWd/rpp/PNN9+wcuVKTj/99FaXq7CwMOrHWAgh6lqyZAlAVJ2hLqsr0VdffdVgXc+ePTnwwAOjltlsNnr06EFpaWmjYxgPOOAAoPaYWN/EiRMbLDv44IMZMGAA69atY+3atRxxxBGsXbuW0tJSjjnmGLp27drgMenp6Rx22GF88MEHbNy4scHx+YQTTmj09S0bN27kww8/5Oeff8br9aKUioz/2rhxY5OPjae9HcNb87mJ1BBTMNCvXz8eeeQRbrzxRu6++27uvvtuDMNgwYIFLFiwAIC0tDQefvjhyD+jECI+9jZeJzMzEyAy6MwavN+zZ89Gt+/Vq1fUdq3Vo0ePuDyPEKJj2rp1KwDTp09n+vTpe92utLS0wbL99tuv0W2t415j661WhPoDcS17Ozb27NmTdevWRY6N1mDbTz75hP79+++13Hsre/fu3RvdVinFn//8Z5577rlGkz8AVFVVNfl68bS3Y3hrPjeRGmKeGvikk07ijTfe4LnnnmPp0qVs3boV0zTZf//9GT16NFOmTInLgBYhRLS6TbRtrbEmcEtaWloblkQIkWqs48fYsWMbPcNuyc/Pb7BsX8c9wzBaV7gmWBX1Pn36MGzYsCa3zcvLa7Bsb8fGRYsW8eyzz9K9e3duueUWhg4dSkFBAU6nE7/fn5CW1liO4a353ERqiDkYAB0933bbbfEqixAijrp16wbUntWpz1pubQfgdDoBnQmsMXWzYAghREtYrZrnnXceEyZMaOfS6GNgY2f6t23bBtQeG61Wh4MOOoj7778/bq//9ttvA3DHHXdw3HHHRa3bvHlzTM+ZiGN4sn1uIv5iOsW4YMECVq9evc/tvvjii0i3ISFE27JShi5cuLDR9f/+97+jtgMiA+N++umnBtv/9NNPEgwIIZpkVUYbSytuJRSxKsHt7c0332yw7Mcff2TdunW43e5I6s4hQ4aQnZ3N8uXLKSsri9vrW/MZNNb1s7GyQdP7FxJzDE+2z03EX0zBwIwZMyguLt7ndq+++mpkRLwQom2deuqpdO3alVWrVvHKK69ErXvhhRf4+uuv2W+//aLO9AwePJiMjAw+/vjjSFYigD179jBz5swmm5iFECI/Px+n08nmzZsJhUJR604++WQOPvhg/vOf//DEE0806MuvlGLVqlWsWrWqTcr60ksvsXbt2sj96upq7rnnHpRSnHPOOZEsPy6Xi6lTp1JVVcU111zT6Fn7HTt2tPjkp5X04ZVXXokaM7By5UqeeeaZRh9jtVY0VtmHxBzDk+1zE/HXqm5C+2KaZkL78Qkh9s7tdvPQQw9xxRVXcPvtt/PKK69w4IEHsmHDBtauXYvb7eaRRx6J6ieamZnJlClTeOKJJ7jgggsYMWIEhmGwZs0aDjroII444gg+//zzdnxXQohk5nK5GDNmDO+//z5nnHEGhx56KE6nk2HDhnHOOefwxBNP8Nvf/pbHHnuMefPm0b9/fwoKCigrK2PdunXs3r2bW265JZKhJpFOP/10zj//fI466iiys7NZuXIlO3fu5JBDDuG6666L2vbyyy+PTNh46qmncuihh9KrVy8CgQA//fQTP/zwA/379+fMM89s9utfdNFFvP7667z88suRGZt37NjBqlWr+N///V/mzp3b4DFDhw6lS5cuvPXWW1x00UX06tULm83GOeecw7BhwxJyDHc4HEn1uYn4S2gwsHnz5qhc6EKItnX00Ufz6quv8uSTT/LZZ5+xfv168vLyOP300/nd737XaIrSa665hszMTF555RWWLVtGly5dOOecc7j22mu5/PLL2+FdCCFSyb333suf//xnli5dyhtvvEEoFCIUCnHOOefQt29fFixYwEsvvcTbb7/NF198QSgUomvXrgwcOJATTjiBU089tU3KOXPmTHr16kVxcTFbtmwhNzeXCy+8kOuuu47s7OyobW02Gw888AATJkxg/vz5fPXVV6xdu5acnBz2339/fvvb3zaaqrQpBx54IK+++ioPPvgga9as4b333uPAAw/krrvu4vzzz280GEhLS+Nvf/sbf/nLX1izZg0rVqxAKcWRRx4ZGdyciGN4Mn1uIv4Mtbd8VvU8/vjjUbcHDhzIiSee2Oi2oVCIn376ibfeeovRo0fvtblLCCGEEKItnXDCCWzdupXvvvuuvYsiRFJodsvA448/jmEYKKUwDIN169axbt26Jh/TpUsXfv/737e6kEIIIYQQQoj4a3YwcN999wF6oMitt97KkUceybnnntvotk6nk27dujF06FBcLld8SiqEEEIIIYSIq2YHA2eddVbk9uuvv86xxx4btUwIIYQQQgiRWpo9ZkAIIYQQQgjRscQ0z8CmTZt44YUXWL9+/V63Wb9+PS+88ELMs+gJIYQQQgghEiumYOD555/nz3/+c5NpQzMzM7n//vt54YUXYi6cEEIIIYQQInFiCgY+/fRTBgwYQI8ePfa6Tc+ePRkwYABLly6NuXBCCCGEEEKIxIkpGPjll1844IAD9rld7969+eWXX2J5CSGEEEIIIUSCxRQM2Gw2/H7/Prfz+/2YphnLSwghhBBCCCESLKZgoG/fvqxatYrq6uq9blNdXc2qVavo06dPzIUTQgghhBBCJE6z5xmoa8KECTzyyCPMnDmTu+++G7fbHbW+urqamTNnUlFRwaWXXhqPcnYYpaWlCXne3NxcysvLE/LcHYnsp32TfbRvso/2rTX7KD8/f5/btOZYKp+fECKVJPp4GlMwcNFFF/Hvf/+bRYsWsWzZMk477TR69+4NwM8//8zChQvZvXs3Bx54IJdcckksLyFayGaLqZGn05H9tG+yj/ZN9tG+JfM+SuayCSFEfYk+ZsUUDGRkZPDss89y44038tlnn/H8889jGAYA1hxmRx11FA888ECDVgMhhBBCCCFEcogpGAAoLCzkueeeY82aNXz66ads374dgO7du3P00UczZMiQuBWytZ566ikefvhhAF555RWGDh0atd7j8TBr1iwWL17Mzp076datGxMmTODqq68mMzOzwfOZpsm8efOYP38+mzZtwu12M3r0aK6//vpmZVkSQgghhBAiGcQcDFiGDBmSVBX/+tavX8+sWbNwu914vd4G671eL5MnT2bdunWMGTOG0047jXXr1jF37lxWrFjBvHnzSEtLi3rM7bffTnFxMYcccggXXXQRJSUlvPnmm3zyySe88sor9O3bt43enRBCCCGEELFrdTCQzAKBADNmzGDgwIH06dOHf//73w22efrpp1m3bh2XXXYZ06dPjyx/6KGHmDNnDs899xzTpk2LLP/ss88oLi5mxIgRzJ07F5fLBcCkSZO4/PLLufvuu3nmmWcS/+aEEEIIIYRopWYFAytWrAB0K0BaWlrkfnONGDGi5SWLgyeffJLvv/+e119/naeffrrBeqUUxcXFuN1urrzyyqh1V155JfPmzaO4uDgqGCguLgbguuuuiwQCAOPGjWPkyJEsWbKEbdu2NTk7sxBCCCGEEMmgWcHARRddhGEYLFq0iAMPPDByv7nWrVsXcwFj9c033/Dkk09y7bXXcvDBBze6zcaNGykpKWHMmDENBjq73W6GDRvGkiVL2L59O927dwdg2bJlkXX1jR07luXLl7N8+XLOPPPMuL8nIYQQQggh4qlZwcCZZ56JYRhkZ2dH3U9Wfr+fm2++mQEDBjB16tS9brdp0yaAvfbx79u3L0uWLGHjxo10794dr9fLzp07KSoqwm63N9jemmDNel4hhBBCCCGSWbOCgfvvv7/J+8nm0UcfZePGjbz22muNVtotlZWVAGRlZTW63lru8XhatL21XWNyc3MTli+2ORNLCNlPzSH7aN9kH+1bIvdRa4+l8vkJIVJJIo9ZHW4A8eeff87cuXO5+uqrKSoqau/iNJCoWS/z8/MTNrtxRyL7ad9kH+2b7KN9a80+as6PXmuOpfL5CSFSSaKPpx1qGsZgMMiMGTPo378/l19++T63t7o9WWf+67OWW2f8m7u9tZ0QQgghhBDJrFktA48//njML2AYBldddVXMj28Jr9fLxo0bARg0aFCj2/z6178G4IknnqBfv34AkcfUZy23xhS43W4KCwvZsmULoVCoQRcka6yANXZACCGEEEKIZNbsYMAwDJRSUcvrDiK21tVf1pbBgMvl4txzz2103cqVK9m4cSMnnHACBQUF9OzZk759+9KtWzdWr16N1+uNyijk9XpZvXo1vXr1imQSAhg5ciQLFy5k9erVDVKmfvzxx0D7pVIVQgghhBCiJZoVDNx3330Nln3++efMnz+f/fffnwkTJtCzZ08Atm3bxuLFi9m2bRvnn38+RxxxRHxL3IT09HTuvffeRtfNmDGDjRs3Mm3aNIYOHRpZft555/HEE08we/bsqEnHZs+ejdfr5Yorroh6nvPPP5+FCxfy6KOPRk069uGHH7J8+XLGjBkT2RdCCCGEEEIks2YFA2eddVbU/TVr1vDHP/6Ryy+/nGuvvRaHI/ppbrzxRh577DHmzp3LOeecE7/SJsDUqVN59913mTNnDuvWrePQQw9l7dq1LFmyhMGDB3PJJZdEbT9q1CjOO+88iouLOfvssxk3bhw7d+5k0aJF5OXlMXPmzHZ6J0IIIYQQQrRMTAOIH330UXr37s3vf//7BoEAgN1u5/rrr6dPnz489thjrS5kIrndbl566SUuueQSfvzxR5599lk2bNjAlClTeO6550hPT2/wmLvuuovbbrsNgBdeeIEPP/yQ8ePHU1xczIEHHtjWb0EIIYQQQoiYGKr+QIBmGDFiBMceeywPP/xwk9vdcMMNfPTRR6xYsSLmAnY0iUpnJ6nymkf2077JPto32Uf7luhUeK3Z//L5CSFSSVKmFg2FQmzZsmWf21lZd4QQQgghhBDJJ6ZgYMiQIaxZs4YFCxbsdZsFCxbw5ZdfMmTIkFjLJoQQQgghhEigmGYgvuaaa1i5ciW33HILr732GhMnTqRHjx6Azib05ptvsnz5chwOB9dcc01cCyyEEEIIIYSIj5iCgSOPPJJZs2Zx6623snz58gZjApRS5OXlce+993LkkUfGpaBCCCGEEEKI+IopGAA4/vjjeeedd3jrrbdYuXIlJSUlABQWFjJ8+HBOOeUUMjMz41ZQIYQQQgghRHzFHAwAZGZmcvbZZ3P22WfHqzxCCCGEEEKINhLTAGIhhBBCCCFE6mtVMLBkyRKuuuoqxo4dy6BBg7jlllsi6z7++GPuu+8+duzY0epCCiGEEEIIIeIv5m5C99xzD/PmzUMphdvtJhgMRq0vLCzk+eefp3v37lx66aWtLacQQgghhBAizmJqGViwYAEvvfQShx12GK+//jqrV69usM2AAQPo3r077733XqsLKYQQQgghhIi/mFoG/v73v5OTk8NTTz1FQUHBXrfr378/69evj7lwQgghhBBCiMSJqWVg/fr1HHHEEU0GAgBZWVns2rUrpoIJIYQQQgghEivmAcSGYexzm5KSEtLT02N9CSGEEEIIIUQCxRQM9O3bl2+++YZAILDXbTweD99++y0HH3xwzIUTQgghhBBCJE5MwcApp5zCzp07efjhh/e6zSOPPEJlZSWnnXZazIUTQgghhBBCJE5MA4gvueQSFi5cyPPPP8/nn3/OiSeeCMDmzZt57rnnePvtt1m1ahWHHnoo5513XlwLLIQQQgghhIiPmIKB9PR0nnvuOWbMmMFHH33EmjVrAFi5ciUrV64E4JhjjuHBBx/E5XLFr7RCCCGEEEKIuIl50rGCggKeeuopvv32W5YsWcLWrVsxTZP999+fY445hiFDhsSznEIIIYQQQog4iykYuPrqqyksLOSPf/wjAwYMYMCAAfEulxBCCCGEECLBYhpA/OGHH1JWVhbnogghhBBCCCHaUkzBQK9evaiuro53WYQQQgghhBBtKKZg4LTTTmP58uXs3Lkz3uURQgghhBBCtJGYgoFp06YxfPhwJk+ezNtvv93k5GNCCCGEEEKI5BTTAOJTTjkFpRTbt2/n2muvxTAMCgoKSEtLa7CtYRi88847rS6oEEIIIYQQIr5iCga2bt0adV8pxa5du+JSICGEEEIIIUTbiCkY+Pbbb+NdDiGEEEIIIUQbi2nMgBBCCCGEECL1tahl4MMPP+Sdd95h+/btuFwu+vfvz9lnn80BBxyQqPIJIYQQQgghEqTZwcANN9zAokWLAD1GAOD9999n7ty5PPLII5x44omJKaEQQgghhBAiIZoVDBQXF7Nw4UIcDgenn346hx56KFVVVbz//vt88cUX3Hzzzbz//vtkZ2cnurxCCCGEEEKIOGlWMLBgwQJsNhtz5szh6KOPjiyfNm0at9xyCwsWLGDx4sWcc845CSuoEEIIIYQQIr6aNYB4/fr1HH744VGBgGXatGkopVi/fn3cCyeEEEIIIYRInGYFAx6Ph969eze6zlru8XjiVyohhBBCCCFEwjUrGFBKYbM1vqm13DTN+JVKCCGEEEIIkXAyz4AQQgghhBCdVLNTiy5YsIAFCxY0us4wjL2uNwyDtWvXxlo+IYQQQgghRII0Oxiw5hZoqVgfJ4QQQgghhEisZgUD3377baLLIYQQQgghhGhjMmZACCGEEEKITkqCASGEEEIIITopCQaEEEIIIYTopCQYEEIIIYQQopOSYEAIIYQQQohOSoIBIYQQQgghOikJBoQQQgghhOikJBgQQgghhBCik5JgQAghhBBCiE5KggEhhBBCCCE6KUd7F0AkN6UUSoFS1v3GtzOM2mt9MdqmgEIIIYQQImYSDHQCpqkwTTBNXZmve20qMEMqfK3vK7N2HRAVDOgFjbxIvWDAZijsDrDbwG4Hm93Abguvs9W/SOAghBBCCNEeJBhIcUopQiHw+xU1Nfp2yIRQSBEIQCio70dV8BUoA4w614ZN1+dt4Y5jVqUewGYAde43XR59CZkQDNYJPJQi8nBDP6fNBja7DhwcDnA4wV4naLDb9TbWbWltEEIIIYSILwkGUohSCr8fAgEIBnVl3x/QFe5KT4iyUlVbua9zBt4wwO6oe799K9VK1bZUmKYOHAIBMKsaBg12mw5UbLba1gaHAxx2o7YVwla3e1L4ofXuW8tCIYUZbvKIXieBhhBCCCE6HwkGUkh1Nezapc/+Q+2Zc4cdMtINglmpUak1DAO7XZe/KaaparszmRAMhYMGBcqs7atkBUD6ycMtGTQMBjCgqsqkorJhMABKbx++Z7MRaQ2pu8ywWa0aeoVBbUAC0cFJ9HXyfy5CCCGE6HwkGEgxQRNyshtWLO12o8NVOK2xBPsKGuqyAghL/fEOdnttsFB/MLRpNr48agB1+I9Sta0wSgG2hgGJFVBYrRo2uw7crDEUka5SjYyl6GifpRBCCCGSkwQDokPZ12Bkl8vA5UpsRdvqBmUFEVZXqGAQaqwxFCgwo7s12fbRJUqPm2gseJDAQQghhBCxkWBAiDizukG1hJXxyQoe6neJimp9sMZSGOGB34aKtDjoDE5Gg7EUVjcma1nd29IKIYQQQnReEgwIkQRsNiNSYd+XumMprGt/qM59VG2XJfSyutmiIq0Rkdsq0mXJsIHfH6KiwowEG1B3HIYRNdZChbtMRcpW93VNq7zh+/Xeh1KNLLTUHQweXtTYmA2bER3wSHcrIYQQomUkGBAixcQylqLu5HH1L1DbjQnA64SqqvDjIn+sbRuvvdcfqF3nKmp9LHXzvY7ZCL+GtSwqKLBZg+sVdrvubmW31w5ct1nzX0gXKyGEEJ2cBANCdAL1z+g3JTPTIBhMvUqyFfBEtZj4a7NRRQIZQw/kNsLBgtMJTpdR29XKLvNaCCGE6Dw6XDCwY8cO3nzzTT766CM2bNjArl27yM3NZdiwYUydOpXDDz+8wWM8Hg+zZs1i8eLF7Ny5k27dujFhwgSuvvpqMjMzG2xvmibz5s1j/vz5bNq0CbfbzejRo7n++us54IAD2uJtCiHqsQKefXW3sibqM8PzW9T49PwWoFsaHHY9GZ7TqXA5weGobVFwOKQ1QQghRMfS4YKBF198kTlz5tC7d2+OOeYYCgoK2LRpE++88w7vvPMODz/8MBMnToxs7/V6mTx5MuvWrWPMmDGcdtpprFu3jrlz57JixQrmzZtHWlpa1GvcfvvtFBcXc8ghh3DRRRdRUlLCm2++ySeffMIrr7xC37592+S9WoNOQyHwehVeb72uIOh+27VdK+qtq9tVRNWZnTj8/IaVs9/qm22rd98awErturqTfckZVpGMDMPAsZcjnxUohELgq4Eqj14WmRHbDk6HwjRDVFWpcPcjCRKEEEKkrg4XDAwZMoQXX3yRkSNHRi1fuXIll156KXfccQcnnXQSLpcLgKeffpp169Zx2WWXMX369Mj2Dz30EHPmzOG5555j2rRpkeWfffYZxcXFjBgxgrlz50aeZ9KkSVx++eXcfffdPPPMM3F/X9u3K667QbFrV20QYA3M1Mri/prxYrOpcGWJSOUpcqa1btcMh86S09g2kRz9TT0+UimLfo6622Rn+/H7o3P+132s3Rb9Gg1eu95zS6DTsViBQv1gwUoXGwrprkdlZYrych021w0SXGk6FWz0d1i+I0IIIZJXhwsGTj755EaXDx8+nKOOOoolS5bw3XffMXjwYJRSFBcX43a7ufLKK6O2v/LKK5k3bx7FxcVRwUBxcTEA1113XSQQABg3bhwjR45kyZIlbNu2jR49esT1fVV6oKSkdpBnLIx6Z+4heubc+uvq5skHonLn15/MqylW3+3kUBXXZ3M4FGlpkJ4Gaenh6zRIT4c0V51l4evI7XTISK/dNiMd0jP0bes5pBKZPOrPmp2dbcM09ecTCqlIkFBdXZtdyWazAkk9LsHlMiKDl60BzBJQtq3qasX4UxWwm7ffNMjIkH0vhBAdLhhoiiN8us+63rhxIyUlJYwZMwa32x21rdvtZtiwYSxZsoTt27fTvXt3AJYtWxZZV9/YsWNZvnw5y5cv58wzz4xr2YsOMXhlnmLjz5CTHa5I1KlQ5OXlUVlZFpW1JfoS/x+9xjLU1A0YrO4WoZDOmx+5HQSz3jJreciEULDe4+osD4YaPrbJbeotNwwHPl+w6derX1Zz70FYMKgvVfGNMQBwuZQOEtJ1AGHdjlzSam83uV2dbVwuqXzGm5WlqL5QKLo1ocJTm/I1kv7UDvZwy5mV8Sg6NWr07VT67EyzmWcLhBBCNKqtTmB0mmBg27ZtLF26lMLCQoqKigDYtGkTwF77+Pft25clS5awceNGunfvjtfrZefOnRQVFWFv5Ne/T58+Uc8bb9nZBoWFipyshl+G9HQDn69tKwotyVCTLHJzsykvL2vx4+p2E6kbSAT8egCqL3ypqQlfh2/7rds+3Qe97nVNTfhS93ZNbUuM368v5RXxe/+GAenpKiqQqB9M5OZ4sdlUswKNrEx9nUqV1LZiBQlOZ8N1VqBgDWL2+WozHlkpU62xOVaqVD2GR89MbTOsVgc934JB9ORy9U8KWOp/THVbAetq7H5Uilcr+LfGG5nhsRamHqcUDEFVlYlhKNxu+W4IIUQy6xTBQCAQ4KabbsLv9zN9+vRIRb6yshKArKysRh9nLfd4PC3a3tquMbm5udiaO7tUPS6Xoro6RE5O44/Pzc2L6Xk7m2TeT0op/H6oqVFUVyuqq/WZgeqa8CW8rCZqmd6mplrV2Zao+zU11vMT3r6pUvhaVGabTQcFWVkGmVkGWZkG2dn6OisrfAnfzs21kZtrkJdnIy/XIC0tdSuKif4eWQFo3VSpdSvhylQEAuFtiZ7XASM6EYBR53adTaJfL+q1o5cpFd6+7kbh1zDCczzY7LXdoAwDvNWK7vvnkZ0d2/FuX2I5lqalKWAPAD5/Lj16tHCqcCGEaEN1j1l5efkJO7nS4YMB0zSZMWMGK1as4Pzzz497952WKi8vj/mxXq+ivFKhVMMvQ25uXkxnvDubVNpPGRn60noGpqkiLRc1NVBdU9uSUW21SlTra0U6ZWU1DVosorat0QGFlaKzolJRUdnybiHp6ZCTA7k5kJ2tr637OTmQlw/5eZCfr5clyziKZPweqUbuWJOz1T2j31zRrQtGw+nm6gQMSgFm9GrDyKGsrCymOSvy8/P3uU0sx9LXFtQW8vQzy7hpusGk05LjOyWEEPVVV9ceeb//fg+9e7f85EpzjqcdOhgwTZNbb72VN954g9NPP50777wzan12djZQe+a/Pmu5dca/udtb2wmRLGw2o9nBRW5uBuXl+24dsFoxqqpqLx5v9P0qr07PWVUFniqoqISKCn0JBmsDi5KSfZfLMCAnR5EfDhDy8qAgX19bAYN1OyNDui5B7T6QXQElJYq/Plp731TwwMOKkSOgWzfZQUKI5PPmW7XBwORL4KbpKiEnMDpsMGCaJrfccgsLFixg0qRJ3H///Q2alK0+/hs3bmz0Oazl1pgCt9tNYWEhW7ZsIRQKNRg3YI0VsJ5XiI7MMAzSwpmPCgpa9lilFF6vDgrKK8JBQnmd++HrsjIoLYPyct0CUV6uLxv38fxpaZCXpyJBghU81A8kcnOTp7VBJNaWreExDnWYpl7erVv7lEkIIfamLU9gdMhgoG4gMHHiRB544IFGB/z27duXbt26sXr1arxeb1RGIa/Xy+rVq+nVq1ckkxDAyJEjWbhwIatXr2bEiBFRz/fxxx8DNFguhIhmGAaZmZCZCXX+vfYqFFJUVurAoLRUX5ft5XZ1te4CtWOHvjRdjnBrQx507QLd9oP9uulLt/B1ZqYECx1Br5564HXdgMBm08uFECLZtOUJjA4XDFhdgxYsWMApp5zCgw8+2GggALpCct555/HEE08we/bsqEnHZs+ejdfr5Yorroh6zPnnn8/ChQt59NFHoyYd+/DDD1m+fDljxoyhZ0/5dREinux2g7w8fUb/wL5Nb1tTo2oDhDIdJNS9ba0rK6vX2rCXJGBZWYr9uulKY69e+nrggBBZWQqHQwKFVNGtm8H/u07xyF/1fZsNbrrBkC5CQoik1JYnMAylWjKkLPnNmjWLxx9/HLfbzcUXXxyZU6Cuk046iYEDBwK6BeA3v/kN3377LWPGjOHQQw9l7dq1LFmyhMGDB/PSSy+Rnp4e9fiZM2dSXFzMIYccwrhx49i5cyeLFi0iMzOTf/zjHxx44IF7LV9paWnM783rVfxS0nhq0WQc0JgMrK+39S3PyWl6P9UdNKmvO19FobN8l0IhRaUHykphTyns3KXHLvyyQ1/vKNHdlfbGbtetGv0OhH4HQb9+cNCByERWFiOH9LQKsho5Xu1Lcwa8xXIsrc3ZDS+/QEyD8YQQoq28tsBscAKjpWMGOuUA4q1btwK6kv/kk082uk3Pnj0jwYDb7eall15i1qxZLF68mGXLllFYWMiUKVO46qqrGgQCAHfddRdFRUXMnz+fF154Abfbzfjx47n++uvp3bt34t5cJ2SlV6w7qVkk1aKV4xzA1BV4ZRCZ2AmI5E+0/nWcrto0mw1fq87txhainx9VZ4M6z28YROV8byzX+75ud8bgo73Y7QZ5uZCXC3uZaoTqasWOEvjlF9i8BbZu1U20W7bqgc9btujLh7qHIIYBPborDu4HRUXQvwj69kFaEJJQYaF8JkKI5HbqBINH/qorHC89B717J+a41eFaBpJda1sGtv2iSHPWTjBkXesZiGNPW9rWTFNFVe7r5lKvW7mH2hlYsWZjNcDuqJ2B2WY3MKjdH9Cwom3Jz8+nrKzxz6Cx/4T6Ey3VXaZUOCYIT7qk0BMumWZts16D+9bzNfFc1us0Ftwo9H5A0Wju+LrJ4+sfMvY1+ZS1LDc3j4qKsqgZrMHav1KBAsjJyeXHDWVs+hk2bIAfN8APP8Lu3Q23TUuDg/vBgP7Qvz8MKIKcnE6wH5O8ZSCRs3kKIUQ8xOOY1SlbBjoyp1NnQAkG9aylpgIV0pVHj1dRWakiFcqGZ5xpULnb2+26Glu2r0pz3TP5dSv4hqqt3EYFM3ZwOPTF7tBnUa2ZV61t7Pa6j4n9BzwtzcDlSkQFYN/PqZTa60yuTd2PWh55Mn1l1ulMGDXQSEV/TlHPWWcZdT+nOq8VMms3jJ5tNtztyqj3edrqzJZb57PrqAGEYRgUdjUo7ArDh9UuLytX/PijDgy++w6++16nVf1mrb5YenRXkcCgf384oJdkNWoLGRkGSz4wyM/Pb9WJGSGE6EgkGEghTqdBQX5thcE0a2cozc21syfdaDBTaTCkUKau3NU/Sx2y5t9ppOJpaazi39gZ5sgyK+CwgTM8G6ndAQ670aBSH13R7/gVIcMwEpDvPb5PqJQiL8+G221EfR9MM/p23QDBDOnvYTAEoaBeFgzWDSpqv0S2cGuONVNtR6sA5+UaHDkMjgwHCKap2LoVvl0P334H363X3Yq2bdeX9z/Q27ndcHA/RdEhuntR0SH6uYQQQohEk2AghdlsBtbUCenpe2s+arissTPUennj141pONC29lpX9qUik4oMw8BmM1pYSY/eVilFKFQbOFizFAeDikBABwrBEJj+2pYNKyisvXSM74/NZnDAAXDAATD+RL2sslKx/vva4GD99+D1wpqv9MXSrZui/yFwyCE6ODjoQBLUqiWEEKIzk2CgE0rMGWohNMMwaCSJF3WDhlBIBwzWJRBU+H3gD4S7wJkKZYDDVtuFrKMEmNnZ0a0HoZDi5806KFgfDg62bNUZjUpK4ONP9HYOB/TqqejTG/r0gT69dZDRpaDjBE9CCCHangQDQog2Z7cbRE//oSuzoZAiGNQBQjAI1TW6NcHrBVMpbIauFDudHacCbLcbHNhXz58wYbxeVlWl+OHHcIAQvlhzIWzcBHxc9/HQtYuiWzfoVkjkurBQBwp5eZLuVAghxN5JMCCESBr1g4ScHCMSIASD4POryAzDwZAODpzO8ODzDhIcgJ71+PAhcPgQfV8pxc5dOhDYZF1+hu2/6P2yIzwvwt6kpSny8iA/j8h1Tg6RWaAz3fraXec6zaX3bUdpkRFCCNE4CQaEEEnNChDS0nQlWeXp1oJAAHw+RXUNVFfrrkVWq4HD0bEGpRuGoc/6F8LI4bXLTVNRWgolO2snSrNul+zUMy77fPqyY4e+tJTdrnA6qb2Eu23VTYVrJZqqm0EsM7OSO2Yqioo6zucghBBtqa0yoEkwIIRIKYZh4HKBy6WDA9PUwYHfr7sV+Wr0hGAYCmcH61JUn81m0KULdOkCAwc0vk11taKsDErLoKxcz7hcWqZnV/Z6derTKq++WPd9vtrHW+M69jZZ397s2WOye0+Mb0wIIUSbkWBACJHSbDaDtDTdcpCdbRAMKvx+3aXI623YauB0dszAYG8yMgwyMqB79+Y/xtqHgQAEwvOaBAO194NBvV1k7hJ0OmEDIJwZKi8vm549PAl4R0IIIeJJggEhRIficOhsRm63QW6ObjXw+fUZcr8PamoUhlHb7UX6xDdk7cNWMWxxKYsQQojEkmBACNFh1W01yMk2CAR0cFBTo/BW664xStV2J3I4JDAQQgjRuUgwIIToNJxOA6cz3GoQUpFByF6vHnPgrVbYbbWtBh1pELIQQgjRGAkGhBCdkpWlKD3dICendhByTY3OUOTzgDIUTrserNxRByELIYTo3CQYEEJ0enUzFGVl6UHIkdSl1TqTTshU2Gw6taZpqvYushBCCBEXEgwIIUQ91gDajAyD3NzaeQ2qqxU1PvB4FZWV4eAgPK+BDEQWQgiRiiQYEEKIJtSf1yAUUmRl2SlxGHpeAx/4vKBMhd2uA4OONiOyEEKIjkuCASGEaAG73SA93SA7W19CIUUw+P/bu/ewqKr1D+Df4SYOcIxJxFLTNGc0vF/QEEFJxZTMa0Z4C80r1iNq6GNZaoV10kzLU8dLmuEJRcgUKlMTUEII6BFJ66hHBVTkJ8olFJiZ/fuDZpwbDpc9DDjfz/PwIHvtvfa714xr5t17rb2r5xtUVAioqKweVqRWCxAkgIMdtEkCEwQiImpqmAwQETWAZiKy5qFnanV1cqD5uVch/D0x+e8EQQDs7AH7v5MEe3vAzo53LiIiIutgMkBEJCI7u/vDigDgH9BPEFQqoEpZ/QA0pQpQVlQvEyBUP71XUp0c2NndTxQ4H4GIiCyFyQARkYUZJghA9Zd7lUqASgWo1dUJgUoF7YPRlKrqScsqVfWD0QBAkAB2kuqrCvoJA5MFIiKqHyYDRERWohlipK/6i71aLeglCWp19Y9SKaBKZxhSRcX9W50aX1HgPAUiInowJgNERE2QnZ0EdnbVE4/1VX+5FwRBmyjc/xFQ+fdtUJVKTQJRPU9BItFPFDhXgYiIACYDRETNkkQi0d7GVGcpAP1EQXN1Qa2uvtuRUvn3XAUloFJXryvB/WTB8MoCkwUioocbkwEiooeM6UQB0J2roBl2pEkalKr7D1dTqgChSmdis3A/OTD+YbJARNScMRkgIrIxD5qrIAiC3tWE+wmDoB1+pFIDKjOTm51aNO4xERFR/TAZICIiLYlEon3+gUGJ9l+Gk5sFoTpBUCqrhyFVVQEtnavnPBARUdPGZICIiOrE3ORmAPjHP+xQUsIhRERETR3P2xARkeh4S1MiouaByQARERERkY1iMkBEREREZKOYDBARERER2SgmA0RERERENorJABERERGRjWIyQERERERko5gMEBERERHZKCYDREREREQ2iskAEREREZGNYjJARERERGSjmAwQEREREdkoJgNERERERDaKyQARERERkY1iMkBEREREZKOYDBARERER2SgmA0RERERENorJABERERGRjWIyQERERERko5gMEBERERHZKCYDREREREQ2iskAEREREZGNYjJARERERGSjmAwQEREREdkoJgNERERERDaKyQARERERkY1iMkBEREREZKOYDBARERER2SgmA0RERERENorJABERERGRjWIyQERERERko5gMEBERERHZKCYDREREREQ2islAPZ05cwavvvoqBgwYgD59+uDFF19EQkKCtcMiIiIiIqo1B2sH0BylpqZizpw5cHJywtixY+Hi4oIjR45gyZIluHHjBkJDQ60dIhERERGRWUwG6kipVOKtt96CRCJBVFQUunfvDgBYtGgRJk+ejI0bNyIwMBDt2rWzcqRERERERA/GYUJ1lJqaiqtXryIoKEibCACAm5sb5s+fj6qqKsTFxVkxQiIiIiKi2mEyUEdpaWkAAF9fX6MyzbL09PRGjYmIiIiIqD6YDNTR5cuXAQAdO3Y0KvPw8IBUKsWVK1caOSoiIiIiorrjnIE6KisrA1A9LMgUV1dXlJaW1rh9q1atYGdnmRzM3d3dIvU+bNhO5rGNzGMbmWfJNmpoX8rXj4iaE0v2WUwGGllxcbFF6nV3d8ft27ctUvfDhO1kHtvIPLaReQ1po9p86DWkL+XrR0TNiaX7Uw4TqiNXV1cAqPHsf1lZWY1XDYiIiIiImhImA3XUqVMnADA5L6CwsBDl5eUm5xMQERERETU1TAbqaODAgQCAkydPGpVplmnWISIiIiJqypgM1NEzzzyDDh064PDhwzh37px2eWlpKT7//HM4Ojpi/Pjx1guQiIiIiKiWOIG4jhwcHPDuu+9izpw5CAkJwdixY+Hi4oIjR44gPz8fERERaN++vbXDJCIiIiIyi8lAPQwePBh79+7F5s2bkZCQAKVSCblcjmXLlmHMmDHWDo+IiIiIqFaYDNRTr169sH37dmuHQURERERUb5wzQERERERko5gMEBERERHZKCYDREREREQ2islAM3Hjxg2sX78eN27cELWe7OxsBAUFITs726jcsMzw7xMnTqBXr144ceKE0X7qUq9hPbrlO3fuRNu2bbFz506T9c6ZMwcymQxz5swxqsfw7507d8LZ2Rk7d+40W29sbCw6duyI2NhYo3UN/9bdj7kYdOuNiIiATCZDREQEAGDx4sWQyWRYvHgxRo0aBZlMhlGjRgEA1q1bB5lMhnXr1gEANm3ahNatW2PTpk2YNGkSZDIZJk2aBABG9eoem+7+DeMxbCPDfRq+d3SPzbD9DLfVPTbDNtE9FsNtQ0JCIJPJEBISYjJe3XUf1J7m2sEwXt3X2NRr+Mgjj5jc1vC9YfjaPIhhG+pua64d6kK3vQ3bSCwRERGQSCTa16IpkclkkEgkkMlk1g6FiMisxuizmAw0EwUFBfjwww9RUFAgaj3nz59HSkoKzp8/b1RuWGb4d0ZGBvLy8pCRkWG0n7rUa1iPbnlSUhIqKyuRlJRkst6UlBTtb8N6DP9OSkpCRUUFkpKSalVvaWkpUlJSjNY1/Ft3P+ZiMKxXUx9w/6F1J0+eRE5ODgBof+smF5rfarUaJ06cQGZmJgBofxvWq3tsuvs3jMewjQz3afje0T02w/Yz3Fb32AzbRPdYDLdNS0sDAO1vw3h1131Qe5prB8N9677Gpl7D4uLiGmPQfW8YvjYPYtiGutuaa4e60G1vwzYSi+FrQURETReTASIiIiIiG8VkgIiIiIjIRjEZICIiIiKyUUwGiIiIiIhsFJMBIiIiIiIbxWSAiIiIiMhGMRloJjw9PfHGG2/A09NT1Hq6desGHx8fdOvWzajcsMzw7/79+6N9+/bo37+/0X7qUq9hPbrlfn5+cHJygp+fn8l6fXx8tL8N6zH828/PDy1atICfn1+t6nVzc4OPj4/RuoZ/6+7HXAyG9WrqAwBfX1/tby8vLwDQ/h42bJjRbzs7OwwbNgz9+vUDAO1vw3p1j013/4bxGLaR4T4N3zu6x2bYfobb6h6bYZvoHovhtt7e3gCg/W0Yr+66D2pPc+1guG/d19jUa9iqVasaY9B9bxi+Ng9i2Ia625prh7rQbW/DNhKL4WtBRERNl0QQBMHaQdiS27dvW6Red3d3i9X9MGE7mcc2Mo9tZF5D2sjd3d3sOg1pf75+RNScWLo/5ZUBIiIiIiIbxWSAiIiIiMhGMRkgIiIiIrJRnDNARERERGSjeGWAiIiIiMhGMRkgIiIiIrJRTAaIiIiIiGwUkwEiIiIiIhvFZICIiIiIyEY5WDsAMu3MmTPYsmULsrKyoFQqIZfLMWvWLIwZM8bstoIgICkpCcePH0dmZiauXbsGpVKJjh07YsyYMXjllVfQokWLRjgKy2pIG5lSXFyMoKAg3Lx5E76+vtixY4fIEVuHWO1069YtfPHFFzhx4gSuX78OqVSKTp064YUXXsDLL79soegbhxhtVFBQgG3btiElJQXXrl2DVCpFx44dMXXqVDz//POwt7e34BFY1sGDB5GRkYGzZ8/izz//RFVVFSIjIzFx4sQ61aNWqxEVFYV9+/bhypUrkEql8PHxwZIlS9ChQwcLRV9N7P6CiMhSxOpza4vJQBOUmpqKOXPmwMnJCWPHjoWLiwuOHDmCJUuW4MaNGwgNDX3g9pWVlZg7dy6cnJzg7e0NX19fVFZW4uTJk/j4449x9OhR7NmzBy1btmykIxJfQ9vIlLVr16KsrMwC0VqPWO107tw5hIaGoqSkBP7+/ggMDER5eTkuXryIn3/+uVknA2K0UW5uLqZMmYI7d+7A19cXw4cPR1lZGY4dO4aIiAicPn0akZGRjXA0lvHJJ58gPz8f7u7uaNOmDfLz8+tVz+rVq7F//3507doV06dPx82bN/H999/j1KlTiI6ORqdOncQN/G+W6C+IiCxFrD631gRqUqqqqoQRI0YIPXr0EH7//Xft8pKSEmHUqFGCl5eXkJeX98A6Kisrha1btwp37twxWj5v3jxBLpcL27Zts0j8jUGMNjL0ww8/CHK5XPj6668FuVwuhIaGih12oxOrnUpLS4Vhw4YJgwcPFs6dO2dyP82VWG309ttvC3K5XNi1a5fe8uLiYmHYsGGCXC6v83uyKTl16pQ2/i+++EKQy+XCgQMH6lTHL7/8IsjlciEkJESoqKjQLj9x4oRF/89Zor8gIrIkMfrcuuCcgSYmNTUVV69eRVBQELp3765d7ubmhvnz56OqqgpxcXEPrMPR0RELFixAq1atjJbPmzcPAJCeni5+8I1EjDbSVVRUhHfeeQcvvPAC/P39LRGyVYjVTnv37sW1a9ewdOlSdOvWzajcwaH5XmAUq41yc3MBwOj9849//AP9+vUDANy+fVvEyBuXj48P2rVr16A69u/fDwB4/fXX4eTkpF3u7+8Pb29vnDx5EteuXWvQPkwRu78gIrI0MfrcumAy0MSkpaUBAHx9fY3KNMsa8kVe88WtOY9fFruN3n77bdjb22PVqlXiBNhEiNVOCQkJkEgkCAwMxKVLl7Bnzx5s27YNx44dQ2VlpbhBNzKx2kgulwMAEhMT9ZaXlJQgKysLHh4eeOqppxoabrN2+vRpSKVSbXKka+jQoQDuvx5isnSfSkTU3DXfU3oPqcuXLwMAOnbsaFTm4eEBqVSKK1eu1Lv+AwcOAACGDBlS7zqsTcw2OnjwII4cOYLPPvsMrVq1QmlpqZihWpUY7VRZWYk///wTMpkMe/bswZYtW6BWq7XlHTp0wGeffQaFQiFq7I1FrPfS7Nmzcfz4cURGRiI5ORkKhUI7Z8DZ2RmffvopnJ2dxQ6/2SgvL0dhYSHkcrnJExGa9m9I31YTS/epRETNHa8MNDGaCaxubm4my11dXev9hTUxMRHR0dHo0qULpkyZUu8YrU2sNiooKMB7772HoKAgjBgxQtQYmwIx2qm4uBgqlQp37tzB1q1bsXz5cqSkpCApKQkLFy5EXl4eFixYgIqKCtHjbwxivZdat26N6OhoDB06FMnJydi+fTu++eYblJaWYvz48SaHV9kSTRu6urqaLNcst0Qybsk+lYjoYcBkwEacOXMGS5YsgZubGz755BO9Mbu26s0334SDg8NDNzxITJqrACqVCsHBwQgNDcWjjz4KT09PvP766xg9ejTy8/Pxww8/WDlS67py5QqCg4NRVFSEqKgoZGZmIjExEYsWLcLWrVsxa9YsqFQqa4dJRERkhMlAE2PuDFlZWVmNZ7hqkp2djdmzZ8POzg7bt29H165dGxynNYnRRnFxcUhKSsLq1ashk8lEj7EpEKOddMsDAgKMyjXLzp49W98wrUqs/28rVqzAtWvX8Pnnn2PAgAFwcXFB27ZtMXfuXEybNg1ZWVmIj48XNfbmRNOGNd2619zZ+4awRJ9KRPQwYTLQxGjus21qDGthYSHKy8tNjn2tSXZ2NkJDQ6FWq7Fjxw706tVLrFCtRow2+v333wFU39lEoVBof5599lkAwMmTJ6FQKPDCCy+IG3wjEqOdpFIpPD09AVTfGceQZllzHSYkRhuVlZUhMzMTXbp0gYeHh1H5oEGDAFQ/q8FWSaVSeHh4IC8vz+QVEk3716Vvqy2x+1QioocNk4EmZuDAgQCqv4wa0izTrGOOJhFQqVTYvn07evfuLV6gViRGG/Xt2xeTJ082+tE8jbRt27aYPHkyRo4cKXL0jUes99LgwYMBABcuXDAq0yxrzFugiUmMNqqqqgJQ861Di4qKAMDmh+Z5e3ujvLwcmZmZRmXJyckAat+31YWYfSoR0UPJYk8woHqpqqoSnn322Qc+ICc3N1e7vKCgQLhw4YJQUlKiV092drYwYMAAoU+fPsKvv/7aaPE3BrHayJTc3NyH6qFjYrRTRkaGIJfLhbFjxwrFxcXa5Tdv3hSGDh0qdOvWTbh06ZLlD8gCxGqjwMBAQS6XC/v27dNbXlxcLIwePVqQy+XCqVOnLHswjcTcA3Bu3bolXLhwQbh165becms+dKwurzERUVPSGA8dkwiCIFg7ISF9qampmDNnDpycnDB27Fi4uLjgyJEjyM/PR0REBEJDQ7XrrlixAnFxcYiMjMTEiRMBAHfu3MGoUaNQXFyMoUOHmrwi4ObmhlmzZjXWIYmuoW1Uk7y8PDz77LPw9fXFjh07LH0YFidWO61fvx5ffvklHnvsMQwfPhxKpRLHjh3DrVu3EB4ern2YXXMkRhslJiZi4cKFUCqVeOaZZ9C9e3eUlJTg+PHjKCoqQmBgIDZv3myNwxPF/v37kZGRAQD4888/kZOTg379+mmH1/Tv3197h7ItW7bg008/RVhYGBYvXqxXz5tvvon9+/eja9eu8Pf3R2FhIRISEuDi4oJvvvkGTz75pEXir8trTERkbXXpc8XA5ww0QYMHD8bevXuxefNmJCQkQKlUQi6XY9myZdphLA9SVlaG4uJiANWX3zWX4HW1a9euWScDDW0jWyFWO61YsQJyuRxRUVGIi4uDRCJB9+7dsWbNmmY9lAoQp438/f3xn//8Bzt27EBGRgbS09Ph5OSELl26YNGiRQgODrbwUVhWRkaG0VN6MzMz9Yb81OaDae3atZDL5di3bx+++uorSKVSjBw5EkuWLMETTzwhetwa7C+IqDkRq8+tLV4ZICIiIiKyUZxATERERERko5gMEBERERHZKCYDREREREQ2iskAEREREZGNYjJARERERGSjmAwQEREREdkoJgNERERERDaKyQARERERkY1iMkBEREREZKOYDBCJLC8vDwqFAtOnT7d2KHWyZcsWKBQKxMbG1nqbmo41NjYWCoUCW7ZsETtMIiJRrFixAgqFAqdPn67V+vXpIxvT9OnToVAokJeXZ+1QqJlhMkBEjaauH75ERERkWQ7WDoCImoaQkBCMGTMGbdq0aXBdI0eORO/eveHu7i5CZERE1idmH0nUlDAZICIAgEwmg0wmE6UuNzc3uLm5iVIXEVFTIGYfSdSUcJgQkQXdu3cPH330EYYPH44ePXpg5MiR+Pe//w1BELTrmJtjUNM41YCAACgUCgBAVFQUgoKC0KtXLwQEBGDbtm3afeTk5GD+/Pnw9vZG3759sWDBAuTn59d6PwBw/fp1LF++HIMHD0bv3r0xceJEHDx4sMbjNjVnQKFQIC4uDgAwY8YMKBQK7U9eXh7Wrl0LhUKB6OjoGusNDAxEt27dkJubW+M6RNR0VFRUoGfPnggICDAqW7hwIRQKBYKDg43KJk6ciG7duqGoqEi77MKFC1i6dCl8fX3Ro0cPDB06FG+88QYuXbpktP3p06ehUCiwYsUKFBYWYtWqVfDz88PTTz+NXbt2PTDmyspKvPbaa1AoFAgLC0NlZSWAmvtI3bH6R48exYsvvog+ffrA29sb4eHhuHHjhsn9FBUV4e2334avry969eqFoKAgREVFQRAEKBQKk22mUqmwY8cOjB49Gj179oS/vz/effddlJWV1Xg8J06cwMqVK/Hcc8+hX79+6NOnD8aNG4fPP/9ce2waO3bsgEKhwMaNG2usLzQ0FAqFAqmpqTWuQ80LrwwQWUhVVRVCQ0Nx8eJFeHt7o7y8HOnp6diwYQP++usvLFmyRJT9vP/++4iOjsagQYPQvn17pKWl4aOPPsLdu3cxZMgQzJ49G507d4aPjw9+//13HD9+HBcuXMChQ4fg7Oxstv7c3FwEBwejsLAQHTp0gI+PDwoKChAREYGQkJBaxzlhwgRkZGTg6tWr8PX1hYeHh7ZMKpVi6tSpiIqKwr59+zB16lSj7dPS0nD58mX4+PigQ4cOtd4vEVlPixYt0Lt3b6SnpyMvLw/t27cHAKjVavz6668AgOzsbNy9exctW7YEAJSWluLcuXN46qmntGfif/nlF8yfPx/37t3D008/DW9vb1y6dAkHDx7ETz/9hG3btmHAgAFG+y8qKsLkyZOhUqnQr18/VFZWavdjyl9//YWwsDCkpKRg0qRJWLduHezt7Wt1rHv37sWuXbvQv39/+Pn54cyZM4iPj0dOTg4OHjyo198WFRUhODgYly9fRps2bRAQEICSkhJERkbi8uXLNe5j+fLliI+PR8uWLTFkyBA4ODjg22+/RWZmJhwdHU1us2rVKty7dw9du3aFQqFAaWkpsrOz8fHHH+OXX37Bzp07tcc4YcIEbNq0CbGxsXjttdfg4KD/NTE3NxcpKSno1KkTBg8eXKt2oaaPyQCRhWRlZcHb2xvHjh2Dq6srgOoPvalTp2L37t2YO3cuXFxcGryf77//HocOHcITTzwBALh48SLGjx+PnTt34ttvv0VERIT2zFtlZSVeffVVpKamIj4+HpMmTTJb/5o1a1BYWIhJkyZh7dq12g+H48ePIywsrNZxrl+/HitWrMDVq1cxd+5cDBo0SK9cJpOhb9++yMrKwrlz59C9e3e98n379gEApkyZUut9EpH1eXt7Iz09HWlpadpk4Pz58yguLkbXrl3x3//+F1lZWfDx8QEApKenQ61Ww9vbGwBQXl6OZcuW4d69e1i9erXeSYhdu3YhMjISS5cuxZEjR9CiRQu9fScmJmLkyJHYsGGDUZmh27dvY+7cuThz5gxmz56NN954o07HuXfvXkRFRaFv374AgLt37+KVV15BVlYWDh8+jMmTJ2vX3bBhAy5fvoyAgABs2rRJG1tOTg5mzpxpsv6EhATEx8fj8ccfx549e7RteevWLcyaNQs5OTkmt1uzZg18fX31kpGysjIsW7YMP//8Mw4dOoTx48cDqO6HR40ahcOHD+PEiRMYMWKEXl0xMTEQBEHvWKj54zAhIguxs7PDmjVrtIkAAPTs2RN+fn64e/cuzp49K8p+XnvtNW0iAABdunSBv78/7t69i7Zt2+pdgndycsKMGTMAVH/gmpObm4vk5GS4urpi5cqVemeJAgICEBgYKMoxaLz00ksA7n/x1yguLsaRI0cgk8mMPpyIqGnTfKlPS0vTLtP8e+HChQCgd4cxTdnAgQMBVJ/w+L//+z/07dvX6GrkrFmz4OXlhRs3buDHH3802reTkxPeeusts4lAQUEBpk2bhjNnzmDp0qV1TgQAYObMmdpEAABatmyJV155BQC0V0GA6qsPhw4dgr29PVatWqUXm5eXV41XXPfu3QsACAsL0yYCAPDoo49i+fLlNcY1YsQIo6vAmj4dAI4dO6ZXpvnMMOyHVSoV4uLi4OjoiIkTJ9a4P2p+mAwQWcjjjz+Ozp07Gy3v1KkTAKCwsFCU/fj6+hot0wyjGTJkSI1ltdl/RkYGAGDo0KEmJwSPHTu2TrGa89xzz+GRRx7BoUOHcPfuXe3y7777DhUVFRg/fjycnJxE3ScRWVafPn3g5OSklwycPn0aLi4uCAwMRLt27UwmCpqrh5ov0s8//7zJ+seNG6e3ni4vLy94eno+ML4rV64gODgYly5dwrp16zB37tw6HN19pvpiU/19Tk6Odi6F7pd6jTFjxhgtq6qqwm+//VZjuZ+fH1q1alVjbJcvX8bu3buxbt06rFy5EitWrMDWrVu1ZboGDBiArl27Ijk5GdevX9cuT0xMREFBAQICAvDoo4/WuC9qfpgMEFlI27ZtTS7XDA0ynLhVX6Y+6KRSqdmy2uz/5s2bAKoTG1NMfZA1RIsWLTBhwgSUlpbihx9+0C7fv38/AA4RImqOnJ2d0atXL+Tn5yMvLw9qtRoZGRkYMGAA7O3t4e3trZ03YGq+gKYfateuncn6Nf2QZj1djz32mNn41qxZg/z8fISHh+PFF1+s72Ga7PNN9feaxKCmzwhT/e2dO3dQVVUFmUxW45wHU9sJgoD169dj9OjReP/99/H1118jNjYWcXFx+PbbbwFUX6kwNHXqVKjVahw4cEC7THOloCFtRE0TkwEiC7GzE+e/l1qtrvd+xIqhMU2dOhUSiUT7wXPmzBn88ccfGDhwoMkrLUTU9OkOFdLMF9As8/b2RlVVFbKysrTzBTRDhBrK3PAgoPqKpEQiwe7du3Hx4sV670sikdR7W0tJSEjAl19+ibZt22Lz5s1ISkrC2bNn8ccffyA7O7vG7caPH4+WLVviwIEDUKvVKCgoQFJSEtq1a2fyijM1b83vmwLRQ0ZzBwhTZ2cA1HhbusaguePPtWvXTJabukVpQz355JMYNGgQMjMzcfHiRZ6NInoI6CYDmmFAuskAUD10yLAMgPYhXzX1N5rl9X0Y2JQpU7B69WoUFhZi5syZ+N///levempL06/W1LfrDs3ReOSRR+Do6IiioiLcu3ev1tv99NNPAIB33nkHgYGB8PT01H7mPOgWzW5ubhgzZgyuXbuG5ORkxMbGQqVSYcqUKU0y6aGGYTJAZGXu7u5wcHBAfn4+lEqlXllVVZXeWNrG1r9/fwBAcnKyyftYJyQk1Kk+zYeQSqV64HqaicRffvkl4uPj0apVK9EnKxNR4+nbty8cHR2RlpaG06dPw9XVFV5eXgCqh/lo5g2YSgY0twyNj483Wfd3332nt159vPzyy9qEYMaMGbhy5Uq96zLHy8sLLVq0wNmzZ02eaPn++++Nljk6OqJ37941lp88eRJ37twxWl5SUgLA9JAkU/Xo0vTD0dHRiImJgb29PScOP6SYDBBZmZOTE/r06YM7d+4gKipKu1ypVOKDDz5AXl6e1WJ74okn4Ovri7KyMqxfv17vS3xiYqLeuP7a0Jy5M3fmbcSIEfDw8MD+/ftRXl6OcePG1epyPxE1TbrzBk6dOqWdL6ChmTdw7tw5dO7cGa1bt9aWPffcc2jdujUyMjKMHkr41Vdf4ezZs/D09GzwCYOQkBCsWrUKN2/exIwZM3D16tUG1VcTFxcXPP/881AqlXjvvff05hOcP38eX3/9tcntNHf52bJli14SUVRUhA8//NDkNpoJzNHR0XoPu/z111+xY8eOB8bZq1cveHl54dixY8jLy4O/v7/ZydjUPDEZIGoCFi1aBDs7O7z//vt46aWXEBYWhpEjR+Lw4cOYMGGCVWN755130Lp1a+zfvx+jR49GeHg4pk2bhnnz5pl8ONiDDB8+HBKJBB988AEWLlyIVatWYdWqVbh9+7beeo6OjnrPQKjrfoio6dHMA6ioqNA78w/cnzeg+3wBDalUio8++gjOzs5YvXo1Jk6ciKVLl2LChAl47733IJVKsXHjRlFOGMyYMQMrV67EjRs3MGPGDIs97Xzp0qXo2LEjjh49ihEjRmDJkiWYPXs2Jk+erL07kuFDxIKCgjB69Gjk5+dj7NixWLBgARYvXozAwEA4ODigT58+RvuZPn06pFIp9u7di6CgIISHhyMkJATTpk3Tnvl/EN112A8/vJgMEDUBPj4++Ne//oWePXsiJycH6enp6N27N2JiYmq8g0Zj6dChA/bt24egoCCUlJTg6NGjKCsrQ2RkJEJDQ+tUV48ePfDPf/4TTz31FE6dOoWYmBjExMSYnC+hebpl37590bVrV1GOhYisR/dBg6aSAVPraTzzzDOIiYlBUFAQCgoK8OOPP6KwsBDjxo3DgQMHGjREyNCsWbMQERGB69evY+bMmRa5OiuTyfDNN99o79pz9OhRXL9+HcuXL8ecOXMAVM8TMLRhwwYsW7YMbdq0QXJyMn777TcEBQVh9+7dJm+7/OSTTyImJgbDhw/H7du3cfz4cZSXl2Pt2rWIiIgwG6emH27bti2GDh3asIOmJksi6F43IiJqIlavXo3o6GhERkZynCoR2Yz4+HiEh4fjpZdewpo1a6wayxdffIGNGzciLCwMixcvtmosZDm8MkBETU5+fj4OHjwId3d3kw/YISJq7kw9hf7cuXPa8f+a4ULWUlZWhj179sDR0ZF3c3vIOVg7ACIije3bt+OPP/5ASkoK7t27h/DwcDg7O1s7LCIi0QUHB8PDwwOdO3eGq6sr8vLykJOTA7VajWnTpmnv5tbYDhw4gPT0dKSnp2tvt8qJww83JgNE1GQkJiYiLS0Nbdq0QVhYGGbMmGHtkIiILGLevHlITEzE2bNnUVpaCqlUigEDBmDKlClWvSqQnp6OuLg4yGQyhISEYNmyZVaLhRoH5wwQEREREdkozhkgIiIiIrJRTAaIiIiIiGwUkwEiIiIiIhvFZICIiIiIyEYxGSAiIiIislFMBoiIiIiIbBSTASIiIiIiG8VkgIiIiIjIRv0/zL7IUtSM0QcAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -469,7 +471,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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JiIiIisKwTSU2Ll8rwANsBUhERERUKIZtKjG2AiQiIiIqHoZt0sqgAUCtmkAKWwESERERFYphm7RSoYKASc9bAa7fCNxPZuAmIiIiehnDNmntrQ6Arw/w7Jm0nISIiIiICmLYJq0JgoCpk9kKkIiIiKgwDNtUKvlbAYayFSARERFRAQzbVGpjn7cCvHQZOHjI2NUQERERmQ6GbSq16vlaAf6ylK0AiYiIiJQYtkknBg0AatZgK0AiIiKi/Ew6bMfGxmLs2LFo2bIlmjZtikGDBiEiIqLE53n48CG+/fZbdO3aFU2aNEHr1q0xePBgrF+/Xg9Vm6cKFQRMmshWgERERET5mWzYjoqKwrBhw3D27Fn06NEDQ4YMwYMHDzBjxgysWLGi2Oe5fPkyAgMDsW7dOjRo0ACjR49GYGAgKlasiD///FOP78D8dMzXCnApWwESERERQRBF0eRSkUKhQI8ePZCUlIRNmzbB29sbACCXyzFgwAAkJiZi3759cHV1LfI8mZmZ6NWrF54+fYqVK1fCy8tL7XWsrKwKfX5aWlrp30wJOTk5GeV1deXKVRFjJ4gQRWDJIgGNGwnGLolMWFkf70QlxTFP5sTQ493Jyclgr1USJjmzHRUVhYSEBAQGBqqCNgA4ODhgwoQJyMnJQVhY2CvPs379ety9excffPCBWtAGUGTQJu14eQro0V36OnShCBP8XY6IiIjIYEwybUZHRwMA/P391fYpt50+ffqV54mIiIAgCOjWrRtu3ryJ48eP4+nTp3jttdfQvn172NjY6LZwAgCMCxbw558iLl0GDhwCunYxdkVERERExmGSYTsuLg4A4O7urrbP2dkZdnZ2iI+PL/Ic2dnZuHbtGqpWrYo1a9ZgwYIFyMvLU+13c3PDokWL4OnpqdPaSWoFOHIE8OtyEUuWimjfDqhYkctJiIiIyPyYZNjOzMwEIC0b0cTe3h5yubzIc6SnpyM3NxePHj3C4sWL8eGHH6JPnz5QKBTYuHEjfvnlF0ycOBF79uxBhQoVNJ7D0dERFhaGX2ljqmuOSmL8WBHhEY9w924etu+0xaQJdsYuiUxUeRjvRCXBMU/mhOPdRMO2LihnsXNzczF8+HAEBQWp9k2bNg23bt3Cnj17sHfvXvTp00fjOdLT0w1Sa37l6eKZCeNEfPYFsHzFE3Tu+BQuLpzdpoLK03gnKg6OeTInvEBSYpIXSNrb2wNAobPXmZmZhc56K+Xf36lTJ7X9ym1///23tmXSK3TsAPg0ed4KcBkvlCQiIiLzY5Jh28PDAwA0rstOSUlBVlaWxvXc+dnZ2aFGjRoAgMqVK6vtV2579uxZKaulwgiCgKmTBQgCsO8A8M8lBm4iIiIyLyYZtv38/AAAkZGRavuU25THFKVNmzYAgH///Vdtn3Lbq3p1U+l4eQro0U36mq0AiYiIyNyYZNhu27Yt3NzcEB4ejsuXL6u2y+VyLFmyBNbW1ujbt69qe3JyMm7cuKG27GTIkCEAgGXLliEjI0O1PSUlBatXr4aFhQW6du2q3zdDGBcsoKIt8M8lqRUgERERkbkwybBtZWWFr7/+GqIoYvjw4fj000/x3XffoU+fPoiLi8P777+POnXqqI6fN28eAgICcODAgQLnad68Od577z1cv34dvXv3xpdffolPP/0Uffr0wf379zF9+nTUq1fP0G/P7FSvLmDkCOniyCVLRTx9ytltIiIiMg8m242kTZs2WL9+PUJDQxEREQGFQgGZTIaZM2ciICCg2OeZPXs2ZDIZ1q1bh7CwMAiCAG9vb3z55Zd4++239fgOKL/BA4Gdu4Ck+8CGP4D3Rhm7IiIiIiL9E0Quoi2UMdozlee2UIf+FPH5lyJsbYH1qwW2AqRyPd6JNOGYJ3PC1n8Sk1xGQuVTp7eAJo2Bp0/ZCpCIiIjMA8M2GYwgCJg2WZrNZitAIiIiMgelDttXrlzBpk2bsHTpUhw69KLVRHZ2tuq260RKXl4CArpLX7MVIBEREZV3WoftmzdvYsiQIejXrx8+//xz/Pzzzzh48KBq/65du+Dn54ejR4/qpFAqP/K3Ajx42NjVEBEREemPVmH73r17GDFiBC5cuICOHTviww8/VJuh7NGjB6ytrbF//36dFErlR/XqAkYMl5aT/MJWgERERFSOaRW2Fy1ahLS0NHz99ddYvHgxgoKC1I6xs7ODt7c3YmJiSl0klT9DBgE1agDJycDGTcauhoiIiEg/tArbx44dg6enJwYMGFDkca6urkhOTtaqMCrfKlQQMGm8NLu9dr2IlBTObhMREVH5o1XYfvjwYbHuvKhQKPDkyRNtXoLMQKeOL1oBLmErQCIiIiqHtArbVapUwb1791553K1bt+Ds7KzNS5AZKNAKcD9w6TIDNxEREZUvWoXt5s2b4+LFi7h8+XKhx0RHR+P69eto1aqV1sVR+eflJaBHN+lrtgIkIiKi8karsD1mzBiIoohJkybhyJEjyM3NLbD/5MmT+M9//gMrKyuMGjVKJ4VS+TV+rABbW+Dvf4BDbAVIRERE5YggajmVuG7dOnz77bfIy8uDra0tnj59Cjs7O1hYWCAzMxOCIODzzz/H4MGDdV2zwaSlpRn8NZ2cnIzyusb2+2oRy1eIcHEB1q8WYGsrGLskMgBzHe9kvjjmyZwYerw7OTkZ7LVKQuub2gwfPhzr1q1Dx44dIQgCRFHE48ePkZ2dDX9/f6xZs6ZMB20yrKGD2QqQiIiIyh+tZ7bzE0URaWlpyMvLg5OTEywtLXVRm9FxZtuwDh0W8fl/RdjaAhvWCHB25ux2eWfO453ME8c8mRPObEu0ntnOTxAEVK1aFdWrVy83QZsML38rwKXLeaEkERERlX1ahe34+HisXr0a165dK/SYa9euYfXq1bh9+7bWxZF5EQQBU5+3Aty7D7h8hYGbiIiIyjatwvaqVavw/fffw97evtBjKlWqhO+++w6rV6/WujgyP95eArqzFSARERGVE1qF7ZMnT8LLywu1a9cu9BhXV1d4eXnhxIkTWhdH5ml8sNQK8OLfbAVIREREZZtWYTspKQlubm6vPK5u3bpISkrS5iXIjDk7CxgxTFpOsnipiGfPOLtNREREZZNWYdvCwgLZ2dmvPC47Oxt5eXnavASZuaGDARcXqRXghj+MXQ0RERGRdrQK2x4eHjh79iyePHlS6DFPnjzB2bNn4e7urnVxZL4qVBAwabw0u712vYgHDzi7TURERGWPVmG7W7duSE9PxyeffIKsrCy1/U+ePMEnn3yCjIwMdOvWrdRFknnq3Alo3Oh5K8BlDNtERERU9mh1U5snT55g4MCBuHHjBqpVq4aePXuibt26AICEhATs3r0bDx8+RL169bBlyxbY2dnpvHBD4E1tjO/SZRHjJkpDdNkSAd5evNFNecLxTuaGY57MCW9qI9H6DpIpKSn48MMPERUVJZ1IkEKQ8nStW7fGDz/8gBo1auioVMNj2DYNX32bh337pRveLF4gqMYalX0c72RuOObJnDBsS6y0faKzszN+//13xMbG4uTJk7h37x4AoFatWmjbti18fHx0ViSZtwljBRw5KuLi38DhP6XlJURERERlgdZhW8nHx4fBmvRKagUILF8hYvFSEf7tpAsoiYiIiEydVhdIEhnakEFSK8D794GNm4xdDREREVHxlGpm+/bt2zh79iySk5ML7bstCAJCQkJK8zJEsLUVMHE88OVXItauE9GzB1C9Ome3iYiIyLRpFbazs7PxySefYNeuXQBeXBSpCcM26UqXTsDWbcDf/0itAD/+iGGbiIiITJtWYTs0NBQ7d+5E5cqV0bt3b3h4eKBSpUq6ro2oAEEQMHUyMG6iiD37gHf6ifBiK0AiIiIyYVqF7fDwcFSuXBlhYWFwdXXVdU1EhWroLaBbVxH79gPzF4pYvABsBUhEREQmS6sLJB8+fIgWLVowaJNRjA8WYGsLqRXgX8auhoiIiKhwWoXt2rVr67oOomJzcREwfKg0m/3LEhHPnvFW7kRERGSatArb77zzDqKjo5GamqrreoiKZehgqRVgElsBEhERkQnTKmwHBwfjzTffxLvvvouoqKgiu5EQ6YPUClCa3V67TsSDBxyDREREZHq0ukDy7bffBgDcvXsX7733HqysrODs7KzxQjVBEHDw4MHSVUmkQZdOwJatwD+XgF+Xi/i/2bxQkoiIiEyLVmE7MTGxwPc5OTm4e/euTgoiKi5lK8Dxk0RE7AX69xPh5cnATURERKZDq7B95coVXddBpJVGDQV0e1vEvgNA6EIRi0LZCpCIiIhMh1Zrtg0lNjYWY8eORcuWLdG0aVMMGjQIERERxX7+tm3b4OnpWejj1KlTeqyeDGX8WAEVKgCxF9kKkIiIiEyLVjPbhhAVFYXg4GDY2NigZ8+eqFSpEvbv348ZM2YgKSkJQUFBxT5X586d4e3trbadfcLLB6kVILDidxG/LBHh/wZQoQJnt4mIiMj4Sh22MzMzcfv2bTx+/LjQriR+fn4lOqdCocCnn34KQRCwbt06VVAOCQnBgAEDMG/ePHTr1q3YYblLly7o379/iWqgsmXYECB8t9QK8I/NwLsjjF0RERERUSnC9rVr1/Dtt98iOjr6la3/Ll++XKJzR0VFISEhAf379y8wI+3g4IAJEyZg9uzZCAsLw+TJk7WqncofW1sBE8YD//1axJq1IgJ6ANWrcXabiIiIjEursB0XF4dhw4YhMzMTzZs3R0pKCu7cuYOAgADcuXMH//zzD3Jzc9GpUydUrly5xOePjo4GAPj7+6vtU247ffp0sc936dIlPHr0CAqFAnXq1EHbtm3h5ORU4rrItL3dGdi6LV8rwFkM20RERGRcWoXtX375BY8fP8acOXPQr18/fPTRR7hz5w7mzp0LAIiPj8fHH3+Mf//9F5s2lfz2fnFxcQAAd3d3tX3Ozs6ws7NDfHx8sc+3Zs2aAt/b2toiJCQE48aNK3FtZLoEQcCUEGBCiIg9e4H+fdkKkIiIiIxLq7AdFRWF+vXro1+/fhr3u7u7Y/HixejSpQvmz5+Pzz77rETnz8zMBCAtG9HE3t4ecrn8leepU6cOPv30U/j7+6NmzZpIT0/HyZMnMW/ePMydOxcVK1bEyJEjC32+o6MjLCwM37CFs+7aa+8PBAbIER6RjcVLLLF6ZWW2AjRxHO9kbjjmyZxwvGsZth8+fIimTZu+OImVdJpnz56hQoUKAIDKlSujVatW+Ouvv0octnWlVatWaNWqlep7W1tb9O3bF40aNcI777yDhQsXYujQoar6X5aenm6oUlWcnJyQlpZm8NctT4JGizhwCDh3XoFt29PQ6S2GbVPF8U7mhmOezImhx7upBnutpm2rVKmC7Oxs1feOjo4A1O8sCUjBvKTs7e0BoNDZ68zMzEJnvYvj9ddfR4sWLfDo0SPcuHFD6/OQaZJaAUoBe/EvIp49K/oCXiIiIiJ90Sps16lTp8Dt2b29vSGKYoEbzqSmpiI6Ohq1atUq8fk9PDwAQOO67JSUFGRlZWlcz10Syt9+njx5UqrzkGkaNgRwcZZaAW7aYuxqiIiIyFxpFbbbtWuH69evq2ayO3bsCCcnJyxevBgzZszAd999hwEDBkAul6NHjx4lPr+yL3dkZKTaPuW2kvbuzi83Nxd///03AKB27dpan4dMl62tgAnjpNnt1WtFPHjI2W0iIiIyPK3Cdp8+fTBmzBjVEhE7OzvMmzcPDg4O2LNnD37//XfcvXsXb7zxBiZOnFji87dt2xZubm4IDw8v0KNbLpdjyZIlsLa2Rt++fVXbk5OTcePGDbVlJ8pAnV9ubi5+/PFHxMfHo3Xr1nBxcSlxfVQ2dOkMNPQGnjyRWgESERERGZogvuqONCWQlZWFM2fOICMjAx4eHmjcuLHW5yrsdu2JiYmYNWtWgdu1K29yM2fOnAJ3ivT09FQ9atSogfT0dERHRyMuLg41a9bE2rVr4ebmVmgNxriIhRfP6Nbf/4iYECJCEIBlSwS2AjQxHO9kbjjmyZzwAklJqW/Xnp+dnR3efPNNnZyrTZs2WL9+PUJDQxEREQGFQgGZTIaZM2ciICCgWOcICgrChQsXcOLECaSnp8Pa2hp169bFxIkT8d5776ku7KTyq3EjAV27iNh/EFiwSMTC+WArQCIiIjIYrWa2O3fujO7du+PDDz8s8ri5c+diz549OHjwoNYFGhNntsuH+8kiho0U8ewZ8NUXAjqyFaDJ4Hgnc8MxT+aEM9sSrdZsJyYmIjU19ZXHpaWlaWwHSGRINVwEDBsifb14CVsBEhERkeHo9faIT548KfSGMUSGNGyIAOfqwL0ktgIkIiIiw9FL2M7Ly8ONGzdw6tQpttYjk1CxIlsBEhERkeEVe9rZ29u7wPfbt2/H9u3bi3yOKIoYNGiQVoUR6drbXYCtYcCly8Cy30R89B+u3SYiIiL9KnbYzn8nyHv37sHW1rbQhejW1tZwcXFB586dMXLkyNJXSaQDFhYCpk4GJoSIiNgD9O8rwlPGwE1ERET6U+ywffjwYdXXXl5e6N69O+bMmaOXooj0pXEjAW93EXHgeSvABT+zFSARERHpj1Zrtj/66CO89957uq6FyCAmjBNQoQJwIQb464ixqyEiIqLyTKuwPWfOHHz99de6roXIINgKkIiIiAxFq7Dt6OgIZ2dnXddCZDBsBUhERESGoFXYbtq0Ka5du6brWogM5uVWgA/ZCpCIiIj0QKuwHRISglu3bmHFihW6rofIYN7uAnh7A0+eSK0AiYiIiHRNq9s73rx5E71798b//vc/7Ny5Ex06dEDt2rVRoUIFjcf37du3NDUS6YWFhYBpz1sB7t4D9O8nQvY6O5MQERGR7giiKJZ4Ss/LywuCICD/UzW1TxNFEYIg4PLly6Wr0kjS0tIM/ppOTk5GeV1z9sVXeTh4CGjqCyz4WWArQAPieCdzwzFP5sTQ472w+78Ym1Yz2yEhIQwkVG5MHC/gWKSICzHAkaPAWx2MXRERERGVF1qF7SlTpui6DiKjkVoBili5Cli0RETbNkCFCvxlkoiIiEpPqwskicqbYUMEVK8O3LsHbN5q7GqIiIiovNBqZju/+/fv4+zZs0hOTgYAuLi4oEWLFqhRo0apiyMyFKkVIPD1tyJWrxXRoxtQrRpnt4mIiKh0tA7bqamp+PLLL3Hw4EHk5eUV2CcIArp27YrPPvsMVatWLXWRRIbQtQuwdRtw+YrUCnD2fxi2iYiIqHS0CttyuRzDhw/HrVu3YGtri3bt2sHV1RWCICAxMRGRkZHYu3cvrl69ik2bNsHBwUHXdRPpnIWFgKmTgYmT2QqQiIiIdEOrsP3rr7/i1q1b6N69u8bZ69TUVHz11VfYs2cPli1bhvfff18nxRLpW5PGArp0FnHwEBC6UMSCnzW3tSQiIiIqDq0ukDxw4ABq1aqF//3vfxqXiVStWhU//PADatWqhX379pW6SCJDmjBOgI0NcCEGOHrM2NUQERFRWaZV2L579y6aN28Oa2vrQo+xtrZG8+bNce/ePa2LIzKGmjUEDBsifb3wFxHZ2byVOxEREWlHq7Bta2tbrDsCpaWlwdbWVpuXIDIqtgIkIiIiXdAqbDdq1AjR0dG4ePFiocf8/fffiI6ORuPGjbUujshY7OwEjB8rrdVetUZEaipnt4mIiKjktArbo0ePhkKhwOjRo/Hzzz/jxo0bePr0KZ4+fYobN24gNDQU7733HnJzczFq1Chd10xkEN3eBry9gKwsqRUgERERUUkJoihqlSKWLl2K+fPno7CnC4KAadOmYfz48aUq0JiKs1RG15ycnIzyuqTZxb9FTJwsQhCAFb8KeJ2tAHWK453MDcc8mRNDj3cnJyeDvVZJaH279vHjx+OPP/5A79694erqCmtra1hbW8PV1RV9+vTBxo0by3TQJgKkVoCdOwGiCMxfKBb6yyURERGRJlrPbJsDzmwTACQliRj2rojsbOCbrwR0aM/ZbV3heCdzwzFP5oQz2xKtZ7aJzEXNmgKGDpa+XsRWgERERFQCWt1BUik7Oxv79u3DmTNnkJycDABwcXFBixYt0K1bN1SoUEEnRRIZ2/ChAnbvEXH3rtQKcPhQY1dEREREZYHWy0hOnDiB2bNnIyUlRW0dqyAIqF69Or777ju0a9dOJ4UaA5eRUH579on4Zo4IOztg41oBVatyOUlpcbyTueGYJ3PCZSQSrWa2Y2JiMH78eOTk5MDX1xc9e/aEq6srAOnukrt378aFCxcwYcIErF27Fr6+vjotmsgYur0NbN0GXLkKLFshYtZMhm0iIiIqmlYz20FBQTh58iQ+//xzDBkyROMxf/zxBz7//HO0a9cOv/32W6kLNQbObNPLYi+KmDSFrQB1heOdzA3HPJkTzmxLtLpAMiYmBo0bNy40aAPA4MGD0aRJE1y4cEHb2ohMjk8TAZ07Sq0AQxexFSAREREVTauwbWFhgbp1677yuLp160IQOPNH5cvE8QJsbIDzF4CjkcauhoiIiEyZVmHbx8cH165de+Vx165dg4+PjzYvQWSy2AqQiIiIikursD1t2jTExcUhNDQUeXl5avtFUURoaCji4uIwbdq0UhdJZGqGDxVQrRpw9y6wZZuxqyEiIiJTpVU3kps3b6Jfv3745ZdfsGPHDnTt2lXVjSQxMREHDhxAYmIiBg4ciFu3buHWrVsFnt+3b99SF05kTHZ2AiaMBb75TsTvq0V07wq2AiQiIiI1WnUj8fLygiAIBS4OU67N1rRNSRRFCIKAy5cva1uvQbEbCRUlL0/E2Akirl4DevcC/vMBb8haUhzvZG445smcsBuJRKuZ7ZCQEINc+BgbG4sFCxbg/PnzUCgUkMlkGD16NAICArQ6X3p6OgIDA5GcnAx/f/8y25KQTIOFhYCpk4GQqSLCdwP9+oh4vQFnt4mIiOgFrcL2lClTdF2HmqioKAQHB8PGxgY9e/ZEpUqVsH//fsyYMQNJSUkICgoq8Tn/+9//IjMzUw/Vkrny9RHQuaOIQ38CoQtFhP6k/hcdIiIiMl8m+XdvhUKBTz/9FIIgYN26dfjqq68we/Zs7NixAx4eHpg3bx4SExNLdM59+/YhPDwcM2fO1FPVZK4mjhdgYy21AjzGVoBERESUj0mG7aioKCQkJCAwMBDe3t6q7Q4ODpgwYQJycnIQFhZW7POlpqbiiy++QJ8+fdChQwd9lExmrGZNAUPYCpCIiIg00GoZCSAF2PXr1yM6OhopKSnIzs7WeJwgCDh48GCJzh0dHQ0A8Pf3V9un3Hb69Olin+/zzz+HpaUlPv74Y8jl8hLVQlQcI4YJ2B0hIvF5K8Bhhd9clYiIiMyIVmH76tWrGDVqFNLT0/Vyu+q4uDgAgLu7u9o+Z2dn2NnZIT4+vljn2rFjB/bv349FixbB0dGxRGHb0dERFhaGn/w31atpqXBOTsCM6U/xyWePsXotMGSQI6pVM8k/HJkcjncyNxzzZE443rUM29988w0ePXqEPn36ICgoCG5ubrCzs9NZUcqLGB0cHDTut7e3L1Zovn//Pr755hsEBgaiS5cuJa4jPT29xM8pLbaFKrve9BfhKQOuXhPx409pbAVYDBzvZG445smcsPWfRKs0EBsbC09PT3z//ffw9PTUadDWpU8++QRWVlb4+OOPjV0KmQGpFaDUiSR8N3D9X67dJiIiMndahW07Ozs0aNBA17Wo2NvbA0Chs9eZmZmFznorhYWF4ejRo/jss89QtWpVnddIpImvj4BOHYG8PGDBIlEvy6yIiIio7NBqGUmbNm1w5coVXdei4uHhAQCIj49H48aNC+xLSUlBVlYWfHx8ijzHpUuXAADTpk3TuD8yMhKenp7w8vLCjh07Sl800XMTxwmIjBRx7jwQeRxor36dLxEREZkJrcL29OnTMXjwYPz000+YOnUqLC0tdVqUn58fli5disjISPTs2bPAvsjISNUxRWnWrBmysrLUtmdlZSEiIgI1a9aEv78/atWqpbvCiQDUqiVg8GARa9YCCxeLaN0KsLHhjW6IiIjMkSBq+Xfu+Ph4TJo0CTk5OWjVqhVq1Kih8c55giAgJCSkROdWKBTo3r077t+/j02bNql6bcvlcgwYMACJiYnYu3cv6tSpAwBITk6GXC6Hi4vLK5eX3LlzB507dy7W7dqNcRELL54pH7KyRAwdIeJhKjBpgoBhQxi2NeF4J3PDMU/mhBdISrSa2c7JycGSJUtw8+ZNiKKIhISEQo/VJmxbWVnh66+/RnBwMIYPH17gdu2JiYmYNWuWKmgDwLx58xAWFoY5c+agf//+2rwlIp2ysxMwfizw7fciVq0R0aMb4OTEwE1ERGRutArbP//8M8LCwlC9enUEBgbqvPUfIK0LX79+PUJDQxEREQGFQgGZTIaZM2ciICBAp69FpA/duwFbwoBr14DlK0R8+AHDNhERkbnRahnJm2++CYVCgV27dqFatWr6qMskcBkJlVZMrIiQqSIsLIAVywQ0qM/AnR/HO5kbjnkyJ1xGItGq9V9GRgZatmxZroM2kS74+gjo+BZbARIREZkrrcJ2gwYN8PjxY13XQlQuTRovwMYaOHtOagVIRERE5kOrsB0UFIRTp06pelkTUeGkVoDS1wsXi8jO5uw2ERGRudDqAsmmTZti+PDhGDlyJEaPHo033ngDNWrUgIWF5uxeu3btUhVJVNaNHCYgIkJE4l1gaxgwdLCxKyIiIiJD0OoCSS8vLwiCAFEUNfbWLvACglBmZ8B5gSTp0u49IuZ8L6JSJWDjOgFOVXixJMc7mRuOeTInvEBSotXM9qvu3khE6np0A7ZuA65dB35bIWLm+wzbRERE5Z3Wd5A0B5zZJl1jK8CCON7J3HDMkznhzLZEqwskiUg7bAVIRERkXhi2iQxsYr5WgMdPGLsaIiIi0qdirdnevn07AKBLly6wt7dXfV9cffv2LWFZROVX7VoCBg8SsWad1AqwdSvA2tq8l5MQERGVV8Vas63sPhIREYF69eqpvn8VZbeSy5cv66RYQ+OabdKXrCwRQ4aLSE0DJk8SMGSQeYZtjncyNxzzZE64ZltSrJntkJAQCIKgehPK74lIO3Z2AsaNBb77QcTvq0R06wq2AiQiIiqH2I2kCJzZJn3KzRUxdoKIa9eBvr2Bme+b3yUUHO9kbjjmyZxwZltifv+6E5kIS0sBUydLs9k7w4EbN/l7LxERUXnDsE1kRE19BbzVQWoFGLqQrQCJiIjKG4ZtIiObNEGAtbIV4EljV0NERES6xLBNZGS1awkYPFD6euFiETk5nN0mIiIqLxi2iUzAuyMEVHUC7twBtoYZuxoiIiLSFYZtIhMgtQKULpb8fZWItEec3SYiIioPGLaJTESPboDsdSDzMfDbSoZtIiKi8oBhm8hEWFoKmBLyvBXgLuAmWwESERGVeaUK22lpaVi1ahU++OADjBkzBsuWLVPtu379Og4dOoQnT56Uukgic9GsqYC33nzeCnARWwESERGVdVqH7T179qBLly747rvvsHv3bpw4cQI3b95U7b9//z4mT56M/fv366RQInMx8XkrwDNn2QqQiIiorNMqbJ8/fx4zZ86ElZUVZs2ahc2bN6vNwLVt2xYODg44cOCATgolMheutdkKkIiIqLyw0uZJS5cuhSAIWLFiBRo1aqTxGEtLSzRs2BDXr18vVYFE5mjkcAERe0TcuQNs2w5V+CYiIqKyReuZ7WbNmhUatJWqV6+O5ORkrQojMmeVKgkYFyxdLLnydxGP2AqQiIioTNIqbD958gROTk6vPC4jI0Ob0xMRgB7dgdcbPG8F+DvDNhERUVmkVdiuUaMG/v333yKPEUUR169fR506dbQqjMjc5W8FuGMnWwESERGVRVqF7fbt2+PWrVvYvXt3ocds3rwZ9+7dw1tvvaVtbURmr3kzAR2etwJcsJitAImIiMoarcL2uHHj4ODggFmzZuF///sfLly4AEBaXnLp0iXMnz8fX331FapWrYrRo0frsFwi8zPpeSvA02eAE2wFSEREVKYIopZTZefPn8eUKVPw4MEDCIJQYJ8oiqhWrRoWL14MX19fnRRqDGlpaQZ/TScnJ6O8Lpm2X5bmYd0GwM0NWL1CgLW18OonlQEc72RuOObJnBh6vBfnekJj0Kr1HwA0a9YMe/fuxZYtW3DixAkkJiYiLy8PNWvWxBtvvIEhQ4bAwcFBl7USma13RwiI2Cvi9m0gbDswiK0AiYiIygStZ7bNAWe2yZTsChfx/Y8i7O2BjWsFVKlS9me3Od7J3HDMkznhzLZEqzXb165d03UdRPQKAT2ABvWBzEy2AiQiIiortArbvXv3Rt++ffHbb7/h/v37uq6JiDSwtBQwdTJbARIREZUlWoXthg0b4sqVK/jxxx/RsWNHjBo1Clu2bIFcLtd1fUSUD1sBEhERlS1ar9m+efMmdu7cifDwcNy5cweCIMDGxgYdOnRA79690aFDB1hbW+u6XoPimm0yRYmJIkaMFpGTA/wwR8Abbcvu2m2OdzI3HPNkTrhmW6KTCyQvXLiAnTt3Yu/evUhNTYUgCHBwcED37t0RGBiIVq1a6aJWg2PYJlO1eGke1j9vBbhmpQArq7IZuDneydxwzJM5YdiW6LQbSW5uLiIjI7Fz504cPnwYT548gYWFBS5duqTV+WJjY7FgwQKcP38eCoUCMpkMo0ePRkBAQLGef+TIEWzfvh2XL1/GgwcPkJOTg1q1aqF58+YYO3Ys6tWrV+TzGbbJVD1+LGLICBFpacDUEAGDBjJsE5UFHPNkThi2JVr32dbE0tISHTp0gL29PaysrLBjxw6t15RGRUUhODgYNjY26NmzJypVqoT9+/djxowZSEpKQlBQ0CvPcfToUcTExMDHxwcuLi6wsrLCzZs3sX37duzatQu//vor2rZtq1V9RMZUqZKAcWOA738UsWKViK5vo1y0AiQiIipvdDazff36dYSHhyM8PBx3796FKIqoWLEiOnfujB9//LFE51IoFOjRoweSkpKwadMmeHt7AwDkcjkGDBiAxMRE7Nu3D66urkWe59mzZ6hQoYLa9pMnT2L06NFo3Lgxtm7dWujzObNNpiw3V8SYcSL+vQH07wu8P12r652NiuOdzA3HPJkTzmxLSvWvc1JSEpYtW4Y+ffqgd+/eWLp0KZKSktCuXTv88MMPOH78eImDNiDNaickJCAwMFAVtAHAwcEBEyZMQE5ODsLCwl55Hk1BGwDatm0LR0dHJCQklLg2IlOh1grwFjuTEBERmRqtlpFs3LgR4eHhOHfuHERRaj/WpEkT9O7dGwEBAahWrVqpioqOjgYA+Pv7q+1Tbjt9+rTW5z9//jzS09PRokULrc9BZAqaNxPwZnsRR48BCxeLmPsDIAhcTkJERGQqtArbX3zxBQDA3d0dvXr1Qq9eveDu7q6zouLi4lTnf5mzszPs7OwQHx9f7PNFRkbi/PnzyM7ORnx8PP788084OTnho48+0lXJREYTMkHAiZMiok8DUaeAtm2MXREREREpaRW2R4wYgd69e8PHx0fX9QAAMjMzAUjLRjSxt7cv0Q10jh8/jhUrVqi+d3d3x7x589C4ceMin+fo6AgLC8OvgzXVNUdkmpycgJEjHmPl70+xeImAt7tUgbV12Znd5ngnc8MxT+aE413Hrf90JSgoCMePH8f+/fs1zm63b98eWVlZOHv2bInO+/jxY9y4cQOLFi3CiRMn8O2336JXr16FHs8LJKmsKNAKcLKAQQPKRtjmeCdzwzFP5oQXSEpMsn2Bvb09ABQ6e52ZmVnorHdRKlWqBB8fHyxatAivvfYaPvvsM6SmppaqViJTUKmSgLFjpIC94ncR6ekm9zs0ERGRWSrWMpKPPvoIgiDg/fffR/Xq1Uu01lkQBHz77bclKsrDwwMAEB8fr7bUIyUlBVlZWaVawmJlZYXWrVvjypUruHjxIjp06KD1uYhMRc8ewNYw4MYNKXDPmFY2ZreJiIjKs2KF7bCwMAiCgLFjx6J69erFarunpE3Y9vPzw9KlSxEZGYmePXsW2BcZGak6pjSSk5MBANbW1qU6D5GpsLQUMG0yMHWGiO07gL59RNTzYOAmIiIypmKF7dWrVwMAateuXeB7fWnbti3c3NwQHh6Od999t8BNbZYsWQJra2v07dtXdXxycjLkcjlcXFwKLC+5ePEimjRponb+Y8eO4eDBg6hcuTKaNm2q1/dCZEjNmwlo7y/iWCSwYBFbARIRERmbSV4gCRR+u/bExETMmjWrwO3aZ8+ejbCwMMyZMwf9+/dXbff09IRMJoNMJkPNmjXx5MkTXL16FWfOnIG1tTV++uknvP3224XWwAskqSxKTBQxfJQIhQL433cC2rYx3bDN8U7mhmOezAkvkJRo1frv9OnTqF69OurVq1fkcXFxcUhJSdFqyUebNm2wfv16hIaGIiIiAgqFAjKZDDNnzkRAQECxzvH+++/j1KlTOH36NFJTU2FhYYFatWph8ODBGDVqFOrXr1/iuohMnaurgEEDRKzfKM1u+7UErKxMN3ATERGVZ1rNbHt5eaF///6vXIv9ySefYOvWrbh8+bLWBRoTZ7aprMrMlFoBPnoETJsiYOA7phm2Od7J3HDMkznhzLZE69Z/xcnoJrpChajcs7dnK0AiIiJToNc+28nJybCzs9PnSxBRIQIDgPr1AblcCtxERERkeMVes719+/YC3yckJKhtU1IoFLh16xZOnjwJX1/f0tRHRFpiK0AiIiLjK3bYnj17tqqFmCAIOHfuHM6dO1fo8aIookKFCggJCSl9lUSklfytABcuFjH3B4ZtIiIiQyp22A4JCYEgCBBFEYsWLYK3tzc6d+6s8Vhra2u4uLigXbt2cHFx0VmxRFRyIRMEnIwScSoaOHlKRNvWDNxERESGUuywPWXKFNXXYWFhaNu2LSZPnqyXoohId+rUETDwHREb/gAWLhLh14KtAImIiAxFqz7bhw8f1nUdRKRHo0YK2LNPRHwCsH0nMKD/q59DREREpafXbiREZBrytwL8bSVbARIRERmKVjPbSmfOnMGhQ4cQHx+Px48fa+yrLQgCVq1aVZqXISIdCAwAtm0HbtwAVq4SMX0ql5IQERHpm1ZhWxRF/N///R+2b9+uCtjKiyeVlN8rO5gQkXFZWgqYGgJMe19E2HapFaCHO38+iYiI9EmrZSQbNmxAWFgYGjVqhJUrV6Jr164AgL1792LZsmXo168fLCwsMGbMGBw8eFCnBROR9lo0F9C+HZCbJ7UCJCIiIv3SKmyHhYWhYsWKWLZsGdq2bYtKlSoBADw8PNC+fXvMmTMHc+fOxYoVK3D58mWdFkxEpTNpogArKyDqlNQKkIiIiPRHq7B948YNNG/eHE5OTgW25+bmqr7u3r07GjVqhBUrVpSuQiLSKbc6gqobycJFIhQKBm4iIiJ90Spsi6KIKlWqqL6vWLEiACA9Pb3Ace7u7rh27Zr21RGRXox+V0CVKlC1AiQiIiL90Cpsu7i4IDk5WfV97dq1AUBtyUhcXBwsLS1LUR4R6YO9vYDgoBetADMyOLtNRESkD1qF7UaNGuHff/9VLRvx9/eHKIr43//+hxs3biAzMxPLly/HP//8g4YNG+q0YCLSjcAAoP5rgFwOrFjFsE1ERKQPWoXtTp06IS0tDX/99RcAwMvLCz179sSVK1cQGBgIPz8/zJ07F1ZWVpgxY4Yu6yUiHbGyEjAlRJrdDgsD4uIZuImIiHRNEDXdiaYYsrOzYWlpqVomkpOTg5UrV+LgwYNIT09HvXr1EBwcjJYtW+q0YENKS0sz+Gs6OTkZ5XXJfM3+OA+Rx4E2rYEfvzfsTWU53snccMyTOTH0eH+5cYep0DpsmwOGbTIHt++IGDlahEIB/O97AW1bG+5GNxzvZG445smcMGxLDDuNRUQmJ38rwEWL2QqQiIhIlxi2iQijRgqo4gjExQM72AqQiIhIZ6yKc1Dnzp21fgFBEHjLdiIT5+AgIDgI+PEnEb/9LuLtLkDlyoZbTkJERFReFStsJyYm6rsOIjKywJ7Atu3AzVvAylUipk1h2CYiIiqtYoXtK1eu6LsOIjIyKysBUycD0z8QsW070Le3CHd3Bm4iIqLS4JptIlJp2UKAfzsgNxdY+AsvlCQiIiothm0iKiBkogArK+BkFBB1ioGbiIioNEoVtv/99198++23GDJkCLp164YffvhBte/cuXNYvXo1Hj16VNoaiciA3OoIeOd5K8CFbAVIRERUKsVas63JypUrMXfuXCgUCgBS15GXG5fPmTMHNjY2GDJkSOmqJCKDGj1SwN69otQKcBfwTj9jV0RERFQ2aTWz/ddff+H7779HzZo1sXDhQpw4cQIv34iyefPmqFq1Kg4dOqSTQonIcBwcBASPkS6O/G2liIwMzm4TERFpQ6uwvXLlSlSsWBErV65Ely5dULVqVY3HeXl54datW6UqkIiMo1dP4LV6QEaG1AqQiIiISk6rsP3PP/+gadOmcHNzK/I4JycnPHjwQKvCiMi4rKwETAmRZre3bQfi4xm4iYiISkqrsJ2Tk4NKlSq98rjU1FRYWlpq8xJEZAL8Wgpo94bUCnARWwESERGVmFZhu06dOq+80U12djauXr0KDw8PbV6CiExEyEQBlpbAiSjgVDQDNxERUUloFbY7deqExMRErFy5stBjli9fjtTUVHTt2lXr4ojI+Oq6CRjwvBXgArYCJCIiKhGtWv8FBwdj165d+OGHHxATE4O3334bAPDw4UMcOHAABw4cwK5du1CnTh0MHz5cpwUTkeGNflfA3n0i4uLYCpCIiKgkBPHlnn3FdOvWLUydOhXXr1+HIAgQRRGCIF1MJYoiGjRogEWLFsHd3V2nBRvSy33DDcHJyckor0v0KmE7RMz9SUTlysDGdQIqOwilPifHO5kbjnkyJ4Ye705OTgZ7rZLQ+qY29erVw44dO3D48GEcP34ciYmJyMvLQ82aNfHGG2+gW7duvDiSqBzp1RPYFgbcigN+XyVi6uTSh20iIqLyTquZ7Tlz5qBy5coICQnRR00mgzPbRAWdPiNixkwRlpbAmpUC6tYtXeDmeCdzwzFP5oQz2xKtLpBct24drl69quta1MTGxmLs2LFo2bIlmjZtikGDBiEiIqJYzxVFEUeOHMHnn3+OXr16oUWLFvD19UXv3r2xZMkSPHv2TM/VE5U/fi0FvNFWagW4kK0AiYiIXkmrsF2jRg2127PrWlRUFIYNG4azZ8+iR48eGDJkCB48eIAZM2ZgxYoVr3x+dnY2xo0bh23btsHFxQWDBg3CgAED8OzZM/z0008YPnw4njx5otf3QFQeTZ70vBXgSSD6NAM3ERFRUbRas92lSxds374dmZmZsLe313VNUCgU+PTTTyEIAtatWwdvb28AQEhICAYMGIB58+ahW7ducHV1LfQcFhYWmD59OoYNGwZHR0fV9pycHEyZMgV//vkn1q1bh+DgYJ3XT1SeSa0ARfyxGQhdJOL35dLdJomIiEidVjPbU6ZMQe3atTFu3DhcunRJ1zUhKioKCQkJCAwMVAVtAHBwcMCECROQk5ODsLCwIs9hbW2NiRMnFgjayu3jx48HAJw+fVrntROZg1HvCnCsDMTFATvDjV0NERGR6dJqZnvSpEmwsbHBuXPn8M4778DZ2Rm1a9eGjY2N2rGCIGDVqlUlOn90dDQAwN/fX22fcltpgrKVlfS22S2FSDuVHQSMCQLm/SzitxUiunSGTloBEhERlTdahW1lGAakCxGTk5ORnJys8Vhl7+2SiIuLAwCNPbqdnZ1hZ2eH+Pj4Ep9XaevWrQCAdu3aaX0OInPXOxDYtl2a3V61WsSUEIZtIiKil2kVtg8dOqTrOgrIzMwEIC0b0cTe3h5yuVyrcx85cgR//PEH6tevj4EDBxZ5rKOjIywstFppUyqm2rqG6GX/Nysb4ybKsTUMGDmiMup5lPyvRRzvZG445smccLxrGbaLujDRlMXGxmLGjBlwcHDA/PnzNS57yS89Pd1Alb3AHqxUljT0Bt5oK3Um+fa7R/hhTsl+OeV4J3PDMU/mhH22JYafti0GZYeTwmavMzMzC531LszFixcxZswYWFhYYPny5Xj99ddLXScRAZMnshUgERFRYUwybHt4eACAxnXZKSkpyMrK0rieuzAXL15EUFAQ8vLy8Ntvv8HHx0dXpRKZvbp1BbzTT/p6wSIRCgUDNxERkZJJhm0/Pz8AQGRkpNo+5TblMa+iDNq5ublYvnw5fH19dVcoEQEARo8SULkycCsO2LXb2NUQERGZDpMM223btoWbmxvCw8Nx+fJl1Xa5XI4lS5bA2toaffv2VW1PTk7GjRs31Jad/P333wgKCoJCocCyZcvQrFkzQ70FIrNS2UHAmPekbiTLfxMhl3N2m4iICAAEUd/3XddSVFQUgoODYWNjg549e6JSpUrYv38/EhMTMWvWLAQFBamOnT17NsLCwjBnzhz0798fAPDo0SN07doV6enpaN++vcYZbQcHB4wePbrQGoxxEQsvnqGySqEQMTpYRFwcMHggMCXk1b/Lc7yTueGYJ3PCCyQlWnUjMYQ2bdpg/fr1CA0NRUREBBQKBWQyGWbOnImAgIBXPj8zM1PVTeTYsWM4duyY2jGurq5Fhm0iKj4rKwFTQ4D3PxSxZRvQp7eIum7svU1ERObNZGe2TQFntolK7j+z83AiCmj3BvD9t0XPbnO8k7nhmCdzwpltiUmu2SaisivkeSvA4yeA02f4uzwREZk3hm0i0il3dwH9+0pfsxUgERGZO4ZtItK590ZLrQBv3mIrQCIiMm8M20Skc2wFSEREJGHYJiK96NML8PAA0jOA39cwbBMRkXli2CYivbCyEjBlkjS7vWUrkHCbgZuIiMwPwzYR6U3rVgLatgFyc4HFSxi2iYjI/DBsE5FeTX7eCjDyOFsBEhGR+WHYJiK9YitAIiIyZwzbRKR374160QownK0AiYjIjDBsE5HeVa4sYMzo560AV7AVIBERmQ+GbSIyiD69AQ934FE6sHKViHPnReze8wznzovIzWX4JiKi8kkQRZH/yhUiLS3N4K/p5ORklNclMoSoUyJmzlL/yHF2BqZPEdDhTcEIVREZDj/jyZwYerw7OTkZ7LVKgjPbRGQwz55p3p6SAnz8mYgjR/m7PxERlS8M20RkELm5In5eUHSYnr+QS0qIiKh8YdgmIoOIiZVmsIuSnCwdR0REVF5YGbsAIjIPD1OLd9yOXSKsrQEvT8Dammu4iYiobGPYJiKDqFa1eMcdOgwcOiyiQgWgUUMRvj5AU18BjRoCtrYM30REVLYwbBORQfj6SF1HilpKYm8PNG8GxMZKLQLPnZcegAhLS8DLU4SvL9DUR0CTxoCDA8M3ERGZNrb+KwJb/xHp1pGjIj7+rPCPnG/+K7X/E0UR8QnS+u2YGBEXYoDkl0K6IAD1XwOa+gK+PgJ8fYCqVRm+ybTxM57MCVv/SRi2i8CwTaR7R45KXUnyz3C7uADTJhfeZ1sURSQlARdigdhYERdigdu31Y+r6ybNoPv6CmjqA9SsyfBNpoWf8WROGLYlDNtFYNgm0o/cXBExscDTZ5VgW+ExfH0AS8uSBeOHD0XEXJRmvmNigRs3gZc/zWrUAJr6AD4+UviuWxcQBAZwMh5+xpM5YdiWMGwXgWGbSL90Od4z5CIuXgRiYqVlJ1evAbm5BY+pUkUK376+0rKT+q+VPOQTlQY/48mcMGxLGLaLwLBNpF/6HO9Pnoj459KL8P3PJSA7u+AxlSoBPk2kNd9NfQFPGdsNkn7xM57MCcO2hN1IiKhcqlhRQMsWQMsWUnjOzhZx9RpwIUYK4LEXgcePgZNRwMkoac6B7QaJiEjXOLNdBM5sE+mXMcd7bq6If28873gSKyImRmo3mJ/UbhBsN0g6w894Miec2ZYwbBeBYZtIv0xpvCvbDV6Ied7xpJB2gw3qP+94wnaDpAVTGvNE+sawLWHYLgLDNpF+mfJ4z99uMCZG6nxSaLvB572+2W6QXsWUxzyRrjFsSxi2i8CwTaRfZW285283eCEWuFlEu0FfXwG+TdhukAoqa2OeqDQYtiUM20Vg2CbSr7I+3kvabrCpD/Aa2w2atbI+5olKgmFbwrBdBIZtIv0qb+Od7QbpVcrbmCcqCsO2hK3/iIh0RFO7wStXX3Q8YbtBIiLzw5ntInBmm0i/zG28q9oNxgAxFwtvN+jtBfj4sN1geWRuY57MG2e2JQzbRWDYJtIvcx/v+dsNKnt9F9pu0BfwbcJ2g2WduY95Mi8M2xKG7SIwbBPpF8d7QWw3WP5xzJM5YdiWMGwXgWGbSL843l+tpO0Gm/oAbm5sN2iqOObJnDBsSxi2i8CwTaRfHO8lp9Zu8CqQm1fwGCcnwLcJ2w2aIo55MicM2xKG7SIwbBPpF8d76WVlSe0GYy+y3WBZwDFP5oRhW2LSrf9iY2OxYMECnD9/HgqFAjKZDKNHj0ZAQECxnp+QkIAdO3bgn3/+wT///IPk5GS4urri8OHDeq6ciMgw7OwE+LUE/Fqy3SARkSky2bAdFRWF4OBg2NjYoGfPnqhUqRL279+PGTNmICkpCUFBQa88x5kzZ7Bw4UJYWlqifv36ePDggQEqJyIyHhsbAT5NpJnskcMFKBQibtyU2g1eiBURGyu1Gzx3XnoA4vN2gyLbDRIR6YFJLiNRKBTo0aMHkpKSsGnTJnh7ewMA5HI5BgwYgMTEROzbtw+urq5Fnuf27dt4+PAhvLy8YGtriyZNmsDZ2bnYM9tcRkKkXxzvhsd2g8bFMU/mhMtIJCY5sx0VFYWEhAT0799fFbQBwMHBARMmTMDs2bMRFhaGyZMnF3keNzc3uLm56btcIqIyQxAEeLgDHu5A396CWrvBC7HAnTvA9X+lx5at0nxMXTcRvr7SzLcv2w0SERWbSYbt6OhoAIC/v7/aPuW206dPG7QmIqLySBAE1KoF1KoF9OgmBWhN7QYTbkuPXeFS+K5RQ2S7QSKiYjDJsB0XFwcAcHd3V9vn7OwMOzs7xMfHG7gqIiLzUK2agE5vAZ3eksJzRoaI2L+B2HztBu/fB/YdAPYdkMK31G5QZLtBIqKXmGTYzszMBCAtG9HE3t4ecrlc73U4OjrCwsJC76/zMlNdc0SkDxzvps/JCXB3B3r1lL5/nCUiNjYHZ84qcPZcDmIvKpCWBvx1FPjrqBS+HRwENGtqiRbNrdGyhRUaNrSCDdsNAuCYJ/PC8W6iYdtUpKenG/w1efEMmROO97LLy1N6jBgGZGcLqnaDF2JEXPwbkMtFHD2Wg6PHcgBI7QYbN5K6pJhzu0GOeTInvEBSYpJh297eHgAKnb3OzMyEo6OjIUsiIqJCFLfd4Nlz0gMQYWUFeHm+6PXdpDFgb29+4ZuIyj+TDNseHh4AgPj4eDRu3LjAvpSUFGRlZcHHx8cIlRER0atYWQnwlEl3qhw0UCi03eDf/0iPdRvE5+0GC3Y8cXJi+Caiss8kw7afnx+WLl2KyMhI9OzZs8C+yMhI1TFERGT6dNJu0BeoWYPhm4jKHpMM223btoWbmxvCw8Px7rvvFripzZIlS2BtbY2+ffuqjk9OToZcLoeLi0uhF1USEZFp0NRu8MFDETGxzzuesN0gEZUjJnkHSaDw27UnJiZi1qxZBW7XrrzJzZw5c9C/f3/V9tTUVPzwww+q73fs2AFbW1t069ZNte0///kPqlatqrEG3kGSSL843qkwmtoN5uYVPEZqN4gy1W6QY57MCS+QlJjkzDYAtGnTBuvXr0doaCgiIiKgUCggk8kwc+ZMBAQEFOscWVlZCAsLK3Lb5MmTCw3bRERkHJUrC/B/A/B/QwrPWVki/rkkrfm+EANcugy1doP2lQCfJiJ8fAQ09ZXWjFuz3SARGZnJzmybAs5sE+kXxztpKztbVGs3mJVV8Bhlu0Hf5xdcmkK7QY55Miec2ZYwbBeBYZtIvzjeSVdebjcYEwOkZxQ8Rmo3CKO2G+SYJ3PCsC1h2C4CwzaRfnG8k76Iooi4eGnmOyZWxIULQMqDgsdI7QZh0HaDHPNkThi2JQzbRWDYJtIvjncyFFEUcS9JmvmOiX3RbvBldd2g13aDHPNkThi2JQzbRWDYJtIvjncyJmW7wZgYETEXpXaDL/+LWLOGtOxEV+0GOebJnDBsSxi2i8CwTaRfHO9kSpTtBpU32rlWWLtBH+miy5K0G8zNlYL902eVYFvhMXx9TL9NIVFpMWxLGLaLwLBNpF8c72TKNLUbzM4ueIzUblCa+fb10dxu8MhRET8vEJGS8mKbszMwfYqADm8ycFP5xbAtYdguAsM2kX5xvFNZok27wdRUEV9+Xfg5v/kvAzeVXwzbEobtIjBsE+kXxzuVZQqFiH9vALGxhbcbfBUXF2DzBoFLSqhcYtiWmOwdJImIiEyZlZUAL0+pd/eggYJau8Ho6FeH7+RkYPU6EZ06AK6u0jmJqHzhzHYROLNNpF8c71SeHTiYV+QSkpdZWgJudYC6dQF3d8CjrgB3d8C9LlCxIkM4lT2c2ZZwZpuIiEgPqlUTALx6PsutDvDgAfDkKRAXLz1wDAWeW6OGCPe6UvB2dxfg4S4FcqcqDOFEpo5hm4iISA98faSuI/m7kLzMxQVYu0qAhQWQnALEPw/b8fEi4hOkrx89Au7flx7Rp4H8IdyxsijNfrsDHu6CKpDXqAFYWDCIE5kChm0iIiI9sLQUMH0K8PFnhc9uT5v84uLIGi7So5UfALwIyunpUvCOjwfiEkTEx0tfJ92X1oTHXpQe+UO4rS1Q1+15EK/7Yia8jqt6a0Ii0i+u2S4C12wT6RfHO5kDTX22XVykoF2atn9Pn4pIuI3nQVx8PiMO3L4DKBSan2NpAdR2BTyerwtXLUmpC9jZMYSTbnHNtoRhuwgM20T6xfFO5sKQd5BUKETcvfdiSUpCgoi45zPjL/cFz8/FWbo40+N5CHd//rWTU+luUU/mi2FbwrBdBIZtIv3ieCdzY8wxL4oiHjx4viY8AYiLF5HwPIQ/TC38eQ4OUM1+1823JKVWTa4Lp6IxbEu4ZpuIiMgMCIIAZ2fpok2/lkD+deEZcil4qy7OjAfiEoB79wC5HLj4t/TIvy7cxubFunAPd0E1K+5WB7CxYQgnUmLYJiIiMnOVHQQ0biTdaj5/CH/2TMTtO8olKS8u1Lx9G8jOBv69IT3yh3ALC6B2rXxdUvL1C7e3Zwgn88OwTURERBpVqCCgQX2gQX0gfwjPzRVx797zizOfL0lRdknJfAzcSZQex08A+YN4tWqiaklK/n7h1apyXTiVXwzbREREVCKWlgLq1AHq1AHavQEog7goiniYKoXuAl1SEqQb9zx8KD3OngPyh3D7SkDduuKLizPdpY4ptWrp70JSIkNh2CYiIiKdEAQB1asB1asBLZoD+WfDMzML9gtXrhG/e1eaDb90WXoUWBduDbip+oVLPcPd3YG6btKsO1FZwLBNREREemdvL6BRQ6BRQyB/CM/OFnHnDlTtCZVLUhKerwu/cVN6SKQgLghArVrii37hynXh7tL6cyJTwrBNRERERmNjI+C114DXXlNukcJyXp6IpPuab2Evl0sz4nfvAieigPyz4VWdNN/C3tmZ68LJOBi2iYiIyORYWAioXQuoXQto2wbIvy780SOo7piZ/xb2ySlAapr0OH8ByB/C7ewA97rqt7CvXQuwsmIIJ/1h2CYiIqIyQxAEODlJd7Zs1hTIvyQlK0tUdUjJfwv7xETp7pmXr0iP/CHcygqoU0dUu4V9XTfA1pYhnEqPYZuIiIjKBTs7Ad5egLcXkD+E5+SIuJOofgv7hATg6VMgLk56SF6sC69ZQ9R4C3tHR4ZwKj6GbSIiIirXrK0F1PMA6nkot7xYF56crPkW9o/SgXtJ0uNUNJB/NrxKlYL9wt2fz4rXcOG6cFLHsE1ERERmycJCQM2aQM2aQJvWQP7Z8EePXlyQmb9f+P37wKNHwIVHwIUYIH8Ir2ir3i/cvS5Qx5Xrws0ZwzYRERHRS6pUEVClCuDrA7y8LlzjLezvAE+eAlevSY/8IdzSEqjjqvkW9hUrMoSXdwzbRERERMVkZyfAUwZ4yoD8IVyhEJGYqOEW9gnAkycvtuMYkD+I16ghqtoT5r+FvVMVhvDygmGbiIiIqJSsrF7cWEfyolVhcspLF2c+D+FpadKylPv3gejTQP4Q7lg5350z893CvkYNafkLlR0M20RERER6IggCarhIF0+28gPyz4ZnZIgF+oUrb2GflASkZwCxF6VH/hBuawvUdXvRL1x5caZbHelCUDI9DNtERERERlC5sgCfJoBPEyB/CH/6VMTt28pb2L8I5HcSpVaF165LjwLrwi2A2q7q/cLd60pLX8h4GLaJiIiITIitrYDXXwdefx14eV34vaSCt7CPe36BZlYWcPu29Dh2HMgfxJ2ri89vX1+wX7iTE1sVGoIgiqL46sPMU1pamsFf08nJySivS2QMHO9kbjjmSR9EUcTDh5pvYf8wtfDnOThAtQwl/y3sa9YALC21D+G5uSJiYoGnzyrBtsJj+PqU7nzF5eTkpPfX0AZntomIiIjKMEEQUL06UL060LIFkH82XC7XfAv7e0mAXA78/Y/0yD8TbmPzfF14/oszn68Lt7EpOjQfOSri5wUiUlIAIBMA4OwMTJ8CdHjTPGfRObNdBM5sE+kXxzuZG455MhXPnhXsF56QIK0Rv50AZOdofo6FBVC7FlRdV5QXaHq4A/b2Ao4cFfHxZ4XHym/+K+g1cJvqzDbDdhEYton0i+OdzA3HPJm63FwRSUnqt7CPiwcyMwt/XtWq0kx5TiFBHQBcXIDNGwS9LSkx1bBt0stIYmNjsWDBApw/fx4KhQIymQyjR49GQEBAsc+RnZ2NX3/9FTt37sS9e/fg6OiIjh07Yvr06ahWrZoeqyciIiIqWywtBbi6Aq6uQLs3gPz9wlNTofEW9g8eAKlFrA1XSk4GYmKB5s30+hZMjsmG7aioKAQHB8PGxgY9e/ZEpUqVsH//fsyYMQNJSUkICgp65Tny8vIwceJEREZGomnTpujatSvi4+OxefNmnDx5Eps2bULVqlUN8G6IiIiIyi5BEFCtGlCtmjIsv5idfvxYxOatIpavePV5irpgs7wyybCtUCjw6aefQhAErFu3Dt7e3gCAkJAQDBgwAPPmzUO3bt3g6upa5HnCwsIQGRmJwMBA/Pjjj6r2Nhs2bMAXX3yBn3/+Gf/973/1/n6IiIiIyqtKlYTnvcJfvTK5mhnOcVoYuwBNoqKikJCQgMDAQFXQBgAHBwdMmDABOTk5CAsLe+V5Nm/eDAB4//33C/SRHDJkCNzc3LBr1y48ffpU92+AiIiIyIz4+khdR4ri4iIdZ25MMmxHR0cDAPz9/dX2KbedPn26yHM8e/YMMTExqFevntoMuCAIeOONN5CVlYW///5bR1UTERERmSdLSwHTpxR94eO0yfq7ONKUmWTYjouLAwC4u7ur7XN2doadnR3i4+OLPEdCQgLy8vLg4eGhcb9yu/K1iIiIiEh7Hd4U8M1/BbUZbhcX/bf9M2UmuWY783lvGQcHB4377e3tIZfLizyHcr+9vX2h58j/Wpo4OjrCwsLwv4+YausaIn3geCdzwzFP5VnfPkCvQBFnzymQ8iAPztUt0KK5lVnOaCuZZNg2Fenp6QZ/TfZgJXPC8U7mhmOezMXrDYBWftJ4z8gwzGua6i+yJrmMRDnrXNjsdWZmZqGz3krK/YXNXCu3FzbzTURERERUWiYZtpXrqTWty05JSUFWVpbG9dz5ubm5wcLCotA12crtha3pJiIiIiIqLZMM235+fgCAyMhItX3KbcpjCmNrawsfHx/cunULiYmJBfaJoogTJ07Azs4OjRs31lHVREREREQFmWTYbtu2Ldzc3BAeHo7Lly+rtsvlcixZsgTW1tbo27evantycjJu3Lihtuxk0KBBAIB58+ZBFF80Wt+4cSNu376NXr16wdbWVr9vhoiIiIjMlkleIGllZYWvv/4awcHBGD58eIHbtScmJmLWrFmoU6eO6vh58+YhLCwMc+bMQf/+/VXb+/Xrh4iICISHh+POnTvw8/NDQkIC9u/fjzp16mD69OlGeHdEREREZC5McmYbANq0aYP169ejefPmiIiIwIYNG1CtWjX89NNPCAoKKtY5LCws8Msvv2DKlClITU3F77//jnPnzmHAgAH4448/ULWqGd4zlIiIiIgMRhDzr6+gAozRnoltociccLyTueGYJ3Ni6PHO1n9ERERERGaGYZuIiIiISE8YtomIiIiI9IRhm4iIiIhITxi2iYiIiIj0hGGbiIiIiEhP2PqPiIiIiEhPOLNNRERERKQnDNtERERERHrCsE1EREREpCcM20REREREesKwTURERESkJwzbpXDq1Cl4enpiwYIFxi6FiMislaXP45EjR8LT07PYxxf23jp16oROnTrpujwyY3fu3IGnpydmz55drONLOpYNYfbs2fD09MSdO3eMXYoKwzaRCSlLgcGUbdu2DZ6enti2bZuxSyEyqAULFsDT0xOnTp0ydilE9JyVsQsgIiIyJ99//z2ePHlS6vP8/vvvpS+GqBR0NZbLO4ZtIiIiA6pdu7ZOzlO3bl2dnIdIW7oay+Udl5HoyMWLF/Hee++hWbNmaNGiBUJCQjSuFzp79izGjRuHVq1aoUmTJujevTtCQ0PVfjN81bopT09PjBw5ssA25dqpZ8+e4aeffkKXLl3QqFEjLkkoIxYsWIB3330XALBw4UJ4enqqHsqxlJ2djZUrV6Jfv35o2rQpmjVrhmHDhuHQoUNq51OuW7t9+zZ+++03dOvWDT4+PggICMDu3btV5/vpp5/QqVMnNGnSBL169cKRI0fUzpV/bP34449466230KRJE/To0QNr1qxBYTeiPXjwIEaNGgU/Pz80adIEgYGB+O2335Cbm1vguPzLPg4fPowhQ4agWbNmqvWo2dnZWLNmDcaMGYMOHTqgcePGaNu2LSZPnoxLly6pve+PPvoIAPDRRx8V+O+oVNRaV01rEPP/aX7btm3o168ffH19C/wMZmZmIjQ0FD179oSPjw9atmyJMWPG4MyZMxpfh/TnVZ/Hpfl8zc7Oxrx58/DWW2/Bx8cH/fv3x4kTJwAAcrkcX375Jfz9/dGkSRMMHjwYsbGxaucvbJ3r06dP8eOPP6JDhw6qn5dNmzYV+j5fHscjR47EwoULAQDvvvuuatx36tQJeXl56NixI1q3bo3s7GyN5xs+fDgaNmyIpKSkQl+TdCs9PR3e3t4YP358ge2XL19W/f+Lj48vsG/kyJHw8fEp8P9x69atGDhwIJo1a4ZmzZph4MCBGpfR5V+qeO7cOQQFBaFly5avXHednZ2NadOmwdPTEz/88IPqM1/TWM7/eR4ZGYkhQ4bA19cXrVu3xqxZs5CWlqbxNTZu3IiePXuiSZMm6NChA3744Qc8e/ZM488jAFy/fh3jx49X/ZyPHTsW165d03huuVyOX3/9FSNGjIC/vz8aN24Mf39//Oc//0FCQkKBY3/66Sd4enoiIiJC47m2bNkCT09PLF26tMj/ZvlxZlsHLl68iOXLl6N169YYMmQILl26hIMHD+LatWsIDw9HhQoVAAB79uzBBx98ABsbG/To0QPVqlXD8ePHsWjRIkRGRmLNmjWqY0tjypQpuHLlCtq3b4/KlSujTp06pT4n6V+rVq3Qr18/hIWFoVWrVmjVqpVqX+XKlZGdnY0xY8YgOjoa3t7eGDBgAHJycnDkyBFMmjQJn376KUaMGKF23jlz5iA2NhYdO3aEhYUFIiIi8MEHH6By5cpYu3Yt/v33X3To0AHPnj1DeHg4QkJCEBERoXHWbNq0abh8+TK6du0KANi/fz++/vprJCYmqgWXuXPn4tdff0WNGjXw9ttvw8HBAWfOnMEPP/yAmJgYhIaGqp1/7969OH78ON566y0MGzYMmZmZAKR/kL799lu0bNkSHTp0QOXKlXH79m0cPnwYR48exdq1a+Hj4wMA6NKlCzIyMnDo0CF07twZ3t7e2v9Peclvv/2GU6dOoXPnzmjXrh0sLS0BAI8ePcKIESNw/fp1NG/eHEOGDEFmZiYOHTqEUaNGYf78+ejSpYvO6qDCFffzWFvTp0/HtWvX0KlTJzx9+hS7du3C+PHjsWHDBnz22WfIyclB9+7dkZaWhoiICAQHB+PQoUNwcHAo8rx5eXmYOHEiTpw4AZlMhsDAQDx69Ahz5sxB69ati1Vbv379AADR0dHo168fXF1dAQAODg6wsLDAgAEDEBoain379qFXr14Fnnvz5k2cOXMGb731FmrWrKnFfxnShqOjI7y8vHDmzBnk5uaqPlPyr7k/deoU3N3dAQDPnj3DhQsX0KxZM9jY2AAAvv76a6xZswY1atTAO++8A0D6bP7oo49w6dIlfPLJJ2qve/78eSxduhStW7fGoEGDcO/evUJrzMzMREhICE6dOoXZs2fjvffeK9Z7O3z4MP766y906tQJzZo1w+nTp7F9+3YkJCRgw4YNBY6dP38+Fi9ejOrVq2PQoEGwsrLC3r17cfPmTY3nvnbtGoYOHYqsrCy8/fbb8PDwQGxsLIYOHQovLy+142/cuIHQ0FC0bt0ab7/9NipWrIibN28iPDwcR44cwbZt21Q/L4MGDcKvv/6KLVu2ICAgQO1cmzdvhpWVFfr371+s/w4AAJG0FhUVJcpkMlEmk4m7d+8usO/DDz8UZTKZGB4eLoqiKMrlcrFFixZi48aNxcuXL6uOy83NFadPny7KZDJx4cKFqu23b98WZTKZOGvWLI2vLZPJxBEjRhTYNmLECFEmk4l9+vQR09LSdPQuyZCUYyo0NFRt37x580SZTCb+/PPPYl5enmq7XC4X+/fvLzZq1EhMSkpSbZ81a5Yok8nErl27ig8fPlRtj4mJEWUymdiyZUtx6NCh4uPHj1X7du/eLcpkMvGrr74q8NrKsdWtWzcxIyNDtT0jI0Ps1q2b6OnpKcbGxqq2R0ZGijKZTAwKCipw/ry8PPGzzz4TZTKZuHfvXtX2rVu3ijKZTPTy8hKPHz+u9t6fPXtW4L0pXbt2TWzatKk4evToAtuV59u6davac0RRFDt27Ch27NhR4z7le80vNDRUlMlkYtOmTcUrV66oPef9998XZTKZuGnTpgLbHzx4IHbo0EFs06aN+PTpU42vR7pRks/j0ny+FvYz07JlS3Hq1KliTk6Oat+vv/4qymQyccWKFRrPlZ9yzI4ZM0ZUKBSq7VeuXBEbNWqk8XNB0zhWjtWoqCi195WUlCQ2bNhQ7b2Joih+9913okwmEw8cOKDxvwnpz5w5c0SZTCbGxMSoto0fP17s2rWr2KFDB/H9999XbT9x4kSBvBAdHS3KZDKxR48eBT6bHz16JHbt2lWUyWTi6dOnVdvz/5xs2bJFrZaXfzZSUlLEvn37io0aNRK3b9+udnxRY7lhw4bimTNnVNsVCoXq+PPnz6u237x5U/T29hbbt28vPnjwQLVdLpeLAQEBRf487tixo8D2uXPnqt7f7du3VdszMjI05qKTJ0+KXl5e4scff1xge3BwsOjp6VngHKIo/Zsjk8nESZMmqZ2rKFxGogN+fn5qv/0of7u8ePEiAOnP6XK5HO+8806B37osLCzw4YcfwsrKCmFhYTqpZ8qUKahSpYpOzkWmIS8vDxs2bEDdunUxdepUCIKg2mdvb4+QkBDk5OTgwIEDas+dOHEiqlatqvrex8cHbm5uyMjIwIwZM2BnZ6fa161bN1hbW+PKlSsa65g0aVKBGToHBwdMnDgRoihi+/btqu1r164FAHz11VcFzi8IAmbOnAlBEFRLWfLr3Lkz3njjDbXtNjY2qFGjhtr2119/Ha1bt8bp06eRk5OjsWZdGjRokNqfTFNTU7Fnzx60adMGAwcOLLCvWrVqGDNmDFJTU1VLDUi/ivN5XBov/8x0794d1tbWyMjIwKxZs2Bl9eIPxoGBgQBQ6M9TfsqfnxkzZqhmNwFpSUufPn1KXTcA1KhRAx07dsTp06cLLE3IycnBjh074OzsjLfeeksnr0XFp/zLRVRUFAAgNzcXZ86cQevWrdG6dWu1We78z1HmhsmTJxf4bHZ0dMTkyZMBQONykkaNGql+LgqTkJCAoUOH4tatW1i8eHGJx2FgYCBatGih+t7S0lL115f8P4u7d+9Gbm4ugoKCUK1aNdV2e3t7TJw4Ue28d+/eRXR0NDw9PdG7d+8C+8aPH4/KlSurPcfBwUFjLmrTpg0aNGig9vk8ZMgQiKKILVu2FNi+efNmANK/BSXBZSQ60KhRI7Vtyj/DZWRkAJDWXwEosDRAqXbt2qhTpw7i4uKQmZkJe3v7UtWj/HM6lR+3bt1Ceno6XFxcVGsy80tNTQUAjX9y0/QnNWdnZ9y+fVttiYWlpSWqVq2K5ORkjXW0bNmy0G35107HxMTAzs4OW7du1XgeW1tbjbUWNXYvX76M5cuX4+zZs3jw4IFauE5LS4OLi0uhz9cFTfVdvHgRubm5yM7O1nh9RFxcHADp/03Hjh31Wh8V7/O4NF7+mbGwsEDVqlXx9OlTtYvFnJ2dAaDQn6f8rl69Cjs7O431t2zZUu0ffW0NHjwYBw4cwObNmzFz5kwA0p/7Hz58iAkTJhT4ZYEMw8/PD5aWljh16hTGjRuHS5cuQS6Xo02bNnj69Cm2b9+OGzduoH79+jh16hRsbW1Vn0XKbKFpqZFym6Zf9ho3blxkTTdv3sTQoUOhUCiwatUq+Pr6lvh9FfdnUVlf8+bN1Y7XtE15fP4gr1SpUiV4eXkhOjpabd+pU6ewatUqxMbGIi0tDQqFQrXP2tq6wLFvvfUWatSogW3btmHKlCmwtLREdnY2duzYgVq1aqF9+/Ya33Nh+FOlA5rCsXJmIi8vDwBUa0+rV6+u8RwuLi6Ii4vD48ePSx22C3sNKrsePXoEQLog5Pr164Uep6kFk6bxpPwHtbB9+T+E8tM0tpTblGMckNZYKxQKjb8YKGVlZaltyz+rkd+5c+cwatQoAEC7du3g4eEBOzs7CIKAgwcP4sqVK4Ve9KVLmupLT09X1Xju3LlCn8v2WIZRnM9jXZ/fysqqyJ+zwn6e8pPL5YWulS7s50Ib/v7+qFOnDrZv347p06fDysoKmzdvhiAIGDBggM5eh4rP3t4eDRs2xLlz55CTk4NTp05BEAS0adNG9bkRFRWF2rVr4+LFi/Dz81Ot187MzFT9wvey6tWrQxCEAp/N+fcVJS4uDunp6WjWrBlef/11rd/XyzT9LCrr0zTONdUpl8sLPb6w5+zZs0f1Vyl/f3+4urqiYsWKEAQBYWFhSExMVKtz4MCBWLhwIY4ePYqOHTvi4MGDqutzLCxKtjCEYdtAlIPuwYMHGvenpKQAkH4rA6D6H6npQ1o50AqTf4kBlQ/K8dOtWzeNFxYayoMHD9Rm75RjOv8Hq/Lrkt5Yo7Cxu2TJEmRnZ2PdunVqs+sXLlwo0WsoX6ewZSdF/Xxpqk/5XoOCgjBr1qwS10KGV5rPV31xcHAotEvDw4cPdfY6giBg8ODBmDt3Lv788080btwYx48fR9u2beHm5qaz16GSad26NS5evIjY2FhER0fj9ddfVwXoOnXq4NSpU/Dw8EBOTk6BWWx7e3vk5eUhNTVVLXw+fPgQoihqDL2vygmdOnVCnTp1sGDBAowbNw6//vprgeVTuqSs7+HDh6qLFJU0ZSblcpnCfi40PWfhwoWoUKECtm3bBg8PjwL7NC1pBICBAwfil19+waZNm9CxY0ds3rwZFhYWr1x+ownXbBuI8k+Pmv60ce/ePdy+fRtubm6qQadcc3T//n21419udUblh/K3/pdb49WvXx/29vb4+++/DbI2uTCa2tgptzVs2FC1zcfHB48ePVItoSithIQEVKlSRS1oP3nyROPPgzJMvfzfUcnR0RGpqalqYSsrK0utzdarNGnSBIIg4Pz58yV6HhmPKX6+enp6IisrC//884/avpK0j1SO/aJm8fv37w9ra2ts3rwZW7duRV5entr1BmRYygB9/Phx1XptpTZt2iA6Olq1pjv/clRlttA0saHMG5qWEhbH5MmTMW3aNJw+fRpjx47F48ePtTrPqyjr0/SXQU2fq8rjz549q7bv8ePHGpfNJCQkoH79+mpBOzk5udDbutesWRMdOnTA0aNHce7cOZw8eRL+/v5a9RZn2DaQLl26wMHBAdu2bSuwDEAURfz4449QKBSqCwcA6Te9evXq4dy5cwX+8c/MzMS8efMMWjsZjqOjIwCo9bm1srLC0KFDkZiYiO+//15j4L527ZpOZ8A0Wbx4cYGZP7lcjl9++QWCIKBv376q7cqeqP/3f/+ncbYuJSUFN27cKPbrurq6Ij09vcDPTm5uLr7//nvVevX8lBfCFNYvuHHjxsjJycGuXbtU20RRxLx58zQubymKs7MzevTogfPnz2P58uUae47HxMRwGYkJMcXPV+XFZz/99FOBXxKvXr2KHTt2FPs8yrFfVCu36tWro3Pnzjh27Bg2bNgAJycntqY0shYtWsDKygobNmzA48eP0aZNG9W+1q1bIy0tDVu2bIGdnR2aNGmi2qfMDYsWLSqwXEQul6uW8eXPFiU1adIkzJgxA2fOnNFb4A4ICICFhQVWrlxZ4PM8KysLS5YsUTu+du3a8PPzw9WrV7Fz584C+5YuXarx2ozatWsjPj6+wKz3s2fP8MUXXxQ5gTVkyBAoFApMmzYNoiiW+MJIJS4jMRB7e3t89dVX+OCDDzBo0CD06NEDVatWxYkTJ/DPP//Ax8cHwcHBBZ4TFBSETz/9FIMHD0b37t2Rl5eHY8eOFfhBo/Lltddeg4uLC3bv3q3qwCEIAkaOHImpU6fi0qVLWLNmDY4cOYKWLVuiWrVquH//Pq5du4YrV67gjz/+0On6zpd5eHggMDCwQJ/tpKQkvPfeewXG5ZtvvolJkyZh8eLF6Nq1K9q3b4/atWvj0aNHiI+Px9mzZzF9+nTUr1+/WK87YsQIREZGYtiwYejRowdsbGwQHR2N+/fvo1WrVmp/MWratClsbW2xatUqpKenq/4cO2nSJNX5tm3bhk8++QTHjx9H1apVcebMGcjlcnh5eRWre0R+n3/+OW7duoX//e9/2LFjB5o1awYHBwckJSXh77//RlxcHCIjI1GxYsUSnZf0x9Q+X/v164fw8HAcO3YMffv2xZtvvon09HTs3r0b/v7++PPPP4t1ntatW0MQBMybNw/Xr1+Hg4MDKleurNaDf8iQIdi7dy8ePHiAoKAg1RpgMo5KlSqhSZMmOH/+PCwsLArMXitnuVNTU+Hv71/gYj4/Pz+MHDkSa9asUX02i6Ko+mweOXIk/Pz8SlXbhAkTYGFhgblz5yI4OBjLly9XLXnVhddeew3jxo3DkiVL0Lt3b3Tv3h1WVlbYv38/ZDIZrl27prbs5bPPPsPQoUMxa9YsHDx4UNVn++LFi2jZsqXaX4NGjhyJr776Cn379kX37t2hUChw4sQJiKJY5Gd++/bt4erqisTERDg7O2t9kTtntg2oR48eWL16NVq2bIkDBw7g999/x+PHjzFp0iSsWrVK7WYLgwYNwmeffQZHR0ds2bIFx44dQ79+/TB37lwjvQPSN0tLSyxcuBBNmzZFeHg4QkNDMX/+fKSnp8PGxgbLli3Df//7X1SvXh379+/HqlWrcObMGTg7O+OLL76ATCbTa33z589HYGAgDhw4gA0bNqBixYr45JNPNK5VnjZtGlauXIkWLVrg5MmT+P333/HXX38hJycHkydPVrupRlE6duyI0NBQuLm5YefOnQgPD8drr72GLVu2qK3xA6TZvdDQUHh4eGDz5s2YP38+5s+fr9ovk8mwfPlyNGrUCPv27cOOHTvQoEEDbNy4UWPbqFepUqUKNm7ciA8//BDW1tbYtWsX1q5diwsXLqBBgwb4/vvv4eTkVOLzkv6Y2uerhYUFFi9ejODgYKSnp2P16tU4f/48Pvroo2LfRAQAGjRogDlz5sDJyQlr167F/PnzsWLFCrXj2rRpo/pzOC+MNA3KUO3t7V3gc6hGjRqq5Q+auo588skn+Pbbb1G9enVs2rQJmzdvhrOzM7799luNN7TRxrhx4zBz5kycO3cOY8aM0XjRZWnMmDEDn3/+OSpXroyNGzdiz5496NatG7744gsA6hdbymQybNiwAe3bt8exY8ewdu1aWFtbY8OGDRqvPRg+fDi+/PJLVKlSBZs2bcLBgwfh5+eHP/74o8jPfAsLC1V7wX79+mndrUcQNf3Nk4gon5EjRyI6OhpXr141dilEpAPJycno2LEjmjZtinXr1hm7HCKNTpw4gffeew/BwcH48MMPjVLD+PHjceTIEezbt091J8+S4sw2ERGRmVm1ahUUCgWGDh1q7FKIkJqaqnZBe0ZGhuovTca6puDff//FkSNH0K5dO62DNsA120RERGZBLpdjw4YNSExMxJYtW9CgQQP06NHD2GURYefOnVixYgXatGkDFxcXpKSk4NixY3j48CH69++PZs2aGbSeXbt24datW6o7u4aEhJTqfAzbREREZiA9PR1z585FhQoV0Lx5c3z55ZcFbg1PZCzNmzfHqVOncOLECaSnp8PS0hKvvfYaJk2ahGHDhhm8nk2bNuHMmTOoXbs2vvnmG413siwJrtkmIiIiItITrtkmIiIiItIThm0iIiIiIj1h2CYiIiIi0hOGbSIiIiIiPWHYJiIiIiLSE4ZtIiIiIiI9YdgmIiIiItIThm0iIiIiIj35f+D0gZHK0IVOAAAAAElFTkSuQmCC\n", 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" ] @@ -492,6 +494,14 @@ "ax.set_ylabel(\"relative importance\");" ] }, + { + "cell_type": "markdown", + "id": "219cde48-b626-4325-afc0-2a2881fc5683", + "metadata": {}, + "source": [ + "* Authored by Osvaldo Martin in Dec, 2021 ([pymc#259](https://github.com/pymc-devs/pymc-examples/pull/259))" + ] + }, { "cell_type": "markdown", "id": "2c557ed8", @@ -510,17 +520,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Tue Dec 21 2021\n", + "Last updated: Thu Dec 23 2021\n", "\n", "Python implementation: CPython\n", "Python version : 3.8.8\n", "IPython version : 7.27.0\n", "\n", - "arviz : 0.11.4\n", "matplotlib: 3.4.2\n", + "pandas : 1.2.5\n", + "arviz : 0.11.4\n", "pymc : 4.0.0b1\n", "numpy : 1.20.3\n", - "pandas : 1.2.5\n", "\n", "Watermark: 2.2.0\n", "\n" @@ -531,6 +541,15 @@ "%load_ext watermark\n", "%watermark -n -u -v -iv -w" ] + }, + { + "cell_type": "markdown", + "id": "4b02674f-26ad-4c07-bf60-eb8edd1c520b", + "metadata": {}, + "source": [ + ":::{include} ../page_footer.md\n", + ":::" + ] } ], "metadata": { From a01192949eadd0f5ed07c37cbde1d4f68747d28e Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Tue, 18 Jan 2022 09:43:51 +0200 Subject: [PATCH 3/6] rerun with beta2 release --- examples/BART/BART_introduction.ipynb | 34 +++++++++++++-------------- 1 file changed, 17 insertions(+), 17 deletions(-) diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb index ffde7b94e..b17ebb7ba 100644 --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -25,7 +25,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Running on PyMC3 v4.0.0b1\n" + "Running on PyMC3 v4.0.0b2\n" ] } ], @@ -164,7 +164,7 @@ " }\n", " \n", " \n", - " 100.00% [8000/8000 00:25<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 00:23<00:00 Sampling 4 chains, 0 divergences]\n", " \n", " " ], @@ -179,7 +179,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 25 seconds.\n", + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 24 seconds.\n", "The number of effective samples is smaller than 10% for some parameters.\n" ] } @@ -207,7 +207,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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HbXsF0oOQqiVYdCkY3TuSCBkHW96Me/xFgsYrCRrXRV2RiIiIiMiMKczL9MRLIVmDt/9RbHnTmUAUZMM1yUeew+nYA9lRbGk9lDerM73kj0QFDHfh7XuIdO1KoDrqikREREREZkRhXqbNli7C9Lbi7bqXTLICM9iOe+RZnO5DgMWWNkCiLOoyRc7JVizG9BzEPfwU1H846nJERERERGZEYV5mxFYuwXTtJ/7CP8FIDzgetrwZYupML3nOjUGqBu/gE9hLbwQqoq5IRERERGTatIhZZsY44RZ1fgZbtTT8WEFeCoQtWQRj/QQ77oMgG3U5IiIiIiLTpjAvM+fGseWN4MajrkRkeozBVi7GHt+Kc2JL1NWIiIiIiEybwryILEyxEnBjePsegZHeqKsREREREZkWhXkRWbiqluD0H8c7+Lj2nhcRERGRgqIwLyILlnFcgrIG3CPP43Ttj7ocEREREZEpU5gXkYUtVQ3+KO6+hyCbjroaEREREZEpUZgXkQXPVizB6dyLe/S5qEsREREREZkShXkRES8B8TLcA49jBtujrkZERERE5KIU5kVEAFvWgBnqxN33MNgg6nJERERERC5IYV5EBMA42Ipm3BMv4ZzaHnU1IiIiIiIXpDAvInJaohwwePsfhvRQ1NWIiIiIiJxXwYT5r33ta6xevZrVq1ezdevWqMsRkSJlKxdjeg7hHn4y6lJERERERM6rIML83r17+Zu/+RtKSkqiLkVEip3jQWoR3qEnMb1Hoq5GREREROSc8j7MZzIZ7rzzTtauXcttt90WdTkisgDYkloYG8Db+xAE2ajLERERERF5jbwP81/96lfZt28ff/zHf4zrulGXIyILgTHYyiU47Ttwj78UdTUiIiIiIq+R12F+x44dfPWrX+VTn/oUq1atirocEVlIYilw47j7H4aRnqirERERERGZJG/DfDqd5rOf/Sxr1qzhE5/4RNTliMgCZMubcQZO4h14DKyNuhwRERERkQle1AWcz1//9V9z+PBh7rrrrmlPr6+srMRx8vY+xZyxfjd+PA7JJMaLR13OnEmmklGXIAvIxa43a5YRa9uKe+nrMI1rc1SVFKPq6uqoS5AFQtea5JKuN8kVXWuvlZdhfsuWLXzjG9/gU5/6FJdddtm0n9/X1zcPVeUf099HPJ3Gjo6CG0RdzpxIppKMjoxGXYYsEFO63kwKM3KC4MXvkrn+k+AlclOcFJXq6mp6erRcQ+afrjXJJV1vkisL8Vqbys2LvBu+zmaz3HnnnaxevZpPfvKTUZcjIoKtWILTuQ+39dmoSxERERERAfJwZH54eJjDhw8DsG7dunM+5sMf/jAAf/d3f6ft6kRk/nlxSFTgHvoxQf1abHlD1BWJiIiIyAKXd2E+Ho/z0z/90+f83AsvvMDhw4d505veRE1NDS0tLTmuTkQWKlvWgOnai7v/IbJX/SyYvJvYJCIiIiILSN6F+WQyyRe/+MVzfu7OO+/k8OHD/NIv/RJXXXVVbgsTkYXNGGxFC+6JrQQNVxI0XxV1RSIiIiKygGloSURkquJlYBy8/Q/D2GDU1YiIiIjIAqYwLyIyDbaiBdPTinfoiahLEREREZEFrKDC/Je//GX27NmjKfYiEh3Hg9I63NanMT2Ho65GRERERBaoggrzIiL5wKZqID2It/ch8DNRlyMiIiIiC5DCvIjIdBkT7j3fvgP3+AtRVyMiIiIiC5DCvIjITMSS4JXg7n8UM9wVdTUiIiIissAozIuIzJCtaMIMtuHufxSsjbocEREREVlAFOZFRGbKONiyJtxjm3E6dkVdjYiIiIgsIArzIiKzkayAwA+b4WWGo65GRERERBYIhXkRkVmylUsw3QdwDz8ddSkiIiIiskAozIuIzJYbg2Q13qEnMH3Ho65GRERERBYAhXkRkTlgS+tgtA9v34MQZKMuR0RERESKnMK8iMhcMAZbsRjn1Cs4J7ZEXY2IiIiIFDmFeRGRuRIvASeOt+8RGOmNuhoRERERKWIK8yIic8hWNOP0H8c78Jj2nhcRERGReaMwLyIylxyXoKwR9+jzOF37oq5GRERERIqUwryIyFxLVYE/hrv3IciORV2NiIiIiBQhhXkRkXlgK5bidO7FbX026lJEREREpAgpzIuIzAcvDokK3EM/xgy0RV2NiIiIiBQZhXkRkXliyxoww124+x4CG0RdjoiIiIgUEYV5EZH5Ygy2ogX35Backy9HXY2IiIiIFBGFeRGR+RQvAxy8/Y/A2EDU1YiIiIhIkVCYFxGZZ7ZyMU7vEbyDP466FBEREREpEgrzIiLzzfGwJYtwW5/BdB+KuhoRERERKQIK8yIiOWBTNZAZxtv7APjpqMsRERERkQKnMC8ikgvGYCuX4HTsxj26OepqRERERKTAKcyLiOSKl4RYKe6BRzFDHVFXIyIiIiIFTGFeRCSHbHkjZqgDd98jYG3U5YiIiIhIgVKYFxHJJeNgy5twj7+I07Yj6mpEREREpEApzIuI5FqiArB4+x6C9FDU1YiIiIhIAVKYFxGJgK1YjOk5hHv4yahLEREREZECpDAvIhIFNwapGrxDT2J6j0ZdjYiIiIgUGIV5EZGI2JJFMDYQTrcPslGXIyIiIiIFRGFeRCQqp/eeb9uOe+zFqKsRERERkQKiMC8iEqVYCtwE7oFHYKQn6mpEREREpEAozIuIRMyWN+H0n8Tb/6j2nhcRERGRKVGYFxGJmuMSlDfhHtuE07kn6mpEREREpAAozIuI5INkJfgZvL0PQWY06mpEREREJM8pzIuI5AlbuQTTtQ+39ZmoSxERERGRPKcwLyKSL9w4JKvwDv4Y038i6mpEREREJI8pzIuI5BFbWg+jPbj7HoLAj7ocEREREclTCvMiIvnEGGzFYtyTL+Oc3Bp1NSIiIiKSpxTmRUTyTbwUnBjevkdgtD/qakREREQkDynMi4jkIVvRgtN3DO/g49p7XkREREReQ2FeRCQfOS5BWT3ukecw3QeirkZERERE8ozCvIhIvkpVQ2YEb++DkE1HXY2IiIiI5BGFeRGRPGYrl+B07MU9+nzUpYiIiIhIHlGYFxHJZ14CEmW4Bx7DDLZHXY2IiIiI5AmFeRGRPGfLGjBDnbj7HgYbRF2OiIiIiOQBL+oCRBaMiY7k9hwfW7Djf3/Nx+d43unneAnwkjn6AiQyxsFWtOCe2ELQeCVB0/qoKxIRERGRiCnMi8yEtZjBU5j+E+FIqT07eJ/7T8PZQXziRJP+OOsDzoT6s49PPma9JLZuNba0HoyZ0y9R8kyiDEY68fY9RLr2knAvehERERFZsBTmRaYryOJ0H8T0HA6DueOe9Ukz+WPz6uOvPjb+F3Oux/KqgP7ac5v0EObUNoLqS7A1y8Fo5UwxsxWLMV37cQ89gb/6HVGXIyIiIiIRUpgXmY7MME77bsxQG3glEEtFW0+yMqypaw82M0SwaDV48WhrkvnjeFBah3f4KYL6tdjq5VFXJCIiIiIR0TCeyBSZ4S6c41swg6cgURl9kD8tVgLxckzfUZyTW2CsP+qKZB7ZVA2kB/H2PgR+JupyRERERCQiCvMiF2MDTM9hnBNbMZlBSNWEI6T5xI1Dshoz0o17YgtmsO1Va/OlaBiDrViC074T9/iLUVcjIiIiIhFRmBe5kGwap30nTsfucP16oip/16U7LiRrwppPbcN0H9Q2ZsUqlgQvgXvwJ5AeiroaEREREYlAnqYSkTww2o9zcgum9wjEy8L/8r1jvDHhOnonhtO1F6dtO2THoq5K5oEtb8L0H9PovIiIiMgCpTAv8mrWYgZO4p7cghnphmR1OI29kEysoz+Gc3IrjGodfdFxPIiX4x5+EsYGoq5GRERERHJMYV7kbIGP07UP59QrkE2H09YnbT1XQM5eR39yC2bglNbRFxlb1oAZOIV7dHPUpYiIiIhIjinMi5yWGQnXmncdADcRTlfP92n1FzNpHf0r4Tr6wI+6KpkrjguJStzWp2GkN+pqRERERCSHFOZFGN927sRLmIGT+bXt3Fw4vY7ejYWzDtp3aB19EbGldTiD7bhHn4+6FBERERHJIYV5WdhsgOltxTm5FTM2vu2cm2fbzs2VWAnEy8J19Ce2ah19sXBcbKoK98hzMNwddTUiIiIikiMK87Jw+Wmc9l047bsAA8mq/N12bq6cXkc/qnX0xcSW1uEMdeAdeTbqUkREREQkR4o8uYicx1g/zomtmN5WiJUWxrZzc0Xr6IuPcbAltbhHnscMtkddjYiIiIjkgMK8LCzWht2/T2zBjHSF2855iairyr1J6+i1H30xsCWLYLQHV6PzIiIiIguCwrwsHIGP6dqPc2pb4W87N1diJRCvwPQfxzmxRevoC5kxULII9+jmsJGjiIiIiBQ1hXlZGMa3nXO69hXPtnNzxY2Nr6Pv0Tr6AmdTNTDWh3v46ahLEREREZF5pjAvxW+4u3i3nZsrr1lHfyA/19FbC9lRzFAHpvsgpqcVbBB1VfnDGGxpPe6JlzB9x6KuRkRERETmUZHuwSVCuD6+7yhO137wM+G2c8XerX42Tq+jzwzjdO3DpocI6tZE31MgO4oZG4CxAcxwV/ixnw6DvQE71k+waDV48WjrzBfJKuhqxz38FNn1H9YMFBEREZEipTAvxclP43Tuw/QdHd+OrUqhZqpiJeDEwnX0mRGC+rVhyM+V7BhmrH88vHeHH58O74531vfTAT8d3rDJDBPUXw6J8tzVma+MwZY14J7Yir/0Rmz18qgrEhEREZF5oDAvxWdsAKdjF2aoE+Ll0Y8sFyI3BqmacB39iS0EdWuwZQ3zc0NkOuH9NXXGw/X+w904J7Zg69Zgy+rnvsZCk6iEoQ7cw0+SrVqmG1kiIiIiRUhhXoqHtZjBNkznXkx6KNx2bqF3q58N44Tr6Mf6cU5tI6hZia1eMfv/p68J7wPgj00tvJ+L44Y3Hsb6MKe2EdRcgq1etrCXVJwenT/1Cn73AWztqqgrEhEREZE5pjAvxSHwMT2HcLoPhX9P1Wg0ci5MrKMfOWsd/WrwklM/R3ZsfM17/9yE9/PWWQXpIZzOPdjMEMGiy8JzL1SJChhswzv0JJmalQv75oaIiIhIEVKYl8KXGcXp3I3pPxmu91a3+rkXS4HjTW0dfS7C+/nES8GPYXqPhOvo6y6HRNncv06BsOVNOG07cDr3hTdhRERERKRoKMwXMhtAdnRhb8010o3Tvhsz2huuE3ZjUVdUvE6vox/pHV9Hvxpb1hg2oTtveHfBTYTfm1wteTi9jn6oCyf7ErZuLba0LjevnW/iZTBwCvfQkwS1q7TsRERERKSIKMwXMDPYjtO1HzvUAWUN2FQNNllZ3FOLrYXMMGa0DzPSjRls07ZzuWQcSFWHTQZPvYJNHg37E0QZ3s/l7HX0J18mqF2FrVq6IK8RW96M07ELp2M3QcMVUZcjIiIiInNEYb6QBVmMn4HMCHQdxJhD4CWxJbXhf8nKcNp5oa8dD/xw1He0FzPUEY78ZtPh1+UlIVlW+F9jITEGkhWQGcGM9oU3j6IO7+dy9jr6jt3hev9Fly282RvxEhgMcA89EU61d/RrX0RERKQY6F1dMYiVhoEq8MP1yv3HMX3HwItjExXY0jpsqipsiFUII5PWhl/HaC9mpBuGuzCZkfDrc7xwq7mUAnzkYqnC6E8QL4Wsh+ltPbMffbw06qpyypY343TuxWnbQdC0IepyRERERGQOKMwXE8cNR+EoCQOxP4YZ6Qn3W3c8bLwESuuwqWpssiq/RihtAGP92OERnJ4T4YivPwbWgBcP1/5qRFFmykuEDfyGOnBOnF5HvyjqqnInlgLjhKPz9Zfn18++iIiIiMyI0lGxOj0F3UuGwT7IYjKj0HUAYwzEUuEa+5LaMNjHUrkf6c6OTax9Z6gTkxnBmgATnJ4+X1IYMwmkMDgupGoxY73hOvpFq7DJy6KuKmdseRNO9wGcU68QtFwddTkiIiIiMksK8wuBMeFI3OnRuHNOx6/Eli7CpqohUT4/IdoGMDYYBvjhLsxITzj6jgUnHq7vTyQh68/9a4tA+LOQqILMEE77LqxNQ8XyhTFS7SXB8fAOPUG6YV0440VERERECpbC/EJ0zun43Zihjrmfju+nwynzI+PN6zJD4GfDmwVe8rX7jWsdvMw3Y8JlG9kx6DqIM9xHULd2Qayjt2XNmJ7DOCe3Eiy5PupyRERERGQWFOYXugtOx3cgNt4dP1UTNtHzLjId31rIDGFGTo++d4ehyQbhTQEvBfGYQrtEz0tAIoEZ6MDJjGLr12JLaqOuan55cXDjeIefJN24HmLJqCsSERERkRlSmJczzjkdfxTTdwzTexS8xKu6449Pxw+yZ0bfhzvDreOCDDB+oyBRkX/blolA2FQxVT2+H/1WgtrLsJWLi/pmky1vwvQexj3xEv6ym6MuR0RERERmKC/D/NjYGH/5l3/J9u3baW1tpa+vj4qKCpYsWcIHP/hB3vOe9xCLLYA1rlFz3PGpx6Xnn46fKA9DfGYkHH13vDDAx8uLOhBJETFOuI4+PYTTsRObHiRYdGnx7p7gxsBL4h5+Er9pw4JYXiAiIiJSjPKyVfjQ0BDf+c53MMZw66238vGPf5zbbruN9vZ2Pv/5z/PLv/zLBEEQdZkLy+np+MkqSNVArASTGcX0n8AEfhjqS2ohWRlOX1aQl0JiDCTKwEtheg7hnHwZ0sNRVzVvbHkTpu847vGXoi5FRERERGYoL4eeqqqqeOGFF4jHJ3dbzmazfPzjH+epp57iiSee4NZbb42mwIXu1dPxJUcMpnoJTsMaTOManKrFBD1HyD7/zzDaH3VxxWG847sZbMPJjoaN8Upqoq5q7jkexEtxDz+B33xVeDNORERERApKXoZ5x3FeE+QBPM/jLW95C5s2baK1tTWCykRyKJbCaViNaViD07Am/DhRNukhTuNanJYNZH70B9ieoxEVWmQcD1I1mNE+3JNbCRZdiq0ovnX0tqwR070f99gL+Je8MepyRERERGSa8jLMn08QBDz55JMAXHbZZRFXIzK3TGUzTuPaifBuapaGOwpchFPRSPyOPyXz8J8QHNs6/4UuBMYJl5SkB3Had2LTQwS1q4prHb3jQqICt/Up/JarwyUyIiIiIlIw8vqdaTqd5u///u+x1tLb28uzzz7LwYMHef/7389NN90UdXkiM+clceovPWvUfQ0mVTHj05lEGbHbv0D2qa/i73xgDgtdwIwJp59nRzHdB3HSwwT1ayGWirqyOWNL63G69+Ee3YR/6VuiLkdEREREpsFYa23URZzP0NAQV1999cTfjTF8/OMf5zd+4zfwvPPfhwiCAMfJy95+cyrY9zj+vZ+B8sZw/2jJX+UNmPrVmPo1OPWXQc1yzAy367ODHdj23ZiKZsyiS17zeX/79wk2fTPcXUDmhp+BkV4oqcY0XoEpLZ796G3/SYwTw3nzb2JKF0VdjoiIiIhMUV6H+dOCIKC9vZ3HHnuMv/qrv2LVqlV8/etfp6ys7JyP7+npyXGF0XAOP0ny4d/DltaDWxxh3o15+Jls1GXMjhvH1K3CaVgdrmlvWIMpqZ7RqayfwXYcIGjbTdC2i6BtNwx1h5/0EsTe+GncS255zfP81s1kHvkzyIzM5ispetO63mwAo73gJggWXYataC6OdfQ2wOncR2bN7fir3xF1NUWrurp6wfzbJNHStSa5pOtNcmUhXmvV1RfPD3k9zf40x3FobGzkIx/5CNXV1Xz605/mK1/5Cr/5m78ZdWkiULoIp/Gs6fKLVmJm2OnfDnWHwf1UGNxt54FwVPhcsmNkHv5TbO9xvGs+POlT7rLrMO/9E9IP/CEMdsyoFnkV40Cyenwd/Y5wP/raVeHa80JmHGxJDd6RZwkWX4strYu6IhERERGZgoII82e75ZZwFHLTpk0RVyILl8FZdh3upbeGDevKZjY12QY+tvPg+Kj7bmzbbuxA+3TPQnbzvxD0HSf2hl+fdBPBWbSCxPv/gvQDf4ht3zejGuVVTq+jz4yvo7dBuI6+wNmSRTide3BbnyV7+XuiLkdEREREpqDgwnx7exh2LrRmXmReuHHcy96Iu+EOnKrF0366HekbH3HfE4b3jn2QHZuT0oK9j5PubyP+tt+e1EjPlFQTf8+XyDz2VwQHn56T1xIglgQCzMApqF5e+E3xjMGW1uEe24S/5HpseWPUFYmIiIjIReRlIt6/fz8tLS2kUpPfII+MjPClL30JgDe84Q1RlCYLUbIC94rb8da9E5OqmtJTbOBju49MrHO3p3Zj+0/Oa5n21E7Sd/8GsXf8Lk71konjxksQf+udZDZ9C/+l/5jXGhYULwUj3ZjBNmz18qirmTWbqsF07cVtfZrsug9EXY6IiIiIXERehvkf/ehH/NM//RPXXHMNLS0tlJWV0dbWxhNPPEFvby/XXnstH/vYx6IuU4qcqWjCXf9e3NW3YWKJCz7Wjg4QtO8hOLUb27aLoH1fJM3nbP8p0nf/JrG33om7+KpJn4td//M4lS1kfvI3EBR4k8F8YAy4MUz/cWzlkiJYOz8+On/8RfwlN2IrW6KuSEREREQuIC/D/K233kp7eztbtmxh69atDA8PU1ZWxurVq3nnO9/JBz7wAU2zl3ljGlbjbXg/zoobMeb8WxwGnYfwd95PcGI7tvc4kCcbQ6SHyNz/Bewtv4x3+dsnfcpd/SZMRQPpB/8YRvsjKrCIxEoxY32Y4U5sWUPU1cxesho69+Iefors+g8VR7d+ERERkSKVl4n4yiuv5Morr4y6DFlIjIOz7Hq8q96H03j5BR/qH30J/+W7CY5tzU1tMxH4ZJ/4O2zvMbyb/uukmxJO0xXE3/fnZH70B9jeYxEWWQQcFzCY/hPhFpGFHn6NwZY14J7cir/0Rmz1sqgrEhEREZHzyMswL5IzXiJsarf+Dpyq808rtn6WYP9PyG67B9t1OHf1zZK/7V5s3wlit/0m5qwmbU5lE/H3/RmZh75McPzlCCssArESzHAXjPVDsjLqamYvWQlD7eHofNXSwr9BISIiIlKkFOZlYUpW4K17J+4V78Skzh/A7NgQ/q4HyL7yAxjqymGBcydo3Uz6ns8Sf8f/xpSd2UPcJMqIvfP3yT75VfxdD0RYYYFz4+He84OnCIohzBuDLWvEPbUNv/tGbO0lUVckIiIiIuegMC8Liqlsxl1/R7h23Dt/Uzs70EH2lXvxdz0USSO7uWa7DjF2128Qf/v/xqm/dOK4cVxib/g1TFUL2ef+CWwQYZUFyhjwkpj+k1C1HC5wXRWMZAUMteEefpJszQq4QO8IEREREYmGwrwsCKZxLd6G9+Esv+EiTe0OkN16N8HBpyDwc1hhDgz3kP7+54i98X/iXvK6SZ/yNtyBqWwm8+ifF8XNi5yLpWC0BzPUHna2LwK2rAm3bQdB536CusuiLkdEREREXkVhXoqXcXCW3xiG+MY1F3yof+RF/JfvIji+LUfFRSQ7RubhP8H2/Rze1R+a9Cl3+fWY936Z9I/+EIY6IyqwQBkHjIfpO44tby78beoAEmUweAr30BMEi1ZpdF5EREQkzyjMS/HxErir34y7/r04lc3nfZj1M/j7foK/7R5sd2sOC4yaJbvpWwS9x4m94VMYNzbxGWfRShLv/wvSD/wRtmNfhDWeh5fAaV6Ps/RqTNVibNsesi/9B/jpqCuD+Pg2dSPd2NK6iz++ANjyJpyOXTgduwnqL7zLg4iIiIjklsK8FI9UFd4V78S94nZMquK8D7Njg/g7HyC7/Qcw1J3DAvNLsPcx0gNtxN/2eUzyzP8vU1pD/D1fIvP4XxIcfCbCCsfrqV6Ks+RqnKVX4zStm3TzgcVXYRrXknngj6JfHuB4YG24TV3JouLoAh8vhcEA9+BPCBZdFn6NIiIiIpIX9M5MCp6pWoy7/r24l70J48XP+zg70E522734ux+OPvjlCXtyB+m7PkPsHb+LU7144riJJYi/9XNknv8m/pbv5baoWApn8VU4S67GXXINpvzCo9xuy3rMu/6Q9P1fgLHB3NR4PrESzFAnpAchUR5tLXPEljfjdO7DadtJ0LQ+6nJEREREZJzCvBQs03g53lXvx11+wwUfF3TsJ/vy3QQHnlK39nOw/SdJ3/0ZYm/9HO7iDZM+F7vhozhVi8n85G8hyM5bDaZ2Jc7S8fDesAbjTu9Xk9Owmvh7vkT6vt+F4Z55qnIK3ASkhzCDbdgiCfPEUgDh2vn6tXD2zAgRERERiYzCvBQYg7PsOryNH7x4U7vWzfgv301w4pUc1VbA0kNk7v897C2/jHf52yd9yl39Zkx5A+mHvgSj/XPzeolynMVX4S69BmfxRkxpzZSfagMfe2oXpnoxJlU1cdypXU78vV8m/YPfgcGOualzuowBN4EZOIGtWhruQV8EbEUzTvd+nLbtBM0boy5HRERERFCYl0JhHJxVP4W38adxapad92FhU7sf4798D7bnSA4LLAKBT/aJv8P2Hse76eOTtvBzmtcRf9+fkfnRH2J7j03/3MbB1K06M3W+/lLMNDq+24EO/KMvEhx5keDENkgPYypbiL/7DzFlZ6bhO5XNJO74E9I/+N/YvuPTr3MuxEswoz2YoQ5sRUs0Ncw1LwnGwzv0BOn6K+ACy1lEREREJDcU5iW/uXHcNbfhbng/TkXDeR9mxwbxd9xPdvsPo51mXQT8bfdg+04Qu+0zmPEp1hAG5fj7/ozMQ1+a2hZ+qSqcJRtxl4yPvl+gKeGrWT9DcHI7wZGXCI6+iO05+trH9B1n7J7PEn/3H03atcCU1RG/48ukf/i72K5DU37NOWMcMC6m/zi2vKlotnSz5U2Y7oM4p14mWHxd1OWIiIiILHjGWmujLmKu9fQUf5iLx+Ok4h5mpAf/8Cb8fY9jO/ZHXdasuTEPP5OFeAnu5bfjrX8PpqT6vI+3A21kXx5vapcdzWGlxc/UriT+jv+NKVs06bj1s2Sf+gr+rode9QQH07AmnDq/5GqculXTer2g7yTBxOj7K5Adm9oTU1XE3/WHOLXLJ9c5Nkj6/t/Htu0+71Mnrre55mcgM0TQcg22pHbuzx8R09uKLW8ifeOvQiwZdTkFpbq6ekH82yTR07UmuaTrTXJlIV5r1dXnz0CnKcwXqKqqKsyrtr4Kug7j73kUf9+PYaQ3krpmyy2vxay9PdxeLlF23scF3UfIbvkewYEnIPBzWOECU1JD/O2/g1N/6Ws+ld16N9ntP8BdvDEM74s3XPB79mo2M0ZwYlsY3o++hO0/OfM6E2XEb/8CTsPqV73GKJkH/ojg+MvnfNq8hXmA4S5s1VKChivm5/xR8NOY3layG34Gf+lNUVdTUBbimxCJhq41ySVdb5IrC/FaU5gvYucK86fZwCc48iL+nkcJWjfNaxfyOVNWh7fhfbhr34rxEud9WNC2OwzxhzcBRXfp5icvQexN/wt35c2zPlXQfSQcfT/6EsHJHeEI9lyJpYi9/XdwWyZvn2b9DJmH/5Tg8HOvecq8hvnMCFgff8mNEC+Zn9eIgOk7ii2pJX3zpyBWPF/XfFuIb0IkGrrWJJd0vUmuLMRrTWG+iCUSCVKp1HkD/Wl2tB9/30/w9zyK7TyQo+qmzlQtDpvarXrDBbcj849uwd/yXXWmj4zBu/7n8a7+4LSeZdPDBMe2Ehx9Cf/oS/PfZd6NE3vrnbjLJq/ptoFP5vH/Q7Dvx5MfPp9h3loY6SKoX4utXjE/rxGFIIvpPkh2/Yfwl98SdTUFYyG+CZFo6FqTXNL1JrmyEK81hfki5554kZLe/ThX3oFT0XjRx+fTNHxTd2kY4lfcOKlr+tmsDQgOPUd2y3eLoh9AMXBXvxnvp34Nc4G9xoPOAwRHwvBu23blfhmE4xJ74//EvfQNr/lU5on/h7/zRxN/n9cwDzA2gPUSBEtvBKd4+o2avuPYZAXpm38dprG0YiFbiG9CJBq61iSXdL1JrizEa20qYb543l0uQDY9jP/035Pdek/YNXz1bTgrX4c5T2Mqp3Y5zs2/iHfjxyKbhu+0rMfd+EHcxVed9zHWz4bby239z5ltgybzxt/zKEF/G/G3fm6iO70dHSA4tuXM6HvUuwkEPpnH/hKbHcVb+7ZJn4r91K9CvBR/6/dyU0usBDPWhxnqxJZf/IZbobDljZju/bjHX8Rf+dqbJiIiIiIy/xTmi4IlOLGd4MR2eOrvcVfejLv6zTjNV57z0cZxcZdfj7v8+hxNwzc4y28IR+Jf1aBs0leRGSPY+zCZLXfN/3RsmTF7cjtj3/lvOM3rscM92I59YIOoy5rMBmR/8rcwNox31fsmfSp240cx8RKym/55/utwXDAm3KaurAEusiymYDguxMpwjz6Pv/RGuECfCxERERGZHwrzxSYzEk6l3/MopqIR97I34a5+E6b83Hu0m2QF3pXvxrvy3QRdh8an4f9kbqbhOy7Oqp/Cu+qncWqWnvdhdmwQf/t9ZF/5Pq4/DPM57VnmRnr4nA3l8k32uW9g00PErv+5Sce9qz8I8RLs8/84/0XESjEj3TDaB6mq+X+9HLFldZjeIzjtOwmaN0ZdjoiIiMiCozBfxGz/KbIv/CvZF76D07wuHK2/4DT8FTg3fwLvxo8THHlhfBr+5ulPw3fjuGvegnfV+857EwHADveQ3XYP/o4fhZ2/AWK6JGVu+S/9O2SGib3uk5OOe+veSZAowX/s/8zvzAInBsEAzuApgiIK87hxMA7u0c0ETRvgPL0vRERERGR+KDktCJbgxCthJ/iJafi34TSvO+ejw2n4N+AuvwE70o+/f4rT8OOluFfcjrf+PZgLhJag/xT+1rvw9zwyt1uTiZyH/8oPID2C94ZPYRx34rhz6RuJuQkyj/zZ/PWOMAbcFGbgJFQvB+/cN9MKkS2rx+naj+k5jK1ZGXU5IiIiIguKwvxCM91p+KlzTMPf++NwyvBpqSq8K9+De8XtmETpeV866DpMduv3CPY/mX9rrKXo+XsewWZGiL35NyZ143dX3gzv+F0yD34RsmPz8+KxJIz0YAbbsVXnX3JScOJl0H8C9/hLZBXmRURERHJKW9MVMOfwkyQf/j1saX045XXGzJSm4Z9m/Ww4DX//EzhNV+CuuQ1zgQZYwaldZLd8l6D1BeDCl9u8bxUmC56z5Bpib/vca67Z4NRO0vf/AaSH5ueFR/uw8TKCJdeHDeSKhBnugiBL+pZPY0tqoy4nby3ELXUkGrrWJJd0vUmuLMRrTVvTyRRNcxq+6+GuuBF3xY0XPKt/5EWyW76HPbl9PooWmZHg6Iuk7/s94u/4XUy8ZOK403g58fd8kfQPf2/yzJO5Ei/FpPsxw13Ysvq5P39EbKoap2sfzomX8Ve9KepyRERERBYMdSySycan4ae//znG/vW/kX3hO9iBtik/3doA/8BTjH3v02Tu/4KCvOQle3IH6R/8NnZ0YNJxZ9ElxN/7ZSidhxFmxwNrMQMnoJgmRBkHGy/HPbbpTCNLEREREZl3CvNyXqe74Y99+7+R/v5v4+95DJs595pi62fI7nqI9L/9KpmH/2Qe96wXmRu2Yz/Z+34bO9Q16bhTvZjEHX+CqWia+xeNlWCGOiE9cPHHFhBbWocZOIXTvjPqUkREREQWDIV5mQJLcGIbmcf/irF//nkyj/81wYlwxN1mRshuu5exf/0k2Z/8DbbveMS1ikxD71HS995J0D959okpbyD+3i9jque4WZ2bAD+DmcZsl4LgxsBxcY9uUnNLERERkRzRmnmZnswI/p5Hwm3lYqlwa7n52tJLJAds/ynS9/4W8Xf+IU7NmfBuSmuIv/dLpO/7ArZj39y8mDHgJXAGTuBXLQNvNo0r84strcfpPojpPoitXRV1OSIiIiJFTyPzMnOZEQV5KQ5D3aS//zmCjsnLQ0yygvi7/+i8zSBnJFYC6WHMUPvcnTMfxEvBT+MefynqSkREREQWBIV5ERGA0X7SP/g8wckdkw6beAmx27+As/SauXkd44DjYvqPF92UdJuqxT21DTNYZDcqRERERPKQwryIyGnpYdL3/R7+0cmjy8ZLEHvb7+BccsvcvE6sFDPaixnunpvz5YtUNWa0D+fUtqgrERERESl6CvMiImfLjpH50R/iH3xm0mHjesRu+03cNW+d/Wu4MbABZuDk7M+VT4wJt6k7uhkyw1FXIyIiIlLUFOZFRF4tyJJ5+E/w9zw66bAxDrFbfx13/Xtn/xpeCWaoA9JDsz9XHrGldZjBUzhtOy7+YBERERGZMYV5EZFzsQGZx/+a7Cs/eM2nYjd/Au/a/zK783tJyI5iBk7N7jz5xo2BEwu3qQv8qKsRERERKVoK8yIi52XJPv01si/++2s+4137EbybfnHmpzYG3ARm4ES4xWMRCbepO4TTfeDiDxYRERGRGVGYFxG5iOzmfyHz3D+95ri34Q7ctW+b+YljJZj0YDjdvpjESyDI4GibOhEREZF5ozAvIjIF/ta7yDzxd9hXbSfnXfez4ZT5mXBcMA6m/wRYOwdV5g9bsgj31CuYgbaoSxEREREpSgrzIiJT5O98gMxjfzXpmCmpnl1DvFgpZqQHRntnV1y+SVaF29SdfDnqSkRERESKksK8iMg0BPt+jN+6edIx76r3Q7JiZid04xBkcYpxm7pkJe7xzUXXsV9EREQkHyjMi4hMU/b5b06abm/iJXhXf2jmJ4ylwunomZE5qC5/2NI6zEA7rrapExEREZlzCvMiItNku1sJ9j4+6Zh7xe2Y8oaZndBLhdvUDRbZ+nLHAzeGc/R5CLJRVyMiIiJSVBTmRURmILP529iztpQzbixshjcTxoAbw/QfL7q92W1ZA07PYZwubVMnIiIiMpcU5kVEZmKwA3/7fZMOOZe+AVO7fGbni5VixgYww52zry2fxFJhT4BjLxRdx34RERGRKCnMi4jMUHbLd7FjZ5q7GePg3fDRmZ3McQFTpNvU1eG278AMnoq6FBEREZGioTAvIjJTo/1kX75r0iF36bWYpnUzO1+sBDPcBWP9c1BcHklWYkb7cU5sjboSERERkaKhMC8iMgv+tnuxwz2TjsVunOHovBsHP4NTbCPYxmCTVbjHX4CxwairERERESkKCvMiIrORHSP7wncmHXIa1uCsuGn65zIGvCRm4BRkx+aowPxgS+swg524bdujLkVERESkKCjMixQCa8EG4GcgOwrpYRgbgPRQ0a2vLkT+7ocI+k5MOuZd/wtgZvArNpaCzDBmqH2OqssTjgtuHFfb1ImIiIjMCYV5kahZG4ab7BhkRiA9CKN9MNINI13hf6PdMNoL2eHwscZg4yVggNGeMOhLdAKf7KZvTTrkVC/GXXPb9M9lHDAepq84t6kzPa04nXujLkVERESk4HlRFyBStE6PptsgDGV2/L/AB86Eb2PBOi4YFxwX68YhmQQvhfWS4MbCtdRuLPzc6b8bB0Z6cdp3YUa6IVEZfk4iERx4mmDDPpz6SyeOedd+BH/fT6Y/ZT5eihntw4x0Y0vr5rjSCMWSYH2cYy8Q1K0NlxWIiIiIyIwozIvMlLXgp88EdOtjggBrLFgD2DBwjwd167jglYCXhFhqPJifK6S7Uw85qSqC5o04nbsx/SchVhJO05YIWLLP/3/E3/3FiSOmtBZ33bvwt/7n9E7leIDF9J/AliwqqtBrS+tx23fhD5zAVrREXY6IiIhIwVKYF5mJ7Gg4Hd5LhEE9loJYEuulsF5iIphPhHRn/M/5CGWxJEHDlTixEkzP4XBdfaK8qAJgoQiOb8M/ugV3ycaJY97Gn8bf9eD0u7jHSjBDnWFfhETZHFcaoUQFDJ7CPfEyWYV5ERERkRlTmBeZjsAP9wA3DrZqGUH18nCk3XGjrctxCWovxSTKcTr2hOvok1Uza8Ams5J9/puTwrxJlOFt/Gmyz/1/0zuRm4D0EGbwFDaxam6LjJIxkKzCOf4CrHh9eONJRERERKZN7/RFpsLa8cZ0vdjxqe1B/eUQL40+yJ9mDLa8Cb95IzZZFTbQ8zNRV7Xg2M4D4Tr5s7jr3g2li6Z3ImPATWAGToTLOYqILVmEGerEPbUt6lJERERECpbCvMjF+OkwGGMI6tYQtFyDLc3jdczJSoLmq8L1yOl+yAxHXdGCk938bax/Zvs148Xxrv0v0z9RvASTHgqn2xcTxwUviXtkk244iYiIiMyQwrzI+dgg3CIuM4StaMZffC22ZsV4c7I85yUJGtYR1F4ahqXRPu1Hn0O2/2S4Tv4s7uo3Y6qXTO9ExgHjYvqPF932g7asHtN3RNvUiYiIiMyQwrzIq1kb7vc+0o2NlRA0ridovLLw1vY6LrbmkrB2Lx7uVV9k+5bns+yL/4bNjEz83Tgu3vW/MP0TxUoxIz2YkZ45rC4PeEnA4hzbrBtNIiIiIjOgMC9ytiAbNo8LMmEQXnwttrypcBvJGYMtb8Rv2ohN1YRfW5Gtv85bI734L9876ZC74kZMw5rpnceNQeBjBk7NYXH5wZbU43bsCWceiIiIiMi0FGhCEZlj1sLYAIz1Y0sW4bdcQ1C3Otx6rhgkKwiaNmIrl0B6ANJaR58L2Zfvwo70TToWu/Fj0z9RrAQz2FZ837dEOaQHcU9siboSERERkYKjMC+SHYORLnA9gvrLCZo3Qqo66qrmnhcnaLiCYNFqsFkY7dX05vmWGSH70r9POuQ0XYGz9LrpncdLQnYMM9Q2h8XlAWMgWY1z/KWwr4OIiIiITJnCvCxcgR9OO8+OYKuW4rdch61amj9bzc0H42BrVhI0rsfGkmGXfq2jn1f+jh8R9E8O4d4NvzC9pRvGgBvD9B0Pl4IUEVtSixnuxD31StSliIiIiBQUhXlZeKyF9BCM9mATFQRNVxHUXwHxkqgryxlbVh9Ouy+tHb+hMRZ1ScUryJLd/C+TDjm1y3EuvXV654mVYtKDxblNXawE9+jz6ucgIiIiMg0K87Kw+JnxPeMtwaLVBC3XYsvq83fP+PmUKCdougpbtQwyQ+ENDk27nxfBvp8QdB6adCx23c+Gze2mynEBM75NXXF9n2xpPabvGE7HnqhLERERESkYCvOyMJzeMz49EHZ3b7kWW3vJ9MJUMXLjBPVrCerWhP+PxnrzPygGWUgPhn0ORnsKZJmAJbvpm5OOmPJ63Ctun95p4qWYke7iW1/uJcBa3KPapk5ERERkquY0zB8+fJgtW7Zw6NChiz9YJFcyo+N7xicJGq8kaNoAyYqoq8ofxsFWLydoWo+NlYyvo8+jddnWhssARvtguDO8IePGsNUrsMmqgtluLzjyIsGJyevCvas/NL3lHU4MgizOYBFuU1dWj9O5F9N3NOpSRERERArCrMN8Op3mL//yL7nhhht4xzvewUc+8hG+9rWvTXz+3nvv5X3vex+7du2a7UuJTE/gjwfTMWz1CoLF12ErWgp3z/h5ZkvrCJqvxpbWhcE5ynX0NoDMCIz0hN9DfwybKCdYtBp/8XUES28mqFsTLhOoXBxut5fJ/23bMs+9anQ+WYG34f1TP4Ex4KbCPeezo3NcXcTi5ZAZwj3xUtSViIiIiBSEWaWa0dFRfv7nf56vf/3rxGIx3vCGN2BfNUXyxhtvZPfu3fzoRz+aVaEiU2YtjA3CaC82VUPQfHU4jdxLRl1Z/ouXEjRtOGsd/WDupj0Hfrhu//T0eetjy+oIGtbhL7mBYMkN4dKIVM2ZHQe8BEHDOoLa1RBk8n67Pdu+B//gM5OOuevvgJJpbIUYS0JmBDPYPrfFRc0YSNXgHt8S3sQRERERkQuaVZj/h3/4B15++WU+8IEP8Oijj/LVr371NY9paGhg1apVPPPMM+c4g8gc89NhGHSccC14y9XYktqF2eBuptxY+P+u/nLAjgfkYO5fx9qwIeFYf/g9G+vHOg62cilB00b8pTeHMwWqlkCi/PzfQ+Nga1YUzHZ72U3fwp5Vn4kl8K75mamfwDjgeOPb1OXv1zkTtqQWRrq1TZ2IiIjIFMwqzN9///00NzfzhS98gUQicd7HrVixglOnim+Np+QRG4ShMzOMrVyMv/habPVycLyoKytMxmCrlobT2ONlc7eO3tpwevhob3jOzDA2liKoWUXQck04fb7hCmx5YzgCPZ16yxrC7fZKavN6Hb3tPYa/55FJx9y1b8NUNk/9JPFSTLofM9w1x9VFzDgQKw23qcvm5/dPREREJF/MKswfO3aMdevW4XkXDkyxWIy+viLrviz5wdpwrfRINzZeRtC4nqDhSoiXRV1ZUbAltQTNG7FlDePr6GewTjvwJ75H4U2BDDZVTVC/Fn/J9QRLb8IuuhRbumj2uwskygmar8JWLQ2XCKSHZne+eZJ94V+xZ/UkMI6Ld/3PT/0EjgcWTPfBaHsbzANbWo/pP47ToT4rIiIiIhcyqzCfTCanFNKPHTtGZWXlbF5K5IzT07MzwzDaDdYnqL003DO+vFFT6udavCRcR1+zArIjMDZw8XXpfjZ83HAXjIW/I2xFM0HTBvwlN4Xfq+rlkKyc+4aEbpyg/nKCRavB+vm5jn6oG/+VH0w65F5yC6bu0qmfI1GBGenG6dhdXNPtvThgtE2diIiIyEXM6l30mjVr2L59O93d3ed9zNGjR9m5cyfr1q2bzUvJQmWDcLp0eghGesNwONo90bncljXiN1+DXXTpeAiQeeF4BItWE9RfEd4sGe2ZvI5+0vZxXZAZxHrxcC1789X4y24O17RXNIdbsc33DZfT6+ibNmBjqbxcR5/d8j3s2OCkY94NH536CRwXEpWY/hM43QeKKvja0nqcrr2Y3sNRlyIiIiKSt2YV5j/0oQ8xNDTE//pf/+ucgb6/v5/Pf/7zZLNZPvzhD8/mpWQhCPxwT/ixgfEp2V3hqGp2FOu4YWfzusvC5mhLbsBffgtB80ZIVUVd+cJgTNiPoHkjNlERfo/Sw2GwP719XLKCoG7NpO3jbFk9uNHcaAm329sYTuEf7cmvKenpIbIv/cekQ+7iDTiLN079HG4MYiWYnsOYgRNzXGCE4mWQGQk724uIiIjIOc2qO9i73vUuHn/8ce677z5uu+02Nm4M34S+9NJL/Mqv/AqbN29mcHCQO+64gze+8Y1zUrAUAWvD6c9+JtxOLMiAJZxuHU+GHcmTDWHjtXgpNlYCsZT2h88XqWqC5o04HbsxI73Y0gZsaS02WQ3x0vxb5hAvI2jagNO5D9N3NLzeYvlRp7/9Prwr340pq5s45t3wUdLHthL+UExBLAVBBqdjL36sBFLT2OYuXxkDqVrck1vJrrwVSmqirkhEREQk78y61fef//mfs3btWv7xH/+Rp59+GoDW1lZaW1spLy/nf/7P/8knP/nJWRcqBcrasAv6RHAf74juuODGsIlySFZi46UQK8GrqCHIkBdBSy4gliJo2hCujS+E5Q1unKB+LSZRhtO5H8Z6IZEHfTz8NNkXvkPs1v8+ccipuwRn1esJ9j8x9fPEy2G0B6d9ZzhbJVYyD8Xmli2pwXTtwz21DX/lrVGXIyIiIpJ3Zh3mjTF84hOf4OMf/zg7duzg+PHjWGtpaGjgyiuvJB4vgDf6MjdscCa0+5nw74aw87YTx5bUhNOzT4+2x0teM/3axJIz65guuWecwgjypxkHW7WMIFaK6diNGekBtzbqqvD3PIq7/g6cmqUTx7zrfo70wWemvh2gMZCsChvite8iaFw/+50BomYciJXhHn0ef+lN4J1/+1MRERGRhWjONuF2XZf169ezfv36uTql5DNrw8Z0fjoM7+E8eXBiWC8OJYvCUfd4yfg0+ZJwNF4kYrZ0ETa2Mdz6bKQL3JJog6INyG76FvG3//bEIaeyCXft2/B33Df18xgnDPSDbTid+wjq1xT80hRbVofpPXJmxoGIiIiITJjVO721a9fy+c9//qKP+53f+R0uv/zy2byURO10eB8bgOHusKO8n8bGUtjKpQT1VxC0XIu/9CaCZa8jaFqPrVkR7k+eKFeQl/wSLyVo3AC1K8OdEaay3d48Cg4/R3Bq8r7q3jUfBi85vRM5HsTLMX1HML1H57DCiLhxMA7u0U2Td08QERERkdmFeWstdopvgKf6OMkTp9e6p4fGO8t3Q3YE6yWw1csImq7CX3ojwdKbCBoux1YtDTuGx0sKfjRQFgg3hmlaR1B/+fh2e72RBsbM89+c9HdTUo274Y7pn8hLgJvA6dqPGeqYm+IiZMvqcboOYHoOR12KiIiISF6Zs2n2FzIwMKC184Ug8MEfC7fvsgE4LtZLQtlibLIqXO+eKFNYl6JhjMFWLSGIl2Dad2NGuiFZFY5w55g9uQO/dTPususmjnkb3oe/40cw2je9k8VLYbQX07Er/BlOlM9xtTkUL4P+E7jHXyJbszLqakRERETyxrTfsZ44MXkv4+Hh4dccO833fQ4ePMjTTz/N0qVLz/kYiZANIJsOA3yQDUcnvQS2rAGbqsYmKyBRoSnyUvRsSS22OVxHbwbbwgA53SnucyD7/Ddxll6DGb9hZuIleNd8iOzTX5/+yRKV4w3xdhI0XVXYDeRKanFPvoy/8tZwBpCIiIiITD/Mv+lNb8KctW3YQw89xEMPPXTB51hr+eAHPzjl12hra+NHP/oRTzzxBAcPHqSzs5PKykquvvpqPvGJT7Bhw4bpli1wVtO6sbDbvDHgxrGpKmxJLSQqwgDvahaFLEDxknA/+q79mN7W8GckXpbTbRJtdyvB3sdxV7954ph7+Tvwt30fO9A2vZOd7nA/3IXTuYeg/oqCvTFnU9U4XftwTr6Mv+rNF3+CiIiIyAIw7TB/3XVnpoBu3ryZ2tpaVqxYcc7HxuNx6uvredOb3sRb3vKWKb/Gt771Lb7+9a+zdOlSXve611FTU0NrayuPPPIIjzzyCH/xF3/B7bffPt3SF57T696zo+PhnbDbfLw07DafrMAmKsMRO+3rLgKOR7BoNSZehtO5F0Z7wmn3OVxaktn8bZxVP4UZ31rOuDG8636WzGN/Of2TOW44Qt9/HOOVYGsvKcyfdeNg4+W4xzbjL7sZYqmoKxIRERGJ3LTD/Le+9a2Jj9esWcPrX/96vvSlL81pUevXr+db3/oW119//aTjL7zwAh/72Mf4whe+wG233aZ1+OcSZMM17/5YGOYdDxtLQUVzOAKfqAi3iSvEN/QiuWAMtnIxfrwUp31XuI4+UZm7fdsHO/C334d3VvM759I3YF6+G9t1aPrnc2PgleD0HCSIl2Armueu1hyypXWY3tZw2UDLNVGXIyIiIhK5WXV5evTRRykpKZmrWia89a1vPefxa6+9lhtuuIGnnnqKPXv2cOWVV875axek7GjYdZ4AjIv1ElDaEq57V9M6kZlJVRM0b8Tp2I0ZOBXeBMvRiHB2y3dx17wFkygFwBgH74aPkrn/CzM7YSwFQQancy9+rARSVXNWa864MXBc3KObwj3n9TtNREREFrhZvRtqaWmhurp6rmqZEs/zJv25oBkX63iAwZbVE9Rdjr/4unCf98YrsZWLIVmhN70iMxVLETSux9auDGe7jPXnZj/60X6yL9816ZC79Bqc5nUzP2e8HLKjOO07ITMyywKjYUvrcboPYroPRl2KiIiISOTmJBGPjIzw/PPPc/jwYYaGhs65p7wxhl/7tV+b1eucOHGCZ555hrq6Oi677LJZnasY2LJ6gpqV2OrlYaMuEZl7jktQexkmXp7TdfT+tnvx1r0LU3Lmhql3w8dI3/2ZmZ3wdEO8kW6c9l0ETesj2YJvVuKlMDC+TV3tqqirEREREYnUrN/J3XXXXXzpS19icHBw4pi1dlLH+9N/n02Yz2Qy/NZv/RbpdJrPfOYzuO75uzJXVlbiOMU/Gm39GvyyaiitwHjF0z8gmcr9lmCycE35eitZiS2vxp7cDsPd4VT1eV1H7xNs+Xfc1/3yxBGnYTXepbdgDz8389O6i2CkA/oPYxqvmPS7uhDY6mbo3oPrpTHlDVGXMy25nskmC5euNcklXW+SK7rWXmtWYf6ZZ57ht3/7tykvL+eXfumXeP7559m6dSt/8Ad/wJEjR3j44YdpbW3l537u57jiiitm/DpBEHDnnXeyefNmPvShD3HHHXdc8PF9fX0zfq1CYvr7iKfT2NFRcIOoy5kTyVSS0ZHRqMuQBWLa15tJQf2V4Tr6/pPzvo7e3/EAZt17cCrPNK1zrvlZ0vufATuLn3m3BNr3ExDHVi2dg0pzyJTg9B1jeNdP8C+d+i4pUauurqanpyfqMmQB0LUmuaTrTXJlIV5rU7l5Mavh62984xsYY/jnf/5nPv3pT7N8+XIAPvShD/GZz3yG++67j49+9KP853/+54zDfBAEfP7zn+eHP/wh73nPe/j93//92ZQsIjI7XpKg4UpszUrIDM0uVF9M4JPd9K1Jh5yqxbhrZhlivQS4cZzOfZihztmdK9eMwSYrcI9tgsxw1NWIiIiIRGZWYf6VV15hw4YNrFmz5pyf9zyPz372s9TU1PA3f/M30z5/EAR87nOf4+677+Zd73oXX/7ylxfE9HkRyXOOS1C9HJsoG99JYv4EB54maN836Zh37X8JA/lsxErBZjEdu2Bs8OKPzyO2tA4z2I578pWoSxERERGJzKyS8fDwMM3NZ6Z/xmLh+tGz1887jsOGDRt44YUXpnXu00H+nnvu4fbbb+dP//RPL7hOXkQkp7wEtnJp2OV+PkfnsWSf/+akI6a0Fnfdu2d3WmMgUYUZG8Tp2Al+enbnyyXHAzeJe+AxGFlYU+5ERERETptVmK+rq6O3t3fi7/X19QAcPnx40uP6+voYHZ36utTTU+vvuece3v72t/Nnf/ZnCvIikndseTM2UT7/o/PHX8Y/umXSMW/jByAxy10sTne4H+rE6dgzzzcl5pataMYZOI63/9HcbBcoIiIikmdm1QBvxYoVtLa2Tvx948aNWGv5h3/4B/7qr/4KYwwvvfQSzz33HKtXr57yef/u7/6Ou+++m5KSEpYvX85XvvKV1zzmtttuY+3atbMpX0Rkdrw4tnIJpn0n2NJ53a4u+/w3cZdsnPi7SZThbfwg2ef+aXYndlxIVGD6j2FiJWEvgELocO+4BGVNuEc3ETRcTlB/edQViYiIiOTUrML8rbfeyhe/+EW2bdvG+vXruemmm1i9ejUPPvggr3/966mvr2fv3r0EQcBHP/rRKZ/3+PHjQDiN/6tf/eo5H9PS0qIwLyKRsxXN2L6jmPQgJCrm73U6D+Dv+wnupW+YOOauexf+jvuwA+2zO7kbBy+F032QIF6CLW+aZbU5kqyE4S68vQ+RrloW7kMvIiIiskAYa2c+P3FgYICtW7eycuVKWlpaAGhra+Pzn/88zz77LEEQUF5ezic+8Ql+6Zd+ac6KvpiFsm2B6TlE/Jm/xVa0hG/Gi4C2ppNcmqvrzfS24rTvhGT1vI7Om4om4h/+fxj3zH3YoOsQ6XvvhPQcdHYf7QM3ht98FSSrZn++XPAzmJ6DZNe8E/+yt0ddzXktxC11JBq61iSXdL1JrizEa20qW9PNamT+b//2b6moqOD1r3/9xLGGhgb+8R//kZGREQYGBqitrdV6dxEpara8Cdt7ZP5H5/tP4u96EG/dOyeOObUriL31TjL3/wEE2dm9QKICRntw2nYRNG+EWHKWFeeAG4NULd6hJwnq1mCrl0ddkYiIiEhOzGoI6dvf/jZ79uw55+dSqRT19fUK8iJS/Nw4tmoZ+Jl5byKX3fQtgp5jk19+8UZib/jU7E9+uiHeaA9Ox67Z3xzIEVtSC+lBvL0PFlZXfhEREZFZmFWYb2hoYBaz9EVEioYtbxzvbD/Pe7anh8jc/wXs8OSpZu7qN4f7z8+WccIt6wZO4nTtL4xO8cZgK5fgtO/EPbop6mpEREREcmJWYf62225j06ZNk/aVFxFZkNw4tmppODof+PP6UnagjfSP/hCbGZt03Lv2I7ir3zz7F3A9iJdhelsx/ccu/vh84CUhXoa7/1HM4CwbAoqIiIgUgFmF+V//9V+nubmZT37yk+zcuXOuahIRKUi2vAmbqJj3fecBbMc+Mo/8KfZVNw68n/oUzuKN53nWNHhJMDGczr2Y4a7Zny8HbFkDZrgTd9+D877cQURERCRqs2qA96u/+qvE43FeeuklPvCBD1BXV0dzczPx+Gs7qxtj+OY3vzmblxMRyW9uDFu1FNO2PRydd+a3Z0jQuons018j9vpfmThmXI/YW+8kfe+d2K5Ds3uBeCmM9WLad2Kbr87/rd+Mg61owT2+haBhXdjET0RERKRIzSrMb9p0Zm2itZb29nba2889vdEYM5uXEhEpCLa8Eds33tk+WTnvr+fvuB9TXo931Qcmjpl4CfHbf4+xuz4DQ50zP7kx4fr5kW6c9p0ETRvyfxvMeBk443vP16zMyfdAREREJAqzCvOPPvroXNUhIlIcJkbnd+RkdB4g+9w3MWV1uKt+auKYKa0lfvvvkb73s7Pbg/50h/uhDpzOvQT1l4dN8vKYrViM07Ufb/+jZK94X/g1iIiIiBSZWYX5lpaWuapDRKRo2LLGM/vO52Rk2JJ5/P9gSmpwmtdNHHVqlxN76+fI3P/7s9tmznEhUYHpO4rxSrA1K/I7IDsuQVkD7tHnCRquIKhbHXVFIiIiInMuv4dXREQKkRsL95232XnvbD/Bz5B+8Ivn2IP+qrnZg96Ng5fC6TmAGWyb/fnmW6oK/DTe3gcgMxJ1NSIiIiJzTmFeRGQehPvOV87/vvNnGxu8wB70Pzv788dKwILTuQdG+2Z/vnlmK5dguvbjHn4q6lJERERE5pzCvIjIfHC8cN/5XI7Oc3oP+j/AZkYnHfeu/RncNW+Z/QskKiAzgtO+C7KjF398lNw4pGrwDv4E03s06mpERERE5pTCvIjIPAlH56tyOzoP2I79ZB4+1x70vzb7PehPN8Qb6cbp2g/Wzu5888yWLIKx/nC6vZ+JuhwRERGROaMwLyIyXyIanQcIjmwm+9RXJx0zjkvsrXdialfM7uTGgXg5pv8kZrhrdueab8ZgK5fitO3APbY56mpERERE5ozCvIjIPLLlDdhkFaQHcv7a/s4HyG753qRjp/egp6xudif3EmADTM/BnN+omLZYEmIluPsfwQx1RF2NiIiIyJxQmBcRmU+ON97ZPogk9Gaf/2f8fT+ZdOz0HvTES2d38kQ5ZrgbM3BidufJAVveiBnqwN33cPi9EBERESlwCvMiIvPMlkU3On96D/rgxCuTjjo1y4i97XPgeDM/teOB42F6DkEmz5vhGQdb3ox7/EWck9uirkZERERk1hTmRUTmm+OOr50PIMjm/vWDLOkHvkjQfWTSYbdlA7Fb//vszh0vw4wN4vQent15ciFRDsbB2/cwjEVxY0VERERk7ijMi4jkwMTo/FhuO9tPSA+R+dHvv3YP+sveiHfdLPagNw7ESjF9x2Gkd3Y15oCtWIzTewTvwGN534lfRERE5EIU5kVEcuH06DwRjc4DdqCd9P2//9o96K/5Gdy1b535ib0kBGmc7oP5vx7dcQnK6nFbnw231hMREREpUArzIiI5cmbtfESj84DtPEDm4T957R70r/9VnCXXzOykxkC8AjPUjhlsm4Mq51mqGvxR3L0P5P9afxEREZHzUJgXEckVx8VWL4tu7fy44MgLZJ/8yqRj4R70n8UsumRmJ3VjYFxM90Hw03NQ5fyyFUtxOvfitj4TdSkiIiIiM6IwLyKSQ7a0Hpuqjqiz/Rn+rgfJvvQfk46ZWIr4O3535nvQJ8oxo32Y3qNzUOE88+KQrMI7+Hi43l9ERESkwCjMi4jkkuOO7ztvIx2dB8hu+hf8fT+edMyU1hC//Qsz24PeOOClcHpbC6JbvC2th9E+vL0PRv69EBEREZkuhXkRkRyzpXV5MTof7kH/1/jHJ++77tQsJfa2z89sD/pYCWTHcHoO5X+3eGOwlYtxTm3DPfZi1NWIiIiITIvCvIhIruXR6DxBlsyDf3yOPejXE3vj/5j++YwJ954fOIUZ7pyjIudRrAS8JO7+hzHDXVFXIyIiIjJlCvMihchaGO0Lw0e+bwUm52RL67AlNXkwOg+kh0jf/wXsUPekw+6lt+Jd//PTP5+XAGzYDC/qmxVTYCuaMQNtuPsezv/ZBCIiIiLjFOZFCoW1MDaI6WnFdO3FZIbABjid+zADp+BVW41JnnNcbOVSsICfiboaGOwg/aM/wGZGJh32rv4Q7tq3Tf988QrMcDemvwCayxkHW9GEe+wFnLbtUVcjIiIiMiUK8yL5LjOC6TuG07UXM9pDULOM7PoPk37dpxm75dNkLn8P1ktguvdj+k8UxEiohGxZfTg6n4lu3/mz2c4DZB461x70v4KzdJp70DsuuHGcnsPwqhsEeSlRAYC37yEYy4/vh4iIiMiFKMyL5KPsGGbgJKZzD2awDVtWR+aK95G++dfJ3Pir+MtvwZbVQ6oa/9K3kH7d/yC77gPYRBmm+yCm71h+jPbKhRkHW7U0/DhPvl/B0RfJPvn/Jh0zjkvsLTPYgz5eBumhwmiGB2EzvJ5DeAd/HHUpIiIiIhc1g1bFIjIv/AxmpAfG+sKQV1qPv/wWgrrVYeC7UGfxZAX+ylvxF1+He2IrbutTmJ7D4CWw5Y3gxnP2Zcj0hJ3ta8P+B6nqqMsBwN/1EKasHu+aD08cO70Hffqe38QOtE/tRMZArCycMVLeCKmaeap4jjgetqQOt/Vp/Pq12Npp3rwQERERySGFeZEoBT5mtBdGwsZjtmQRwcpbCerXElSvBG+aITxeir/8dfgtV+OefBm39RlMbys4MWx503hjMskr46PzZqQrHJ13Y1FXBEB2879gyutxL3vjxDFTWkPsHb9H+p7fgvTQ1E4US8LIME73QYKmynD6fR6zqRpM9wG8vQ+Que6/Tf9nUERERCRHFOZFcs0GMNofhrcggFQl/tKbCOovJ6i9BOKls3+NWAp/6Y34zRtxTr2C1/p0OFJvHGxZI8RSs38NmTO2dFHejc4DZH78f6G0Brdlw8Qxp2Yp8bf/Nukf/u7U+zPEKzBDnZjBU9iKlnmqdo4Yg61cgtOxB7f1GfxLbo26IhEREZFzUpgXyQVrIT0YhjV/DBIVBI1X4jeuJ1h0KSQr5+d1vQTB4mtJN63HaduJ2/o0TvcBsDYM9XNx40BmL09H58M96L+EueNPcGqWTRx2mq8k9sZPk3n0Lwjb8V+E64FxMd2HsCWL8n+GiJeARAXuwccJ6leHs1pERERE8ozCvMh8sTbsRD/ShckMY2OlBLWXEDStJ1i0GltSG64pzgU3TtB8FUHjunDE8fDTOJ17YeBkGOoTZbmpQ87Lli7CltRihjrza215eoj0/b9P4n1/himtnTjsXvoG7EA72U3/PLXzJMoxI92Y3qPYRavmqdi5Y8saMF17cfc+SHbjz+f98gARERFZeBTmReZadhQz3A3pwfEGdM1kW64iWHQZtrw5dwH+XByPoOEKgvq1OJ37cFufwWnfBYMnsaUNkCiPtr6FzDjYqmWYoTwbnYdwD/r7/4D4e7+EiZdMHPau/iBB536Cg89c/BzGgVgJTt8R/LJ6SFbMY8FzwBhsxWLcky+HPzOLr4u6IhEREZFJFOZF5oKfwYx0w2hf2BG7rAF/5RsI6i7DVi7Nv1E94xDUrSZYdBmm+wDukWdxT+2AwVPY0vpw2r9Cfc7Zklps6SLMUEd+jc4DtusgmYf/hNg7fhdz1vUce/2vMnZiR3jtX4yXgpFunJ5DBI3r8/8ai5eCG8fb9xDp2lV51c9ARERERGFeZCZsANk0Jj0Ioz3hKF7JIoJVbyaoW0tQs7wwtoMzBlu7imzNJfi9rbhHnsc9+TIMtUHJImyqJv8DVzE5vXZ+uAv8dN5dQ8HRl8g++RVib/jUxDGTqiT2+l8h8/CXL34CY8Lp9oNtmKF2bFnDPFY7N2x5M07XPrz9j5Bd99P6eRAREZG8oTAv8mrWhl26/TT4aUx2LPzTH8NaAIsxBusmIF6Cv+x1ZzrRF2qXeGOw1cvJVi3DX34L7tHncI9vwXTthVTN+Pp+J+oqFwRbcnrtfP6NzgP4ux7EWXI17sqbJ465l7wO/+AtBAeeuvgJ3DhkhsJmeKma/FpOcC6OS1DehHt0U/hz3nBF1BWJiIiIAArzshBZOx7UxzDZ9ERoJ0gD46NuxgE3AV4cmyjDloSB1iarsIlySJRjE+XYVHVxdYQ3BlvZQrbyA/jLbsE9ugn3+Gaczr3YVA22dJFC/XwzJlw7n6ej8wCZJ7+C07QOkzqz7j12y68wdmI7jPRe/ATxCsxoD6bvGLZmxfwVOleSlTDSjbf3QdLVy4vrZ15EREQKlsK8FJ/Af1VYD0fWsUH4eUs4GujFwU1gSxcRlNRC6aIwoI//R7wcmyiDWMmCnFpryxvIXv5u/GU34RzbjHt0E07XPmyiEltal399AIqILanFlizCDLXn5eg8I71knvoK8bd8duKQSVWE0+0f+tLFn++44CZwelvDZngFEI5txWJMzwHcQ0/gr35H1OWIiIiIKMxLAcuOYkZ6zwrrgLGAcyaoewlseUM4dTlVDcly7HhIt4kKiJeFj5XzsqWL8Fe/A3/pjbjHX8Q98iyme394s6Pk9FZlNpzxMPEnr/r76Y/Dx5qJGyv23M99zbHznD9eGt5YKLabLcaMr53vzNvR+eDAU/grX4d7yS0Tx9yVN+Ov+imC/U9c/ASxUhjpwuk5TFB/ef5/D90YpBbhHX6SoH4NtroAZhSIiIhIUVOYl8JiLYz1hXtxOy62tB5bumJ8CnxlOJKeqAjDerw83D9d08LnRqoaf9Vt+Iuvxz2xBbf1GczAyfBzxgDmPH9e+PPWOOHHjgvGBccJv2fGxTru+MfO+OcdrBl/nAG3Yzem7yi2ckn+h8FpCjvb12EG2/JzdB7IPPlVnOYrManKiWOxW36JsePbLj7d3hiIl2H6T2DKG8+6MZS/bEktpvsA3p4HyFz3i3l5k0VEREQWDoV5KQyBH45SjvZCvBy/5RqCxdcQ1F6a/w20ik2yAn/lG/AXXxs2aTsdto2ZCOGnP54I6q95zKs+Pjv4T0Nwchux7d/D9B7GVi0vrkB/enR+qCNvR+cZ7SPz5FeIv/XOiUMmWUHsp36NzINfvPjzvSRkhjHdB7HJqvxfumEMtnIxTsdu3CPP4694fdQViYiIyAKmMC/5LTsajkxmx7CldQSXvQO/eQO2vLm4glshipdiI17rHDStJ+Ml8Lb9B6bnALZ6ZVHNxAibDub36Hxw8Gn8/U/grvqpiWPuihvxL72VYN+PL36CRAVmuBMzcBJbuXj+Cp0rXhLiZbgHHiWovQRb0Rx1RSIiIrJAFc+7Xike1sJoH6ZrP6b/BLaiheyGnyF9y6fJrrkdW9GiIC8TgrrVZDb+HLa0AdN9IGyAWCzGR+cxLmTHoq7mvDJP/T12uGfSsdjrPgklU7gB4XjgxDA9hyA7Ok8Vzi1b1ogZ7ib24v+Hc3LbWb0eRERERHJHYV7yR+Bj+09huvZi0oP4LRvJXPeLpG/6NfxlN0OiPOoKJU/ZmhVkrv4FbOWS8UCfjbqkOWNTNdiyOsgMRl3K+Y32k3ni/006ZJLlxH7q16b2/HgZZmwAp7d1HoqbB8Zga1dhRnqJbfkW3u4fQmYk6qpERERkgVGYl+hlRzG9RzDdBzBuDP/St5G+6VNkN/4CQcMVWhMvU2IrW8JAX3tJGOj9dNQlzQ1jCCqXgvHyenQ+OPwc/r6fTDrmLr8e57I3XvzJxoFYKab3GIz2zVOFc8w42Kql2EQF7r6HiL34T5i+41FXJSIiIguIwrxE4zVT6ZvJbvgwzm2fI7v2XdhKTaWX6bNl9aSv/gWC+rU4PQcLZtr2RaWqsWX1+T06zwWm25dOYbq9l4QgjdN9EE5vXVgIUtXYqhU47buJbf467pHnC6t+ERERKVgK85JbgY8ZbMd07Qun0jdfddZU+tdN2uJKZEZS1WSu+jn8po04vYchPRx1RbNnDEHVkrwfnWdsgMwTfzfpkEmUEfupT138ucZAvAIz1I4ZbJ+nAueJF8fWXorJjuFt+ze8bd+FsYGoqxIREZEip272khvZsfGu9CPYkjqCS9+C37xRzexkfiQryFz1X7BuHPfYJmx5CyTKoq5qdpLh6LwZOAFeIupqzis4/Dz+3sdxz5pe7y67jmD1m/H3PHrhJ7sxyJhwq7qSmvzcju98jAl/n40N4B1+Cqf/BJnL34OtvSTqykRERKRIKczL/LEWxgYww+2AwVYuwV9yA37jOkhqBF7mWayE7PoPgRvHbX0aaxsK+7ozhqBqKe5Qezg6n8eBPvP013BaNmDOml7v3fzf8I+9DEOdF35yogIz0o3pPYatXTnPlc6DRDlB7SWY3sPEX/gG2VVvwV/+uqirEhERkSKkafYy9yam0u/FpAcIGjeQufYXSd/8qfBNbSEHKiksXoLsuvfjr3oTZqgDhrujrmh2klXYsgZID+b3dmhjg2Se+NtJh0yilNgbpjLd3gEvFXa2T+d3j4Dzcjxs9SVgXLydd+Nt/TZ2sCPqqkRERKTIKMzL3MmOYXqPYrr3Yx0X/9K3kr7xV8lc8zGCxnWFNWVWiocbI7vm3WQvextmtDcM9YXqdGd7NwZ+Hq+dB4LWza+ZVu8uvQZ3zVsv/uRYCWRHcLoP5fdNiwsxBltWj61owT3+IsGTf4vTtqNwvx4RERHJO5pmL7Nzzqn01+M3XqkReMkfjot/2dvAS+LtuR8zcBJb3hR1VTOTrMSWNWD6joGbyOueE5mnv46z+CpMae3EMe/mX8Q/tgUuNFJtDMTLMQMnMeWN2NK6HFQ7T2Il2JpV2IE2Yi9+E3/lG8he8maIJaOuTERERAqcRuZl6qwN1+qO9mEG2zA9rZjOvZixfoLG9WSu/a/jU+lvUZCX/GMc/JW3kl33frABpu8othBHSY0hqFxSEKPzpIfI/ORvJh0y8RJib/j1iz/XS4C1mO6DEPjzVGCOOC5m0UpsvAx37wPhnvT9J6KuSkRERAqcRubltQIfsqOY7ChkRsK9um0AGHA98FLYeAm2ehlBRQtBwxXYyiV5PUIoAoAx+EtvwroJYtvvgq5DUNJUeNdushJb3ojpPQLGDYN9ngqOvEh298N4a94yccxdspFg7dvwdz144SefbobXfxxbtXSeK82BkhpsvBSnfRexoQ6yq99B0HJN2CdAREREZJoU5hcqa8NRvcx4aM+OQpAZ/6SBWAq8JEFFM3Z8mqtNVYX/JavCkXe9AZUCFbRcTcZLkNj7fUzPQWz1isK6no0hWHQZTuBj+o9DvDyvu9tnn/lH3MUbMWWLJo55N/1XgmNbsAMX2FPeccGJY3oOh1PtY6kcVDvPvES4J33/cWIvfwe/5zDZy95R+FsnioiISM4pzBe7IAuZkTOBPTsGBGAJ3/x7SWyijGDRqrBLdqoam6rGJsPgns8BQWQ2goYrcGrqsE99HdN9AFu9MgyPhcKNh1+DE8P0tYazZ/I17I5Pt4+/8/cnDpl4Cd4b/juZH/5vwl9I5xEvw4x04fQcJqhbU3izKM7FGGzlYhjtxzv4BE7fcTKXvxdbsyLqykRERKSAKMwXA8vEdPiJqfGBD8aGU3C9JDaWwlYtxZY3YUtqx0fZw9BOorw43iCLTJOpX01m488Te/k7YaCvWQlOAf1adDyC+jUYN47TcwCsD/H8HOENjr5EdteDeGvfNnHMXbyB4PK34+/80fmfaAzESsMZCOWNkKrOQbU5kqwgiKUwPYeJb/5Hspe9FX/ZzYV1DYqIiEhk9I6h0LnxcFTOTUAsiU1VEdSvDbdESlaNj7SPT43P43W1IlGxVUvJXP0LxLZ+58wIfSH9rBgHW3sJgRfH6dwLo/15e4MunG5/Nab8THd676aPExx9CTvQdv4nekkYHcbpPkjQvLGwlkRcjBvD1lyCGWzD2/6fmJ5WsmvfVVw3LURERGReKMwXMFveTPaK92FjJeEoe6oq3J85D9/Ei+QzW95E5upfwHv533A692CrlhfWEhNjsFVLCdwYTvsuGOuFRFX+/S7IjJD5yf8l/q4/nDhkYim8W/87mR/8Duedbm8MxCswQx2YgVPYiubc1JsrxmDLGyFdjnt0E87ACbJr301Qtzb/vociIiKSN4poeGMB8hL4S64naFyHrWyBeKne+InMkC1dRGbjzxE0rMPpORQuVykwtryJoHE9NpaC0Z7xXSjyS3BsK9mdD0w65rasx73iHRd+ohsD42J6DkE2PY8VRiheiq1dhRlsJ/biN3H3PjDe50RERETktRTmRUROS1WRuepn8VuuCZevpIeirmjabOkigsYN2EQFjPTk5R7t2We/8Zpp9d6NH8dUNF74iYlyzGgfpu/IPFYXMccNd1eIleDtuZ/Yi9/EDJyKuioRERHJQ5pmLyJytkQZmQ0/g+clcI88iy1vgkRF1FVNT7KSoGkDTtt2zHAXJKvyq6laZoTMj/8v8Xd/ceKQiSWJ3fo/SH//85x/ur0DXgqn9wh+WUPYG6BI2ZJaiJfitG0nNthGds3tBM1Xa/aVSNRGenHbtocfOx7W8ca30YyB+6q/j38cHjvzdxxPP8siMify6N2diEieiKXIrvtpcOO4h5/ABgGkqqKuanripeOBfidm8FR4Q8KNR13VhOD4NrI77se74vaJY07zOtx178Lf/oPzPzFWAiPdYTO8xvXF/YbYS4bT7vuPE9v6r+N70r89XFIlIrllLU7HLrzd92F6j5zViNMCBqzFGIM1Tvi5C/xnjRP+PnZjWDcGXgI7/nfcRNiz5fSNAvf0jYDTNwU8iKUIqlcUVm8XEZkXCvMiIufixclecQd4CdwDj4H1w9HSQuIlCRqvxOmIYfqOhSHQS0Zd1YTss/+Es+QanIqGiWPeDR8lOPoCtu/kuZ9kTDjdfvAUZrAhbBxXzIyDrVwCo314Bx8f35P+Pdjq5VFXJrJwZEZxDz6Od/DHEGSxNavCEfazWYvFhr1KTv8XBMD4nzb82AQBJsiE/TBsgDn78eP/mdPnwoCZ/BoYE/5eKGvAb7mGoOGKcAZZMd/YFJHzUpgXETkfxyO75p1YL4m39wFMkMWWNVz8efnEjRHUX47jxjA9h8M3i7GSqKsKZUfJ/vivib/njycOmViC2K2fJv39z52/gZ8bh+wITsdufDcOJTU5KjhCyUqCWAmm+8D4nvRvw19yfV7NthApRqbvON6u7+O074SSRee/qWsMYfi+cDuq8ywimt5j/DRmqJPYru9jDzxGsOgy/OarCOrWQCw1hVcQkWKhMC8iciHGwV91G3hJvN0/wPSfKLxREMclWHQZxonhdB8Im+LFy/LiawhOvEJ2+w/x1r1r4pjTdDnule/G33bv+Z8Yr4DRXpz27QSNGyBZmYNqI+bGsDWrwj3pX/ke7qEnCBZdRlCzAlu5BFtalxffU5GiEPi4R5/H3fcQZrg7v7YsdePYimastTDWj3NqG87Jl7FldfjNVxM0XomtaNHvA5EFwFhrp3KTsKD09PREXYLMUHV1tb5/kjPTut6sxTm2mdjOe8DPhlOfC+2NkrWY/uM4HXvCUe9ERX58DV6S+Af/L05l08Qhmx0j/d3/ju07cf7nWQujPdh4OUHT+rxuiJdMJRkdGZ27E2ZHMSO9kB4I/x4rxZbV49etwVYvJahcktf/P2T+6N/ROTDSg7f7ftzjm8ErKYwbuH4GM9wJY/0QKyWovQS/5epwtH4e+2zoepNcWYjXWnV19UUfozAveWUh/qBKdGZyvTknXyb2yn9CZigcqcn3N3jnYAbbcNp3hWs2k1V58TWYpnUk3vulSceCU7tI33vn+afbQ/i5kR5sqiocoY/nyRKCV5nzMH82G8DYIGasHzLD4DiQqCCoWkaw6FKCqiXY8hbwNCV/IdC/o7NwusndrvtwelsJKheHs5gKibWQHsAMdYa9XkrrCJquwm+8Elu15KLLAKZL15vkykK81qYS5jXNXkRkGoKmDWS8JN62f8d07w8DvRuLuqxpsWUN+E4Mp30HZrQbktVz/gZv2jWd3E72le/jXfmeiWNO41rcK9+Dv+2e8z/ROJCqxoz04LS9QtC0Ia+a/OWEcSBZgU2Ob6HoZzBj/TjtO3FPvox149hUdRjsa1ZgK5diy+oi/56L5JXMKN6BR3EPPQFBlqD20tc2uSsExkCiApuogCCLGerE3fcg7uEnCaqXh03z6i+HRIHdpBCRc9LIvOSVhXjXTaIzm+vN9LQS23kPpnMftqyx8Laug3CtZdsOzEhPGOijfuPqJcan2zdPHLLZNOnv/Q9s77ELPzfwwyn3ZfUEDevzbhR6XkfmL8RayI5hxvrC6bfWQrwUW1pPULeaoHpZOPq4EHoOLBD6d3T6TN+x8SZ3u7AldcXXVNNaSA9hhjvCZWIltQTNG8LR+urls7qxp+tNcmUhXmuaZi8FZyH+oEp0Zn29pYfw9j+Me/hpwGIrlkQfiKcrMxwG+qEOSFRGPsvANF5O/L1fwpz15jJo2036ns9eeLo9QJCF0V5seRNBw7rIv5azRRbmX80G4Zv60X7IDIVT8uMVBFWLw2Z6VUvDxln50uhLpk3/jk7D6SZ3ex/EjPRgq5YV/7Uf+JjhLhjtDbcvrV5G0HINfv3aGd3U0/UmubIQrzVNsxcRmU/xUrJr30tQswpv933htPuKlsJaYxkrIWhcj9O+EzNwEuLlkb6Ztad24m/7Pt6GOyaOOQ1rcDfcgb/1rgs/2fEgUYUZOIXjeOFU0kK7uTLfjAOJcuzp5nhBNpyh0bEX99QrZ6bk167C1qwkqFyMLW/UlHwpPq9ucld7aV70D5l3jostq4eyekgP4XQfwunYg5eqxm/aQNB4JUHNSv3uFCkQCvMiIrNhDEHjOtKVLeNvDF8Arw9b3lw4bwy9BEHjlThuHNN3JJySGYtu3Xl287/gLLsOp6rlTInX/ixB62Zsz9ELP9n1IFGO6TuGY1yC+jUKohfieJCqwaZqwr2ts6OY0X7cI89B69Nhl/zSRQT1a8KGepWL86ZposiMWIvTvhNv9w8xfcewFYvntdt7XouXYuOl4Wj9SDfuwR/jtj6DrVqK33INfsPlkLr4yKCIREfT7CWvLMQpNBKdOb/eAh/32Au4ex/ADHdhq5YWVjO2wMfpPoDpPgRuPNI3uKZhDfE7/mTydPv2vaTv/s2LT7eHsFN/ZhBbvZJg0aWRB/q8mWY/HafX2Y6NT8mHsEt+RQtB3Wpsqgq8JDaWglgJ1ktCLJVXyxsWIv07egGZEbz9j+IefhICP9xiVCPQk2WGw2VX2VFIVeM3rCNo2hCO1p/jZ1vXm+TKQrzWNM1eRCSXHBd/6Q0E1Uvxdv4Ap207pKqxJYsKYyTTcQlqL8U4MZyu/WHDtHh5JLXbtt34L9+Ld9X7zpRXfxnuVe/H3/K9i5/ASwAW03MI47jYmksK43uQT4yBRBn2dNfrwA+n5HcdwGnfCRiMAevEwhF+N/zTxlLY01P5ExXYeAnEUlgvFf4ZS4E3/mcsGd44EplnRd/kbq7ESsLeATbAjPTgHn4K9+jz2IrF+IvDTvi2dFHUVYrIOIV5EZE5ZsubyFzzMdzDT+AdeAzTcwBbuawwRiyNwVYvJ/ASOB27YawvbIwXQRCemG5fvXjimHftRwgOb8L2HLn4Cbwk2ACn+wCB44VvUBXoZ85xw5tTZ027tTYAPwtBBoIMxs9iRvvDBlt+FmwWAEM40B+Gfw+cWLgkwolhY0lsfDz8JyvD8D8R9lPYWDJc0xw7PfKv8C/TEPi4R5/D3fsQZrQXW7Ui73a7yEvGwZbUQkktZEYxA6fwXvkuJKvwG9bhL7sZW7n44ucRkXmlafaSVxbiFBqJTi6uN9N1gNiuH+B07ycoLawt7MxQRzgCmxkZXyed+6nqpn51ON3+rKmwQfs+0vf8ZjhSPBXpIQgy4YhSRG8+C3Ka/XyYFP6zGD/8kyBzJvxbizEGi8VgXhv+vSQ2WUnQuA6/6Srtl/0q+nf0LCM9eLvvwz3+YjjiXNaoG3qzYQMY6cUMd0K8FL/lGso23E5vUBJ1ZbIALMTfbdqaTgrOQvxBlejk7HpLD+Htewi39RmAsOFSoazTHOkNt64b6w8bIUUQ6L0bPoq38acnHcts+hb+S/8x9ZOMDQCWoGFd2J09xxTmZ+jV4T/Igp8JeyL4o9jyRvwlN+C3XKNGXeP07yhnmtzt+iGmf4E3uZsP1sJoL2awjXhlAyP1G8KRek2/l3m0EH+3FXSYv/fee3nxxRfZvn07e/fuJZPJ8KUvfYn3v//9F33uQvtGF5OF+IMq0cnp9WYtzqlX8Pbcj+k7Ho4QF8qby7FBnLbtmJHucITeyfEKLTdG/AP/B6dm6cQh62dI/+f/wnYfnvp5RvvCvgCNV2JL6+a+zgtQmJ8HgY8ZaseM9ROU1IZ7ZS++LpKbNflkwf87errJ3aEnwAZqcjefrCURDJLpPo4tqSG77Gb8JTfoxprMi4X4u20qYT5v9+v567/+a/793/+dEydOUF9fH3U5IiKzYwxB03rS138Sf+n1mMGTmP4T4QhHvkuUETRdhS1rgNHecGQ0l/wMmR//H+xZ0+qNGyP2xk+PN7qbokQFBFmcth0w0j33dUpuOS62vCls2mgt7r6HiD/zN3ivfBfTc7gwfrZkTpneo8Re+AbuvgexiTJs9XIF+flkDKasjmDRZWAhtus+4s/8De7+x8ZnQ4nIfMvbMP9Hf/RHPPbYYzz33HP8zM/8TNTliIjMjZIashs+Qnb9h7FeHNO1L9wCKN/FkuGIdkULpPvDac45ZNv34W+9a9Ixp+4S4u/+IiQrp3YSY8JmftmxcKeB0b55qFRyzjjY0jps7WVYL4F76Aniz30Vb8u3cDr2Tm0rQylsgY/b+jSxzf+A07k3bHKXUrf6nDEOtqyeoHYVJpvG23l3GOoPPwWZ4airEylqeRvmb775ZlpaWqIuQ0Rk7jku/tKbyFz/SYKGKzC9R8J9ffN9JNGNh2vOq5aF+45nRnL68tkX/pWgu3XSMadhNfH3/RmmsmlqJzEGklWY9HAY6McG56FSiYQxkKoJQ32iAvf4S8Q2fY3Ypn/AObkt9zNKJDdGevBe/le8bd/FBFlszSp1q4+K42LLG7E1qzBjA3jb/oP4s3+He+S5nN8AFlko8jbMi4gUO1vRTOaaj5Nd+27wM5ieg/kfOByXoG4NQc0lkB3J7Ru0IEvmkT/HviqAO5VNxO/4c0zD6qmd53SgH+3HaXsF0ho5KirGQLICW7sKW1qH07GL2Iv/RPy5r+Ac2wyZApgJIxdnLc6p7cSf/xrukU3Y8iZseZO61ecDx8VWtGCrV2AGO/Fe/tfw5+/4i/n/b5xIgVGYFxGJkhfHv/QtpK/7r9iqZTjdB/N/+rdxsLWXYKuWQnowp2/ObPdh0vf8FnagfXJJqQri7/4izoqbpnYi40CqGjPSG47QF8JSB5m+eCm25hJsRQum9wixLf9yZvqvZmUUrswI3u4fEnvpnzHDHdjaVYXTUHQhcWPYqiXYquWYvmPEtnyL2PN/H86UmerWoiJyQTluSZwblZWVOI7uUxSqqXRuFJkreXO9VV+HXbKWYMcPsft/AsPDUL100v7q+cYuWY91gN6jEKsO9wHPhcGTZH9wJ95bfxuz6JKJw8ZLEHvrnQTP/xPBjh9O7VzeIhjuhq49mMVXYabTUG+akqnkvJ1bLiYJ5VXYbBr6T8KuuzEnnoMVt+Asuw5TZFtq5c3vtTlk00PQewzbexR7dAu2bRdU1GNKa6MubcG7+O+2JJRVYDOj0HsMXvlXTMflOJe9GRoux+g9u0xRMf5um62iDPN9fXk+qiXntRC3nZDo5OX1tvytOMlGvN33Y46/gq1Ykt8jTtWrcMZGMINtkKzOXefoTAf+PXcSe+tncZdeO3HYGAf3xl/EpmrJPvsNYAp9CGLl0Hsc6wcEDevAjc15udqaLo+kGiDhYwbaMZu+jd3+I/zF1xbNtnZ5+XttJjLDOH3HMf0nMN0H+f/bu/cwOcoCXeDvV9X37rkmk8k9Q0ImCYnBJAaBlVvAIKCCnEVA8KgcXC+ry+I5Ki4g6i4r6j4uR3YBdZ+zgMKuoKAsuhLuIJAASUgCJOY6SWYmmUzm2jM9fav6zh9fVU/1dM9Mz61v8/6eZzI91dXV1d1fVfqt76Z3HwZiYQgjAam71WCcmgfgcVVQYz63heYDiQjEkW3A0Z0w61cieco5kLVL2EWCRlQ257YxyOXiRVmGeSKikiUEzDmnI1E1H/qeP0Bv3Qa4/MXbF1T3wJy1EpqZhIh0qvmFRZ5qWZJRJP777yHP/TJcKy5Ou8t1+hUQoToknv8xYMRH3o7mArzVEOHj0DQXzFmncTqrcmdNaydD9RCRDuj7NkE/shnG3PerUF+9qDiPt3IW74fW2wrR2wKt8yC07iNAtBcwk4DmBrwVkBXzIDm4XelzB9RAhfE+aMfehqd9N4zZp8No+JDqvsVjjyhnDPNEREVIBmYg+f5rIWcsgb5vE0THPhUwprAZ+Li5fTDrV0I7tgMi2q1q6PP1ZUyaSL70L5DhE3Cf8em0u/QlfwERrEH8j3eqUDAS3QV4KyB6mqEJHeas5fm7KEGFY01rh8BMINoF/dDL0Ju3wqg/DeaCM2HOPJXlYKrE+6H1tqjw3mGF91gYMBOA7gG8lZCV8zkyfTnzhCBnLAWivdCPboHe9g6MuWtUqK+cW+i9IyoJDPNERMVKc8FYdDbM6kVw7X4S2on3AP8MyMCM4qu58IRg1q+EfmwHEOsGvNV53Udj26OQ4Xa4z/8bCEfffW32afBc8UMkfn8HZLht5I3oHsATgug5DE3TYc5cyiA3XdjT2vlqgFgYess26Md2wpy5FMbCs2DOWjEl3S+mlVjfYM17x35oPc1ArFcNhKZ7VM171Xx1m6YXXyWktwKI9kBvegX6sR0wFqyHsfBsyNCsQu8dUVFjmCciKnKyah4SH7gB+sEX4Tr4IkTXQVVLrxXZKdxXrZrcH98JxMOAtzKvT2/uewGJSAfcG/8Owjs4zoBWPQ+eK/8J8f/+HuSJfSNvxOUFICG6DkFoLsjaxcV34YSmjj2tna9S1Ry374HWvgeypgHJRWfDrH8f4OZAhjmJ9Tlq3g9A6zlq1bw7w/sChndShAD81ZC+KoiBTuj7n4PevA3JRWfBWHim6sJFRBmElDKH0YHy77HHHsPWrVsBAHv37sW7776LtWvXYtGiRQCAdevW4aqrrsr62Ok2OEI5mY6DW1DhlGJ5007uhWv3U9A6D8GsnJP3wJwLET6mpnsTOuAJ5f/5axfBc+kdEKG6tOUyEUPi2R/CPPzG6BtJRAAjBnPmsknpP80B8EpYMgoRPg6YCcjK+TAWnQVjzvsBb/7Ldi4Kdl6LhVV477Fq3ntb0sK79FYC3gq2cCgzU3ZukxIichIi0gkzOBNGw1/AmH8G4Cu+//MoP0rxO9tE5TIAXtGG+VtuuQVPPPHEsPd/4hOfwF133ZX1vun2QZeT6XigUuGUbHmL9cH15/+G3vSK6lPqCRR6j9JJCdFzBFr7HkD3AW5//vchOAOeS+6ANvOU9F0zDSRf/RmMd/8w+jbi/YCZhDlrhWr+OwEM82XASKhZGxL9kME69eOrVrWJniCkJ6jmtXcP3obuyXvLjryd16K9Vs17K7SOfdB6W4FoGJAGoHtVs2mG97I35ec2aUL0nQBiPZAVs2E0nANj7tqivZhGU6dkv7NNQEmH+YmYbh90OZmOByoVTkmXNyMO185fwXXkDZi1pxRfU1UpITr2Q+vcD7hDhRm4z+2He+O3oC9Yk3FXcvuvkdzyEEadui4WBgCY9SsnNG0Zw3wZMQ2IgU4gGQWMhBptXQiosqSp8Kp7AN0N6fZD+qoh/TWQvioV9j1BwAr80hMYDP2TZMznNSnV60hGIYwYkFQ/IhlVv42Yeq3JOEQiAsT7IaLd0MInVHca0wBcVnj3MLxPN3k7t5mGupgWD6vxLbwhdVwFZqhWH56QWuYJAfbvYhwwlsatpL+zjROnpiMiKle6B8nTPgERC0M7sVtN81NM06kJATljCaSRgOhuUgPJ5ftLfmIAif/+LnDeV6EvuzDtLteav1RT171wtwpjw7EGZdJOvAdT09XI5zS9jVQOTEONxm7EIYwERDQM0d+hwjJM50as0K+Cv/QEHKG/MlXDb4d/dQEgMPwxZAdyIwYZTkD0nFDhPBlV+2IFcyRjEIkBIN4HEe9X4TwRgTAS1r4nU7+FmYRMtSoQAEwICEjNBWguFZaKcewOKk+arka4N5MQ0R6IgW5VY28kVPm3i6rmVjMg6B517PhrIQO1qW4e6niyA38FZ0ugksczMBFRqfKGkHzfVXBvfQCi+xBkzZLiGqxNaDDrGqGZCYjeFsBXnf8v/qaBxAt3Q4ZPwPWBa9Pu0peeBxGcgfgf/0E1qR+OtxKI9UBrexfGnNWAv3aKd5pKlqarH5dv5DYfpmGF7ziEmbCCSTtgxAFICKh8As0K/ZpV0+8NqdDvq7SCeQQi3g8kBqxAnoTh1uEZiGQJ5IqQSAVytb/qt3T5HH+7IIWecT4pu6acVHo0l5rRJRtpDh5XRlwdV+ET6gIbAz+VKTazp6IyHZvQUOGUS3kTXYfg3voQRLwfsnphoXcnkxGHdnynqkXx1xZsujd92UVwnfcViCEtGMzOI4j/4TtAX/vwD5YSiHZDevwwZ58O+KrG9NxsZk9jJqXqf24M1vTDiFtN+xPqOBoSyqWmwxsIIhYzBoN5MV3go7JTcue2IYEfRhxIxkcI/F7VcsYO/L4qyMAMa7pKhvx8KpfvbGPBPvNUcqbjgUqFU07lTTu2A+63/0PVNBTjvLyJAWjHdkAMdKkphgoU6LX5a+DeeAvEkEEDZX+nmrru5IHhHywlEO2C9FaoQD+GAZhK7gsvlSyWNcqnsixvowV+TVPTVTacA3P2Kob6PCmn72y5yiXMF+bbFBERTSpzzulILrtEDQ4U7S707mRy+2HWr1KDZEW7rTbE+Wc2b0f8d9+C7O9IWy6CtfBc/n1oC9YN/2AhAF81RLQXWtsuINY7xXtLRER5JzQ1eJ63Qg2wVzEHsmYR5IxTIWcuhaycD9FzFO5tD8Gz+T5oLdusLjJE+ccwT0RUJoxTzoGx+Dxr+qxIoXcnkzcEs36Vmqou1lOwQC87DiL2xNdhdh5OWy7cfrgvuR36io3DP1hogL8GYqAbevOb0NreA6K9BXstRESUZy4vZHUDZNUChnoqOIZ5IqJyITQkGy+FMX89tO4jxfmlwl8Nc9Zpqi9vPFy4/ehrR/y334TRsjNtsdB0uM/7Klzrrxv+sUKz+v67ILqbVKg/8V5BWxwQEVGeMdRTEWCYJyIqJy4PkiuvhDFrBUTXITVqdpGRwTqYdctV8B1pFPmpFu9H4vd3wNj7QsZdrnXXwH3BzcOPvi+EamHgnwFobojuI9Cb34LW9g4w0MVQT0Q0XTDUUwExzBMRlRtryjpZNV/N8V6EwVJWzIE5cylgxoHEQOF2xEwi8fw/I7nt0Yy79GUb4L70DmDIYHlphADcPlVTr3sgepqht7ylRu+PdBTle09ERFNgaKjf/guGeppyDPNERGVIhmYh8b6rIH1VEL3Nhd6dTEJAVi+CrDkFSEaAZKyAOyORfOMXSLz0r5BDWjLo898Pz+U/AIIzR96EEIDLBwRmALoPItwKrWUbtGNvQ/SfRBlOHENERNnYod4eKI+hnqYQwzwRUZmStYuRPO1yAIDoH2EO9UIRAuaMUyGrFgLxPjUVUAEZu/+IxB//ATKRPs2SNqMB3k/8CGJGQ24bcnlV83u3H6KvDVrrNsgjb6rPQJqTv+NERFR8nKG++yjc29n8niYfwzwRURkz57wfycZL1DRq0Z5C704mocGsWwZZOUeNcF/gPv7mkbcQf/JbkJH0uWxFaCY8l/8A2vz3574x3aOa37sDQLhN1dS3bFOzDTDUExFNDy4vZE0DZOUCR6i/n6GeJgXDPBFRORMCxuJzYZxyLkTf8cL2Tx+O5oJZdxpkcBYQ7Sp40JXt+xF/4uswu9K7JwhPAO5L7oC+7MKxbVD3AMEZgCcEEemAduxtaC1vQYSPF/ziBRER5UlaqD/CUE+TgmGeiKjcCQ3JZZfBmLcOWvfhgjdnz8rlgVm/EtJfawX6wvYxl+E2xH/7dZjH3k1bLnQX3Bf8LfR114x9o7ob8NcA7hDEQNdgqO9tZagnIpouGOppEglZhqPydHV1jb4SFaWamhp+fpQ30668RXvh3vYQtJN7IWuXAJpe6D3KFAurQePi/YCvRg0sV0i6G+4LboZ+6jkZdxlNW2DsfBJm6y4AI/9XqrtdMBLJ9IVmUo0VIE1IXzVk9QLIUP3w0+ER5cDn9yE6EB19RaJJwPI2CZIxiPAxQCYhaxYjeco5MOtXqlZdlDLtvrNBvebRMMxTUZmOByoVznQsbyLcBvfWByD6jkPWLC58WM5moAv6sR2qhsJbVQT7KOA687Nwvf/KrPeaPcdg7HkGxp+fAyKdWdfJGuZTG7BDvQHprYKsXqhCve6erBdA0wjDFeUTy9skYqgf0XT8zsYwTyVnOh6oVDjTtbyJjgNwb3sIIhmDrJpf6N3JSvSdgNa2S1V4eysKvTsAAH3lZXB96K8gRPYeatI0YB5+E8aeTTCPbE3r+z9imLeZhhXqk5DeSsiqBZAVs/lFjsaE4YryieVtCjDUZzUdv7MxzFPJmY4HKhXOdC5vWss2uHf8J+D2QwbrCr07WYneFmht7wKaB/AECr07AACt4Uy4L/hbCG9wxPVkfweMPc/C2PMMZLgttzBvMw0g3g+YCUhvCLJqIWTFHMA1vb/IUW4YrqaYlEAiolrOaO4iaDlUWCxvU4ihPs10/M7GME8lZzoeqFQ407q8SQn9wAtw7fkvyEAd4Kss9B5lkhKiqwnayT+r6d1cvkLvkeKtgN54AfQVF0OrXTjq6kbz25B7n0Vy/6uqSX2upKlq6o0EpDcIWblATeFXLO8DFSWGqyliGhCRkxA9RyEGegChQepuwBME3EFIt08NbObyArpPXXwbphVPOWF5y4NkVM1+YoV6Y8EHYVbNhwzNmlbdsabjdzaGeSo50/FApcKZ9uXNNOB677fQD74IWbUQcPsLvUeZpITWsRei8yDgqSi6GglRvwz68o3QTz0Xwj1yyJYDvTD2vQBj9ybIriO5P4k0VU29EQM8QZiV8yEr5wGjPB9NTwxXk8xIQPSfgOg+ChHtBiDUxUVpAtJQF+ikNRuFhBpYVHNBai51TnUHIT1+QPdCulTgh8tXnAOQjgPLWx7Zod6Iq1Z1vkqYNadAVi+CWTlHdctyF0crtqkwHb+zMcxTyZmOByoVDssbgGQM7rcfgd6yFWbtkuK8ym8a0Nr3QHQfBrzVgF6Eo727/dBPPUfV1s9qHHV18/huGLs3wTjwJyCZ4xdhaQLxiAr11hc5uANWTaAX0D2QLk/q9nRv/jtdMVxNkmQMInxc1cTH+1Qtuyc08mwTUloB3wr5dtC3v2oLTT1e01Ww9wQh3QEr4DvCfgk132d5KwCrq4eI96nWW6ah/u/2VsCsmg+zdjFkxWyYFXMAX3XJlKXRTMfvbAzzVHKm44FKhcPyZon2wLP1QYiO/ZAzTi3OpqFmEtrxXar/oK+mqGu1xIwGVVvfeAGENzTiujIegbH/ZVVb374vtyew++yaSUAmVW2ggPpH6CooaG5V++cJqOa/useqGXSE/SJ+D2n8GK4mKB6BCLdC621RF890N+AOTvx4kTK9Nt9MqhAmzcHjN1Wrb40T4gmmAr60a/T14mq+z/JWJJIxFe5jYcBMqADvCUEG62DOOBVm5VzIirmQwZkle+6fjt/ZGOap5EzHA5UKh+VtkAgfh/utf4foP1G8U9YlY9CO74Tobwf8tUX1hTYr3QPtlLOgr9gIfd7qUVc3Tx6CsWcTjL0vqGb1YyVNKxzYNYOGFfattC9kKuxDWDWDbr+q5bdq96XuUTWDukfVIBZjOaARMVyNg5RAPAyttxWi9xiQHFDB2R3I33nGPn5TId/6bR+Cwg76bnXceux++j5I3Zuq3R+x5cAUYHkrUmYSiPVBxMNW6y+punz4q2HWLoGsWqCa5odml8zgqtPxOxvDPJWc6XigUuGwvKXTTu6De9tDasC1Ip2yDokItGM7VN9VX23JhE19xgKIJRdAX34RRGDk/5xlMg7z4KtqirvWdyZvJ5xNgNMCvwlAWqFBs2oHdat20A+4/FbtPpvylwKGqzGQEoh2Q+tphug7YXVhCQAuf3GV7dSxmxwM/BnN962w7/IOab7vCPtTcMyyvJUIq5uWiIetKVClavHhrYRZsxCyugGycg7MirnAKC3KCmU6fmdjmKeSMx0PVCoclrdMWvNbcO/8lbqCH5xZ6N3JLtarAn2sD/BWFmc//yFSU9NpOrSF66Gv2AhtwVqIUZo7mj2tqm/9n58DBrqndifTmgE7Qv9wTfl1jwoN3gqrFtNvNQkun8G9ShHDVQ6kCRHpgOhphug/qcKxJ6guUhVTiM9FRvN96zdMQAp13KaOWbe6WJFqvu8bHHPD5R3XccvyVqKkVAPqWU3zhZlUgzZ6QzAr5sKcsVg1y6+cA+kvjgvn0/E7G8M8lZzpeKBS4bC8ZSEl9APPwbX7KTXtjbcIp6wDgFgYWsd+iL429UXVW1HUze6zzjMfnAF92YXQl2+EVlk/4uOlacA8/AaM3U/DPLrdqk0vgLSm/EnASAKwRvKGUAN3aS5ITwDwVkC6HTX7Lj+b7ucBw9UITEONTN9zFCLSBUCqQe2KbJaMSSXlYE2+swk/BKzh9wcH5Us13/enAn6qr/4wg/KxvJURIw7E+9SF8mR0sN99oNbqdz9PhftAnbqInudz+XT8zsYwTyVnOh6oVDgsb8MwDbjefQL6oZcgqxYV7xRo0lSjTXcegIiFAXeoaPc1a5hPEdDmn65C/SlnQozS0kD2tcP48/MwOw5CRrqA/k7ISCdgJCZ/x8dCmmofnKN4w24G7AJ0l6oN9FaoJsBuP6TLrz6zUqwRLVIMV1kYcYi+NjW9XKxXlTV3aMytekTFLGgL1qo+67F+yFgfEOtTv+P278gUvYgpYNfqZ4T9IYPyCZeq1fcErKn2AirQuX0sb+XMNIB4v9U03xrHxe1Xs6hYA0NKT0C1zvKEBsdwsC8ApWZo8A222prARYDp+J2NYZ5KznQ8UKlwWN5GkIjCveMRaK3b1YB4xdyUPRmF1nkIordZffnwVhVdM++Rw7yDrxJ64wUq2NcuHNNzyGgYMtIFGekA+rsgIyrky/5OK/R3qN9GfJyvYpzsmsHUTwKATJ+T226y7wk5BuVjk/3xYLhySEQhwscgeptVbaPmsqaXG0OZ8lVBX/Ih6EvPhTb7tFFXl1YAUkF/SOCP9UHG+4BoX2lcCHAOyiedffUBuH2Qodlw1y1CDEU2xgBNDXtKvGQ0vUuH/QNgsMUHUud3u+WHOtfbFwGs8703ZLXgGu4igFe16tLdqKmtnXbf2RjmqeQwXFE+sbyNYqAbnm0PQnQcKN4p62xSQgx0QnQcgIh0qJpeT7BovmDmHOYdRP1y6Csuhr7kQxCT2OJAxvqsgN8JRLogrZBvB39ErPCfjE3ac2bfEeegXs7afEDVCLoAzZ3ZZN8ehZ9N9rNimAcQ77dGpm9R0zimzgc5nsPcfjUTxdLzoM07fdSxLSZLThcCYn2QfSdhdjYB/Z152a/MHZVqxP/EAHSPF0lPJWTlPMhgXd5H06ci5Wz1Yf0I55SMznN+KonaLbn0wQsBuit1EcBXMQMDpg5j7hqY8z9QqFeWVwzzVHIYriifWN5GJ3pb4d767xD9HZA1pxR/eDKTED0t0LoOqS/x3sqi6A87njCf4glAX3KuGjRv1tLJ3bERyFifCvmpgN9p/d2hLgb0tQORTvXFbNKf3Bzsk28mBkfuFshssu8JWv3y/akanKIvp1No2oZ5KdXgmD0tEH3HVZ9fl9+aXi6H8qC7oS38APRTz4O2aD1ECUzXJaNhyM7DMDsOqd+dTZCdR4DEQN72QRcGjIFeQEpV21oxD7KiXl08IRqrES4CeNw6El3HkDx1A5Krry70nuYFwzyVHIYryieWt9xo7Xvh3v4QYBqQlfMKvTu5ifdD6zwAET6u/vZWFrRlwYTCvIOYsRj6sg3Q6k4FAjUQgRkQbu8k7OH4SNNQtft97Y6fk+p3WP2NWHgSnzBLk/1UyNdVTb7LY4X80LTslz/twrzdKqenGaK/XY3b4A6o5rqjfd5CgzbvdGinngv9lLMgvKMHUBnthXnyAIQ7AHhDEF7VVDhftfe5MHuPQ3Y0QXY2wew8rG73tE7JwJmpc5tpqAuoRlw1kw7NgqyYA+mvKe5WXVQyfH4fYi3vwVj4QYZ5B4Z5KioMV5RPLG+5046+AffOR1VICswo9O7kRko16FXnQTUvfQHnj56sMJ+VJwARqIUI1ALBWohADURwhvqdWlY7qU31x0ImooMB3/rBkPA/4cH77Cb7dk1+amoupPfL94YgPRUq5Nsj7Lu8ZRU2pk2YNw2IyEkV4iMd6vN3h3KaS13UL4N+6nmqC0tg9C/LMhGF2bQZxr6XYDa/7egf7OD2p8J9KuAP/e0Jqt++CuvvEOAN5uVCgEzGIbuOqoDf0ZSqyUdkYv8HZpzbrCnPkIwAQof0VVlN8GcBJdDagYoXw3x27NhCRESjMuevRzLaDdee36svy96KQu/S6ISArJgNGaiF6DoMrecIEO0EPKUxN33O4hHIeASyu3nk9dx+K+TXAsGa1AUAEayd0tAv3D6ImvlAzfxh15GRrozAnxb2I91wdKzM8iRCNb/XXAAc++/oly+MOBA+ASGPWSN1a6q5vu5Rg6J5rIGYnLX5ZRTyS540gWQcMKIQsX41qN1At7rPExy1O42oWaj6wJ963qhTQQKANBIwj25TAf7wG6OPIZFQfchlX/tIJTW7XC4EpH5XQFTPg/AExvQUwuWBqFsC1C2B89KBHOixmuerGvxUU/3xjpkhRGoQSxgJiGgPRKQT8ARgVsy1muBXTItWMkT5wDBPRESjEwLGkg0QA93Qm16B1BepZqylQPdAzlwKI1QHreOAaoqruabfF8rEAGR3c26h3wr5SIX9miHLZk5q8361/RpgmDEBpJFIhX30nYQMt8E8eRBm+96RBwFLC/nODQ72yxRGAuhvB/qOq4wPoZrr624VEj0VkB6/o18+R9ifElKqVhXJGEQypsKkEYNIDKhpsZIDEKZj+jRNVxcVRxhwTVTUQzv1HNUPfkZDDrtgwmx9B+b+l2AcfA2I9U3iCxzBmC8ECIiKWRAzGiBqF0GrbVC3q+aOuZZf+KugzzsdmHd6apmUJmSqqb7VF7+jCbL3+Nia6utuQK9Wj0lEoHXsB7oPQwZnQlbMVa28eCwRTQib2VNRYbNnyieWt3FIDMD99iPQWt+GnLGk9EYuNg01VVXXQTVVlSeUl4sSU9rMvlC8FRChOoiKOvU7NNP6rX4QqMlP8+H+Dpjt+2Ge2AfZvh9m+z4g2juBDZqq2b9z5GVA1eZb0yxJT1BNr+S2mum7vKqG3+UFtMIOwFfUzexNQzXBNmIQyTiQjKrgnugH4hF1YUXac51Lx1znLmtMBGuKK6EP/x77q6Ev/gtVCz97RW67dWIfjP0vwTjwSuFGiJ8MuhuiegHEjAYr4FtBP1g7KZuXiRhk1xGYJ/bCbNoCs3UXdB25n9ukBIyY6lsPAemtgKyaDxmaVToXh6lg2Mw+O4Z5KioMV5RPLG/jNNAFz9YHoXXshxmaDfirC71HY5cYgNZ5EKLXGhTKWzmlNURlGeZHo+mqFt8O/MEswd8bmpKnluE2mCf2wWzfD3liH8yT+yc+h3e2EfZT9agiFTSl5gE8fhX2rXmTpcurmoHnoVa/oGFemmoANLt23VA17CLeDyQGrPmpjcExDay2EKmpqNIC+xi6OHgC0E85C9qp5+Y8lZzZ1Qxj/0sw97+sBocrZ75KaLWLIKwafHV70YS71MhYH+TRrUgefA3mkW3qQk2uzKRqcWEmVNeWijnq/xNf1fRqMUU5Y5jPjmGeigrDFeUTy9sEDHTBdeB56EffBJIDkJXzVR/JUiIlRKQDovOA6tPp8gLuqZmbflqG+Vy4/Wm1+amQX1EHhOpUH/9JGt/A7G5WNfcn9sFs3wd58uD4+wUPJU3H3MmGql2Wzin7tMGw7/KqwRg9AUjdp2r1XR5A96kBwibYT3/Sw7yUAKT1ukxrDAJDjUGQjKna9URU1a4nBgbnkrbnj7bHJ7BDul3LLrSJHWu6G9rC9dBPPTfnqeRk30kY+1+Gsf9lyJMHxv/cZUFAVM5Wod5Rky8q54yrRY1MxmA2vw3z0OswDr+Ze+sYKVU3A2MAEC7IQC1k5VzOWU8ZGOazY5inosJwRfnE8jZBUkJ0HoRr/3PQ2t8DNA9k5dzS+wJmJiG6j0LralI1S96KSZ+bnmF+vAQQqE4P/BV1EDWLoNWdmtNUYsORpqGaDNu19+37ITsOZR+pfCLs/vnSEfbTaqZlqkZaaroaYd8TgHQH1HR6Lo9Vs+8dfaR2KeH1eRCLRKzns57Xen7h/DstnJuD/dGl3fpgsJuBsFshSOsH1uOdLROcteqpwD6JF8Y0l/r8q+dDW3z2mKaSMw68CmP/S5DH3nPsM2Xl8kLULMisyc9h1H+bNA2Yx96FeWgzjKbNQF97Dg+yxkxI9Kmi5gmpUB/inPWkMMxnxzBPRYXhivKJ5W2SmElordvhOvA8RPdRIDADMjCz9JpKxsKq6X3fcQCaCvWTNJo5w/xUEBBVcyBmLYVWp37EzCUTGphPGgk1onf7vlQtvuw6MiXzcw8+qT3ivjFYo20mU33GBQAprFp93T04xSKkI3APBm+XrsFIJtKDt3VbwFSL7ENTwjpOHaEcVo25EOpvIazjwLlMG3tT+NEITXXLqKxXA9dZv0VFPURlPRCcAZHj88nEAMymLSNPJUdj469WoX5WI/SGD0KrX5bzQ80T+2A0bYZ5aLM6nkZ9gD1nfUx1U+Gc9QSG+eEwzFNRYbiifGJ5m2SxPuiH/wRX06tAtBuyYm5pTGHnJE01N33HQYhYj2p27/JN+MIEw3yeCE3VKtadCjGrUQX8GQ0TaqovEzHIjgNpg+zJ7hbkrYY31YTfcAwOZzfhHxq8NVXWkubwIRwo3IU2X1UqrIshYV2E6ib2ORkJmEe2wtj/cm5TydHEBGuhN5wJffFZELNXQei5tcgyu1tUU/xDmyFP7MWIx9Gwc9bPVC1VSu2CMU0Iw3x2DPNUVBiuKJ9Y3qaG6G2FfuA56K1vA1JCVs2f9GbrUy4Zg9bdpFoamElrgLzxdx9gmC8gzaWaCtedCmHX4NcunNBI+zIRgxzoBga6ICPd1u0eyAH7dvfg8nxNb2YpaFnzBNIDetrtWRCTPK6GmkpuF8z9L+d3KjlK0d0uGMILbdEZ0E85E9qCdTm3jpH9HTCatsA89DrM1l2DM0dkYyTUuAymYc0e4VYXWt0BNauE7lHTkOoeNfaE7uW0d2WGYT47hnkqKgxXlE8sb1NImtBO7IZr/7MQHQcATwiyYnbpNZEc6FJz00faAc2jprIbR20Qw3yRcXkhZpwCzWqiL+qWQquZPyVPJY0kEO1xhH71O/0igLoogGjvhJv0T2pZ01xWMPKoAeaswCQCNVnCej2Eb+pb4shYH2TXERgHXyv9qeTKQEZ5c3mhzV+jgv2iM3IuEzLWB/PwmzAOvQ7z6LbhW1ZIU91nd02R1jSGEICwxp+wZkeQukcNzOoOOGaUsC4E6F5Ad5fe/0nTGMN8dgzzVFQYriifWN7yIBmDfvQN6AdfhNbXBjNUD/iqS6t5pGlA9LZC6zqoplLyVKiR78eAYb4EeALQZi5J9cEXdUuhVdbndRekNIFoOBX2U8HfDv32BYBk1AomHtU0XfcCLvVb8/og4bL+9kCkaiodgdz+W3ersqy7rW0N3geXJ+c+6pP6HiRikOG2wZ/e9N+I9+d9n2h4I57bNB3a7JXQTjkT+ilnQoTqctqmTMZgHt0Os2kzjKY3gFg4t51xjj+RFvZNZA7WqENqLqt232/V7lsDTuqDF67UYI4l9P9VGWOYz45hnooKwxXlE8tbHkU64Tr4IvTmN4FEpDSnsotHoHVZc9NDAu4KaxCw0b/oMcyXKF+l1Tz/VDXI3qylEMEZhd6rkiaNJGRf+/BhfaC70LtIYzCWc5uoW6pq7E85C1rNgpweo0bGf0eNjH9oM9B/ciK765jJYUjoh9UiRmJwgEdNh9SsQSfdfkiXNX2kywfpCbLffp4xzGfHME9FheGK8onlLc+khOhqgmv/s9BOvAtobsjKeaU1lZ2UEJGTEB0HIGK96kug0FXtpss7bJNNhvkyYo+47quCCFQD/moI+ydQDfir1G1vqNB7WhBSmkB/Z3pQD7fBtMN6f8fUzg5AeTXec5uonm/V2J8FbVZjzo8zT+yD2foOZP9J66cDsr8TiHSO3Oc+V2lTSTpr94dMxah7VKD310B6KyA9ITWFHpvtTxmG+ewY5qmoMFxRPrG8FYiZhHZsB1z7n4foOQL4a0tvKjvTAGJhiGgPxEAHxECPmkZJStVkecic4Azz05DuVqO3BwbDPqzAr25XDV4A8FUWpEn7eEgjCcT7s9aqq58TnApuGpmUc1twhpru7pSzoM1937gGp5TSVF1R+jvSfjD073hkYvsKqPO/kQCMOCATapnmUjX3vmo16r4nBHhDpTf4axFjmM+OYZ6KCsMV5RPLW4HF+6EffhWuQ6+ovsGVJTiVnS0ZUzX1Az0QkXaIeER90ROqBkf3BWEYKK0LFpQ/QlOB3l8N4a8ChrkAIPxV6m/dDWkkgGRclTMjDpm6nYBMxqz7EkAyZq0bs/6OQ1qPsR8vh65rxICk+i2TibR1WatOTpN+odIbgrZovaqxn78255HxcyUTA46g35kR/mX/SSDSPbZyLiVgJlLHIqRUx7TLA+mpgPRXA3btvTvA/wfGiWE+O4Z5KioMV5RPLG/FQYSPQd//PPTW7YA0ICsXqH6JpUpKIBGxau27gIEOuMwEjETc+oLnG7FJPtGohDZs2GArEMqnKS1v4xwZf6KkaagLzBlBX9X0m51HRh/bwTQGw72ZBAQAzaNq7/01kL4KSE+Fqr0vpa5mBcQwnx1LDxERFZSsmIPk+z8Fc94auPbZU9kFS3MqO0DVuniCkJ6gam1gGhAiDrPnBESkEyLaDUS7AUhAy2ySTzQq1o7TdJCMwWzaDLNpsxoZf85KaPPXQITq1ECUwRkQwRlqloZJJDQ9te3hmJ1HYLbsUD+t72TOsqDpgOYfHOhVSsCIQySjQM8RiB5rGj3dA+mrhPRVD9beu3z8/4ByxjBPRESFJwTMWachXrsEevNb0A8+D61jL8xgCU5lN5SmQ/hrIIUfsnoRkIxDxHqsJvknIeL9QLxP1dzoXvXD6ZCIiAaZBsyWnTBbdmbe561Qod4O4MFaiNBM9XfAWu6vnNTd0WoXQqtdCLzvY5CmAXnyAMzmHTBbd8I8vlt1a3ESYnCgVGBwGj0jDtF/EiLcZnXLckO6/ECgFtJbOTiw3jjGEaDpgWGeiIiKh8sLo+EvYNSfBtehl6Af2QJETpbmVHbDcXkgXXVAsA5SLnE0ye8GBjogEv3WKPlWk3zdwy9yRETDiYUhY2HIzqbh19HdEIHawdr8IT9qeS2E7h7z0wtNh5jVqEblX3sVpJGAeXy3dfFhB2T7vsyR9oUAhEtduHUH1DJpqnCfiACdvRBCAsIF6fKkBtaDJwTprRi8KEDTHsM8EREVH38NkqddAWPO6XDtfw5a27vqS01ViU1lN5osTfIRC0PEeiAiXRDRLiDWA0ACwq2+wLFJPlH+2YOcJWMQRgJSaICmqabS9rzkwv6bx2fRMRJqasRwG4YfLEyogSgzgn7t4N+V9RCjXFgWuhv6vNXQ560GcD1kPALz2LupZvmy4zCQbS9SY6r41N9SAmYSwogD4eMQva2pGn7pnwEZnAnprwXcvvG/L1TyyugbERERlRtZcwoS6z4L7dhOuA48B9F5APDVQAbryvMLs6YD/mpIf3V6k/xoD0SkAyLWByT6ocK9DtU2H9Z7MeR26v3JdjuXdYmmOdMAklHHtJMuSHdAjedhJtV9yTiETALJJCANCGkMiWlimMCvWT883oqHBKI9kNEeyI6D2VcRGkTdqdDmna5+Zq8Ytc++8ASgL1oPfdF69SwDPTBbd6lm+S07IHuPDfNAYU116gYQVMtMAzBiEOFWiHALoHshA2p6V+mv4Wj50xBHs6eiwtHFKZ9Y3kpMvB/64dfUVHbRLsjgLMBXVRKD5Pn8PkQHohPbiD1KfqxXNclPxgCYgGmq5pnSVH0wpQkhTaviR6qftNtycHtD7hdSQg79HigFICQAYU25pBYLKSA1LT2csHay4Dia/QRYzZyRjAEyCUAD3D5Ifw2kvxbSVwl4QunnHKv2FEYCMBOqFtW6DSMBkYxZoT8KYSQGj1P7uIV9fAGAbtX2W8dQCRxP07686R5o9cuhzT8d2rzVEHVL1QB6YyDDJ2BYTfLNlp1ApDPHB5rWlJNRdVv3QPqqIYOzVLD3BIu23IwHR7PPjmGeigrDFeUTy1tpEuHj0A++CP34LiDWC7j8kMGZg/0Oi9CkhPmxkI7gLk3rb3OYv9UyAcd90sx8fGqZCiHCSAzWWibjEKbhuJhgDF4/AKz+oc4aST29iXIZfeEstGkfrsbCDuLJKGDGVXl1eSG9FZCBGYCvCtJbadWMTgLTSIV8GAkI520jngr9qdp+0xy+th/CceyIwWPM2fpm6P1T0PKG5W0IT0CNum/X3M9oGPMmzK6jqWBvtu4CYn2jP0hKdS5ORNV52B4lP1inmuJ7K0r+PMswnx3DPBUVhivKJ5a30ib626Gd2AO9ZStET7OqUfNVqS/hRdavPu9hPt/s/sSp2slk+t+p2smYCi2moxWBaQxpDSCyhH4G/1wxXI3CaqasajOtAcbcfiA4U9Vq+qoKPzXYqLX9cdVywEwCRtKq6U9CmCbSLtI5L9A5W+EIYf3tbG3jDPvWcTbcRQG71QBY3kblr4Y2932q5n7uamhVc8b0cClNyPYDg+H++HuZI+VnPshqYTKgyojuhvRUQIbqVY29r7IkWrQNxTCfHcM8FRWGK8onlrcyYRoQXU3Q296DdvxtiP6TgNBUqPdWFUX4K/swPxbSHAwqztpJZ1AxnMHfSDVNFqZpBX87hNhN+/XM20XwuRcCw9UQzqbzZtIaZMyrms4HaiG9VYA3VJLhJoPd3cZxzAzW7mdfbl9Qg5kc8mNdIJCG4+KAdWHA3o7uge4PwTCn57E2HqJillVrvxravNMhAqOHNSdpJCA7DsHsPAxp/ZgdTcBA9zAPsC60Jqxgr7nUgKuhWZCBWvV/ZInMlsIwnx3DPBUVhivKJ5a3MhTvh3ZyL7RjO6Cf3AcR61UDVgVmFnRqO4b5cZKmqnk0R2iWnBhQwd+0ayiNwb7IkBAQkNqQsK85BiArM9M+zKeazsdUDbyAanLsqVDdcSa76Xy5S3W1cVwYSEaBSCdE/wm4jCiMRFy9ny4/39cxEjULB8P93FUQ3tC4tiMHemF2Ng0GfOs3EgOOlexjY0CdRzUd0h0AQrPUmBD+6qJr1ebEMJ8dwzwVFYYryieWtzImpdUMfzf0lm0Qvc3qy4uvWtVG5PkLC8P8FHM28zfiVrPkuFXTH02FfjUAmTPwO5saO2v2S7dP/7QM83bT+WRMfa7a0KbzlSpoltDnWBJMA15EEe86BtHXBhHvV8eXZgV7zcX3fCyEBlG3ZDDczz4NYoLzycvwiVSwT4X9rubBLhrJAXWuFBqkxw8EZ0EGZkD6qovuwgzDfHYM81RUGK4on1jepgkzCa3zELQT70I7thMi0gEI3WqGX5mXL5sM80XCNAZDfirwx7PU8htDQr/F7i+cUctfPKONT4swn+oTHLWazgvA5VNTOvprVb93b0VZtrwoNqlzmzStKTQ7B4O9mQA0j5oHXXMXzTFSMnS3GinfbpI/q3HMI+VnI00DsrslrQZfnjwA2dmkujhBAG4/ZKAOMjgD0lcDjDL9Xj4wzGfHME9FheGK8onlbRqK9UE7+WforTugdeyHiIch3UHV/Nblm7KnZZgvIVJaffjtoJ8YvACQiKqaLHuaMSv0C9Mx2rjAYO2+s4bfbto/xYo+zA+daWHoLApDZl4QUkJC2r0mBgdv0z2QnpA16rxV+64XPnBMN1nPbdIEor0QA1awj/VZwd6tujsx2I+P2w+tfhlE7SKI2kXQahsgahZCuCdWe2+TiShk11GYHYcgT+6HbNsLs/MgEOtT89gHrbnsp/D/ypEwzGdXvB0jiIiIJps3BHPeOphz10L0tVnN8LdChI+pGj6fqtkrlQGBaAoIYdVCqWDorPFI3ZZS1dxnNOuPqwH8ElbgtwddM2PWYGPOUDq0Wb+jH3+xBZ1UvY/MDOPZAjmcv+F4zfYGnaOmO0ZO1zRIzaWaZ+tuQHOrv3UXpNCtZtu6+tsTUtNRFtt7Reoz9VerlhI1DUAsbAX7ExCxXsAIq8/S5VMXYPgZ5iYxALP5baD5bcdCAVE52xHw1W9RPW/MtfjC7YOYtRTarKUANqaWy4EeyJMHVMjvPAwz1geZiAGJGMxkTF2oEboaNV9zq2NXdxdVi6VyxjBPRETTjxCQFbNhVMyG0fAh1Qy/7R1ox3dBdB1UfW79M8pibl6aAkIAwgqdbn/2wA845hV31PAn4xB2/2479JsGkLRG7oc1eJ+U6dOApTXp1wafzRmuIQFhAMlE5nI7kA9dnvqBI3ALRwhXFyCEBGTW6crUb6m71fuhuVTNqx3GdT3zNWh2OLdbLbiKrrsCTRKhqUEHfVWQ1Q2OYN8GEQsD8T712bv8DPbjIiF7j0H2HgOaNsOwF2suiOr5EDMWQatZBDGjAVrtQoiK+jE/g/BXQSxYC23B2ux7IE0gGoaM9li/e4FYGDLaBxnvh0xEgUQUZiKqbidjkMkYpJRpF+742Y8PwzwREU1vuhtmXSPMukZg6Yehte+B3vo2tM6DEH3HrKa8M4EJDkRE05BmhVeXb/jAP7RZfzI+WOOftJr1J6JqJP9kMtWsHxgarq3fcKlRx+2/NQ3SrvEfelHA8Tu1zrA/KsCnb8tVsgMFUgEIAfgqIX2VkNWLgHgYItIF0X8CItrDYD+ZzCRkZxNkZxNM53K3H6J2oWqi72yu768c91MJoQH+Kgh/1ZgeJ5NxINoLGe2FjPWp5vzxfsh4RDX5TwwA8ShkMgozEVfhP9UaiGzsM09FhX2YKZ9Y3mhYUkKEW61m+NtVM3xpAL4a1WdwjM0X2WeeJsSeUsruu28m1HKhqRpuIVKh2+v3IxZLZAZxoikwKec2KYF4H8RAl2qKH+2xRljX1eB5updleKr5q1UT/RmqH742w+6PX5j+8cORZhJG6zsIBxcVelfyggPgUclhuKJ8YnmjnBhxaJ0HoR3fBf34O8BAd6p59WBtKBxfNkXaF08pBLxerwpYsFe3a1Mx5PHObYy0HqyQxmbJlI4XjiifJr28SQkk+q0a+zYV7JNq6jS4/Qz2eSUgKuvT++NXz4fwVQDeykkbeG88BgYGEI2W/3mOA+ARERFNlO6BWbccZt1yJJduhN7+Z2jH3oaIdA4Z/AuwG1ALx4BhwjQB04Aw4451ZNr6mX2ah67nXMdez4SQphrpG1m+3Npzp6f6JjuaQ1uDrcnU35n3Db0oQTRt2VPhJSJqyrVk1NHqQR/S1UCDTA1mmHkfW0qMQgjAE1Ldm6rmq/d8oBOirx0i2g0k+qHOTUPGkOCYC1NAQvYeh+w9DjRtGeyPb9M9gK8CwlcB4a1Qt72V1u+Kwfvs8O8LAd6KSZlejwYxzBMREeXKVwVjwRkwFpyReV/aSN7pA4/5qysR6+rKPi0XAJE2EjjSp+dybs+xfWEmrcHV1G81wFrCao5tNcVODABGzBpZ3e6DbfXNlqa6wGDPpS7N1G0hDdU/Me2LsRh8biEghSs1mJn9RVrafcSd9zG8UClJBfd+iHgESEbUYaq7AU8QsnIOzMq56lhJxtQxlRrfIAZhGurYM01rBoP0Y0sdw3ZrGyDzuBoaTp0X3xzTHLr9yMdUhwUlhHrPPUHIyvlAYkAF+2iPYywJq/tJ0kg7p6rHF26KyGnBiAP9HZD9HenjgIxIAJ6AFfCtoG9dBFDLQhA+5wWBSghvCMIbTG3B7GlFTAam4hWVJIZ5IiKiyWCPPJ7tLk8Q8MSHfeh4+rtNqI+cNFMXAVLB33ExwPm3sC4OqAHarL+TMauWMqJ+JyLqYoGZULWWZjI1BztMI70LAqQaGT0j+OtqGjLHiOesbaMplRbcrRp3KVPB3aycC1nTABmqhxmaBRmsAzzB4cujPbaBfVw5Lq6lX3BLv506BpMxIBG1Lr5FrcEQ1cwH6uJbAjCt4ys8YF1k8FqBN6QG6SzXY0WoECg9AVVjDyA1RWQyDpjWjBH27VGniLTnSxxmcEhehJwiEoj3Q8b7ARzP/f8xTYcerIbR0wqzaiHkpT+awn0sLQzzRERE043Qhp1LPdvfObFDvhFXX56TMWsKNhVIhBFX99stBOL9EIl+VdsWj6h1zKQVVuwLAcnhRy52+VSA8YRU+CIaiR3cHeUOgGoq7AnArJoPWb0IsmI2zGAdZGiWCu5jIcTgHNvuSTqu7H13XmBLRNRAcX0noHUdghY+BtHfpo4vAHAHrGMjoF5fubKniPS4AARGmDHCtAaPdEwR6ZwxIjVFZNKa1tHIPO+IoWHf0X2Jpp5pANEeIHwCqFpY6L0pKgzzRERENHGa/aU66BwJIHemMVgLaXUFgBFTFwYcFwhgxCASA9C6miD6TwI9RyBMQzVP9gQhvSHAHeCX7OlMSlVO4v1AIjIkuAdVcE/VuNdBBscR3PNJCLXvVjCX/mrIyrkAoPoxJwascN8GLXwcWtch69johJBJdWy4A5CeIOAOjnk2jpInNMDly5giEnAOSTJkxggjPngBIKm6KiExoJbbLSSkgfSz3NDm/GzWT1OPYZ6IiIgKT9MBLaBCh2PxsBcEpARiYWh9xyHCbRA9R1XAH+gGwq3qgS7fYBNkzltdnpzBPR4BDLupvBXcqxdAVi+CGaqHLIXgPh5uP2TNIsiaRWpO8dSx0aZCfm+LCvjRHqCvTT1GuFL90dXFr2l+bDhbVQDDn4NMY7BWPy3wx1U//uTAMM36rQ2ljYfgCPts1k/jxDBPREREpUcIwFcJ01cJzGxUy8wkRP9JiPBxCKuGUgsfhwi3qi/gQnMEmGlYQ1lK7AEf7SbPjgHlhJm0grvdb9wK7jULIGsaYAZnQTr7uE83acfGUrVMmhCRTgg74PccgdZ9FGKg07r4JR0Xv4KcAm449lgfbt8ozfqzBH4jrsZESDXrt/v7GwCczfpFltp99uOn7BjmiYiIqDxoLsiK2ZAVswFYTZDj/anmx6K3BVrnIVV739fmqMENlf8AYlMpY8R2IxW+xdDlQ2dNgASkSA3wntbs2TlV4pARyc2aRZA1C1WNu93H3c0RroclNMjgTMjgTKB+pVpmxNXFr742iHAbtK4m1f8+fFwFUCEAl9U83xPk2BS5Epo6l7i8IwR+mQr86aE/AZEcGL4fvxSAkIBwW10v3LwoOc0xzBMREVH58gQhaxfDqF2s/pYmRKRDNc3vOw6t6zC0nubBAcSEcAwgFlRjAZQLZ2132tRp6m8xJGxnrAeo90dicGq1jCnVHPOq21MW6m4VbFxe1W/Z5VU1v26fWq65U02cB297AM2tHqu702/rHhWWaGJ0D2Tl3CH97yPWxa8TEOFWaJ1NEAMdQE+HGptC0wGX3/qsdEgEgXjSmn2CU1HmTAg1CKkrcxDS7P34BwO/SAwAA12qa0ksMnjhyx5XQXPxM5hGyuh/KCIiIqJRCE3V5AbrAKyyAkxUBZi+Nqv2vgki0gH0twMwrf7FVu292z+xL8pSwp5XXP02rW/vZvp9aesNriPs+9LC9mDgli4NIh7Puo9CShW6MwK3Zk0NqAO6D9Dt4O2FtAYOg8sHmaoJdKkgmLptBe2sodxaznBRGtwByJpTYNScov6WEoj2QLMG2BO9LdB6W4B4xOru0A8xEEmfjhIYnPpNwtFc3JWaclI6bqddCKBBaf34hwwsao8VEesD4n1qPIRoD0TC+iwErOPRCvh8b8sWwzwRERFNb24fZM0iGDWL1N9SAtFuFe7DxyG6j0DrPqJqKMPRwQGt4KylTmskPsg5p7U9DpbQ1PrC+sm4bX3xHmE9qXsBl8cK215I3Qe4vRBVM5GMJQaDtebKDNq6G9A8mSHcDldENiEAfzVMfzVQ1zi4XJpAMgZ/yIf4yROD87kbscHbyVhqGkrE+yHifSpsJmMQZkINGGeqKSiFmVRdLuwmH/ZNu894KvA7LwQ4LgZMt4tFQlitXHxAcKZ1rc8YfJ9jvcBAt3q/ExFYV1VYe1+GGOaJiIiInIQA/DUw/TVA3XK1zIhD9Ler5vn97RDSVKE8VbstHINUqZpvKcSQ0aodc1MLbbBpemo7Wto2pKYDGG4betYv43pNDYyurvy+XzT9CA1w+yECNZAVqhzmPBWlmVRdWpIxiIzwb00Dl4ypvuOxfoiEfTGgH8JIqMck+tMvBAhAQAzWWg+9CKC5rIsA6S0EyqrGWtMBXyWkrxISc9X7kIxBxMOq9n6gB4hZtfcyaT3GM9j3vpzei2mEYZ6IiIhoNLoHsnIeZOW8Qu8JUWnTXIDHmhrPWpTThQC7D7kj/Kvb0cFWAGmtAfpULXW8HyIRtUaTT1pdAuzWAM6RF+1BF9NDf+ZFgBLpEiCEanXk9gHBOsgaqNeeqr0PA5FOa8C9fvX+arqjaX72C4ZUXBjmiYiIiIiouDn6kEtvRWpxThcCrNYAKvBnCf/27Xi/ag0Q71MtAhIDVpeAaOoiAMzkYP7XPYPN3V0+KwQXcQDWXICvCtJXNdiKIRmFiPcBsTBEtEf1v4/3qZYPQjj63rP2vhgxzBMRERERUfmyWgNITzC1KLeLAIY1DsBg6BfxCMRAN8RApxpTo/8ERDwCDHQCRnJwDA174EiXT83cUIwzYwgBuP2Qbr+qvQfUBYtYn6PvfRdEIgok+qwHWTMWpI3pYd+2ZzOw13GM9UFToghLFRERERERUYFpOqAF1Cj/1qKMiwCmAcR6IaLdKuRHuyH6OyDCx6BFOiFiPUB/m1rPHgPDZTV/t2v0i6nGW3MB/mpIf/Vg7X0iolot2IMYGgl14UImASOpprWEc1pLexYOa1YOAI75LK3BQIUaVyR1AWCYiwH2hQLJwTmzKeowv3PnTtxzzz3Yvn07kskkGhsb8dnPfhaXXnppoXeNiIiIiIimO00H/DWQ/hrVL93JiKcCPuyg33cCWviY1Wf9pKr1B9Ro/ppX9XMvpmb7QqjxDTxBALMyL2Y4p8qUVqC3pikUqXBvpC+XBqRhd1uwLgzYXRic23JOxZkU1sCjrOV3Ktowv3nzZtx4443weDy47LLLEAwGsWnTJtx88804fvw4brjhhkLvIhERERERUXa6BzI0CzI0K325XdvtrM0f6ILoPaZmy4hHgIEuwIzDmqMPcHlVjb7udQzIpxd+oDp7Jg9k1pwP15Vh2C4OzgsDpuMigDTg8rhgtu2DOXPpJO14eSjKMJ9MJnH77bdDCIGHH34YK1asAAD89V//Nf7yL/8SP/7xj3HxxRdj3jyOKEtERERERCXEUdudMUOGNIHokGb7EavZfn+HGpjPmpYvVYOd9Tn0IVP06Wo6zKEXAoppij7nhYEh1waE3wfZ0w54Kwuya8WqKMP85s2bceTIEVx55ZWpIA8AFRUV+OIXv4hbbrkFTzzxBL7yla8UcC+JiIiIiIgmkdAG+6xnabaPeD9EMg4YMTVFnxFXTfWt36nl8X5V+5+IQCQGgEQUwkwCibij2bvq7y4lHF3arXrzVPC3Q799QcAO/sO0BhDD/jH68hEeK0UcwkgMs73pqyjD/BtvvAEA+NCHPpRxn73szTffzOs+ERERERERFYzuAfye4QfjG4k0gREuAmRcDEhEgLh9MSBiTdOXVFP1pW132D+yL89p/WzrxNWUhC5fDo+ZPooyzDc1NQEAFi1alHFfXV0dAoEADh8+nOe9IiIiIiIiKkFCU1PkuX1pETrnCwJSqlHsh4Z55/3ZtjrW5cNs019ViXhPjwr0lFKUYb6vT81jWFGR/cMKhUIIh8PDPr6qqgqaViR9P2jMamqGtikimjosb5QvLGuULyxrlE8sb5Qv1aG6Qu9C0SnKMD9RPT09hd4FGqeamhp0dXUVejdommB5o3xhWaN8YVmjfGJ5o3yZjmUtlwtlRVl9HQqFAGDY2ve+vr5ha+2JiIiIiIiIyl1RhvmGhgYAyNovvr29HZFIJGt/eiIiIiIiIqLpoCjD/Pr16wEAf/rTnzLus5fZ6xARERERERFNN0UZ5s866ywsWLAATz31FHbv3p1aHg6Hcf/998PtduOKK64o3A4SERERERERFVBRDoDncrnwD//wD7jxxhtx3XXX4bLLLkMwGMSmTZvQ0tKCb37zm5g/f36hd5OIiIiIiIioIIoyzAPAmWeeiUceeQQ/+clP8Ic//AHJZBKNjY34P//n/+DSSy8t9O4RERERERERFUzRhnkAWL16Nf7t3/6t0LtBREREREREVFSKss88EREREREREQ2PYZ6IiIiIiIioxDDMExEREREREZUYhnkiIiIiIiKiEsMwT0RERERERFRiGOaJiIiIiIiISgzDPBEREREREVGJYZgnIiIiIiIiKjEM80REREREREQlhmGeiIiIiIiIqMQwzBMRERERERGVGIZ5IiIiIiIiohLDME9ERERERERUYhjmiYiIiIiIiEoMwzwRERERERFRiWGYJyIiIiIiIioxDPNEREREREREJYZhnoiIiIiIiKjEMMwTERERERERlRiGeSIiIiIiIqISwzBPREREREREVGIY5omIiIiIiIhKDMM8ERERERERUYlhmCciIiIiIiIqMQzzRERERERERCWGYZ6IiIiIiIioxDDMExEREREREZUYhnkiIiIiIiKiEsMwT0RERERERFRiGOaJiIiIiIiISgzDPBEREREREVGJYZgnIiIiIiIiKjEM80REREREREQlhmGeiIiIiIiIqMQwzBMRERERERGVGIb5Ajp+/DjuuusuHD9+PO32rl278NGPfhS7du3C448/jkWLFuHxxx9Pe9xtt92GL3zhC9i4cSNefPHF1GOzbXsi+3fzzTfj/PPPx9e+9rXUtuxt79q1C7fddhtuu+22tPvsZbt27Urbh1z26dixY2nbtB/z4osvYuPGjfjiF7+Y9nyjPafNfk+He69uvvlmbNy4Ebt27cr5vXFux/mZOW+PtO3Rntd+XTfffHPaa7Pf95tvvjnjPrv8bNy4MfWZZXueoe9Zts8xW9kc7f1w7sdon8uLL76I1atX48UXXxx2m8OVP+f+2tt5/PHH0/Zh6Osa+jqOHz+O73znO8OW3aHvSbbP5rbbbsPjjz+e9jpGer+GfqZD18n2vudyHA19r5zvwUj7ku2+oe9vts94pPdmuNeRy7pTfd9o7/9kGu85ONfHTcY53t7OSMfJZOznaMdhLv9/5fK4ydrfqfr/NNdtTNZnOxmGOx8478/nvk7kfDKebY92LsvlnD7e92+k+5zfMyZrmxMpo6O9Tnsd53eR8Z578iHb+zv0u1W+FNP7MhGT/Tqm+v/YUsIwX0BtbW344Q9/iLa2trTbe/bswWuvvZb6HQ6H8dprr6U97t5778Vjjz2Gt956C1u3bk09Ntu2J7J/Dz74IHbu3IkHHnggtS1723v27MG9996Le++9N+0+e9mePXvS9iGXfTp27FjaNu3HbN26FW+99RYeffTRtOcb7Tlt9ns53Hv14IMP4q233sKePXtyfm+c23F+Zs7bI217tOe1X9eDDz6Y9trs9/3BBx/MuM8uP2+99VbqM8v2PEPfs2yfY7ayOdr74dyP0T6XrVu3orm5GVu3bh12m8OVP+f+2tt57bXX0vZh6Osa+jra2trw3e9+d9iyO/Q9yfbZ3HvvvXjttdfSXsdI79fQz3ToOtne91yOo6HvlfM9GGlfst039P3N9hmP9N4M9zpyWXeq7xvt/Z9M4z0H5/q4yTjH29sZ6TiZjP0c7TjM5f+vXB43Wfs7Vf+f5rqNyfpsJ8Nw5wPn/fnc14mcT8az7dHOZbmc08f7/o10n/N7xmRtcyJldLTXaa/j/C4y3nNPPmR7f4d+t8qXYnpfJmKyX8dU/x9bShjmiYiIiIiIiEoMwzwRERERERFRiWGYJyIiIiIiIioxDPNEREREREREJYZhnoiIiIiIiKjEMMwTERERERERlRhXoXdgOquvr8c3vvEN1NfXA0DqtqZpOPvss7F8+XLouo7HHnsMZ599dtrjvvzlL6O9vR2HDh3CunXr0raTbdvj3b/PfOYz2L59O9auXZvalr3t5cuX48tf/nJqmXPfAGD58uVp+5DLPs2ZMydjm9/4xjewbt06fOADH8DixYsxc+bMjNc63HPali9fjrPPPnvY9+ozn/kM3n33XSxfvjzn98a5HXv79uPt23V1dcNue7TntV9Xf38/gsFg6rXZ73t/fz8ApN1nl58PfOADWLVqVWr/hj7P0Pcs2+eYrWyO9n4Mff9H+lzWrVuH+fPnY926dcNuc7jy59xfeztnn302Zs6cmfE+OV/X0PJ4xx13DFt2hz4222cDAGvXrsWmTZtSr2Okcj70Mx26Trb3PZfjaOh75XwPRtqXbPcNfX+Hrj/aezPc68h13am8b7T3fzKN9xyc6+Mm4xxvb2ek42Qy9nO04zCX/7+GLhvr65/I+zpZ/5/muo3J+mwnw3DnA+f9+dzX0Z5vIvuTy2ef7f7Rzunjff9Gum/od47J2OZEyuhor9Ne7vwuUldXN65zTz5ke3+XL1+e8d0qH4rpfDARk/06pvr/2FIipJSy0Dsx2bq6ugq9CzRONTU1/Pwob1jeKF9Y1ihfWNYon1jeKF+mY1mrqakZdR02syciIiIiIiIqMQzzRERERERERCWGYZ6IiIiIiIioxDDMExEREREREZUYhnkiIiIiIiKiEsMwT0RERERERFRiGOaJiIiIiIiISgzDPBEREREREVGJYZgnIiIiIiIiKjEM80REREREREQlhmGeiIiIiIiIqMQwzBMRERERERGVGIZ5IiIiIiIiohLDME9ERERERERUYhjmiYiIiIiIiEoMwzwRERERERFRiWGYJyIiIiIiIioxDPNEREREREREJYZhnoiIiIiIiKjECCmlLPROEBEREREREVHuWDNPREREREREVGIY5omIiIiIiIhKDMM8ERERERERUYlhmCciIiIiIiIqMQzzRERERERERCXGVegdoNL0u9/9Dlu3bsU777yDvXv3IpFI4Pvf/z6uvPLKrOs3NTXhpz/9KbZu3Yrjx4+jqqoKp556Kq6//npceOGFWR8Tj8fx8MMP47/+679w6NAhAMC8efOwfv163HHHHRnrHzp0CHfffTc2b96MgYEBNDQ04JprrsG1114LIcTkvXjKq6kua9FoFP/xH/+BJ598Es3NzZBSYu7cubjkkktw/fXXo6KiIuMxLGvla6zlbceOHbj//vuxbds29Pf3Y+7cubjsssvwhS98AT6fL+tjnnzySTz00EPYv38/3G431q5di7/5m7/BypUrs66/c+dO3HPPPdi+fTuSySQaGxvx2c9+FpdeeumkvW7Kv6ksa7t378bTTz+N1157DUePHkU4HEZ9fT3OOeccfOlLX0J9fX3W5+C5rTzl47zm9PnPfx4vv/wyPB4Pdu3alXUdlrXylY/yxowwiFPT0bhs2LABLS0tqKmpQSAQQEtLy7AH6o4dO/A//+f/RDKZxIYNG7Bo0SJ0dHTgmWeeQTgcxle/+lV85StfSXtMT08PbrzxRuzcuRNr1qzBmjVrAADNzc144403sGXLlrT19+/fj2uuuQbRaBSXXHIJZs2ahZdeegn79u3D9ddfj9tvv33q3gyaUlNZ1hKJBK677jrs2LEDK1aswBlnnAEA2LJlC/bs2YOlS5fiscceg9/vTz2GZa28jaW8bdq0CTfffDM0TcPGjRtRV1eHbdu2YceOHVi7di0efPBBeDyetMfcd999uPvuuzFv3jxs3LgR/f39+P3vf49EIoEHHngA69atS1t/8+bNuPHGG+HxeHDZZZchGAxi06ZNaGlpwTe/+U3ccMMNU/p+0NSZyrL2yU9+Ejt27MDq1atx+umnw+12Y+fOnXjrrbdQU1ODhx9+GEuWLEl7Dp7bytdUn9ecHn30Udxxxx1wu92QUmYN8yxr5W2qyxszwhCSaBxeffVV2dzcLKWU8qc//alsbGyUv/nNb7Kue+ONN8rGxkb5zDPPpC1vbm6Wa9askatXr5axWCztvi9/+cty2bJl8sknn8zYXiKRyFh23XXXycbGRvniiy+mlsViMfmpT31KNjY2ym3bto35NVJxmMqy9vvf/142NjbKv/7rv87Y1pe+9CXZ2Ngon3jiibTlLGvlLdfyNjAwIM8880y5cuVKuWvXrtRy0zTld7/7XdnY2Ch/+tOfpj3m0KFD8rTTTpMbN26Uvb29qeXvvfeeXLVqlbzkkkukYRip5YlEQl500UVy1apV8r333kst7+3tlRs3bpQrV65M7SuVnqksaw899JBsamrK2Jb9PJ///Ocz7uO5rXxNZVlzOnr0qFyzZo2866675AUXXCBXrVqVdT2WtfI21eWNGSEd+8zTuJx99tmYN29eTusePXoUQgice+65acvnzZuHxsZGRKNR9Pf3p5a//fbbePbZZ/Hxj38cH/vYxzK253Kl9w45dOgQ3nzzTXzwgx/Eeeedl1ru8Xhw0003AVBXiqk0TWVZa25uBoCM9QHg/PPPBwB0dnamlrGslb9cy9v27dvR2dmJCy+8EKtWrUotF0Lgb//2bwEA//mf/wnpaPz2+OOPI5lM4ktf+lJa940VK1bgox/9KA4cOICtW7emlm/evBlHjhzBRz/6UaxYsSK1vKKiAl/84heRSCTwxBNPTOTlUgFNZVn79Kc/jUWLFmVs63/9r/8Fn8+HN998M205z23lbSrLmk1Kib/7u79DXV1dqsxkw7JW/qayvDEjZGKYpynX2NgIKSVefvnltOWtra3Yu3cvli9fjpqamtTyP/zhDwCAj3zkI+js7MSvf/1r/PSnP8Xvfvc7dHV1ZWz/jTfeAAB86EMfyrhv3bp1CAQCGV9cqDyNtawtXboUADLWB4AXX3wRQgh88IMfTC1jWSNbe3s7AGD+/PkZ91VWVqKqqgotLS04evRoarldfv7iL/4i4zF2mbLXcd7OVt7sZSxv5W88ZW04Qgi4XC7oup62nOc2AiZW1n7xi1/gzTffxD/+4z+O2K+eZY1s4ylvzAiZOAAeTbmbbroJ27Ztw0033YQNGzagoaEh1Y954cKF+Od//ue09d99910AwOHDh/H1r38dfX19qfsCgQDuvPPOtIGfmpqaACBrLYSu65g/fz7279+PZDKZccWOystYy9r555+Piy66CM888wyuuOKKtD7zzc3N+Pu///u0QclY1shmXxSyW3c4hcNh9PT0AFC1AgsXLgSgyk8gEEBdXV3GY+wydfjw4dSykcpbXV0dAoFA2vpUnsZT1obzxz/+EX19ffjIRz6StpznNgLGX9aamprw4x//GJ/+9Kczxv0YimWNbOMpb8wImVgzT1NuyZIl+NWvfoUVK1Zg06ZN+NnPfobf/OY30DQNV155ZcaXj46ODgDAj370I1x00UV49tln8eabb+JHP/oRNE3DN77xDezZsye1vn0gZxt1HACCwSBM00xrXk3laaxlTQiBe+65B5///OexZ88ePPjgg3jwwQexZ88efPjDH8bZZ5+dtj7LGtnWrl2LUCiE5557Du+9917aff/3//7f1O1wOJy63dfXN2zZCYVCWdcHhi9voVAobX0qT+Mpa9kcO3YMd955J3w+X0YzaJ7bCBhfWTNNE7fccgvq6upw8803j/ocLGtkG095Y0bIVJqXIKik7Ny5E1/+8pexbNkyPP7441i8eDFOnjyJX/7yl7jzzjuxdevWtIPW7hvT2NiIu+66KzVlxMc//nH09fXhu9/9Ln7xi1/gzjvvLMjroeI11rI2MDCAr33ta9i5cyd+/OMf46yzzgIAvP7667jzzjvx8ssv49FHH83aBIymt2AwiFtuuQW33XYbrr76alx88cWoq6vD9u3b8c4772Dx4sU4ePAgNI3XzGliJqOsdXV14a/+6q/Q0dGBH/zgB1i8eHEeXwGVivGUtX/7t3/D22+/jYceeiht5hei0YynvDEjZOK3DJpSiUQiNeXEv/zLv2DlypXw+/1YsGABvvWtb+Giiy7CH//4x7RBn+waqgsuuCBj7kd7nvB33nknY/3haiX6+/shhEAwGJzU10bFZTxl7f7778fzzz+P733ve7j00ktRU1ODmpoaXHrppfjud7+Ljo4O3H///an1WdbI6aqrrsLPfvYzvP/978dzzz2HRx55BC6XCw888ECqSV9tbW1q/ZFq0rPVHoxW3kaq6afyMtay5tTV1YXPfvaz2LdvH77zne/g8ssvz1iH5zayjaWsHTp0CPfccw8+9alPpbqpjYZljZzG8/8owIzgxJp5mlIHDx5Ec3MzNm7cmPWK7Qc/+EE8++yz2L17d6qf1SmnnIJ33nkHlZWVGevbX1yj0WhqWUNDAwBk7TtqGAaam5sxf/78ku0LQ7kZT1l75ZVXUvcNdeaZZwJAWtMvljUa6rzzzksbIdf2jW98A5qmpY250NDQgO3bt6O9vT2j37xdppz9+pzlzTnSL6AGDopEIli9evVkvRQqcmMpazY7yO/Zswff/va3cc0112TdNs9t5JRrWTtw4ADi8TgefvhhPPzww1m3tWzZMgBqsM7KykqWNcowlnMbM0Im1szTlEokEgDSp/dyspd7PJ7UMjtE7d+/P2N9e5mz2fP69esBAH/6058y1t+6dSsikUhqHSpf4ylr9mOyjYCabX2WNcrF1q1b0dLSgnPOOSet5twuG6+++mrGY+wy5azdGqm82ctY3qa34coakB7kb7/9dlx33XXDbofnNhpNtrI2b948/OVf/mXWn0AgAF3XU3/b/5eyrFEuhju3MSNkYpinKdXY2IhQKIRt27ZlHEjHjh3Dr371Kwgh0g6kj3zkI6ipqcF//dd/4c9//nNqeTwexz333JNax7Z48WKsX78eW7ZswUsvvZS2vt0/+qqrrpqS10fFYzxlbc2aNQCAf/mXf4FpmqnlhmHgJz/5CYD0WnuWNXJyjqJra2trw2233QaXy5UxyNiVV14Jl8uF++67L63J3+7du/HUU09hyZIlaSNBn3XWWViwYAGeeuop7N69O7U8HA7j/vvvh9vtxhVXXDH5L4yKzljLWnd3Nz73uc9hz549uPXWW3H99dePuH2e28g2lrK2YsUK3HnnnVl/ampqoOt66m97ujqWNXIa67mNGSGTkPZIAkRj8Nhjj6X6Hu/duxfvvvsu1q5dm2oium7dutTB8atf/Qrf/va3oWkazj///NSgZJs2bUIkEsENN9yAb37zm2nbf/bZZ/E3f/M38Hg8uPjii1FZWYnXX38d+/btw3nnnYf77rsvbZ7cffv24dprr0U0GsWll16Kuro6vPTSS9i3bx+uv/563H777Xl6Z2iyTWVZa21txSc/+Um0t7dj6dKlqSu+r7/+Ovbv34+GhgY8+uijqKqqSj2GZa28jaW83XvvvXjyySexbt06zJgxA8eOHcNzzz2HaDSKO++8E5/4xCcytn/ffffh7rvvxrx587Bx40b09/fj97//PRKJBB544IGMaZ02b96MG2+8ER6PB5dddhmCwSA2bdqElpYWfPOb38QNN9wwxe8ITZWpLGuf/vSn8cYbb2Dx4sVp0zQ5feYzn0lrqspzW/ma6vNaNhs2bEB7ezt27dqVcR/LWnmb6vLGjJCOYZ7G5ZZbbsETTzwx7P2f+MQncNddd6X+fvXVV/HQQw9hx44d6O3tRSAQwPLly/HJT34SH//4x7NuY+vWrbjvvvuwY8cODAwMoKGhAZdffjk+97nPZe3bcvDgQdx9993YsmULIpEIGhoacM011+BTn/pUxiAZVDqmuqy1tbXhZz/7GV555RW0trZCCIF58+Zhw4YN+MIXvpAW5G0sa+VrLOXt9ddfx89+9jP8+c9/Rm9vL6qrq7F+/Xp8/vOfx2mnnTbsNp588kk8+OCD2L9/P9xuN9auXYubbropa59nQM3S8JOf/ATbt29HMplEY2MjPve5zw0b0qg0TGVZ27BhA1paWkZ8/ueeey5jpg6e28pTPs5rQ40U5gGWtXKWj/LGjDCIYZ6IiIiIiIioxLDPPBEREREREVGJYZgnIiIiIiIiKjEM80REREREREQlhmGeiIiIiIiIqMQwzBMRERERERGVGIZ5IiIiIiIiohLDME9ERERERERUYhjmiYiIiIiIiEoMwzwRERERERFRiWGYJyIiIiIiIioxDPNEREREREREJYZhnoiIiIiIiKjEMMwTERERERERlRiGeSIiohK3a9cuLFu2DNdcc82w69x///1YtmwZfvKTn6SWJZNJPPLII7j66quxdu1arF69GpdffjkeeOABJJPJjG3s3r0bP/zhD3HllVfizDPPxKpVq3DhhRfiO9/5Dtra2jLWb25uxrJly/DpT38afX19+P73v48NGzZg5cqVuPPOOwEAUko8+eSTuPbaa3H22Wfjfe97H8477zx89rOfxcMPPzwJ7w4REVF5ElJKWeidICIioom58sor8e677+Kpp57C0qVL0+6TUuLDH/4wWlpa8Nxzz2Hu3LmIRqP4q7/6K2zZsgXV1dVYuXIlPB4Pdu7ciY6ODmzYsAH/+q//Ck0bvO5/8803Y9OmTVi2bBnmzJkDQAX8lpYW1NXV4Te/+Q3q6+tT6zc3N+PCCy/E6tWrkUgk0NraivXr10PTNCxbtgxf+cpX8IMf/AD/7//9P3g8Hqxfvx41NTVob2/Hvn374Pf78fzzz+fnDSQiIioxrkLvABEREU3cNddcg9tvvx2PPvoobr311rT7Xn/9dRw9ehTnnnsu5s6dCwD4wQ9+gC1btuDSSy/F9773PVRUVAAA+vr68LWvfQ3PP/88fvWrX+Haa69Nbefqq6/GrbfeipkzZ6aWmaaJe++9F/fccw/uvvtufP/738/Yt507d2LNmjV49tlnUVlZmVoei8Xwy1/+EsFgEL/73e+wYMGC1H3JZBJvv/32pLw3RERE5YjN7ImIiMrARz/6UYRCITz55JOIx+Np9z322GMAgE9+8pMAgI6ODjz22GOYM2cOvv/976eCPACEQiHceeedcLvd+I//+I+07Zx55plpQR4ANE3DV77yFdTX149Yi37rrbemBXlAXTiIx+NYuHBhWpAHAJfLhQ984AM5vnoiIqLphzXzREREZSAQCODjH/84HnnkETz99NP42Mc+BgDo7OzEM888g7q6OlxwwQUAgC1btiCRSOCcc86Bz+fL2FZdXR0aGhqwd+9eRKPRtHW6urrw/PPPY9++fejt7YVpmgBUTXp3dze6u7tRXV2dsb33ve99Gc8zY8YMzJ49G7t378Y//dM/4eqrr84I9URERJQdwzwREVGZuOaaa/DII4/g0UcfTYX53/3ud0gkErjyyivhcqn/9ltaWgAAjz76KB599NERt9nT05MK80899RRuv/12RCKRYdfv7+/PCPN20/5s7rrrLnzta1/Dz3/+c/z85z/HvHnzsH79elx66aU477zzRn3NRERE0xXDPBERUZlYtmwZ1qxZgzfeeANNTU1oaGjAr3/9awghcNVVV6XWs8e+XbFiBZYvXz7iNt1uNwB1AeCWW24BAPzd3/0dzj//fNTX16eC/jXXXIPt27cj27i6Xq932O2fddZZeOaZZ/DCCy/glVdewRtvvIHf/va3+O1vf4uLL744bfR9IiIiGsQwT0REVEbsUP3YY49hw4YN2L9/P84+++y05uv2iPPr1q3D7bffntN2X3rpJSQSCdxwww34zGc+k3H/0aNHx73PoVAIH/vYx1KtCd5++23cdNNNePrpp/HSSy+xhp6IiCgLDoBHRERURi655BJUV1fjiSeewCOPPAIAabXygBrITtd1vPDCC0gkEjltt7e3FwAwe/bsjPvefPNNnDx5coJ7Puj9738/Lr/8cgDA3r17J227RERE5YRhnoiIqIx4vV584hOfQEdHB5566inU1tbioosuSlunvr4e/+N//A+0tLTgf//v/501iB8+fBhPP/106u+GhgYAwJNPPpnWZ76trQ133HHHuPa1tbUVjz/+OAYGBtKWx2IxbNmyBQBS89kTERFROjazJyIiKjNXX301HnjgAUgpccUVV8Dj8WSsc+utt6KlpQVPP/00XnnlFSxfvhxz585FJBLBgQMHcPjwYVx44YW4+OKLAQAbNmzA0qVL8c4772Djxo1Yu3ZtKnQvX74ca9aswfbt28e0nz09PfjWt76F733ve1i1ahXq6+sxMDCA7du3o7OzE6tWrcLGjRsn5T0hIiIqN6yZJyIiKjOnnHJKqjn80Cb2Np/Ph5///Of4wQ9+gNWrV+PgwYN4+umn8c4776C2thZf/epX8fWvfz21vsfjwcMPP4xrr70WHo8HL7zwAg4cOIDrr78e//7v/54aKG8sFixYgFtuuQVnnHEGWltb8cwzz2Dr1q2YO3cuvvWtb+GXv/xl1gsRREREBAiZbdhZIiIiKlnbt2/HNddcgzPOOAO/+MUvCr07RERENAVYM09ERFRm7r//fgDAddddV+A9ISIioqnCPvNERERlYNu2bfj1r3+Nffv2YefOnVi5ciX7mxMREZUxhnkiIqIy0NTUhN/85jcIBoM4//zz8e1vfxuaxgZ4RERE5Yp95omIiIiIiIhKDC/ZExEREREREZUYhnkiIiIiIiKiEsMwT0RERERERFRiGOaJiIiIiIiISgzDPBEREREREVGJYZgnIiIiIiIiKjEM80REREREREQlhmGeiIiIiIiIqMT8f9nv/YFZjR5uAAAAAElFTkSuQmCC\n", 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" ] @@ -248,7 +248,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -277,7 +277,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -359,7 +359,7 @@ " }\n", " \n", " \n", - " 100.00% [8000/8000 01:08<00:00 Sampling 4 chains, 0 divergences]\n", + " 100.00% [8000/8000 01:02<00:00 Sampling 4 chains, 0 divergences]\n", " \n", " " ], @@ -374,8 +374,8 @@ "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 68 seconds.\n", - "The number of effective samples is smaller than 10% for some parameters.\n" + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 62 seconds.\n", + "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], @@ -413,11 +413,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/u/32/martino5/unix/anaconda3/lib/python3.8/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/anaconda3/lib/python3.8/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", - "/u/32/martino5/unix/anaconda3/lib/python3.8/site-packages/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", + "/u/32/martino5/unix/proyectos/00_BM/arviz/arviz/plots/hdiplot.py:157: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi_data = hdi(y, hdi_prob=hdi_prob, circular=circular, multimodal=False, **hdi_kwargs)\n", "/u/32/martino5/unix/proyectos/00_BM/pymc3/pymc/bart/utils.py:241: FutureWarning: hdi currently interprets 2d data as (draw, shape) but this will change in a future release to (chain, draw) for coherence with other functions\n", " hdi = az.hdi(new_Y[i])\n" @@ -425,7 +425,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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TU7efLpfOMLRrl6K4uH20KgkhhMgMEgwIkUAgoCgr160BLlfrFzDNwMAshO8qA0u5IitLt0xkZ6c/paT53oEAeL26O1A4rGu226IVwBQOK/79OvzrFT1mo0sX+L9rYciBmV0APvkkg4pKxex/wnMzoaBQMWpk6jMMlZUpunTpPFmrhBBCtIwEA0LU4/XqQMAfSH9rwJ4Yhu4m5HTqQnAgAKWlinA4jD8QIdttDjxueYuBUjo9ajBoZgTSj80AoDljJNJl0ybFE3+rnUBs1Ei48grIyWkfBd9zz4Zdu+Ctt+HRx6GwQHHA/qnNMFTl0Rmr8vMlw5AQQog9k2BAiDo8Ht3VAiAvwwqYVquBy6VbKhwOg8pKnb3HZtWFdZdL4XAYWK3EbvULg0qp2FwIkYgu6IfCEAzorj/hkM4EZFj0OIBMCAAA/H49gdjcN/T+uVxwxUQ49uj2VeA1DIOJExRl5bB4CfzlIXjwfkX3bqnLMOTK0q9vs+lgVggh2lokomJz8EQi5rLaOXkg/rGp/undnLvHXL67v6VltHkkGBACXUiurFTsKgOHPfMHYdrtRixzTCiksxLtKgdDKSwWPcGZxQoWo/bsGok+jER0VptwBD0pArrwb7PqwcyZlpFm6XKds7+0VP996DAdCKSqAN3arFaD63+vuOVP8NNPcN9f4P579dwTqWC3G4TDeoZim42Uva4QQiRSN3V2OFxb2RQMKkJhXYGjlL7umMGAgtj1B0CZpymls9IpqJ2wR9V5qKIFf0Mvqx8MYOjrHyis0eug1WJe44w6wYK+d7kUgYCKCyao97rtqcIpWRIMiE4vEtHZgsrLdE14Jg5AbYzNptOWuqJ/h8O1tf/hSJ2TJ/reZgXDFg0YMrj2ZNt2xbMzYNly/XfXrjBxAhw+vP2fnJ1Og1tuUtx4M6xbD48/AX+8IXUpR7Oy9IDisjIZUCyESJ1QqLbgHwrpVttAECLRZUrVXnMMiy6IWyxgMWqvO6koZCulYu+l/659bLY8BINAsLYFQtVpejAnB/XWhPFUqviAAr2ydpnCYgYZ5nKinyX62WLX0npBCjQMMOovq7+u7t+169N7DpdgQHRqkYiivFxRXgGudhgIJGK16q5C7ZXfr5j7Bvz7dT142WqFX/8Kzj+3Y9VyF3c1mPxHxZ/uhEWLdZahc85K3evLgGIhREtEIio2biwQ0CmlA0HdnTRa3sZmqZ140+lsvfOMYRgNuhAlIzfbIBTQj+sHF3XvwxEd/NRfZ7ZwKKVirRtG/RaPOi0btR9g90FDbH2ddQ67orjY0oJP2jgJBkSnVTcQcLuk9rStKaX49DN4/gUo3aGXHbA/XHk57LVXx/xuBg8yuOIynXJ09j9h0MD0DSguKOiYx1AIkRpm4T8Y1JUyNX4IBXVB2IDYxJlOR8epXDAMo9XHxZktFHWDj8b+DobSv08SDIhOSSlFeYUEApnip58Vz/0Dvlmt/+7aFcZfDEeNbP9dgvbkpBNh9Rr48GN45FF45EFFfn7qBxTb7Yrs7I59LIUQTadUbeG/pkYX/oOBaDefDEsi0ZGY17SmX9rSn0pcggHR6ZiBQEW5BAJtraJCMftfegZhpfQA5rPP1BOIZfog7lQxDINJlyt++BE2boLHpsGUW1XKat7sdoNQSLErOqC4sxxXIURDoZA5gaSe8T4Yrfm3RAv/rjacQ0a0HQkGRKdiZg0yBwtLINA2gkHF/P/By3PA69XLRh8Fl4yD4uLM+07MQdlQOzjOzNqUipYLl8vgjzco/jgZVn4Br/8nteMHXC6DKo/uFte1q1zshegszK4/FZURtm2PEPDrAEBq/kVdEgyITsXj0ZM+tcesQR1BOKz4+BN46V+14wL2HgCX/ZaU9ZVPBXOCt2BYDwYzDD1IzhzUpSKgogPrQNe4Oxwtu6j266vHDzzxNz1+YPAgxf6DU3dMst3692+3KwoLO373KyE6K7P2v8av8Pl015+c3Aj+mtoJJOX/v6hLggHRaXi9ekIxPWOvnAhbk1KKFSvhhdnwyy96WZciuPACOO7YzKiZikR0toxgUBf8HQ7Iy9O/ldpJ3PTNTFUXCunBXT6voqZGv4bDkXxXnBOOh6+/0eMHHv4rPPqwIjc3NcfGYjFwuxUVFbpAkJubkpcVQrQxpaKVF0Hw+hT+mmjtv6HPYy4X5OdZ6iTzFyKeBAOiU6ipUezcqSfkSkef6WBQsX49rP8FduzUXV8UkJsDRUVQVAgD+tMpM7p8t1bxwqzawcHZ2XDu2XDaKZnRfz0cNgvyOjVefoGB06EvorurPbNEM7zZ7Xp+h9wcnQbV59PZeyorFS5X84NOc/zA9z/Aps3wt7+ndv4Bm83A4dDdhVoStAgh2lYkogOAQEDPRB8I6L7/Vos+d0ntv2gOCQZEhxcIKHbu0n2+U5lNJRhULFsBH30MX66Cmpo9P6d7N8WggXDIITD80NTuT6bZuEkxazYsXqr/djjg9FN1X/icnLb/3JGIbkJXClxuyM0xyMpKLmWeYRg4nbpwnZ2t8FQrqip1ej63u3mv6XIZXH+d4uZb9fwDH36kW09Sxek08Hj0hGRdu8q4GSHai/rdfwIBQBGdaTwzWlhF+yTBgOjQQiFd6PEHIC9FBVC/X/HW2/Cf/0JZWe3y3BwYMAC6d4PsHL2sqhJ2lUFpqa7p3bZd3z76RJ/Ahw5RHHM0jDyi43RdKi1VvPwqvP+Brm23WOD44+D/nQ9du7T9Z1RKtwSEQuB2Q26ugcuVulo0u92gsECn9KyoVHiqwZWlmvX97ruPwYUXKGa9BM88B/sPVnTvnsLxA9l6QrLKShk/IESmatD9J5r3HwMcdj0OqKPk+xdtS4IB0WGZk4p5qnVBPRU+W6yYMbN28GthIRx/LBx1JPTv3/iJubpasfZ7nVN+8RLYsBFWfq5vz86A449VnHoK9Ehhoa81lZUpXn0N3n6ndqbGw0fAuN/AXn0y4zMFg7pGzeHUWYuaW2vfHFlZBnY7OB06z38opHC5mv5eZ/0aVqyENd/Co9PgnrtUymr+DEPGDwiRaZRSehxSUKf+9Hp14d+sVHE4IMvZvoL3UEif/8p2QXkl+LxQ7dVdaX0+MwlDLYtFj3FwZekWW7dLj90qLITCApp1DhVNZyil0j+bgYgpq1uV3EyFhYUten5nopSiokKxq0zXnrS0EFVVpfjbM7DoM/13167w/86DY45OvkZ/w0bFwk/h3fdg5y69zGLRrQRn/lrXDu9Ofn4BFRXlSb1vqlVWKV6fC/PeijZbA0MOhIsuhEEDM+PErZS+sCqlLyx5eUardo+prtaD18MR/Xts6sV823bF/92gL5oXXQjnnRP/vJb+Dvx+3X2uWzcjo8YPFBYW7nGbzn4ulOtBYu3puJiTfoVCujurzxfN+x8tINvt+paKSoB0XTOU0oX9LVuit62197t2QUVlat/P5aoNDIq7Qvfu0KMH9Ize5+c3L1jKpGvp7vj9Cgzo3cuS1PObcj6VlgHRIVVX6y48rhT0o/zhB8VfHtZdfSwW3ef93LNbPvhyrz4GF14A55+rWPE5vPU/+PwLWLhI34YcqDj7TDj4oMysCaqsVLw5H/47TxdWAQaW6ELr0CGZs79ma4DLBfn5Bm536+9bdrbOSLRzl6KqGnKzmzYouHs3gysmKh6bBv96BQ45SLHvvqnbfxk/IETrMXP+h0K65r/Gpx+Hw4ABtmgWs0z9fxgKKTZshJ9+hp9/hh9/gnXra8//u2O16gJ8Qb7umhm7uXR32boiEf16Ph94o/cVlTqwqKmpXbd5c+L3ysrSY/N69ICePaF3T33fq5cOIDLxWpoJJBgQHU5NjS7cpCKF6GeLFX99XNd49+gBN/4fKS2MgQ5WRhwGIw6Dn9cp5r4BCz+Fr77Wt70HwNlnKY48PDMGiG3brvjPf3WLhtkSMKC/DgIOHZY5J1tzbEA4DIVFeoBwW15ks7IMirvCzp0641BuTtMCgmOPhuUr4NNF8Mjj8MgDiqys1I4fqKwCh4wfECKlQqHabj81NXrsWjgUnfHXIDY/SSYW/v1+xbr1uuD/00/6fv0vtV1A67JYdC19z57Qs4e+9egJ3brqICA3NzXdMX0+3dpfVqZb00tLYes22LYNtm7VmfxqavR+rv+l4fOzsqBXT6WDg+itZL8QWVk6+1uyCSRSyRwn4vPpSs0qjw6G9t0nve8r3YRamXQTSq9gUFFaqmtfWpqp5+13FE8/o7uWHDoMrr8Oclop+09pqeKNN2HBu+D362W9esJZZ+rCYdeuha3atKmU4vvv4c35utXCnI13773h3LPgiMPb/iRaVzisqK4GZxYUFrRNa8DuBIM6za3Xp8eyNKXwXVWluwvt3AWnjIErL9fPSVUTdzCoA6du3YyMyHAl3YT2TK4HibXlcQmF9LUnGNIF10BA9/lXSteO22z61haVOo2dKzwepQv9Zo3/z7rm3TzP1+V268qfffbWCTP2HqCvTZmQACMYVGwv1YHB1m26u9LmzbBpiw4cEn2e+rKydCuy2xUdu+Cq7a5ls+lZm212fW+3g8UKjX3ycJhYQBgKxT/2B+q0dkTvzTTX9Q0dAk9NS183IQkGWpkEA+kTDit27NSFwKYWsnbnnfcUT/5NPz5lDFw+oW1O4JVVinnzdX98j0cv61IEF5zvYvRRvrQPpqqsVHzyKbzzrm4ONh00FM4+U5+gMq0m2e/XWTfy8vS8DplY6xYLCGogN7tpx/DLVYo77taPp9wKhw0zUtrf1efT/VK7dzNwONr2mEkwsGdyPUisNY9LOKwL/4FgtPDv14U/s/BvFiAz4RxpnisqKhQ//kTs9tPPsH174ucUFOjC/t4DdMXP3tFseZnweZorGFRs2w6bowHC5tgYB4Nd0dTjmSY7G3Ky9f0pY+A3/0+CgQ5DgoH0UEpRXqEoK9P/eVpSS/3eB4onntIn9F+dDhPGt/3Jz+dTLHhXpzPdFR1snJsDJ58EJx4PPXumbv92lSlWrIBPP4NVX9XWUjgcenDzr8bCPntn3sUgEtGDhK1WHQTktDAgTLdAQAcE/kDTW5xmzNQtRoUF8NgjsNdeqW0hqvQost1Q3NVo05YeCQb2TK4HiaX7uASD0Vz/NQpfdKZfFYnWGmdQ4R90hjez0P/LBjvffhdk587E23bvpmv669b4FxVmxudIp/z8AsrLy3TXHLOW3lvnsU+39ASDtTX6de/rZ0OqS6HHgZi/i1jLgvnYUSdzUp2WCFeWngDTPAe3xgBiCQZamQQD6eHxKHbsUDidLWuuXPip4uFHdSBw2qm6RSBTTuygL0QffAj/+a+FTZtrqzIO2B9GHaUHG/fs0fT9VUqxdZu+WHz3nZ487ZcN8dvsPUDPE3Ds0ZkxWVgiwaDudpPthsLCzMqM0xi/X7dmhZrYrS0QUNxwk05LO3QIPHh/AT5fRcr2JxxWVHt161N+fnIXnlSQYGDP5HqQWKqPi5nxx+/Xuf4Dfl04tFjqdBXJgC6SPp/ihx/h2+9g7ff6nG5WHNVlGLpbz95764K/WfhvrS6wmUayCWkSDLQyCQZSz+9XbN+uMAxaNLByzbeKP92pI/5TToZJl2dWIFBXTk4+C94t59134fMvdfBi6t4dBu6nB3O5snS/eZtVX8x8NXpQ0vZS3Ydy8xb9d12GoQOAI4/Q8yekstUh1ZTSmYIiEcgvgLxcIyMGWTeHz6cD2ab+fn9ep7hliu5bOnqUnf+7NpjSzxwI6EGPxcVGm+X0lmBgz+R6kFiqjksopMfRVHsV/ugkhWbtf1v3jzcrcb5bqwv/332nB8zW7+piGNC7ty7wH3iAi149few9QHL11yXBgCbZhES7FgpF87eHW1ZrvWWL4s9/0Sf8I0bAFRMzNxAAPX5h5BEGI4+A0h2Kjz/Rk5d9+53OrLBtW9Nfy2aD/v10toIDD4ShB+o8/JkuFNLdgpxZ0DXDBgk3h8tlUFREdOD7nmcqHtDf4JabFFP/DJ8sDOJwwDW/a1pmoqZwOAyCQT1hn27ebp/HVYjmMjO5VHv12LNgsDbdZ1ueXwIBxfc/6EL/t9/Bd99DRYIGwa5ddXrngSWw3776vG4W/PPzs6ioqGnlPRfthQQDot1SShdYfL6WzaBaVaWYeh9UVekC8fXXZUazb1MVdzU45yw9/4HPp/hmDaxfrweF+f06Y0EopGeuzIrO6ljcFboV636ivXu3fU1Xc5itAeGIHuDW2hOIpUN2tkEopNi5EyyWPc80fNBQgxuvVzzwMLz3vh4/cunFqQsI3G79/6FS0o2KTiAS0a0AVR6FzwsRIMsBWW007qiqSvHtd3r28dVr4IcfG6b0tNl0jb9Z+B84ELp2kf+nIjkSDIh2q7JSUVmpR9one8IOh/UYgc2bdQH5tsktn0ysLblcBocNg8OGtfWepIeZKcjlgq75Bi5Xxymo5uXpgKCiAnJy1B4D0iMON7jhehcPPuxl7hs6ID7nrNTsi2EYuN16X5xO/X9MiI4mFNIVC1VV+rxisehzS2t3NSwtVaz+FtasgdXfwi8JcuQXFMCggdFbie7z39ZZv0THIcGAaJe8XkV5ua7pbsmJ+5VX4YsvdTPwbZP14FORecwgwO6ArsUG2e7MmIAtlQzDID9fF1Cqvbq2f09OO8XJjh1e/vE8vDgbcrIVY05OzXGx2QxsNkVZeWom8BMiU4RCOuFAVZUeD2C364C3NVqElVJs2QpffQXfrNaF/x07Gm7XqxfsPxgGD4L9B+lJLztKxYfIPBIMiHYnENAFFMNoWc3I8pWKl+fox1ddCf37y4k2kyilYt2cHA7o0kV3p2nvXYIaY7MZFBRAIKjw+VSTBvr9+lcGVVWKV1+Dp6dDdrZi1FGpOUYul0Flle6O17WrFEZE+xYKKaqr9Qzgfj84HbpFLd2/6x07FV99Bau+1uma66f3tFh0l5/Bg3QAMGgQFOR3rP9rkYiKJbpIlLam7ldgsci5prV1uGBg27ZtvPXWW3z88cf89NNP7Nixg/z8fIYNG8bEiRM56KCDGjzH4/Ewbdo0FixYQGlpKd26dWPMmDFcc801ZCdoH49EIsyePZtXXnmF9evX43a7GTlyJNdffz177bVXa3zMTisc1oGAPwB5LRgwvG274tHH9eNTx8CxR8uJJ1NEIjoICAb14ODiYgO3q/MMZHU6DYoKYXsTBxQDXHShnpTufwvg0WngdiuGHZKa45UdHT+QldWysTlCtBUzCKisgmBAd33LS2MQUFOj+HKVzvS26ivdDbUum0338z/wAF34L9mv/Wb4iUR0Ao9IJP4GOs8+Shf0694gvvAPxAUKEUXCiMFiib9Zre1rfF8m63DBwIsvvsj06dPp27cvRx11FEVFRaxfv553332Xd999l4cffpjTTjsttr3X62XcuHGsWbOGUaNGcfrpp7NmzRpmzJjBsmXLmD17Nk6nM+49br/9dubMmcN+++3HxRdfzPbt23nrrbf49NNPefnll+nfv38rf+rOQSlFRaXO8pDTgj7M4bDikUd14Wm/ffWkYqlm1oKoOidCOWk1LhxWsanYs7J0l62srM4TBNSVnW1QENST6Fmtex4/YBgGl1+m/2988inc/yDcfbti0KCWHzur1cDp1K0DDkf7HlMjOpeEQUCaMqVt3aZYvgJWrISvvo4f8GvW/A8dAkMO1C0A7e3/UTisC/3mLRKpvbZZrWCJZl2y2fTfVqsRreEndr+nYMC8mX9HIrX35vuHQhCK3vv9ulwAYFh05ierNbMmfmsvOlwwMHToUF588UVGjBgRt3z58uWMHz+eO++8kxNPPBGHwwHAs88+y5o1a7j88su58cYbY9s/9NBDTJ8+nZkzZzJp0qTY8sWLFzNnzhyGDx/OjBkzYq8zduxYrrjiCqZOncpzzz3XCp+08/F4oLIC3K6WFaxffU3nZ3a74cY/pKYvdDisU9IFw2Co2hOgSZ/Uak9a5iyEHa3fezICAUVNACzoTEe5OToI6OzBU16uQSCg8HghrwnjB6xWg99fowOClV/A1Pvg3rtUSrq/OZ0GVR49y3dxV/luRGZrjSBAKcVPP8Oiz2DJMti4MX59925w6DA4aCgccED7mdRrd4X+ugV+uwPsNiNa6K+9pbcAXvvaSsXvYzisJ570+3WQUOMHFVFYrHKtbapONenYZZddxsKFC3n11VcZMmQISimOPvpoPB4Pn376KW63O7at1+vlqKOOokuXLrz77rux5TfccANvvvkms2bNYvjw4XGvf/HFF7N06VI++OADevXqlXAfZNKx5Ph8itJShdXashqV79bqCZsiEbj+93BMC7sHBYOKGr9+nOXUmSgcDiN6Yqyt/dA1G/oWCOjnBAN6ud2uT7DNOVm1h4lSGhMLnkL6ZJ2dA26XgdMpNTp1BQKKbdsVBoknJEv0O/D7FXdO1WkJCwrgvqmpmTjOnJ24axfIy0vv7MQy6diedebrwe6EQgq7PZ9fNpTHgoBU1sArpfjxR1i0GD79LH4+F4tF1/gPPxQOPRT69M6sc1n9c4XZvScU0mmaI+HaSiyrTZ+XHc74Qr/NlvkVAaGQnjQxFNLnT18NhIL6M1oMonOn1F5v28O1VCYdSzGbzRZ3v27dOrZv386oUaPiAgEAt9vNsGHDWLhwIVu2bKFnz54ALFmyJLauvtGjR7N06VKWLl3KmWeemd4P04kEAopdZbrbTUtO7D6f4q+P6wL46FEtCwTCYUW1D2wWyM/TE9I0vSBrEIlEp7gPQLVHZ7ZQKLIcHTddnDmhjz+oWwGysqCgQKcH7YxdgZrC4dDjB0pLFaGQatJxcjoNbrtFMeV2WLce7pgK99+jKCpq2TG2Wg2cDjPdqGp33RxExxUMKrxe3RLgciksRmpbAjZtVnzwIXyyELZtr13ucOja/5FHwCGHZG7tv+6CqVtLwqq29doarTXPduoWcrPAb3bzaY90FjTzLwOl9LU2GNSFal8N0VnrFTabHl8lOlEwsHnzZhYtWkRxcTElJSUArF+/HmC3ffz79+/PwoULWbduHT179sTr9VJaWkpJSQlWq7XB9v369Yt7XdFyoZCirKzlA4YBnpsJW7fqWRonXZ786/h8ukYlN1tfcJIpFFksRrTWSqeQ9PvB61NUe6CiUuF00CFqyc0TcSCg+37aHVBUoGu5O8Lnaw1uN+TlQXk55OY2bWKxnGyDO6YobvmT/s3fORXuvVuRm9uy4+10Gniku5DIEIGADgKqqqIJB5yQn2ehQrX8d+n1Kj5dBO9/qFvZTE6nDgCOOlLfJ2qxa0uRSG3NeCisO9dYrTp1qtut/w/XFvg7fkWMYRg4HDpwy86urYgLBPQ1NxjSKWah7piHjn1MEukUwUAwGOSmm24iEAhw4403xgryVVVVAOTkJO6Qay73eDzN2t7cLpH8/HwsluSb2JvS3NNRRCKKHTsiWKyK3j2NFhU8PlkY4N33qjEMuG1yDr172ZPaH49HUVBgUFRkkJ1tpLwwGwwqvD5FZYWixq+w23bffz4/vyCl751KgYAiEFBEIpCTY5CdDS63hSxn5zzRtlReniLLFcHvb1j7uLvfQX4+PPJAmN9fX8UvGxR//ouVhx/IbXHWktxcRWWVniW5oKBhpUhraem5tCPoTNcDk5ly2OOJ4PNBKKxbveq2qCZ7blRK8dXXId6cH+DjTwL4o11ALRYYfpiNMSc7OfJwe0YFAOGwLvwHg4pwBGx2nZnI6YQsl07FbPabt1i6tPXuZpxgUFHctYiaGv178kevWzargd2uuxW1daVVTY3CYoHCwvSdbzt8MBCJRJg8eTLLli3j/PPPb/PuOxUVFUk/tzP1EVVKtwiUl+sajaqq5P8zlpcrHnxEPz7r1zCgfzXN/RrCYYWnGnJyINdpEAwalJcnvUt75HLpmoqqKsWuXboGp25QkIn9HEMh3Q0oFNb9TZ1ZuuBqjocI+CHgb+u9bL8MdJDo89Z2JdvT78DthtunKG77E6z5NswtU8qZckvLB80HA4r166GmJrmWsT1pSiG3JefSjqAzXQ9AV8bU1ICnWv8fCCtwRbu3+Hy66wckd26sqVF8/AnM/5/uWmfq0xuOPw6OPRqKisKAV8990obnMaXMwr+u/bdYdIur06FbKer2iY+EIRDW593O9ntpqsLCQjyesujs07rrUCAAvpraFieLpXZsX1sEBuaYgexsGTOQlEgkwq233sqbb77JGWecwV133RW3PjeaNNus+a/PXG7W+Dd1+1xJxt0iSikqKnQg4E7BTLN/f1bnSR/QHy68oPnPDwb1RaiwAPLzjVap2bZaDXJy9Of3RWfKrK4Gi0WRlZX2t2+yUKi2P6YtGgAURcdPyIy1qeVyGRQUKHbuBJttz+lGTX33MvjTrYrb74YvV8FDf4U//qFp4w92x+HQmY7KKxRdu0hrj0gfM+GCp0q3CBgWcLVw5nnTlq2Kt96G996H6mq9zOGAY0bDSSfAfvu1fa0wENe1BfS5NssFriwjOju4dNlLhbjuu7lGrIKrpkaP66uu1mP7HPaOd8w7bDAQiUS45ZZbmDt3LmPHjuX+++9v0KRs9vFft25dwtcwl5tjCtxuN8XFxWzcuJFwONxg3IA5VsB8XdF8SikqK3UgkIqBpYs+U3y2WNesX3t18wuosUCgUAcCrX1hsFiiXWxcUFMDVR5dK+bxRAiHVZsUwoJBFauVstn0ibOgQJ9EO+rg50yRm2tQ49dZfXKbkG7UVFJicOvNiql/hiVL4fEn4LprW/b7cbt1ut8spyK/g82WKtpWMKgLYdVeRY1Pn2t0n++WF8CUUqxeA3PfgOUravPad+8Op50CJxynuza2tXA4GgCEdL9/hwPyCyDLaUT7trf9PnZ05mBkt9sgP5oBr8av8HqjgYGhcHaQwKBDBgN1A4HTTjuNBx54IOGA3/79+9OtWzdWrlyJ1+ttkFp05cqV9OnTJ5ZJCGDEiBHMmzePlStXNkgt+sknnwA0WC6arsoDu3aRkprlykrF35/Vj885C/Ye0L4CgbosFgO3WwcFPp+uFauoiGYgSnMtvFkrFQxFU6FGWwAKXbUDszKh9qwzsFgMCvIh4Fe66bgZhg4xuOkGxf0PwscL9Xd41aSmDUje3b5kZSkqKyErS7ILieTVrfn21Sj8Nfp8Y7Xo84vbnZrUuIuX6CDg+x9qlw87BE47FYYd3PYFurpZ5gxDf3Yz4YLD0fb715lZrTrznctlkJ+nW6nqBgaGoWKtNO3xetjhRl+ZXYPmzp3LKaecwoMPPpgwEAD9hZ133nl4vV6eeuqpuHVPPfUUXq+X888/P265+fdjjz1GwGyzAz766COWLl3KqFGj6N27d4o/VedQWaXYuVNFC5gt/8/07AyoqIC+feG8c5r33FBIBwIFGRAI1GUYBm63QffuFnr0MMjP07VmFZUKn0+nn2ypcFgXNKurdStNtVdPK5+TDd27GfToYdC9m4XcXN1fPFOOTWfhdBoUFBh6noZg877v4YcZXP973Qf2nXfhH8/XToaXDIfDIByG8gpFJCIp+sSeRSI6uYDPp6iq0kkitmxVbNmi55Kp8ekWx7xcnaShpRUdNTWKeW8prroWHnxEBwJ2O4w5CZ58DG6/zeCwYS1LUNESOuWyosqjC5YYUFQIPXsY9OxhUFBgISur7fZPNGSxGLhcBoUFFnp0N+je3SAvT89lUOWB6urUXItbU4drGXjyySd5/fXXcbvd9O/fn7/97W8NtjnxxBMZPHgwABMnTuS9995j+vTprFmzhv3335/Vq1ezcOFChgwZwqWXXhr33COOOILzzjuPOXPmcPbZZ3PMMcdQWlrK/PnzKSgoYMqUKa3yOTuaWCBgT80kMUuXKT5eqAs9117VvJrzcFj3DyzIh4IMCgTqMgyDrCx9y83VgUt1tYqlS7MYdWeFbHzqd3NCNPNvq1VnpHC7awek2e3SLzyT5OTogdpen2p2d7FRRxn4/YppT8Ebb+rWpmTG0pjcbvBU69fJk+FSGS0SUdHZ0PX/e72stqtMY+qeQ3Z3SjTPIXUfRxREwrVdC80Jrsxzjpnb3uVK7TmmvFwx7y14623dnQ0gN1d3BTr1FH1ub0uhkK5dDkcnnszPq80CJAX/9sNq1a32brdBXrTFwFOtW7e8XhVrPc/077TDBQObNm0CdDefp59+OuE2vXv3jgUDbrebWbNmMW3aNBYsWMCSJUsoLi5mwoQJXH311WQlGK159913U1JSwiuvvMILL7yA2+3mpJNO4vrrr6dv377p+3AdkFKKKg8pDQQ81Yq/PaMf//pXsN++TX9NpfRA3ZzczGoRaIzdrgvsOTnUTq4S0CejcARUWG9nXqTNj2RY9GNnlr4YmzNN2mJp6DL/s3dWhqFbhSLKYP16yMluXkBwwvEGvhrFszPg5Tm6m89Zv06+u5DToagoN+fHkN9NW1KqzsyydWY9DwbNgnltMKAAFYkv3MdS9OsEJtHX3H0AEP/etdsp9POVobsgxGa3tYI9jSmGf/klzKx/Kj78SJ8LAXr00NeC449t299nbOJFfzRDnEtnXHM6ZQxAR2COMcjO1hUuNTU6C6HZjSiTE2sYqiVtxKLZWpLaq6OlBjMHC5eVkbKuQQBP/E3x7nvQuxc88mDzTv4ej/4PW1xsZPTJuam/BbMmEBoGAxaLFPjbu7y8An74cReeKl3r2dzg9dXXFLNe0o+vmAinnZL876HKo8jOhq5dWt6loSmp8DrSuTAZhYWF7Ny5K26CKX+NIhDUBf5QtNCPAVbD/P9eezNbDFtS4WEWHzKh0uTb7xSvzYWly2qXDSyBM8+AEcPbtmUz1goQNlMu144DaK1j19HKD6mS7uNipsT1ehU+nw5QHc2cVNRMLdq7l6QWFR2MmT60rIyUZqH5ZrUOBACu/l3zAgGfT2G1QVFRZgcCzWGxGHTyeZk6NKvVoKjQQEUUVdWQm928AcHnnm1QU6N49TV45llwZSmOOza5377bBZ4qnfZRsiunnjmbt1n4DwTCbC9VhKMtABh6wK3ZspeVlf6CZlsHAZGIYsVKeG1u7SzBhgHDD9Nzygwe1Lb75/cr/AH9vbjcta0A0uWy8zCTf7jdRmysjKdapzu3WnWq8Ez4PUgwIFpdJKLzk5eX6X6iqWo2CwZruwedfBLsP7jprxsMKkJh6FacnkmUhEgXm82gsFCPdan26lrH5rjoQp229s35MO0pcGYpRh7R/P8DVquBw6H/b0ua2ZYxu/qYhX+zUBmOBgJYdJYZAzKmMNGaQiHFJwvh9f/ALxv0MpsNjj0GLv5NHvn5VW22b5GIbgUIhvRYgMJCcLtatxVAZCaHQ8+UnZMTP4Fea2QF3BMJBkSrCof1zMKVVXrgYSpr4Oe+ARs3Qn4+XHJR058Xiejmu6Ii3ddPiPbG4TDo0gW2l+qaJ5er6b9jwzCYMF7hq9GTLz3yKDhuUhw2rPn/F7KyDCqrdPe/Ll2k8LMnkYiK9es3bzX+aP/+aL//uoNsnc7aNJvZ2QahUOc6vj6f4p134Y15sGOHXuZywZiT4YzTdatufr612TPMp0I4rAt44bAO0AoKjJTMlSM6HqtVzx/kduvxI9XVOpOUz6eik561/m9GggHRaoJBxa4yRbVHTx6TytqsLVsUr7yqH08Y37xJYzxeyM6BvDw5aYv2y+k06FIEO3bo1LDNuaBYLAZXTdKDzhcuggcegj/dqhhyYPP/T2RHJyNzufT/c6EL/XUH9IZCum9/XKEfwACbpbbw3xpdfdqD8grFvPnxmYEKC+BXp+tAoC0rccw01ApduMvNMcjKkvFYYs90VkBiWQG9Xp1QpaLSTMbQev//JRgQrcLvV+zapWsfc3JSe6JUSvH0dH1hPWgoHD2q6c/1+XQWo8ICyeMs2j+3W3cZ2rlTYbGoZjU7W60G//d73R1l2XK49364+3ZFSUnz/l9YrQZWa213oc5UMxoOx2fyCYYUwUB0wr466TQNw8zYpbuSSKE/sS1bFP95E97/QE9IBtCrpx4UfOwxbdsVLRhU1PjBYoA7uzYIkO9RJKNuFyKvD6qqdGBgt+lB+pbE02WljAQDIu28XsXOXXqgW25O6k+WH38CX67SI/SvvKLprx8K6Qt3cZEh/ZtFh5GTowudZWVgsTQv5ajNZvDHPyjuuQ9WfQV33Qv33KUY0L95/z+ysvTkO36/LvR2JGZ//lgtfxiCAZ0yMhTWhX4zg5dRZ74Pu9PM4iPnmsYopfj6G/jvm7BsRW0WtP32hbPPbPvMQMGgrtSyWfW8Gjk5Mh5ApI7NZpCXq1tYfT6orNS/tywJBkR7FYnoGSbLyvTFsDldd5qqqkox43n9+Lxz9KyNTaGU7qNXUKCbdoXoKAwjOhtmWFFeAbk5qlmtXg6Hwa03K+6cCt9+B3feDfdOVfTp3bxxCCjVpMmsMlXdQr9Z0+/316buNGv5Qc/ZYWbyscgEfUkJBhULF8Eb/4Wf19UuP2wY/PoMOPCAti1wB4O6O5DNpiekzM6WZBMifaxWg5wc3d2ypoa0z2gswYBIi1BIDxSu8uhUg+kaJf/CbKiogD59dNNxU3m90RlT89rHxGJCNIfFYlBQAKGwTmOXm9O8lKNZWQZTblXcfhf89BPcfhfce5eiZ8+O93/FHMRrFvgb9OcPR/vzo/P11x3MK10LW66yUvH2OzD/f7o1C3Qr7/HHwa9Og97NCELToW4QkF+g04NKS7JoLeZg49opANNDggGRcl6vorxcn0BTPVC4rtVrdGYJgN9d0fSAIxjUNZYFBR1nPgEh6tNzEEAkHJ1VO6d5z8/JNrhzimLKHTp945/ugnvvVnTv1jH+z1RVKby+2sw94XDtuljXHunPnxZKKVavgQXvwKLFtTMFFxbC6afq1NB5uW0fBPhqwC5BgOgEJBgQKRMO625BFRW6r2wyM6I2VTCo+Nvf9eOTToAD9m9G96BoGtHmpF8Uoj2y2w2KipJLOQq65ezuO3RAsHET/OlOHRAUd23f/3ciEUVFpe7nn+WU/vytxeNRfPgRvP0ObNhYu3zvAXDGr+CoI9s21zroliFvjc7qVJBvjgmQ34Xo2CQYEClRU6NnFK72prdbkOk//9UXk/w8uGRc05/n9eqZUnPTMH5BiExkphwtLW1+ylHQLWh336G47XbYshVuv1MHBEVF7f//UJZMjpZ24bBi1Vfw0ce6FcDMCuR0wqijYMxJenBwWwdi4bCuKLIYkJcDubkyJkB0HhIMiBYxWwMqK3UGjZzs9Pej3bK1dk6B347XJ+2mkO5BorNyuw0Ki2DnjuanHAU9mdPddyqmRAMCs4WgoED+H4mGlFJ89x18vBA+XQQVlbXr+vXVAcAxR2fGJI/hsO4OpJS+fuXmGmRltf1+CdGaJBgQSVFKz9pbURFNe9VKNWxKKf4+XdcuDR0Cx4xu+vN8PiiU7kGik8rN0YNky5NIOQpQ3FUHBLfdDps260HFU+9U5OfL/yehu16t/R6WLIVPP4Pt22vX5efBUSN1AFCyX9u3AkDtzPNKgcutxyjI+BDRWUkwIJotEFBUVupMQRYjPXMH7M7CT+GLL/XAvubMKeDz6YGA0j1IdFaGYVCQr/tEe6ogN7d5GYYAunczmBoNCH7ZAHdMhal3qCa3zomOxe9XfLkKli7XE9VVVNSuc7ngiBFw9GhdcZMp6VYjEZ3cIhyOzhica+BySRAgOjcJBkSThUIKj0dRVQXBMLizWnd2UY9H8dxM/fjcs6FXE9MchkKKcAS6Svcg0clZLDrDUDiUXIYh0HN5TL1DcdsdsG4d3DkV7rpDkZMBXT5Eeiml2LRZV8h8uUrfzDEAoAvXhw6DIw/X95nU5z4SUfj9OnORywVduuggQNLDCiHBgGiCUEgPrKqsVAT8uoa9LbravDgbysuhT289E2VT+XyQl6cvAEJ0djZbyzIMgc79PjWaZejHn+Due+DOPyncbilYdTRlZYpVX9cW/nfujF9f3FXPCjxiOOw/uO2zAdVnBgGhkL52FRVJECBEfRIMiN0yg4CqKn0ydTp0qsG28M1qPTENwO8mNf2CU1OjsDtkcjEh6qqbYSgQUEmN99lrL4O7blf86U5Y+z1M/TPcfltywYXIDEoptmyFNWtg9RpY8y1s3hK/jd0OgwfBQUPhkINhQP/M7GJTvyVAggAhdk+CAdGA369rDKs8ugnY6WjdcQH11dQopj2lH5/YjDkFwmGdR7xbNyPjaquEaGtut0FhoWLHDj2gOJkudP37G9x5u56peM23cO/98Kdbm5++VLSNcFjx88+w+lv9/a35Vre+1mUY0L8fHHQQHDxUBwKZ/P2GwwqvV88qLS0BQjSNBAMC0CdQvx+qq3WGhVBI54HOb6OWgLpm/RO2boUuXeC3lzT9eV4fZOfofqxCiIZycw1CIUVZOeTmqKQKTPvsbXDHFMUdd8PX38Cf/wK3TVap31nRIkrpwO/7H3RLzvc/wA8/gt8fv53NpvP+7z8YBg+GQSV64q1MFw7rgcGGReFw1A4MliBAiD2TYKATi0R0zXlNjZ4sLOAHw6JbAjKl7+83qxXz5uvH1/yu6XmpAwGF1QIF+YZcDITYDcMwyM+HYEjh8erJlpJRsp/BHbcp7rxH9yu//0G4+srU7qtoHk+14scfowX/aOG/rLzhdm63ru3ff7C+33ef9jURWyikgwCF/iw9e1qp8cl5X4jmkGCgkwmFdADgDyi8Xt0NSAFOu84skkl9P83uQUrp7kGHHNy0fVNKz33QpSizm7OFyARWq0FhQXSMkDf5QcCDBhlMuUVx972w8nN44m96HgKQ/4PpFA7rfv7r1sP69fp+3XooLW24rdUK/fpByb669r9kP+jVK3PSfjZHIKCoCYDVgOxs3XqRlQXZboOAv/19HiHakgQDHVg4rPtNhkJ69t2aGl34D4UAAxx2yHZnbjPq359NrnuQzwduV/to2hYiEzgcOuVoaanC70++z/+BBxjcNllx7/3w+RewYiWccHxq9zUVvD7F1m3Qo1tb70nT+P2KXbtg6zY9A/TWrbBjh4dfNiq2bdODZBPp3j2+4D9gQPuuIFFKd2cNBPRA5oJ8Xfhvz59JiEwgwUA7orMjNOyLqxREItGbglBQEQxCMAThkF6uDLBbdX/Q9jDL4gcfKj74ECwW+MN1Te8eZAZAXbvKnAJCNIfLZVBYCDt2KKzW5AYUAxw0VI8h+PAj3fUkE918i+7OZLVCQYGiqBAKC4nd5+VBTrZuLc2O3udk66w0NlvLzp9K6YoZTzVU17tVVEJZWfRWru93lYHXm+iVaiMApxP69dW1/v2jt359O06FSCikg4BIBBxO6Fps4MrKvDSmQrRXEgy0Iz4fbN+uiET030rpLj7UiQ+UoWcFtlr0hc6e1f6agDduUvz9Wf34gvOanj0IoNoLebkyp4AQycjJ0bXMLRlQDPr/7F59Mndm4mGH6Mw5gYDOm18/d35jDAMcDoXDDg6HvlmtxPWGMh9GIhAI6mMaCOj73dXi74nDAd27Qc8e0KMn7D3ATUG+l549oLg4c1t4k6WU7tIaCOhKoSyXnkHe6Wx/1zQhMp0EA+1MIKhrqEBflPSt45wY/X7FQ49ATQ0MOVDPNNyc59ptMqeAEMlK1YDiTPfbSw1OPEFRVQlVntra+F3RW1Wlrrn3eGrva2r0c5XSGXjqZ+FpLqtVn8uz69xyc6MtFAX6vrBOi4XbHX+uz893UlHha9lOZKBgUOEPQCSsWwEKC3WrlcPRsa51QmQSCQbaGcPScWtFlFJMe1IPfsvPg+uva/pnNSeY6VpstKtMGEJkGqtVjx9o6YDiTGe1QlER9OjRtM8XCilqov3Vg9Eaa3/0PhxO/BzdiqDHZ9nr3Gc5ddceKdxqZmKLUBjsNj2WLTtbWgGEaC0SDIiM8cqrsHCRvkjf+AcoKmz6RcDn012DsmVOASFazG5PzYDijsRmM8ixAdltvScdQ7DO2Da7DZxZUOTWAYCMBRCidUkwIDLCos8U/3xZP540EYYc2PSLQSikiCjIzzekFkmIFHG5DAoKYUepwmZT8n9LtIhSuvAfCOqxFGYAUOjSAYC06ArRdiQYEG1u7feKR6fpx2NPh5NPat5FweuTQcNCpENuju4SU1EBublKurWIZgkGlU5tHdKDqm12MyuTHgMgLQBCZAYJBkSb2rRJMfXPut/tsIObN58AyKBhIdIpNqA4qPBU6+BAiESU0gX/UAiCYSCi5wKw23WqVofDiGZekvO0EJlGggHRZnbuVNw5Faqq9KQ4f7yheRcKGTQsRPrZbHr+gWCpwudTuFzyf03ET2oZCkdr/m36lpurC/86GJDfixCZToIB0SaqqhR33QulO6BXL5hyC80uZMigYSFah9OpBxRvL1UEg0oKeJ1MJFKn4B+KzmeD7vaT5YKsLAO7TbcCWK2SJUmI9kaCAdHqqqoUd9wNv/yic0jfMUUP/m0OGTQsROvKzjYoDCp27QKrNfkJyURma1DwR6dItUUL+7m5urbfbAWQ868Q7Z8EA6JVVVYp7rgLfl4H+flw9+3QvVvzLyZen56LQAYNC9F68vIMAkGFx6MH7Yv2LVHB32KA1abnR6hb8LdadZcxIUTHI8GAaDXlFYq7ptYGAvfcCXvt1fyLi9+vooPSZNCwEK3JYjEoLNADijvyhGQdVSikYn38I2E9iaXN2rDGXwr+QnQuEgyIVrF5i+Lue2Hr1pYFApGInqq+a1dD+i0L0Qbsdh0QlJYqAgElg/czVKLsPjabrvXPc+sBvmZXHyn4C9G5STAg0m7tWsU990NlJXTrBnfcBr17J3fx8XohO1vnqhZCtA2326CgQLEzOn5A+o23vfqFf0PF9/M3C/92uwzwFULEk2BApNVHHyuefFrPI7DP3jprUGFhcheiYFBhsUB+niGDF4VoY7m5BoGAHj+QkyMTkrW2SES3zIRCEA7rZTYbOJyQn2XEcvxLrb8QYk8kGBBpEQwqnpsJ/3tb/z3sEPjjH5qfPtSklMLrgy5FOo2dEKJtWSwGBQXm+AHdYifSJxyurfkPh8GwKsKRhqk9pfAvhGguCQbaCaUUny0O4HBCXobPArppk+LRafD9D/rv88+FC85rWQo6rxfcLsjJkQudEJnCbtcTkm3fLuMHUs0s/AdDEInoLD82O7jduvBfXGzF4zGk8C+EaDEJBtqJL76E6/7goXdveOj+zJwFNBxWzH0D/vUKBIOQmwP/93s4dFjL9jUYVKjonAJy4RMis7hcevzALhk/kDSz4B8OQyhC/GDfOrP51s3r73IZ1NTIsRZCtJwEA+3EPntDly4GmzYprvk/+O0liqNGZs5AsDXfKqbPgJ9+0n8fcjBcNQmKi1u2f2b3oKIiJI2hEBlKxg80XThcJ7d/BFBgteiCf5YLspy1WX5ksK8QojVIMNBO5OUZPPSXHP44uZIdO+Chv8L/FsAl4xQl+7XdxWLLFsULs+GzxfrvnBy4bDwce0xqLmLV0e5BudI9SIiMVXf8gM+nu7KIhjX+hgJLtODvzIJ8p+5qZY3m+pfECEKItiDBQDtywP427v8zvPce/Pt1+PobuOkWGHaw4vzzYNDA1ruQ/LJBdwn66GN9obNY4ITj4aL/BwUFqdkPv19hMXT2IekeJERms9t1QGDOP9CZmDP5hsN1JvQy9ORd9Wv89YReLRtDJYQQqSTBQDvjcMAF5xkcd6ziX6/Ahx/Byi/0bb99FSefBKNGJp+1pzHBoGLF5/Duu7B8Ze3yQw6G8ZdAv76pe89wWBEIQJcukj1IiPai7vwDqgPGA0rVFvrDYQhHQAEGeiZfmw1cLt3H3yz022xS4y+EyGwSDLRT3YoNfn81nH+u4tXXdFDw/Q/6NmMmHDZMMXw4DDu4ZRl4fD7FN6t14f/TRVBVpZcbBhxxOJx1BpSUpPZCp5Siuhry8iR7kBDtTW6ugT+gqKxq6z1JXoNCf7h2nc0GFquu7Xc6dCpPs8bfapU+/kKI9keCgXauR3eDa34H436jeP8DeOdd2LIVPvlU3ywW6NtXsd8+sO++0KM7dO2iB+Q6HHo9gM8HlVVQXgYbNsL6DXow8Nrv9UA3U2EhHDMaTj4JevVMz0WvulrXrhUUyORiQrQ3FotBYQGEQ4pMLxdHIrrFM1boj7ZmmDX9ZqHfYa/t22/W+EuhXwjRUUgw0EEU5BucfSaceYZi7fewbLm+/bIB1q3Tt3feS/xci0VfFHenWzc4aCiMPAKGDklvX1efT2G1QVGRjBMQor2y2w2KinTBOVNZLBAM6G4+NitkZcV375GafiFEZyHBQAdjsRgMGgiDBsLFF8GOnYrvv4cffoSffobSHbBjB9TU1D7HDAScTp3Tulcv6NcP+u0F+w+GHj1a54Lo9+saum7dDJxOuQAL0Z5l8v9hi8WgqLB2kK9UPAghOjMJBjq4rl0MunaBI4+IX+7zKT2zZVgHA9nZbXvxDgajA4a7GjKfgBAi7SQxgRBCaBIMdFIul4GrrXciKhxW+Gr0eITcnLbeGyGEEEKIzsPS1jsgOrdwWFHthYJ8yM8zpH+uEEIIIUQrkmBAtJlwWKcQzc2B/HzJHCSEEEII0dokGBBtwgwEcnJ15iCZjVMIIYQQovVJMCBaXVwgUCiBgBBCCCFEW5FgIEmrVq3i8ssv57DDDuPggw/m/PPPZ/78+W29WxnPHCOQmwtdZC4BIYQQQog2JdmEkrB48WImTpyIw+Hg9NNPJzs7mwULFnD99dezdetWJkyY0Na7mJGCQZ01KD9Pzy4sLQJCCCGEEG1LgoFmCoVC/OlPf8IwDGbPns3gwYMBuPrqqzn33HN55JFHGDNmDL17927jPc0sfr8iGISiQsjLk8HCQgghhBCZQLoJNdPixYv55ZdfGDt2bCwQAMjNzeXKK68kGAzy+uuvt+EeZhalFNXVikgEunY1JGuQEEIIIUQGkZaBZlq6dCkAo0aNarDOXLZs2bJW3adMZQ4UzsqCwkIDl0uCACGEEEKITCLBQDOtW7cOgH79+jVYV1xcjNvtZv369enbAaVr2zN9ci6fTxEKQV50fIAMFBZCCCGEyDwSDDSTx+MBdLegRHJycqiqqtrt8/Pz87FYkuudFQwquncvwF+jcLszcwBuMKjw+hQFBQaFhQY5OTKrcLoUFha29S6IDNBZfwctOZd2FJ31u98TOS6JyXFJTI6LBAOtrqKiIunnFhYWYrNW4AkpNm8Gu113wcmEwnY4rPD5wDB02tCsLINQyKC8vK33rGMqLCykrKysrXdDtLGO+jtoysW5JefSjqCjfvctJcclMTkuiXWG49KU86kEA82Uk5MDsNvaf4/HQ35+ftre3+k0KO4K2W6oqFRUecDpUDgcbRMURCKKmhoIh8GdDfl5BllZbR+cCCGEEEKIPevcbaxJ6N+/P0DCcQGlpaV4vd6E4wlSyWLR3W+6dzPo2tVAAVUe3U8/ElFpfW+THhysBwg7HNC9u0G3YgkEhBBCCCHaEwkGmmn48OEALFy4sME6c5m5TbrZbAZ5uQY9uuugwGKF6mrwVCuCwdQHBUop/H5FpUd3CcpyRYOAbgZut4wNEEIIIYRobyQYaKYjjzySvfbaizfffJM1a9bElldVVfH0009jt9s588wzW3Wf6gYF3bsbZLshFILKKoWnWhfgw+HkgoNQSFFTo6jyKDweUEBhAfTooVsC3G6ZN0AIIYQQor2SMQPNZLPZuOeee5g4cSIXXXQRp59+OtnZ2SxYsIBNmzZx880306dPnzbZN6vVwO0Gt9sgGFQEArrrkD+A7tcfUWCAxQCrRQ/2rVuZrxREIrU3wwCrFWw2HQA4HAZOJxmZxUgIIYQQQjSfBANJOOKII3jppZd4/PHHmT9/PqFQiJKSEm688UZOO+20tt49AOx2A7sdsrMNIhFFMKgH+YbCEAwoQmGIhKHuEAOrBRxOXfi32wysVp2xyGbLjIxFQgghhBAitSQYSNLQoUN59tln23o3msRi0TX6tWoL9krpaEAK+0IIIYQQnY8EA52cBAFCCCGEEJ2XDCAWQgghhBCik5JgQAghhBBCiE5KggEhhBBCCCE6KQkGhBBCCCGE6KQkGBBCCCGEEKKTkmBACCGEEEKITkqCASGEEEIIITopCQaEEEIIIYTopCQYEEIIIYQQopOSYEAIIYQQQohOSoKBduLYY4/FMAyOPfbYZj2nqKioWc8ZO3YsRUVFjB07Nq3vc84551BUVMQ555zT5OeMGDGCoqIiRowYkdZ9O/nkkykqKuLkk09u8nOSOW7JfB7Qx84wjGYdu9b6LSTzmZJ5n2HDhlFUVMSwYcOa/JxkfnPJvM9FF11EUVERF110UZOfk8xxu+iiizAMI+3vk8xxO+qooygqKuKoo45q8nNay9atW7n//vvZunVrs9Y15quvvmLs2LF89dVXzVo3depUioqKmDp1arOe99prr1FQUMBrr73WYF1j31dj66699lqKioq49tprG6y7+eabKSoq4uabb26wbuLEiRQVFTFx4sRmvV9j56TGXrOx/18nn3wyhmEkPHe/9tpr9OvXL+Exa+wc1Ni+NPb9Nfa8Rx99lK5du/Loo482WNfYMWvs2tTY7+Woo47CMIyE/x/32WcfioqK2GeffRqsa+w3MXToUIqKihg6dGiDdR9++CFDhw7lww8/bLCuse+9sd9ZY8elsePZmIkTJ2IYRsLvaMaMGfTo0YMZM2Y06/0a++zJnnuSPS81hwQD7cR3330Xd5+u56xatSruPl3vs3Llyrj7pli3bl3cfbr27Ztvvom7b4pkjlsynweSO3at9VtI5jMl8z4bNmyIu2+KZI5bMu+zdOnSuPumSOa4tdb7JHPcfvjhh7j7TLJt2zYeeOABtm3b1qx1jfn2229ZtGgR3377bbPWmQWGRAWHxp63aNEiKioqWLRoUYN1jX1fja1buHBh3H1dH3/8cdx9/X2pe9/U92vsnNTYazb2u2/s3L1o0SKqqqoSvmZj56DG9qWx729Pz4tEIgmf19gxa+zzNfZ7aez/Y1lZWdx9XY39JjZv3hx3X9eKFSvYuHEjK1asaLCuse+9sd9ZY8elsePZmMa+o48//phAIJBwXxp7v8Y+e7LnnmTPS80hwYAQQgghhBCdlAQDQgghhBBCdFISDAghhBBCCNFJSTAghBBCCCFEJyXBgBBCCCGEEJ2UBANCCCGEEEJ0UhIMtBMDBw6Mu0/Xc8ycwYlyB6fyfcy87c3J396/f/+4+3Tt2wEHHBB33xTJHLdkPg8kd+xa67eQzGdK5n322muvuPumSOa4JfM+Zg7/5uTyT+a4tdb7JHPc9t1337j7TNK9e3duuukmunfv3qx1jRk0aBAjR45k0KBBzVpn5lpPlHO9seeNHDmS/Px8Ro4c2WBdY99XY+tGjRoVd1/X0UcfHXdff1/q3jf1/Ro7JzX2mo397hs7d48cOZLc3NyEr9nYOaixfWns+9vT8ywWS8LnNXbMGvt8jf1eGvv/WFhYGHdfV2O/iV69esXd13XooYfSp08fDj300AbrGvveG/udNXZcGjuejWnsOzr66KNxOBwJ96Wx92vssyd77kn2vNQchlJK7Wmjb775plkFI7F7iXL5NlVhYWGLni86DvktCOi4v4NEBZP6OuLnbo6O+t23lByXxOS4JNYZjktTzqdNahm44IILePDBB/H7/S3eKSGEEEIIIURmaFIw4Ha7mTFjBmeccQZLlixJ9z4JIYQQQgghWkGTgoG33nqLk046ifXr1zN+/HimTJlCVVVVuvdNCCGEEEIIkUZNGjNgeu+997jrrrvYvn07xcXF3H777Zx00knp3D8hhBBCCCFEmjQrGADweDw8+OCDvPLKKwCcdNJJXHfddbhcrt0+J9FocyGEEEIIIUTbanYwYFq+fDm33XYbv/zyS+NvYBisXr06qZ0TQgghhBBCpI8t2Sdu2LCB8vJy9hRLJBlrCCGEEEIIIdKs2S0DmzZt4vbbb2fRokUYhsG4ceO4/vrrG+0mJIQQQgghhMg8zWoZeP7553nsscfwer3st99+3HPPPRx00EHp2jchhBBCCCFEGjWpZeCHH35gypQpfPnll9hsNiZNmsSkSZOw2+2tsY+d2qpVq5g2bRqff/45oVCIkpISxo8fz2mnndbWuyZS7D//+Q8rVqzg66+/Zu3atQSDQe677z7OPvvshNt7PB6mTZvGggULKC0tpVu3bowZM4ZrrrmG7OzsVt57kSrbtm3jrbfe4uOPP+ann35ix44d5OfnM2zYMCZOnJiwAkZ+C+1fS871Sik+/vhj3n//fVauXMnmzZsJhUL069eP0047jd/+9rc4nc5W+BSpl+prYEVFBWPHjmX79u2MGjWK5557LsV73DpSdVx27tzJ3//+dz788EO2bNmC2+2mf//+/PrXv+Y3v/lNmvY+fVJxXLZt28b06dNZtGgRmzdvxu12069fPy644AJ+9atfYbVa0/gJ2kaTgoEDDzyQUCjEwQcfzL333ss+++zTGvvW6S1evJiJEyficDg4/fTTyc7OZsGCBWzatImbb76ZCRMmtPUuihQ6/vjj2bRpE4WFhbjdbjZt2rTbYMDr9fKb3/yGNWvWMGrUKAYPHsyaNWtYuHAhQ4YMYfbs2e324t/ZPfTQQ0yfPp2+ffsyYsQIioqKWL9+Pe+++y5KKR5++OG4C5v8Ftq/lp7r/X4/Q4cOxeFwMGLECEpKSggEAixcuJB169YxZMgQXnzxxXbXnTcd18AbbriB999/H6/X226DgVQdlzVr1jBhwgQqKys55phj2GefffB6vfz444/Y7XamT5+e5k+SWqk4Lhs2bOC8886jvLycUaNGMXDgQDweD++99x6lpaWcffbZ3Hfffa3waVqZaoJDDjlEzZo1S0UikaZsLlIgGAyqE088UR144IFq9erVseWVlZXq5JNPVgcccIDauHFjG+6hSLVPP/009p3+/e9/VyUlJerf//53wm0fe+wxVVJSoh588MG45Q8++KAqKSlRTz/9dNr3V6TH22+/rZYsWdJg+bJly9QBBxyghg8frvx+f2y5/Bbat1Sc6wOBgHrqqadUeXl5g+WTJk1SJSUlavr06WnZ/3RJxzXwf//7nyopKVGzZs1SJSUlasKECane7bRL1XGpqqpSxx57rDriiCPUmjVrEr5Pe5Kq43LHHXeokpISNXPmzLjlFRUV6thjj1UlJSUdsuzVpBmI582bx0UXXYRhGOmOTUTU4sWL+eWXXxg7diyDBw+OLc/NzeXKK68kGAzy+uuvt+EeilQbOXIkvXv33uN2SinmzJmD2+3mqquuilt31VVX4Xa7mTNnTrp2U6TZySefzIgRIxosP+ywwzj88MOpqKjgu+++A+S30BGk4lxvt9v53e9+R35+foPlkyZNAmDZsmWp3/k0SvU1cNeuXdx55538+te/5phjjknHLreKVB2Xl156ic2bN3PDDTcwaNCgButttqSTTbaJVB2XDRs2ADT4jeTl5TFs2DAAysrKUrjnmaFJwUDPnj3TvR+inqVLlwIwatSoBuvMZe3t5C5SY926dWzfvp1hw4bhdrvj1rndboYNG8aGDRvYsmVLG+2hSBfzAm3ey2+h/Uv3ud78rbS3fs6pPi533HEHVquV2267LTU72EZSdVzmz5+PYRiMGTOGn376iRdffJHp06fz3nvvEQgEUrvTrSBVx6WkpASAjz76KG55ZWUln3/+OcXFxey7774t3d2M075Cv05k3bp1APTr16/BuuLiYtxuN+vXr2/lvRKZwPze+/fvn3B9//79Y32FJZDvODZv3syiRYsoLi6OXbDkt9D+pftc/+9//xuAo446KunXaAupPC7/+c9/WLBgAU8++ST5+flUVVWlcldbVSqOSyAQYO3atRQVFfHiiy8ybdo0IpFIbP1ee+3Fk08+ycCBA1O67+mUqt/LZZddxvvvv899993HJ598EjdmICsriyeeeIKsrKxU736ba1LLgGh9Ho8H0E1cieTk5LTrE5pInvm95+TkJFxvLjd/Q6L9CwaD3HTTTQQCAW688cZYLa/8Ftq/dJ7rP/roI15++WX22WcfzjvvvKT3sS2k6rhs27aNe++9l7Fjx3LiiSemdB/bQiqOS0VFBeFwmPLycp566in++Mc/smjRIj7++GOuuuoqNm7cyO9+9zv8fn/K9z9dUvV76dq1Ky+//DKjR4/mk08+4dlnn+Vf//oXVVVVnHnmmQm7VHUEEgwIIUQGi0QiTJ48mWXLlnH++edz5plntvUuiXZg1apVXH/99eTm5vLYY4/hcDjaepfaxJQpU7DZbO2+e1Aqma0A4XCYCy+8kAkTJtClSxe6d+/OddddxymnnMKmTZv43//+18Z72vrWr1/PhRdeyK5du5g9ezYrV67ko48+4uqrr+app55i/PjxhMPhtt7NlJNgIEOZNXq7i2Q9Hs9uI2DRsZnf++5qe83lu6stFu1HJBLh1ltv5c033+SMM87grrvuilsvv4X2Lx3n+q+++orLLrsMi8XCs88+y3777dfi/WxtqTgur7/+Oh9//DG33347RUVFKd/HtpCK41J3/fHHH99gvbns66+/TnY3W12q/h9NnjyZzZs38/TTT3PYYYeRnZ1Njx49uOKKKxg3bhyff/458+bNS+m+ZwIJBjKU2Qc4UR+30tJSvF5vwr5xouMzv3ezj2R95vLd9SMX7UMkEuGWW27h9ddfZ+zYsdx///1YLPGnbPkttH+pPtd/9dVXTJgwgUgkwnPPPcfQoUNTtautKhXHZfXq1QBcd911DBw4MHY74YQTAFi4cCEDBw7k17/+dWp3Po1ScVzcbjfdu3cHdJac+sxl7ambUCqOi8fjYeXKleyzzz4UFxc3WH/44YcDen6GjkaCgQw1fPhwQJ+s6jOXmduIzqV///5069aNlStX4vV649Z5vV5WrlxJnz59ZMBoO2YGAnPnzuW0007jgQceSJgNRn4L7V8qz/VmIBAOh3n22WcTzlbdXqTiuBxyyCGce+65DW7mpH09evTg3HPP5aSTTkrx3qdPqn4vRxxxBAA//PBDg3Xmsqakus4UqTguwWAQ2H3q0F27dgF0zC53TZmMYNOmTS26ieYLBoPqhBNOaHQCjQ0bNrThHop0kknHOq9wOKxuvvlmVVJSon7/+9/vcfIf+S20b80912/btk398MMPqrKyMu51vvrqK3XYYYepgw8+WC1fvrzV9j9dUnVcEtmwYUO7nnQsFcdlxYoVqqSkRJ1++umqoqIitnz79u1q9OjRatCgQeqnn35K/wdKkVQdlzFjxqiSkhL1yiuvxC2vqKhQp5xyiiopKVGffvppej9MGzCUUmpPAcOgQYOSnnDMMIxYU51onnRMxS4y15w5c1ixYgUAa9eu5ZtvvmHYsGGxps1DDz00lhHE6/Vy4YUX8u233zJq1Cj2339/Vq9ezcKFCxkyZAizZs3qkOnPOoNp06bxxBNP4Ha7ueSSSxJO/nPiiSfGJtaR30L715xz/eTJk3n99de57777OPvsswEoLy/n5JNPpqKigtGjRydsEcjNzWX8+PGt9ZFSoqXHZXc2btzICSecwKhRo3juuefS/TFSLlXH5f777+cf//gHPXv25LjjjiMUCvHee++xc+dO/vCHP8QmrGsvUnFcPvroI6666ipCoRBHHnkkgwcPprKykvfff59du3YxZswYHn/88bb4eGnVpHkGEjWtBINBvvjiCwDy8/Pp1asXoHNhV1RUYBgGBx10EHa7PXV728kcccQRvPTSSzz++OPMnz+fUChESUkJN954Y6yZU3QcK1asaDBD4sqVK1m5cmXsbzMYcLvdzJo1i2nTprFgwQKWLFlCcXExEyZM4Oqrr5bCXzu2adMmQBfyn3766YTb9O7dOxYMyG+h/Wvpud7j8VBRUQHAJ598wieffNJgm969e7e7YECugYml6rhMnjyZkpISZs+ezeuvv45hGAwePJi77rqrXXWdMqXiuBxzzDH885//5LnnnmPFihUsW7YMh8PBPvvsw9VXX82FF16Y5k/RNprUMlCfx+Ph0ksvJRAIcNNNNzF69Oi49QsXLuTBBx/EZrPx/PPPSyYLIYQQQgghMlBSwcC9997Lf/7zH/73v//tNl3Xrl27OOWUUzjjjDOYMmVKi3dUCCGEEEIIkVpJZRN65513OOKIIxrN21tUVMQRRxzBO++8k/TOCSGEEEIIIdInqWBg165dhEKhPW4XCoV2m6JJCCGEEEII0baSCgZ69+7NZ599xpYtW3a7zZYtW/jss8/aVZ5aIYQQQgghOpOkgoFzzz0Xn8/HuHHjmDt3btwsdYFAgLlz5zJu3Dhqamo499xzU7azQgghhBBCiNRJagBxJBLhxhtvZP78+bH5B8zxA+YMbUopTjnlFB555BEsFpnoWAghhBBCiEyTVDBgmj9/Pi+99BJffvllbBpnu93OQQcdxIUXXsjpp5+esh0VQgghhBBCpFaLggFTKBSivLwcgIKCgoQzZgohhBBCCCEyS0qCASGEEEIIIUT706Iq/FAoxIcffshXX31FWVkZQ4cOjQ0Y3rZtG2VlZey7777SUiBECmzcuJETTjiBESNG8OKLL7b17gghhBCiA0h6ZO/y5cs5+eSTufbaa/n73//OnDlzWLFiRWz9F198wVlnncX777+fkh0VQgghRGbbuHEjAwcO5OKLL27rXemQXnvtNQYOHMi0adPaeldEB5JUMPDDDz9w+eWXs337dsaNG8ejjz5K/d5Gxx13HFlZWbz99tsp2VEhhBBCCCFEaiXVf+epp57C7/fzzDPPMGrUqITbOBwODjjgANasWdOiHRRCCCGEEEKkR1ItA0uWLGHo0KG7DQRM3bt3Z/v27UntmBBi92pqanjooYc47rjjOPDAAznppJN45plnGrTQgW7Ju+GGGxg1ahQHHnggo0eP5qabbuKnn35qsO2emqAvvvhiBg4cyMaNG2PL6nYL8Hg83HfffRx//PEccMAB3Hvvvan70EKIjDZt2jROOOEEAJYuXcrAgQNjt8mTJ8e2Ky8v5+GHH+a0005j6NChHHrooVxyySV88MEHDV6z7vnF6/Vy3333ccwxxzB06NAGXZHfeustzjvvPA4++GBGjhzJPffcQ01NTYPXPP744xk4cCBKKZ5//nlOO+00hgwZwujRo7nnnnuorKxM+PmUUrz55ptccsklDB8+nCFDhnDqqacybdo0fD5fg+3rni//+9//cv7553PIIYdw2GGHxbb58MMPueWWWzj11FMZNmwYBx98MGeccQZPP/00gUCgwevdcsstADzxxBNxx/e1114D0nsOb873JtqXpFoGKisr6dGjxx6383q9hEKhZN5CCLEbwWCQCRMm8OOPPzJixAi8Xi/Lli3j4Ycfprq6muuvvz627WeffcaVV15JTU0N+++/PyNGjOCnn37iP//5D++88w7Tp0+PuzC1RE1NDePGjWPz5s0MHz6cAw44gPz8/JS8thAi8w0ePJgxY8bw9ttv07VrV0aPHh1bd+ihhwLw888/89vf/pYtW7bQu3dvRo0aRXV1NV9++SVXXnklN910E5dddlmD1w4Gg4wfP56NGzdy2GGHUVZWxvLly7nmmmt49tlnWbt2LQ8++CDDhw9n1KhRLFu2jBdffJGysjIefvjhhPs7depUXnnlFUaMGEFJSUnsOUuXLuWll14iJycntm0kEuGPf/wjb775Jm63mwMPPJD8/Hy+/vprnnjiCT7++GNefPFFsrKyGrzPM888w5w5cxg2bBjHHXccW7Zsia277bbbqKmpYb/99mPgwIFUVVXx1Vdf8de//pXPPvuMGTNmYLVaARg9ejShUIiVK1cyaNAgBg8eHHudvn37NvPbaqixc3iy35toJ1QSjjnmGHXWWWfFLRs4cKCaPHly3LKTTz5ZjRkzJpm3EELUs2HDBlVSUqJKSkrUuHHjVFVVVWzdqlWr1ODBg9VBBx2kPB6PUkqp6upqNXLkSFVSUqJmzZoV91r/+Mc/VElJiTr66KNVTU1NbPm///1vVVJSoh5//PGE+zBu3DhVUlKiNmzYkHC/LrjgAlVRUZHKjy2EaEfM88G4ceMarAuFQmrs2LGqpKRETZ8+XYXD4di6devWqeOPP14NHjxYfffddw1er6SkRF1yySWquro6ts48X5100klq+PDhatWqVbF1W7duVUceeaQqKSlRv/zyS9x+HHfccaqkpEQNGzZMffXVV7HlHo9HXXLJJaqkpETdc889cc+ZPn167HNt3749ttzv96tbb71VlZSUqAcffDDuOeb5csiQIWrJkiUJj9c777yjfD5f3LKqqio1adIkVVJSol5//fW4dXs6R6fjHJ7M9ybal6S6CR1xxBGsWbOGxYsX73abd955h/Xr13PUUUclHagIIRqyWCzcddddcbVWQ4YM4eijj8bn8/H1118Dusl8x44dHHLIIVx00UVxrzF+/HgOOOAAtm7dmtJB/rfddht5eXkpez0hRMfxwQcfsHbtWsaMGcPEiROxWGqLIP369WPy5MmEw2FeeeWVBs+1WCzceeeduN3u2LIzzzyTwsJC1q9fz29+8xuGDBkSW9e9e3d+9atfAbBs2bKE+zNu3DgOPPDA2N/Z2dn86U9/wjAMXn31Vfx+P6DTqD/77LO43W7++te/UlxcHHuOw+HgT3/6E8XFxbzyyitEIpEG73PuuecyYsSIhPtw4oknNmhNyMnJiXUHeu+99xI+L10SncNb8r2J9iGpbkKXX3458+fP5+qrr+aGG27gpJNOiq2rqKjgnXfe4YEHHsDlcjF+/PhU7asQAujVqxd77713g+X9+/cHoLS0FNDpf4HYBbG+M844g2+++Ybly5dzxhlntHi/iouL4y7GQghR18KFCwHiygx1mV2JvvrqqwbrevfuzYABA+KWWSwWevXqRVlZWcIxjHvttRdQe06s77TTTmuwbN9992XQoEGsWbOG1atXc8ghh7B69WrKyso46qij6Nq1a4PnZGVlccABB/Dhhx+ybt26Bufn448/PuH7m9atW8dHH33EL7/8gtfrRSkVG/+1bt26Rp+bSrs7h7fkexPtQ1LBwD777MMjjzzCH//4R6ZOncrUqVMxDIO5c+cyd+5cAJxOJw8//HDsP6MQIjV2N14nOzsbIDbozBy837t374Tb9+nTJ267lurVq1dKXkcI0TFt2rQJgBtvvJEbb7xxt9uVlZU1WNa9e/eE25rnvUTrzVaE+gNxTbs7N/bu3Zs1a9bEzo3mYNtPP/2UgQMH7na/d7fvPXv2TLitUoq//OUvzJw5M2HyB4Dq6upG3y+VdncOb8n3JtqHpKcGPvHEE3nzzTeZOXMmixYtYtOmTUQiEXr06MHIkSOZMGFCSga0CCHi1W2ibW2JmsBNTqezFfdECNHemOeP0aNHJ6xhNxUWFjZYtqfznmEYLdu5RpgF9X79+jFs2LBGty0oKGiwbHfnxvnz5/OPf/yDnj17csstt3DwwQdTVFSE3W4nEAikpaU1mXN4S7430T4kHQyAjp5vu+22VO2LECKFunXrBtTW6tRnLje3A7Db7YDOBJZI3SwYQgjRHGar5nnnnceYMWPaeG/0OTBRTf/mzZuB2nOj2eqw9957c//996fs/d955x0A7rzzTo499ti4dRs2bEjqNdNxDs+0702kXlJVjHPnzmXlypV73O6LL76IdRsSQrQuM2XovHnzEq5/44034rYDYgPjfv755wbb//zzzxIMCCEaZRZGE6UVNxOKmIXgtvbWW281WPbjjz+yZs0a3G53LHXn0KFDyc3NZenSpZSXl6fs/c35DBJ1/Uy0b9D48YX0nMMz7XsTqZdUMDB58mTmzJmzx+1effXV2Ih4IUTrOvXUU+natSsrVqzg5Zdfjlv3wgsv8PXXX9O9e/e4mp4hQ4bgcrn45JNPYlmJAHbt2sWUKVMabWIWQojCwkLsdjsbNmwgHA7HrTv55JPZd999+e9//8uTTz7ZoC+/UooVK1awYsWKVtnXWbNmsXr16tjfPp+Pe+65B6UU55xzTizLj8PhYOLEiVRXV3PttdcmrLXftm1bsys/zaQPL7/8ctyYgeXLl/Pcc88lfI7ZWpGosA/pOYdn2vcmUq9F3YT2JBKJpLUfnxBi99xuNw899BBXXnklt99+Oy+//DIDBgzgp59+YvXq1bjdbh555JG4fqLZ2dlMmDCBJ598kt/85jcMHz4cwzBYtWoVe++9N4cccgiff/55G34qIUQmczgcjBo1ig8++IBf//rX7L///tjtdoYNG8Y555zDk08+yWWXXcbjjz/O7NmzGThwIEVFRZSXl7NmzRp27tzJLbfcEstQk05nnHEG559/Pocffji5ubksX76c0tJS9ttvP6677rq4ba+44orYhI2nnnoq+++/P3369CEYDPLzzz/zww8/MHDgQM4888wmv//FF1/M66+/zksvvRSbsXnbtm2sWLGC3/72t8yYMaPBcw4++GC6dOnC22+/zcUXX0yfPn2wWCycc845DBs2LC3ncJvNllHfm0i9tAYDGzZsiMuFLoRoXUceeSSvvvoqTz/9NIsXL2bt2rUUFBRwxhln8Lvf/S5hitJrr72W7OxsXn75ZZYsWUKXLl0455xz+P3vf88VV1zRBp9CCNGe3HvvvfzlL39h0aJFvPnmm4TDYcLhMOeccw79+/dn7ty5zJo1i3feeYcvvviCcDhM165dGTx4MMcffzynnnpqq+znlClT6NOnD3PmzGHjxo3k5+dz0UUXcd1115Gbmxu3rcVi4YEHHmDMmDG88sorfPXVV6xevZq8vDx69OjBZZddljBVaWMGDBjAq6++yoMPPsiqVat4//33GTBgAHfffTfnn39+wmDA6XTy97//nb/+9a+sWrWKZcuWoZTi0EMPjQ1uTsc5PJO+N5F6htpdPqt6nnjiibjHgwcP5oQTTki4bTgc5ueff+btt99m5MiRu23uEkIIIYRoTccffzybNm3iu+++a+tdESIjNLll4IknnsAwDJRSGIbBmjVrWLNmTaPP6dKlC3/4wx9avJNCCCGEEEKI1GtyMHDfffcBeqDIrbfeyqGHHsq5556bcFu73U63bt04+OCDcTgcqdlTIYQQQgghREo1ORg466yzYo9ff/11jj766LhlQgghhBBCiPalyWMGhBBCCCGEEB1LUvMMrF+/nhdeeIG1a9fudpu1a9fywgsvJD2LnhBCCCGEECK9kgoGnn/+ef7yl780mjY0Ozub+++/nxdeeCHpnRNCCCGEEEKkT1LBwGeffcagQYPo1avXbrfp3bs3gwYNYtGiRUnvnBBCCCGEECJ9kgoGtm7dyl577bXH7fr27cvWrVuTeQshhBBCCCFEmiUVDFgsFgKBwB63CwQCRCKRZN5CCCGEEEIIkWZJBQP9+/dnxYoV+Hy+3W7j8/lYsWIF/fr1S3rnhBBCCCGEEOnT5HkG6hozZgyPPPIIU6ZMYerUqbjd7rj1Pp+PKVOmUFlZyfjx41Oxnx1GWVlZWl43Pz+fioqKtLx2RyLHac/kGO2ZHKM9a8kxKiws3OM2LTmXyvcnhGhP0n0+TSoYuPjii3njjTeYP38+S5Ys4fTTT6dv374A/PLLL8ybN4+dO3cyYMAALr300mTeQjSTxZJUI0+nI8dpz+QY7Zkcoz3L5GOUyfsmhBD1pfuclVQw4HK5+Mc//sEf//hHFi9ezPPPP49hGACYc5gdfvjhPPDAAw1aDYQQQgghhBCZIalgAKC4uJiZM2eyatUqPvvsM7Zs2QJAz549OfLIIxk6dGjKdlIIIYQQQgiRekkHA6ahQ4dmfMH/mWee4eGHHwbg5Zdf5uCDD45b7/F4mDZtGgsWLKC0tJRu3boxZswYrrnmGrKzsxu8XiQSYfbs2bzyyiusX78et9vNyJEjuf7665uUclUIIYQQQohM0OE7Tq5du5Zp06bttruS1+tl3LhxzJw5k7333pvx48czYMAAZsyYwaWXXorf72/wnNtvv5177rkHpRQXX3wxo0ePZsGCBZx77rmsW7cuzZ9ICCGEEEKI1GhSy8CyZcsA3QrgdDpjfzfV8OHDm79nKRAMBpk8eTKDBw+mX79+vPHGGw22efbZZ1mzZg2XX345N954Y2z5Qw89xPTp05k5cyaTJk2KLV+8eDFz5sxh+PDhzJgxA4fDAcDYsWO54oormDp1Ks8991z6P5wQQgghhBAt1KRg4OKLL8YwDObPn8+AAQNifzfVmjVrkt7Blnj66af5/vvvef3113n22WcbrFdKMWfOHNxuN1dddVXcuquuuorZs2czZ86cuGBgzpw5AFx33XWxQADgmGOOYcSIESxcuJDNmzfTq1evNH0qIYQQQgghUqNJwcCZZ56JYRjk5ubG/Z3JvvnmG55++ml+//vfs++++ybcZt26dWzfvp1Ro0Y16EbkdrsZNmwYCxcuZMuWLfTs2ROAJUuWxNbVN3r0aJYuXcrSpUs588wzU/6ZhBBCCCGESKUmBQP3339/o39nmkAgwM0338ygQYOYOHHibrdbv349oGdUTqR///4sXLiQdevW0bNnT7xeL6WlpZSUlGC1Whtsb862bL5uIvn5+WnLF9uUiSWEHKemkGO0Z3KM9iydx6il51L5/oQQ7Uk6z1ktziaUiR577DHWrVvHa6+9lrDQbqqqqgIgJycn4Xpzucfjadb25naJpGvWy8LCwrTNbtyRyHHaMzlGeybHaM9acoyactFryblUvj8hRHuS7vNph8sm9PnnnzNjxgx+97vfUVJS0ta7I4QQQgghRMZqUsvAE088kfQbGIbB1VdfnfTzmyMUCjF58mQGDhzIFVdcscftzTEQZs1/feZys8a/qdub2wkhhBBCCJHJmhwMGIaBUipued1BxOa6+staMxjwer2xPP8HHnhgwm0uuOACAJ588kn22WcfgN3ODWAuN8cUuN1uiouL2bhxI+FwuEEXJHOsgDl2QAghhBBCiEzWpGDgvvvua7Ds888/55VXXqFHjx6MGTOG3r17A7B582YWLFjA5s2bOf/88znkkENSu8eNcDgcnHvuuQnXLV++nHXr1nH88cdTVFRE79696d+/P926dWPlypV4vd64jEJer5eVK1fSp0+fWCYhgBEjRjBv3jxWrlzZYP6ETz75BGi7eRWEEEIIIYRojiYFA2eddVbc36tWreKOO+7giiuu4Pe//z02W/zL/PGPf+Txxx9nxowZnHPOOanb2z3Iysri3nvvTbhu8uTJrFu3jkmTJnHwwQfHlp933nk8+eSTPPXUU3GTjj311FN4vV6uvPLKuNc5//zzmTdvHo899ljcpGMfffQRS5cuZdSoUbHASAghhBBCiEyWVDahxx57jL59+/KHP/wh4Xqr1cr111/Pe++9x+OPP57RM/JOnDiR9957j+nTp7NmzRr2339/Vq9ezcKFCxkyZAiXXnpp3PZHHHEE5513HnPmzOHss8/mmGOOobS0lPnz51NQUMCUKVPa6JMIIYQQQgjRPEllE1q1ahUDBw7c43YDBw5k1apVybxFq3G73cyaNYtLL72UH3/8kX/84x/89NNPTJgwgZkzZ5KVldXgOXfffTe33XYbAC+88AIfffQRJ510EnPmzGHAgAGt/RGEEEIIIYRIiqHqjwpugmHDhrHffvvx8ssvN7rdBRdcwPfff8/KlSuT3sGOJl25rSVvdtPIcdozOUZ7Jsdoz9KdF7slx1++PyFEe5KR8wwMHTqUVatWMXfu3N1uM3fuXL788kuGDh2azFsIIYQQQggh0iypMQPXXnsty5cv55ZbbuG1117jtNNOo1evXoDOJvTWW2+xdOlSbDYb1157bUp3WAghhBBCCJEaSQUDhx56KNOmTePWW29l6dKlLFu2LG69UoqCggLuvfdeDj300JTsqBBCCCGEECK1kgoGAI477jjeffdd3n77bZYvX8727dsBKC4u5rDDDuOUU04hOzs7ZTsqhBBCCCGESK2kgwGA7Oxszj77bM4+++xU7Y8QQgghhBCilSQ1gFgIIYQQQgjR/rUoGFi4cCFXX301o0eP5sADD+SWW26Jrfvkk0+477772LZtW4t3UgghhBBCCJF6SXcTuueee5g9ezZKKdxuN6FQKG59cXExzz//PD179mT8+PEt3U8hhBBCCCFEiiXVMjB37lxmzZrFAQccwOuvv55wUrFBgwbRs2dP3n///RbvpBBCCCGEECL1kmoZ+Oc//0leXh7PPPMMRUVFu91u4MCBrF27NumdE0IIIYQQQqRPUi0Da9eu5ZBDDmk0EADIyclhx44dSe2YEEIIIYQQIr2SHkBsGMYet9m+fTtZWVnJvoUQQgghhBAijZIKBvr3788333xDMBjc7TYej4dvv/2WfffdN+mdE0IIIYQQQqRPUsHAKaecQmlpKQ8//PBut3nkkUeoqqri9NNPT3rnhBBCCCGEEOmT1ADiSy+9lHnz5vH888/z+eefc8IJJwCwYcMGZs6cyTvvvMOKFSvYf//9Oe+881K6w0IIIYQQQojUSCoYyMrKYubMmUyePJmPP/6YVatWAbB8+XKWL18OwFFHHcWDDz6Iw+FI3d4KIYQQQgghUibpSceKiop45pln+Pbbb1m4cCGbNm0iEonQo0cPjjrqKIYOHZrK/RRCCCGEEEKkWFLBwDXXXENxcTF33HEHgwYNYtCgQaneLyGEEEIIIUSaJTWA+KOPPqK8vDzFuyKEEEIIIYRoTUkFA3369MHn86V6X4QQQgghhBCtKKlg4PTTT2fp0qWUlpamen+EEEIIIYQQrSSpYGDSpEkcdthhjBs3jnfeeafRyceEEEIIIYQQmSmpAcSnnHIKSim2bNnC73//ewzDoKioCKfT2WBbwzB49913W7yjQgghhBBCiNRKKhjYtGlT3N9KKXbs2JGSHRJCCCGEEEK0jqSCgW+//TbV+yGEEEIIIYRoZUmNGRBCCCGEEEK0f81qGfjoo49499132bJlCw6Hg4EDB3L22Wez1157pWv/hBBCCCGEEGnS5GDghhtuYP78+YAeIwDwwQcfMGPGDB555BFOOOGE9OyhEEIIIYQQIi2aFAzMmTOHefPmYbPZOOOMM9h///2prq7mgw8+4IsvvuDmm2/mgw8+IDc3N937K4QQQgghhEiRJgUDc+fOxWKxMH36dI488sjY8kmTJnHLLbcwd+5cFixYwDnnnJO2HRVCCCGEEEKkVpMGEK9du5aDDjooLhAwTZo0CaUUa9euTfnOCSGEEEIIIdKnScGAx+Ohb9++CdeZyz0eT+r2SgghhBBCCJF2TQoGlFJYLIk3NZdHIpHU7ZUQQgghhBAi7WSeASGEEEIIITqpJqcWnTt3LnPnzk24zjCM3a43DIPVq1cnu39CCCGEEEKINGlyMGDOLdBcyT5PCCGEEEIIkV5NCga+/fbbdO+HEEIIIYQQopXJmIF2JBJR+P1KWluEEEIIIURKNLmbkGh7NTWwc6fCYgWHXeF0GthsYLVCOCwBghBCCCGEaB4JBtoZfxBcFvB6oapaYSiwWMDvj+D1RnA4wWE3sFqJBQoWi9HWuy2EEEIIITKQBAPtjMUCTqeB01m7LBxWWK0QDOrWA7MbkdUKFivY7QqnA2w2CRKEEEIIIUQtCQY6AKvVwOEwcLlqC/dKKSIRCIUg4AdvNUDDIMHhAHs0SKi9SZAghBBCCNEZSDDQQRlGbQG/LqUU4TCEwzpI8HlrWxIsFh0k2KzRIMFhYLPq5eZrSWuCEEIIIUTHIcFAJ2MYetCxLcE3Hw7rQCEUgkAAwtEgwQBsVjAsYLcp7Haw2eMDBX0vgYIQQgghRHsiwYCIsVqNBi0JUK81IQC+Gp3mFEMHCtZoi4LVogMFh8PQrQxxLQrSqiCEEEIIkWkkGBB71Fhrgjk2oW6wUFWlUAoMQ9+s0VYFq0Vhs4HdXht4GEZ864IEDEIIIYQQrUeCAdEiuxubYIpEdLBgBgzBIFRX6yBCGcRSo1ostQGDNRp42GwGVkttQGFuZ7Ho9xVCCCGEEC0jwYBIK4tFdxlqTDisAwalagOGSAQi6HkUADB0dyQjGgzYbAp7NGCo2yWpbkuDBAxCCCGEEI2TYEC0ud2NVagrEtFdj8xWhoAffD6IKAURHQQ0CBisKtbCYAYITqfC71dxgYMEDUIIIYTorCQYEO2COZagsaDBHL8QCxgCehI2M5DAAt6aMJ5KHQxg1AYNFgvY7GC1GHW6IhFr1TD/lgBCCCGEEB2JBAOiw9jT+AWA/FwLkRCxbklm0BD7O9o1yRzPgAEWozYQIBYgqFgWJYPaMQ8WIxq4RGMFgzrPpfa+7uNE65qyTd1ltY8lSBFCCCFE00kwIDqdpoxjMJmtDVAbMESnXyAYBIK1yxSAih8cbWZVAh1gALXjIOoz4u4aDRzito8LBlTD4MRaG6TUbd2Ahi0e+nPubgeFEEII0dFIMCBEI8zWBmi8xSEVzJmgzWBDqfrrGy6vv8wMWMxldYOUWKtHtMtU3bEWljrBgM8XobIqEptozmbV4zpqWz5qg4f4x9IqIYQQQrQ3EgwIkSHMLj6t3dPHHFNh3iwWQOnuU0pBRIGKqFhQYU42Z9QJDAyLbpWIzUptA5vViAsa6gYOMvZCCCGEyAwSDAjRydWv0Xc4DJzOPRfS62Z4MgOJWAAR2f34C4uF2NgLi6HnlbBadNYnPddEoqBBWh9Ey/l8ipNOVcBO3nnLwOWS35MQQnS4YGDbtm289dZbfPzxx/z000/s2LGD/Px8hg0bxsSJEznooIMaPMfj8TBt2jQWLFhAaWkp3bp1Y8yYMVxzzTVkZ2c32D4SiTB79mxeeeUV1q9fj9vtZuTIkVx//fXstdderfExhWhzTcnwVJc5/sIMHCIRCEei80pEWx/qiwsGrLr1wWo1uy6BxWo06LpUvwuTtD4IIYQQu9fhgoEXX3yR6dOn07dvX4466iiKiopYv3497777Lu+++y4PP/wwp512Wmx7r9fLuHHjWLNmDaNGjeL0009nzZo1zJgxg2XLljF79mycTmfce9x+++3MmTOH/fbbj4svvpjt27fz1ltv8emnn/Lyyy/Tv3//lH+urVsV/3ejwuOBbLfCmQVOB9jt4HBAdrYHi6FwOIi7Oev+7UywrM52drue+ddul0m7ROrVHX/RVPXnl4hEIByCmvrZnwAUcS0LRvTeTB2rWyASj32Q7ktCCCE6qw4XDAwdOpQXX3yRESNGxC1fvnw548eP58477+TEE0/E4XAA8Oyzz7JmzRouv/xybrzxxtj2Dz30ENOnT2fmzJlMmjQptnzx4sXMmTOH4cOHM2PGjNjrjB07liuuuIKpU6fy3HPPpfxzVVbB1q0QCkF5eaItgil9P8PQs/yawYHNRnTG3/igwWbbwzp7nXXRv83HsdpbS3y/8ro3a50a3rqFwtq+7HWWR/+O1Kl5joTja6Gdzhqqq+PnI6hf2DS3ja2PNFwfu9V5LtTbb2vt/puTnlmtDQMxhz3BMge4XODKArcbnM7O2UWmua0PjXZdqtf6UDeAqN99CeLHP+isTEYszazDqaipUfXmnjAfd77vSQghROq1VtfGDhcMnHzyyQmXH3bYYRx++OEsXLiQ7777jiFDhqCUYs6cObjdbq666qq47a+66ipmz57NnDlz4oKBOXPmAHDdddfFAgGAY445hhEjRrBw4UI2b95Mr169Uvq5SvYz+OeLim/X6sGbfr8u5Jg3i9VFRYUvbpk/EL/N7m7mdmaBFnThKRjUN58vpR+ljbXPD2MY4HIpXC5wu3SAYD52uSEnG3Jy9C03ep+TDTm5+t7t7hyF1OYGD5C4+5JSEAjXCzqN2jEQNTVhKivjgwFi81GoWCYmazQI3FNa18S3jv99CSGEaHsdLhhojM1mi7tft24d27dvZ9SoUbjd7rht3W43w4YNY+HChWzZsoWePXsCsGTJkti6+kaPHs3SpUtZunQpZ555Zsr3Pz/foF8/RV5Ow0JCfn4WFRU1LXr9cFgRCukAoO593LL6f9e/39366PJQsPaxWesebqzmvU7tfd3MNZY6BauGswPHr6vb/cPptBMJBxu0QOyudcJa7/kJb3E5+hu2LoTDtffhcDQIC0LAH72PBmPBYHwAV1MDXm/t5/d69W1nEt+tYUB2tqoNEuoEC7k5kJ1dG0R07x7EMFTsb4ejYxdKk+m+lJdnQSmjQSamSIS4TEyx5UrP/2CmdY3NNWE0nNSudt4IPbGd2d0prvWibguE0XBuisYmsktG/RS2sfvYBtFWmeg6FYFgKEwkrJo0GF0IIUTb6TTBwObNm1m0aBHFxcWUlJQAsH79eoDd9vHv378/CxcuZN26dfTs2ROv10tpaSklJSVYE5Qe+vXrF/e67Y3VqgtF9YZIdCj5+TlUVJS39W40mVKKQCAaCPjAF733+nSLjc8L1V7weMBTHb2ve6vWrUhK1S7bs/iNHA4dGGTXbXVI0AJRf53L1fFrt1va2mIGE/qxvq8bRATD9ZZBrARuTm4H8RPcJZroztymORTURhmq9mGibczXjgU0QFgp3FmZez4pLVX07duxf59CCNEUnSIYCAaD3HTTTQQCAW688cZYQb6qqgqAnJychM8zl3uiJaimbm9ul0h+fj6Wpk5/W4/DofD5wuTlJX5+fn5BUq/b2XS24xQIKDweRWWVoqpKUVUVocpjPo7ePIqqytrl5raRiK7l3rlL35rDYjEDA4OcHEPf5+r73FyLXhb9O8fcJvp3draR8d2aOtvvqLkqKiMUFBSQm5vc+W5PkjmX/u/tGqAagHHj4c4/uTjn7KzU75wQQqSA06kAffH1B/Lp1Ss9s592+GAgEokwefJkli1bxvnnn5+W7jvNUVFRkfRzvV5FRZVCqYaFpPz8gnZV491WOutxslqhsEDf9sQ8RpGIbn2o2+pQ5QFPVfS+XmtEVZ0WCXMMSmWlorKymVXS6Bpmd3QsRG4u5OdDQT4UFEQfF9T+XZCvg47WDB466++oWYw8ysvLCYWa/70UFhbucZvmnku3b1f8+f7a32IkAndOrebAA7x065bZgacQonN6bW7tYM4zziznphsNxp7evPNVU86nHToYiEQi3Hrrrbz55pucccYZ3HXXXXHrc3Nzgdqa//rM5WaNf1O3N7cToj2zWAyys/V4gu7NfK7fr6iurhMsVEO1eV8d/7fHQ9y2Zn/76ui227Y3ZV8hP1/RpQi6doGuXevcR2+FBbornOicNm7Sg8HrikT08m7d2mafhBBid7ZvVzz6WO3fEQUPPKwYMZyUV2B02GAgEolwyy23MHfuXMaOHcv999/foEnZ7OO/bt26hK9hLjfHFLjdboqLi9m4cSPhcLjBuAFzrID5ukJ0Vk6ngdMJRUXNf24wqOfTMMdCVFZBRTmUV+i0uuZ9RYV+7PHoQl1Zmb798GPi17VYoKhI0b0bdO8OPbpDjx7R++66BaKjj3HozPr01gOv6wYEFoteLoQQmaY1KzA6ZDBQNxA47bTTeOCBBxIO+O3fvz/dunVj5cqVeL3euIxCXq+XlStX0qdPn1gmIYARI0Ywb948Vq5cyfDhw+Ne75NPPgFosFwI0XR2u0FhITShZRPQwUNlJZSVw86dsGMn7NgRf79rl87ktGOHvn2zuuHruN3Qo7tqECj07KlbGTJ9DINoXLduBv93neKRR/XfFgvcdIMhXYSEEBmpNSswOlwwYHYNmjt3LqeccgoPPvhgwkAAdC3geeedx5NPPslTTz0VN+nYU089hdfr5corr4x7zvnnn8+8efN47LHH4iYd++ijj1i6dCmjRo2id2+pahLJMXPe150Mrf4kWrFtSZzhJeHr1sn4Yj6Om623TupUpZrfx78t2e0GXbpAly6w7z6JtwmHFRUVULpDdzvauhW2btP327bpwdFeL/z0s77V53BAr56KXr2gdy/Ydx8/hYWK3r0gO1sKk+3FqWMMHnlU/75nzUSyCQkhMlZrVmAYqr1d+fdg2rRpPPHEE7jdbi655JLYnAJ1nXjiiQwePBjQLQAXXngh3377LaNGjWL//fdn9erVLFy4kCFDhjBr1iyysuKzTUyZMoU5c+aw3377ccwxx1BaWsr8+fPJzs7mX//6FwMGDNjt/pWVlSX92bxexeatCqe9dpn57eXlNRzQWP+Lrf/z2V0u8to8540/bo81pW098FMpFTfvQN2Cv5mSse7cB4YBtujMxRYr2Ky1k1ft7ruJf7/43PDmJFqRsN6PcATCIXOZ3pfs3HwqKyowqA0SrNa6Mym3v+99T/x+xfbtsGWbDg7igoXtel6M3Sko0AFCr17Quyf06q3/7t4NbLaOd6yazMgjy1lJToJ5UfakKQPekjmX1s7mSVpn8xRCiFSoe8566QXo27f52dk65QDiTZs2AbqQ//TTTyfcpnfv3rFgwO12M2vWLKZNm8aCBQtYsmQJxcXFTJgwgauvvrpBIABw9913U1JSwiuvvMILL7yA2+3mpJNO4vrrr6dv375p+2wWC2S7aie4Msx7wJ2tC5dNFZe3PPo3Zg00tQVIc/ZVEhQozY3q1lCr6IRIiSfr6hwX3nC4tna/boHfzMFuzk5rs+mb3V47x0PDSc3SdcziXzcSqd3nvDwru7KM6CRpikCwdvI4vY3+3g2jNkiwRgOW9trn3uk02Gsv2GuvhuvCYR0obNpce9u2zcYvv4QoK4+OYyhv2PXIatXdjnr3gh49oWeP2lvXrh0zqMp0LpfBwg8NCgsLW1QxI4QQra24OH3XjA7XMpDp0nUBSsfFTan42VX1st3fzBruUEgRCusCZN1ZhmMBRb2AIX6W4PQWkFLVMlC/wF83EIt9Jqsu6NvtukbfLDDX1rRnZmEw0W/JbNEwb5GI/p7NQCEShlC4Nri0GtT7vJn5WZNl/o6qqxVbtsQHCps2w+bNOivS7thsegCYGRz0MO+760ChQ8zam4EtA3VfX4IBIUR70ZJzVqdsGRCpYxhGwq4nTXhm7NHuaslDIUUwpGubQ2FQQTNgqG1tsBgNWxfq9m9PdS103eCnfr/9SKw1RN9itfhWyHKBw667hNStJW/PNeX1GYYRa8mosxRoGCiEQnqis2BQf7eRQO1Mu0aDICFzg6KmyM422Hdf2Hff+OWRiGLnTti8BTZt0l2OtmzVt61b9THaHA0aEsnPV3QrhuKuUFysb92Kax/nyDgFIYQQKSLBgEgrs/tLQ7UFSbPgbQYMSkX7socVoSCxvu2hMLGuTGY3pbguStGXNQfK1i2Hx9q/jAiVHhXbxnyeYT6XOkFHtLDqcJpdeoxYa0bdwmxHKfAnq7FAIRyuHyjEdzuq8dcOWLbWC6Tac5BgsRixgvtBQ+PXhcOKXbvig4MtW2HLFj0+oaZGp02tqIDvf0j8+i6XoiiacamwQI9biHsc/Ts3t30fRyGEEOknwYBoU4ZR230mwdrYIzNo2F2GHXOsg9lPJVI/OS+6UJRfYMHhMGKDYxPd4lsjpCDVEg2Dwd20JoQh4FexIMEfDRIU8UGCzdb+gy+rtTZQGDokfp1Seo6F0lLYvkPfl5bC9lKdErW0FCoq9czQm3y6S1JjzMnYcnMhN4f4+/qPc/UEc24XOJ3t/zgLIYRoGgkGRLtgBg3NeEbCpQX5FlRECjltLWFrQq7+XkIh1SBI8AfiWxIM9HMt0YHYHWVMgmEYsYL53nsn3sbvV5Tu0BOslZdHJ1srjz4ur11eURk/GVtzWCy69cHl0sGBy6XnYTDvs7LA6dApV+Nu9trHXYvDDNyvRYdDCCFEK5BgQAiRUWw2o0GQULclIRTSE40FgnqQrt+vu94oZaZf7RhdjXbH6TTo03vPE8+EQirW3ajKA1VVejbnqqrav82budznq21pq67Wt+R5+PM9cPSojvcdCCFERyLBgBAi49VtSXA6wWz5iUQUoVB8kOD3J25FqB2P0DkKpzZb7WRsTaWUoqYGfDXg84LXpwMEry/+b59PB2LmzR+I/zsQAJfbyl69m5HvWAghRJuQYEAI0W5ZLAbRScCj4rsaxQKEgB60HKyJZjYywGapHYfQWQKEPTEMA1e0WxB7zka3hxfLIctZmYrdEkIIkUYSDAghOhyzq1HdVoRwOL4VoSY6YFm3JKjYhHASIAghhOhMJBgQQnQK9TMb5WHEuhmZtxq/IhDQ6T3NFgS7tbabUUccgyCEEKJzk2BACNFpmd2MzK5GZoAQjM5vEQjoMQiBYHQMQkRhsYLTqQiHlbQeCCGEaPckGBBCiDosFiPavQjc7vgxCMGgDhAsltosRqBbDuzRWaiFEEKI9kSCASGE2IP6YxAKCizY7QahkA4OzOw6Pp8ODux2fZOWAyGEEJlOggEhhGgmwzBwOHQXI7fbID9fRTMXgT+g8HmjA5PDCoththpIcCCEECLzSDAghBAtZBhGrDXA7TYoyNfjDnS2IoWvRg9KDkd0FyO7TYIDIYQQmUGCASGESDHdcqAHJmdn1w5KNoODGr+euCsSHZAswYEQQoi2IsGAEEKkmTko2emEnJz44KCmRk+K5vNBREnLgRBCiNYlwYAQQrSyxoKDQKC2W1EkUjsZmsx1IIQQIh0kGBBCiDZWNzgAA6V0cGBmK/L7dbaiGj+gFIahA4PamwQIQgghkiPBgBBCZJi6Yw4SznUQVAT8EIxmMIpEFEoRCxIsltp7i0W/nhBCCJGIBANCCNEO1J/rAPSkZ+EwsVsoFO1uFIJQGFQQwhFAqdjrmAGCDhL0zXwsXZCEEKLzkWBACCHaKavVwGqtu6S2MB8OKyIRHSSY90pBMKgIhXUXpIgCFV0fUcSCBlXnlRRgMfQCc5nZ0NBYg4PTlYpPKIQQIt0kGBBCiA7IDBTs9vprakvwkYgOGCIRHQcoVe+xAlR0OwWqzjpV71XNbkqmgnwDFUnThxNCCJEyEgwIIUQnZbEYWCxN2bL53YcKC62UlUm3IyGEyHRNugwIIYQQQgghOh4JBoQQQgghhOikJBgQQgghhBCik5JgQAghhBBCiE5KggEhhBBCCPH/27v3qKjK9Q/gXxQQBzjGJEKpaRozGoqgiIYISiomZF4zQtGQvGItUEMXZakV1kkzLU8dxTTDE4qQKVSkxkUJIaDFJayjHpSLIEfkFiq3+f3hb+YMM4Pc9jDgfD9rtSb2u/e7n/3M+M48+0p6isUAEREREZGeYjFARERERKSnWAwQEREREekpFgNERERERHqKxQARERERkZ5iMUBEREREpKdYDBARERER6SkWA0REREREeorFABERERGRnmIxQERERESkp1gMEBERERHpKRYDRERERER6isUAEREREZGeYjFARERERKSnWAwQEREREekpFgNERERERHqKxQARERERkZ5iMUBEREREpKdYDBARERER6SkWA0REREREeorFABERERGRnmIxQERERESkp1gMEBERERHpKRYDRERERER6isUAEREREZGeYjFARERERKSnWAwQEREREekpFgMdlJWVhVdffRWOjo6wt7fHiy++iNjYWF2HRURERETUZoa6DqAnSklJgb+/P4yNjeHp6QlTU1PExcUhMDAQJSUl8PPz03WIREREREStYjHQTg0NDXjrrbdgYGCA8PBwjBw5EgCwdu1aLFiwALt27YKHhwcGDhyo40iJiIiIiB6Mpwm1U0pKCq5fvw4vLy9FIQAA5ubmWLVqFerr6xEdHa3DCImIiIiI2obFQDulpqYCAFxcXNTa5NPS0tK6NCYiIiIioo5gMdBO+fn5AIAhQ4aotVlaWkIkEuHatWtdHBURERERUfvxmoF2qqmpAXD/tCBNzMzMUF1d3eLy/fr1Q69e2qnBLCwstNLvw4Z5ah1z1DrmqHXazFFnx1K+f0TUk2hzzGIx0MUqKyu10q+FhQVu376tlb4fJsxT65ij1jFHretMjtrypdeZsZTvHxH1JNoeT3maUDuZmZkBQIt7/2tqalo8akBERERE1J2wGGinoUOHAoDG6wLKyspQW1ur8XoCIiIiIqLuhsVAO40fPx4AcP78ebU2+TT5PERERERE3RmLgXZ65plnMHjwYJw+fRp5eXmK6dXV1fj8889hZGSEOXPm6C5AIiIiIqI24gXE7WRoaIh3330X/v7+8PHxgaenJ0xNTREXF4eioiIEBwdj0KBBug6TiIiIiKhVLAY6YOLEiTh69Cj27NmD2NhYNDQ0QCKRYMOGDZg1a5auwyMiIiIiahMWAx1kZ2eHAwcO6DoMIiIiIqIO4zUDRERERER6isUAEREREZGeYjFARERERKSnWAwQEREREekpFgNERERERHqKxQARERERkZ5iMUBEREREpKdYDBARERER6SkWA0REREREeorFABERERGRnmIxQERERESkp1gM9BAlJSXYsWMHSkpKBO0nOzsbXl5eyM7OVmtXbVP9Oz4+HnZ2doiPj1dbT3v6Ve1Huf3gwYOwtrbGwYMHNfbr7+8PsVgMf39/tX5U/z548CBMTExw8ODBVvuNiorCkCFDEBUVpTav6t/K62ktBuV+g4ODIRaLERwcDABYt24dxGIx1q1bhxkzZkAsFmPGjBkAgO3bt0MsFmP79u0AgN27d6N///7YvXs35s+fD7FYjPnz5wOAWr/K26a8ftV4VHOkuk7Vz47ytqnmT3VZ5W1TzYnytqgu6+PjA7FYDB8fH43xKs/7oHy2lgfVeJXfY03v4SOPPKJxWdXPhup78yCqOVRetrU8tIdyvlVzJJTg4GAYGBgo3ovuRCwWw8DAAGKxWNehEBG1qivGLBYDPURpaSk+/PBDlJaWCtrPpUuXkJycjEuXLqm1q7ap/p2eno7CwkKkp6errac9/ar2o9yemJiIuro6JCYmauw3OTlZ8araj+rfiYmJuHfvHhITE9vUb3V1NZKTk9XmVf1beT2txaDar7w/ADh//rziNTc3FwAUr8rFhfy1qakJ8fHxyMjIAADFq2q/ytumvH7VeFRzpLpO1c+O8rap5k91WeVtU82J8raoLpuamgoAilfVeJXnfVA+W8uD6rqV32NN72FlZWWLMSh/NlTfmwdRzaHysq3loT2U862aI6GovhdERNR9sRggIiIiItJTLAaIiIiIiPQUiwEiIiIiIj3FYoCIiIiISE+xGCAiIiIi0lMsBoiIiIiI9BSLgR7CysoKb7zxBqysrATtZ8SIEXB2dsaIESPU2lXbVP8eN24cBg0ahHHjxqmtpz39qvaj3O7q6gpjY2O4urpq7NfZ2VnxqtqP6t+urq7o06cPXF1d29Svubk5nJ2d1eZV/Vt5Pa3FoNqvvD8AcHFxUbza2toCgOJ1ypQpaq+9evXClClTMHbsWABQvKr2q7xtyutXjUc1R6rrVP3sKG+bav5Ul1XeNtWcKG+L6rJOTk4AoHhVjVd53gfls7U8qK5b+T3W9B7269evxRiUPxuq782DqOZQednW8tAeyvlWzZFQVN8LIiLqvgxkMplM10Hok9u3b2ulXwsLC631/TBhnlrHHLWOOWpdZ3JkYWHR6jydyT/fPyLqSbQ9nvLIABERERGRnmIxQERERESkp1gMEBERERHpKV4zQERERESkp3hkgIiIiIhIT7EYICIiIiLSUywGiIiIiIj0FIsBIiIiIiI9xWKAiIiIiEhPGeo6ANIsKysLe/fuRWZmJhoaGiCRSLBs2TLMmjWr1WVlMhkSExNx7tw5ZGRkoLi4GA0NDRgyZAhmzZqFV155BX369OmCrdCuzuRIk8rKSnh5eeHmzZtwcXFBWFiYwBHrhlB5unXrFr744gvEx8fjxo0bEIlEGDp0KF544QW8/PLLWoq+awiRo9LSUuzfvx/JyckoLi6GSCTCkCFDsGjRIjz//PPo3bu3FrdAu06ePIn09HTk5OTgzz//RH19PUJDQzFv3rx29dPU1ITw8HAcO3YM165dg0gkgrOzMwIDAzF48GAtRX+f0OMFEZG2CDXmthWLgW4oJSUF/v7+MDY2hqenJ0xNTREXF4fAwECUlJTAz8/vgcvX1dVhxYoVMDY2hpOTE1xcXFBXV4fz58/j448/xpkzZ3DkyBH07du3i7ZIeJ3NkSbbtm1DTU2NFqLVHaHylJeXBz8/P1RVVcHNzQ0eHh6ora3FlStX8PPPP/foYkCIHBUUFGDhwoWoqKiAi4sLpk6dipqaGpw9exbBwcG4ePEiQkNDu2BrtOOTTz5BUVERLCwsMGDAABQVFXWony1btuD48eOwsbHBkiVLcPPmTXz//fe4cOECIiIiMHToUGED/3/aGC+IiLRFqDG3zWTUrdTX18umTZsmGzVqlOz3339XTK+qqpLNmDFDZmtrKyssLHxgH3V1dbJ9+/bJKioq1KavXLlSJpFIZPv379dK/F1BiByp+uGHH2QSiUT29ddfyyQSiczPz0/osLucUHmqrq6WTZkyRTZx4kRZXl6exvX0VELl6O2335ZJJBLZoUOHmk2vrKyUTZkyRSaRSNr9mexOLly4oIj/iy++kEkkEtmJEyfa1ccvv/wik0gkMh8fH9m9e/cU0+Pj47X6b04b4wURkTYJMea2B68Z6GZSUlJw/fp1eHl5YeTIkYrp5ubmWLVqFerr6xEdHf3APoyMjLB69Wr069dPbfrKlSsBAGlpacIH30WEyJGy8vJyvPPOO3jhhRfg5uamjZB1Qqg8HT16FMXFxVi/fj1GjBih1m5o2HMPMAqVo4KCAgBQ+/z87W9/w9ixYwEAt2/fFjDyruXs7IyBAwd2qo/jx48DAF5//XUYGxsrpru5ucHJyQnnz59HcXFxp9ahidDjBRGRtgkx5rYHi4FuJjU1FQDg4uKi1iaf1pkf8vIfbj35/GWhc/T222+jd+/eCAkJESbAbkKoPMXGxsLAwAAeHh64evUqjhw5gv379+Ps2bOoq6sTNuguJlSOJBIJACAhIaHZ9KqqKmRmZsLS0hJPPfVUZ8Pt0S5evAiRSKQojpRNnjwZwP/eDyFpe0wlIurpeu4uvYdUfn4+AGDIkCFqbZaWlhCJRLh27VqH+z9x4gQAYNKkSR3uQ9eEzNHJkycRFxeHzz77DP369UN1dbWQoeqUEHmqq6vDn3/+CbFYjCNHjmDv3r1oampStA8ePBifffYZpFKpoLF3FaE+S8uXL8e5c+cQGhqKpKQkSKVSxTUDJiYm+PTTT2FiYiJ0+D1GbW0tysrKIJFINO6IkOe/M2NbS7Q9phIR9XQ8MtDNyC9gNTc319huZmbW4R+sCQkJiIiIwPDhw7Fw4cIOx6hrQuWotLQU7733Hry8vDBt2jRBY+wOhMhTZWUlGhsbUVFRgX379mHjxo1ITk5GYmIi1qxZg8LCQqxevRr37t0TPP6uINRnqX///oiIiMDkyZORlJSEAwcO4JtvvkF1dTXmzJmj8fQqfSLPoZmZmcZ2+XRtFOPaHFOJiB4GLAb0RFZWFgIDA2Fubo5PPvmk2Tm7+urNN9+EoaHhQ3d6kJDkRwEaGxvh7e0NPz8/PProo7CyssLrr7+OmTNnoqioCD/88IOOI9Wta9euwdvbG+Xl5QgPD0dGRgYSEhKwdu1a7Nu3D8uWLUNjY6OuwyQiIlLDYqCbaW0PWU1NTYt7uFqSnZ2N5cuXo1evXjhw4ABsbGw6HacuCZGj6OhoJCYmYsuWLRCLxYLH2B0IkSfldnd3d7V2+bScnJyOhqlTQv1727RpE4qLi/H555/D0dERpqamsLa2xooVK7B48WJkZmYiJiZG0Nh7EnkOW7p1b2t77ztDG2MqEdHDhMVANyO/z7amc1jLyspQW1ur8dzXlmRnZ8PPzw9NTU0ICwuDnZ2dUKHqjBA5+v333wHcv7OJVCpV/Pfss88CAM6fPw+pVIoXXnhB2OC7kBB5EolEsLKyAnD/zjiq5NN66mlCQuSopqYGGRkZGD58OCwtLdXaJ0yYAOD+sxr0lUgkgqWlJQoLCzUeIZHnvz1jW1sJPaYSET1sWAx0M+PHjwdw/8eoKvk0+TytkRcCjY2NOHDgAMaMGSNcoDokRI4cHBywYMECtf/kTyO1trbGggULMH36dIGj7zpCfZYmTpwIALh8+bJam3xaV94CTUhC5Ki+vh5Ay7cOLS8vBwC9PzXPyckJtbW1yMjIUGtLSkoC0PaxrT2EHFOJiB5KWnuCAXVIfX297Nlnn33gA3IKCgoU00tLS2WXL1+WVVVVNesnOztb5ujoKLO3t5f9+uuvXRZ/VxAqR5oUFBQ8VA8dEyJP6enpMolEIvP09JRVVlYqpt+8eVM2efJk2YgRI2RXr17V/gZpgVA58vDwkEkkEtmxY8eaTa+srJTNnDlTJpFIZBcuXNDuxnSR1h6Ac+vWLdnly5dlt27dajZdlw8da897TETUnXTFQ8cMZDKZTNcFCTWXkpICf39/GBsbw9PTE6ampoiLi0NRURGCg4Ph5+enmHfTpk2Ijo5GaGgo5s2bBwCoqKjAjBkzUFlZicmTJ2s8ImBubo5ly5Z11SYJrrM5aklhYSGeffZZuLi4ICwsTNuboXVC5WnHjh348ssv8dhjj2Hq1KloaGjA2bNncevWLQQFBSkeZtcTCZGjhIQErFmzBg0NDXjmmWcwcuRIVFVV4dy5cygvL4eHhwf27Nmji80TxPHjx5Geng4A+PPPP5Gbm4uxY8cqTq8ZN26c4g5le/fuxaeffoqAgACsW7euWT9vvvkmjh8/DhsbG7i5uaGsrAyxsbEwNTXFN998gyeffFIr8bfnPSYi0rX2jLlC4HMGuqGJEyfi6NGj2LNnD2JjY9HQ0ACJRIINGzYoTmN5kJqaGlRWVgK4f/hdfghe2cCBA3t0MdDZHOkLofK0adMmSCQShIeHIzo6GgYGBhg5ciS2bt3ao0+lAoTJkZubG/71r38hLCwM6enpSEtLg7GxMYYPH461a9fC29tby1uhXenp6WpP6c3IyGh2yk9bvpi2bdsGiUSCY8eO4auvvoJIJML06dMRGBiIJ554QvC45TheEFFPItSY21Y8MkBEREREpKd4ATERERERkZ5iMUBEREREpKdYDBARERER6SkWA0REREREeorFABERERGRnmIxQERERESkp1gMEBERERHpKRYDRERERER6isUAEREREZGeYjFAJLDCwkJIpVIsWbJE16G0y969eyGVShEVFdXmZVra1qioKEilUuzdu1foMImIBLFp0yZIpVJcvHixTfN3ZIzsSkuWLIFUKkVhYaGuQ6EehsUAEXWZ9n75EhERkXYZ6joAIuoefHx8MGvWLAwYMKDTfU2fPh1jxoyBhYWFAJEREemekGMkUXfCYoCIAABisRhisViQvszNzWFubi5IX0RE3YGQYyRRd8LThIi06O7du/joo48wdepUjBo1CtOnT8c///lPyGQyxTytXWPQ0nmq7u7ukEqlAIDw8HB4eXnBzs4O7u7u2L9/v2Idubm5WLVqFZycnODg4IDVq1ejqKiozesBgBs3bmDjxo2YOHEixowZg3nz5uHkyZMtbremawakUimio6MBAL6+vpBKpYr/CgsLsW3bNkilUkRERLTYr4eHB0aMGIGCgoIW5yGi7uPevXsYPXo03N3d1drWrFkDqVQKb29vtbZ58+ZhxIgRKC8vV0y7fPky1q9fDxcXF4waNQqTJ0/GG2+8gatXr6otf/HiRUilUmzatAllZWUICQmBq6srnn76aRw6dOiBMdfV1eG1116DVCpFQEAA6urqALQ8Riqfq3/mzBm8+OKLsLe3h5OTE4KCglBSUqJxPeXl5Xj77bfh4uICOzs7eHl5ITw8HDKZDFKpVGPOGhsbERYWhpkzZ2L06NFwc3PDu+++i5qamha3Jz4+Hps3b8Zzzz2HsWPHwt7eHrNnz8bnn3+u2Da5sLAwSKVS7Nq1q8X+/Pz8IJVKkZKS0uI81LPwyACRltTX18PPzw9XrlyBk5MTamtrkZaWhp07d+Kvv/5CYGCgIOt5//33ERERgQkTJmDQoEFITU3FRx99hDt37mDSpElYvnw5hg0bBmdnZ/z+++84d+4cLl++jFOnTsHExKTV/gsKCuDt7Y2ysjIMHjwYzs7OKC0tRXBwMHx8fNoc59y5c5Geno7r16/DxcUFlpaWijaRSIRFixYhPDwcx44dw6JFi9SWT01NRX5+PpydnTF48OA2r5eIdKdPnz4YM2YM0tLSUFhYiEGDBgEAmpqa8OuvvwIAsrOzcefOHfTt2xcAUF1djby8PDz11FOKPfG//PILVq1ahbt37+Lpp5+Gk5MTrl69ipMnT+Knn37C/v374ejoqLb+8vJyLFiwAI2NjRg7dizq6uoU69Hkr7/+QkBAAJKTkzF//nxs374dvXv3btO2Hj16FIcOHcK4cePg6uqKrKwsxMTEIDc3FydPnmw23paXl8Pb2xv5+fkYMGAA3N3dUVVVhdDQUOTn57e4jo0bNyImJgZ9+/bFpEmTYGhoiG+//RYZGRkwMjLSuExISAju3r0LGxsbSKVSVFdXIzs7Gx9//DF++eUXHDx4ULGNc+fOxe7duxEVFYXXXnsNhobNfyYWFBQgOTkZQ4cOxcSJE9uUF+r+WAwQaUlmZiacnJxw9uxZmJmZAbj/pbdo0SIcPnwYK1asgKmpaafX8/333+PUqVN44oknAABXrlzBnDlzcPDgQXz77bcIDg5W7Hmrq6vDq6++ipSUFMTExGD+/Pmt9r9161aUlZVh/vz52LZtm+LL4dy5cwgICGhznDt27MCmTZtw/fp1rFixAhMmTGjWLhaL4eDggMzMTOTl5WHkyJHN2o8dOwYAWLhwYZvXSUS65+TkhLS0NKSmpiqKgUuXLqGyshI2Njb497//jczMTDg7OwMA0tLS0NTUBCcnJwBAbW0tNmzYgLt372LLli3NdkIcOnQIoaGhWL9+PeLi4tCnT59m605ISMD06dOxc+dOtTZVt2/fxooVK5CVlYXly5fjjTfeaNd2Hj16FOHh4XBwcAAA3LlzB6+88goyMzNx+vRpLFiwQDHvzp07kZ+fD3d3d+zevVsRW25uLpYuXaqx/9jYWMTExODxxx/HkSNHFLm8desWli1bhtzcXI3Lbd26FS4uLs2KkZqaGmzYsAE///wzTp06hTlz5gC4Pw7PmDEDp0+fRnx8PKZNm9asr8jISMhksmbbQj0fTxMi0pJevXph69atikIAAEaPHg1XV1fcuXMHOTk5gqzntddeUxQCADB8+HC4ubnhzp07sLa2bnYI3tjYGL6+vgDuf+G2pqCgAElJSTAzM8PmzZub7SVyd3eHh4eHINsg99JLLwH43w9/ucrKSsTFxUEsFqt9ORFR9yb/UZ+amqqYJv//NWvWAECzO4zJ28aPHw/g/g6P//73v3BwcFA7Grls2TLY2tqipKQEP/74o9q6jY2N8dZbb7VaCJSWlmLx4sXIysrC+vXr210IAMDSpUsVhQAA9O3bF6+88goAKI6CAPePPpw6dQq9e/dGSEhIs9hsbW1bPOJ69OhRAEBAQICiEACARx99FBs3bmwxrmnTpqkdBZaP6QBw9uzZZm3y7wzVcbixsRHR0dEwMjLCvHnzWlwf9TwsBoi05PHHH8ewYcPUpg8dOhQAUFZWJsh6XFxc1KbJT6OZNGlSi21tWX96ejoAYPLkyRovCPb09GxXrK157rnn8Mgjj+DUqVO4c+eOYvp3332He/fuYc6cOTA2NhZ0nUSkXfb29jA2Nm5WDFy8eBGmpqbw8PDAwIEDNRYK8qOH8h/Szz//vMb+Z8+e3Ww+Zba2trCysnpgfNeuXYO3tzeuXr2K7du3Y8WKFe3Yuv/RNBZrGu9zc3MV11Io/6iXmzVrltq0+vp6/Pbbby22u7q6ol+/fi3Glp+fj8OHD2P79u3YvHkzNm3ahH379inalDk6OsLGxgZJSUm4ceOGYnpCQgJKS0vh7u6ORx99tMV1Uc/DYoBIS6ytrTVOl58apHrhVkdp+qITiUSttrVl/Tdv3gRwv7DRRNMXWWf06dMHc+fORXV1NX744QfF9OPHjwPgKUJEPZGJiQns7OxQVFSEwsJCNDU1IT09HY6OjujduzecnJwU1w1oul5APg4NHDhQY//ycUg+n7LHHnus1fi2bt2KoqIiBAUF4cUXX+zoZmoc8zWN9/LCoKXvCE3jbUVFBerr6yEWi1u85kHTcjKZDDt27MDMmTPx/vvv4+uvv0ZUVBSio6Px7bffArh/pELVokWL0NTUhBMnTiimyY8UdCZH1D2xGCDSkl69hPnn1dTU1OH1CBVDV1q0aBEMDAwUXzxZWVn4448/MH78eI1HWoio+1M+VUh+vYB8mpOTE+rr65GZmam4XkB+ilBntXZ6EHD/iKSBgQEOHz6MK1eudHhdBgYGHV5WW2JjY/Hll1/C2toae/bsQWJiInJycvDHH38gOzu7xeXmzJmDvn374sSJE2hqakJpaSkSExMxcOBAjUecqWfreb8UiB4y8jtAaNo7A6DF29J1Bfkdf4qLizW2a7pFaWc9+eSTmDBhAjIyMnDlyhXujSJ6CCgXA/LTgJSLAeD+qUOqbQAUD/lqabyRT+/ow8AWLlyILVu2oKysDEuXLsV//vOfDvXTVvJxtaWxXfnUHLlHHnkERkZGKC8vx927d9u83E8//QQAeOedd+Dh4QErKyvFd86DbtFsbm6OWbNmobi4GElJSYiKikJjYyMWLlzYLYse6hwWA0Q6ZmFhAUNDQxQVFaGhoaFZW319fbNzabvauHHjAABJSUka72MdGxvbrv7kX0KNjY0PnE9+IfGXX36JmJgY9OvXT/CLlYmo6zg4OMDIyAipqam4ePEizMzMYGtrC+D+aT7y6wY0FQPyW4bGxMRo7Pu7775rNl9HvPzyy4qCwNfXF9euXetwX62xtbVFnz59kJOTo3FHy/fff682zcjICGPGjGmx/fz586ioqFCbXlVVBUDzKUma+lEmH4cjIiIQGRmJ3r1788LhhxSLASIdMzY2hr29PSoqKhAeHq6Y3tDQgA8++ACFhYU6i+2JJ56Ai4sLampqsGPHjmY/4hMSEpqd198W8j13re15mzZtGiwtLXH8+HHU1tZi9uzZbTrcT0Tdk/J1AxcuXFBcLyAnv24gLy8Pw4YNQ//+/RVtzz33HPr374/09HS1hxJ+9dVXyMnJgZWVVad3GPj4+CAkJAQ3b96Er68vrl+/3qn+WmJqaornn38eDQ0NeO+995pdT3Dp0iV8/fXXGpeT3+Vn7969zYqI8vJyfPjhhxqXkV/AHBER0exhl7/++ivCwsIeGKednR1sbW1x9uxZFBYWws3NrdWLsalnYjFA1A2sXbsWvXr1wvvvv4+XXnoJAQEBmD59Ok6fPo25c+fqNLZ33nkH/fv3x/HjxzFz5kwEBQVh8eLFWLlypcaHgz3I1KlTYWBggA8++ABr1qxBSEgIQkJCcPv27WbzGRkZNXsGQnvXQ0Tdj/w6gHv37jXb8w/877oB5ecLyIlEInz00UcwMTHBli1bMG/ePKxfvx5z587Fe++9B5FIhF27dgmyw8DX1xebN29GSUkJfH19tfa08/Xr12PIkCE4c+YMpk2bhsDAQCxfvhwLFixQ3B1J9SFiXl5emDlzJoqKiuDp6YnVq1dj3bp18PDwgKGhIezt7dXWs2TJEohEIhw9ehReXl4ICgqCj48PFi9erNjz/yDK83AcfnixGCDqBpydnfGPf/wDo0ePRm5uLtLS0jBmzBhERka2eAeNrjJ48GAcO3YMXl5eqKqqwpkzZ1BTU4PQ0FD4+fm1q69Ro0bh73//O5566ilcuHABkZGRiIyM1Hi9hPzplg4ODrCxsRFkW4hId5QfNKipGNA0n9wzzzyDyMhIeHl5obS0FD/++CPKysowe/ZsnDhxolOnCKlatmwZgoODcePGDSxdulQrR2fFYjG++eYbxV17zpw5gxs3bmDjxo3w9/cHcP86AVU7d+7Ehg0bMGDAACQlJeG3336Dl5cXDh8+rPG2y08++SQiIyMxdepU3L59G+fOnUNtbS22bduG4ODgVuOUj8PW1taYPHly5zaaui0DmfJxIyKibmLLli2IiIhAaGgoz1MlIr0RExODoKAgvPTSS9i6datOY/niiy+wa9cuBAQEYN26dTqNhbSHRwaIqNspKirCyZMnYWFhofEBO0REPZ2mp9Dn5eUpzv+Xny6kKzU1NThy5AiMjIx4N7eHnKGuAyAikjtw4AD++OMPJCcn4+7duwgKCoKJiYmuwyIiEpy3tzcsLS0xbNgwmJmZobCwELm5uWhqasLixYsVd3PraidOnEBaWhrS0tIUt1vlhcMPNxYDRNRtJCQkIDU1FQMGDEBAQAB8fX11HRIRkVasXLkSCQkJyMnJQXV1NUQiERwdHbFw4UKdHhVIS0tDdHQ0xGIxfHx8sGHDBp3FQl2D1wwQEREREekpXjNARERERKSnWAwQEREREekpFgNERERERHqKxQARERERkZ5iMUBEREREpKdYDBARERER6SkWA0REREREeorFABERERGRnvo/JROmtjb91oAAAAAASUVORK5CYII=\n", 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" ] @@ -471,7 +471,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -520,17 +520,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "Last updated: Thu Dec 23 2021\n", + "Last updated: Tue Jan 18 2022\n", "\n", "Python implementation: CPython\n", "Python version : 3.8.8\n", "IPython version : 7.27.0\n", "\n", + "numpy : 1.20.3\n", + "pymc : 4.0.0b1\n", "matplotlib: 3.4.2\n", "pandas : 1.2.5\n", "arviz : 0.11.4\n", - "pymc : 4.0.0b1\n", - "numpy : 1.20.3\n", "\n", "Watermark: 2.2.0\n", "\n" From 747f615e8db51de0810ebdaa43608f36e59eb8a2 Mon Sep 17 00:00:00 2001 From: "Oriol (ZBook)" Date: Fri, 28 Jan 2022 20:39:25 +0200 Subject: [PATCH 4/6] fix post directive --- examples/BART/BART_introduction.ipynb | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb index b17ebb7ba..ba039c79c 100644 --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -5,12 +5,11 @@ "id": "d68537ba", "metadata": {}, "source": [ - "(notebook_id)=\n", + "(BART_introduction)=\n", "# Bayesian Additive Regression Trees: Introduction\n", ":::{post} Dec 21, 2021\n", - ":tags: , BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", - ":category: intermediate\n", - ":category: explanation\n", + ":tags: BART, Bayesian additive regression trees, non-parametric, pymc3.BART, pymc3.HalfNormal, pymc3.Model, pymc3.Normal, pymc3.Poisson, regression\n", + ":category: intermediate, explanation\n", ":author: Osvaldo Martin\n", ":::" ] @@ -499,7 +498,8 @@ "id": "219cde48-b626-4325-afc0-2a2881fc5683", "metadata": {}, "source": [ - "* Authored by Osvaldo Martin in Dec, 2021 ([pymc#259](https://github.com/pymc-devs/pymc-examples/pull/259))" + "## Authors\n", + "* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259))" ] }, { @@ -568,7 +568,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.9.7" } }, "nbformat": 4, From a7da870dc403a7c2bd32d3ef2ac89e457f63d1b1 Mon Sep 17 00:00:00 2001 From: "Oriol (ZBook)" Date: Fri, 28 Jan 2022 20:45:59 +0200 Subject: [PATCH 5/6] add references --- examples/BART/BART_introduction.ipynb | 17 ++++++++++++++++- examples/references.bib | 15 +++++++++++++++ 2 files changed, 31 insertions(+), 1 deletion(-) diff --git a/examples/BART/BART_introduction.ipynb b/examples/BART/BART_introduction.ipynb index ba039c79c..88e699973 100644 --- a/examples/BART/BART_introduction.ipynb +++ b/examples/BART/BART_introduction.ipynb @@ -445,7 +445,7 @@ "source": [ "From this plot we can see the main effect of each covariate on the predicted value. This is very useful we can recover complex relationship beyond monotonic increasing or decreasing effects. For example for the `hour` covariate we can see two peaks around 8 and and 17 hs and a minimum at midnight.\n", "\n", - "When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind=\"ice\")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check this [book](https://christophm.github.io/interpretable-ml-book/).\n", + "When interpreting partial dependence plots we should be careful about the assumptions in this plot. First we are assuming variables are independent. For example when computing the effect of `hour` we have to marginalize the effect of `temperature` and this means that to compute the partial dependence value at `hour=0` we are including all observed values of temperature, and this may include temperatures that are actually not observed at midnight, given that lower temperatures are more likely than higher ones. We are seeing only averages, so if for a covariate half the values are positively associated with predicted variable and the other half negatively associated. The partial dependence plot will be flat as their contributions will cancel each other out. This is a problem that can be solved by using instead individual conditional expectation plots `pm.bart.plot_dependence(idata_bikes, kind=\"ice\")`. Notice that all this assumptions are assumptions of the partial dependence plot, not of our model! In fact BART can easily accommodate interaction of variables Although the prior in BART regularizes high order interactions). For more on interpreting Machine Learning model you could check the \"Interpretable Machine Learning\" book {cite:p}`molnar2019`.\n", "\n", "Finally like with other regression method we should be careful that the effects we are seeing on individual variables are conditional on the inclusion of the other variables. So for example, while `humidity` seems to be mostly flat, meaning that this covariate has an small effect of the number of used bikes. This could be the case because `humidity` and `temperature` are correlated to some extend and once we include `temperature` in our model `humidity` does not provide too much information. Try for example fitting the model again but this time with `humidity` as the single covariate and then fitting the model again with `hour` as a single covariate. You should see that the result for this single-variate models will very similar to the previous figure for the `hour` covariate, but less similar for the `humidity` covariate." ] @@ -502,6 +502,21 @@ "* Authored by Osvaldo Martin in Dec, 2021 ([pymc-examples#259](https://github.com/pymc-devs/pymc-examples/pull/259))" ] }, + { + "cell_type": "markdown", + "id": "3c184bc8", + "metadata": {}, + "source": [ + "## References\n", + "\n", + ":::{bibliography}\n", + ":filter: docname in docnames\n", + "\n", + "martin2018bayesian\n", + "martin2021bayesian\n", + ":::" + ] + }, { "cell_type": "markdown", "id": "2c557ed8", diff --git a/examples/references.bib b/examples/references.bib index eec75a115..da401119f 100644 --- a/examples/references.bib +++ b/examples/references.bib @@ -217,6 +217,13 @@ @book{martin2018bayesian publisher={Packt Publishing Ltd} } +@book{martin2021bayesian, + title={Bayesian Modeling and Computation in Python}, + author={Martin, Osvaldo A and Kumar, Ravin and Lao, Junpeng}, + year={2021}, + publisher={Chapman and Hall/CRC}, + doi={10.1201/9781003019169} +} @book{mcelreath2018statistical, title={Statistical rethinking: A Bayesian course with examples in R and Stan}, @@ -245,6 +252,14 @@ @misc{mnih2013playing primaryClass={cs.LG} } +@book{molnar2019, + title = {Interpretable Machine Learning}, + author = {Christoph Molnar}, + year = {2019}, + subtitle = {A Guide for Making Black Box Models Explainable}, + url={https://christophm.github.io/interpretable-ml-book/} +} + @article{nowlan1992simplifying, title={Simplifying Neural Networks By Soft Weight-Sharing}, author={Nowlan, Steven J and Hinton, Geoffrey E}, From 5fbc465f7a7c30ff771269039df2eb3883af159e Mon Sep 17 00:00:00 2001 From: "Oriol (ZBook)" Date: Fri, 28 Jan 2022 21:03:36 +0200 Subject: [PATCH 6/6] fix citation --- examples/references.bib | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/references.bib b/examples/references.bib index da401119f..76b4da8a2 100644 --- a/examples/references.bib +++ b/examples/references.bib @@ -257,7 +257,8 @@ @book{molnar2019 author = {Christoph Molnar}, year = {2019}, subtitle = {A Guide for Making Black Box Models Explainable}, - url={https://christophm.github.io/interpretable-ml-book/} + url={https://christophm.github.io/interpretable-ml-book/}, + publisher={Christoph Molnar} } @article{nowlan1992simplifying,