From 365036b415faed104bf63dacb57b2076eee742a1 Mon Sep 17 00:00:00 2001 From: pmaresnasarre <p.maresnasarre@tudelft.nl> Date: Tue, 8 Oct 2024 15:47:31 +0200 Subject: [PATCH] update notebook for wednesday --- content/Week_1_7/WS07_solution.ipynb | 869 +++++++++++++++++++++++++++ 1 file changed, 869 insertions(+) create mode 100644 content/Week_1_7/WS07_solution.ipynb diff --git a/content/Week_1_7/WS07_solution.ipynb b/content/Week_1_7/WS07_solution.ipynb new file mode 100644 index 00000000..2ca5ff0b --- /dev/null +++ b/content/Week_1_7/WS07_solution.ipynb @@ -0,0 +1,869 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9adbf457-797f-45b7-8f8b-0e46e0e2f5ff", + "metadata": { + "id": "9adbf457-797f-45b7-8f8b-0e46e0e2f5ff" + }, + "source": [ + "<figure>\n", + " <IMG SRC=\"https://gitlab.tudelft.nl/mude/public/-/raw/main/tu-logo/TU_P1_full-color.png\" WIDTH=200 ALIGN=\"right\">\n", + "</figure>\n", + "<figure>\n", + " <IMG SRC=\"https://gitlab.tudelft.nl/mude/public/-/raw/main/mude-logo/MUDE_Logo-small.png\" WIDTH=200 ALIGN=\"right\">\n", + "</figure>\n", + "\n", + "# CEGM1000 Modelling, Uncertainty and Data for Engineers\n", + " \n", + "# Modelling the uncertainty in the concrete compressive strength" + ] + }, + { + "cell_type": "markdown", + "id": "1db6fea9-f3ad-44bc-a4c8-7b2b3008e945", + "metadata": { + "id": "1db6fea9-f3ad-44bc-a4c8-7b2b3008e945" + }, + "source": [ + "Assessing the uncertainties in the compressive strength of the produced concrete is key for the safety of infrastructures and buildings. However, a lot of boundary conditions influence the final resistance of the concrete, such the cement content, the environmental temperature or the age of the concrete. Probabilistic tools can be applied to model this uncertainty. In this workshop, you will work with a dataset of observations of the compressive strength of concrete (you can read more about the dataset [here](https://www.kaggle.com/datasets/gauravduttakiit/compressive-strength-of-concrete)). \n", + "\n", + "**The goal of this project is:**\n", + "1. Choose a reasonable distribution function for the concrete compressive strength analyzing the statistics of the observations.\n", + "2. Fit the chosen distributions by moments.\n", + "3. Assess the fit computing probabilities analytically.\n", + "4. Assess the fit using goodness of fit techniques and computer code." + ] + }, + { + "cell_type": "markdown", + "id": "d33f1148-c72b-4c7e-bca7-45973b2570c5", + "metadata": { + "id": "d33f1148-c72b-4c7e-bca7-45973b2570c5" + }, + "source": [ + "## Importing packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "4fc6e87d-c66e-43df-a937-e969acc409f8", + "metadata": { + "id": "4fc6e87d-c66e-43df-a937-e969acc409f8" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "from scipy import stats \n", + "from math import ceil, trunc\n", + "\n", + "plt.rcParams.update({'font.size': 14})" + ] + }, + { + "cell_type": "markdown", + "id": "1ee42f39", + "metadata": {}, + "source": [ + "## 1. Explore the data" + ] + }, + { + "cell_type": "markdown", + "id": "27fd05f1", + "metadata": {}, + "source": [ + "First step in the analysis is exploring the data, visually and through its statistics." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a2f08dc7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Import\n", + "data = np.genfromtxt('dataset_concrete.csv', delimiter=\",\", skip_header=True)\n", + "\n", + "# Clean\n", + "data = data[~np.isnan(data)]\n", + "\n", + "# plot time series\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(data,'k')\n", + "plt.xlabel('# observation')\n", + "plt.ylabel('Concrete compressive strength [MPa]')\n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "ab503914", + "metadata": {}, + "source": [ + "In the figure above, you can see all the observations of concrete compressive strength. You can see that there is no clear pattern in the observations. Let's see how the statistics look like!" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "a2a69142", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>0</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>772.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>35.724196</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>16.797389</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>2.331808</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>23.677591</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>33.870853</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>46.232813</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>82.599225</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " 0\n", + "count 772.000000\n", + "mean 35.724196\n", + "std 16.797389\n", + "min 2.331808\n", + "25% 23.677591\n", + "50% 33.870853\n", + "75% 46.232813\n", + "max 82.599225" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Statistics\n", + "\n", + "df_describe = pd.DataFrame(data)\n", + "df_describe.describe()" + ] + }, + { + "cell_type": "markdown", + "id": "bfadcf3f-4578-4809-acdb-625ab3a71f27", + "metadata": { + "id": "bfadcf3f-4578-4809-acdb-625ab3a71f27" + }, + "source": [ + "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + "<p>\n", + "<b>Task 1:</b> \n", + " Using <b>ONLY</b> the statistics calculated in the previous lines:\n", + " <li>Choose an appropriate distribution to model the data between the following: (1) Gumbel, (2) Uniform, and (3) Gaussian. </li>\n", + " <li>Justiy your choice.</li>\n", + "</p>\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "d3bdade1-2694-4ee4-a180-3872ee17a76d", + "metadata": { + "id": "d3bdade1-2694-4ee4-a180-3872ee17a76d" + }, + "source": [ + "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + " <b>Solution 1:</b>\n", + " <li>Gumbel.</li>\n", + " <li>Uniform and Gaussian distributions are symmetric so they are not appropriate to model the observations. We can see it by computing the difference between the minimum value and the P50% and between the maximum value and P50%. $d_{min, 50}= 33.87-2.33 = 31.54 < d_{max, 50} = 82.60 - 33.87 = 48.72$.</li>\n", + "</div>\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "d4886ae8", + "metadata": {}, + "source": [ + "## 2. Use pen and paper!" + ] + }, + { + "cell_type": "markdown", + "id": "0609e0a6", + "metadata": {}, + "source": [ + "Once you have selected the appropriate distribution, you are going to fit it by moments manually and check the fit by computing some probabilities analytically. Remember that you have all the information you need in the textbook. Do not use any computer code for this section, you have to do in with pen and paper. You can use the notebook as a calculator." + ] + }, + { + "cell_type": "markdown", + "id": "b20641d9", + "metadata": {}, + "source": [ + "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + "<p>\n", + "<b>Task 2:</b> \n", + "Fit the selected distribution by moments.\n", + "</p>\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "eca5289a", + "metadata": { + "id": "d3bdade1-2694-4ee4-a180-3872ee17a76d" + }, + "source": [ + "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + " <b>Solution 2:</b>\n", + " Fitting by moments a distribution implies equating the moments of the observations to those of the parametric distribution. Applying then the expressions of the mean and variance of the Gumbel distribution we obtain:\n", + " \n", + "$\n", + " \\mathbb{V}ar(X) = \\frac{\\pi^2}{6} \\beta^2 \\to \\beta = \\sqrt{\\frac{6\\mathbb{V}ar(X)}{\\pi^2}}=\\sqrt{\\frac{6 \\cdot 16.797^2}{\\pi^2}}= 13.097\n", + "$\n", + "\n", + "$\n", + " \\mathbb{E}(X) = \\mu + \\lambda \\beta \\to \\mu = \\mathbb{E}(X) - \\lambda \\beta = 35.724 - 0.577 \\cdot 13.097 = 28.167\n", + " $\n", + "</div>\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "bb364000", + "metadata": {}, + "source": [ + "We can now check the fit by computing manually some probabilities from the fitted distribution and comparing them with the empirical ones." + ] + }, + { + "cell_type": "markdown", + "id": "8b40210f", + "metadata": {}, + "source": [ + "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + "<p>\n", + "<b>Task 3:</b> \n", + "Check the fit of the distribution:\n", + " <li>Use the values obtained from the statistical inspection: the min, 25%, 50%, 75% and max values. What non-exceedance probabilities correspond to those values?</li>\n", + " <li>Compute the values of the random variable corresponding to those probabilities using the fitted distribution.</li>\n", + " <li>Compare the obtained values with the empirical ones and assess the fit.</li>\n", + "</p>\n", + "You can summarize you answers in the following table.\n", + "\n", + "| |Minimum value|P25%|P50%|P75%|Maximum value|\n", + "|---|-------------|----|----|----|-------------|\n", + "|Non-exceedance probability| | | | | |\n", + "|Empirical quantiles| | | | | |\n", + "|Predicted quantiles||||||\n", + "\n", + "</div>\n" + ] + }, + { + "cell_type": "markdown", + "id": "daa7c875", + "metadata": { + "id": "d3bdade1-2694-4ee4-a180-3872ee17a76d" + }, + "source": [ + "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + " <b>Solution 3:</b>\n", + " \n", + "| |Minimum value|P25%|P50%|P75%|Maximum value|\n", + "|---|-------------|----|----|----|-------------|\n", + "|Non-exceedance probability| 1/(772+1)| 0.25 | 0.5 | 0.75 | 772/(772+1) |\n", + "|Empirical quantiles|2.332|23.678|33.871|46.232|82.599|\n", + "|Predicted quantiles|3.353|23.889|32.967|44.485|115.257|\n", + "\n", + "Note: you can compute the values of the random variable using the inverse of the CDF of the Gumbel distribution:\n", + " \n", + "$\n", + "F(x) = e^{-e^{-\\frac{x-\\mu}{\\beta}}} \\to x = -\\beta ln\\left(-lnF(x)\\right) + \\mu\n", + "$\n", + "\n", + "Compare and assess:\n", + "\n", + "The values close to the central moments (P25%, P50% and P75%) are well fitted. Regarding the left tail, the fit is reasonable, since the predicted value for the minimum observation is the same order of magnitude although not accurate. Finally, the right tail is not properly fitted since the estimation for the maximum observation is far from the actual value. \n", + " \n", + " \n", + "</div>\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "850d6d0c", + "metadata": {}, + "source": [ + "## 3. Let's use code" + ] + }, + { + "cell_type": "markdown", + "id": "288edd58", + "metadata": {}, + "source": [ + "Now, let's assess the performance using further goodness of fit metrics and see whether they are consistent with the previously done analysis." + ] + }, + { + "cell_type": "markdown", + "id": "f364c8cd", + "metadata": { + "id": "bfadcf3f-4578-4809-acdb-625ab3a71f27" + }, + "source": [ + "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + "<p>\n", + "<b>Task 4:</b> \n", + "Prepare a function to compute the empirical cumulative distribution function.\n", + "</p>\n", + "</div>" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "3a47f881", + "metadata": {}, + "outputs": [], + "source": [ + "def ecdf(var):\n", + " x = np.sort(var) # sort the values from small to large\n", + " n = x.size # determine the number of datapoints\n", + " y = np.arange(1, n+1) / n\n", + " return [y, x]" + ] + }, + { + "cell_type": "markdown", + "id": "cb1ebc0c", + "metadata": { + "id": "bfadcf3f-4578-4809-acdb-625ab3a71f27" + }, + "source": [ + "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + "<p>\n", + "<b>Task 5:</b> \n", + "Transform the fitted parameters for the selected distribution to loc-scale-shape.\n", + "</p>\n", + "</div>\n", + "\n", + "Hint: Use [Scipy](https://docs.scipy.org/doc/scipy/reference/stats.html) documentation." + ] + }, + { + "cell_type": "markdown", + "id": "fad4ba64", + "metadata": { + "id": "d3bdade1-2694-4ee4-a180-3872ee17a76d" + }, + "source": [ + "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + " <b>Solution 5:</b>\n", + " The Gumbel distribution is already parameterized in terms of loc-scale-shape. You don't need to do anything!\n", + "</div>\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "6a24dbfa", + "metadata": {}, + "source": [ + "<div style=\"background-color:#AABAB2; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + "<p>\n", + "<b>Task 6:</b> \n", + "Assess the goodness of fit of the fitted distribution by:\n", + " <li> Comparing the empirical and fitted PDF.</li>\n", + " <li> Using the exceedance plot in log-scale.</li>\n", + " <li> Using the QQplot.</li>\n", + " <li> Interpret them. Do you reach a conclusion similar to that in the previous section?</li>\n", + "</p>\n", + "</div>\n", + "\n", + "Hint: Use [Scipy](https://docs.scipy.org/doc/scipy/reference/stats.html) built in functions (watch out with the parameters definition!)." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "31ef8aaf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x15a589310>" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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BQUEMHDjQ3hnx0KFD1KlThz59+ty3db2IiNxfYGAghmEk+UiqTXjJkiUTdf27O/z7qaeeSjRC4u62ux1p71W5cmU8PDwSrb/7JdqePXuSdQ7VqlVL1n4AR44c4caNG1SrVo1cuXI9dP8bN24wfPhwKlasiIeHBxaLBYvFQqtWrYCkzyul7ha9I0eO5MsvvyQ4OJgOHTrw119/UaNGjcc+/r3+/PPPRP+dw8LCUvU9kktXuEQkS1m7di2tW7e23wjs6OjImDFjGDx4cIraupstT548fPnll3Tr1o0+ffrYbyaePHkya9eu5YcffuDZZ581OaWISNaVM2fOROscHR0fui0mJibRtvz58yf5HnfXJ/cepPsdJyl3j5mc9vLR0dHUq1eP3bt3U7lyZTp37kyePHlwdHQkJCSEmTNnEhUVlez3vp/AwMBEw/wex90iMG/evKl2zLSQeT59iIg8xIQJEwgMDLQXW8WLF2fr1q289dZbmarYulflypX5888/+frrr+1NPYKCgqhduzbvvfce0dHRJicUEZGH+Xf3wn+v//fwvvtJyX3Hd+cWS07zpaVLl7J792569OjB7t27mTBhAqNGjWLEiBGJhlpmFDdv3mTXrl04ODgkGsKZ0WTOTyAiIvew2Wy88cYb9O/fn7i4OACaN2/O7t27UzT8IqNycHBgwIAB7N271z7kwmazMWbMGGrVqpWgy5SIiGQ8e/bsSXI4+KZNm4D4L9dSW+nSpcmZMyc7duxI0P49KUFBQQC0bNnyvhkzmvHjx3Pr1i2aNGmS7ILVLCq4RCRTi42NpUePHnz++ef2dW+99RY///xzkkM+MrMSJUqwceNGRo8ebR+6smPHDipXrsxvv/1mcjoREbmfsLCwRE0hVq5cydq1aylfvnyyGmaklKOjI3369CE8PJxBgwbZv5C8Kzw83F4EFitWDIDNmzcn2GfDhg1MmTIl1bM9jqioKD799FM+/PBDPDw8EnR+zKh0D5eIZFp37tyhffv2/PzzzwBYrVYmTZpEz549zQ2WhhwdHRk6dCiBgYG0adOGkydPcv36dZo1a8Z7773HyJEjM3RTEBHJmG5eO2N2hCTF5/JOlWM9qC08wLvvvourq2uqvNe/1a5dmwkTJrB9+3YCAgIICQlh4cKFuLm5MXXq1DR5T4APP/yQbdu2MWvWLLZt20aTJk1wcXHh5MmTrFixgs2bN1OpUiVatGiBr68vn376KQcOHKB8+fIcPXqUX3/9lRdffJFFixalWcYHWbRoEUeOHAHihxAGBwezceNGrly5QpEiRZg9ezbly5c3JVtKqOASkUzp1q1btGzZkjVr1gDg7OzMvHnzeOmll0xOlj6efvppdu3aRbdu3Vi6dCkAo0eP5u+//2bOnDl4enqanFBEMgs/Pz++Gvjw/czhnWS78kfxoLbwAK+99lqaFVz+/v5MmDCBt99+m2+//Za4uDjq1avHxx9/nCZXt+5ydXVl9erVfPPNN8yePZspU6bg4OBA0aJF6du3L76+vkB8C/w//viDt956i40bN7J+/XrKlSvHnDlzyJ8/v2kF1+LFi1m8eDFWqxUPDw/y5ctHvXr1aNasGW3atEnURTKjshh3eybLA0VERODl5UV4eHiWG6YkktncuXOHli1bsmrVKiB+fq2ffvqJRo0amZws/RmGwfjx43n33Xftw0UqVKjAL7/8Yh8iIiLZ2507dwgODsbPzy/NCgpJWkhICH5+fnTt2pUZM2aYHUeSKTm/MympDXQPl4hkKjExMbRp08ZebOXMmZPVq1dny2IL4jtWvfnmm6xYscLekWr//v1Ur16drVu3mhtOREREVHCJSOYRGxtLx44d+eWXXwDIkSMHv/32W6pPlpgZNWzYkG3btlGyZEkALl26RP369ZkzZ47JyURERLI3FVwikikYhsGAAQNYuHAhED8u/ZdffqFmzZomJ8s4SpcuzbZt22jQoAEQP5Flp06d+Oyzz0xOJiIikn2p4BKRTOHjjz9m0qRJADg5ObFkyRL+85//mJwq48mdOze///47ffr0sa8bPHgwb7/9NrplV0Qkffn6+mIYhu7fyuZUcIlIhjd79myGDh1qX54+fTpNmjQxMVHG5uTkxIQJExJ04/rf//5H9+7diYmJMTGZiIhI9qOCS0QytD///JNXXnnFvjx27Fg6duxoYqLMwWKx8MEHHzBx4kSs1vh/6mfOnMmLL77I7du3TU4nIiKSfajgEpEMKzQ0lJdeesl+VaZv37688847JqfKXPr06cPChQtxdnYGYPny5Tz//PNERkaanExERCR7UMElIhnSnTt3ePHFF7lw4QIA9evX56uvvsJisZicLPN56aWXWLlyJR4eHgCsWbOGpk2bcuPGDZOTiYiIZH0quEQkwzEMg759+7Jjxw4AihUrxoIFC3BycjI5WeZVr149Vq1aZZ+ccePGjQQGBhIeHm5yMhERkaxNBZeIZDjffPMNM2fOBMDNzY2ff/4ZHx8fk1NlfjVq1GDt2rXkypULiL8/rmHDhiq6RERE0pAKLhHJUHbu3MngwYPty9OnT6dSpUrmBcpiqlatyrp16+wF7M6dO3nuuec0vFBERCSNqOASkQwjIiKCdu3a2ZtkDB48mLZt25qcKuupWLEi69evtxdd27Zto2nTpmqkISIikgZUcIlIhnD3vq2goCAAqlevzpgxY0xOlXWVK1eONWvWkDt3bgA2b95M8+bNuXXrlsnJREREshYVXCKSIcyYMYN58+YBkDNnTubNm2dvZS5po2LFiqxevRpvb28A1q9fz8svv6zJkUVEMgiLxUK9evXS7PgjRozAYrGwfv36NHsPUcElIhnAkSNHGDBggH158uTJ+Pv7m5go+6hSpUqC7oW///473bt3x2azmZxMRCT17d27l759+1K2bFly5syJs7MzBQoUoFGjRowfP57Lly+bHTFDq1evHhaLxf6wWq3kypWL2rVrM2PGDAzDsO8bEhKSYF+LxUKOHDkoWLAgDRo04IMPPrCPavm39evXJ3rtvY+7XxRmFo5mBxCR7C06Opr27dvbh7L16tVL922ls2rVqrFs2TICAwOJiopizpw55MmThy+++ELznolIlmCz2Xj77bcZP348Dg4O1KlTh8aNG+Pu7s6lS5f4888/efPNNxk+fDhHjx6lUKFCZkfO0AYPHoyHhwdxcXGcPHmSJUuWsHnzZnbt2sXXX3+dYN/ixYvTqVMnAKKiorh06RJ//fUXH330EWPGjOHtt99m9OjRSf69efrpp2nevHmi9a6urmlzYmlEBZeImGrUqFHs3bsXgLJly/LFF1+Ymie7qlu3LgsWLOCll14iLi6Or776irx58zJs2DCzo4mIPLb33nuP8ePHU6VKFebPn0+JEiUS7bN7927eeecdbt++bULCzOXNN9+kQIEC9uX9+/fzzDPP8O233/LGG2/g5+dn31aiRAlGjBiR6BibN2+mc+fOjB07FgcHBz766KNE+1StWjXJ12Y2GlIoIqbZsWOHvTGGo6Mjs2bNIkeOHCanyr6ef/55pk6dal9+//33mThxoomJREQe37Fjx/jf//5H3rx5WbFiRZLFFsQPsV69ejW+vr72dXeHtiX1of/ukLlu3bolWO/r64uvry/h4eH069ePJ554And3d+rUqcPu3bsBOHfuHJ06dSJfvny4ubnRuHFjjh8/ft9zOHv2LO3bt8fHx4ccOXJQs2ZN1qxZk+S+0dHRfPbZZ1SpUgV3d3c8PT2pXbs2y5Yte/AP6jFUqFCBunXrYhgGO3fuTNZratWqxYoVK3BxceHTTz/lzJkzaZbPbI9UcO3YsYOmTZvi7e2Nu7s7AQEBLFiwIEXHiIqK4sMPP6RkyZK4urpSsGBBevfuzaVLlxLtu3fvXt5//30CAgLIly8fLi4u+Pv7079/f0JDQ5M8/r/HmN77uPcXSUTMcfv2bbp06UJcXBwQ/+G+SpUqJqeSbt26MW7cOPty//79WbhwoYmJREQez8yZM4mLi6NPnz7kzZv3ofs7Oj7+ALDo6GgaNWrEli1baNu2Lc8//zxbtmyhYcOGHDlyhBo1anDixAk6depEo0aNWL16Nc2aNbP/TbzX9evXqVmzJsePH6dnz560b9+effv28dxzz/Hzzz8n2DcqKorAwEAGDx6MYRj06NGDTp06cerUKVq2bMk333zz2Of2MCkZil66dGnatGlDdHR0onPJSlL8/6h169YRGBiIq6sr7dq1w9PTk8WLF9O2bVvOnDmTYMLS+7HZbLRs2ZKVK1cSEBBAq1atOH78OFOnTmXt2rVs27YtwS9E37592b59O9WrV6ddu3a4uLiwfft2JkyYwMKFC9m0aRNlypRJ8r2GDx+eaF1mu9FOJCv64IMPOHLkCBA/ZGDIkCEmJ5K7Bg8ezOXLl/nkk08wDIOOHTvi7e1No0aNzI4mImmgatWqXLhwwewYD1SgQIFkXzn5tz///BOA+vXrp2akBzp//jy1atVi7ty59gKucuXKvPPOO9SoUYPu3bszfvx4e3HSv39/JkyYwNKlS3nppZcSHOvvv/+mQ4cOzJ49277/oEGDqFatGr179yYwMBA3NzcAPvzwQ9avX8/777/PyJEj7fvfuHGD//znPwwePJiXXnqJggULpur5Hjx4kA0bNmCxWKhatWqKXluvXj1mzZrFjh07Em3buXNnklcX27Vrd9/P/hmSkQIxMTFG8eLFDRcXF2PPnj329WFhYUapUqUMZ2dnIyQk5KHH+f777w3AaN++vWGz2ezrJ0yYYABG7969E+z/1VdfGcePH090nI8//tgAjKZNmybaVrduXSOFp/dA4eHhBmCEh4en2jFFsqtdu3YZVqvVAAwXFxfj4MGDZkeSf7HZbEaPHj0MwAAMT09PY9++fWbHEpFHcPv2bePQoUPG7du3k9xeqFAh++96Rn0UKlTokc//ySefNADj8OHDibatW7fOGD58eILHunXrEmwHjOHDhyd6bXBwsAEYXbt2TbC+WLFiBmCcOnUqwfrTp08bgOHh4WFERkYm2LZx40YDMD744IME6wHDwcEhyc/Xd/+NXrRokWEYhhEXF2fkypXLKF68eILP13ctW7bMAIyvv/7avm748OEGkOCcH+Tu5+vBgwcbw4cPN4YNG2Z07NjRcHNzMwBj4MCBiX4+gYGBDzzm77//bgBGkyZN7Ovu/tzv9/jpp5+SlfdRPex3xjBSVhuk6ArXH3/8QVBQEN27d6dSpUr29V5eXgwdOpRu3boxc+ZMPvjggwceZ8qUKQCMHTs2wWXHPn368L///Y85c+bwxRdf2Kv1V199NcnjvPnmm4wcOZINGzak5DRExESxsbH07t3b3nb8/fffp2zZsiankn+zWCxMnDiRa9eu8dNPP3Hjxg2aNWvGtm3b1L1LJIu5t/lBRpVWGdevX8/IkSMTrX/cua9y5cpF0aJFE6x74oknAChZsmSi+5Xvbjt37lyiYxUtWpRixYolWl+7dm2mTZvGnj17aNWqFUePHuX69esULFgwyXO62/L+7uiSxzF+/Hgg/m9Fzpw5qVq1Kj169KBLly6Pfex79enTJ0vcS5yiguvupGiNGzdOtC0wMBDgocXPnTt32L59O6VLl070fx6LxUKjRo2YNGkSO3fupHbt2g88lsViwcnJ6YFjRefOnUtISAg5cuSgUqVK1KlTB6tVvUJEzPL111+za9cuAMqVK8dbb71lciK5H0dHR+bMmUP9+vXZvn07Z8+epXnz5mzcuBFPT0+z44lIKnnUoXqZRf78+Tl8+DDnzp1LNAxtxIgR9iFrP/74I+3bt0+V97w7t+G97g4tfNC2pCaez58/f5LvcXd9eHg4ANeuXQPih/cdPHjwvtkiIyMfFD1Zzp8/n2pF8N0iMzn312VWKao87nZPKVmyZKJtBQoUwMPD44EdVgCCgoKw2WxJHuPeYz/sOACLFi0iIiIiyQLwro4dO/Lee+/x+uuvU79+fZ588slk/cMSFRVFREREgoeIPJ6QkBB7m3GLxcKUKVNwdnY2OZU8iJubG8uWLbO3+N27dy9t27YlNjbW5GQiIsnz7LPPAvF9CFLq7pf0Sf2bd7fQSWsXL1584HovLy/g/wu5Vq1aYRjGfR/Tp09Pl9zJdfeCTrVq1cwNkoZSVHDd/T/W3f+w/5YzZ86H/p8vOce4d7/7OXPmDAMHDsTNzS3Jvv0tW7bk119/JTQ0lFu3bnHo0CEGDRpEUFAQjRo14vTp0w88/tixY/Hy8rI/ihQp8sD9ReTBDMOgf//+9gmO+/XrR40aNUxOJcmRL18+fvvtN3vDod9//51XX30VwzDMDSYikgxdu3bFarUyefJkrly5kqLX5sqVCyDJrth79uxJlXwPc/r0aU6dOpVo/aZNm4D4ZhwATz75JDlz5mTnzp1JXinLiI4dO8aCBQtwcXHhxRdfNDtOmsmUY+uuXr1K06ZNuXTpEpMnT6Z06dKJ9nn99ddp1qwZBQsWxM3NjSeffJIvvviCoUOHEhYWlqDtcVKGDBlCeHi4/ZGV5wYQSQ8LFizg999/B6BgwYL2+bckcyhTpgw///wzTk5OAEycONE+hl9EJCMrVaoUb7/9NpcuXaJJkyacOHEiyf3CwsISrStdujSenp4sW7bMPmQP4q8ujRo1Kq0iJxAXF8fQoUMTfMn1999/M2vWLPLmzUvTpk2B+GGJ/fr149SpU7z55ptJFl0HDhxIcgomM2zZsoXAwECioqJ49913s/T9wSm6h+vuVan7XX2KiIiwfxPwOMe4d79/u3r1Kg0aNODgwYNMmDCBTp06JSv7XX369OGjjz5iy5YtD9zPxcUFFxeXFB1bRJIWERHBoEGD7MvffPPNfX/HJeOqW7cu33//PZ07dwbgrbfews/Pj1atWpmcTETkwUaPHm2fELhMmTLUqVOHihUrkiNHDi5dusTff//NX3/9hYeHR4LGcM7Ozrz66quMGTOGKlWq0LJlS27cuMEvv/xC3bp1CQoKSvPsTz31FJs3b6ZatWo0bNiQy5cvM3/+fGJjY5k8ebK9yRzAyJEj2b17N1999RXLly+nTp065MuXj9DQUPbv38++ffv4888/yZcvX5rnvuvEiRP2++Sio6O5dOkSf/31F/v378fBwYFhw4YlOY1TVpKiguve+6uefvrpBNsuXLjAzZs3qV69+gOP4e/vj9Vqve89Wg+6T+xusbVv3z6+/fZb+vTpk5L4AOTJkweLxZIqNwyKSPKMHDnSPtb8+eefz9LDBrK6Tp06cfLkSfsfx86dO+Pv728f0iIikhFZrVbGjx9Pp06dmDhxIhs3bmTHjh1ERUWRO3duypUrx//+9z+6dOmSqBj56KOPcHZ2Ztq0aUycOBFfX1/ef/99WrRoweLFi9M8e65cuVi+fDlvvvkmU6ZM4datW1SuXJmRI0cmmh/RxcWF33//nWnTpvHDDz+wePFioqKiyJ8/P2XLlqVv375UqFAhzTPfKygoyN410c3NDW9vb8qUKcP7779P165dKV68eLrmMUVKetKvWLHCAIzu3bsn2jZjxgwDMEaOHPnQ4wQEBBhAojkFbDab4e/vb7i7uxu3bt1KsO3KlStGxYoVE80fkFIbNmxI1pwA/6Z5uEQezcGDBw1HR0cDMFxdXY3g4GCzI8ljstlsRufOne3zoRQuXNg4f/682bFE5D6SM6eQiPy/1J6HK0X3cDVo0AB/f3/mzp3L3r177evDw8MZM2YMzs7OCfrvnz9/niNHjiQaPti7d28g/j4p457xqJMmTeLkyZN07NgxweXRa9eu0bBhQ/bt28eXX37JgAEDHpgzODg4wTjbu0JDQ+nfvz8AHTp0SP6Ji8gjMQyDgQMH2rs7vfvuu/j6+pobSh6bxWJh8uTJBAQEAHD27FlefPFF7ty5Y3IyERGRjMdiGClrM7Vu3ToCAwNxdXWlXbt2eHp6snjxYk6dOsW4ceMYPHiwfd+7EyFPnz6dbt262dfbbDaaNm3KypUrCQgIoG7dupw4cYIlS5bg6+vL9u3bE/Tir1evHhs2bKBMmTK0bds2yVyvvfaavYPWjBkz6NevH7Vr18bPz49cuXIRHBzM8uXLiYyMpGPHjsyaNeuB83f9W0REBF5eXoSHhyc5f4KIJLZ48WJefvllAHx9fTl06FCCL1Mkc7tw4QLVqlXj7NmzAHTp0oUZM2ak6N9WEUl7d+7cITg4GD8/P1xdXc2OI5LhJed3JiW1QYru4QKoX78+mzdvZvjw4cyfP5+YmBgqVKjAJ598ct9i6N+sVitLly7l448/ZtasWXz++efkzp2bHj16MGrUqEQTn4WEhADxM2MnNXM2xBd3dwuuKlWq0Lp1a3bt2sWOHTu4efMm3t7e1KxZk1deeSXZOUXk0UVFRfHmm2/alz///HMVW1lMgQIFWLZsGbVq1eLWrVv88MMPlC9fXpNZi4iI3CPFV7iyK13hEkmZcePG2T94N2zYkFWrVunKRxa1aNEiWrduDcQPN1y+fDlNmjQxOZWI3KUrXCIpk9pXuDLlPFwikrFdvXrVPj+JxWJh3LhxKraysJdfftk++sAwDDp06JAurZJFREQyAxVcIpLqPvroI3uznG7dulGxYkWTE0laGzZsGC+88AIQP3noiy++qOk3REREUMElIqns+PHjfPvttwDkyJGDjz76yOREkh6sViszZ86kTJkyAOzfv58ePXqgUesiGYd+H0WSJ7V/V1RwiUiqevfdd+1t4N98800KFSpkciJJLzlz5uSnn37C09MTgPnz5/PZZ5+ZnEpEHBwcAIiJiTE5iUjmcPd35e7vzuNSwSUiqWbz5s0sWbIEiO9gp2512U+ZMmX44Ycf7Mtvv/02f/zxh4mJRMTJyQkXFxfCw8N1lUvkIQzDIDw8HBcXF5ycnFLlmCluCy8ikhSbzZZgHr6PPvoIDw8PExOJWV544QXee+89Ro8ejc1mo23btuzatYuiRYuaHU0k2/Lx8SE0NJSzZ8/i5eWFk5OTmhmJ3MMwDGJiYggPD+fmzZupOkJHbeGTSW3hRR5swYIF9jnuypcvz969e1PtUrxkPnFxcTRv3pwVK1YA8PTTT7Np0ybNxSZiooiICK5cuUJUVJTZUUQyLBcXF3x8fB76eT8ltYEKrmRSwSVyf7GxsZQvX56jR48C8Ntvv2keJuH69etUrVqVkydPAvEdK7///nt9qy5ispiYGOLi4syOIZLhODg4JHsYYUpqAw0pFJHHNnv2bHuxVbt2bZ577jmTE0lGkCtXLn766Sdq1KjBrVu3mDFjBtWqVaN///5mRxPJ1pycnFLt3hQReTg1zRCRxxIdHW2f9BZg9OjRuoIhdk899RTTpk2zLw8aNIitW7eamEhERCR9qeASkccybdo0QkJCAAgMDKR27drmBpIMp127drzxxhtA/PDTNm3acPnyZZNTiYiIpA8VXCLyyG7fvs2oUaPsy5rkWO7nk08+oW7dugCEhobSqVMn3UMiIiLZggouEXlkEyZM4Ny5c0B8K/Bq1aqZnEgyKkdHR+bNm0f+/PkBWLVqFWPGjDE5lYiISNpTl8JkUpdCkYRu3LiBv78/V65cwWKxsG/fPipUqGB2LMng1q1bR8OGDbHZbFgsFlavXk2DBg3MjiUiIpIiKakNdIVLRB7Jl19+yZUrV4D4e3RUbEly1K9fnw8//BCIn2SyQ4cO9qukIiIiWZGucCWTrnCJ/L+IiAiKFStGWFgYDg4OHDp0iFKlSpkdSzIJm81Gs2bN7JMi165dmz/++ANHR81UIiIimYOucIlImvruu+8ICwsDoHPnziq2JEWsViuzZs2icOHCAGzatIlhw4aZnEpERCRt6ApXMukKl0i8W7du4evry+XLl7FarRw+fFgFlzySP//8kzp16hAbGwvAL7/8QvPmzU1OJSIi8nApqQ00fkNEUmTKlCn2OZTatGmT6YutuLg4goODzY6RIfn5+eHg4JBmx69RowaffvqpfY6uLl26sHv3bnx9fdPsPUVERNKbrnAlk65wiUBUVBT+/v72Jgd///13pm+WceLECQZ+tR+P3EXMjpKh3Lx2hq8GVqBEiRJp+j6GYfDyyy+zZMkSAKpVq8amTZtwcXFJ0/cVERF5HLrCJSJpYubMmfZiq2XLlpm+2LrLI3cRvPL5mx0jW7JYLHz//ffs27ePoKAgduzYwdtvv82XX35pdjQREZFUoaYZIpIssbGxfPzxx/bl9957z8Q0kpV4eXmxcOFC+1Wtr776imXLlpmcSkREJHWo4BKRZJk3b579XqfGjRtTrVo1kxNJVlK5cmU+++wz+3L37t05c+aMiYlERERShwouEXkom83GmDFj7Mtq4S1poV+/frRq1QqAa9eu0b59e3sHQxERkcxKBZeIPNSSJUs4cuQIED9Jbe3atU1OJFmRxWJhypQpFCtWDIAtW7YwYsQIc0OJiIg8JhVcIvJAhmEwatQo+7KubklaypUrF/PmzbO3ox8zZgxr1qwxOZWIiMijU5dCEXmg3377jX379gFQtWpVGjVqZHIiSQ+GLY5Tp06Z8t558+bl9ddfZ9y4cRiGQYcOHVi2bBk+Pj6m5ElKWs9RJiIiWYcKLhG5r6SublksFhMTSXqJDDvH+KXgkTvMlPc3crQmf/HNXAzaxuXLl3mh0+vU7vglFov5AzPi5ygjzecoExGRrEEFl4jc16ZNm9i2bRsA5cuXp0WLFiYnkvRk9vxkDXvNYMmYutyOuMjFoG2c2recio0HmZZHRETkUZj/VaGIZFiffvqp/fm7776L1ap/MiT9uHnmpV7XCfDPVdWdv4zm4skdJqcSERFJGX16EpEkHT58mOXLlwNQtGhR2rRpY3IiyY4KlalLpcDXgfj7ytZ935OoW2HmhhIREUkBFVwikqTPP//c/nzQoEE4OTmZmEaysypN3yF/8QAAbl4/y6Y5gzAMw+RUIiIiyaOCS0QSuXz5Mj/88AMAnp6e9OzZ0+REkp1ZHRyp330yLjm8AQjZ+yuHN31vbigREZFkUsElIol89913REVFAdCrVy9y5sxpciLJ7jxyFaJO52/sy9sXv8/V0IMmJhIREUkeFVwiksCdO3f49ttvAXBwcGDgwIEmJxKJV+ypJpSr1xuAuNgo1n3fi9joWyanEhEReTAVXCKSwOzZs7l8+TIAL7/8MsWKFTM5kcj/q/7CCHIXKg9A2IWjbF/ygcmJREREHkwFl4jYGYbBZ599Zl9+4403TEwjkpiDkwv1X5mMg5MbAIc3TSdk33KTU4mIiNyfCi4RsVuxYgWHDx8GoFatWlSvXt3kRCKJ5SpQmhovj7Yvb5oziMiwcyYmEhERuT8VXCJid+/VrcGDB5uYROTBStfsgm+l5gBERV5n/cx+2GxxJqcSERFJTAWXiACwb98+1qxZA0Dx4sVp0aKFyYlE7s9isVCrwxfk8H4CgPPHNrN/zdcmpxIREUlMBZeIAAknOn799ddxcHAwMY3Iw7m656Je14lgsQCw85exXArZZXIqERGRhFRwiQjnzp1j7ty5AOTKlYtu3bqZG0gkmQqWqkWlwNcBMGyxrJvem+g7N0xOJSIi8v9UcIkIEyZMICYmBoC+ffvi7u5uciKR5KvS9G3y+j4NwI0rIWyd/7bJiURERP6fCi6RbC4qKorJkycD4OjoyH//+1+TE4mkjNXBifrdJ+Pk6gHAib8WcOKvhSanEhERiaeCSySbW7BgAZcuXQLgpZdeolChQiYnEkm5nD6+1Gw7zr68Zf6bRFwJMS+QiIjIP1RwiWRz33zzjf35q6++amISkcdTonprSlRvA0DMnZusm94bW1yMyalERCS7U8Elko399ddf/PXXXwBUqlSJmjVrmpxI5PE82+YTPH18Abgcsovdv31qbiAREcn2VHCJZGNff/3/8xYNGDAAyz/ttUUyK2e3nNTvPhmL1RGAvSs/5/zxLSanEhGR7EwFl0g2dfHiRebPnw9A7ty56dChg8mJRFJHPt+nqdpiSPyCYbB+Rl/uRF43N5SIiGRbKrhEsqnJkyfbW8H37NkTNzc3kxOJpJ4KDV/liVK1AIgMO8emOYMwDMPkVCIikh2p4BLJhmJiYpg4cSIAVquVfv36mZxIJHVZrQ7U6zoBF/dcAJzat5yjW34wOZWIiGRHj1xw7dixg6ZNm+Lt7Y27uzsBAQEsWLAgRceIioriww8/pGTJkri6ulKwYEF69+5tb1F9r7179/L+++8TEBBAvnz5cHFxwd/fn/79+xMaGnrf9zh27Bht2rTBx8cHNzc3KlasyIQJE/RNp2RrP/30E+fOnQOgRYsW+Pr6mhtIJA24exekTsev7Mt/LnqP6+ePmJhIRESyo0cquNatW0fNmjXZvHkzbdq0oW/fvly4cIG2bdsyfvz4ZB3DZrPRsmVLhg8fjo+PD6+99ho1atRg6tSp1KhRg8uXLyfYv2/fvowaNQrDMGjXrh0DBw6kcOHCTJgwgUqVKnHkSOI/oocOHaJ69eosXbqUJk2aMHDgQOLi4ujfvz8DBw58lFMXyRLubZahVvCSlRWr2JQna3cHIC7mNuum9yY25o7JqUREJDuxGCm81BMbG0uZMmU4e/Ys27Zto1KlSgCEh4dTvXp1QkJCOHbsGMWKFXvgcaZPn84rr7xC+/btmTNnjr072sSJE+nXrx+9e/dm0qRJ9v2//vprmjRpQokSJRIc55NPPuHdd9+ladOmLF++PMG2unXrsnHjRn777TeaNGkCQHR0NA0bNmTTpk1s3bqVGjVqJOu8IyIi8PLyIjw8nJw5cybrNSIZ0d69e6lcuTIAZcuW5cCBA9m6O+GJEycYOjsMr3z+ZkfJUEKPbMAjd5Es8XOJjb7Fz580JOzCUQDK1+9LwMujH/l44ZdOMqaTd6K/RyIikn2kpDZI8RWuP/74g6CgIDp06GAvtgC8vLwYOnQo0dHRzJw586HHmTJlCgBjx45N8GGvT58++Pv7M2fOHG7fvm1f/+qrryb5x+3NN9/Ezc2NDRs2JFh/7NgxNm7cSP369e3FFoCzszMfffRRggwi2cm9Ex2rFbxkB47OOaj/yhQcHF0AOLBuImcOrjE5lYiIZBcpLrjWr18PQOPGjRNtCwwMBEhU/PzbnTt32L59O6VLl050JcxisdCoUSMiIyPZuXPnQ/NYLBacnJxwdHRMds5atWrh7u7+0JwiWc3169eZO3cuADlz5qRz584mJxJJH3kKlaP6iyPsyxtmDeBWROL7hUVERFJbiguu48ePA1CyZMlE2woUKICHh4d9n/sJCgrCZrMleYx7j/2w4wAsWrSIiIiIRIXVg3I6ODjg5+dHSEgIsbGxSR43KiqKiIiIBA+RzG7WrFn2K8ddunTBw8PD5EQi6ads3V4UKR//t+LOjctsnDUAw2YzOZWIiGR1KS64wsPDgfghhEnJmTOnfZ/HOca9+93PmTNnGDhwIG5ubvZhgil5D5vNxo0bN5LcPnbsWLy8vOyPIkWKPDCLSEZnGIa9FTzEN6IRyU4sFgt1On2NW878AJw9tJaD6yebnEpERLK6TDsP19WrV2natCmXLl1i8uTJlC5dOlWPP2TIEMLDw+2PM2fOpOrxRdLbxo0bOXz4MAC1a9emXLlyJicSSX9unj7U7fKtffmvpSO5ema/iYlERCSrS3HBdfeK0f2uPt3t2PG4x7h3v3+7evUqDRo04ODBg0yYMIFOnTo90ntYLBY8PT2T3O7i4kLOnDkTPEQyM13dEolX+Mn6VGjwXwBssdH8Mb0XMVGRJqcSEZGsKsUF14Pur7pw4QI3b968771Zd/n7+2O1Wu97j9aD7r+6W2zt27ePb775hj59+qQ4Z1xcHMHBwfj5+SVqtiGSFV28eJHFixcD4OPjQ6tWrUxOJGKuqi3eI0+RpwAIv3ic7YvfNzmRiIhkVSkuuOrWrQvAqlWrEm1buXJlgn3ux83NjerVq3P06FFOnTqVYJthGKxevRp3d3eqVq2aYNu9xdbXX39N//79Hynn5s2biYyMfGhOkaxi+vTpxMTEAPDKK6/g4uJiciIRczk4uVC/+2QcnXMAcGTLTIL3/mJyKhERyYpSXHA1aNAAf39/5s6dy969e+3rw8PDGTNmDM7OznTp0sW+/vz58xw5ciTR0L7evXsD8fdK3Tv38qRJkzh58iQdO3bEzc3Nvv7atWs0bNiQffv28eWXXzJgwIAH5ixdujR16tRh3bp1/P777/b10dHRvP9+/DeZPXv2TOnpi2Q6cXFx9knELRbLfa8Ki2Q33vlLUqP1WPvy5jmvEXk91MREIiKSFaV4PJ2joyNTp04lMDCQOnXq0K5dOzw9PVm8eDGnTp1i3Lhx+Pr62vcfMmQIM2fOZPr06XTr1s2+vmvXrsyfP5958+YRHBxM3bp1OXHiBEuWLMHPz49Ro0YleN+XXnqJvXv3UqZMGa5du8aIESMSZXvttdfw9va2L3/33XfUrFmTF154gbZt2/LEE0+wfPlyDh48yIABA3j22WdTevoimc6qVasICQkB4ufK8/f3NzeQSAZSqkZHzh5aS/CeZUTdCmPdzH40HfgTVquD2dFERCSLeKQbmOrXr8/mzZsZPnw48+fPJyYmhgoVKvDJJ5/Qtm3bZB3DarWydOlSPv74Y2bNmsXnn39O7ty56dGjB6NGjSJv3rwJ9r/7gfHIkSOMHDkyyWN269YtQcFVrlw5tm/fzrBhw1i+fDmRkZGUKlWKb7/9ln79+j3KqYtkOhMmTLA/V7MMkYQsFgu1OnzOpZBdRF4P5cLxLfy96ksqPfeG2dFERCSLsBj3jueT+7rbfTE8PFwdCyXTOH36NH5+fthsNgoXLkxwcLAaxfzLiRMnGDo7DK98uvJ3r9AjG/DIXSTb/FwunPiT5V88j2HYsFgdaPHGb+Tzq5rkvuGXTjKmkzclSpRI55QiIpJRpKQ2yLTzcInIw02dOhWbzQZAr169VGyJ3EeBEjXsV7UMWxzrZvQh+naEyalERCQrUMElkkXFxsby/fffA+Dg4ECPHj1MTiSSsVVu8hb5/KoBcONKCFvnv21yIhERyQpUcIlkUStWrCA0NL7jWrNmzShUqJDJiUQyNquDI/W7TcLJ1ROAEzsWcvyvBSanEhGRzE4Fl0gWNWXKFPvzXr16mZhEJPPw9ClGrfbj7ctb579FxJUQ8wKJiEimp4JLJAs6d+4cy5cvB6BQoUI899xzJicSyTyKV21FyWfiO+7G3LnJuum9scXFmJxKREQyKxVcIlnQ9OnTiYuLA+CVV15RswyRFKrR5hM8fXwBuByyi92/fWpuIBERybRUcIlkMTabjWnTpgHxcwy98sorJicSyXycXT2p330yFmv8lxV7V37O+eNbTE4lIiKZkQoukSxm7dq1BAcHA9CoUSN8fX3NDSSSSeXzfZqqLYbELxgG62f05U7kdXNDiYhIpqOCSySLUbMMkdRToeGrPFGqFgCRYefYPPc1DMMwOZWIiGQmKrhEspDLly/z888/A5A3b16ef/55cwOJZHJWqwP1unyHi3suAEL2/krw7p/NDSUiIpmKCi6RLOSHH34gJia+m1q3bt1wdnY2OZFI5ueeqxC1O35pX967YjxBQUEmJhIRkcxEBZdIFmEYRoLhhD179jQxjUjW4luxGWVqdQMgLjaK119/naioKHNDiYhIpqCCSySL2Lx5M0ePHgWgbt26lCpVyuREIllLQKuP8C4Q/3t1+PBhhgwZYnIiERHJDFRwiWQRapYhkrYcnXNQv/sUrA5OAHz++eesWLHC5FQiIpLRqeASyQKuX7/OwoULAciVKxetWrUyOZFI1pSncHmeaviqfblr165cvHjRxEQiIpLROZodQEQe35w5c7hz5w4AnTt3xtXVNcH2uLg4+9xcktCpU6cAL7NjSCZS4pl2eN3ZxYYNG7h06RLdu3dn+fLlWCwWs6OJiEgGpIJLJJNLTrOM4OBgBn61H4/cRdIzWqZw8eRR8vtXNzuGZCIWi4VPPvmEli1bcvHiRX7//Xe++uorBg0aZHY0ERHJgFRwiWRyO3fu5O+//wbgmWeeoUKFCknu55G7CF75/NMzWqZw89oZsyNIJpQnTx5mzJhBkyZNAHj77bepV68eFStWNDmZiIhkNLqHSySTmz59uv25WsGLpJ/nnnuO119/HYDo6Gjat2/PrVu3TE4lIiIZjQoukUzs9u3bzJ07F4AcOXLQtm1bkxOJZC9jx46lUqVKQHyr+Ndee83UPCIikvGo4BLJxH7++WfCw8MBaN26NZ6eniYnEsleXFxcmDdvHjly5ADip2f48ccfTU4lIiIZiQoukUzs3uGE3bt3NzGJSPZVpkwZvvnmG/ty7969OXHihImJREQkI1HBJZJJnT59mjVr1gDg7+9PnTp1TE4kkn1169aNTp06AXDjxg3atWtHVFSUyalERCQjUMElkknNnDkTwzCA+KtbmgNIxDwWi4XvvvuOkiVLArBr1y7effddk1OJiEhGoIJLJBOy2Wz24YQWi4WuXbuanEhEPD09WbBgAc7OzgB88cUX/PLLLyanEhERs6ngEsmENm7cSHBwMACNGjWiSBFNaCySEVSqVInx48fbl7t168aZM5rrTUQkO1PBJZIJqVmGSMb13//+lxdffBGAa9eu0aFDB2JjY01OJSIiZlHBJZLJREREsHDhQgC8vb154YUXzA0kIglYLBamTZtG0aJFAdi8eTMjR440OZWIiJhFBZdIJrNgwQJu374NQIcOHXB1dTU5kYj8W65cufjxxx9xcHAAYPTo0fauoiIikr2o4BLJZDScUCRzqFGjBqNHjwbAMAw6derExYsXTU4lIiLpTQWXSCZy5MgRtm7dCkCFChV4+umnTU4kIg/y1ltvERgYCMDFixfp0qULNpvN5FQiIpKeVHCJZCIzZsywP9fcWyIZn9Vq5YcffqBAgQIArFq1ik8//dTkVCIikp5UcIlkErGxscycORMAR0dHOnXqZHIiEUmOfPnyMXv2bPsXJMOGDbNfqRYRkaxPBZdIJrFy5UouXLgAQIsWLcibN6/JiUQkuRo0aMB7770HQFxcHO3bt+fatWsmpxIRkfTgaHYAkdQUFxdnnxA4q/n666/tzwMDAzlx4kSyX3vq1CnAKw1SiUhyDR8+nA0bNrBp0yZOnz5Njx49WLJkiYYGi4hkcSq4JEsJDg5m4Ff78chdxOwoqSrqVhirVq8FwMU9N6tDK7J2dliyX3/x5FHy+1dPo3QikhyOjo7MnTuXSpUqcfXqVX7++We++uorBg0aZHY0ERFJQyq4JMvxyF0Er3z+ZsdIVQfWTcKwxQJQqkZHchUolaLX37x2Ji1iiUgKFS5cmBkzZtCiRQsgvothQEAAzzzzjMnJREQkregeLpEMzjAMjv05x75cqkZ7E9OIyONq3rw5b731FgAxMTG0adNG93OJiGRhKrhEMrirZ/7mWuhBAPL5VSVXgdImJxKRxzV69Ghq1qwJwOnTp+natavm5xIRyaJUcIlkcMe2zbU/LxXQwcQkIpJanJyc+PHHH/Hx8QHg119/5X//+5/JqUREJC2o4BLJwGJj7hC0YxEADk5u+D/9osmJRCS1FC5cmDlz5ti7FL733nts3LjR5FQiIpLaVHCJZGCn/15B1K0wAPwqNcfZLae5gUQkVTVu3Jhhw4YB8dNatGvXjkuXLpmcSkREUpMKLpEMLMFwwhoaTiiSFQ0fPpz69esDcP78eTp27EhcXJzJqUREJLWo4BLJoCKvh3L28B8AeOQpyhMla5mcSETSgoODA3PnzqVAgQIArFmzhlGjRpmcSkREUosKLpEM6vhfC8AwACj1THssVv26imRVBQoUYN68eVj/+T0fOXIka9asMTmViIikBn2CE8mADMPg+LZ59uWSAe1MTCMi6aFevXr2K1uGYdChQwdCQ0NNTiUiIo9LBZdIBnQpeCfhl4IAeKJULTzzFDU5kYikh3feeYcmTZoAcPnyZdq2bUtMTIzJqURE5HGo4BLJgBJc3XpGV7dEsgur1cqsWbMoUqQIAFu2bOGtt94yOZWIiDwOFVwiGUxs9G1O7v4JAEdnd/wqtTA5kYikpzx58rBo0SKcnZ0B+PLLL/nxxx9NTiUiIo9KBZdIBnPq79+Jvh0BgF+V53Fy9TA5kYikt+rVq/Pll1/al3v06MHBgwdNTCQiIo/qkQquHTt20LRpU7y9vXF3dycgIIAFCxak6BhRUVF8+OGHlCxZEldXVwoWLEjv3r2TnPDx1q1bjB8/ng4dOlCmTBmsVisWi4WQkJD7Hr9evXpYLJYkH76+vik8Y5H0c+9wwlIB7U1MIiJm6tOnD127dgXi/w6+9NJLREREmJxKRERSyjGlL1i3bh2BgYG4urrSrl07PD09Wbx4MW3btuXMmTMMHjz4ocew2Wy0bNmSlStXEhAQQKtWrTh+/DhTp05l7dq1bNu2jbx589r3v3TpEm+++SYAxYoVI1euXFy7di1ZeYcPH55onbe3d/JOViSdRYadI/TIegA88xSjQPEa5gYSEdNYLBa+++479u7dy759+zh27Bjdu3dn0aJFWCwWs+OJiEgypajgio2NpVevXlitVjZu3EilSpUA+OCDD6hevTpDhw7l5ZdfplixYg88zsyZM1m5ciXt27dnzpw59j8cEydOpF+/fgwbNoxJkybZ9/fx8WHVqlU8/fTT5M6dm+eee46VK1cmK/OIESNScooipjrx1wIMwwbEN8vQ3Fsi2VuOHDlYvHgxVatWJSwsjCVLljBu3Dg10hARyURS9Gnujz/+ICgoiA4dOtiLLQAvLy+GDh1KdHQ0M2fOfOhxpkyZAsDYsWMTfEvXp08f/P39mTNnDrdv37av9/DwoFGjRuTOnTslcUUyFcMwOJagO2FbE9OISEZRvHhxZs2aZV9+9913WbdunYmJREQkJVJUcK1fvx6Axo0bJ9oWGBgIwIYNGx54jDt37rB9+3ZKly6d6EqYxWKhUaNGREZGsnPnzpREu6+5c+cyZswYvvjiC9avX4/NZkuV44qktsshuwi/eAKAAiVr4unz4CvFIpJ9NG/enGHDhgHxw/LbtWunSZFFRDKJFA0pPH78OAAlS5ZMtK1AgQJ4eHjY97mfoKAgbDZbkse499jHjx+ndu3aKYmXpI4dOyZYLlWqFHPmzKFq1aoPfF1UVBRRUVH2Zd2oLGnt3qtbpTT3loj8y4gRI/jrr79YtWoVly5donXr1qxfv97ePl5ERDKmFF3hCg8PB+KHECYlZ86c9n0e5xj37veoWrZsya+//kpoaCi3bt3i0KFDDBo0iKCgIBo1asTp06cf+PqxY8fi5eVlf9ydhFIkLcTG3OHkriXAP3NvVX7e5EQiktE4ODgwd+5cihYtCsCff/5pbyglIiIZV5a9I//111+nWbNmFCxYEDc3N5588km++OILhg4dSlhYGOPGjXvg64cMGUJ4eLj9cebMmXRKLtlRgrm3KrfQ3FsikqQ8efKwePFi+1Wtr7/+mjlz5picSkREHiRFBdfdq1L3u/oUERFx3ytXKTnGvfultj59+gCwZcuWB+7n4uJCzpw5EzxE0sq9c2+V1NxbIvIAVatW5ZtvvrEv9+zZk927d5uYSEREHiRFBde991f924ULF7h58+Z97826y9/fH6vVet97vR50n1hqyJMnDxaLhcjIyDQ5vkhKRYadJ/RwfMcxj9xFeKLEsyYnEpGMrmfPnvTs2ROIb0b14osvcvnyZZNTiYhIUlJUcNWtWxeAVatWJdp2d16su/vcj5ubG9WrV+fo0aOcOnUqwTbDMFi9ejXu7u4PbWrxqP766y8Mw8DX1zdNji+SUid2LNTcWyKSIhaLhW+++YaAgAAATp8+TevWrYmJiTE5mYiI/FuKPtk1aNAAf39/5s6dy969e+3rw8PDGTNmDM7OznTp0sW+/vz58xw5ciTR8MHevXsD8fdJGYZhXz9p0iROnjxJx44dcXNze5TzASA4OJhr164lWh8aGkr//v0B6NChwyMfXyS1GIaRcDih5t4SkWRycXFh8eLFPPHEE0D8tCyDBw82OZWIiPxbitrCOzo6MnXqVAIDA6lTpw7t2rXD09OTxYsXc+rUKcaNG5fgytGQIUOYOXMm06dPp1u3bvb1Xbt2Zf78+cybN4/g4GDq1q3LiRMnWLJkCX5+fowaNSrRe7/55ptcuXIFgP3799vXeXjENxfo2bMntWrVAuL/6PTr14/atWvj5+dHrly5CA4OZvny5URGRtKxY0c6d+6coh+USFq4fGo3YReOAVCgxLPkzOtnciIRyUwKFizIkiVLqFu3LtHR0Xz99ddUrlyZ7t27mx1NRET+kaKCC6B+/fps3ryZ4cOHM3/+fGJiYqhQoQKffPIJbdsm79t5q9XK0qVL+fjjj5k1axaff/45uXPnpkePHowaNYq8efMmes2iRYsSDUFcvHix/Xm9evXsBVeVKlVo3bo1u3btYseOHdy8eRNvb29q1qzJK6+8kuycImnt3qtbpQI095aIpFxAQADffvstvXr1AqBv376ULVuWZ555xuRkIiICYDHuHdMn93W3A2N4eLg6FmZgJ06cYOjsMLzy+Zsd5aFiY+4wd0hZom+H4+icgw5jD+Hs6pkm7xV6ZAMeuYtkip9LetPPJmn6udxf+KWTjOnkTYkSJcyOksB///tfvvvuOyD+yteuXbsoUKCAyalERLKmlNQGujtfxCSn/15B9O34+xt9KzVPs2JLRLKHzz//nNq1awNw7tw5WrVqRXR0tMmpREREBZeISY5v/9H+vJTm3hKRx+Ts7MzChQspXLgwAFu3bmXgwIEmpxIRERVcIia4FX6Bs4fWAuCRqzBPlKxlciIRyQry58/PTz/9hIuLCxDf/XfSpEkmpxIRyd5UcImY4MRf98y9FaC5t0Qk9VStWpXJkyfbl1999VU2b95sYiIRkexNn/JE0plhGBxLMPeWuhOKSOrq0qULr732GgAxMTG89NJLhISEmJpJRCS7UsElks6unN5D2IWjAOQvHqC5t0QkTfzvf/+jQYMGAFy+fJkWLVpw48YNk1OJiGQ/KrhE0tmxBHNvqVmGiKQNR0dHFi5cSKlSpQA4cOAAHTp0IC4uzuRkIiLZiwoukXQUFxPFyZ1LAHBwcsOv8vMmJxKRrCxXrlz88ssveHt7A/Drr7/y7rvvmhtKRCSbUcElko5O719J1K0wAPwqNcfZTZNoi0jaKlWqFIsWLcLBwQGAcePGMX36dJNTiYhkHyq4RNLRse33NMvQcEIRSScNGjTg66+/ti/36dOHTZs2mZhIRCT7UMElkk7unXvLPVchCpaqbXIiEclO+vXrx4ABA4D/71wYHBxscioRkazP0ewAItnFiR2LMGzxN6uXfKat5t4SyaQMWxynTp0yO8Yj+e9//8vevXvZvHkzV65cITAwkPnz5+Pp6Zkqx/fz87MPXRQRkXgquETSgWEYHNfcWyJZQmTYOcYvBY/cYWZHeSR5an6I5+Hu3Lh6iuPHj9O07avUajcei/XxCqWb187w1UAoUaJEKiUVEckaVHCJpIOrZ/Zx/fwRAPL7P4NXvuImJxKRx+GRuwhe+fzNjvHInhuwkGX/a0zUrTAuHN/CkS0/ENDqI7NjiYhkSRrTJJIO7p17S80yRMRsXvmK06DXDCzW+O9dD/zxHYc3zTA3lIhIFqWCSySNxcVEEbRzMRA/95Z/lZYmJxIRgYKlalOz7af25a0L3ubMwbUmJhIRyZpUcImksdMHVhIVeR0A34rNNPeWiGQYZWp1pUKD+M6Fhi2OP6Z15+rZAyanEhHJWlRwiaSxY9t+tD8vGaBmGSKSsVR/YTi+lVoAEBMVycoJ7Yi8HmpyKhGRrEMFl0gauhVxibOH1gDg7l2QgqXrmJxIRCQhi9VKva4TyOv7NAC3ws6zckIHou/cMDmZiEjWoIJLJA0F3TP3Voln2mJ9zLbLIiJpwdHZjcZ95+CZpxgA10IP8Me0HtjiYk1OJiKS+angEkkjhmFw7M859uVSmntLRDIwN8+8BPb/EZcc3gCcPbSWrQvewTAMc4OJiGRymodLJI1cOb0n4dxb+TUZqIhkbN4FStGw9w/8/nUrbHExHNk8g5w+vjzV6NWHvtawxXHq1Kl0SJk5+fn54eCgUQ4i2ZEKLpE0cnTrPVe3anQ0MYmISPI9UbImtTt9xYaZ/QD46+cReOQp+tApLSLDzjF+KXjkDkuHlJnLzWtn+GoglCihL95EsiMVXCJpIDb6ln3uLUdnd/yqPG9yIhGR5CtZvQ03r55m169jAVg/sy9unj48UbLmA1/nkbsIXvn80yOiiEimoXu4RNJAyN7lxPzT4cu/SkucXT1NTiQikjKVnhtMqYAOANhio1k9qRPXQg+ZnEpEJPNRwSWSBhI0y9BwQhHJhCwWC7U6fEbhsg0BiL4dwYrv2nDz2lmTk4mIZC4quERS2Y0rpzh3bBMAOfMVJ3/xZ0xOJCLyaKwOTjTo+T15i1UG4ufoWvFta+5EXjc5mYhI5qGCSySVHds2z/68VEB7LBaLiWlERB6Pk4s7jfv9SM688fdmhV04xuqJHYmNvm1yMhGRzEEFl0gqMmw2jv9TcFksVko+09bkRCIij8/N04fnBizEzTMfABdPbmfdjN7Y/pnYXURE7k8Fl0gqOndsIzevx9/fULhsA9y9C5qcSEQkdeT08SWw/484ubgDcGrfb2yd/7YmRhYReQgVXCKp6Nifc+3PS9XoYGISEZHU51O0Ig16zcRijZ9V5sjmGez5fZzJqUREMjYVXCKpJOpWGCF7fwXA1SMPRSs8Z3IiEZHUV/jJ+tTt/I19effyjzm0YaqJiUREMjYVXCKpJGjnYuJiowAoUa01Do7OJicSEUkbJaq3pvqLI+3LWxe8Q+jRDSYmEhHJuFRwiaQSzb0lItnJUw0HULHxIPvy/tVf26fEEBGR/6eCSyQVXA09yJXT+4D4exxyFyprciIRkbRX9fn3KVOrGwCGYePPhUM4f3yLuaFERDIYFVwiqeB4gmYZurolItmDxWLh2baf4v/0SwDYYqNYNbEDl0/tMTmZiEjGoYJL5DHFxUZz/K8FADg4ulC8aiuTE4mIpB+r1YF6Xb8jb7EqAMTcucmKb9tw/cJRk5OJiGQMKrhEHtPp/SuIirwGgG+l5rjk8DY3kIhIOrM6OFG5yVv4FK0MQFTkNX7/uhU3rp42OZmIiPlUcIk8Js29JSICDk4u1Gr/GXmKVATgVth5fv+6FbfCL5qcTETEXCq4RB5DZNg5zh5aC4BHrsIULFXH5EQiIuZxcvXguf8uwCt/CQAiLp9kxbetiboVZm4wERETqeASeQzHt8/HMGwAlKzRAYtVv1Iikr25efrQ5NUleOQqDMC10IOs+KY10bcjTE4mImIOfToUeUSGzcaxrffMvfVMOxPTiIhkHB65CtHk1cW4euYF4PKp3az4ri0xd26anExEJP2p4BJ5ROePbybiSjAABcvUxdOnmMmJREQyDq/8JWj66hJc3HMDcOnkX6yc0J6YqEiTk4mIpC8VXCKP6MiWH+zPy9TsamISEZGMKXehsvFF1z/dWy+c2MrqSZ2Ijb5tbjARkXSkgkvkEdy5eZWQfcsBcPXwodhTTUxOJCKSMeUpUoHnBizCydUTgHNHN7JmchdiY+6YnExEJH2o4BJ5BMe3z8cWGw1AyWfa4eDobHIiEZGMK2+xyjQZsBAnF3cAzh7+g7VTXyHun39HRUSyMhVcIilkGAZHtsy0L5eu2cnENCIimUM+v2oE9l+Ao3MOAM4cWMkf3/fEFhdjcjIRkbSlgkskhS4GbSP84gkACpSsiXf+kiYnEhHJHAqUCKBxv3k4OLkBcGrfctbN6IstLtbkZCIiaUcFl0gKJWiW8WxnE5OIiGQ+BUvVolGfWTg4ugAQvPtnNsz6LzZbnMnJRETShgoukRSIuhVG8J5lALjk8Ma3cguTE4mIZD6Fn6xPw94/YP3n/tegHYvYMLOfrnSJSJb0yAXXjh07aNq0Kd7e3ri7uxMQEMCCBQtSdIyoqCg+/PBDSpYsiaurKwULFqR3795cunQp0b63bt1i/PjxdOjQgTJlymC1WrFYLISEhDzwPY4dO0abNm3w8fHBzc2NihUrMmHCBAzDSFFWEYATfy0g7p/OWiWeaYujk6vJiUREMqci5RrSoOd0rA5OAATtXMy66b10T5eIZDmOj/KidevWERgYiKurK+3atcPT05PFixfTtm1bzpw5w+DBgx96DJvNRsuWLVm5ciUBAQG0atWK48ePM3XqVNauXcu2bdvImzevff9Lly7x5ptvAlCsWDFy5crFtWvXHvgehw4d4tlnn+X27du0adOGggULsnz5cvr378+hQ4f4+uuvH+X0JZuKb5Yxy75c5tkuJqYREcn8ilV4joa9ZrJmajdssdEE71mGLS6G/7wyDQcnF7PjiYikihRf4YqNjaVXr15YrVY2btzI5MmTGT9+PPv27aNUqVIMHTqUU6dOPfQ4M2fOZOXKlbRv356tW7fy8ccfs3jxYr777jtOnjzJsGHDEuzv4+PDqlWruHr1KiEhIVSrVu2h79GvXz/Cw8P5+eefmTVrFp988gm7d++mdu3afPPNN/z5558pPX3Jxi6H7OT6uUNAfLetXAXLmJxIRCTzK1ohkMZ95uDwz4iBU3//zpqp3TRPl4hkGSkuuP744w+CgoLo0KEDlSpVsq/38vJi6NChREdHM3PmzPsf4B9TpkwBYOzYsVgsFvv6Pn364O/vz5w5c7h9+/9novfw8KBRo0bkzp07WTmPHTvGxo0bqV+/Pk2a/P+ktM7Oznz00UcJMogkR4KrWzXVLENEJLUULvsfGveda+9eeObAKlZP6kRs9O2HvFJEJONLccG1fv16ABo3bpxoW2BgIAAbNmx44DHu3LnD9u3bKV26NMWKFUuwzWKx0KhRIyIjI9m5c2dK4yUrZ61atXB3d39oTpG7om9HcHLXTwA4uXriV+UFcwOJiGQxhcrU5bn/zsfROX5y5NDD61g1oT0xUZEmJxMReTwpLriOHz8OQMmSieceKlCgAB4eHvZ97icoKAibzZbkMe499sOO86g5HRwc8PPzIyQkhNjYpDsiRUVFERERkeAh2VfQzsXERt8CoES1l3FycTc5kYhI1vNEyZo8N2AhTq4eAJw7tomV37Yl+s4Nk5OJiDy6FBdc4eHhQPwQwqTkzJnTvs/jHOPe/R5Fct7DZrNx40bS/4iPHTsWLy8v+6NIkSKPnEUyv3uHE5auqWYZIiJppUDxZ2gyYBHObvGfBS4E/cmKb17mTuR1k5OJiDwazcN1H0OGDCE8PNz+OHPmjNmRxCRXTu/l6pl9APgUrYhPkadMTiQikrXl86tGk1eX4JLDG4BLwTtZ/kULboVfMDeYiMgjSHHBdfeK0f2uPkVERNz3qlJKjnHvfo8iOe9hsVjw9PRMcruLiws5c+ZM8JDs6cjmH+zPy9TsamISEZHsI2+xyjQdtBRXz/gpYq6fO8yvnzXnxpWHd0IWEclIUlxwPej+qgsXLnDz5s373pt1l7+/P1ar9b73aD3o/qvUyBkXF0dwcDB+fn44Oj7SVGSSTUTfjuDEjkUAOLm44//0iyYnEhHJPvIULk+LN5bjkTt+WH/ElWB++awJ188dMTmZiEjypbjgqlu3LgCrVq1KtG3lypUJ9rkfNzc3qlevztGjRxPN2WUYBqtXr8bd3Z2qVaumNF6ycm7evJnIyMiH5hQ58dcCYqPjO2QVr9bafk+BiIikD698xWnxxnK8C5QC4Fb4RX79ojmXgh+9k7GISHpKccHVoEED/P39mTt3Lnv37rWvDw8PZ8yYMTg7O9Oly/83FTh//jxHjhxJNLSvd+/eQPy9UoZh2NdPmjSJkydP0rFjR9zc3FIaz6506dLUqVOHdevW8fvvv9vXR0dH8/777wPQs2fPRz6+ZH2GYXB403T78pN1XjExjYhI9uWeqxDNX/8Vn6KVAIiKvM5vX71E6BFN7yIiGV+Kx9M5OjoydepUAgMDqVOnDu3atcPT05PFixdz6tQpxo0bh6+vr33/IUOGMHPmTKZPn063bt3s67t27cr8+fOZN28ewcHB1K1blxMnTrBkyRL8/PwYNWpUovd+8803uXLlCgD79++3r/PwiG8f27NnT2rVqmXf/7vvvqNmzZq88MILtG3blieeeILly5dz8OBBBgwYwLPPPpvS05ds5GLQdq6fjx+2ks+/OnkKlTM5kYhI9uXqkYemA39i9aTOnD++mdjoSFZOaMd/uk/Bt1Jzs+OJiNzXI93AVL9+fTZv3szw4cOZP38+MTExVKhQgU8++YS2bdsm6xhWq5WlS5fy8ccfM2vWLD7//HNy585Njx49GDVqFHnz5k30mkWLFiUagrh48WL783r16iUouMqVK8f27dsZNmwYy5cvJzIyklKlSvHtt9/Sr1+/Rzl1yUYSXN2q3d3EJCIiAuDslpPA/87nj2k9OL1/BbbYaNZO7U7tjl9SqkYHs+OJiCTpkTtGVK9ePcFQvfuZMWMGM2bMSHKbi4sLw4cPZ/jw4cl6z5CQkBQkjFe6dGkWLlyY4tdJ9nb7xhWC9y4DwMU9N36Vnzc5kYiIADg6udKw10w2zn6VE38twDBsbJz9KlG3w6nwH32ZKiIZj+bhEknCsT/nYIuNBqBUjY44OrmanEhERO6yOjhSt/O3lK3by75u++JhbF/yAYbNZmIyEZHEVHCJ/Iths3Fk80z78pO1NPeWiEhGY7FaqdF6LFWavmNft3/tt6yb0Ye4mCgTk4mIJKSCS+Rfzh7+gxtX4+8VLPzkf8iZ18/kRCIikhSLxUKVZm9Ts914LJb4jzQndy1hxbdtiLoV/pBXi4ikDxVcIv9yaOM0+3M1yxARyfierN2Nhn1m4eAUP53M+eOb+fXzZty8HmpyMhERFVwiCURcDubMwdVA/LwvRco3NjmRiIgkR7EKz9HstaW4euQB4Pq5wywbF8i10EMmJxOR7E4Fl8g9Dm2cBv9MxF22Tg+sDo/cyFNERNJZPt+naTF4BTl94oeC3wo7zy+fNeXcsU0mJxOR7EwFl8g/Yu7c5OjW2QA4OLlS+tnOJicSEZGU8srnT4s3fydvscoAxNy5wYpvWnNs2zyTk4lIdqWCS+Qfx/+aT8ydGwAUr/Yyrh65TU4kIiKPws0zL00HLaVI+UAAbHExbJw1gB1LP1LbeBFJdyq4RADDMDi4fop9udw9c7uIiEjm4+TiTqPeP1C2bk/7un2rvmDttFeIjb5lYjIRyW5UcIkAoUfWE37xOAAFSjxLnsLlTU4kIiKPy+rgyLNtPqFG64/tbeND9v7Cr5+34Fb4BZPTiUh2oYJLBDi0Yar9ua5uiYhkLeXq9aJx37k4uXoAcOX0XpZ+2oirZw+YnExEsgMVXJLtRVwJ4fSBlQC4exekWMWmJicSEZHUVqR8I1q88TseuQoDEBl2jl/GN+XU/hUmJxORrE4Fl2R7hzb8fyv4J+u8olbwIiJZVO5CZXn+rVXk9X0agNjoSFZP6sS+VV9i/PN3QEQktangkmwt5s5Njv35Tyt4RxfK1OxiciIREUlLObzy02zQUvyqvBC/wjDYsfRD1k3vrWYaIpImVHBJtnZix0Kib0cAd1vB5zE5kYiIpDVHZzf+030KVZq+Y193ctcSfhnflBtXT5uYTESyIhVckm2pFbyISPZlsVqp0uxtGvb+AScXdwCunt3P0k8bcu7YZpPTiUhWooJLsq1zRzcSduEoAAWK1yBPkQomJxIRkfTmW7EZz7+1ipx5/QG4c/Mqv3/9EgfXT9Z9XSKSKlRwSbZ1cP1k+/Oy9XR1S0Qku8r1RBlavr2awmUbAGDY4vhz4RA2zR5IbMwdk9OJSGangkuypfCLJxK0gvdVK3gRkWzNJYc3jfvN46lGA+3rjm2by/LPW3DzeqiJyUQks1PBJdnS/j8m2FvBl63bE6uDk8mJRETEbFarA9VfGE79V6bi4OQGwOVTu/n54/qcPbzO5HQiklmp4JJs51bEJY5vmweAk6sHT9bubnIiERHJSIo//SLPD/4djzxFgfj7ulZ825o9v4/DsNlMTicimY0KLsl2Dm2YSlxsFABlanbF2S2nyYlERCSjyVOkAi+88wdFyjeOX2EY7Pp1LCsntOfOzWvmhhORTEUFl2QrMXducnjjNAAsVkfK1+9jciIREcmoXN1z0bjPHKq2eA+LJf4j09lDa/j54/pcPrXb5HQiklmo4JJs5eifc4i6FQZAiWqtcM9VyNxAIiKSoVmsVio99wbPDViEq4cPADevn+WXz5pxaMNUtY4XkYdSwSXZhi0ulgPrJtqXKzQYYGIaERHJTAqVqcuLQ9aRz786ALbYaLYueIe1U7vZv8gTEUmKCi7JNoL3LOPm1dMAFC7bkNyFypqcSEREMhN374I0f20Z5f/Tz74uZO+v/DS2HhdP7jAxmYhkZCq4JFswDIO/13xtX36qka5uiYhIylkdnAhoNYpGfWbj4p4LgJvXzvDr583Yt+pLdTEUkURUcEm2cO7oRq6e+RsAn6IVeaJkLZMTiYhIZlbsqSa8OGQD+f2fAcCwxbFj6Yes/K4tt29cNjmdiGQkKrgkW0hwdavhQCwWi4lpREQkK/DIVYhmry2j0nNvwD9/V84e/oPFo2tzav8Kk9OJSEahgkuyvKtnDxB6eB0AnnmK4VupucmJREQkq7A6OFK1xXs0GbAIN898ANy5cZnVEzuyee4bxNy5aXJCETGbCi7J8vav+cb+vPx/+mF1cDQxjYiIZEWFytTjxaEbKFI+0L7uyJaZ/PRxfa6e3W9iMhExmwouydJuXjtL0K4lALi456ZUjQ4mJxIRkawqR858NO47h1rtP8PROQcAEZdPsu77Xnz55ZfExMSYnFBEzKCCS7K0A+smYtjiAChbpwdOLu4mJxIRkazMYrFQplZXXhyynry+TwNgGHF888031KxZk2PHjpmcUETSmwouybKiboVxdMsPADg4uVK2bk+TE4mISHbhla84Ld74jSrN3sVicQBgx44dVKpUiYkTJ2IYhskJRSS9qOCSLOvwxu+JiYoEoFRAe9w8fUxOJCIi2YnVwZEqTd/iPz2m4evrC8Dt27fp168fLVq04MKFC+YGFJF0oYJLsqSYqEgOrJsIgMVipfx/+pucSEREsqvchcqxdOlS+vXrZ1+3fPlyypcvz7x583S1SySLU8ElWdKRLT9w5+ZVAPyffhGvfP4mJxIRkewsR44cfPfddyxfvpz8+fMDcPXqVTp06MALL7zAuXPnTE4oImlFBZdkOXGxUey/Z6LjSoFvmJhGRETk/zVt2pT9+/fTunVr+7ply5ZRrlw5ZsyYoatdIlmQCi7JcoL3LONW+EUAfCs1J1fBMiYnEhER+X958+ZlwYIFLFq0iHz54idLDgsLo3v37jRp0oTTp0+bnFBEUpMKLslSoqKiOLJ5pn250nODTUwjIiJyf61ateLQoUN06tTJvm7lypWUK1eOCRMmYLPZTEwnIqlFBZdkKYsWLeJ2RPzVrSLlA/Ep8pTJiURERO4vT548zJo1i19++YWCBQsCcPPmTfr370+dOnU4dOiQyQlF5HE5mh1AJLXcuXOHCRMm2Jefbva2iWlERETiGbY4Tp069cB9ypQpwy+//MInn3zCggULANiyZQuVKlWiT58+9O3bFxcXl/SIm678/PxwcHAwO4ZImlLBJVnGlClTuHgx/upWsaea4FO0krmBREREgMiwc4xfCh65wx6+85NvUadzXXYv/5ib184QExPDN998w4y5y6jc9C0KFA9I87zp5ea1M3w1EEqUKGF2FJE0pYJLsoTbt28zduxY+3KVpu+YmEZERCQhj9xFkj1FiVc+f/yrtGTPivH8vfprDFssN6+dZtPsV/Gt1IKAl0fjkatQGicWkdSie7gkS5g0aRLnz58HoNCT9clTpILJiURERB6do7Mb1Z4fxotD1pP/nqtaIXt/YdGHAexb9SVxsdEmJhSR5NIVrkwqLi6O4OBgs2NkCLdv32b06NH25bJ1e5mYRkREJPXkLvgkzV//lRN/zWf7TyO4c+MysdG32LH0Q45tm8uzbT6lUJm6ZscUkQdQwZVJBQcHM/Cr/XjkLmJ2FNMd3TqbK1euAOBTrDLe+UuanEhERCT1WCwWSj7TjqIVmrDr17Ec3jgNw7ARfvEEv3/9En5VXiCg1Ue4exc0O6qIJEEFVyaWkvHgWVX07QiObp0Vv2CxUKZmV3MDiYiIpBGXHF482+ZjStfoyJb5b3EpeAcAwbt/5syB1VRp9jbl6/fB6uBkclIRuZfu4ZJM7e81XxMVeQ2A4lVb4ZmnqMmJRERE0laeIhVo8cZv1On0Fa4eeQCIjY7kr5+Gs3h0LU7vX4lhGCanFJG7VHBJpnUr/AIH/pgIgNXBiarNh5qcSEREJH1YrFZK1ejIyx9s58na3cFiASD84glWTezA71+/xNWzB0xOKSKggksysT2/jyM2+hYAZWp1w9OnmMmJRERE0perey5qthvHC2+vSdDN8NzRjfz0cT02zh7IrfALJiYUkUcquHbs2EHTpk3x9vbG3d2dgIAA+6zoyRUVFcWHH35IyZIlcXV1pWDBgvTu3ZtLly7d9zVz5syhevXquLu7kytXLpo3b87u3buT3NfX1xeLxZLko169einKKhlP+KWTHNkSf++Wk4s7lZsMNjmRiIiIeXyKVqL567/SoOd0PH1841caBsf+nMOCEdUTfEkpIukrxU0z1q1bR2BgIK6urrRr1w5PT08WL15M27ZtOXPmDIMHP/yDr81mo2XLlqxcuZKAgABatWrF8ePHmTp1KmvXrmXbtm3kzZs3wWtGjx7NsGHDKFasGH379uXGjRv8+OOPPPvss6xdu5aaNWsmeh8vLy9ee+21ROt9fX1TetqSwez6dQyGLRaACg0G4OaZ9yGvEBERydosFgt+lZ+naPlADm6Yyt4V44i+HUFsdGR8d8PNM6j2/PuUqNYai1WDnETSS4oKrtjYWHr16oXVamXjxo1UqlQJgA8++IDq1aszdOhQXn75ZYoVe/DQrpkzZ7Jy5Urat2/PnDlzsPwz7njixIn069ePYcOGMWnSJPv+x48fZ8SIEZQqVYq//voLLy8vAPr3709AQAC9evXiwIEDWP/1j4e3tzcjRoxIySlKJnDl9F5O7voJAFcPH8o36GdyIhERkYzDwcmFpxr+l1IB7dj926cc3jQdwxbHrbDzbPihPwfWTaRayw8oVKae/TOYiKSdFH298ccffxAUFESHDh3sxRbEX0kaOnQo0dHRzJw586HHmTJlCgBjx45N8Ivep08f/P39mTNnDrdv37avnz59OrGxsbz33nv2YgugUqVKtG/fnsOHD7N58+aUnIpkUoZh8NfPI+3LlZsMxtnV08REIiIiGZOrRx6ebfMJrd7bTJHygfb1V8/8zYpvXua3r17gUsguExOKZA8pKrjWr18PQOPGjRNtCwyM/0XesGHDA49x584dtm/fTunSpRNdCbNYLDRq1IjIyEh27tz52O8bFRXFjBkzGDNmDN988w3bt29/YLZ/vzYiIiLBQ8x3+sBKzh3dCIBnnmKUqdXN3EAiIiIZnHeBUgT2m0uTV5eQp8hT9vXnj21m2f8as2ZKV65fOGpiQpGsLUVDCo8fPw5AyZIlE20rUKAAHh4e9n3uJygoCJvNluQx7j328ePHqV27tv25h4cHBQoUeOD+/3bhwgW6d++eYF21atWYN28exYsXf2DOsWPHMnLkyAfuI+krLjaa7Us+sC9Xf2EEDo7OJiYSERHJPAqVqcsLb6/l5J6l7PplDBGXTwIQsvdXTu37jRLVW1PpuTfxyudvclKRrCVFV7jCw8MBEgzru1fOnDnt+zzOMe7d7+7zlOwP0L17d9auXcvFixeJjIxkz549dO7cmR07dtCgQQNu3LjxwJxDhgwhPDzc/jhz5swD95e0d2jDVCIuBQFQoHgNfCu3MDmRiIhI5mKxWin+9Iu8/P5WarYbh1vO/AAYho3j2+ez6KMANvzwXyIuB5ucVCTrSHGXwsxi+PDhCZYrVarEDz/8AMCsWbOYMmUKb7zxxn1f7+LigouLS5pmlOS7feMKe37/X/yCxULAy6N1o6+IiMgjsjo48WTt7pSo3oaD6yezf803RN0Kw7DFcXz7j5zYsZCS1dtS6bk3yJnXz+y4Iplaiq5w3b3KdL+rWBEREfe9EpWSY9y7393nKdn/Qfr06QPAli1bkrW/ZAy7l39M9O34/9alAjrgU7SiyYlEREQyPycXdyoFvk7bD/fwdIuhuOTwBsCwxXFs21wWfvgMG2cPJOJKiKk5RTKzFBVcD7tf6ubNm/e9N+suf39/rFbrfe/1Suo+sZIlS3Lz5k0uXEg8U/qD7itLio+PDwCRkZHJ2l/Mdy30EEc2x3e/dHJxp2qL90xOJCIikrU4u+Wk8nOD4wuv5kNwdov/ItuwxXHszzksHPkMG+cM4saVUyYnFcl8UlRw1a1bF4BVq1Yl2rZy5coE+9yPm5sb1atX5+jRo5w6lfCX1jAMVq9ejbu7O1WrVk3V973rbqdCTX6cORiGwbYlwzAMGwCVnnuDHF75TU4lIiKSNTm75aRykzdp99HefxVesRzbOpsFI6uzYdYAdTUUSYEUFVwNGjTA39+fuXPnsnfvXvv68PBwxowZg7OzM126dLGvP3/+PEeOHEk0HLB3795AfGMKwzDs6ydNmsTJkyfp2LEjbm5u9vXdu3fH0dGR0aNHJzjW3r17mTdvHk8++SS1atWyrz9y5Ai3bt1KlP/IkSO88847AHTo0CElpy4mCd69lHNH4lv+e+YpRrn6fU1OJCIikvXdLbzafriHKs3exdktvkmZYYvl+LZ5LB5Vk9WTu3ApeOdDjiQiKWqa4ejoyNSpUwkMDKROnTq0a9cOT09PFi9ezKlTpxg3blyCK0dDhgxh5syZTJ8+nW7dutnXd+3alfnz5zNv3jyCg4OpW7cuJ06cYMmSJfj5+TFq1KgE71uqVClGjBjBsGHDqFixIq1ateLGjRv8+OOPQPxEylbr/9eOP/74I5999hl16tShWLFiuLu7c+zYMX777TdiYmIYMmQIderUeYQfl6Sn6NsR/LloqH35mVYf4ejkamIiERGR7MUlhxdVmr5FuXq9ObhuEgfXTyLqVhgYBqf2LefUvuU8UbIWFRsPotCT9dXQSiQJKe5SWL9+fTZv3szw4cOZP38+MTExVKhQgU8++YS2bdsm6xhWq5WlS5fy8ccfM2vWLD7//HNy585Njx49GDVqFHnz5k30mvfeew9fX1+++OILJkyYgLOzM7Vr1+ajjz6iSpUqiTIePnyYPXv2sGnTJm7duoWPjw9Nmzalf//+SU6gLBnPzmWjuB1xEYCiFZ7Dt2IzkxOJiIhkTy45vKjS7G3KN+jH0S2z2L/2W26Fx99bf/74Zs4f30yewhV4qvEg/Cq1wOrw8I+Yhi0u0e0l8v/8/PxwcHAwO4akAotx75g+ua+7HRjDw8Ptc3+Z6cSJEwydHZZlJye8FLKLZeMCwTBwdHbn5fe34pG78ENfF3pkAx65i2TZn8uj0s/l/vSzSZp+Lvenn03S9HO5v6z4s4mLieLEjkX8vfpLwv+ZI/Muj9xFKFu3J6Wf7YxLjvt3kQ7955YBj9xF0jRrZnTz2hm+GliBEiVKmB1F7iMltUGWnYdLMi9bXCxb5g2Gf74LqNLsnWQVWyIiIpI+HJxcKP1sR0oGtOPUvuXsW/UFV07vA+KLhb9+Gs7u5Z9SKqAd5er1xit/0oVDVitERZKigksynIMbpnD17H4AchcqR/n6vU1OJCIiIkmxWh3wq/w8vpVacO7oRg78MYEzB1cDEBsdyaGN0zi0cRpFyjWiXP0+FCpTT/d5SbajgksylJvXQ9n1y9j4BYuFWu3HY3VwMjeUiIiIPJDFYqFQmboUKlOXsIvHObh+Mse3/UhsdHzX6DMHV3Pm4GpyPVGGcvX7UKLayyYnFkk/KWoLL5LW/lz4LrHR8ZNSl6nZlXx+1UxOJCIiIinhnb8kNdv+j/aj91P9xZF45Pr/2wKunz/C5rmvM2/YUxzdOpvIsPMmJhVJHyq4JMMI2fsrp/b9BoCbZz6qtfzA5EQiIiLyqFxyePNUwwG0GbmLBj2mk794gH1bVOR1Tu5awm9ftmTlhPacPrAKmy3OxLQiaUdDCiVDuHPzGlt+fMu+HPDyqAd2NhIREZHMwergiF+V5/Gr8jyXT+3h4LpJnNz9M7a4GMDgzIFVnDmwCo/cRShTqyulanQkR858ZscWSTW6wiUZwp8Lh3D7xiUgfs4t/6dfMjmRiIiIpLa8xSpTr9tE2n20l5IB7XHLmd++7ea1M+xcNop571VgzZRunDm4Vle9JEvQFS4x3cldPxO0cxEAzm5e1Gw3Th2MREREsrAcXgUoUa01TzUaSMSlIA5vms7Zw3+AYWDYYgnZ+wshe3/BPVchStXoSKmADnjm0Xxdkjmp4BJTRYadZ8uPg+3Lz7b5BHfvJ0xMJCIiIunFanWk2FNNKPZUEyKuhHBk80yOb/vRPuol8nooe377lD2//49CZepRqkZHij3VBEcnV5OTiySfCi4xjWEYbJo9kKhbYQD4VW5JcbWJFRERyZZy+vhS/YXhVG0xlNMHVnF062zOHlyDYdjAMAg9vI7Qw+twdsuJX5UXKFm9LfmLP6NRMZLhqeAS09iHDwA5vPJrKKGIiIhgdXDCt2IzfCs2I/J6KMe2/8ixrXO4cfUUANG3Izi65QeObvkBTx9fSlZvS4ln2pDTx9fc4CL3oYJLTHH93BG2L/n/tu+1O36Fq0duExOJiIhIRuOeqxCVnxtMpcavc/74Zo5vn0/wnl/sc3beuBLC7t8+Yfdvn5C/eAAlqrXGr/Lz+kwhGYoKLkl3MVGRrJ32CnExtwEoU6sbRco1NDmViIiIZFQWq5WCpetQsHQdnm37KSH7lnNi+3xCj24AwwDgYtA2LgZtY+uCdyhctgElqrWiaIXncHJxNzm9ZHcquCTdbV3wDmEXjgKQq2BZAlqNMjmRiIiIZBZOLu6UrN6GktXbEHk9lBM7FnF8+4+EXTgGgGGL5cyBlZw5sBJH5xwUKdcIv8rPU6RcQ5xcPUxOL9mRCi5JV8f+nMvxbfMAcHR2p0HP73F0djM5lYiIiGRG7rkKUbHxIJ5qNJCrZ/4maOcSgnYt5lbYeQBio28RvGcpwXuW4uDkSuGyDfCr1IKiFQJxdstpcnrJLlRwSbq5fu4IW+a/bV+u1X483vlLmphIREREsgKLxYJP0Yr4FK1I9ReGcyFoG0E7FxOy9xfu3LwKQFzMHU7tW86pfcuxOjpTqEx9/Cq3oNhTTXDJ4W3uCUiWpoJL0sW/79sqXbMLJaq3NjmViIiIZDUWq5UnSj7LEyWf5dk2n3DhxFaC9ywjZO9y+/xettho+7BDi9WRQqXr4Fv5eXwrNsXVI4/JZyBZjQouSXOGzcaGH/onuG+rxstjTE4lIiIiWZ3VwdHebKNGm0+4GLQ9vvja96t92KFhi+Xs4T84e/gPtvw4mPzFAyhaPpCiFRrjla+EpqyRx6aCS9LcruUfE7L3VwCcXD1135aIiIikO6vVwX7lq8bLY7gUsiu++NqzjJvXzwJg2OK4cHwLF45v4a+fPiCnjx9FKjSmaPnGFCjxLA6OziafhWRGKrgkTQXtXMzeFeMBsFis/OeVqbpvS0RERExlsVrJ71+N/P7VeOalD7lyeo992GHE5ZP2/SKuBHNw3SQOrpuEk6sHhcrUp2j5xhQp3wg3z7wmnoFkJiq4JM1cCtnFxlmv2perv/Sh5tsSERGRDMVisZC3WBXyFqtCtZbDCb90gtP7V3Hm4CounNiGYYsFIObOTUL2/kLI3l/gn9cULd+YIuUakadwBSxWq8lnIhmVCi5JE5HXQ1k9qTNxsVEAlHq2E+Xr9zU5lYiIiMj9WSwWvPOXxDt/SZ5q+F+iboUTengdpw+s5MzBNURFXovf0TC4HLKLyyG72PXrWFw98lCwdF0KlalHoSfr4ZGrkLknIhmKCi5JdTFRkaya1JnbERcBKFDiWWq2/Z9uOhUREZFMxSWHF/5Pv4D/0y9gs8VxOWQXp/ev5PSBVVw/d8i+352bVzm5awkndy0BwCt/CQqVqU+hJ+vxRMmaOLt6mnUKkgGo4JJUFRcTxZrJXbh6Zh8AnnmK0bDXDN1kKiIiIpma1epAfv/q5PevTrWW73Pz2llOH1hF6JF1nDu6iZg7N+z7hl88QfjFExzaMAWL1ZF8flUpVKYeBUvVJm+xyjg4uTzwvQxbHKdOnUrrU8qU/Pz8cHBwMDtGiqjgklRjs8WxfmZfQo+sB8DZLSeN+87VfBYiIiKS5XjkLkzZOq9Qts4r2OJiuXxqN6GH13P2yDouh+zCsMUB8W3nLwZt42LQNnYv/xgHJ1fy+VXliRI1KVDyWfL5VcXRyTXBsSPDzjF+KXjkDjPhzDKum9fO8NVAKFGihNlRUkQFl6QKwzDYMm8wwXuWAeDg5Ebjfj+Sq2AZk5OJiIiIpC2rg6P96leVZm8TfTuC88c2c/bIOkKPbCDiUpB937iYO5w/tpnzxzYD4ODoQl7fp3mi5LMUKPEs+f2rAeCRuwhe+fxNOR9JXSq4JFXsWDqSo1tnAWB1cKJhr5kUKP6MyalERERE0p+zW06KVWxKsYpNAbhx9Qznjm7kwoktnD+2xT7vF0BcbBQXTmzlwomtQPznqJz5/ClQvAbFnmpCPr+quOTwNuM0JJWo4JLHtnv5p/y9+uv4BYuFel0nUqRcA3NDiYiIiGQQnnmKUPrZjpR+tiMAN66e5vzxLVw4vpXzJ7Zy40qIfV9bXAxh548Sdv4oRzbPAMArf0ny+VUlv1818vlVw/uJ0litmes+puxMBZc8MsMw2P3bp+z57VP7ulrtxuP/9AvmhRIRERHJ4DzzFMUzT1FKBbQH4Ob10Pji6/gWzp/YmmAIIkD4xeOEXzzO8W3zAHBy9SCv79Pk840vwvL6VcXVPVe6n4ckjwoueSSxMXfYMm8wx7f/aF8X0Go0ZWp1NTGViIiISObjkasQJaq3pkT11gAE7fyJWxEXuXn1FJeCd3DlzH77BMwQPwnzuSMbOHdkg32dV/4S5POtSj6/auQtVplcBZ9Ul+gMQgWXpFhk2HnWTOnK5ZBd9nUBL4+hfP0+JqYSERERyRpcPXLjU7SivWlGbPRtrpz5m0vBO+yPW+EXE7zmbiv6u1+GWx2dyV2wLD5FK5G3WGV8ilQkV8EyWB2c0v18sjsVXJIil0J2sWZyF26FXwDiuxHW7fIt/lVampxMREREJGtydHajQPFn7A3JDMMg8nooF+8WYCd3cPXsfmxxMfbX2GKjuXJ6L1dO77XfC+bg6ELuwuXxKVqRPIWfInehsuR6ogxOLu5mnFa2oYJLku349vlsnvs6cbFRAHjkKkyjPrPJU6SCyclEREREsg+LxYJH7sJ45C5M8adfBOJv97h65m8uh+zm8uk9XDm9j/BLJ8Aw7K+Li43icsiuBKOUsFjwyutP7kLl4h8Fy5K7UDk88hTFYrGk96llSSq45KFstjh2/DyS/Wu/ta8rULwGDXpNx80zr4nJRERERATA0cnVPhfYXdG3I7h6dj9XTu/jyum9XD69N1FDDgyD8EtBhF8Kss+nCvGNOXIXLEfuQmX/KcbKk6tgGZxdPdPrlLIMFVzyQFG3wlj3fS/OHv7Dvq5MrW7UaD1WN2KKiIiIZGDObjl5omRNnihZ074u+nYEV878zbXQg1w7d4hrZw9w/fwR4mLuJHhtzJ2bXDy5nYsntydY7+njG1+E/VOMeRcoRc68/vpc+AAquOS+wi4cY9WkTvZvQixWR2q0HkvZOq+YnExEREREHoWzW04KlqpFwVK17OtstjgiLp/k2tmDXDt3kGuhh7gWepCb184kev2NKyHcuBLCqX2/2ddZrI545fPHu0ApvAuUJtcTpfHOXwqv/CVwdHZLl/PKyFRwSZLOHFjNH9N7EXPnBgCuHnlo0HN6gm9IRERERCTzs1od8M5fEu/8JRPMpxp1K5zr5+KLr2uhh7gaeoDr5w4TG30rwesNWyxhF44RduEY8GuCbe7eBcmZzx+vvMX/+V9/cubzx9PHF0cn13Q4O/Op4JIEDMPg79VfsWPZR/abLHMXKkejPrPxzFPU5HQiIiIikl5ccnhRoEQNCpSoYV9n2GxEXAnhWugBrp8/+k+hdZTwiyfsjdXuFRl2jsiwc5w/tjnhBosFj1yF/78I+6cQ88obX4xlpSGKKrjELjb6NpvmvEbQzkX2db6VWlC3y7dqFyoiIiIiWKxWvPL545XPH7/K/7/eZovjxpVThF04StiFo1w/f5TwS0FEXD5JVOT1xAcyDG5eO8PNa2cSTOAMYLFY8chd5J4rYsXJmdcPq4MTMTGZ7zOpCi4B4OLJHWyaM4iwC0ft655uPoRKgW9gsVpNTCYiIiIiGZ3V6mAvxIo91STBtjuR14m4FET45ZNEXA4m4tJJIi4HEX7pJNG3wxMdyzBs3Lh6ihtXTxF6eF2CbasnOPDqq6/y+eefp+n5pCYVXNncrfCL7Pn9fxzePMM+hNDJxZ26XSfgW7GZueFEREREJNNzdc+Fq19V8vlVTbDeMAyiIq8Rfk8BFnE5/hF+6aS9l8C94uLi8PLySq/oqUIFVzZ15+ZV9q3+mkMbphIXc9u+3qdoJep2/pZcBcuYmE5EREREsjqLxYKrRx5cPfKQ379agm2GYXDn5pX4Iuyfq2NXz+zH0wilfPnyJiV+NCq4spmoW+HsX/stB9dNJCYq0r7e0TkHVZq9S/n6fbA66P8WIiIiImIei8WCm2de3DzzUqD4MwCEXzrJmE7elChR4v/au/Ooqqr2gePfy4wMoogiaYCoOE8hUjigpqA5leVAmqDl9PY2OKSmBZg4tNRMbeVUOOvrlEOmOAJqirPlkCEqmUOOyFAMevfvDxfn5/VeFJAbDs9nLdbi7r3POfs8HOA+9+y9Twn3rnDknfVzIicrnRM7Z/Pr9m/I+SdNK7e0sqVm877Ua/MBpZzLl2APhRBCCCGEePZIwvWMu5PzNyfjv+PY1ulkZ97Uyi0srfEN7E2D4I9xcPEowR4KIYQQQgjx7JKE6xl1JzeL33Yv4FjsNP5Jv6qV6ywsqdakBw3bDZPnagkhhBBCCGFmknA9Q5Rez5XkfSQfXM25I+sMn3mg0+Hj15VG7T+hdHmfkuukEEIIIYQQzxFJuJ5ySilu/nmcMwdXc/bgajJTLxm18W7YiUbtR8jKg0IIIYQQQvzLJOF6SqWkpHAyYRUXT+0g9crvRvVWNqXwrNeOuq++T7nK9Uqgh0IIIYQQQghJuJ4yqamphISEkJiYaFSns7CiUq1W+Ph1xbNuCNZ2jiXQQyGEEEIIIUQei6JueODAAdq3b4+LiwsODg4EBASwYsWKQu0jOzubsWPHUq1aNezs7PDw8KB///5cvXo1322WLFmCv78/Dg4OlClThg4dOnD48GGz9vNJUrp0adLS0gzK3H1eJrDHZN6ecJLgQcuo2vhNSbaEEEIIIYR4AhTpDtfOnTsJDg7Gzs6OHj164OTkxOrVq+nevTsXLlxg6NChj9yHXq+nc+fOxMbGEhAQQNeuXUlKSmLevHls376dffv24ebmZrBNdHQ0Y8aMwdPTk4EDB5Kens7y5ct55ZVX2L59O4GBgcXezyeNTqcjNDSUpUuXYvXCq9Ru8S6OZSuVdLeEEEIIIYQQJhQ64bpz5w7vvfceFhYWJCQk0KBBAwA+//xz/P39+fTTT3nzzTfx9PR86H4WLFhAbGwsPXv2ZMmSJeh0OgBmzZrFoEGDGDNmDLNnz9baJyUlERkZSfXq1dm/fz+lS5cGYPDgwQQEBPDee+9x/PhxLCwsirWfT6KRI0fSo0cPPl2cKsmWEEIIIYQQT7BCDyncsWMHycnJhIaGakkM3Bvq9umnn5KTk8OCBQseuZ+5c+cCMGHCBC3ZAhgwYABVqlRhyZIl/PPPP1p5TEwMd+7cYfTo0VqyBdCgQQN69uzJqVOn2L17d7H380lkZSVT74QQQgghhHgaFDrhiouLA6Bt27ZGdcHBwQDEx8c/dB9ZWVkkJibi6+trdIdJp9PRpk0bMjMzOXjwYJGPWxz9FEIIIYQQQojHUehbJUlJSQBUq1bNqM7d3R1HR0etTX6Sk5PR6/Um93H/vpOSkmjWrJn2vaOjI+7u7g9tX1z9zM7OJjs7W3t9+/ZtAKMFK0pKeno6t66cJjc7o6S78kS5ffUsuTl/S1weIHHJn8TGNIlL/iQ2pklc8iexMU3ikj+JjWkZty6Snl7riXg/ntcHpdQj2xY64cpLPO4f1nc/Z2dnrc3j7OP+dnnfly9fvlDtH6efEyZMICoqyqi8cuXK+W4jhBBCCCGEMJ9Gsx/d5t+Unp6eb76RRyYD5WPUqFEMGTJEe63X67l58yaurq4Gc84KIi0tjcqVK3PhwgUtORTFR+JrXhJf85HYmpfE17wkvuYl8TUvia/5PC+xVUqRnp6Oh4fHI9sWOuHKy+DyuzuUlpZGmTJlHnsf97fL+76w7R+nn7a2ttja2hqUubi45Nu+IJydnZ/pC6+kSXzNS+JrPhJb85L4mpfE17wkvuYl8TWf5yG2j7qzlafQi2aYmi+V58qVK2RkZOQ7NytPlSpVsLCwyHcOlan5V9WqVSMjI4MrV64UuP3j9lMIIYQQQgghHkehE64WLVoAsGXLFqO62NhYgzb5sbe3x9/fn9OnT5OSkmJQp5Ri69atODg44OfnV+TjFkc/hRBCCCGEEOJxFDrhat26NVWqVGHp0qUcPXpUK799+zbjx4/HxsaGd955Ryu/fPkyv/32m9HQvv79+wP35krdv7rH7NmzOXv2LG+//Tb29vZaeXh4OFZWVkRHRxvs6+jRoyxbtoyaNWvStGnTIvfTnGxtbYmIiDAaoiiKh8TXvCS+5iOxNS+Jr3lJfM1L4mteEl/zkdga06mCrGX4gJ07dxIcHIydnR09evTAycmJ1atXk5KSwuTJkxk6dKjWNiwsjAULFhATE0NYWJhWrtfrad++PbGxsQQEBNCiRQvOnDnDmjVr8PLyIjExETc3N4PjRkdHM2bMGDw9PenatSvp6eksX76cnJwctm/fTmBgYJH7KYQQQgghhBDFrUgJF8D+/fuJiIjg559/Jjc3l7p16zJkyBC6d+9u0C6/hAvuPetq4sSJLFq0iAsXLlC2bFk6dOjAuHHjqFChgsnjLlmyhGnTpnHixAlsbGwIDAzkiy++oFGjRo/VTyGEEEIIIYQobkVOuIQQQgghhBBCPFyh53AJIYQQQgghhCgYSbiEEEIIIYQQwkwk4TKjAwcO0L59e1xcXHBwcCAgIIAVK1aUdLeeKosXL2bAgAH4+flha2uLTqdj/vz5+bZPS0tjyJAheHp6Ymtri5eXF8OHDycjI+Pf6/RT4uLFi0ybNo22bdvy4osvYmNjg7u7O127diUxMdHkNhLfgsvKymLIkCE0b94cDw8P7OzscHd3JzAwkJiYGHJzc422kfg+nkmTJqHT6dDpdOzbt8+oXuJbcF5eXlosH/wKCgoyap+dnc3YsWOpVq0adnZ2eHh40L9/f65evfrvd/4p8sMPP9CmTRtcXV2xs7PD29ubnj17cuHCBYN2cu0W3Pz58/O9dvO+WrdubbCNxLfglFKsWbOGli1bUrFiRUqVKoWvry8DBgzg7NmzRu0ltvfIHC4zkRUSi4eXlxcpKSmUK1cOBwcHUlJSTC7AApCZmUnTpk05evQobdu2pWHDhhw5coQtW7bQuHFjEhISsLOz+/dP4gk1cuRIJk2ahI+PD0FBQbi5uZGUlMTatWtRSrF06VKDxWUkvoVz/fp1KleujL+/P9WrV8fNzY1bt26xadMmUlJSaNu2LZs2bcLC4t7nXhLfx3P8+HH8/PywsrIiMzOTvXv3EhAQoNVLfAvHy8uL1NRUPvroI5N1j1p1OCkpiR9++AFvb2/27dtntOrw804pxcCBA5kzZw4+Pj4EBwfj5OTEpUuXiI+PZ8mSJdqjbuTaLZyjR4+ydu1ak3WrVq3ixIkTTJo0iU8++QSQ+BbW0KFDmTp1KhUrVqRz5844Oztz7NgxtmzZgqOjIz///DN16tQBJLYGlCh2ubm5ysfHR9na2qojR45o5ampqap69erKxsZGnT9/vuQ6+BTZunWrFqsJEyYoQMXExJhs+/nnnytAjRgxwqB8xIgRClDjx483d3efKqtXr1ZxcXFG5QkJCcra2lqVKVNGZWVlaeUS38K5e/euys7ONirPzc1VQUFBClA//vijVi7xLbqcnBzVqFEj1aRJE9WrVy8FqL179xq0kfgWjqenp/L09CxQ2++//14BqmfPnkqv12vl3377rQJU//79zdTLp9e0adMUoAYPHqzu3LljVJ+bm6t9L9du8cjOzlaurq7KyspKXblyRSuX+Bbc5cuXlYWFhfL09FSpqakGdVOnTlWACg8P18oktv9PEi4ziI2NNbro8syfP18BKioqqgR69nR7WMKl1+uVh4eHcnR0VBkZGQZ1GRkZytHRUVWpUuVf6unTr23btgpQBw4cUEpJfIvb119/rQA1bdo0pZTE93FFREQoW1tbdeLECdWnTx+jhEviW3iFSbhefvllBRh9kKjX61WVKlWUg4OD+vvvv83Qy6fT33//rcqUKaOqVKlikFiZItdu8fnf//6nANWlSxetTOJbOHv37lWACg0NNar7/fffFaA6dOiglJLYPkjmcJlBXFwcAG3btjWqCw4OBiA+Pv7f7NIzLykpiUuXLhEYGIiDg4NBnYODA4GBgZw9e9ZoXLwwzdraGgArKytA4luc9Ho9mzdvBtCGXUh8i+7w4cNER0cTERFBrVq1TLaR+BZNdnY28+fPZ/z48cycOdPk3M6srCwSExPx9fXF09PToE6n09GmTRsyMzM5ePDgv9XtJ96WLVu4desWXbp04e7du6xZs4aJEycya9Yszpw5Y9BWrt3iM2/ePADeffddrUziWzjVqlXDxsaGPXv2kJaWZlD3448/Amjz4yS2hiThMoOkpCTg3oX5IHd3dxwdHbU2ong8LOb3l0vcH+2PP/5g27ZtVKxYkbp16wIS38eRk5NDZGQkERERvP/++9SuXZtNmzYRHh5u8I8JJL6FlZ2dzTvvvEODBg20+RimSHyL5sqVK4SHhzN69Gj++9//EhAQgL+/P8nJyVqb5ORk9Hq9xLYQDh06BIClpSX16tWja9eujBo1ikGDBuHr68uwYcO0tnLtFo+UlBS2b99OpUqVCAkJ0colvoXj6urKxIkT+eOPP6hRowaDBg1ixIgRhISEMGLECAYPHsz7778PSGwfZFXSHXgW3b59G4DSpUubrHd2dtbaiOJRkJjf306YlpubS+/evcnOzmbSpElYWloCEt/HkZOTQ1RUlPZap9MxbNgwJkyYoJVJfIvm888/JykpiUOHDmnXqikS38ILDw+nWbNm1KlTB0dHR37//XemTp3KokWLaN26Nb/++itOTk4S2yLIW7lx6tSpNGrUiP3791OzZk2OHDlC//79mTJlCj4+PgwaNEjiW0xiYmLQ6/WEhYUZ/K2Q+Bbexx9/zAsvvMC7777LrFmztPKmTZsSGhqqjYyR2BqSO1xCCADtn1FCQgLvvfcevXv3LukuPRMcHR1RSnH37l0uXLjAN998w7x58wgKCjIakiEKbu/evUyePJkxY8ZoQzNF8YmIiKBVq1aUL1+eUqVK0aBBAxYuXEjv3r1JSUlh7ty5Jd3Fp5ZerwfAxsaGtWvX0rhxYxwdHWnWrBkrV67EwsKCKVOmlHAvnx16vZ6YmBh0Oh19+/Yt6e489caOHUuvXr349NNPuXDhAunp6ezatYusrCyCgoJYv359SXfxiSQJlxnkZfP5Ze1paWn5ZvyiaAoS8/vbCUN6vZ6+ffuydOlSevXqZfCpFUh8i4OFhQWVKlVi0KBBzJkzhz179hAdHQ1IfAvrzp079OnTh3r16jFy5MhHtpf4Fp8BAwYAsGfPHkBiWxR5sfDz88PDw8Ogrk6dOlSpUoXk5GRSU1MlvsVg27Zt/PHHH7Rq1Qpvb2+DOolv4Wzbtk0bHj9y5EgqVaqEo6MjTZs2ZcOGDVhbW2uPPZLYGpIhhWZw/7jUl156yaDuypUrZGRk4O/vXxJde2Y9aizwo8YSP8/0ej3h4eEsXLiQnj17Mn/+fO3ZUHkkvsUrb0GdvAV2JL6Fk5GRocXExsbGZJuXX34ZuPdg2bzFNCS+j69cuXLAvefrAFSpUgULCwuJbSH4+voC4OLiYrI+r/yff/6Rvw3FwNRiGXkkvoWzadMmAFq2bGlU5+7uTo0aNThy5AgZGRkS2wdIwmUGLVq0YMKECWzZsoUePXoY1MXGxmptRPGpVq0aHh4e7Nmzh8zMTIMVcTIzM9mzZw/e3t5Urly5BHv55Lk/2erevTuLFi0yORdG4lu8Ll26BPz/apAS38KxtbWlX79+JusSEhJISkqiU6dOuLm54eXlJfEtRnkrFXp5eQFgb2+Pv78/+/btIyUlxWClQqUUW7duxcHBAT8/v5Lo7hMp783qqVOnjOpyc3M5c+YMDg4OuLm54e7uLtfuY7hx4wbr1q2jbNmyvP7660b18rehcHJycgC4du2ayfpr165hYWGBtbW1xPZBJb0u/bMoNzdXValS5aEPPj537lyJ9e9pJQ8+Ll53797Vnln01ltvPfJ5MBLfwjlx4oTKzMw0Ks/MzFQhISEKUNHR0Vq5xLd4mHoOl1IS38I4deqUyWv31KlTyt3dXQEqPj5eK5cHHxde3rMO586da1A+duxYBahevXppZXLtFt1XX32lAPXBBx/k20biW3DLli1TgKpdu7bRg4/zft8DAwO1Mont/9MppdS/ldw9T3bu3ElwcDB2dnb06NEDJycnVq9eTUpKCpMnT9bGuIqHmzdvHrt37wbg119/5fDhwwQGBlK1alXg3qo4ecMEMjMzCQwM5NixY7Rt25ZGjRpx+PBhtmzZQuPGjYmPj8fe3r7EzuVJExkZSVRUFI6Ojnz44YfaykL369KlCw0aNAAkvoUVGRnJ1KlTadq0KV5eXjg7O3Px4kU2bdrEjRs3aNasGbGxsVrMJL7FIywsjAULFrB3714CAgK0colvweVdu82bN8fT0xMHBwd+//13fvrpJ3Jzcxk1ahTjx4/X2uv1etq3b09sbCwBAQG0aNGCM2fOsGbNGry8vEhMTMTNza0Ez+jJk5yczCuvvMLVq1d57bXXtKFYO3bswNPTk3379uHu7g7Itfs46taty/Hjx/nll1+0x5w8SOJbcHfv3qVVq1YkJCRQvnx5OnXqhIuLC4cPH2bHjh3Y29sTFxenTZuR2N6npDO+Z1liYqIKCQlRzs7Oyt7eXvn7+6vly5eXdLeeKnmfVuf31adPH4P2qamp6qOPPlKVK1dW1tbW6sUXX1RDhw5VaWlpJXMCT7BHxRYTdxMlvgV34MAB9d5776natWsrFxcXZWVlpVxdXVXLli3V7NmzTd5RlPg+vvzucCkl8S2ouLg41a1bN1WtWjXl7OysrKyslLu7u+rcubOKjY01uU1WVpaKjIxUPj4+ysbGRrm7u6t3331XXbly5V/u/dPjjz/+UGFhYcrd3V1ZW1urypUrq//85z/qr7/+Mmor127hJSYmKkD5+/s/sq3Et+CysrLUhAkTVMOGDVWpUqWUlZWVeuGFF1SvXr3UyZMnjdpLbO+RO1xCCCGEEEIIYSayLLwQQgghhBBCmIkkXEIIIYQQQghhJpJwCSGEEEIIIYSZSMIlhBBCCCGEEGYiCZcQQgghhBBCmIkkXEIIIYQQQghhJpJwCSGEEEIIIYSZSMIlhBBCCCGEEGYiCZcQQgghhBBCmIkkXEIIIZ44cXFx6HQ6IiMjS7orIh/z589Hp9Mxf/78x96XTqcz+MrKynr8Dv5L3N3dDfp+/vz5ku6SEOIJIwmXEEI8xKFDh+jXrx/VqlXDwcEBe3t7fHx86N27N1u3bi3p7oknjE6nIygoqKS7UWz+zfPx9PQkIiKCiIgIrKystPK85Fun0+Hn55fv9ps2bdLaPdjnyMhIo6TOwcGBevXqERkZSWZmZpH7PWzYMCIiIqhfv36R9yGEeLZZPbqJEEI8f/R6PcOGDeOrr77CysqKVq1a0alTJ6ytrTl79iwbN25k8eLFjB07ls8++6yku/vM8ff359SpU5QrV66kuyL+JV5eXg+9o2llZcWhQ4f45ZdfqFevnlH9d999h5WVFXfu3Ml3H127dqVOnToAXL58mfXr1xMVFcWGDRvYu3cvNjY2he73sGHDADh//jzHjh0r9PZCiGefJFxCCGHCmDFj+Oqrr2jQoAGrVq3Cx8fHoP6ff/5h5syZ3Lhxo4R6+GwrVaoUNWrUKOluiCdIcHAwmzZt4vvvv2fatGkGddevX2fDhg20b9+e9evX57uPN998kx49emivJ0+ejL+/P4cPH2bp0qWEhYWZqfdCiOeZDCkUQogHnDlzhi+//BJXV1c2b95slGwB2NvbM3z4cKKiogzKr1+/zkcffYS3tze2traUL1+ebt26cfz4caN9hIWFodPpOHv2LJMnT6Z69erY29tTq1Ytli9fDkBOTg6jR4/Gy8sLOzs76tWrx6ZNm4z2FRQUpM19GTlyJC+++CJ2dnbUrFmTGTNmoJQyaH///JsNGzYQGBiIk5MTXl5eWpucnBymTp1Ko0aNcHBwwMnJiWbNmpl8Q3v79m0+//xzatWqhaOjI87OzlStWpU+ffqQkpKitcvKymLKlCnUr1+f0qVL4+DggJeXF926dTO4O2BqDlfVqlVxcnLi77//Njo+QKdOndDpdPz+++8G5evWraN169aUKVMGOzs76tSpw+TJk7l7967J/Ziyc+dO2rVrh4eHB7a2tlSoUIFmzZoxZ84cg/4CxMfHGwxdy5vjVNwxz7t+zp07x/Tp06lRowa2trZ4enoSFRWFXq832ubvv//mk08+oXLlylos5s6daxTvgpzP/bZs2cIrr7xCqVKlcHV1pU+fPsX+YUSlSpVo06YNS5YsIScnx6Bu8eLF5OTk0Ldv30Lt08nJSUuyDhw4ANz7Wfft2xdfX18cHR1xdHTEz89P+1kLIURhyR0uIYR4wPz587l79y4DBgygQoUKD21ra2urfX/t2jVefvllkpOTCQoKokePHpw7d45Vq1axceNGYmNjadq0qdE+hgwZQmJiIh07dsTS0pLly5cTGhpKmTJlmDFjBidPnuS1114jKyuLpUuX0rlzZ06dOmUyEezWrRtHjhyha9euAKxevZoPPviA8+fPM2XKFKP2K1euZMuWLXTo0IHBgweTlpYGQHZ2NiEhIcTFxdGgQQP69etHbm4uGzdupHPnzsyYMYP3338fAKUUwcHBJCYmEhgYSEhICBYWFqSkpLB+/Xp69+6Np6cnAH369GHFihXUq1eP8PBwbG1tuXDhAjt37uTAgQMPnQfTq1cvoqKiWLt2LaGhoQZ1169fZ/PmzTRp0oTq1atr5aNGjWLixIm88MILvPHGG5QuXZpdu3YxfPhwEhMTWblyZb7Hy7Nx40Y6duyIi4sLnTt3pmLFily7do1jx46xaNEi+vfvj5eXFxEREURFReHp6Wlwp6RBgwbFHvP7DR8+nPj4eDp06EBwcDBr164lMjKSnJwcoqOjtXZ3796lQ4cO7Ny5k7p16xIaGsrNmzcZOnSo0ZynwpzP+vXrtRi98sorJCQksHDhQpKTk9m9e/cj41sYffv2JTY2lg0bNmjXOMD3339P7dq1adKkSZH3nZdgTpo0iTNnzhAQEMDrr79OamoqmzdvZsCAAZw+fdrk75EQQjyUEkIIYSAoKEgBatu2bYXaLjw8XAFq1KhRBuUbN25UgKpataq6e/euVt6nTx8FqOrVq6urV69q5YmJiQpQLi4uqmnTpiojI0Or+9///qcA9d///tfgGC1atFCA8vX1VampqVp5amqq8vX1VTqdTh04cEArj4mJUYCysLBQW7duNTqXTz/9VAHqs88+U3q9XitPS0tTfn5+ysbGRl28eFEppdQvv/yiANWlSxej/WRlZan09HStLzqdTr300kvqzp07Bu3u3Lmjbt26pb3euXOnAlRERIRWlpSUpADVrl07o+PMmDFDAWrmzJla2ZYtWxSggoODDWKo1+vVwIEDFaBWrVpltK8HvfHGGwpQR48eNaq7fv26wWtAtWjRwuR+ijPmSv3/9ePt7a0uXbqklV+7dk25uLgoJycnlZ2drZXPmzdPi9/98T9x4oSys7MzindBz8fKykrt3r1bK79z5472O7R3716T2z7oYcfJuxYGDBigsrOzlaurq2rfvr1Wv3//fgWoKVOmqMuXL5vcV0REhALUsmXLDMrT09NVrVq1FKAWLFiglFLq7NmzRn3Izc1Vbdq0UZaWliolJcVkP/N+HufOnSvQOQshnh8ypFAIIR5w5coV4N4QpoLKyclh2bJluLq6MmbMGIO69u3b06ZNG86cOcOePXuMth09ejRubm7aa39/f6pUqUJqairR0dE4ODhodV27dsXa2jrfyfmfffYZpUuX1l6XLl2aMWPGoJRiwYIFRu07d+7Mq6++alCm1+v59ttv8fHxISoqSvvkH+4Nwfr888/JyclhzZo1BtvZ29sb7d/W1hZHR0fg3h0EpRR2dnZYWBj++7G0tMTFxcXkOeWpWrUqL7/8Mlu3buXq1asGdYsWLcLa2pru3btrZTNnzgRgzpw5BjHU6XRMnDgRnU7HsmXLHnrMR52fq6trgbfPU5wxh3s/84oVK2qvy5UrR+fOnUlPT+f06dNa+eLFiwGIjo7G0tJSK69VqxbvvPNOoc8jT2hoKIGBgdprS0tL+vTpA/z/ML3iYmNjw9tvv01sbCyXLl0C7t3dsra2pnfv3o/cftWqVURGRhIZGcmgQYPw9fXl5MmT+Pn5aXO7vL29jbazsrJi4MCB3L17l507dxbrOQkhnn0ypFAIIYrBb7/9RlZWFi1btqRUqVJG9S1btmTr1q0cPXqUZs2aGdQ9OEQLoGLFipw9e9aoztLSkvLly2tvNh/04L7vLzty5IhRnb+/v1HZ6dOnuXXrFh4eHkZz1ODe0Em4d84ANWvWpF69eixbtow///yTLl26EBQURIMGDQwSK2dnZ9q3b89PP/1Eo0aNeOuttwgKCqJx48ZYW1ubPJ8H9e7dm71797Js2TI+/PBDAJKSkti/fz8dO3Y0WNVw3759ODg48P3335vcl729vXYOD9OjRw/WrFlDQEAAoaGhtG7dmmbNmhV5BcXiiPn9XnrpJaOyvA8LUlNTtbJjx47h4OBAw4YNjdoHBgYWeY5SQY9fXPr27cv06dNZsGABH3/8McuXL6dDhw64ublpH5bkZ/Xq1axevRq4tzCLj48P/fv3Z9iwYdoKhenp6UyePJm1a9eSnJxstGR8fr97QgiRH0m4hBDiAe7u7vz2229cvHgRX1/fAm2TNw8nvzlfeXcg8trdz9nZ2ags7zlE+dXl5uaaPI6p4+eV3b59u0Dtb968CcCJEyc4ceKEyeMA2htRKysrduzYQWRkJKtXr2bo0KEAuLm58f777zN69GjtjsrKlSsZP348S5cuZfTo0do5hoeHM378eJPJ6v26d+/ORx99xOLFi7WEa9GiRQBGdzhu3rzJnTt3TCYwD57Dw7z11lusXbuWqVOnMmvWLL755ht0Oh0tW7ZkypQpJhPmhymOmN/vYdfP/QuDpKWlUbly5QL3qaAKevziUr9+fRo1akRMTAwvvvgiqampBV4sY9myZQarFD4oJyeHoKAgDh8+TMOGDenduzeurq5YWVlx/vx5FixYQHZ2dnGdihDiOSFDCoUQ4gF5w6O2b99e4G3y3nT+9ddfJuvzPnk39ea0OJk6fl7Z/UMN89w/dC1PXh+7du2KUirfr5iYGG0bV1dXZsyYwcWLFzl58iQzZ86kbNmyRERE8OWXX2rtSpUqxbhx4zh79ixnz57lu+++w9fXl6+//pqPP/74kedXtmxZ2rdvz8GDB7XhcosXL6Z06dJ07NjR6DxcXV0feg7nzp175DHh3jDA+Ph4bt26xaZNm3j33XeJi4sjJCSk0HdxiivmheXs7KzdKXtQftftk6pfv34kJSUxYsQIPDw8aNeuXbHsd926dRw+fJh+/fpx+PBhvv32W8aNG0dkZCQhISHFcgwhxPNHEi4hhHhAWFgYlpaWzJkzJ983qHnyPu2uUaMGdnZ2HDhwwOSy5XFxcYDp4YPFadeuXfmWmRpKZkrNmjVxdnbm4MGD+d5Jy49Op6NmzZr85z//YevWrQD5PhfJ29ubvn37Eh8fj6Oj40Ofn3S/vDtZixcvZs+ePZw7d44333wTOzs7g3ZNmjThxo0bJCUlFeocHsbJyYmQkBDmzJlDWFgYf/31F4mJiVq9hYVFke7qPE7MC6p+/fpkZmZy9OhRo7qff/7Z5DZFPR9zCw0Nxc7OjosXL/LOO+8YzEl7HMnJycC9BPtBpn63hBCiICThEkKIB1StWpVPPvmE69ev065dO5N3QbKyspg6dar23CIbGxt69uzJ9evXmTBhgkHbzZs3ExsbS9WqVQ0WFzCHL774wmDo4O3btxk3bhw6nU5byOBRrKysGDRoECkpKQwbNsxkAnD8+HFt4Yrz589z/vx5ozZ5d03yEqFr166ZfB7ZrVu3yM7ONkqY8vPaa69RpkwZlixZwsKFCwHj4YQAH3zwAXBvzo+pZ0JduXKFU6dOPfJ4CQkJJpOOvPO/v99ly5blzz//LNB53K+wMS+Kt99+G7j3UO/7n9H122+/mVxQBYp+Pubm4uJCbGwsP/zwQ4HujBZU3uMLHlzOPj4+nrlz5xbbcYQQzxeZwyWEECaMGzeOrKwsvvrqK3x9fWnVqhV16tTB2tqac+fOsW3bNm7cuMG4ceO0bSZNmkR8fDzjxo3j559/pkmTJpw/f56VK1dSqlQpYmJijFbnK27Vq1enTp06Bs/h+vPPPxkyZAh+fn4F3k9UVBSHDx9m+vTpbNy4kebNm1O+fHkuXrzIr7/+yrFjx9i7dy/ly5fn6NGjvPHGG/j7+1OrVi3c3d25ePEia9euxcLCQntDfPHiRRo2bEj9+vWpV68eL7zwAjdu3GDdunXk5uYybNiwAvXN1taWbt26MXv2bGJiYvD09KR58+ZG7UJCQvjss8/44osvqFq1KiEhIXh6enLjxg3OnDnDrl27GDduHDVr1nzo8T744AMuXbpE06ZN8fLyQqfTsXv3bvbv309AQIDBs9VatWrFihUr6NKlCw0bNsTS0pJOnTpRr169Yo15UYSHh7No0SI2btxIw4YNadeuHTdv3mT58uW0adOGDRs2GF2fj3M+5mbqZ/64OnbsiJeXF19++SXHjx+nTp06nD59mh9//JHXX3+dVatWFfsxhRDPPkm4hBDCBAsLC6ZOnUpoaCjffvstCQkJJCQkoNfrqVixIsHBwYSHhxss7+3m5kZiYiJffPEF69atY9euXZQuXZouXboQERFBnTp1zN7vFStWEBERwbJly/jrr7/w9vZm+vTpJh+Y+zC2trZs2rSJ7777joULF7J69Wqys7OpUKECtWrVYuDAgdStWxcAPz8/RowYQVxcHBs3biQ1NRV3d3deffVVhg8fTkBAAHDvYbqRkZHs2LFDS1jLlStHo0aN+PDDDws1R6Z3797Mnj2b3NxcQkNDTc6LAhg7dizNmzdn+vTpbN++ndTUVFxdXfH29iYyMlK76/Mwo0aNYs2aNRw6dIjY2Fisra3x8vJi0qRJDB482GA429dffw3Ajh072LBhA3q9nkqVKhUoQSlMzIvC0tKSn376Sbs+pk2bho+PD1OmTKFs2bJs2LDBaI7h45zP08jR0ZEdO3YwfPhwEhISiIuLo3bt2ixZsoQKFSpIwiWEKBKdUkqVdCeEEEI8nqCgIOLj45E/6aIoxowZQ3R0ND/99FOxLUBRGDqdjhYtWmhzHZ9GYWFhLFiwgHPnzuHl5VXS3RFCPEHkDpcQQgjxnLh8+bLBQ5IBTp48yfTp03FxcSEoKKhkOsa9eVJ5dyr/+eefAs/pK2nu7u5P3SqPQoh/lyRcQgghxHNi0KBBnD9/Hn9/f8qUKUNycjIbNmwgNzeX7777Dnt7+xLpV0REhMHrvOd4PQ2GDRtGRkaG9trFxaXkOiOEeCLJkEIhhHgGyJBCURBLlixh1qxZnDp1itu3b+Po6Ejjxo0ZOnQowcHBJd09IYR4JknCJYQQQgghhBBmIs/hEkIIIYQQQggzkYRLCCGEEEIIIcxEEi4hhBBCCCGEMBNJuIQQQgghhBDCTCThEkIIIYQQQggzkYRLCCGEEEIIIcxEEi4hhBBCCCGEMBNJuIQQQgghhBDCTP4PsfFmTV+fY04AAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 1000x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Comparing PDF\n", + "\n", + "loc = 28.167\n", + "scale =13.097\n", + "\n", + "fig, axes = plt.subplots(1, 1, figsize=(10, 5))\n", + "axes.hist(data, edgecolor='k', linewidth=0.2, \n", + " color='cornflowerblue', label='Empirical PDF', density = True)\n", + "axes.plot(np.sort(data), stats.gumbel_r.pdf(np.sort(data), loc, scale), 'k', linewidth=2, \n", + " label='Gumbel PDF')\n", + "axes.set_xlabel('Compressive strength [MPa]')\n", + "axes.set_title('PDF', fontsize=18)\n", + "axes.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a344a7cb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 1000x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Logscale\n", + "\n", + "fig, axes = plt.subplots(1, 1, figsize=(10, 5))\n", + "\n", + "axes.step(ecdf(data)[1], 1-ecdf(data)[0], \n", + " color='k', label='Empirical CDF')\n", + "axes.plot(ecdf(data)[1], 1-stats.gumbel_r.cdf(ecdf(data)[1], loc, scale),\n", + " color='cornflowerblue', label='Gumbel CDF')\n", + "axes.set_xlabel('Compressive strength [MPa]')\n", + "axes.set_ylabel('${P[X > x]}$')\n", + "axes.set_title('Exceedance plot in log-scale', fontsize=18)\n", + "axes.set_yscale('log')\n", + "axes.legend()\n", + "axes.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "93e05b9d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "<Figure size 1000x500 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# QQplot\n", + "\n", + "fig, axes = plt.subplots(1, 1, figsize=(10, 5))\n", + "\n", + "axes.plot([0, 120], [0, 120], 'k')\n", + "axes.scatter(ecdf(data)[1], stats.gumbel_r.ppf(ecdf(data)[0], loc, scale), \n", + " color='cornflowerblue', label='Gumbel')\n", + "axes.set_xlabel('Observed compressive strength [MPa]')\n", + "axes.set_ylabel('Estimated compressive strength [MPa]')\n", + "axes.set_title('QQplot', fontsize=18)\n", + "axes.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "88aa3c0f", + "metadata": {}, + "source": [ + "<div style=\"background-color:#FAE99E; color: black; vertical-align: middle; padding:15px; margin: 10px; border-radius: 10px\">\n", + " <b>Solution 6:</b>\n", + " <li> Comparing the PDF: The fitted distribution approximately follows the bell shape of the observations with a right tale, so Gumbel distribution seems an appropriate choice considering the shape of the PDF. </li>\n", + " <li> Logscale plot: This technique allows to visually assess the fitting of the parametric distribution to the tail of the empirical distribution. We can see that actually the tail of the empirical distribution is not well fitted. Gumbel distribution provides estimates of the random variable higher than the actual values, being on the safe side in this case. We would need to reflect whether this values are reasonable and have a physical meaning. </li>\n", + " <li> QQplot: Again, we can see that the distribution performs well around the central moments and left tail, but the right tail is not properly fitted.</li>\n", + " \n", + "The conclusions reached with this analysis are similar to those obtained in the analytical part (pen and paper), since the techniques are equivalent. We can make use of the computer power to obtain more robust conclusions.\n", + "</div>\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "eda2bb64", + "metadata": {}, + "source": [ + "**End of the notebook**" + ] + } + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "provenance": [] + }, + "kernelspec": { + "display_name": "multi_more", + "language": "python", + "name": "multi_more" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "392504e006074b76af62e617c4cde70e": { + "model_module": "@jupyter-widgets/base", + "model_module_version": "1.2.0", + "model_name": "LayoutModel", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": 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