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sitc/ml1/2_3_1_Advanced_Visualisation.ipynb
Carlos A. Iglesias 762157bfe1 Updated notebooks
2019-03-06 17:44:30 +01:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](files/images/EscUpmPolit_p.gif \"UPM\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Course Notes for Learning Intelligent Systems"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## [Introduction to Machine Learning](2_0_0_Intro_ML.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Table of Contents\n",
"\n",
"* [Advanced Visualisation](#Advanced-Visualisation)\n",
"* [Install seaborn](#Install-seaborn)\n",
"* [Transform Data into Dataframe](#Transform-Data-into-Dataframe)\n",
"* [Visualisation with seaborn](#Visualisation-with-seaborn)\n",
"* [References](#References)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Advanced Visualisation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the previous notebook we developed plots with the [matplotlib](http://matplotlib.org/) plotting library.\n",
"\n",
"This notebook introduces another plotting library, [**seaborn**](https://stanford.edu/~mwaskom/software/seaborn/), which provides advanced facilities for data visualization.\n",
"\n",
"*Seaborn* is a library for making attractive and informative statistical graphics in Python. It is built on top of *matplotlib* and tightly integrated with the *PyData* stack, including support for *numpy* and *pandas* data structures and statistical routines from *scipy* and *statsmodels*.\n",
"\n",
"*Seaborn* requires its input to be *DataFrames* (a structure created with the library *pandas*)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Install seaborn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You should install the SeaBorn package. Use `conda install seaborn`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transform Data into Dataframe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"*Seaborn* requires that data is represented as a *DataFrame* object from the library *pandas*. \n",
"\n",
"A *DataFrame* is a 2-dimensional labeled data structure with columns of potentially different types. We will not go into the details of DataFrames in this session."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
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"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm)\n",
"0 5.1 3.5 1.4 0.2\n",
"1 4.9 3.0 1.4 0.2\n",
"2 4.7 3.2 1.3 0.2\n",
"3 4.6 3.1 1.5 0.2\n",
"4 5.0 3.6 1.4 0.2"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pandas import DataFrame\n",
"from sklearn import datasets\n",
"\n",
"\n",
"# iris data set from scikit learn (it is a Bunch object)\n",
"iris = datasets.load_iris()\n",
"\n",
"# transform into dataframe\n",
"iris_df = DataFrame(iris.data)\n",
"iris_df.columns = iris.feature_names\n",
"\n",
"iris_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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" .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>sepal length (cm)</th>\n",
" <th>sepal width (cm)</th>\n",
" <th>petal length (cm)</th>\n",
" <th>petal width (cm)</th>\n",
" <th>species</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n",
"0 5.1 3.5 1.4 0.2 \n",
"1 4.9 3.0 1.4 0.2 \n",
"2 4.7 3.2 1.3 0.2 \n",
"3 4.6 3.1 1.5 0.2 \n",
"4 5.0 3.6 1.4 0.2 \n",
"\n",
" species \n",
"0 0 \n",
"1 0 \n",
"2 0 \n",
"3 0 \n",
"4 0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris_df['species'] = iris.target\n",
"iris_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualisation with seaborn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following examples are taken from [a kaggle tutorial](https://www.kaggle.com/benhamner/d/uciml/iris/python-data-visualizations/notebook) and [the seaborn tutorial](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html).\n",
"\n",
"To plot multiple pairwise bivariate distributions in a dataset, you can use the *pairplot()* function and *PairGrid()*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Scatterplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A **scatterplot matrix** (*matriz de diagramas de dispersión*) presents every pairwise relationship between a set of variables."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f0d3508add8>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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1lu5tMW092Nvv8k1qaW4AJAlWTEE8JmP8mCQA4NiJFNIZM1cmD+WvFJUDGPZvo2lrrVEor1HsaxB9Esngwd4BKIoMOa4MKz9Bk98fW34xwvUzGRO9fYPIGBZiioSW5gbEYrVn7lfvzwKFHOztr8nngKAofDZqHptEPK4Eeo2gNntdoz1RVdUEgIsAdBZ77pEjx2Ga1mgvLWS0gnXoUF/ZrzPSNVpbmx3HVKovtUDhvckvrxQjyatXG2sZu0+JhhgOHUuhO89UIRtuuAHXXT4N9/TsypWv6JgFRQ6vHFZrnMIkq+WiluZA0W1VsvmU7Idt9RMtuO7yaej64dac7K9dOhfptIk7Ckx6Tm1O4EifLjRzAjCiCVQ17mu15LWWZMgvgfWpQAYBYM70yTjal6qoCV1+f/ya8MUTCg736a41ZGJzAmm9NIO3Sm8o6vFZYDiUhFJzzwFB4fVs1Do+CX0wIzxnNPIa1CuRtwAs0jTteQDvA/g7AJrPc2cC+K2maScCagshJGSk0lZOmQHZt8ndG3dgMGXmFLxdfk/PLph01iARozD3V8eCc1yyf+CD/txGzy67c+MO6IbYzCkDbxMo8WMCqWdE+eeuv/K8qsqPX/nVDQjXkBL3eSQEmAbq9jnA69kolQ72ZWtQX/Y2Anh86P/7ATwH4AEAl/k49ywAvw+oHYSQEGKYpkd4bXF5xjSZAJdEikLfJAAu2W9IxIqaJ171BBG6nkQPkX+cWabUB77b5PP6w60hlPPaJlPHzwGVkuug6pqoadq9AKBp2iCA76mqutjPiZqm/XcA/z2gdhBCyoSiyMgAvpzo7WMP9vYDigxFklzmQ9nwwjLmTJ+M+bPPyNnqb9m5Pxt22Ki8GSEh5cTO/ZVUZGQg4ds3tuPYcR2PPvsGtHd6MahnPOeJV7k09P9C0zxFlpExzdwDPSEi4nEv2aqMDrZDz490fe+1QgaMOvgEFGEUWarb54BKyXVQm72Yqqof1TTtjwCgqupkIPJBdAipG4oJjSw69vYbLkRXZ5vLLr0xKaNjwVRXeUKRkOb6TSKIaH7cvGgWnnjhLUw+pQmrO9tcPnsJxR2e++ZFs7D+Z69i8eXnOs6ZM30yOhZMRde6k76At351DsY3xBjhsM4Ryd7qzjasXToXa+9/sSqpDxKKJFwbCteAZFwSrhXJuERTzhonoYjHth6eA7yegRqTMgb7w7fZ+0cA/0dV1f8NwAJwCYCvB1Q3IaTKFBMaWXTsrff9Ct9d8Tl0L2+HYZpQZBnJuISBlCG0V6+HkMukPhHNj3sf2YXu5e2IwQLiiisMfVo3hszv2nH42ACOHdfxk6f3QHunF/v++CHuvqk97xw5t9Gz67/9ge2cU0Qoe3ds3IG7lrdXLfWBbljo2bzXEYmxZ/NeLLtqhkNeU2mTa0VE0Q2x31o9jO1Aykuu2wPteyCbPU3THlBV9SUA85HVJ9/RNO03QdRNCKk+fv0qhjt2IJVBbCiHDAwDugEYkkR/I1JXeM8lE5KVNVmSMLQ4G1bu64phmDAkCd/8wVbXuXrazM0tL/8XziniJXsZ08zTzVZFk5kbpoXtuw9g++4DjvLrrzyvwGevur6FpHzU89jWhM+eqqqXaJr2DAAMJVR3JVVXVXWBpmmbS7kOISQYivG7c5zn06/CPlZkg56MK8gYluPLnpU2hfUWHptQUHJ4bUIqhdc8UxQZlsBXb1JLIxJxGYZh5c5JKBL0vN9jyJrN2PNF/UQLrrn4Uxg/NoFkXIFhWsgYZs4HJP/huZI+WCS8eOnxQtnz44+dfyyAUa0rdpv8+Gt5HReTZVhwt320ax2pPIos4eqLzsIlbVOgyIBhAs/seLsudJYiyx59D5fP3iWqqt4IYD2AzZqmZYBc7rz/B8BNAPYC4GaPkCpTjN9dIXbI7sJzRX4dybjbBn1VZxtODKYdfiFdnW2YNKHBVe/apXPRW5D3Kah8SoSUG695JsqVZ/vqLb78XBzr011+d4Vz6NTmBFZ1tuGnm/fiis9+Evc+sgstze5clV2dbQCA7bsP5Hz2KuWDRcKLyD9uzdK5OHZcxx0Pjs4f2ys3pN88fX79tbyOy1gmbr3vVyPOtXLnDiSjpyGh4HPnfxy3bfi1Y2wbEgpSA9EerzFJWdj3MUkZ/QH67JWUZ0/TtJUAupHd1PWqqvpbVVXfBHAEwAoAd2ia9velN5MQUiql5OPKD9m9vms+upfP81w4RXlj7ty4Awc+6HfZpQ/q7nobEjFXO5lPidQKXvNMlCvv3kd2YdlVM9EQjzny682ffYZwDumGhZamOJZdNRP3PpLd3F1z8adcOaq6N+7AkoUz8O0b29G9vB1nfGQcH3KJwz+ue/k8LFk4I/uS4UF/64JItr1yQ/rN0+flr6UXfNHxOu4PB4/7mmvMPRleBnWx39qgHn2ddcLDZ+9EKti+l2wSqmnadgCXqqo6HsDZyFqavKVp2rFS6yaEBEepdvF22PhCv45CcxkvG/SGRMxVZvsp5deb8fTji37OHVL7GKaFluYGR8CJR599Y1jfDPv/Ns1Ncc+5KlmWw9fV81jDxDd/sBXru+ZDlqMe5oCIKNTNpmnhaJ/uOCYel0vyx/bODelzXfGdZ098nNe6Uq8+YLVIPedQrAmfvXyGNncvB1UfqQ562kBra7Pv4wdTGfR9ODDygaTqFON357tOgVlP9/J24XUGded7VTtPWKFd+nA5xZhPiYSdRFx2mVWu6JgFy3Lnw8vNPzj/1tefHnau5s9lr2MN01k/qS+Euvlv57lk81vLLizKH7vwWO/ckP7WFf959sTHea0r1cwdSIpDUTzGS5GBTLTX/Eo975RkxkmiRyKu4IpbNvn+aUhG/b1LdLD97ia1NAKAw+9utIjMevoGUli5eLbrOpNOaXKU2TmSCkkoyPrzFRybUEpoKCEVwjTgMqu8p2cXPuzXcfOiWcL5Vzg3t+zc75oD+XM1//hHn30DKzqc9a5cPBvP7Hi75PlNahehyeWRAZdsPvjkb3yvC6I1xM4NOdp1xe+6JDpudWcbJhesK/l5KYNc60j5SMRk1zPDysWzkYhFf4vSmJSFzzuNyWD7TtknpE7I97sLKkKZyLRmYNDAlp3vYM2SC3LRpR577g18+dJprjx7+qDbiyKtG5jYnHAcy2icpFbwSn2QyZj4ydN7cuadrS2NiOPk/CucmwlF8pyrhXM5GVdw19+2IzP01U9RgM+3n8UIhHWMSDdLElxl23cfwLKrZ/haF7zWEFFuSL9y53dd8rw2MExeyurkDiTFMZDK4Olt+1zPDF+45JzIb1IG+9OY3NIw9LyTldVsQvV0oNeJ+n0khOTh5XfnB1Eo6/xQ8DaDegZnfnQcEnEZlmVBUSSc+dFxyBgmJMN05NnzqjetG3ntNBxR2QgJM17mZn39aWjv9OLOjTuGzJ3nOR4+7bmZHJoPumkBkCChwJRu6O+pofmSlCUYQ6Zs2XMt6GmL5pt1TjEml5IlwYI/80bRGqIo/r5CxBMKdAN47/AJKIqSe4nnVacodYJo/fLKSznatY5UFkWW8eqbh/HMzndzZZNaGnHtgql14bph5aZeVudbZbA0DmSzp6rqPABrAUwCTiZ91zRtZhD1E0Kqy3Dh5AtTJ5x5+jhMaG7A6vu2jRhGuZR0EISEEVGakq7ONvRs3gsg3yxZcr3EsOdDfmoFvyHlAXjOJVJ/iOTQNrnMT5OwurMNg+mMIy1OMTrYrw6PJxQc7tNdqRNEKXW4LtQXybg7JYjt5hF1g55kYxwHjw66+j5pQgNSA8F93QvKKPR+AE8hm27hprwfQkgE8A4nb7lSJxgZ+A6jXEo6CELCiDtNSTt++cq72XQKQ+HuezbvdYWWB07Oh/mzz8ht9AB/IeU5l0g+onQ5Y+IKJhSUjW9O5DZ6QPFy41fudEO8Loge5inL9UUqbeKXr7yLNUsuwI++eTHWLLkAv3zlXaTS0d/YVyrtRFBmnClN074XUF2EkCpTaEIDCZh59kRc/WefctjUG6aFWIG5mGcoYcuCosgOs5yUZ5h6hsgmtUehiWVjXMZA2sRjz/8Ojz3/O8ex1195nmdo++FSL9jzpbWlEWMb45AkAMj66XmdQ4hNoXmjbnqluvGfOkGkw00TkPP0/XAh5pOC9UZUJyTAKlhD+KWv9jFMC6/v68W0Myfmxvv1fb249MLoPwfUWuqFvaqqfkbTtJcCqo8QUiVEJjS333AhLpt3Fm7b8Otc2crFs9HUEMPho4O+Ui/AstB136+cZmnjG4Rh6pNxJeeHREgtIJo3XZ1t0NP+Q9PbflZe6RQsy3LNl5sXzcITL7yFjgVTcfVFZzk2lUy9UL/4NYWMeYR+j/kM/e6VakRWgK4fnjTlv/1vxCkeYoqM3hNO0+S1S+fiK1dMxz/+68u5sq998dNI6caozU1JeEnGlbp9DojHxPMvHpNhBRisoCQzTlVVX1NV9VUAcwH8SlXVPaqqvmr/BNNEQkglEZnQZDIW7nrIWXbXQzuR0k3XsS/+5o/CsPE/fvw3brO0jCkMU8+vEaTWEM2b7o07oKdNz5QLhdh+Vlt27nedc/OiWfiwX3fNl3sf2ZU1Ed24A5e3n8Vw8wSAf1NIWYErdYe9WfODV6qRA0cGHGU/ftyd4qGrsw2KLLlTRHzQn9vo2WX/+K8v48AH/TTtjCCGadXtc4AkScL5J0nBvqQrdR24MZBWEEJCgyhktywI2W2bGhSW379pNx5eu8ARSliSsyG+XecbHmHqjWBNGAgpN6J5c7B3ADFFxsYnX/dMueCoY8jPatlVMwAJuHP5PBzqzSZO/8nTe9D5+XOF17DNPk3THYaeXz3qEy95LDTP1NMmHn5qj8Nk8uGn9uCWL53vSwd7pRopfFbdvvsA/vrqmdl1wbKgSBISCjCQNlznNyRiwjobEjFXGU3+a59MHT8H6GmjpPnnl5Lq0jTteQBQVfXHmqZdn/83VVX/B4DnS6mfEDIyXiGqRdihr4fLX6fIEuZMn4z5s8/IKR/AXbZl534osiwsT6ezaRZOa23GoUN9sCA2VVC8TIgUGZblbKdpWL77SUilyQ91r36iBddc/CmMH5vA2MYEgOxXljnTJ2PZVTORMk0oioxkXEYqbcEwTSTiCkzTgm6YkGUZgAUJEn72/Ju5FyVe5p3jxiQxZ/rk7IsVw8j5Y0GRYSkyDvb2A4rMOVNHiPR4Vmc7zYcVWcK5Z7bg9NaxUGRg3Jgkzj2zBYm4DMOwRtS3XqlGZDn7lTr/2pZlOdaFtJFdv/ymiBgsMOmb1NLo2c5i1kVSXbyeIxSfpsS1jCLLmNCccJRNaE4E3veSNnuqqt4H4HQAn1VVtTXvT3EAZ5VSN3Gipw20tjaPeJyfY0h0KCZEtd/Q1wlFQseCqY7jum+c5yrr6mxDY1IWlheGlReFAV81FFq5MOTyqs42DOgZ3Jbnm7Fm6VxkMibueJChuEk4sWVclDbh5kWz8PKe9/G58z+OrnVbcbB3AFdfdBY+d/7H0b1xB1qa3b6r+b54QPbLyJad+13z5eZFs/Dw07vRsWAqGhIyUgPZicfw9fWNSI+LdHMyLuNz53/c4Y/d1dkGPWPi1gIfa5HsJOOySybXLJ2LdNrEhk2vDHttoLgUEfH4yY2h7dt3rE93HDdSihLKfvjweo7IJheP9mZvjEffxyRl9AfYd8kqIXufqqqfAXAegNsA/Oe8P2UAvKhp2lulNc+TKQD2HTlyHGbANr2trc244pZNRZ3zxHcX4tChvrJe54nvLhxVu8p9zmj6Xg1ah94kCsorEb1gCnzIq1cbh8NSZHSt2+Z6A9q9fB6kgkXNUpTcg6bz2HZIeW+QRHWuWTIH9z36qvBccZ3Z6+f3yetNa+HXRkWR8I3vv+Dz+u5+lpvRjFNA1w2NrJaLat3b0SBqa1bGJc95ll/+w69fnHvAXtXZhg2bXnOds2ThDGzY9NqQSXR2fiTjElJpC4ePDeDYcR2PPvsGtHd6XXO5GN1QDqolr7UkQ34p59rgtS6sXXoBlt/97LDn2uev/9mrjq8yYxvj+F7PK77WBUC8NgAYsUyChJU+5tpw7QcqJqtAGZ8Fahm/zyZRZDR9H428lmrG+RJ+hByzAAAgAElEQVSAl1RV/bmmaX8opS5CSPH49cvIHusvxK+oTi8fCu86BdcvCPltq7G0buSVG8JQ4N7Xp78GCQ+GYcKQvELZO+eKIp/0g/VKtWCXG6aJmGVl54cBGJKEb/5gq/Aa9nwoRjeQ6OF3/L10eGEQ1+HWle27Dzh8sruXzytK9rzWhpHKMj7n2kjXJ9WlUukHwkitpV7Yqqpq/msKC0A/gN8A+Jqmae8FdB1C6hr3G1Cxv4Q4rLu331y+bbjIB8PLh8K7Tvf1ffdRUOegnvHlf0JINVEUGRYkfPvGdtdXN9svZfvuA1A/0QJFkXPHZQxTOI9sHz1FlqBAypv7J+vKPz5/Lnv5UnHO1Af+ffbEOrzww9Nw60rhdSwLZZG9wvUvoXjJePDrEikf9e6zV4m+l5R6IY+fAXgWwDUArgLwFICXAOwAsD6gaxBS19g+OF3rtmFZ9xZ0rduGwXQGqwVpDkRvcRIKXCkRsn4UzuNsH4r8406fNFZ4bkNC9qhz9FYxonaePmksOhZMxYZNr6Fr3TZs2PQaOhZMLek6hATJyfm5Fd/8wVZs2PQavnzZNMyZPhk3L5qF9T97NZcL78uXTcPq+7bljmtsiOFrX/y0K9XClp37sWpoPjnn/lZ0LJiKOdMn544vnMuiecxUDPWD7bM3ks60/aYLdXgyKfuSnWTcfZ3xzQms/kqwsida/4716Vi7dK7rOgmFsl9L2D57hbLamAxqixJexnj0fUzAfS/JZ89GVdWXNE37TEHZDk3T2lRVfVXTtJklX8TJFNBnLxTn0GfPF1MQgJ2+lw/G3Te1+4qaBviLxgm436BKkPDfCvwytuzcj2VXzXT5a2TLZwh9M/xS2E5JAlb+0L8PRjmhz175qCVflcK2es3PNUsuwL2P7HL41Yl8NO6+6bMwTQuGYUGWJUCyACu7acsAHv5X7cPOZXseQ5IAy6poREL67AVHeX32ZDy59Xe4pG0KFBkwTOCZHW/jivZPwsLI68po1qUg+3PX8nZhO4uJxkmfvepCn72Q++zlMU5V1WZN0/oAQFXVcQCahv7GV++EBICXD4aezvrzFPo2iCj0j7NDX4sWxULfiEK/DAC4/kq3vwYA/PXVM2EpCt47fAKKonhuKv2209s3gz4YpLLY86UwnYHX/PzwRApA9ktDy7ik4zg7RUNzUxwZw0QcACwT+ZPYAIbxA7QfGC2Ygullz2P74THaj031i0iHpzzkUZIlWFByLwliCvDY87/DY8//znHspRee6WtdMUwLLc0Njjxhjz77RlHrkh+85lfGFF/Hyw+QhA/67NWOz94DALarqvpvyG7urgGwQVXVmwDsCegahNQ15fDB8RuePSbIhTSppVGYI2nO9Mn48IQz7LUoxUNR7aT/EQkBw80XC2I/pYxh4suXTculYlizZA4mtTSipbnBUT5ceHgv+f/DoT7ctmE7Q8vXMV4yOW5MQqybj7t189UXneXY7BWjWxNx2ZU2ZEXHLCTiMsxR6nthP7kGRJZ4TPx8EY/JsApzdUQMr2ermCIDmZD57GmadheAvwMwHtkvejdqmvZPAH4F4PrhziWE+KMcPjgZILfwA9k3Sndu3IFMwXGyLGFFxyzHtVd0zEI8JrvKr7/yPFed3Rt3oJR1n/5HJAwMN19EMtrV2YZEXM5t6ACgZ/NvsaJjFjoWnOMo95p78Kh7Rccs9Gz+7YjnkmjjJZMine2lmy9vP2vUutU0kNvo2XXe07NL+KW5FLgGRBdJEj9fSFL0DQO9nq3kwnC4JRLkPNkL4CCGzDZVVT1f07SXA6yfkLrGMEy0NMXRvXyeLz8EX3X6DM+tpw08/NQeh6nOw0/twS1fOt9VblrwqHP0Zgnl6DshxTLcfJEsyyWjCUXCQNqZNkR7pzc3d4pJW5JftyxL+M5PXob2Tu+I55Jo423e79bZXrrZNDFq3ZrxMEPLBGyGxjUgugz3fBF1fVapvgdSl6qq3wLw9wDyHXcsAGf5OPcKAGsAjAGwWdO0FUG0qZLoaQOtrc3VbgapA2RFGvLnsQBIkJXSovN6mcbEZNnh9J5QZPT2DeLOjTscxymyjAnNCWelFuo2jDKJNiOZkhX6CUFRhGHgJzQnIEleKRokWJAdAVoMw3TUbUFCb9+go200aYseXv6hjmM8ZdKts9d942IPkzEJ2Vh9J9cVWfEZzMtniocgoB9eNBHJqigtVBQRPUNNaE4E3vegNo5fBnC2pml/LOYkVVXPAvAjAHOQ3Sg+q6rqpZqm/a+A2lUREnFlVFEvCSmGeELB4T4d3QH6wtmmMfk+HKs72zCYzmDt/S+eLPtKG9YsnYvb8srs1AsdC6Y62tR94zxXWVdnG5JxadSmnH59CwkpJwklG6a+ULYTioRC1xJ7vvZs3oubF83KmWzOmT4Zi/5cxer7tuXquHnRLDzxwlu48nOfxN0/eRm9fYO5smsXTHX70MI9b22Ttmg/GtUPvv2pIZYFO/1Afnks5pbfVZ1tGNSd+n5VZxvicdml70VrjZ3iwc+cIETEmKQs1KtjkjL6+6MtRKJnKPvZKjUQvs3eu8Vu9Ia4GsAjmqb9HgBUVV0EYHD4UwipT3QDOYUAnPS36F7ePuqQtyLTGEWR8I3vb3Vc544Hd+Cuv213hXof1A1Xm955rw/3PfqqoJ3zRt1OL7+UUuokpFh0w0LP5r0Ok5uezXuzqUZcx56cr0f7dCxZOAPjxyYwcXyjI9T2wd4B3PvILqxdegHu6dmVM82895FdWLJwhlDOadIWffzqPC9ZSOuGsLxpfNKhx2OKhK9//wXXdW64ZqavtUY3LI91ibqZ+ONEyvTQqzMjL0ODuhn4c52IoDZ7W1RVvRvAJgA5+wBN014Z4byzAeiqqj4O4BMAngTwD34veuqpY0fRVBI0tWLCWu12+pHX4dr43uETYh8fy8JpAfbtYG+/8DoWgEmnNI14bEMiJgzFDUkS9s80LRw7kUI6YyIekzF+TNLlnOzVJq86y021ZancVFO3hvneHuztF6YaWbJwBuSY4pDf/PmqvdObM1Fa3zVfKMvHjqegvdPrSMfQMq4BLc0Ngch5mO9rqRTKaxT6Wimd57WuNCRirjLRWnOwt78ofW8ThTEaLaU+C0SN9w4f90jtFOyzTRh57/AJ4fwJ+rkuqM1e59C//39emR+fvRiAzwH4MwDHATwOYDGAjX4uWq6k6qQ4aiH55zBJ1SvWhlITqSqKIvbNkKRgx8AjFDAsy30dwbGyDGEo7pjsbqdv88xi2lRmqphUvWLXYlJ1Dzzk8PcH3SkQhvOlEpUP6hmon2hxpWNY0TELilyanq3Gfa2WvIZehvxSIZ3nta4M6s7Yrl5rTSwR863vbcI2RpV+7mNSdSdKzOPZRgn42SaEJDzmTyImDzt/iiWo1AtnCn5GDM4C4H0Az2iadkjTtAEAjwFoC6JNhESNhAJ0iUK7K8Fep5gQ16JjTxnXKAzFbQgWN7+pHxh2m4SBYlIgeM3XZMKdruRrX/w0Jp/SJEzHUI4w9iT8VErnxeMSVi6e7brOpFOafK01hmn51veEiEjGZbGujAeyRQk1psf8Cfpla1DROMcCuAvANGS/7nUDuEXTtOMjnPokgIdUVZ0AoA/ApQB+FkSbCIkaad3AxOaEy29utMFZvCjGH0h0rFco8IzhDsXtN/UDfZRIGMiXQ0gSLMvyTIGQNkzhfO0fzLhCbT/4xG5847pP4/TWsRUJY0/CT6GswbLKovMGUwae3rYPa5ZcAEUGDBN47Lk38FeXTvW11mQMj9QLAn1PiIj+wQxeev193HHDPFiWBUmS8NzL7+Ki8z8WeRmq1PwJqq57AbwHYDKyAVbGAVgP4IvDnaRp2vYhX7+tAOIAfg7gwYDaREjkSOtGXuhpI5BoZ3Z47/xNVCyhIKObsENxxxIyoMN1XGFIeBiWt7mpIJTwSKHs86l22G0/YdDrEZH8RPG+2P3MSAAsCbAACRJu+MuZOPjBgCt9AgxLOF8VjzQmsIqbD2T0RE1m4wl/aRJEKLKEV988jGd2vpsrm9TSCMOwINkPnMOsNV5myTFFhmWNrk3FEKWxrNc1RpFl9A+moafNoRcOFvoH03WSeqEyOj+ozd4sTdO+qqrqZZqm9auq+iUAv/FzoqZpDwB4IKB2EEKKQOQzd/vyC/HB0UFXeO5EQsba9c7w3KLUB7b5mjsUN1wPDLUSQp6pH8TUy32x+/nTzXtxxWc/6fCpu3nRLGzZuR9fvmxaLlXCcPI7nMzHEopw7jQkFKQGonM/q0mtyKzfdpaakqdUHSzS96s62zCgZ3ylbiiFWhlLP0SpL8XSmJTxufM/jts2/NohL41JGYORT71QGZ0f1GavcDQUANGWTkIigMhnLpN2h9IWheL2Sn3gMDe1LCiS5PlWt1bMM5n6QUy93Be7n0sWznD51NkpEu59ZBe6l7cjBmtY+R1O5jO6VLchyCtFrcis33aWmpKnVB0sci/Ipu95YdRt8kutjKUfotSXYhlIVSb9QBgZ1CuTdiKozd4vVVX9NoBGVVX/AsCNAH4RUN2EkDIh8pmTJfgPxV3gW2djm6+dNhRVbDhz02qbZ/rBr29hvVEv98XuZ3NTXNhfu9wwTUjWyKY3XjJvmKZHCHL6PwVFrcisb39mU+zzYxTh51mqDi40V9ZNqeQ2+aFWxtIPUepLsQQhw7VKpXR+UHV9E8BKAMcA3AHg3wH8l4DqJoQERKF/Q0Jx24ubFvyH4pYlKJBcPhMAasL3wK+/R7ns6mvd32Sk+yKSN92wQtffkcbB7mdffzrXXzsf3uRTGjG2MYENqy+BBAnxvK/YxYyvosiw4J2uIeq+K5XCS2YTcRlGgWwCYj/lSrVzzvTJmD/7jNwb/y0797t0jiLLHsfJSMQlpNJW7otbMi5BHyyMdVyOtg/nx2cFti5EycdVkSVcfdFZuKRtSi5QzjM73q7JvhSLIstYunA62qaflgvQsmP3e3Wh97zmStB9D2Szp2laGtnNHTd4hIQUkU/A6q+0Yc3SuQ7filhMEvpgJOInlVK+Xfmho4POOjvbEI/LWHv/yP591aQYH4ly+BZGwUdjuPuCgv7NmT4ZHQumuuSq2v31Mw52P3+6eS9uXjQLT7zwltB374kX3kLHgqmY2JyAaVi+x9duw/OvvIuVi2fjrod2OuZZMi6hDLEt6hKRzK5dOhfH+nTcESI9llAk13zJ+j5LDkuJZFx8XFNSxvu9g67y1vHJsm/4vPz4BvVMoPezVny+/ZCMi/3WknEZeo2sB6NlTFLGuWdNxOr7tjn6PiYpoz/yPnuyh8+ejNRAcH2XLB8mJ16oqvoasuH6hGiaNnPUlQ/PFAD7ypVU/YpbNhV1zhPfXVj2cypxjdG2qxaSXg6TVL0SJuFT4ENey51I1VJkdK3b5nqD9J86zsfxgbTjrfBNX/hTpHTzZCS1uIwf/Nv/cb09XnbVTHSt2+qq84ZrZuK2DdsdZd3L50EK0aLldT+82ml/pQkqDHqx1w+TrObj9fWqsH+rOtuwYdNrw/a3GsmE/Y7DyfEHYElCuV+ycAY2bHoN3cvbAVi+xze/DZfM/jiu/rNPQVEkxJVgvsZUKal6VeTVT18LZVaChJUh02N+5dL7uHahjHYvb4dUga8lhRFCY4qEr+f58Xn1p1iCsI6okKwCw+hXS1GqOl7VpL77LuPJrb9zfdH9fPtZnvNiNPJa6pe9G0s8nxBSIbx8AiQJjjDwALDM4WRnYSCVwdE+3XHM0T7d09a+GP++alGsj4Tt12I/TJa6BEXFR8Pb/8zZPy9/t2r3d7hxUASmZoZhARCfk++7BwAtzQ0Ox/tHn33D0d/8B9UlC2fg0WffwDM7382FwV/fNR/6YLRNuKpBocxmJLGPWTX1mJdcmiYgK3Juc2N6yq9/P6hymJMX+vGlTGnE+TAaasHn2w/17rdWv3238Pq+Xkw7c2JuXry+rxeXXhisnimpLk3Tng+qIYSQ8hLzsA0v9MWbM30y+k44zc+6/3Yerrt8Gu7pOWm2tqJjFhJxcU49kX9fTJGBTHiW4mr7e1T7+uWmsH/5/m42Yeiv1zi8/V4fNmx6Das623BqcwJH+vTcnLjzhnnCc+w+ZiMSwmPOyDB1Q2g+evOiWfjJ03tc+fpIefGSAS8/5WrqBwsWutb9Kiczt//NheJ5pXj4AhXo4UqZkyfi8rDzod6plO9WGPErq1GkUvNCDqwmQkiokRVgRccsTGppBJBVpl/74qcx+ZQmR9n1V57nCgF94MhAThnZZff07IJpWq46V3W2YdzYhKNsRccsyHK4gijb/h6Fba/Um8RqX7/cFPZvy8796Aphf0XjcPOiWXj02TeyG7uNO6AbzrDoFtxyb+fbW7l4NuJxCaYB8ZwZWr9FodbvfWQXrrn4U6G5N/WCSAZWd7a5dGMY9MOPH/+NQ2Z+/PhvhMcl4zJWLp7tKF+5eDbiMedjn1fI/6C9+kaaD/WO7eeYP152ftqok4zLwr4n49HfolRqXnAtIaRO0NMmHn5qj8OM5sEnduMb133akWNJZBYkeaRjyBjuOsc2xfGdn7zsKHv4qT245Uvnh0rhVDvHX7WvX25E/UsoUuj6W9jOt9/ry31dA8QmcbIkYeOTr+Nbf30hBlIZjG2MQ5KA6y6bjseeewNfuOSc3Ln5HOwdQGbINMnLTG/Kac3oXj4vFPemXvCaiwBCoR9sP2FIcIVo3777AJZdPcPVzv7BDJ7etg9rllyQ8wWyZdOZuqEy5uQZD1O9TB2Y6vmhmPy0UaN/MIOXXn8fd9wwLxeN87mX38VF538s8rJRqXkR9ftISOQR+VvIiuRwjk8ogGVYmNCccJw7oTkBRZaG/JCG6hOYkwzqGU8Tk96+QYfP37pvXOwqK5c5Sqm+JuXw9yimTVHxNwGc/Y7JMmQFSKVNKLKEpCzBMEykDYSyv/Y4KIqcCyJjp1Y4dXwDFFnG9752EQ5+MIAdu9/DuDFJfPXK6TAMy5EMGMjK+hcXTIUF4Ns3tuPYcR2PPvuGyzRzODNeyTBDc2+iSGHwEPuhWiSbYZLX4dIxGAWmpYos49U3D+f8P4GsfF27YKpDD1fKnDzqZuuBYgGRzyaehyLL+PmOd/Av/67lyia1NOLiz3wi+iasFZoXJW32qhiNkxACsb/F7TdciBN9aVco30kTGlwhutcsnYtjx3Xc8aAzDPnqzjZHGPLJpzS5ylYNmZgUhr4WpW6wzVGGS64eRN+rHco/jG2qBKJ+r+iYhYef2oPevsGauQf5KRZEqRX27DuMy+admQuPPmf6ZFeqhNWdbRhMO0PM22kZrl0wNRcWPkph42uJeELB4T7dpZ8mNidC9RXFK1XOdZef60iVI9LhqzrbMLmlQaiHG5MyBvPC2VdKDinvw1MrclkOxiTF6QfqIfVCJedfKTAaJyFVRORvkck4vzYc7B1A98Yd6F7e7io/+EE/7nv0VUfZ2vtfxN03tbtNmuKKqyytG0Lzp8YKmKN4+Zp0L59XtZeiYWxTJRD1+56eXViycAbu3LijZu6BbTpXmFLE9qdbs+SC3EYPOGlS1728HaZpQZYBRZHwje+7z+1e3o4YrNyGN+pmvGFFN+CpH8Mkn6I5dceDO3DDNTNH1OF3DvWnZ/Nehzl9z+a9WHbVTEc/KyWHIrNUyvtJakUuy8GJlOlLVqNIpeZFYNE4VVU9BcAYZD8+KwDOLq1phJCREPlbyB7+daLwxg2JmPBYPW0iNqR0RjJpEpsiZh2rFTmrvIJwNi40vTKt4nxN/JpXepl4+SEq6RSKxavfzU3x3P8NExjTGMdgfv7GEPqkGIYJwyMUvyK759b23Qdw/ZXZ+QID0E3xuVnzVve1wmQmWA8UE+Y90RBDKm3l5DWInIf+2ymeU4XpILx0uGGa2L77gMvH7/orq+cjF3T6mihR3+kHwierlaQS8yKQ+6iq6rcAdA39mgGQAPA6gBlB1E8IESOy9zYtePrX+ffFG729eDlMGUUmLp4hxwVt99umUk1p6tUvxSutR19/Ovf/Pxzqw4TmBvRs3ovtuw+E2kzJaxwN03tu2b4lXuf+4VAfWpobasKcNcr4DfOeaIjh0LGUSxe0jk9WZMPnNx3EcP7UfkL516vpedio5/QD9dz3ShFUXNPrAHwCwP8A8CkAnQB2B1Q3IcQDUXhu22fOHcZYch1r++IFGV68HKG8RSYuXiHHRW332yYvUxq/e5Gop1PwQpTWY0VHNn2B7bPWs/m36N64A/NnnwGg+HtbSbzSMTyz4+0Rw6N7nduz+bdlCWlPiiMe85eSIJUWm8On0pV5aeM3HYSXDk/GxetAYSj/SqVeIMPjVy6jSMKj74k66HulCOoZ5KCmae+pqroHwJ9omvYTVVVXBlQ3IcQDL3+LnM9cnrmcPpgRhxcX+OKV8ka3HKaMIhMXr5Djorb7bVOppjT16odVmNYjY5iYfEoTOj9/Lvr6045UBrZpJxBeM6X8cTRNZHNEShY+334WknF5WH9U+9w7l8/Dod4BV/+jbtIbdgZTflMSVNeszsuXB3CngxDpcH0wczKU/zBm0/Vqeh42/MplFBmo475XiqDuY1pV1U8C0AB8VlXVfwfQEFDdhJBhEPn9GI4Q90YuCqaXj1CQfkPlMGX0MkmCJUEyjBHbPlzIcoyQdqLYtBH16IelyJIr3caaJXPwv3/9NubPPiO36duyc3/OtBMoX0qOIMilYwAcYdH0ofLThvwrRBFmDcOEpMj4p5++UncmvWFHkWX09ev4w6HjOV3Q16+7zRsD0AWl4uXL41eHO9NJGEJZrVfT87DhVy6jiCJLHmlCVMpgQAT1jbQbwHoATwK4BsC7AJ4NqO6SaB7XiNbWZt8/hJDSKIcpY0KBL5Mk7/MldCyYig2bXkPXum3YsOk1dCyYioQiFRxX2nXqFdGYnz5prPCe79l3OHdMlO9tvZr0hp1kXKwLknHJdZyXOXyUoJyGg6akLJTLpmT0TRkpg+UnkHupadqTyG70oKrqnyDrt/dqEHWXSkMyhitu2eT7+Ce+u7CMrSEk+pQjlHBaN3yZJHmhG17pKJzpAEq9Tr0iMl+VIHmGEr/0wjMjf2/r1aQ37KTSpi9doA9m0Do+6dAFlYzGWSkop+GgP2X4kssowrQc5SeoaJxjAfxnAH+BrMHL4wD2AkgFUT8hpLYoRyhhPyZJnu0pwi+llOvUM4XmqxmP9AWGaacpiP69rUeT3rBTjC7QBzMOXRDR9xKU0xBQ776TTMtRXoL6PrwBwOkA/g7ANwBMA3BvQHUTQiqMosiwFBkZSYKlyNkQyCFsk9922n4p+eT8UgJuE8neF9vnKZ8g7nm1KBxr06QvSS1QOG6xiMllsVBnhZNyrVG1gi2XB3v7KZdlIKgXBrM0TVPtX1RVfRZMvUBITRLGvEuiNq3ubEM8LmPt/S+O2E7bJ6CwTzFg1G8Qw3ifwoB9X55/5V2sXDwbdz2005GnLBmXodfY/RGN9a1fnYPxDbG6HuuwIxq3tcvmunRBrcplsVBnhZeGhIKuzjZXXseGhILUQLTHhnJZfoLaOr+nqurEvN/HADgcUN2EkAoSxrxLojbdsXEHDnzQ76ud+T4B67vmo3v5vJIXkjDepzBg35dpZ07EIz/XsGRhNj3GkoUz0LN5b8XylAWJaKxvf2B73Y912BGN29r1LyKVzkRCLouFOiu8DOomejbvdcnloB79zQ7lsvwE9WXvXQAvq6r6b8iO20IAB1RVvRcANE27OaDrEEJKQFFkZIBhHfHD4DtQ2E7TtNDS3JDL49bXn8ajz76BhoSzRcW2M9EQQyptjSoAQxjuUxix70tzUxxH+3QA2bfW48Yk8Zfzz4EFADEZsLJRUnXDcoxzkPiRdz9wrGsTr3Eb2xjH2MYkFBkYNyaJ5qZEVkYUxRGYCQB0A65gTUHJ1Wgo5dqU4/BimCbO/tgEnPnRcbAsCxMnNOLsj00IZR7SoDE81nfKZXAEdR/fHPqx6QmoXkJIQPg1lah23iVRO7v/dh6uu3wa7unZlStb0TELcoFtwqSWRsQUGcgYI9Z5+w0X4sSxlMtspnV80teGr9r3KazElKxPlGlZuO7yaXj8l2/his9+Et155pw3L5qFl/e8j8+d/3HH/Q/SNDJI0yCOdW0iGrerLzoLesZC98Zf5+Ri5eLZSCZlfP2eF5z6YSAj1A+Hj6WqYnJWqkxTjsNLU0MMnzn3I1h93zaHvDU1xKAPpEeuoIZJxGXh+p6IyzCjGhWpwgRixqlp2m0A7gbwPwH8FwDf0TTtNvsniGsQQkrDr6lEtXPeiNp54MhAbiGwy+7p2YWW5gZHO7MbQLdDu6jOTEacjsGvOVe171NYkWUJKzpmQYKEe3p2Yf7sM3DvI86xu/eRXbikbYrr/gdpGhmkaZBorG/96py6H+uwIxq3y9vPcsndXQ/txGDK8K0fqmVyVqpMU2eFF6+UIKl09M04TQPC9d3kPi8wgkq9MAfAY8jqogsB/IeqqldomvarIOonhJSOXxOeauddErVTkiBs+7ETusP04+Gn9uCWL53vUmyiOmWPOv2azVT7PoUVPW3kxsE25xTdZ0X2uv/BmO4EabImGuuJE5pw5MjxAFpKyoVo3LzkwiowIR5OP1TLFLJUmabOCi+G4SFXRvTNODMecypTByaslSKo+/hfAVwC4F80Tfu9qqpfBnAPgNkjnaiq6i8ATAJgf6f+a03TtgfULkJCj+2DcbC3H1Dkohdfvz4cxZjwlJp3qZg+FbY/oUiYM30y5s8+I7eJk2UI2x6PSTi9dWzO9+bcM1ugyDIUWAX3xN130xLXqcgyYPjrMfNTnRw/SAAsCZJl4atXngtFkfHtG9sxtjGBOdMnY/vuA7lzJrU0wjC97n8wJmXDybsCySVz+b6DQl/WgrEWfUEm4d1gWrAAACAASURBVKNw3BRFcemXLTv3Q5IkrOpsy5VJkpf8yMLyRFyGMYIMFUs8oUA3gPcOn4CiKIhJpc8Z6qxwosiyUC6LWY9qFZoXl5+gNntNmqa9rqrZ7Auapj2tquodI52kqqoE4BwAZ2iaxsA7pO4o2QejiPPLkX6g1DYJQ6MvnYtrF0x1nb9m6VzclpdmwfapuW3DSd+brs42NCZlHOwddNW5urMNd+SVxWKSMNR1Mi5FNnly0Njj99PNe3HFZz+Jex/JmtZed/k0dP1wq+O+AsD23Qdyvx8+esJ1/23TyCBuv5e8JxQJR/p0V+j9ns17c+1j2O/oMiYpo2PBVNe8lxRgw6bXHDpDlKKhISG7ytcunYtjfbpDv5QqQ/GEgsN9uqOda5bOxeqvtOGOB8urw0nl8ZLLMUkZ/f3RHt1kXPZYi6OfDqVSBLXZS6uq2gJkA62p9q5vZOzjNquqeiqA+zVN+0FAbSIk9Hj5YHQvnwc/3w2KOb9SJjzFtEnon/dBP+579FXX+f+p43yHyaZpQOjj0L283R1u/f4XcfdN7a6+N41Pont5+6iicZKT47dk4YycX96ShTNc/hfdG3dgzZILcNVFZ6OvP42ezXux7KqZSCgom2mkl7zrhtvnqnuoD9t3Hyh6DpLa4kRK7Bt1wzUzXTrjli85dU5Wbme45EqChLX3bx21HhehC/Tbbfe/iLtv+izNMCOIl1x2L2+PvB5Kpa1c2gnnXJsZ+b5XiqA2e7cDeB7AR1RV/SmABQCW+TivBcAWADcBiAN4TlVVTdO0n/u56Kmnjh1lc0mQtLY2V7sJvqh2O0XyerD3ZJ64k2UDgCT5au9w58ca4khnTMRjMsaPSUIeCm1/7EQKKCgPEq82KYoMU5KQMSzEFAktzQ34oG/QdWxDIiY8X5KyGwubH33zYk//FXEYZ2DSKWNG7oAPMam2LJUbv7rVHut8vzwvH70PT6TQtW5bruz6Ky1MEIxHue+tl3w2N8Udv/uZgyP93Z5vhfOwGkRZZgvlNb+vmYyJ3r7BnN7x8o0SpXExTafOAYBlV8/EKS1NBceWpsdFvHf4hLBOPWPitFN96LEyEZRMR1keR0KkX987fNxzPTst4vfqvcMnsH33AYepPwBcvzD6fQdOzqmDvf2IN8TLsk4EstnTNO1JVVX3AvhzAAqAb2matsfHeb8G8Gv7d1VVfwzgMgC+NntHjhwfMS9TPSuUSnHoUF+1mzAira3NwnZWUj6E8qqI/T9gWf7uq8f5hmE6zOhWdbbh1OaEy3ytHOZqkqK42jRn+mQc7Uu5TKLGj0m4jh3UM8I+DerOL26ePneKJAzjrMjByKqXLJWbqsuqiCH56+tP58Yi//829jH5vyuy5LqPlbi3IvkUtW+kOThSW4NM/VAq1ZDZaslrfl9FppC3/82FvvSLV5lQLkrV4wIUDzlVJPe8qRRByXS1dKgXlX5OFOlXJeYx3kr1xrtShFHWK8Vo5tRo5DWQ1AtDmJqm3QfgbQB/qarq+JFOUFW1XVXV+XlFEk4GaiEk8pQaCtvr/B8//huXSZFuBBeKfjhkBVjRMcvRpuuvPE9oOifLkqv9k09pwuqCstVfacOkU5ocZbbPXX5ZV2cbEjGZYZwrhC1/W3bux82LsmP+6LNvuMZ/5eLZ2LJzf+532zeyGojks7B9QYSjDzL1AxkdIlPIHz/+G5fO6epsw+RTnfpldWcbJhfoHC+5KEdKg3hcwsrFs11yGq/SvAEo0+XE9lsrlMtkPMjH9HASRlmvFJWaU0GlXvhvQ/9+D8B6AP8O4AEA14xw6gQA31JV9UJkzTgXA/ibINpEKoOeNop+yzCYyqDvw4GRDxyieVwjGpLFiWqx16gW+X5FkCTAsorywRD5JUGCyxwiaw5SmZDhetrEw0/tcfrXWeIw5nraEPpVIa64ymRFcvjXJRSgsTnhKhtIZYTXYhjn4LHlb9lVMwAJubE4dHQAN33hTxFTZPT1p/H0tn34yhXn4aqLzkZrSxMaqugbKZLPp7ftw9KrZuD6K88LzA8qyNQPZHSIdN723QfwpUunYc2SC6DIgGECjz33Bq79C9WthwBf/nHl8IceTBl4ets+Vzu/cMk5VZMfynT56B/M4KXX38cdN8yDZVmQJAnPvfwuLjr/Y5G/t2GU9UpRqTkVVF2fBtAGYCWAhzRN61JV9aWRThoy/5wDYBey5p8/HDLtJDVCIq7gils2FXXOE99diGI+zDckY2W/RjWxQ2Hbpi3FfoAqDKVteZgUeYUMDzq8sSJLOPfMFkdKhLjiHcbcMAxhKPDCMllRXNdK6/nnGkgbWbMIhnGuHLb82SiKgsd/+dZQCPHsW+m+fh3vvN+HDZteQ/fy9lxOs8K0G75MR0tEkSX09g06fLEmtTTi2gUqYpYVWDh6hhOvPl4678jRAdy2Ybuj7K8unTZiuo3h5CLolAaKLOHVNw/jmZ3vOtp57QK1avJDmS4fiizjzd8fxRmnjc+9hHrz90dx8Wc+URepF8Im65WiUnMqqO/DsqZpJrI+e88OlTUNc3wOTdP+QdO0aZqmnaNp2j0BtYeQusXLpCihBG9qJCIZl/G58z+O2zb8Gn/z7Wdx24Zfo68/jTVL5wpMVPyZadi+N13rtmJZ9xZ0rduKw3064gn3BrAcJlXEPw2JbAjxDZteQ9e6bdiw6TUs+nMVe/Ydxs2LZmH9z17F4T4diYYYevvT6Fq3bWhMt2H/+x9CUcprtlQp+aAcVp9k3G3qvUpgEr5m6VwcO55yyGJvf7rssjgcYZSfMLYpKtipF/L1ZseCqRiTjL4ZZz3LVSXXoyB4U1XVpwGchWxEzX8B8B8B1U0IKQIvk6K0LjaZDDpYRCptufxkRKkT7DDmfrZ7It8br7DUlUoxQcQM6u4Q4nc9tBNrllyAex/ZBe2dXuz744fCFBm3P7C97CkPKiUflMPqk0qbrpDuTQ1x/HjTa46yY306vtfzSqCpE0qlVBP/creJMh0s9Zx6IYyyXikq1fegNntfAXA1gK2apqVVVX0BwMMB1U0IKRIvk6KgTY2E1/bwDSxMnQAA1195ni8l5O1vKPbDq0Q/iRivsfrwRAraO7253yvlQypsY4Xkg3JYXQzTcoV0/9E3L3aVdS+fF0pftFJN/MsBZbo8FLvGRY0wynqlqETfA/k+rGnaCU3T/lnTtLeHfv+Rpmn9QdRNCKktbD+ZfLzCmCuyhHhCgaUoyEgSLEURmmZ61anI0TdxqRUURYalyJ5j5U694DWmUX+PTSqF7Q+Tj52yJR873Us+lEVSSbjGkXJCKSIVx47g6feH1BYJBW4/GY8w5sm47MsXT1Rn15AfIqk+dq6grnXb8NPNe11htLuG0jPk/96QkF2+Crd+dU5dvMUmlUHkD5NscIe4n3RKUza9Sx36DJFwMCYpTr1QDz57pPxQl5GKU2wEzye+u7CMrSFBk9YNTLRTIlgWFElCQgFMw3L5eoj8+0R+Co4689IspPV6MvYIL/m5guyIamuXXoCYIkORJTy5NRud86qLznb4axb6/0yc0IQjR45XtzMkMoh8zCRTcvnxPfzU67jhmj+hLxqpGidSJn75yruO9APP7Hgbn2//ZOR99kj54WaPEBI4dkqE04Zs0O2UCIUYpomW5gbHg9ejz74h9FMwHWGIrWGTpBeG9OeDW3CI7m1KkCvIsgDAggUJr+/rxWPP/87x9+uvPA+SZTn8f2SazZGAKfQxy0gSjvbpjmOO9unQMyYUih+pEoZp4vV9vZh25sTcWvj6vl5cemF9+OyR8kIZIoSUHdvMz/76Y5tJtTQncd3l03BPz65c+YqOWUjEFZh5Pn6e5zfFXZu4Yo4lxeF1byc0J3K5gi6Z/XFcNu9M3Lbh144xffipPbkALczNRapFMq4IdU4sJmHl97dSZ5CqkEyI5TKZUGCkMiNXQMgw0BiYEFJ28s38gJOhzQ3Tyi1udvk9PbtcybW9zhctgcUcS4rD696axknfqKv/7FO466GdrjHtWHAOAPpDkeripXPSukmdQaqGYYjl0uALMRIAXG8JIWXHEJj5HewdQMYQh5vOGE7TFa/zRaHRizmWFIfnOJpO3yjRMae3jkX38nlobWlEHDSrJdXBS+dYluUqo84glcLvWkjIaOCXPUJqHDvkfTZ1gSz0jas2ohDoxYTf9z7f7WRTzLGkOPzcW9njmHTGwj/99BVI4EaPVA8vnSNJElZ1tqF7+Tys6mzDnOmTqTNIxWDqBVJOKEWE1DD5Ie+zqQu2obc/HboNnygE+qqh1Ami8sI3mV7ni954FnMsKQ7vcZRycvidn7yMFR2zHMesXDwbz+x4m+NAqk4yLglTwximiQ2bXkPXum3YsOk1dCyYigQjtpAK0eiReqGRqRdIAHDdJaSG8fKh6l4+L1ThmkUh0GPIRu0UlRd++fE6X/SFqJhjSXF43VvdsHJyeLB3AA8/tQc3XDMTp7c2Q5ElKArw+fazOA6k6uiDGbSOTzrSuMQUCV///guCFDDh0qMkugykDFdKEDtFDWWQlAo3e4TUMLXkn1YYAt0Yodzv+aUeS4pDdG8NSXLIofZOL27bsB3ru+ZDMkyYBrLmm9VpMiEO9MFMngwbSJlSzehREk0M08L23QewffcBR/n1V55HGSQlQxkipIaxfajyH1QqHdZelHcNyH51PNjbDyjysF90mBOv9lFkCXOmT8b82Wfk3kpv2bkfsizBAseUhItEQwyptJX7spdUqq9HSX3jpUMpgyQIuNkjpIaxfagK857FUJmvKKK8a2uXzkU6beIO5sSrG5JxGR0LpqI7bxy7Otvwi5fexc93vMMxJaEh0RDDoWMph6yu6mzD2mVzsXb9i1XRo4Q0JBShDm1IKEgNUG+S0qDnJyE1TL4P1fqu+ehePq+iD9Uin8EDH/TnNnp2GXPiRZtU2so9pAAnfZ4unHk6x5SECpGs3rlxBxrisarpUUIGdVOoQwd1yiApHX7ZI6TGqaZ/mshnsCERY068OiDf/BamOEeUHRSWY0qqRaGZuOEhqxnDRMyy6OdLqoKXXBom8+yR0uGXPULIqBHlXbMsCPMFxQT5gpgTrzYpTPmRMSzhONofRjimpBqIUtN45YFkPjNSTRTFI89eyNIokdqEUkQIGTWivGuTT2105Vlb0TELsuLvfOZiCz+F5rf/8xdvYOXi2a7ceo899wbHlFQNkZn4U1t/J8xnlozzZQSpHomYLNShiRgf00npcP0lhIwaUd4107Dw8FN7HPmCHn5qD2750vluM07mxKtJCs1vn9n5LgA4cpfF4xK+cMk5uHaByjElVUFkJv7Y87/DVRed7ZDVZFyCPkivUlI9BlIZPL1tH9YsuQCKDBgm8Nhzb+ALl5zDB3VSMpQhQkhJFPoMyoqM3r5B3LlxR+6Y4cKYMyde7SFK+fHqm4dx7QILMcsCDAMZg2NKqotXapqMYUIyzFyePZ0CSqqMIkt49c3DuRdnQFZWr12gMvUCKRl+HyaEBApNM6MPx5jUApRTUitQVkk5oRwRQgIl3zQTkgQMRbijGV90oPktqQUop6RW4LpJygm/7BFCAscYMpOa1NIEyTC5YEUQe4xjlsUxJqGFckpqBa6bpFxws0cIIYQQQgghEYSbPUIIIYQQQgiJINzsEUIIIYQQQkgE4WaPEEIIIYQQQiJIrUbjVABAlqVqt4OEmEL58JCXKQB+D6CcGXV9y2sUZZp9CowpCJGslotakhe2dVimoEryWkvj4peo9Slk/ZmC8ssqUOfPAn5h30dkCoqUV8myajJZYzuAF6rdCBIZzgTwdhnrp7ySoKCsklqC8kpqhXLLKkB5JcFRlLzW6mYvCWA2gPcAGFVuC6l9yv1Gj/JKgoKySmoJyiupFSrxZY/ySoKiLr7sEUIIIYQQQggZBgZoIYQQQgghhJAIws0eIYQQQgghhEQQbvYIIYQQQgghJIJws0cIIYQQQgghEYSbPUIIIYQQQgiJINzsEUIIIYQQQkgE4WaPEEIIIYQQQiIIN3uEEEIIIYQQEkG42SOEEEIIIYSQCMLNHiGEEEIIIYREEG72CCGEEEIIISSCcLNHCCGEEEIIIRGEmz1CCCGEEEIIiSDc7BFCCCGEEEJIBOFmjxBCCCGEEEIiCDd7hBBCCCGEEBJBuNkjhBBCCCGEkAjCzR4hhBBCCCGERBBu9gghhBBCCCEkgtTqZi8GYMrQv4SEHcorqRUoq6SWoLySWoLySqpCrQrcxwDsO3LkOEzTqnZbQkNLSxN6e/ur3YxQ4nVvWlubpQpc3pe8RnH82KfgCJOslotakhe2dXiqJa+1NC5+iVqfwtafCskqUMfPAn5h30fu+2jktSKbPVVV/yuAiZqmdRaULwZwF4AD/5e99w+T26rv/d/SkTSzY6/tXWfXpEDiloYTGqA14LWxnQJJmqelDSk3bRPKbbNO45CY26SUH41jU68htoNvA5fc3iStA3G4tEme3pQLIZRLsW8hxPWPkABtgNOUS/yl4Hj9YxOvPTs7M5K+f8xorJmRNNKMpJE0n9fz+ElWOjo/P/qcc0b6vFU/9IQQYnMcdcoiisL6XYXEkoa+SUMdg0JtIoKQpr6luiaTLLY1a23KWnvCZpD7h9oeUd6R5VyHc345gOsBPOFw+i0A/lQI8XDU9SAIgiAIgiAIghgkIo3Z45yPAtgOYIdLkpUAruec/wvn/POc85Eo60MQBEEQBEEQBDEoSKYZXVwG5/zvANwP4NUA3u7wGucXAPwFgP2obQgvEEK810fWywH8ONTKEoNKHO/qLwfZK9E7ZKtEmiB7JdJCXDF7y0H2SvROcmL2OOc3AviJEGIv53zSKY0Q4t229LsA/ChIGSTQ0szY2DCOH5/tdzUSiVvfjI0Nx1aHTvaaxfGjNoVbblz0y7emyV6orp3LjAu7vaZpXPyStTYlrT1x2iowmGsBv1DbO7e9G3uN8jXOawFcyTn/DoCPAXgX5/xT1knO+WLO+Qds6SUA1QjrQxAEQRAEQRAEMTBE9mRPCPFr1v/Xn+y9XQhh39ydAfARzvl+IcRBAP8FwBeiqk8aYUxGFYBumGCyBAWArhv9rhZBdGR40RDyuZp78fsrVGm+itnTc1FWi4gZ8mFEmiH7JeLEsrfpmSLAZLI3IjRi/84e5/wBAF8SQnyJc/57AO7jnA8B+DcAfxh3fZIKYzJmihXs2HMI0zNzGB8Zwh2TExgpqHTzE4knn1Nw1Qe/GOiax+++GoP58kY2IR9GpBmyXyJOyN6IKIlUjdNCCLHHEmcRQtwohPhS/f+fFEK8SQjxOiHE1UKIl+OoTxqoAo2bHgCmZ+awY88hes+VIIhUQD6MSDNkv0SckL0RURLLZo8Ijm6YjZveYnpmDjoJ0hAEkQLIhxFphuyXiBOyNyJKaLOXUJgsYXxkqOnY+MgQmByXQjBBEET3kA8j0gzZLxEnZG9ElNBmL6EoAO6YnGjc/Nb727EHWRIEQXQB+TAizZD9EnFC9kZECdlRQtF1AyMFFTs3riUlMIIgUgf5MCLNkP0ScWK3N0gSYJpkb0Ro0JO9BKPrBiTdgGKakHSDbnqCIFIF+TAizZD9EnFi2dv4SIHsjQgV2uwRBEEQBEEQBEFkENrsEQRBEARBEARBZBDa7PUZxmSYTEZVkmAyGYzRkBAEkW7IrxFJhuyTSCKWXU7PFMkuiVAhgZY+wpiMmWKl8SFNS31ppKDSu9oEQaQS8mtEkiH7JJII2SURJfSzQR+pAo0bG6h9QHPHnkOo9rdaBEEQXUN+jUgyZJ9EEiG7JKKENnt9RDfMxo1tMT0zB90w+1QjgiCI3iC/RiQZsk8iiZBdElFCm70+wmSp8QFNi/GRITBZ6lONCIIgeoP8GpFkyD6JJEJ2SUQJbfb6iALgjsmJxg1uvaNNgZQEQaQV8mtEkiH7JJII2SURJWRHEcCYjCpqj+WZLEEBHANsdd3ASEHFzo1rO6YlCIJIA3a/ZhiALEuAZKJqAgqTyb8RsdI6HwOgeZdIHLpuYOmwhp0b10E3TTBJgsaASlnvd9WIDECbvZAJqqik6wYk1AdCN0G3NUEQaUfXDShMxkyJ1OWI/uE1H0u6QfMukRgYk3Fytkz+kogEeo0zZEhRiSAIgnwh0X/IBom0QLZKRAlt9kKGFJUIgiDIFxL9h2yQSAtkq0SU0GYvZEhRiSAIgnwh0X/IBom0QLZKREnkmz3O+V9wzvc4HL+Ac/5NzvkPOedf5JwvjLoucRCVohJjMkwmoypJMJkMxmifThBE/3HzTaQuR/QbNxvUmETzKZEoFACbW2x1M/lLIiQitSPO+eUArgfwhMPpewHcK4R4hHP+UQAfBfBnUdYnDqJQ2Awq+kIQBBEHnXwTqR4S/cTJBjUmkRAGkUhUVcYt17wReU1BqVyFqtKPEEQ4RLbZ45yPAtgOYAeAX245pwL4VQC/XT+0B8A3kIHNHhC+wqZb4O7OjWtBD/iJrFCu6BgbG/advjRfxezpuc4Jicjo5JtIbZjoN602WIZM8ymROKoApnYfaIrbGx8ZIrskQiHKJ3t/BWAzgFc7nDsPwGkhhCU0dBTAq4IWsHRpJt787Mj0TNExcBeS1LY4DrJYHjT63Td+7LXfdewnmspw1Qe/6Dv943dfjXyf+ivr4+TXtwbxTX5JU99SXZNBq716tTUKm42DJNetG7LWniA4+de02mUUDFp77UTV9kg2e5zzGwH8RAixl3M+6ZBEBtAqMRT4/YmTJ8/AGASlIiZjfGSo7RcfmCaOH59tHBsbG276mziHW9/E6VQ62WuWxi+ufu1Hf/VrnJJkqw18+ia/pOkeoLp2LjMu7Pbasa0h22wcpMnW/JC09sS9uXD0rym0yyhImm3Eid+2d2OvHV8I5pxfxTl/kHO+n3P+JOd8N+f8yg6XXQvgSs75dwB8DMC7OOefsp2fBrCYc87qf58P4GeBaz8gkNABQRBJhHwTkTbIZokkQnZJRImrHXHOOWqxdDMA/hHAFwFUAPw8gFs551MAbhRCfL/1WiHEr9nymQTwdiHEB2znK5zzJ1HbFP4tgD8E8A+9Nyf5qBpDWQd0wwCTZWgMqJS9I1lI6IAgiCRi902QAJgSDMNAFYDC5DYfxZiMKkB+jOgbQebTbuZrgugGXTdw3uIcdm5c17C3nCqhXKLPqhO94/WjwRYAvy+E+LHDub/knL8Gtad27/VbGOf8AQBfEkJ8CcBGAA9xzrcA+P8AvMd/tdOJqjGcmC1jp00FbNPkBM4b1nxt+EjogCCIpKHrBhQmY+ast2IwqQoTScHPfNrLfE0QQVE1huMvz5O9EZHg+hqnEOIPXDZ61vkfCSE6bvSEEHuEEJP1/7+xvtGDEOKIEOLtQohfEkL8uhBipov6p4qyjsaNDNSCb3fuOQS6jwmCSDNuqpzVgGkIIinQfE3ECdkbESUdXwfmnA8BuBrAqP24EOLeqCqVVXTDcFRb0g2D3ssmCCK16Ibp4tvMhm/zk4YgkgLN10SckL0RUeLni42PA/gQgHfY/r09wjplFibLjeBbi/GRITCZPpxJEER6YbLk4tukQGkIIinQfE3ECdkbESV+fjB4pRDidZHXJOVoeQXzFdMzsFZjwKbJibZ3sjUGVBwe1ZOYgTNe/UJ9RhDxYynJtcbjaUxCGXJDvOXOm9egqpuYL1fx0pl5vHJ8ISRIqEoSmCwNxqd0EsSg+lKntslMahJjyWsytm5YjelTReQ1BaVyFeOjBdf5muiM1e/TM0WAyZ42lWX7c0JjwK5b10GvnrNBpgDMJHvLOpYQ1NETZ8EYi0QIys9m7184568QQrwYaskZQssrjoG1Y4tzTRu+SlnHecNak9qS26CSmIEzXv0CwPMcQRDR4KRwqDEJJ2fLePhrP8RVl74G9zz6bOO+vPXaFfje88exZDjf5De33LAKi/PKQPu4uOjWl6Z9bJzavXn9BBRFxrbdBxrHtm5YjWrVwH2Pfa8pnaHTDxLdEGRNM4jrH5nJOPFSqW0dOb4kD5AkX2aJSwjKz/PhvwPww/o39vZZ/0KrQQaYr5iOgbXzlfZJoVLWIek6FNOEpOuug0liBs549Qv1GUH0D103IOlG3bcZKOsmduw5hMtXXtjY6AG1+/KeR5/FFRPL2/zmnZ89SPdrTAyqL3Vq2/YHD2H6VLHp2PSpYu14S7os9EE/CGJTWbY/N0plw3EdWSpnc3NL1IhLmMfPk72tAHYA+FG4RWeHKAJrSczAGa9+sf7f7RxBEPFh3avDBdXxvmSy+/06yD4uLrr1pWkfG7d257XmluU1JbN90A+CrGkGcf1DAi2DSVzj7ievs0KIXSGWmTmswFr7gDUCa/XutueWmEF7nhIwwK+RePZL/f/dzhEEER/WvTpbrDjel7rhcb8OsI+Li659acrHxq3dpXLzc6NSuZrZPugHQdY0g7j+iWIdSSSfuMbdz2ucX+ecv59zfj7nfNT6F1oNMkBOlWrvVteVlKx3bnNqbdJkTIbJZFQlCWAMssZQlSSYTAZjzkNgCR7Y87xjcmLgf+Hx6hfqM4JIDgqAO29ZgwtfMYyPvW8Ntt64CvyCkUbM3tcPvdDmN7fcsIru15gYVF+qAJjasBpbb1yFnRvXYuuNqzB102qMjxaa2js+WsDm9c19sDkjfdAPgthUlu3PDUsQyG6XWzesRl4jNc4sYwk3tu4fNBZuOZJpev9KwjmfA5BrOWwKIUKuSiCWA/jxyZNnEqHexpiMedNEtWpClgDDBBRFQk6qbfZaA41vu24FPvfEDzAzW/IMOg6qRjU2Nozjx2cjamVy6EZBzq1vxsaG43jstxw+7DVL4zc2NoyrPvjFQNc8fvfVga55/O6r+9Jf/RqnJNmqH5yEq+6YnMDIcA5VwwBM1NQ6dbNxv563pICTJ8+E0pCoSdP96lbXqXKcMQAAIABJREFUKNU4+2WvncZF1RhOzpbbxD/GluRRKhtNitqnixUcs6lxLhstYIHKYhcJSZOteWHZFCQJMM3EqHHGZKuAh3/V8gpOvDzfZpfntQj9ZZ2s2HoQLDVO3TTBJKmjGmc39trxJwMhxBAAJoSQAagAcn3e6CWOKoAt9+3Hxl37cPMn9mHjrn3Yct9+10D3Tz/yLK657KKOQcetggdZVaEKile/UJ8RRDJwEq7asecQqroJqVq7T2uCVefuV5leuY6VQfSlZd1Z/KNUNprE0+YrBqZ2H8C2Bw5i071PYdsDBzG1+0CmRUKixrKp8ZFCR5vKqv25MV8xHe3SSeiPyBaWcOP5Sxd4Cjf2QsfNHuf87QC+U//zYgA/4Zy/NfSapBivYGK3c8N1eWsSECEIIot4BZ4TRL/wa5edBGwIIkzIXxJR4udl4L8AsB4AhBDPAXgngE9FWam0YQUT27GCid3OzRYrTekIgiCyhBV4bqcReE4QfcKvXXrN6wQRNuQviSjxY0WaEOIZ64/6/7fG8A00QQPdb7tuBR7b9/xABB0TBDGYdBKuIoh+4FcQYRBFQoj+Qf6SiBI/fqvIOf91IcRXAYBzfjmAdETQ+yBIELA9rSLLkBlQrhgwASwd1rBz41rHfEYKauOcdd0H3/umyIOOk0acAdcEQUSDn/tY1RjmKyYWL9Swc+O6RuB5TpUGSmwgKRiGCZPJA+l7W+3V0E2ML8nX7LIuxpLXZMzPVZqu03Wjae4etH5LO2lbb5RLVbxipNkuCzkZc8VK54uJVGPZ6vRMEWByJLbqZ7N3G4AvcM6rAMz6v/8Uai36BGNym1KmmzqmU1onVU3JNAHdhD28UtcNSKh3tq7D0K3/b06XZYL0NUEQycTPfaxqDCdmy00qnJsmJ3DesEYbvT7AmIwjL57GnZ89OHC+18leN6+fgFLRsW33gTb7bBVGaJ67B2e+TjtpXG9oeQUvzpTa/ObYgKlxDhpx2aofNc6DAC4AcDWA3wLwWvtrnWnGSSnTTR2zF1VNIlhfEwSRTPzcx2UdbSqcO/ccQgQCY4QPqkBjowcMlu91stftDx7C9Kki2WeGSeN6w0m9eCepcWaeuGzV9cke5/zjALYLIUpCiCqAZ1vO5wFsEUJsCblOseGlttXaMX5VNel9fmeC9DVBEMnEz33spSpH93r8DLLvdWt7XlPajpF9Zoc02jz5zcEkLlv1yuspAIc4518F8GUA/47ak8DXAPgN1J7ybQqxLrFjqW3ZO7qhtqWbvtK2qWrq9CuME0H6miCIZOLnPrZU5drTyIBOj0/iZpB9r1vbS+Xm383JPrNFGm2e/OZgEpetum72hBBf5Zx/C8D7AdyN2jf2dAD/BuB/AXirEMLzM/ec848B+B3U4vw+I4T4ZMv5rQBuADBTP7RbCPE/umxLYCy1rdZ3ZRWg7d381rTvftsv4DfX/QKquol7P3IZcjkZkimhKknQVAbDMFHVjUCiL2kIIu6WIH1NEEQy8bqPZY2hrNd+ob7z5jX4zJf+FQefO4bxkSFMbVgNSQJ0SYKcYT+XRBQAW25Y1RazNwi+18leN6+fwMIFKu79yGWQJcAwAUWRkNdklMpoiGNoDIE+bjwoc3kaSON6I6dKuPOWNahWzSa7zKkSvWKcYeKyVc+nhEKIMwA+Uf8XCM752wBcBuCNAFQA3+ecPyGEELZkbwFwnRDin4PmHwZB1LbsaRmTMDNbxh33PtUUSPvNZ36C7/94Bn/4m6/Dpx95tivRl6QHEXcLKZsRRPpxu49lJrWJstwxOYENv/0GnHx5Di+fKWPq4QOZ93NJRNcNXPiKRQPpe53sNa8xTL/ULISxdcNqHJ8rNc3FbqItTgzSXJ4G0rjeYLKEs3PVNoGW4Ty9xJll7LYKSQJMMxJbjexrjUKIbwB4Rz3ebxy1jeXZlmRvAXAH5/x7nPO/rMcBxoquG5B0A4ppQtINzw620uouAgRXTCzHNZdd1NjoWeeCiL4kPYi4F4L0NZEchhcNYWxsONA/Irs43cdOoiw79hxCuWLg5TMVfOrhZwbGzyURWZYG1ve22mupbLTZ6vSpYttcHES0ZdDm8jSQtvVGcb7dLnfuOYTifLLrTfSOZavjI4XIbDXSnwyEEBXO+TYAHwLwdwB+ap3jnC9ETfTlw6jFA+4B8FEAm/3mv3TpwjCr65ujJ846BlQyGRguqI7nIElti+DpmaLvtH6hhbY7/e4bP/ba7zq6cdUHvxgo/eN3Xx1RTZrpV38ldZzCIqhvdfOJshTMJwLp6luqazJotVevth49cabNHvOa4iySYJo430e/RTGXt5K18ctae4Lg5F+d7NIS6vBjg1likG0jqrZH/nxYCLGVc/4JAI8D2ADgr+vHzwB4p5WOc343gM8iwGbv5MkzMIz4g20ZY44BlboBzBYrjudgmjh+vCXEkTkH5Dqm9cHY2HBX1w0Cbn0Tp1PpZK9JHb8kO95+9Fe/xilJttqKm080zGA+Man3gBNU185lxoXdXju11clWS+Wqs0iCJPnrt5Dn8lbSZGt+SFp74p7jnPyrmw9lsk8bzAhJs4048dv2buzV12ucnHPGOR/hnI9a/3xcczHn/FcAQAhRBPD3qMXvWecv4JzfYLtEAlAJVv3+oDFg0+REzZkDjXerv37oBTy273ncdt2KpnNWsGUrVmCmn7QEQRBJxckn3n79BKqGgb2Hj+DWa/35RIKImpwqtdnq+GihbS7eNDkBjfnLk+ZyolcKOdlxXVnIRRZtRQwQHX0R53wjamqcWv2QhJq6Zic3+AsAtnHO19XTX43akzuLOQC7OOf/F8ALqKl+fiFI5cPAS0FLtanL2dW5KmUd40vy2LlxXePcgpyM31r3GvzGGgMKk7Hrjy9FuaK3qXrZ8zQh4bzFuZ6DiK02TM8UASY35dHaPo1JKOtmaoKWCYJIPpWyjvOGtXM+kclQFRmGaeKm334jIJnYuXEdDNOELElQGFDVTWgaa/JH/XhTI0rCVGgkXx4O5VIV54+0z99Vw2w6llMlmIYJk7GOCp1pFATpRBLVRZ3qBCBx9eyGuWLF0S6LxVQ8A+kZr3Vs1rH2BUdPnAVjLLASsB/8/PD0IdQ+s/CdIBkLIb7COZ9ALS5PB/CYEOIRzvlXAPy5EOJpzvn7UHu9UwPwLdQ2lbHhpaDlpC5nqXMBaFLzWnXJMlx35cVNaW+7bgU+98QPMDNb8pVnRTcA3QwsterVBgBt5zZNTuCRr/2wIYlOimEEQYRBpaxDAjCkMZyYLeObz/wEl654Fe566HDD/9x+/Uo8+ex/4M2vewW+/YMX8atvenWTP9xywyosziuZ8EdhKjQ65UW+vDuGCiqOzpTa5uGxkTw23ftk49idt6xxVEd0U+jUdQMS6ouqLubyJJFEdVGnOm2enICqypjanX6l34KLXZ4/ks/8hi+J9hYXan2+9OtnusXP8+FTQTd6FkKIKSHELwkh3iCEmKofe6cQ4un6/z8mhHi9EOK1QogbhBDlbsrpFi8FLSd1OUudq/Xc5SsvbEv76UeexTWXXeQ7zyja4HRu555DuHzlhW1pCYIgwsDyc1dMLG9s9ICav7nrocO4YmI57nn0WVwxsbzNH9752YOZ8UdhKjSSLw8PN9XD+Xmj6Vi1aoY+X6eFJKqLOtVp+55DOHaqmKh6dstZF7s8OwBqnEm0t7iIYl/ghOuTPVtc3gHO+Z8AeBi2mDohxKlwqxI/umG6qh8BbueMxv9buKnNDdefrvnJs9t3+73bAM962dNSbAFBEGGgG0ZDndhNtdjrfFb8kZdvDto+t7zIlwfHsk879rndQpbc7LP7+TothGm7Udcpryltx9J4H3jZZdraEpQk2ltcxDXuXk/2TgA4DmAjgE8COFo/Zh1PPUyWGsGwFpb6EZNll3Ny2zlLba417Wz90bufPKNpg/O5WdsrAVZaYnAI+t08ggiC5ed0A47+xzrudj4r/sjLN4eVF/ny4Pidhw3TzT6zL5gRpu2GhVudSuVq27E03gdRrA/TQhLtLS7iGnfJNL0D4jnnshDCaDk22ucne8sB/LjXTy/0ErN3ulTF9Kki8poC0wQWD2vYZntvPHDMXpfPbHuN2du8fgJLhjq/F+0mVpMWPD69EIc3WQ4f9hqX5PDY2HCg7+Y9fvfVXX1nL+prHr/76kH79EJibNULVWM4XapirlTFwoKGoyfO4JGv/RtmZkuNmL1LV7wasmwCptTkn9IUs9dZ4t85xmjxsIZyxQgkJtEpZm/VJcvwR+96fS2tzT9bogeQJMA0YxU96Je9dhqXoYKKU2fKjfm7VK5ifLSAxQs1/OmnvukrZs/QzVhFQeL2OYzJeKlYwfYW210SUgxVa3v8iMEEjdmTmeR7zRKTrQIe/rVQUHHSwS6XLtQGImYvSntLMqrGcHK23LaGX+qxL+jGXv1s9p4RQryp5di/CiFeH7SwEFmOEDZ7QHdqnIzJeGmugu0PNg/OfKUKwwBME1i2dAiGDsgyfOUZRhucJnR7+xQmo2oY+On0mSZnsiiveNYhrgDSKKHNXnM5tNnrHtrseePmH5cM5wCY+PHPTjc2f1MbViOvKqgatc3PeUsKOHnyTJjtiQw/dtDkf2UZpUq1azEJNzVOSZJw+my5bSM4tjiHEy/P9030IKmbPSf73Lx+AqMLtTZ1U6cNg6GbsYtJ9GOzd7ai45ht47FstIAFKgt9sxdEnMOvGmfQH9aTsNlTNYZTZ8qOdpmWdVa3RG1vSUbLKzhdrLS1fVFBRbnkHLXYjb16xeztBbASQIFzftp2igE4HLSgpOKloGWpy9XO6ajUT1aBxg0JnAsmvfHqN2DHnkMAao9hd25cC0k3fOUZRhssB6o7nFNQ24RuuW9/0/vBtXqug5fluAWQdrqOIIjBw80/7ty4Dpvu/VaT/5nafQA7N66FYpqAbkLO2Gs7Tf4XZmOjB9j7Za0vP9o6V1X0+neQGHMUb9m5cZ2j6IHf8rKKk31uf/BQY762rwX0eh/b52uTyZnv1yrQZKuAbU0TQVl++9NtvdZ6rAqWujVLWXezy+TWOSzitLekMV8xXdoe7rh7xf+9G8Aoat/GW287XkUtfm9gSWuwfLeBoIMcOEwQRDDcg+3d/Eiy/GRURCVC4OWfB7m/3eh1HAZBTCLONkZRVhrXLGmsc1gMwj3lRlzj7pqXEOI0gNMALguxvExgBZO27sQdg+X15Hwk2AoEba03k+XaT5ghX0cQxODh5h/d/Uiy/GRUuPdLb+338s+D3N9u9DoOUY1jkoizjVGUlcY1SxrrHBaDcE+5Ede4u8q9cM4Nzrnu9i+0GsQAYzJMJqMqSTCZDMZk13NaXoHJWP1vBlVjbfkpADZPTjQUdKx3zPcePtL0d5S/SHi1yQ2NAZts9V51yTLcefMaGKYJk7F629vzbL3Oap8kmTCZDFVjjevAGGSN+eprP3UmCCLZWPc1FBkmY4AEbF7f7C82r5+AwiR8/H1rsPXGVeAXjMTiJ/uN3ecxJjX6hV8wgq03rsLH37cGEiRPP2n3r05+080/K0zCx29eg3s/chk+9Se/iq03rsLUhtWZ7m8/KHCxzwDX3+HU35HUNnyc5uG2dRCTArWxZqPe6yZ72dMzxUbZQfqzdX2m5Z1r5HRPbJqcgEu1EoHGnO0yyXUOCwXA1E2rsfXGVdi5cW3NV900GL4qpzrfazk13BdYvfpyDLVXoT8O4AiAvwKgA5gEcGGotYiQXtUq3YJ6VVXGLde8sRFQqdX//qN3BVNZC7NNS5Z4/wJSKes4b1jDzo3rAAmYPVvGlvv3u7bd6if7dbppAqaJz3zpX5v6yH6dkxKpU1/HKRZAEET4WL7o4a/9EFdd+hrc8+izGBnO46b/9Pom/6goMu597LtNvmXJsAZJNzN7/zv56a0bVuP261cCkHDXQ53npFWXLMN1V17cJDTR6jcN3cSCIQVTG94KWQIkSYJuGPjwf3+ycc2t167AV//5Bfz+lRcD6gCsHj1QcwxKRW+zTzXHoBc726KuGxgpqNi5cW1sapxh4WSTUxtWo1IxmpQQLTVAP230K+DmtRbz059aXsHxl+fbyhlbnGsTsmhas6REQZwpMhRFbrNLpsiJrncYMFVGuVjBfY99r8k2FvlQik87siy17SdUVQ49ft310YoQ4qQQ4gSAtwgh7hJCzAghTgsh7gHwtlBrESFuwb9Vl3M79xzC5SsvbPq79T6zgkm3PXAQm+59CtseOIip3Qeg6yYU06yJskRooG5tevnsfMdrK2Udkq4DZue2W/1kv45JwJb79+Pgc8dcr/v0I8/imssu6tjX9vwJgkgf1n19+coLcc+jz2J6Zg7XXHYRPvHQ003+cdvuA22+Rc/wRg9w9nnbdh9ATlUaGz3ruJufvHzlhW1CE61+s4qa8NbGXftw8yf24ciLs21CMPc8+iwuX3khtpPPxdy8gW0t8/e23QcwN+/fFnXdqIm5xDDfh4mTTR47VWxs9KxjO/Ycqim9+mijm4Cb07rJbQ3gpz/nK6ZjOfMV5x+5rTVLLU898RumMOwyrcxXTEfbcBvbLBHXuPt5j24B55xbf3DO3wAgF2otIsQr8NO/0Epzp3vlGQdu5VeqASYrl6BQJ5EZP2W3Xmf93amv4+ozgiDCx7qvhwtq4/62/7+FH9+SNdx8HpPhe05y60t73/m9xjqe9X7vhJcgQtZxssm8pvQ0N/vtz17XAFkft6y3zwtqe/Rt97PZ2wLgAOf8G5zzJwH8E4APhVqLCLECP+1YgZ9u59qFVpq7ySvPOHArX1X8x8BZQaGteTiKzPgou/U66+9OfR1XnxEEET7WfT1brDTub/v/W/jxLVnDzefpBnzPSW59ae87v9dYx7Pe751wm/ta5/ks4mSTpXK1p7nZb3/2ugbI+rhlvX1eUNujb3vH3IQQfw+AA/g0gE8B4EKI/xNqLSLEK/jX6dymFqEVp6Defgdou5W/eIH/B65uAcydRGb89Nlt163AY/ue79jXaQpqJwiiHeu+3nv4CG69dgXGR4bw2L7ncdt1KwL7lqzh5iu/fuiFRl9Zx9385N7DR5zFVzzKcbrm1mtXYO/hIwPR750YysmOc99QLvsLSyebXDZacBSc82snfsVQel0D5FTJsZywhSz6xSDbZdbH1ou4xl0yTedH6Jzz/yyE+Dzn/E+dzgshPhlqTYKxHMCPT548A8PHKwCMybX3wh2Cf1WNoayjEcSb12SUygZ0w4CmMhiGiapeE13JqTLmK6bjubgDtJ3aNDq6AMePz/rOQ8srjfaca7vu2E/2tJrKYBomKvW2D+UY5uaNc/nkZJydq7bl4TUOUWN9cN7heBzeZDl82KtbHcNmbGwYV33wi77TP3731YHSx3XN43dfHUt/tRLXODmUmxhbtWPd15IkofZtdBOaIsOov5YoSxIkGTANAJIJmJKrWEK/+rYbvOpq9YlhmJBlud5uNM0hTJZb+qW2IJaZ1DQn5VQJ8xWj/gV1CYZZ61PGasrcRj2dzIBypeaTNSahrJswjJoAAGMS9PoHw2P0uX2x19ZxcZp3cjmGs7Y5a0FORtH25DlphHlftK55NAZIstRklzlVahM98aJ1LeF2vTUWkCTANBv26HdtkBtSG+sza81SLes9rytislWgg38tFNRU2WWYDBVUFG1tL+RkzA1I24OOezf26vWjykX1/77B4VyqXvrXdQMS6o3VTVhLDMZknJwtO6pDKbKEmdl5T1U0u+JU3KG/bm3yC2MyTrw879h2qbZia+TppYIFAMdmSq4KWfZ69VpngiCSh3VfA2jc30bZqPuNZpW+W69dgcef/BHec+XFmVXidVMdXDqstfncViXjqQ2rUSk6KyPa56pVlyzDtb/GcddDhx1VOit6bSwYAOjA0tHaZmHQfK7TWNx5yxqc8pizsozTmmdqw2qUK0abXTqpkLvl6baWaL2/LV9hbV51eKt02q9nTMbxl0pN6TZPTkBV5YYgkVfZSSc3pOKog12OL8ljfi7bmx4tr+DFAb0n4xp3LzXOrfX/PQjgz4QQ623/bgitBn0kiFKnkyqak+JUWgiijumlghVUIYsgiMHAyTdYqpBZVuJ1861lvbMCsrsyYvt8ZG307Omy2qfd4jQW1ergzlluapxOdul3bdOr0rbf653Sbd9zCMdOFTNxH5TKhqNdlsrp2rR2wyCvI+Madz8vhb4ZwLN1gZY/5py/MtQa9JEgSp3uqmjpvBGDKGN5qQUNsooSQRDueCn+ZlkV0t23dlZAdldGNHzOR9ns025xGgtZclNDzf6cFUyN019/9K6y6e96t3R5TWk7lsb7YJDXUtT2BKhxCiE2CCFeCeDPAJwP4CnO+f5Qa9Engih1uquipTN4Nogylpda0CCrKBEE4Y6X4m+WVSHdfWtnBWR3ZUTZ53yUzT7tFqexMEw3NdTsz1nB1Dj99UfvKpv+rndLVypX246l8T4Y5LUUtT36trsKtFhwznMALgVwZf3fYgD/KIS4qVPmnPOPAfgd1GL8PtMq6sI5/xUADwBYBOCbAG4WQvh5Ar8cHUQE7AG/mirD0IGq0Sym4vWuOACcreg4dqqIvKbANIHFwxq2tbwbvmiBCrMeWO/nHfEgYjFWYH6ntAqTwWQJVcMETLNNBMBJDMGp7VM3rUZeVeqiMzJymoxiqYqhnILTxTKm631RKlexbLSAfE6BymSceNn9XWs/4+CHXvMhgZbmckigpXtIoKVGqy+zREF0w0ROZdANE5WqgZ+dOINHvvZvmJktNWL2fv/Ki7HEIa4mTQItS5cuxImXinWtCanJb58uVnDsVBFLlwxhSFMgy4AEqdEfT333Z1j7yz+HnxtbCNMA5uYrmJvX8XNjBRRLVRw7VcSS4TwWDqmozfm1/Lfct98zZu+8xbkm318TcTExumgIp07P+RKxCEtIKwkCLYzJmDdNVKsmZKm20SsMMZydqzbNZ+OjBSxZoLkKlPWbTveF25g53aNzVaOpP3I5GWfOVrD9Qds6aP0EzluUc1x/OOapG6hWzuWpqBJykNr6z0mgBQBemmsuf/P6CYwu1Br+xCpntn5vNNYhSwuAiZ5j9pIg0JIbUnF2vto0NooiYUFOGYiYvXnDgFEFTNOEJEmQFSAnywMRs1eq6jB0W9sZkFeY67iHLdBi8RKAUwA+CeD3hBD/5idjzvnbAFwG4I0AVADf55w/IYQQtmSfB3CjEOIA5/wzADYAuC9IA5ywb2RGhvP4w998HT79yLOOzmCkoGLnxrVtDk3VGMpFA/c99r2m63ZuXIuqbkKSgM986V8bgfV+HIzX5lJmEk7MnhMzcBKEcUtrfe7gc0/8ADOzpbagf6dg69a251SGmdl5TP31t5o2bU9//0UUSxW87U2vbuqLP/39N+PTj3wHM7Ml3HnLGux8/7raRGBT4goyDmGNJ0EQ0dPqy+z+yu0eLQypOFss49ffuhyqmu5fbBmTceTF0/ibr/4AV136GtzzaHNbNU3GV//5BVx16WvwN082p3Hy7dYm+Pd+7bWoVs0mX2udu+7Ki3H3bb+K4nwVum7CNA1MbXgrGJOgMhmaIrUJad1+/Ur84Mcn8Uu/cJ7jXOK0GPcjlpEWZCbh7Gylqe133rIGlUrz3D61YTVOvFxq3vCkpN1egkB+xFhq96aCW655Y2MTVcgrOHl6vq0/nPLcdes6nC1W237wXbAkD33O6FjPsSV5KBW9qXxFkTFXPffjhjVu5Ur7muy8xTnHNVzakCXg7Fx7Pw7ns/+xFEWWcPzlSlvbzx/Jo9zvykUMk4DTZ9rbvmCEdb44AH5m3BsAfB3ARgCf5pz/Cef8kk4XCSG+AeAd9Sd146htLM9a5znnFwIYEkIcqB/aA+B3g1XfGXsg7zWXXdRYdADtAby6bkDSDSimCUk3Gk7CKZh+Rz1o8siLs9hy/34cfO6YY55+6tV6XVlHU5CmkyCMW9rpmTl8+pFncc1lFzkG/bsFW9vbXtVNxyDtt7/51bhiYnnbuU/+7bcb5W25b3/tVzrThKTrjV9igoxDWONJEET0eAlYud2jL/zsND7w376JbQ8cxNTuA6m+Z6sA7vzsQVy+8sLGJg4419ZjJ4uNc61pnHy7le70mTLu/ptvO57buecQyhUDH71/Pzbu2of3/9d/wsZd+/DR+/fDNJ1FDu566DAmLjnfdS5xalcvYhtJw2murFbb57pjp4qNjY11LC3tDiII5CTGsmPPIfx0+gy2PXAQm+59CtseOIifTp9x7A+nPPVqex87CUy41bNUNrBt94Gm8rftPoBq1ew4bjvqIh5Oa7i0UZx3FuoozqezPUE469L2s9T20Oj4k4EQ4mEADwMA5/xdAO4CcDfqqs4drq1wzrcB+BCAvwPwU9vpnwNw1Pb3UQCv8l1z1F6jcWJ65pw6k1sgOyQJY2PDrnkfPXHW8Tomd5+nvV6t1+m6P0EYp7TWOSvQ3/7/1t+6aeJ8z/aecczTNE0w2Tmg3V6eU9vDGIcw8+l0Pmrc7NVOv+uYNvrVX1kfp0622urL7Pel2z3a6pPc7tk09K3Vfre25jUFeQ2OaTr1j9u56Zk5dzELs/adPjcf7tdnes1RSR6XVnu16uo0jzsJtLiJlCSp3W71cBsz3WHc3drZKnLiKtrikKe7wETzmsO1ni7Xt4bduQrrdFjbJBEn/+q2BmvtxyxCbY++7R03e5zzdwD4jfo/DcD/Ru1pny+EEFs5558A8Dhqr2n+df2UjObv9UkAAm1lXeNKWC3gcXpmrhHIbu/M8ZEhwDQ7vAPPHK/TDXSdp71erddZwcfWOa8yWtNa56xA/9ag//GRITBJ6qq9kiRBN8yO5Tm2PYRxCCsfj5g977JDJEkxe1lhwGL2YiurY8xeiy+z35du92irT3K6Z1MTs1dvv1tyj5fQAAAgAElEQVRbS+UqKlXTMY1X/6iKu2+3hCeczjNJAiS4+nDfPtNjjgo6Lv2y1+aYvfZ5zRJosR+zRErCaHcUeN4XLmPGHMbdrZ2tIidu6ZzytAQm2tLKLWsOt3q6XN/qfpzGzc/axg9xz4lO/tVtDdbWjxmE2h6s7d3Yq5/XOD8J4DSA9wghuBDiz2yvXrrCOb+4LsACIUQRwN+jFr9n8R+oqXtavALAz3zX3AMFwB2TExgfGcJj+57HbdetaKjdWO95d9rlagy1Dxvarts0OYGvH3qh6zzt9Wq9rrW8vYePtJXvltaK2Xts3/ONeu49fKSp3lqH57A5VXJs7z99+yf4+qEXPMtza3sY4xBmPgRBhEOrL7P7K6d7tNUnpf2eVQBsuWEV9h4+gluvbfdHy0YLjXOtaZx8u5Vu0UINH3jPmxzPbZqcQF6THf20xpznhduvX4lDzx11nUuc2uU2R6URpz5RlPa5bny0gM3r09lutzHTWPvxZaMFx7TLRgu++sMpT6Y4r5XyWvPy0q2ebjatKFLHcfOztkkLhZxzPxRy6Y5v9sMCl7YvoLaHRkc1zm7hnL8TwDYA61B7gvdlAJ8VQjxiS/OvAN4nhHiKc/7XAJ4XQvxXH9kvRwA1TksZzlKZdFKndMJLHbNbZUkvpTMtrzQpqQ3lZMzNG46qmq1qnLIsoVw1wCSp6TpLqXO+orcp5imyDJkB5UqtDXmNoVSul8dk5NSaGieTZeQ1uXGuNU+/ym6tfWavSy/5kBpnMEiNszdIjbOGHzVOy+fWfFJnpcMkPNnzq0ZpqXEqTEZVr/ltTWUw7HONJqNcNmrvrZiAYZqQJQkKA6r6ub8hmZDMmgqbbpiAKTWdgyk1/P8531+rn6W4qaAmSOJ0rlWN08v3ZkmNE2ifxzUGyOzcfGbNb9WyHkq7o6BbNc6hgoqibQ1RyMnQDbNpnZFTJUiS5Ls/nMrScqytnLliu5Kgkxqnrhtta5+cKkGvGG3lnLPvYGs5H/3bdzVOACgUVJydP6eAuiAno+jQj1nkXNtrY0ttd297VGqcXSGE+ArnfALAswB0AI8JIR7hnH8FwJ8LIZ4G8F4AuznniwA8A+CesMrXdQMSgByTMTM735W6WKWsQ0K9k3QdZR2Nv426g6mdM+HX3Vj1ar2OMRknXj5XTy81Tl03GnXLMRkzZ5vVsSw1zpdmy02qeE552lU8rfwVWcLM2TI2OZQtmSZQ1aH7bLu9vfY+Y5DaVL28xsUtnyB9TxBEeLT6skrdP3r5XMk0E33PBlGjlOsLUKutTiqkrcrIt1+/Eo/+o2hXca7W8jbqfQi0B8VX6p1WKetQmIzZknM9Jd2oj8m5/BRFbhzv5Hvd5qi00jqPG5BxcrbUoe/S1W6nMcsXVLw40/5ZpJFFGjbde051e2rDalQqBrb77I/WsmSNOZbTqgBuv9bavFpny6Vq21oLQFubdB1N6SppGqQOMCbjxRlnu0zKjw5RUSioOOpgQ+eP5DO/4VM15th2p/unFyJ9RiqEmBJC/JIQ4g1CiKn6sXfWN3oQQnxXCDEhhLhYCPH7Qoj5sOuQFnUxL3U7wL3eTu2z1DhbVfGc8rSreFr5x9FnaRkXgiCCkeZ7O2jdOykFtyoj3/XQ4aa/u+2XXvo4zeMTBoPS/jkXlT+9iqZjx04VGxs961iQ/nBSPHVTACfcGRS7dGKQ1Tjjun8y/0Ksq3pZh1eU4qa1nm6Kba31dmvfcEHtSgVON8xY+iwt40IQRDDSfG8Hrbs9vV8V0jal5C76pZc+TvP4hMGgtN9dJbN5Ae2qvOmzP/yWQ3gzKHbpxCDbUFxtd93scc7/hXP+Pbd/odYiQiz1MjuW0k2SaK2npb5mx6nebu2bLVba8nDL066qyWQplj5Ly7gQBBGMNN/bQetuT9/Jv7r93U2/9NLHaR6fMBiU9lsql3Zq7Wxe9lnKm+3p/PWH33IIbwbFLp0YZBuKq+2uAi2c87d5XVj/aHq/WI4AIgJ+YzD6CWMyzlZ0HDtVRF5TYJrAeSN5/HT6DPKaAlkGRhfVpKDllmBpp/YVhlTIElD2yFNVZCxdksd82YBhmFAUCZpSC+CePeveZ2EE8DvVe2rDauRVpaPwSjflk0BLczkk0NI9JNDiTS8+t98CLX7qbvkfxmQYholK1cDPTpzBU9/9Gd7xlld7xuxtmpxAuVLFwiEVmqrUv2MqQ5JMmCZ8i1AwJmPeNFGtmpClmiy9okjISZKnmIwlzFWqVDG1+4Dn+PTq55Mi0NJKWtYEdroRaFFzDDNnypiuz/+lchXjowUML1Dxo5+83Dj2yvGFqOoGjp08l27ZaAELVOarP1SN4XSp2lbO4oLaELRrF1ixhIJqtu1UfwC+7C+M9UgSBFrSaJdhUSioOOlgq0sXagMRs8eUZjHGoZwMvWq4xuyFKtBi38xxzkcBLEAtNpYB+MWgBfULXTcwUlCxc+PaRKps2alUDNz32PeaFgpf/ecXGkIrm+97ytEJWO2DJEECMFeuYst9T2FkOI/1V13SyNMSaLGXYRdo2TQ5gX945if4wjf+H1Zdsgx33rwGEiTIMjpuLoM6pNZx0VQZL8+WMbX7Wx0XIIPqEAkiDaTJ57bSqe6W/3n4az/EVZe+Bvc8+myTH1q6OI+73r+uocYJ2cSvv3U5fufy12JRQYNuGPjmM0dx6YpXYdsD5/z5rdeuwONP/gjX/+YvoVw02gS3WoP1ZSbh7GylLah/aFiD3rI+YEzGkRdP487PHmyk3Tw5gV1/vK6hxNw6Pln2s2m2TyfcxmpMY6hUm9cUm9dP4Eyx0nRs6qbVKJeb090xOYHhvNJmS04YuolqSzlTN63GyZfnm0RfNq+fgKLI2Gb7kWHT5ATGFueaxOk6icZk1U5b13J2tdKsYwJttnrH+glk/wVWQFVkV3GaWAVaOOcfA3AMwP8DIAD8O2rf3ksNum7UVKVME1JdbSxpVIG2IGk3oZXWwF2rfeMjBZgmGs70mssuwif/9tu+BVp27jmEKyaWAwAOPncMW+7fD1lGU5+FGURsHxddN30FiQ9yEDNBpIU0+Fw3vOpu+Z/LV17Y2OgB5/xQuaIDVR2KaQIwsekvn8K2Bw7iw/c8iSMvzmJq9wFcMbEcdz10uOnaex59FpevvBDHThUdBbda5/wgQf1VoLHRs9Ju33Oo9rkGl/HJup9Ns3224jZWpbKBHQ82H9/+4CEcO1lsFmg52W5zOwIIRFQBbG8p59jJdtGX7Q8ewvSpYpvNzlfMtvL9isZkzU7ta7m022UQivPttrrjwUMoDoBAS1ziNH5eCv1DABcA+F8ALgIwCeC5UGtBBBJasc45Be7agz27EWhhcvM5v4IwvQYR+813kIOYCYLoL5b/8eOT3US3mAxXP+wultE88QcJ6u/GZ5KfTQ/uY+VsI3mt+YUuvzYXpHy3PFvLdqunX9EYstNsQAItfRRosZcrhDgK4AcAflkI8T8BvCHUWhCBhFasc06Bu/Zgz24EWuw/JAURhOk1iNhvvoMcxEwQRH+x/I8fn+wmuqUbcPXD7mIZzVN1kKD+bnwm+dn04D5WzjZSKjc/9/Jrc0HKd8uztWy3evoVjSE7zQYk0BJ92/3kVuGcvwa1Vzgv5ZwrAPKh1oKAAuCOyYnGoFvv7e49fASP7Xset123ouncHZMTjgGXGgM21fNpvW7v4SONc1Y+t123Ao/te75R3tcPveBZhlM93erSa/vjLJ8gCKITlv/Ze/gIbr3W2ye3+qq9h4/g9utX4uuHXsDt169suvbWa1dg7+EjWDZacJwHtJYvrNv9vFc6qx5bblgVyGeSn00PbmOV1+Q2G7ljcgLLlhaajvm1uSDlLxstYHPLsc3rJzA+WmgrJ6dKvq6n9UB2KeTabXXT5AQKuexv9ha4tH1ByG13VeO04Jz/FoAPAHgXgO8AWAjgy0KIDaHWJBjL0aNiXJR0qw6laqxJhS2vySiVawo9hbxSU7bSz6n1lOpP5KzyrKDenCpjvmJCNwxoKoNhmHXBAKnpnMJkyLKEckW3lafHon7VS7+RGmdvkBpnb5AaZ3T0W43Ti1b/rKoyKhUDhmlClqQmRc1W5U7DAGRZAmOArgMKk1DVzca1kEzArKkTtiqzFXIyivPtfrm1Pk6qnRZ2NU6/PjOrapxponVudxsDN1vIDamNNYQ1xxu60ZYWQNsxQzd9j79T+TKT3cs2TTCJ1Dg96pMZG/ZLoaDirM3vLcjJmVfitAja9lDVOC2EEF8G8GUA4Jz/Mmpxe6n5zl7cdKsOxZiMk7Nlx+vyeQXTL7Wr9YwvyaNa1l3Lk0wTRv21CQUAg9SmemVX47RfB92EW3y2rhuQ6nl6pQuK33yjKp8gCMIJVWM4MVtu88HffOYnePPrXtGmymn5e8tXMQDQAUOvSVrXNnwyZuZaPj9z02qUZ9vVOO2fb7Dyr5R1mx/UUfFwhLIs1QRJAN8+k/xsf/G7lnBbOywd1nD8pVLT8c2TE1BV2fGzG+fsQ4cB/+sYp/Ithc9WOx5bnINUruL8+mbGslk3W6P1wGCQL6iOipTLRvKNhxpZJTfk3PbxJXnMz4XXdj9qnAs557s4598F8C0A7waghVaDjNGtOpTXdaWys1pPqWwEKs8prV2NM80qVgRBEFHhpn55xcRyR1VOP37UyR87KSNaqsxB8yfSjd+53S1dWW8/vn3PIRxrUcTsVeUyiB3PV5L3JhbRf+ZcFCnnBkCN02t9HyZ+Xgp9AMArUXuV8yMAXgfgnlBrkSG6VYfyus5LrSdIeV6Kn37rSRAEMWi4+WA3ZU0/fjSIiqHlo4PkT6Sb3hWq/alx9qpyGcSOB0FdkQgOqXEmQ41zhRDivUKIfUKIrwN4D4BfDbUWGaJbdSiv67zUeoKU56X46beeBEEQg4abD3ZT1vTjR4OoGM7aXmUiPz0Y9K5Q7U+Ns1eVyyB2PAjqikRwSI0zGWqcRznn59n+XgDgRKi1yBBB1aEYk2EyGZDar9s8OQHGJGiq5KjWk9dkx/KmNqyGBAlVSYLJZLD6x/Oc0trVONOiYmX1WWv7CIIguqGTT7GrX/ILRrD1xlX42PvWYL5SxQfe86Y2f68xqaOPclQxXOqsjLj38JGm/BUfdQ4b8rvxogCY2rAaW29chZ0b12LrjaswtWG1oyLlnbeswb0fuQz3/9lluPcjl+HOW9ZAY85rileOL/SVp991TBA7zqk9fqKJbDCTDOVkR3sbGgA1zrzm3Pa8Fr8a5/9E7Une36H2evbVAI6hLtIihLg11Br5YzkyoMbZGoC96pJl+KN3vR4SJDBZQqlSxdTuAxgZzuPW634FEiTIEmCYgKJKyEGqqXPaFLuYDLw8W8Z2l8Bqe90UWYbMgHLFCFVVM0q6FcAhNc7mckiNs3tIjTM6+tG3fn2KqjHokPDSbLPI1dSG1chrCnTdhCwDGpNcxbacxC1a5wpmU0x2U0kGEMgP9tqv3fhdUuPsDcZkvFSsNM3lmycnsMTBLp3Eg84b1toUNTUm4VTL+sApT6t8vyqXfuw4p0ool2pPFbsZo27nfj+QGmd/0fIKXi5WMH2qiLym1J4MjxawuKA2bCarqBrDbKmKY7a2LxstYDivuKord2OvfraO/w7gswBmAcwBeATA/wVwsv6PaEHXjZqylWlCqiuyOdEa2HzwuWPYcv9+yDJgwmwoZl1z2UXYtvsANu7ah5s/sQ8bd+3Dlnv3N4KlrfLGRwrQdbPhyIH2wGp73aDrMMp6x3omiW4FcAiCIJzw61MqZR26brSlndp9AKZpgpk131rWTd8+ymmuKJeqkHTLL+uYn6u0pYnbD5LfjZ8q0DaXb3foczfxoLLebl9lh/WBU56A/3WMW9pWO+510U42mF3mKya27T6AbQ8cxKZ7n8K2Bw5i2+4DAyHoU9aBqZa2T+0+AJd9Xtf4+fTCNs75EIBfBPAcgLwQohhuNQaTTkHQ1rnhguqarnUAvfJMwyuanch6+4hoGV40hHzOv6WU5quYPT3XOSGRWoL4FD9p4/BRcftB8rvx47fPvQQesrQ+SHPdCW+C2HDWiKvtHfPinK8C8AXUflhZA+C7nPOrhBD7Q6zHQGIFNtsH2h4EbZ2bLVbc0+mm/zz19P9KkvX2EdGSzymBXxUdnJdpBpMgPsVP2jh8VNx+kPxu/Pjtc0vgoT2dXPugYxd5JpE0153wJogNZ4242u7nNc6/AHAFgJNCiP8A8AcAPu0nc875Vs75c/V/u1zOH+Gcf6f+7/2Bah8zXsHB3QQOKwA2twZQr58AJIAxqRGcPbIoh4/dtAarLlnWSBckWNqeVtUYTMbq9WRQNdZz2+MkqAAOQRCDix+/5denMCaDMQl3rG8XvVBc8rPEXD7+vjW1WOyW8u31U/KKb9/sVmc/wjDdQH43ftz6PKfKTXaS12RHATeNtdu/xqSe7cbpngp6bHqmGNg+yQazS06VsLVFjGjrhtU9C/qkAY3Bse0+l+a+8XOfFIQQ3+ecAwCEEF/hnG/vdBHn/AoAVwJYAcAE8FXO+buFEF+wJXsLgOuEEP8cvOrx4hUcDAQLlrejqjJuueaNjcDMqmFg1+e+jSXDGt5z5cW477HvNeV507vfAJhwDZbWdQMjBRU7N65tC6z2CuR2CwTt1Pa44/y82kcQBGHh12/58SlWXg9/7Yf43Ste2+SzVbV5wWrlt+uP1+ElD6EWe/3e+Ivn4Z1rfx53PXTYl292qrOXMEyvkN+NH3ufQ5IA00ROlXH85fm2OXx8SR47N65riKFoDDB009H+lw5rvu3GSbSlNc+pDatRqRhNoi9OxzZPTkBV5YYWQdB1BNlgdpEkCZWK0bbelaTsb/ZkJju2XV4gA4j3yV6Fcz6C2oYN3Nr1deYogA8KIcpCiAqAHwC4oCXNWwDcwTn/Huf8Lznneb8Vjxuv4OBuA4eraA/M/MRDT+Oayy7C5SsvdMwTJroKlga8A7m7bXs/CBI4TmSXckXH2NhwoH/E4BDEb3XyKVZel6+8ELs+93RbMH1rnrpuQO8g1GKv37vfflFjo2el7eSbncQ3ovTT5Hfjxy6+JukG5ium4xxeKhtNYiiVsu5q/2Xd7NpunPI8dqrYJvridGz7nkM4dqrYk32SDWaTUrld+GpH3a6zTlxt9/Nk704A3wDwCs75w6g9rbup00VCiOes/+ecXwTg9wCstR1bCOBZAB9GTfFzD4CPAtjst/JLly70m7RnpmfOOalzx+Zqv7hZ/+9wzmuB6ZbncP2X2G7y9Dp39MRZ50BQ08T5XdSzU12SRr/r6sde+13HNKGprKvPOwTFaUyyPk5x+tZWwurbMP2WlZebWJZTnp3Kt59nsrO/7+Sb/ZYHZNtmW+01i20dGxsONIf7tf8g94lT2rym+Do2PTOHvKa0HUvbOiIMaC3QzNETZ1zFd/z6v7QSV9v9qHF+mXP+QwC/BoAB+JgQ4gd+C+CcXwLgCQAfFkI8b8v3DIB32tLdjdonHnxv9mL9FhRzDqJE/TuFbuc8v5XikudssdJVnp2+zcIYcw4ElaSu6tmxfQnC4zt7sdUhKd/WGaRJJAxax6SP39mLraxMfGcvTL9Vz8tNLMsxz07l287rhrO/7+ibfZYHtNtx1PTLXrP4jTKrTYHmcL/2H+Q+cUhbKld9HRsfGUKp3PwcLynriLjnxKSsBZKCq13LAfxfSumm7d3Yq9/oWEMIcR+AFwD8Dud8sZ+LOOdrAewFcLsQ4qGWcxdwzm+wHZIAVHzWJ3a8goO7DRx2uu6261bgsX3PY+/hI21B170GI2sMroHcQetJgdEEQSSZMP2Wldfew0dw67UrfOXZqXz7+S/80/O4/fqVgX1zVO0lkkmQOdyvPQSxG6e0y0YLbUJzTsc2T05g2WiB7JNow01kKK/1RwgwTuJqu2Sa3r/ecs7/qv6//w21jdv/AbBICHFNh+teDeAZANcKIfY5nB9DLY5vJWqbyAcA/LsQYqePei8H8OO4f31WNVb7UKktCNoKnmdMRhUIHDis5RXMV8xGnjlNRrFUbQROl3XTd55+fg3yaoMX3bYvKXg82YsjAng5fNhrnE/2gn5+oJvXJaO+Jq4yEvRkLzG2GhVh962b3/Ljz6w0hmFClmVIkgnTlMBYXRFbAmCanr6wUzn28/kcQ8U2F/j1zX7K64fN9stes/RU5Nx8bYmpAJIsNa8ZVMn1g+V+5+0g87tTWgCBjlmCM0lZR8Rkq0DC1gJJolBQcXbeaNj1gpyMYjGxz39CJTekolQ2GvdKXpMxP+fe9m7s1c+PKm8GMAHgdgAPCSE2cc6f9nHdhwDkAXzSpulyP4B3AfhzIcTTnPP3AXgcgAbgWwDuDlj/2GBM9lSs0nUDEuodqpu+NHRUjTkqa1kKbBUdgfPsRKWs2/KsleGHbtpHEATRT5z8lh+VTqc0t167Ao8/+SO858qLMVJQMTqyAMePz3r6wk5+036+Wqp25ZuDlEekByf17DsmJ6AFULT0aw9B7MYtbZBj1maG7JMAag89js6U2tbCY4tzrj9kZIn5uQokAOfX74v5ufDvDD/PCWUhhIFazJ71hK7Q6SIhxG1CiGEhxK/Y/t0vhHinEOLpeprHhBCvF0K8VghxgxCi3H1ToiUKRcpu1TEJgiCI7vDjy53S3PPosw2V5OwvP4h+47Q+2BGCoiVBJA03ldn5Svxvl2QVP5u9f+ecfwXALwD4J8753wD4brTVSh66Yboq5nSfp+GSZ/9fayAIgsgifny5WxpLjbMXv08QfnBbHzgpWpI9EmmG1sLR42eztx7A3wJ4W/17eU8C+KNIa5VAmCw1AigtLMWc7vOUXfLMflAqQRBEP/Djy93SWGqcvfh9gvCD2/rASdGS7JFIM7QWjh4/n144C+Dztr/vj7RGMdCN2IilQmW92rPqkmX4o3e9vha8z+SuAo0tZa3W95Q1hq7iNfyQdqEVgiCSSVp8iwJgasNqHDtVRF5TUCpXsWy0UKuvLY3d39tj9jZPToAxCdMzRcDF96elL4hzJG3MNAZs3bAa0y12Cpz7TIdd0dJpydCtIBvRHywb9PItWSSnSrjzljWoVk3IEmCYgKJINfEhMtdQGDjVWz/B+U7ouoGRgoqdG9cCEjB7toIt9+8PlEcrhm5iwZCCqQ1vbTJwQ4/mlYxu204QBOFF2nxLpWLgvse+16jr5skJQD2nX2/394YByLIESCbe99tvRKlSxUf++7cCibskuS+IZI6ZoZuoVlvsdP0ERhdq2LlxbcdNqZPAi10AjkgWSbTBODk7V22z1UKQb88QngzcM9JehFZ03YCkG4AZjlhLFcCW+/Zj4659uPkT+7Bx1z5suW9/ZMHWUYjMEP1leNEQxsaGA/0jiLBJk2+pAtjeUtftDnW1/D0zDUi6DqlqwITZUEK0rvUj7pLUviBqJHHMqgC2P9hipw8eQlk3IekGFLP2X7eNAAnApYsk2mBckEBL9Azckz2v4Hy/nRFGHmHmk9TyiOjJ55SuvjVHEGGSJt/SS139XJumviBqJHHMeq2Tl+gF2WHySKINxgXZavQM3JO9MIRWwhJriUL0JUnlEQQxGKTJt/RS117EXZLYF0SNJI5Zr3Ui0Yt0kUQbjAuy1egZuJ60Au8tw7IHOMeZR5j5JLU8giAGgzT5ll7q6ufaNPUFUSOJY9ZrnSwBOPv1lgAckTySaINxkVMlR1vNqdnf6MbFINhRE/bA+25Vt8LII8x8LMWtoyfOgjHWpLhlVxgzASwd9hfcTRAE4ZewfFkc9FJXXTfqPnRd49pWhUM3cZeqCShMdi0naWqQg0QS7bfJ1kwTTGq3NS8qZR3nNWzVW42TVDv7T7MIoASYZt9tMC7KpSqWjeSbbHUoJ6NUrPS7arEQhwrrwG32gHrgPeqN101HyeI48ggjHy/FLUM3XdWdJNPsqd4EQRB2wvKJcdBtXRmTcXK23FExT9cNKEzGTMmfut6gK/ElgaTZr19b86JS1m1t0h0/6USqncnBssGxsWEcPz7bdxuMC1VjODZTGkgbjMv3D9xrnFnDS3FrkNWdCIIgwiaIT40qLTEYxGUTpNpJ9JtBtsG47nPa7KUcLxUjL3UngiAIIhhBfGpUaYnBIC6b8FpDEEQcDLINxnWf02Yv5XipGA2yuhNBEETYBPGpUaUlBoO4bIKUEIl+M8g2GNd9nv2ezDheiluDrO5EEAQRNkF8alRpicEgLpsg1U6i3wyyDcZ1n9NcknKaFLccFLuSpjBGEASRVoIo5gVReEyiGiTRX+JSZwyi2kkQUdBpHZtl4rrP6cleBqiUdUi6jvOXLoCk620y4JJuQDFNSLpBiweCIIgesHzq+Eiho08N4n/JVxOtBLG1XrDWEDXb0wdikU0kC691bNaJ4z6nJ3sEkRDKFR1jY8P9rgZBEARBEASREWizRxAJQVMZrvrgFwNd8/jdV0dUG4IgCIIgCCLtRLrZ45xvBfB79T+fEEJ8pOX8rwB4AMAiAN8EcLMQIhWfFrK+eE/xFQRBEOmG/DmRRCy7nJ4pAkwmuyQyC9l6tES22eOcXwHgSgArAJgAvso5f7cQ4gu2ZJ8HcKMQ4gDn/DMANgC4L6o6hUVcX7wnCIIgooX8OZFEyC6JQYFsPXqiFGg5CuCDQoiyEKIC4AcALrBOcs4vBDAkhDhQP7QHwO9GWJ/QiOuL9wRBEES0kD8nkgjZJTEokK1HT2RP9oQQz1n/zzm/CLXXOdfakvwcahtCi6MAXhWkjKVLF/ZSxa6Znik6fvEektR3gY1+l59k+t03/bJXojec7KbfthQ1/bTVuPu2F3+eJjtIU12D0mqvWWhrktcZYZCFNnSLH/86SP2TdVsPQlTtjVyghXN+CYAnAHxYCPG87ZSM2uudFhKAQM9rT548A8MwOycMGyZjfGSoyTjHR4YA0+atudsAACAASURBVMTx47Px16fO2NhwX8tPMm59E6cj6WSvg+bU0kKr3fTrPkuSrUZFX/q2S3+eJn/bj7r2y17TNC6eJHSdEQZJG6O4514/a4Ek9U/kZNjWg+B33Lux10i/s8c5XwtgL4DbhRAPtZz+DwDn2/5+BYCfRVmfsIjri/cEQRBEtJA/J5II2SUxKJCtR0+UAi2vBvC/AVwrhNjXel4IcYRzXuKcrxVCPAXgDwD8Q1T1CRP7F+9JvY0gsovbtw+9flmbL+vIaSxQOaX5KmZPz3VOSIQO+XMiidjtEpIEmCbZJZFJyNajJ8qN84cA5AF8knNuHbsfwLsA/LkQ4mkA7wWwm3O+CMAzAO6JsD6housGJNQ7UDeh97k+BEGET7ffPuzmmsF5WSV5kD8nkohll9brXWSXRFYhW4+WKAVabgNwm8Op+21pvgtgIqo6EARBEARBEARBDCqRxuwRBEEQBEEQBEEQ/YE2ewRBEARBEARBEBmENnsEQRAEQRAEQRAZJK3KpgwAZFnqdz0SB/WJOy59sxy1z4BUIyya7JXoiA/7WI4BsNU03SdUV0+Wo0/2mqZx8UvW2pSw9ixH9LYKBPCvCeufWKG2d2Q5AtqrZJp9+Ch576wD8GS/K0Fkhp8H8EKE+ZO9EmFBtkqkCbJXIi1EbasA2SsRHoHsNa2bvRyAlQCOAqTQSvRM1L/okb0SYUG2SqQJslciLcTxZI/slQiLgXiyRxAEQRAEQRAEQXhAAi0EQRAEQRAEQRAZhDZ7BEEQBEEQBEEQGYQ2ewRBEARBEARBEBmENnsEQRAEQRAEQRAZhDZ7BEEQBEEQBEEQGYQ2ewRBEARBEARBEBmENnsEQRAEQRAEQRAZhDZ7BEEQBEEQBEEQGYQ2ewRBEARBEARBEBmENnsEQRAEQRAEQRAZhDZ7BEEQBEEQBEEQGYQ2ewRBEARBEARBEBmENnsEQRAEQRAEQRAZhDZ7BEEQBEEQBEEQGYQ2ewRBEARBEARBEBmENnsEQRAEQRAEQRAZhDZ7BEEQBEEQBEEQGYQ2ewRBEARBEARBEBmENnsEQRAEQRAEQRAZJK2bPQXA8vp/CSLpkL0SaYFslUgTZK9EmiB7JfpCWg3uVQB+fPLkGRiG2e+6JIaRkQJmZor9rkYiceubsbFhKYbifdlrFseP2hQeSbLVqEiTvVBdvemXvaZpXPyStTYlrT0x2SowwGsBv1DbO7e9G3tN65M9wgFFYf2uQmJJQ9+koY5BoTYRQUhT31Jdk0kW25q1NmWtPWEzyP1DbY8G2uwRBEEQBEEQBEFkENrsEQRBEARBEARBZBDa7BEEQRAEQRAEQWQQ2uwRBEEQBEEQBEFkENrsEQRBEARBEARBZJC0fnqBGGAYk1EFoBsmmCxBAaDrRr+rlVqoP4luGF40hHwu2BRSmq9i9vRcRDUiCCLL0FxFZBHLrqdnigCTI7Fr2uwRqYIxGTPFCnbsOYTpmTmMjwzhjskJjBRUcvpdQP1JdEs+p+CqD34x0DWP3301ZiOqD0EQ2YXmKiKLxGXX9BonkSqqQOOmAIDpmTns2HMI1f5W6/9n797DpCjvfIF/q6q7pmegwREGoomisuYlIuwOygzKEHe9sJcEwXDOgmY3jBFQxg2cxMQ44C6QCGNM3BzNWUyUJGhOIibLGmLI2QeFjQoqoJLVJVoSjairMoAjNM6lu6vq/NEXurqqeqqnq6/z/TwPj0533br7V29VvZffW7X4fRIRUaXjtYpqUanimg97VFV0w0yfFCndPX3QDbNMR1Td+H0SEVGl47WKalGp4prdOKmqKLKE1snjccX0CQg3BBHpjWHHvkNQZAnQWejnS5EljGustxQ24xrrHb/PWhwvUYufiYioEuUzNsleNnu/VhFVi1Ld0/Jhj6pKXVDGwtmT0JXRv7mzvQV1QRlR3qTnLQBgZXuLrb94AICesVwtjpeoxc9ERFSJ8ilvnZZds2QGVrW3YN0g1yqialKqe1p246SqoCgyTEXGQMxMnxRAorm7a9NeDMRYszcUum6gsSGIro6ZuL/zCnR1zHS8+Obbrzz1e3X39MJUZChK5RU1HANCRFQaucrb1PUiLkkwFRk6JNuyax54DqPD6qDXKqJqUqp7WrbsUcXLrOX7xtJLXPo3GwzmIdJ1AxKShYFuOtaS5upXnv29V0uLWT6fiYiIhs6tvDUMoKffer345o2XOi4bjRkImGbOaxVRNdENoyT3IZVX3U6UJbNGUDcS/fQzJfrtM5SLKTW2L1N6vESWamkxy+czERHR0LmVt7Jsb8V79+hJls00LCiyXJJY5x0yVbzMGsFHf3sQty2anj45Uv2bVaWcR1j7UmP7Mr/31HiJbNWSNS2fz0REREPnVt5Csl8vNm9/jWUzDQuKAts97W2LpkPx+Z6W5w5VvMyMkU/sexsAsGbJJQgoMhRZgqoAsSg7dBRT5ti+wTJX5pPhs5zy+UxERDR0meUtJAlIdseMm7BdL3oi/TgtOT6PZTPVMl038fT+d7B68SVQZEA3gCf2vonPtp0HP9v22LJHFS+7RvClPxxFNKajTgYkXbc86GUP9K7ExCDVStcNSHpizISkG64XXraYERGRF27XC0k3PV1viKpZAMBVrRPQ3fMReiID6O75CFe1TvD9fon3X1TxvLbA5EoMQqXjVoNbaRfrakkkQ0RU7XKVt+xhQcNZLGbgvi0vpc+LVe0tQNDffpxs9qCyyacVzkurUrUkBqk1Tr9j6vca19hQsbWyjBciosJ5uZbnKm+99hohqjVxID13JJA4L9YV4T6ELXtUFsVoVamWxCC1pJpbxzj1AhFRYbxeA1jeEtkZOaYk8bNtjy17VBbFaFVhKv3Sq+bWMcYLEVFhvF4DWN4S2ckuUy/InHqBakExWuGYGKT0qrk1lfFCRFQYr9cAlrdEDiQTyxc0W86L5QuaAcnfeyieZ1QyiiIn+ucbJhRZRuvk8dhz4HD6/dbJ46HIMuKGkTu1v2U7p5ZjKv3icvreTdjTZo9rrIcalKHrJrp7egFFLvnv4BYjmRgvRESFcZtqJ3UNSJWtAApO3OWlXB/KskRlYwLHI/3o6miDbhhQZBmvvnkMZ4xp8HU3fNijknDq19/Z3gIA2HPgMFonj8fC2ZPQuWFXzn7/g40P0HUDEpKBrZvg7Hv+cPvex4RVrGxvsby+ZskMHI9E04OOSz2OL59xhIwXIqKhS7XYeb0GSLqBpqYwjhyJ5FXe5lOuV/NYchpeQqqCM8eFLfe+ne0tCKkKBvr8i9Wyd+MUQswRQjwvhHhFCHFPuY+HisOpX3/Xpr1YOm8q7u+8AkvnTUWXh37/1TxGrJq5fe9R3UzX1t7feQW6OmYiFAzYskuV8jdijBARlUZmD4liXgPyKdd5DaBq0R81bPe+XZv2oj/qb6VEWVv2hBDnAfg+gFYAhwHsFEL8taZp/6+cx1XLytW1QTdMNIZDWDx3CsINQUR6Y9iy8yB0I5FuOW4YnjJ1MaNXeeT63iXTtLSOxSUpr9/IKSYBDDlOGSNEROWje7ye57dN7+U6rwFULdzPFcPXWC133F8D4BFN094BACHEAgD95T2k2lXOrg1qUMYXPvMp3LN5f3rfKxY2Qw3KMKK6a79/RZYA/dRAVa/Lkb/y+d7zWtYhJle1tyAYlLHmgeeGFKeMESKi0nAqw++46VLfy+B8yvVAMsNh9rIBWQZ0dtanyqEozrGqKDIQ9y9Wy92N808AKEKIXwkhfgegA0BPmY+pZvnVtSGfydBTy+oG0g96qX3fs3k/jGQse83UxYxe5ZHP9x4AsCpr2VUuy8YBPLz9VSyeOwVdHTOxeO4U/Gz7qzj8Qe+Q45QxQkRUGk73FT/81X/lVQZ7uacIAFizZAZWL25FV8dMrF7cijVLZjhuU1aAFQutGQ5XLGyG7OfEZUQ+UAMy/mlxqyWu/2lxK9SAv49n5b7/CQD4NIA/B3ASwK8ALAKwycvKY8aMLNZxVa2mprDre909vY7NxZCknOtlMgwTh94/gTt+tCddi3f7F1sx4WOjbPOCZC775WunOe7blIBxyX2fdpqJ76z4NGJxA8GAjNEj6hznGvG6XDavn7FYvMRruY8xF6/fu2GY6I2fxLL5UxFSA+iPxqGqCk47rcG2/LHjfZgzayLufeRUi+/yBc0YEbIWTfnG6VBjxKtK/p38UMyydbDvrpq+Wx5rZciO11r8rJX6mZzuK/YcOIxl8/80Zxmc+jxe7ykMw8Tx90/gvi0vWZY7rcl+Xenu6cVD216xDBt5aNsruPULF6fvN8qp2u8Fim04ffYjH/bio764Ja5v+fxFaAgFff0eyv2w9z6AJzRNOwIAQohHAbTA48PesWMnYVTBfF6lkspw5cqluRimiSNHIjnH86XeM4F0oQwkbsLv+NEedHXMhJTVxc5U5PSykd4YWiePxxXTJ6QL3x37DqX3nUkCEI/rONYfy/l5vS6X67spZaEyWLwO+vv5wI8xm4N976YiY/tzb+LKlnOgyIBu1GH7c2/is23nOcSIkn7QAxLxdO8j+7FmySWW5TLj1M9jHYpS/E5u+y0VL2XrUI8n13dXru92KHisg++zVDLjtZp+F6/K8Zk8Xytc7it03YARNRzL4MzPk3mfAJy6p7jrS22WqRskSJ7vPaDI6In0Y/2mvZZjcruGlPrhohLuBSrVcPvspqLg7p++YInru3/6Aro62ly/h6HEa8EPe0KIOgBLAXwOgACgA3gVwC8AbNI0LZpj9V8DeFAIcRqACIC/BvDLQo+JnDmlSE53rcgxng9A+j23FrrBBknvPfAeFlwlcOeD+yzpZVVFQoxd6EuiVGM2FUXCrOZPYO3GZ9P7uW3RdCiKlO62m2K4DE5WlFPjMzLjlKFCRFRc+VwrVEVCZ3tLOqNgvtd2p2QqjeEQPoxELfv/5o2Xer73yHWvw2sIVRLDdE4mZJgm/Ox1XNDDnhDiMgDfA7ALwL0A/gggBuBcAH8F4HkhxP/SNG2n0/qapu0RQtyVXD8I4HEAPy7kmMhdrkmkTUV2HM/X1TETAPDki29j9eJLEAxIWL24FZu3vwbtrcTwysQgaftk6JkDqlsmn5F+0Ettvyu5ff8611EubmM2/f4NdB223/rOB/ehq6PNth/ZZdB9KKhYJhmtC0qI9jNxNhFRseVzrYjqJjYnx12neu1s3v4qls6b4um6osiSrdfP6JFB2/7fPXrSc4IWXTcwJqxariGqAsSifNSjyiJL9vjfse8QZMnfO+NCW/bmAGjTNO1E1usHAPxaCDEKwGoAjg97AKBp2o8A/KjA4yCP3CaRzpWqWA3KtpaaFQub8dC2V9AT6Udnewvu/+VL2HPgsK1FMFW7Fm4IMhVymZUqHXU+abedaoXXLJmBnsiApVa2s70FY8MqL9ZEREWW7zQHew4cxp4Dhy2v33D1hZ6uK6oiYeHsSZZrwMr2FjSGQ5Zj2P2f73puQVQUGceyWgY5qTpVokBAsvV6u23RdAQCkq+JYwu6x9M07auDvH8CwC2F7IPyl6uvfVBVENUTN+QBRYYsS4jGdCiyjGsuOw+PPvlGejupWjOnlpp7Nu/H+mRLTepBL/VeugYwoyXRTG6P6fDLxy11tRqULWMj3MZmZMZOZk1pdrwpyLUfa1w61Qorsoz1m56ztQLfeXNbMrNraeeIJCKqFV7G4hVrqh0nTteAh7e/ii9efQGOn4xZWvucWhBv/p9/ClNRLNelqG6WpBcLUaHicdNzT6hC+FKhL4T4GIB2AKdnvq5p2q1+bJ+8y9XXXlYkHI1ELTVj2S10APDok29Y+rgPuLTUGKYJmKatRi+zBjDdkqjI7ENfZk7jGNYsmYHjkSjWDVIDGlQVW+x0tregaXQdjh63tsLdsexSWw3s6iUzcPzkANb92Lqf8IigrVb4+1+/3DHeYnED//iDZ1hTS0Q0BF7H4uUz5q3QMXuQYMvIfOsXLkZAlrFx64uW/afG8aVcOf0sHDs+YNv3yHr2JKLq4DZmzzRNXx/2/JrI4VdIZNGUsv5RieWaSy+qI10opt67Z/N+zL/8/HTryWfbJuL+zivQ1TEzfQFQkhOUZhrXWA9FktK1erb3slIhZ44XzN4+lYbTbxAKBtIPeoD7nHZOsdO1aS8GYvYa1NvvewZjRtehq6MN96+8El0dbahXA+kHvcz9wLTHj2HCMabePXpy0OMkIiJnXufazed6ndkyl5ordfP2VxH12mPHlGwZmSMfRR2Pc+HsT1pW/dxfnO94XZIlb/clROXmFquSz2P2/HrYUzVN+5ymaV/L/OfTtikPufraZ4+lEmc3YvHcKTh7/Mh0H3ndIR2wJJlYvsA6QenyBc2AnMi8mD2BttvkqbpuQNINBEwTkm7wQa8Msn+DeI7xdZb1XJdzafVNrW+m1nfJOGWYtsl3A4FETXF2TG3e/tqgx0lUqcKj6tHUFPb8LzyqfvCNEuUh1/2BbVmP12vdMBFuUPHxppFoDNfh400jEW5QPZfNThmZQ2rA8TjPHDvSeq1QJMflINmvK7kmdScqG7f7a5/rJfyK/ReEEBdqmvZfPm2Phihn//mMsVTi7Eb8/d98ytJ1YsXCRIAtXb/D0r0jbgKPPf26pa/8Y0+/jiumT8DGrS9jzZIZuLOjzZaNkyqf1/EWqdZd+3L216+57Dz0ZHX5XLdsput+nDLE1mdlUgsoEnoi/ZZj55hPqiahugDm3LLV8/KP3T0Xw2e2KSqFQsfXOQnVKfibmefaptoJ1SmIe8ig7HQN6Y/GHY8zqMiWawVcxofDdL6u8L6EKo0EyfH++sZrpvq6H79a9nYD+J0Q4m0hxBupfz5tm/KQ6mufqiVonTwed9x0KQzDhCQBq5fMwLjGesy//Hxb14l7Nu9Hz4n+9N+p7h0BANfOnoSNW19G54bd2Lj1ZcyZNRFbdh5Ed08fHtz2e/B2uzplx4tbDaiqwNba1tnegrqgZFv/M23n2brWfHCiD1+57iLLcl+57iLIinMNciyqQ9L15Gs6oBtYs2QGVi9uRVfHTKxe3Io1S2awppaIyCOv5X0+YjHnBBOxmLe7AlkBvr7oYkvZPraxHquutx9nMGvisbqgvRdIYrwgexJRdVCS2WiDgURTXjCQ+FtRKmvqhZSvAbgOwOs+bY+GKLOvPSQg8lEMt3//VFKLVde34K4vzUI0pufufodT3Tsk07TUkr35XgQ/+c0r0N7qgTi7EXNmTUTnhl1MnFGFcs29mCkW1THWYd6iaH/ctr5TVyE1oEA3TSybPxUhNYD+aDyRWtjwPgg5FjNw35aXTsVyewtsV38iInLktbzPa5s5uvh7ucHUDRPRqLVs//K103DG2AbLcaqK5DidQlNyfDjn06NqZJqJe+7M+O9sb0m/7he/WvY+1DTt55qmvZD5z6dtU55SNVow7YOx1/14r2XC80zjGusR6Y1Z/k4NaE5tU5ElbNz6cnpCdacWQibOqC5ONaCKIsNUZMQlCaYiQ1FkW2tb6oKavb5TQp86NYC7HnoeazfuQeeG3Vi7cQ/ueuh5wJQc95UtDtgSyaxjnBER5cXvFi/XBG7y4OU6AMCU8N2HX7SU7d99+EXoOizH6TadwkDMcLwuEVUD3SX5nZ9z7AH+PeztFEJ8RwhxiRBiWuqfT9umIco1GLsuKDt2f9ix71D6b6fuHdndQEaPVD0P+KbqkErP3blhN5Z27UDnht3o6Y25X6yzOHX5VFwG0hum6Wlf+SQWICKi0nDr4q+bhqdriFOCluxeRonl3JJ8+fyBiErIvWXc33sbv7pxXpf87/yM10wA5/m0fRqCXIOxB2L2iUx//8ZRLJ03FTdcbe8OkZqIdcAwMapBxV1fakM0ZuRI3MHEGdXKLT231wlpY1Ed404LWbvWBJ3jRJYkT/sqRmIBIiIqjFMX/2BQwlfvedpWrt/1pTaYkNHd0wsoMgJI3Cg6XhtkWCb1k13uNWRZ4mS9VLVy30P7tx9fWvY0TTsXwJTkfz8FoFXTND7olVmuwdi6YWDPgcNYv2kvOjfsxpadBzHhjNHo3LArWRO3C8ciUSjJ7heZrS+3bdiFDyNR1MkSAmCK41pTaCtaUFXQ/WG/JZaOHu/HHcsutcUJJG/7KkZiASIiKlx2F//+AXtOgMZwCB9GoujcsBs33PF4urVPVexJvpzKdkUBbls03bLcbYumQ+GwbapidapzL7s61a+Olwm+3CsJIf4WwDoA5wM4G8AuIcQNmqY95sf2CVBDAQzEzHTNWUiV0R/VoRsmArIMWYGltkxP9sXPHoytKlJyslMJqxe3YvP216C91eM69q6rYyaAHC09uoExDok72G++eimyhNbJ43HF9AnpVt8d+w4hVKcglhGDbr9zVIet1Xjz9lex9Jqp9gQvuumpxa4YiQWIiOhUz53MshWA7TW38jZ7fVWxX0NG1gdd7yO8lO26DjzyuGa5rjzyuIal86YCiszrQpVLxVD2fWytG4gaeOrFt7F68SVQZEA3gCf2vonPtk30dao9vyrGVwH4CwDQNO01IcRFALYC4MOeD9RQAEeOD6QHcbZOHo+FsydZ5jFbsbAZD217BT2Rfks2TF03ICHxQyuwZ7NKrec29s4wABM5xv4psmOGLGbjrF4hVbHF18r2FkR6Y1j7wHOWjFFjw6r9gU8yMWfWRMscjssXNAMw0blht2WbY0fXobO9xbKvROpsCbGszWbGMnSTPXeIiAqU6rmTeQ1f1d6CYFDGmozy3u267rj+9S34wmcusFwvvnHjpa73GLo5eNlumCb2HDiMPQcOW16/4WrDknGc9x/VxymGhs3vKJm46FMfs8xTWYxJ1f1qJ1Q0TXsn9YemaW/7uO1hbyBmWrL1XDF9gi17zz2b92P+5efnzIbpNBbrns378bW/vwhjR9c7ZtSSZck1c6ciS67ju5glsXr1Rw1bfK3ftBfdH/TaMkY5NuCakq2V+N5H9sMw4JBJ7dTY0a6OmVg8dwo2b3812fpMRETF5HQNX7dpLw5nlff53Fes+7H9evHe0ZOu9xheyJLzfUhcN3n/UeWG9X2ky/2S35NX+9Wy1y2EuBHAD5E4xEUADudehQZzqmuENVtPuCHoWEN29viRWNnegi07Dya6d2ZtTzdMNIZDlm4QW3YehGGYUBRg+YJme2uMZCJgAqvaW9Kp71M1fwEkEra4tfpxPJX/nLrb5FPzFVQVRHXk7Irplh0qpAZsrznNpWSYzjFxsi9mey01dtReW3sh44eIqMjcxmg7l/eJ3jyZ1yC3LJkjG1SsbG9J32vs/s930bmoBV0PnrqP+PK10wDJ412tZDreowxErY8EvP+oPrnyBNT67+h2v2SYJvwcjurX93gjgM0A/k/y7xdwKkMnDUFms/bqxZdYxjVFemOO45zeOnwSG7e+jBULm6EGZRhZN/FqUMYXPvMp3LP5VGGZWlbXTTz29OuWB8HHnn4dS+dNAQAEg7JlQuxgMNFwyyyJpVNoV4egquBoJGrrMpndFdMtO1R/1kU1NZdS9oQwiuQcEx9G+h3XZ/xQtQmPSrQwNDWFy3wkRIUJuJTB2XM6j2usR0CW0dNrHbZxx02XOq4frlfx7Z88b7nXOG2UarmPUFU58cDo5UBNON6j/NUl59iOk9eP6uIWgwGH+4tak/Me2scerH5l4zyoadpFAMYBOF3TtBmapr3hx7aHk8zJpeOQ8PD2V9Hd04dHf3vQkoVqx75Dtuw9yxc0Y8vOg+ju6cOvnnodug7bZKaGjvSDHnCqG6ehJ576r509CRu3vozODbuxcevLuHb2JASQaGJf88Bzlgmx1zzwHOJIrLcq61hWMUtiURTa1SHqMnlndlfMuqBDdrTrWzD+9AZbxjTVoepJVoCvXHeRZdmv/t1FtvVXJddnlk2qNqG6AObcsjWvf0SVSFaAFQubLWXwioXNGD+m3lYuy4r9GvTDX/0XVl1vv178+Nf/ZbvXOPZhP2LxxENYLG7i54+/BsPjvbzTPcp1syc5Xpd4/agubjEoD4NMq4oiOX52RfF30F5B54QQ4ocAVmma9j4AaJrWk/X+GQDWa5p2fSH7GQ6cWm2WL2jGh5Eontj3NgBg9eJLEAxI6WycqexVb74XwU9+8wq0t3ogzm7EnFkT0blhl631J+rSXKybJmC4ZzvUJecJsROZQCXXVj/yV6FdHXJN3pm5vh4zoKrW31QNyggo9tcMh9pT3TARCEiWZWVZQkMoYIsTQzeZZZOIqExicRMPbXvF0mL20LZX8NW/u8hWLg/E7NeQcIOKQMB6bRhZH7R1ze/u6cOI+iDuymjtW76gGaZkespF4ZaRGQCvH1UuVwzW+vNeNGaU5LMXWgHyPQC/FkK8AeDXAP6ARGvhRAB/DeCTAJYUuI9hwanV5t5H9mPx3ClYv2kvntj3Nl76w9HkdAc64tHETbYsS9ix7xDmX34+wg1BjBpRh4d+c8DW+rO+Y2Z6gHN2c7EsJYpat2yHbs3MspxogXxw2+8tBfu4xnrPE3CTd4V2mfU6eWccwJr7n7Mtd8vnpyEWNxFSE4Xzg9t+j6Xzpth/Z1PCL554DVdMn5Be9hdPvIZFn5mMtRv3WLbZ1TGTtbBERCWSPe5bkST0RPqxftPe9DKp+wJJ1y33A4piv4Z87i/Ox4PbDljK++4P+hyvNe8f+8h2j9PV0eb52N3uUZilubrJOWKw1pXqsxfUBKNp2u8ATAewBcAcAD8AsAHAZwE8CuBiTdNeKPQghwO3VpvRI1UA1u4JmZOcb96uYcFVIt21Ye3GZzFn1kSIsxst2znS04f7f/mSbVLSVBKWXJwmtF6xsBnf/skL6Nywy3F/XifgJu8KnVjc66S0TrHYGA4hGAhYutDMmTURkkOBJCWnXsheNm5Ya1u7e/oACelYTkzAnphoN9X1mIiI/JF5shEmDAAAIABJREFU75Aqb/ujcXz52mme7gucrkF1qmwr71VVxsrsrp3tLdi8/TXL9hJTL/BeYbhzvTcJ1P7DXqk+e8GV6pqmmQAeSf6jIXJrtRk7uh73d15h6Z5gKnK6FbBl8hm488F9ri2Cqe1EemPp1rfViy/BiY8GMpKwTM15bHrWxOlx3cS//cdBaG8leu067U+WJZhglwo/FTqxuK6beHr/Ow6Td55naZ1zisWFsz+JOx+0tzx3dbQhkFVT7JZK+BtLL7VkZ9ux7xBgSo7jEO/saIPJiXKJiAblNUuzUw+iNQ88h5XXT7ddF+bMmuhYBmdfgwB7eX/XQ8/jri/NsiynKIkWjEyJewWAzXHDm67D5d7E34nFK5GuA488rlm6cT7yuIal86ZW5KTqVKBUjVl2psUATEimaemekNny4jYNQ2aL4PIFzfjJb14BAOw5cBif+4vz0blhdzobY11Qcp4vLUlxmDh9+YJmvH34JLS3emz7S7X6ZU/wToUrZGLxAIDLpp1lmbwz1TKoZy2XHYtnjh3pOt4z0mcda/rNm5wnz5VkYOPWly2ZQCUZjsvGdAP/+ANOlEtElEs+WZoN017eNoZDgClZrgud7S2IGwZuv8+5DM68BsVdxvRH4wYCqal5dBMSZJd7HD7rDXeSDMeJxaVhUBGgm6bz9FNz/Z12gg97FSKfVpvMlhe3aRhG1qvYcOvlOPzBR+nkLan3Th8Vwve/frlry062wcYTnmqBvBL/fSSCh7ad2t/6TXs5fq9CeI0xp+Ukl/GeimRvmXv3yEnHZd89ctKWCbSro8152aPWZRlHRER2blmancpLp3H7C2d/0rZ+16a9WDZ/qqdtuo4Fz+rin3ldgSQBpskeGwQAMA049gbq6mir+Wu+21RV2edPoTgwpoLougFJNxAwTUi64VoIZvab37LzoC1t65evnYYPT/ZjIBrHqBF16a4TqdqS7/zfF3DTt3bi5m/vxKNPvpEeX5c59YOsKoCiIC5JruMJww1BSwskYGLtxj3pB73Uchy/Vzm8xlj2crLsPt4vOzY2b3/NPl7jeufxGrqZmCjXul2XZRlHREQWubI0Z17TTUUGJBO3fuFirF7ciq6OmVi9uBWfGB92XN9tUvVsdUHJNhVUqseQ7ViT15VxjQ05rz80vOiGgcZwCCvbW9DVMTPRihwOJTLF1zhVgeP54zStVSF8a9kTQnwciXn20me4pmkv+rV9OiW75UUNyokxTlLiy+852Y9vPZhIb9w6eTy+sfRSKIoEWZJw/y9fsjyMpbIxKpDSXUEawyHL5OurF7c61jw0ZWRT1HXDMVMXJzitDYZbn/pZE22/+WlhFWpWKm41IOO0sGrZZqr2Knui3Fg87ji2g3FERGTlNt7faQL0rptnIh43cd+Wl9Kv3baoBa2Tx9syavdHrTO4upXB0f44mkbXpcf0K7KcGBrS73UGWBru1KBiuedMDQdSAzKMaG1XCMSiOsamcmKYJhRJgqokXveTLw97Qog7ANwC4DCAVElgAjjPj+1XCq+DoIe6jez3VEVCVDcdl83sN68g0a1Z100oipR+0AMSY/T++O4JdN3cBskEFn3mAvzx3ROWPvOQgHhGoozFc6dYJl/fvP01rFjYbDkRV7a3IJg8jlRIuo87rPlu1yVTaAwOdX1ZAVovPNPSp/4r112EYEDG1xddjBMno+kHu483jcTt33/GdvNxx02X2mJPVRIxefiDXgBAMCChcVQIq9pbsC4rjlRFQhRM2kJElOJ23XWaAP3wsT78780vWl6788G9trL5tkXTMbIhiNWLW9Pl+vjTGxI3jA7XkGh/PGMcn54zBwBRNtM0Lfec3T19uGfzfnzrH7xPy1HNUvMVJxLcmTCKcP741bL3dwDO0TTt8KBLVql8BkEPZRsAbO91trdg8/ZXsefAYdf9BVUFRyNRdCXX+9Y/tDl2yej+oBffffhFrGpvwV1fakMsZsKEiR/+6r+w58Bhy3rZSV+0t3rw0LZXsL5jJow8x3rxhtw/hcZgIes7TZQeCEiIxXVEo4alpvibN7okaJEkW2wYuolYzLr+qvYWnB5WLcuqimRLEsSkLUQ03Lldd6MOE6BLknNCLBOwToreEERff9xWLsuhAMth8l1cd+6KHNfNmp9U3Y9nCy/8GrN3pJYf9AD3QdD5dFRw2sbD219FHBIGDBM9kf5EZiycGiR9xfQJOfcX1ZF+0AOA4yej6b6/KampF7p7+vCz7a9C1wETJv77yEl8GIna1ov0xtA6ebyl//QF5zZC8jBU1uuYMMqfWwyaimQZl+E2R53b+jo8rG9KuOuh57F2457kfI57cNdDzwOmhO8+bK0p1g3TMQadJgmNA+kWvNT66zbtRVQ3LXEU1c2Czz8iouFClmXbddw04Vg2v3vkpKVs/+/uk1j3Y6dyufD7IKJsqcRBmYbLpOp+PFt4UVDLnhBiWvJ/9wsh7gHwMwCx1Pu1NGYv1yBor19i9jbE2Y2YM2siOjfssqSbTWXPTCVBybU/3bDW3m3ZeRDLFzSnMxtlbjPX/jLX23vgPSy4SqTn70u1Mt7/y5dytjJScblNdv6hx5pWtxj2Ms2BYdhriVPxmP36QDTuGIOQgM5/2W3ZT3iE89Qh9jgv/PwjIqo1bi0Dp4+us13HVy+Z4djl874tL1m2GVIDLuWt+3WA5TANVTCZ5Kcrq2dbMCgjrtd2n+BS3dsUuq0tWX9fnfH/NTVmz20QdD5JI7K3Mf/y8x3TzWZOaRDpTT87O+4vO+2x9lYPHnv69eRgaRM9kT5EYwbaP3sBRo2ow0O/OWDb3zduvBRvvR/BC6+8j66ONpgwsXLDbstyXZv2YvHcKdhz4HC65oGp8EvLbbJzr2m33WLYyzQHco74b508HldMn5BOsBKN67akK6m/7ftxnnrBHueFn39ERLXGfeqFNttkzQ9t+z0+9xd/YnmtoT5oS4jVH427lLdMwkb+i8VMPPXi28NyUvVS3dsU1I1T07RzNU07F8Cs1P9nvDbHn0OsDJnTHQCwJB8Z6jZGj1Qdn+hTUxp0trdgx75DOffnlLZ14exJUBWgPihBDQbwvZ//Ltk941nMmTUR4uxGy/56TvRj49aX8elpZ0FVACPHVAuZfzMVfmk5xaDrZOcOv41bDHuZ5sBt3ZAqY+HsSdi49WV0btiNjVtfRl0wgIVXCctrc2ZNRF9Wdrfunj4YhunpvPLj/CMiqjVuLQOQgDmzJtrKYTWgYP2mvejcsBvrN+3Fzx/XbPcQ405vwKrs6XOSCbVYDpPvJDM9qfpN39qJtRufxUWf+hhq/kkPpbu3KbQb5+nJ/90mhPhzJH4aE4CKRKvfpIKOroL4kXzEvg1rLZk4uxELZ38SY0aH0NXRhvo6GUvnTcUNV9vTGaeyKvbFDIxJpT3OSttqKrJlPF92yyFgHc/XlWzRcatpGKyVkYrLcbJzeK8VclpfUSTHaQ7UoAw9IxMsAMf4748athhbv2kvbv37i221dFPPb7LtR5adt8vkP0REg3PqXbFj3yHAdJ6oes2SSyzrv/SHo1j0mQssUyc01MmIDui28jYW1VkOk/9MyXVS9VqXeW8DKZGNsxjnVKEPjw8DuCr5/8cyXo8D+NcCt11xMqc7gG4OaToB65QJZrr/fPbcdtdcdh4+Pe0sWx/msWEVhm469tE/98zROHbsJGLJA3Or8Rs9MjHfWeaYvdR7umGiTpZs/fpTmUFT63FKhfLIjkFFkfOa7iJ7fQn29dcsmYHjkaht6oPGhmAiaUpyXR2ALknOrcAjVPzj95+xxM+I+kD6wdRynB7PKz/OPyKiWqIqEhbOnmS7VzBM5+t/ICBbyuHO9hb0ReO4/T77uO3s8h5gOUz+c4tV0zSHQ+Ne+pxqagrjyJFIUc6pgh72NE37SwAQQvxI07Qv+nNIw0fmE70JWMbJXdlyTnpOMwAZLW+Jmg6nPvrfWfFpy/bdWujGjq7H/Z1X4r+PRNLJYFLvKbLk2IqiKhKWzpuCG66+kLV5FaTQFi+31sI1D+zyOA7QeQyHnpFKORW7d97cxhphIiIfRXXT1ruia5Dx0JmteMGghK/e87Sn8p6oGFLZOLNjVRoG2ThLxa9uoZuEEJlPGiaAXgAHNU074dM+alLqiT67hUSRE5kWMwdSb9l5ELphQJYlNIZDluW7e/oQixuWwtl9knMTgeT2U134sluEsmvvYjpYm1ehCq1pzV4/7tJaBwkwlaxJzSXTMfPmgMP4vHhyKgXGEBHR4FLDNbp7egFFdu7i7jpmz8StX7gYkY+i6fnzwiMSvXokXU9PgN5vOJf3zLBJJeMWq3zW841f5/J3AfwpgANIPCtMAfAegAYhxA2apm31aT81K5DVQiLLsqVb57jGeqxY2AxAwsoNu7FiYTMe2mZtlQsGZMTjp26hB2v1Yd97cpIdiwDQOnk8Ih/Zuw6fFlYdM2/+1SXnWLY5rrEeAUUG4nzEIyIajNfJlt2z+cmIx03LxOhfue4iKLKEzKs8Mx1TuXmNVRo6vyZVPwTgSk3T/lTTtGkAZgLYDeDPAKz2sgEhxHeEEJt8Op6qEVQVmIoCUzJx26Lp6Yw8Jz4aSD/oAYmatns274ckAYvnTsGvnnodC2d/EkDiRvyOmy5FLGbAVOTkNhOTZMeReKJ3muScE6BXH0WRbROgO71WyPqBoIQVC5st2aGu/+yFjl2HDR24Nisb53V/OQmjRqqW9VcsbE4neiEioty8TrYcALAqK5vfqvYWmKaJf/7ZC5b1//lnL8DwmGmZrXpUKm6xapqsbPCLX+fzeZqm/Tb1h6Zpe4UQn9Q07R0hxKArCyGuALAIwDafjqcqBFUFRyPRdH/71snjsXbppTjZF0VDyHmy6aMf9mHj1pexfEEzzhg7Aj+8/UpEPorh9mQyjNbJ422DtTkBem1wquldlZx4dM0Dzw36ezutv2bJDMRihi0Zy388/7alta4vGnft6pPdQgwJuOuhF7Lmd3oFt3x+Gm8giIg8cJsCyTAAJWvZYFDGsvlT013gEpNRO68fz+qeyUzHVG6usaqbtlinofGrZS8mhJid+iP5/1EhRBOAoPtq6ekb1gFY79OxlJ3XlpaoDsvA6j0HDmP1/c+g58QA3uk+ma5pS8mcJuHeR/YnRkaa1tq/K6ZPcEyFn10bSNXHqaZ33aa9OPxBr6ff22n9wx/0ph/0Mte//OKzLes21AUc41FOJvTJbCGGCfRE+i1zOfVE+tmyR0TkkZzsTp9pXGM9gkHr/YUOCWseeA5rN+5Jzqe7B2seeC6d9CJ7fUWWbPcn7OVD5eQWqzITtPjGr4r2DgBbhBAmEg+Q/QD+B4CvAfj+IOv+AMAqAGflu9MxY0bmu0rRGYaJQ++fwB0/2pNuKbn9i62Y8LFRkLNudt87+pHr5OW/fPIP6GxvsbTQZU+TAADISqYRbnBuEYQkoakpXIRPXD3K/fm9xGuuY+zu6XX8bUNqwPaa0+/d/YF9/ZAacNzmmNEh/O/NL1paAL987TR89+EXLfGoKBLGnG7dj2GYuP2LrbZzYOxpDbZzoFqVO5aKrZhl62DfXa1/t/nw87uo5e81O15r4bMeO95nS3516xcuxvGTA1j341P3Bd+86VLXhFpOybMAoDOZ+TvX/Umx1cJvNFSF3gvUmu6ej5xjVRpe3wNQvM/ry8Oepmn7hBDnIpGYJQ7gFU3TdAD/mWs9IcRiAG9rmrZDCNGe736PHTtp639ebqYip29ygUShe8eP9iTSGNu61SmOA6MbR4VwxfQJeOrFt5Mpkk3HaRISOzQt24j0xhy3CdPEkSORYn70ipaav8Tp9VIZLF7djjFNcZ7moD8r82Wi9hbo/uAjS7ccOEzA3h+NO27z3aMnLTG85oHncMvnp9kSsSydN8XxmEeHArZJQo8dO5nz+6kWg/5ORdxvqXgpW4d6PLm+u3J9t/kq1W/h13dRju+1XPFaLTE0GFORbcmvolEDv3jqNctrpgGXaz4ck2ct+sxkT/cnxVRpv1GpHygKvheoNYriGKtL500dVt+D1999KPHqSzdOIcR4ALcDuB7AUgDfFULc62HVBQBmCyF+B+AbAK4WQnzXj2MqF7c0yLrDiV0XlNCZNTD6tkXT8a87XsP6TXvx6JNvJObCUYBgQLFMk5Co9TBtg6t37Dtk2yYHW9cGp4H0q9pbMP70BstrqUnROzfsxtKuHejcsBs9vTEoSqKmN3PZ8AgVK6+3x8vm7a9Z9t3d04fTRoYsiViunT3JNa5S3YLGNTawWxARUZ4CsCe/Gn96PebMmmh5TQlItnJ9+YJmBAKJydYzl104exL+7T8OWvbjdn9CVCqBgIQFVwlLrC64SiAQqI2eQJXAr2eA/4vEvHr7kRhJ5ommaVel/j/ZsvfnmqZ92adjKot80hgPxAw89eLbWL34EigyoBvAE3vfRMvkM/DEvrdPredSQ7d03hTL4OpUK4qqSBxsXYPcBtIDsE2K/uC2lyzx8vD2V7F03lRbHP3iidewbP5Uy/qKIqcrFlJSU3swroiIik/XDYwJq+nePYmyWUp3dQMSD2rvHI7g35990/H+oGl0nWUCdTUo46U/HLXsh9MsULnF4yae3v+O7V74s20TOdWeT/x62PuEpmmf8mlbVc19InPYJ5GWgIs+9TGs3fispZ/yiFDA1iJ37exJrttMTYqdagLmBOi1y20C9czXzICMObMm2vq/S5JzHEl6YlB+an1FkWzjRTvbWxCUgVjUYFwRERWZosg4Fona59kLhyyVyZu3JyrsnO4Pov3xjGuDDgOm9/sTohIJBCTMav6E5V74tkXTEQhI0BmYvvDrYe+QEGKEpmkfDXUDmqZtArDJp+Mpm7zSGJv2Wrp7H9mPro42dHXM5AToNDQ54spLHMWiOsama5STNcJK4nUiIio+t3n2ls2firUb96SX64n047Sw6un+gNMsUCWKx0088rhmaZ1+5HENS+dNZcueT/x62HsPwO+EEL8FkK5y0jRtuU/brypurS/ZDMNwHt9nmlCyItzrNonc4sowTOimtziKRXVLjXAsR8Apiow4wJsHIh9FY3reA/H7B+KInOgbfEGqeG7j/88cOzI9VMStd0aquHYrm3kvQZXEMAzsOXAYew4ctry++GrOs+cXvx723kz+ozzILuP73nz3BDZufZmTodOQuMWVLMP3vjpOE7UzbokKpwYVzLlla17rPHb3XAyf3HW1zW38f1DxNnaaZTNVC0V2zjSeGEtaxgOrIb5k49Q0bS2AuwD8G4BvAvh28rWa5XXi9FycsisuX9CMLTsPorunDw9vfxVxSAXtgypfKpa6e3p9+Z2d4ipXRtZCYtmtq5HTpO5ERORNAMCqrEzJq65vgQLT0wToLJupWsgK8JXrLrLE+leuuwgym/V840vLnhCiFcCjSJQvlwL4TyHEHE3TnvFj+5XGrxqz7P7zb753ai49cXYj5syaiM4Nu1grV8OKUfuaz7iMQvefa6oRTvdBRDQ0siIhEJCxbP5UhNQA+qNxBAIyZMVb0gqWzVQtDMNEICBlxboEg7e6vvHrnP8OgCsB/FTTtHeEEH8P4B4A033afkVxqzHr6piZ92DSVP95RZGxcevL6W3Ov/x8W5KNoe6DKpefsZTJ67iMQvefz1QjRETkTVQH1j7wnK1s7epoY9lMNcU0Jdz10PNDjnUanF/9Ahs0Tft96g9N034D/x4kK04+E6d7ld31bvRI1fd9UOUpRiyVcv/5dhklIqLB6W4J3Dw2d7BspmrhGusm73f94td5HxNCNCI5oboQQvi03YqSymwlA2idPB5XTJ+QThO7Y9+hgmrM7F3vcg1Y5QlQK/yofXXKuAbAU4bMQvfPVN5ERP5TZNnlPkOGl36cLJupWrjGusR2Pb/49bC3DsCTAD4mhHgYwGwAS33adkXIHNs09U/GYsFVAnc+uM8y6bSqSDlT1A8ms+udwslPh4VU7etQf2enMXer2lsQDMpYk+wClGscXqH7B5jKm4jIbyFVxsLZk9CVUTZ3trcgpMoY6PNWyrJspmrgR6xTbr487Gma9pgQ4hUAVwFQAHxD07RX/Nh2pcgc29Qy+Yz0gx6QaG7u8nk8HWvlhofM3xmSBJhmXr+z05i7dcmJd72Mw2OcERFVnv6okb75BTLvMziOiWoLY734CnrYE0JMy3ppT/K/9UKIaZqmvVjI9itJ5timcEOwJFmuWCs3PKR+56amMI4cieT1O7uNuQupAdtrbvHJOCMiqiy5xuxx3B3VEsZ68RX6PW7J8Z4J4LwCt18xMsc2RXpjHE9HFcFtzF1/1DqbEuOTiKh6uI/b9zZmj6haMNaLr6BsnJqmnZvjX8086AHWzFZbdh7EioXNzHJFZeeUcW1VewvGn97A+CQiqlKqAnRmle2J3ABlPjAinzHWi4/3fx5lj21SgzLu7GhD3DA4zonKxm3MHQCOwyMiqlKxqI6xYRVdHW3QTROKJEFVEq8T1RLGevHxYS8PmWObjGQQpsY5QZFhKjJvrqnk3MbcOb3mNE0D45SIqPLEojokAGckx3PHdJbhVJuM5BATRU4kqjP4nOcrPuz5wCn9vVuqe6JyYZwSEVUvluFUixjXxVfQmD0hxLRc//w6yErnlP5+/aa9iOdejaikGKdERNWLZTjVIsZ18TEbpw/c0t/7PRUDUSEYp0RE1YtlONUixnXxFfQ9app2rl8HUs3c0t8z1T1VEsYpEVH1YhlOtYhxXXwFdeNMEUKMFUJ8WQjxj0KIfxJCrBVC/NSPbVcDp/T3THVPlYZxSkRUvViGUy1iXBefX9/lzwH0AZgM4HEAVwF42qdtVzy39PccWEqVhHFKRFS9WIZTLcqMa0iJbJyMa3/59bA3QdO0iUKIDQB+AGANgF/6tO2q4Jb+nqiSME6pnKIxHU1N4ZzLZL7fPxBH5ERfjqWJhheW4VSLUnHdlJxmhHHtL78e9t5P/vcggAs1TfupECLo07aJiKgGqEEFc27Z6nn5x+6ei0gRj4eIiKjW+fWw1y2E+BqAZwGsFUKcANDg07aJiIiIiIgoT74kaAFwI4ABTdN2AXgewDcA3OrTtomIiIiIiChPfj3szdc07V4A0DTt65qmNQMQPm2biIiIiIiI8lRQN04hxE1IdNf8shCiPuOtIICbAHyrkO0TERERERHR0BQ6Zi8GYAoSD3xTMl6PA7ilwG0TERERERHREBX0sKdp2g8B/FAIMU/TtGE11QIREVElyTW1hdvrnN6CiKi2+ZWNc4cQ4l8ATALwPwF0AbhF07STPm2fiIiIcsh3aguA01sQEdU6vxK03APgQwDjAfQDGAXgfp+2TURERERERHny62GvWdO0VQBimqb1Avg8gD/zadtERERERESUJ78e9vSsvxUAhk/bJiIiIiIiojz59bD3lBDiWwDqhRB/CeDfAPyHT9smIiIiIiKiPPn1sPd1ACcBHAewDsBLAL7m07aJiIiIiIgoT75k49Q0LQbgm0KI/wNA1zTthB/bJSIiIiIioqHx5WFPCDEJwE+QTMoihHgGwN9rmvaWh3VXA/jb5J/bNE271Y9jIiIiIiIiGs786sb5YwAbATQAGAngXwH8cLCVhBBXApgNoBmJB8WLhBDX+HRMREREREREw5Zfk6o3aJr2g4y/vyeEWOJhvfeQmHw9CgBCiFcAnO3TMRVMUWTEAeiGCUWWEACg685JRvNZlojyV4xzjOct0fDj9bxn+UClFFQVRHXgvaMfQVEUqAoQi2YnuyfKn18Pe68KIS7VNO0ZABBCXAjgj4OtpGnagdT/CyHOR6I750yvOx0zZuQQDtUbwzBx6P0TuONHe9Dd04dxjfW4/YutmPCxUZBlacjLFltTU7ik+6sm5f5uvMRruY+xGPz4TMU4xwrZZi3+TpmKWbbmq9a/60pQ7d9xdrzm+jxez/tKuq4D1f8bZau1z5MPp/I1Hjfw5vsn0LVpbzreOttbcM7HRiEQ8KsTXnUYzrFRrM/u18PeBABPCiH+E0AciW6Z7wshXgIATdOm5lpZCDEZwDYAX9M07aDXnR47dhKGYQ79qHMwFTldyANAd08f7vjRHnR1zISUVbOXz7LF1NQUxpEjkZLtr5q4fTelLFQGi9da/P38+kzFOMeGus1y/U6VFKtA6Y6n2N91eFQ9QnV+XQqrUzG+43LF62Dnp9fzvlKu60DtXRsq7fOU+uHCqXw1FSX9oAck4q1r0150dbRB0odP616lxUYpef3sQ4lXv65wXx/qikKImQC2APhfmqZt9ul4CqYbZvqkS+nu6YNumLYvLZ9liSh/xTjHeN4SAITqAphzy9a81nns7rlFOhoqNq/nPcsHKiXdMFzizWC8UcH8mnrhyaGsJ4Q4C8AvASzQNG2nH8fiF0WWMK6x3nLyjWushyJLgG4OedlUn2zdMKDIcs4+2RwvQMOVPfa9n2Oe9+Fy3gZkGSZMnndENcj7ee9e5iiQeG0mXymy7BJvMjCMWvaoOMrdEfirAEIA/lkI8bvkv5vKfEwAEk/BK9tbMK6xHkDipFvZ3uL4dKwqEjqzlu1sb4GqWPv1B1UFRyNRdG7YhaVdO9C5YReORqIIqoptm4oio6c3hs4Nu5PL7kZPbwyKUu6fjKi4nGK/Pxa3nY9O51g+3M7buGnwvCOqUV7Pe7cypy7IazP5r6FOdozLhjrGFRWurK3DmqatALCinMfgRtcNNDYE0dUxc9Dau6huYvP2V7F47hSEG4KI9MawefurWDpvCiTLcnDvk521zTiA9VnLrt+0NzFeoCifmKgyOMX+mgeewy2fnzboOZYPt/P2ry45h+cdUY3yet67lzlTeW0m3/UOGHjqxbexevElUGRAN4An9r6Jz7ZNZFxRwdgVOIul+5giQzJMACYACbJyqjVdDQUwEDMT3TEhoeXulii0AAAgAElEQVSC8ZbtfBiJOowB8N4nm+MFqJqlzqPunl5AkdMx69T1KbvLJiQ4xr4aUADE0q99GIkCUiKRwlC6U+mGmdhGhg8jUYRU6xnG846oduiGiZYLxmPix0dDNwyMa2xA5KPxjue9U5njdh0vpCwi0g0D0y8Yj5CqQDcMBAMypl8wnmP2yBeMoQyp7mPrN+1FYziEL3zmU7hn835LGtyxYRWSLOHI8YF0K13r5PFYOHuSJWXuioXNUIMyjIzxePn0yc5nHCBRJck8j1Lnw5olMxCLGViX8drK9haMCas4Folall3Z3oLWyeOx58Dh9DZbJ4+HCWDj1pfTy3190cU42RvDuh9b121sCHq6yVKDsu0cX7GwGXJWrxmed0S1Y0R9AOd9ohGdG3ZZru0jGqzDKZzKnMR1XbFdm1snj0fko5itHPNaFhGF6wP4qF+1xWW4PoC+3tjgGyDKYdg/7GW2KpiQ0oX14rlT0jeBQKLmLtWFw9RNS3fMK6ZPsHXPvGfzfqzvmAlJUVAXlDAQM2CYJtYtm4kPTvTBMID+aBzjT29IJGnJGn8bALCqvcVyc7wqOWaQQ3Wpkjl1wzz8QS/+/dk3LV2iHs7RJeqOmy7FH989kY79G66+EP/vmT9aurj0DcSw7kHv3aksrfGyDAmS7Ry/Z/N+rFs2M30zlzlW1+m8KzSJEpMwERVXdlK0gajhMuxiKlYvbkVIDaA/GscnxoWxcevLluV+9dTruPGaqVjZ3mJ5sLvh6gtx+/efYddOGrJet7i8ZipjiAo2rB/2slsgvvUPbenCOtwQtNTcibMbMWfWRHRu2IUvXzvN8l72skCisO+JDOBfd7zm2Or30LZX0BPpx8r2lkSKGgfBoIxl86emLz7BIAfqUuVz6oJ82sg6zJk1Efc+cqoVbfmCZtcumxIky3hZRZEwq/kTWLvx2fT637jxUsd1DQPITnmkhgKW1vh0zXs4ZNlG6v+9jNV1asHMpza/0PWJKLdUUrTM877r5pmOZZEkA/dteWnQ5SDBNp7f4LALKpjpHG9EPhgW5ZBb7XkcwJMZA2IVRU53H4v0xtA6eTyumD4B4YYgRo2owxN7Ey0TjaNCtveyu52Na6xHQ13QtdVv8dwpWL9pb7p1Q5ck27GteeA5WzdO1hRSpXGaJiHz/Ij0xjCiQUXXg/ss58G9j+xHV0ebbdkd+w4hGJSgW7pNSrgza/33jp507OosyxKCirU2Pxo3befh+k17sWz+VKzduMe6viRB0vVE4aibri3pbkmU7vpSG0wMPnaHSZiIiiuqw9ZaAlPCY0+/bnntsadfx9JrplpekyQpfeMNWMssXTcgAekyQlbchmiw+zd55BaX86aW+8ioBtT8w16u2nPTobWgs70FALD3wHtYcJVI32COa6zHbYum45HHNYQbVNt7qfX2HDicrpGJxuKurX7hhqCltTD72AZYU0hVwOn86vqHmbbWbLdWNEmGbdnVS2bg+MmofSxe1vqbt79m6061fEEzAgEJR09YW/G+6dIKeMbYkZYum4mae283Z04tmI3hED50GIPo1FrHJExERSbZW0u6/qHNpQXFtIzPcyuzdNN+fqamaso+7znsgrySZLi2ODOIqFA1f0+R3XqnG8DvXjuMGReeCVOHrbUgNRWCCWBl8iEs9d6dD+7D4rlTADivt3rxJZh32Z+ka2SumD4BABxr/CK9Mcy//HxbTc7DyXTyTNBCXpVz3JdT69TAgOG5Fc007NORdH/Qm+5OlWv9nkg/GkeHsG7ZTJimCUmSsPfAezhjzAjbNt91aQWUAFtN6o3zpnrKqud0ji6c/UnPrXU8x6kSRGM6mprCnpfvH4gjcqJv8AUrgWlvnYMBxxa7dctmeiqzFMne7p7PVE1ETkyXuHSamosoXzX/sOc01qezvQX3//IlzLvsTxxr1mO6AZjOte7hhiACAdnxvf5oHJ0bdlvG5Z0WVnHboumWVsDUe8v+x1TXMQEBkzWFNLhyj/tyap2SZcnx/DizydqK1tneAsPhPAupAU+tcKuXzEDP8X7LZ+9sb4Ek28cBOrUCppbNrM1f1d6C/lg83YU61/fpVJt/5tiRnlvr2BpAlUANKphzy1bPyz9291xEing8fnKaJiHuMnWCYZi21z7uUGaFVBkDffYzNLtrJ89hyofr1FwOLclE+ar5GNJdWu8Wz52CSG/MsWY9NVbIrUUu8wKQ+d5pI+twf+eVOPphH0yYaP/sBYj0xvD0/ncS/fwN0/LeiFAQ639sbQU4NSZAt9QUBmQZsgIMxBLzkrHWkIDyj/tyap1ya7EKKHLyPEiMo0tkqTVty/ZH447rn+yNWlrog4qEtRnjWjNb5rPX74n0ozFcZ9u/HjNsiWBu/d4ux+8zkDV3IGBP1CDBe2sdWwOIistpuqOAyxRIetbDXmpaJPsk1+expYV85zo1l0NLMlG+aj69o1ttSbghiC07D2L5gmaMa6wHgPS4vEd/exCP/vYgbls03fJeZ3sLduw7hGgsbltv+YJm9A7EcPdPX4AJE/ds3o/ODbuxcevLuGzaWQggMTn7yvt2Y9V9z6Bzw258eHIgZw2jrhuQdAN1soQTvVHc+r1dWNq1A50bdqOnNwZFqfmfjwaRa9xXKaRapzLPBVmG4/khSUgkPjFNSLqOaH8ckEzbsuERKlZeb93mqutbUB8KYO3GZ3HTt3Zi7cZn05/V9tlNE51Zx9TZ3gIZpm3/qXMs8ZqBaMyt1h/o6Y2hc8Nu3HDH4+lzEIBlfQWm7ftItdY5yd4/H/SI/KMqsJUFigLbtf22RS1QFMlWZpkwcfO3d+Kmb+3Ezd/eiUeffKNkZSsNL8Gg5HjdYhZ28kPNt+y51ZZEemPQ3urBT37zCpbNn4qPN4WhyBJ+vet1PLHv7fSya5ZcgoAiQ5ElhFQ5Mc8egM2Pa45Zk275/DSoQQV33tyGuG5YauuVrIxdPScGXLIJwtKPq9ytN1S5yj3uy6l1SnLNKjbFHq8Oy/7iidewbP6f2lq8ZEWytMxBcm59VyQJY8OqZVlVAWLRwTtWuX2fsix5OgfZWkdUOWJR3VYW6Abw9P53bC12M6acYSuzFn1msmV7HFNLxRKLmfj9G0dtY9BnXHgm7/OoYDVbZaAoMkxFhuJQs5dqoQNS3btCqJOBAExcNu2s9LIv/eEoojEddXKiRWKgLwZJ1yElM3xt3PpyuvVuzqyJgGQiYJowonEgrttq67NbQXbsO2Q7NqdWgHK33lDlcmpZy9WSVAzZrVMKTFw3e5Ll/Lhu9iTHY3I7lwzDtLV4xaK6pWVOlZ3P7dSDXeayXh70APfvE5L3c5CtdUSVw9ATvWoSTAQDEj497SxLL4HLpp2FkQ2qpRxaOHsSAgGprGUrDR+hOhkXnDcWq+7bjaVdO7Dqvt244LyxCNXV7G06lVBNllvZSSuuuew8rO+YmZhsWZZQF5SwdN4U3HD1hbaad0+18iZcWy5ycar1VxVp0P2Vu/WGKleltiQFgzKWzZ+KkBpAfzTu2hXFzHEuDVab6VRr77UFz43b9xk3XVoReQ4SVSynBFbrO2Y6tqDMav6ErSwxdLPiylaqTf0DBk6c7LfE4DvdJzCqQWXLHhWsJh/2srs9PvrkG9j90nuJLle6jqiOdNYsBVIibX1yUnMgOQYHcM2oFQBw7exJQ8qil52xK5ZxLLn2x6x95KbSssDFgXQ2y5RxjfWO3Y4LOZeAZAseUp9dRyy5UiHTUTh9nwFF5jlIVGWchkBs2/UGLpt2Flbdt9tyLkuGkegNAFjKkkoqW6l2BYMSRo0MWeZdTozZkxBn4FGBavJhz+tkxUNNW1/q1pRKbb0hcpLPZOHFiO1iTEeReZyQJCCZDpvnYOUJj6pHqK4mL22UJ6ey6Pd/7MFVMyZYeh6oQTnZ3ZOoPGLxxJRfmXEJ00QsbrBljwpWk1dEr90eC0l8UurWlEprvSFyk2+3Y79ju1gJjVLH2dQUxpEjEZ6DFSpUF8h73jiqTU5l0cLZn8Sa+731PCAqGVNCV8Y0YUAqLtvKeFBUK2py5KfXpBVMfELkv3InjeF5TUSAc1l05tiRLB+o4hgu04QZjEvyQU227HntGsbEJ0T+K3eXR57XRAS4TA0Dlg9UeWTXaX/AgeFUsJps2QO8pT8vdwsEUa1KnX/jGhtKPv0Az2siSnGaGoblA1UaXreomIZ1HDHxCVHt4XlNRG5YPlAlKnePGKptNduy5xUnQCaqPTyvicgNyweqROXsEUO1bdg/7BEREREREdUiPuwRERERERHVID7sERERERER1SA+7BEREREREdWgas3GqQCJeUnIit+JO5fv5hwA7wCIF3HXnuO1Fn8/fibfnIMKitVSqaRjoQSPv8k5KFO81mLM1NpnqrDPcw6KH6vAML8X8IqffVDnIM94lUyzKicRbQPwdLkPgmrGuQDeLOL2Ga/kF8YqVRPGK1WLYscqwHgl/+QVr9X6sFcHYDqA9wDoZT4Wqn7FrtFjvJJfGKtUTRivVC1K0bLHeCW/DIuWPSIiIiIiIsqBCVqIiIiIiIhqEB/2iIiIiIiIahAf9oiIiIiIiGoQH/aIiIiIiIhqEB/2iIiIiIiIahAf9oiIiIiIiGoQH/aIiIiIiIhqEB/2iIiIiIiIahAf9oiIiIiIiGoQH/aIiIiIiIhqEB/2iIiIiIiIahAf9oiIiIiIiGoQH/aIiIiIiIhqEB/2iIiIiIiIahAf9oiIiIiIiGoQH/aIiIiIiIhqEB/2iIiIiIiIahAf9oiIiIiIiGpQtT7sBQCck/wvUaVjvFK1YKxSNWG8UjVhvFJZVGvAfQLAH48dOwnDMMt9LBWjsbEBPT295T6MiuT23TQ1haUS7N5TvNbi78fP5J9KitViqaZ44bHmVq54rabfxata+0yV9nlKFKvAML4X8IqfffDPPpR4rdaWPXIQCCjlPoSKVQ3fTTUcY774mSgf1fTd8lgrUy1+1lr7TLX2efw2nL8ffvbi4MMeERERERFRDeLDHhERERERUQ3iwx4REREREVEN4sMeERERERFRDeLDHhERERERUQ0q6tQLQojVAP42+ec2TdNudXj/iwB6ki89oGnavxTzmIY7RZERB6AbJhRZQgCArhtFW8/vbdDwEFQVRHVANwwosgxVAWJR3fP6jDUaTtziPfX6seN9MBUFhmFA5vlARFQx1FAAAzET7x09CUVRUBeUEO2P+7qPoj3sCSGuBDAbQDMAE8C/CyGu0TTt0YzFLgawUNO0Z4t1HHSKosjo6Y1h/aa96O7pw7jGeqxsb0FjQzDnhX+o6/m9DRoegqqCo5EoujJipbO9BWPDqqcHPsYaDSdu8T4mrOJYJIqHt7+KObMm4t5H9g/r8yE8qh6hOu+3PP0DcURO9BXxiIhouFNDARw5PmC732kaXefrA18xW/beA3CLpmlRABBCvALg7KxlLgawUggxAcBTAL6qaVp/EY9pWIsD6RsCAOju6cP6TXvR1TETuWZoHOp6fm+DhoeojnTBByRipWvTXnR1tHmKFcYaDSfu8d6G9Zv2YvHcKekHPev7w+t8CNUFMOeWrZ6Xf+zuuYgU8XiIiAZiZkH3O14V7WFP07QDqf8XQpyPRHfOmRmvjQSwH8DXAPwBwCYA/whgldd9jBkz0qejrR1NTWHX97p7etMBdeq1PkCSirKe39soVKn248ZLvJb7GIsh38/03tGPHGNFN02c4WFbpYi1WvydMpWzbK2m77YSjtUt3nXTRHdPH8INwbKXvcWWHa+1eJ5X0rH4odY+Tz6G672AV8Pps7939KRz+W14u9/xqqhj9gBACDEZwDYAX9M07WDqdU3TTgL4m4zl7gbwI+TxsHfs2EkYhunj0Va3pqYwjhzJURepyBjXWG8JrHGN9YBpFmc9v7dRALfvppSFymDxOujvV4WG8pkURXGMFUWSvG2ryLFWrt+pkmK1WKrpHKiYY3WJd0WSMK6xHpHeWFnK3nLFq59lfUX8vqigWPNJpX2eUj9cDMd7Aa+G22d3vd+R3e93hhKvRc3GKYSYCWAHgNs0TXsw672zhRBfzHhJAhAr5vEMdwEAK9tbEhd6ID12Y7An/qGu5/c2aHhQFaAzK1Y621ugKt7WZ6zRcOIW76qSeH3HvkNYvqCZ5wMRUYWpC0qO9zt1QX872RczQctZAH4JYIGmaTsdFukDcJcQ4j8AvAngZgCPOixH8Ce7oK4bGBNW0dXRlleWw6Gul72NxoYgujpmMkNilSo0Br2uH4vqGOsQb4ZuwlTkQddnrFE183qepDLWDhgGTgvX4c6b2xDXjfQ6saiOxoYgls6bAkWR0dXRBsMwIcvg+UBEVAGi/XF8rDFkud9pqJPR1+tv21cxK/e+CiAE4J+FEKnXvg/gagD/pGna80KIGwE8BkAFsAvA3UU8nqrlV3ZBRZFxLBIdUjbOoayXTdcNSEgGnW7C+6MilVuhMZjv+rGonhErOgzktz5jjaqR1/NksIy1qXhPnQdjTh+BI0ciUABAB88HIqIKoIYCeL+nv+jZOIvWjVPTtBWapoU1TfuzjH/f1zTtbzRNez65zBZN0y7UNO2TmqZ9MZW5k6zcsq3lGwZD3Y5f+6fqVWgMlHt9omrgNc7dMtbm0dmCiIjKzC0b50DM3zHzRR2zR/7QDdM1W08ptuPX/ql6FRoD5V6fqBp4jXPdMFyWY9dMIqJqUaqynA97VUCRpfTgzZRUtp5SbMev/VP1KjQGyr0+UTXwGueKLLssx0s6EVG1KFVZzoRcVSCVbS17HEcAg4+9yBzsH4CENUtmYM0Dz1m2AwkwFdl10H4AwJr/z967R8lR3fe+n6rq17Q0gkEayfgl+YE3CbZiEWukINlxjM291w7BmDjoxCtmcBA28jGcHI5tJJFIihGDOSE54AQSSzbCKyeBs0w4hIOv4xj8AqIHDtfEGO9gG8uxLSQkBhhppl9Vdf/oqZ7urqqe6p5+9++z1qzprtq1H7V/v1/t3VX7W5vXc/SFaVKJGK4LK5YO4dgupmWSjJtk827D4i314gkTtKu8fieKIES9Nuj10ZHjp7Asi2TcqLChTK7AijPSxAArFauwn2Tc8D2rXm2D5cdLzwv9Qrmdn744STIRI2YZgIGZsLBtcBwHy4Adm9ezqyyWbx0fw7LAxiRhGeRst+TThYITSdyoFs0QCRMEQRDmSMYNbr56I3ZhbkxrxSBmGE19LF8mez1Ao+qCQYv9t4+PcfMnNpLPu7i4fOEfv8+Bp47OL5iRd7jj3idL+VyzaQ1fevBpJqcybB0f4+6v/bCUT7lQQLOZT5hAqI+oghD12GBQH20bHyORMCtsaPv4GLFFCY69GG1xcrUNbh8fg3jE9zEIQo+Qzzt89V9+yoVvfwMTdx3i2OQM685ZwaXvUdw0+335yBDbLx/j5k+8nVzewTThwUd+wn3f+gnrzlnBpgvO9vlUeYyuV2CrWSJhgiAIwhwx0+D5yawvXp85kqKZIibyzEePYNsOhu0Qc10M24l0gQ1a7L9730Fsuyi/ff1fP8aBp46W9oUJXhSA3VX53Hr3E1zyrrNKi0nPX7uytK+VQgEiTNBc6hE+iWqDQX10476DHD0x7bPFTM6JtDg5yAZ3i0CL0Gd4dn7+2pXcds8TJXs/f+3K0kQPZu3/zoPYtoNlwrbbH+W+b/2klDbIp8pjdL3iRiKQJAiC0HxOZYPHQKeysmZPiEitxf71CF6EpR1Ox32f5/Jpza+9IkzQXFohfBLWR6lEzLctan+KQIswCHh2PpyOV9h79XcIj+Vhaf0xOrrviP8JgiA0HxFoERZMrcX+9QhehKWdmn3pY/nnuXxaY1oiTNBcWiF8EtZHmVzBty1qf4pAizAIeHY+NZ2vsPfq7xAey8PS+mN0dN8R/xMEQWg+7RrTygi5j/FENTxDKhfV8IQAdlyxjoktG9hxxTp2bl6PZRkUDAPXMrEsMzSfazat4d6Hnyk9X/zQocOlfVvHx0i0aClVwoKtVXVpZXn9Ti0bqcayTFzL9NlHNUF9tG18jBVnpH3bUgkzsD+T8cpBZD31rIeobRKEduDZ+UOHDnP1pWtK9v7QocNcd9naCvvfPj6GZRk4jssNHzuPdeesKKUN8qnyGB3Fd8p9w7IMtrfA/wRBEAaZRcngMdCiZHPHIobr9uRjGKuAZ0+cOIkjj5GUGB0d5vnnpyq2hSmoWZbJi9P50joo7+L99yGL+CtUPU0T04Jc3sEyjbaqcVqWSdZ1KRRcTAMcF2Ixg6Rh1FzHGHRuZre346fpVUSw17A6tpooKnv1CDSE9dFQzKxQCPTKSURQ44xaz3rb3YjoRKf6qZtstVV06tw2Qqvq6tk5BuAaOK6LaRhFpU0bnFn7z+QLPmXl4XScnx2d4tHv/ZINv/ZKXrlsMXHLZGRJihdenonsO0G+sXPzelLxGAXHiZRHp+y1Rqznwmvvj5zxA7dc1DW22Et+EYVua0+bbBW6fCzQDQxa2xOpGI4B+dzcGCieMDBdAsdB0Ji9yg9zfY5tOxjMdrTtlmTqgwQvbtx3kCsuegsHnjpa+j6xZQOGLx8bx57LM1e1L99CsZQCcP0dj1U847x8ZKhUT6F+wmyknDCBhqDzXrOPbMdXTi5TqLCfsN8JotSzHuppkyC0C8/OPbyHFhy7OP+zABezNNGDOdu96pLV7Np7AICvH/qPkt/FYmag74UR5Bs79+wv5uW6TfE/QRCEQSebd9l6+yMB46WNTR2HyDNLA8p8oive925bgC9CAZ2hGYI+3dZHvVJPQagmzHaDRZDqt2fxDUEQhNYjAi1CS5lPdMX73m0L8EUooDM0Q9Cn2/qoV+opCNWE2W6wCFL99iy+IQiC0HpEoEVoKUGCF40s4m83rRLqEGpTz3nvlT7qlXoKQjVBtrs9RASpEXsW3xAEQWg9ybgRSaRuoYhASx9R78LWeMIiZ1MhjJHNO4GL+GsJtCQsI1B4o/q4hYhqlOeTiJs4NpGFAmqdm24Svej2hcnV9lJLiCc5FCeTc0ppUwmTQs6ObAvNFmMJo5FyRKCldXS7D5TT7rp6tuo4LqZpEo8b5MuEjeJxg2zWxjRNDANcFzBccGHZ6WlOnDhZVzklgRjHxTSp2wdFoKV59JJfRKHb2iMCLd3DILY9nY5zKjs3XlqUNJkue8quGhFoESJjWSYnpnKBSoRG1QL8IGW2azat4UsPPs3pwwk2XXA2EwH5AA2pHQbVtVY+IhTQemrZS3VfJlIxjr2YqbCJHZvXUyg47L4zmppnM+wmCs0WfRGEVhDkE9ddtpZ7/lmX1JO9mDw5lWHr+Bh3lykrX/+RdZyWis3rP+30PUEQhEFnKB3nyGTleGnr+BivGEkxU2PCVy/yGOeAEqZEGCT0GpT21ruf4JJ3ncX5a1eWjLQ6n3rKaFZdhdZQTx9k867PJo69MF2a6M13vPS3IFQS5BM33XWI89euLH33YvKxyRkm9h2s2HfDFw9E8h/xPUEQhPYxnXV846WJfQeZzopAi9AEmqGuOJyOM5yOh+bTLEU3UYbrPPXZi19dKpWI9Z2apyC0i6jqyd73RpWVxfcEQRDah6hxCi2lGeqKU9N5pqbzofk0S9FNlOE6T3324leXyuQKfafmKQjtIqp6sve9UWVl8T1BEIT20S41zkhr9pRSSWAlYAM/01pHepBUKbUD+L3Zrw9qrT9Vtf+twF5gCfBt4GNa64F9YqRaLKKW8MlC8dTWytdm7Ny8HsMwKBhGhQBHUNryNXtbx8d8a/Y8w6o+zttXz9qo6vLXnbOCP/ydNxeFAyyzJYIw/Uqj5ycGbL98rGLN3fbLg/syGTfYsXk9x16YJpWIkckVeNXyxb7jS3YSYPfNsJsoiL0InSRI+CqfdzBNE8sC2wbHcbAw2Ll5felF6uVr9oCKmOyt+bj7az8s7bv+I+sC/SfomuP53shwik0XvIlXLluMgYFlmeIbgiAITSSdNNm5eT1Hy8ZLK85Ik06azEw3b8RTU41TKbUa2An8P0CG4iP9SeD/ADdqrb9f49h3A7uA3wJc4KvAX2qt7ytL833gCq31fqXUF4DHtdZ3RKj3KvpMjTNoYXz1Ivv5FsrXq2JUfqFPxi0mp7K+8pcNJ8jn7K5R48SAqVPBAgIQLghzxhmLBl6NcyHiC/GExcuZQsUEbvkZaZakYj5FTssyeXEm75sYnrE44bMTCO6zpcP+tM0eaDZ6PkSNs3X0khLbQus6n/DVpe9R3HTXoTkfGh/jtOEE+byLaRplk8Gij9SKyUFqnGH2v3Q4gQ28GFGQqcb5ETXOJrFQWxteMkQqGV2PL5MtMPXyzPwJG6Tb/FzUOLuHQWv7UDrO0cmML9auqCHQ0oi9ht4nVEpdD/wZcA/wSq31iNZ6FHg18A/ArbN37sI4Alyrtc7N3gl8GnhtWf4rgSGt9f7ZTfuAD9bbgH4haGF89SL7Zi+Ut20Hw3aIuS4F2w0s3xvHl6fFtnFyNjHXxbAd8jm7tM+wnYrBQPlx1fsaqStuuICAiAvUZiHnJ2fDrj372bX3AFtvf5Rdew+wa89+gt68UACfGMvuOw+Ss12fLYTVKShtsxF7ETrJfMJX3kTP27d730Fs28VyHYzZGGzYNpbrzBuTzYDHMGv5nh1wPRDf6F1SyRgXXnt/5L96JoaCIDTOdNYJjLXNFmip5dH/prW+oXqj1vpl4MvAl5VS7w87WGv9lPdZKXUWxcc5N5QleSXFCaHHEYoTycgsXbq4nuRdzbHJ6UgL8DEMRkeHQ/Opta8WR46fCl4k6rqc2WCerSDsPGEYc59D9jV6bppFFHttZR1rnbv5yq3HPuopZyF1WigLKbvTttRqOhlbe+ncLqSu88X8ZvtFPb7XivJbSbW9NquO3dTWdtel1eV107ltN50eC3Q7g9T2I8dPhgKZsO8AACAASURBVIpiNXPsHTrZ01rP+7yD1vp/z5dGKXUO8CDwSa31M2W7TIqPd3oYQF1T2X56jBOruEizvNODFtnjuqG3uBdy+9uyrMDyLcPorlvqIeeJ2ceRa+0Le7SnXXT80Y0a526+cuuyj3rKWUCdFkyDZXfwMc62lSWPcc7Pgus6T8xvpl8E1rXBWBq1/E7Za63HOOulW2xxobbWbW3vNj9v9+Si42OBLmbQ2h46tjLDx96N2Ou8ci9KqXcqpb6qlDpY/hclc6XUBuAh4Dqt9V1Vu38OnFn2/RXAL6NWvN/wREg8VR5vzdxDhw6XvpcLnzSbhAVbA8pPWC0qsEGCzpN3XmrtExZ2fuqxj3rK6WSfib0InSTI/q7ZtIZ7H36Ghw4d5rrL1rbUNiWWCoIgdJZ00gwcW6WTzVXjrCnQAqCU+hFwG/Dj8u1a6wfnOe41wL8Cl2qtHw5J833go1rrR5VSnwee0Vr/9wj1XkWfCbRAbTXOZNzCdlwKtlOhlFlOlF9EagmtJOMm2byL7YSX0UqiirnUShe2r8avvV0jetGOX7TiCYuczbx9nEjFKmwhGS+epuptuUzwKp45QR0DXLemwEonFTEbKVsEWlpHL/2q24y6Votk2Y5LwXGxjDIBFtfFNAwwXHBpyD+WLl3M8RenfXbeSCyNigi0NI9m3NnrprZ3m5+LQEv3MIhtT6fjnMo6pbHVoqTJdIg4CzRmr1F+qDuqtb6t3oyB/wakgD9XSnnb/hr4HeBPtNaPAx8C9iilllCcGDZSTt9g2w4Gs51iu+Tt4rOtQwmL41PZitcblCtlRqWW+tvkVKaktmbMirDk2zfPq0sZsfo82RH3DTqWZXIigsJeIhXj+ZeyvtdpJBImOz+/f97+gbl+8AJ3rX7oZJ+JvQidxLO/pGX61JCvvnQND3znx2y64Oy6VJmrsSyTw8+9zA1fPBDouxJLBUEQOkMqHefIZMY3vl8xkiJTY8JXL1HuEz6glNqilHqDUuq13t98B2mtr9FaD2ut31r299da6/fOTvTQWn9Paz2mtT5ba/37WuvsglvUh+RsSoYAfqXMqNRSf+u02pooI7aeqOc4m3d99nbjvoMcPTEt/SMILSDIN2+75wnOX7tywarMBShN9BrNQxAEQWg+M1kncHw/00Y1To+lwI3AqbJtLsUXoQttwHacELUep641FLbjzqv+ZjtuR9ZlhNWtU/XpR6Ke4zB7SyVi8x4rCEL91IrNQarM9fidxFZBEITupFnj+/mIcmfvQuDM2bt03p9M9NqIZZqlxZseRbWe+hZwWqYRmE+5+psV8D6mdhBWt07Vpx+Jeo7D7C2TK/i2Sf8IwsKpFZuDVJnr8TuJrYIgCN1Js8b38xElt2PA800tVaiLICXEHZvXYxhQMAyIWViJGMcmp3Etk3jCwrXM4j7LwkxYFAwDyzLYfnllPtddNsbo6Sl2XLGOG646DwODgmHgWiaWNWcelmWW8qzeF5XqPMrraVkG20X9raXEwHeOtwec42TcCFTiW7E0HXhssR+t2X61iCcskkNxXMviyPGTuFbxe5gNBR0vCP1MIhWrsHnLmvM59doRdlyxjl1X/gaLh+Ls2Ly+QpX5hqvOg1KcLsZ3z5+CYqxlGWy73O/3lhUc6wVBENqNF7u8ceygxKShpMmOzevZccU6JrZsYMcV69ixeT1DTVbjjDKW/jfgEaXUA0BpTZ3W+s+bWhMhlHzOZtlwgoktG7Edh0Tc4sWpLLv2PBIotLJ1fKxiQX/5vh2b1/NfNp1LPG4yPJTgzv/z/VK66uO8RfxAZPGUMIIEWKrL27l5PTdt2UjBcdquyjgoxOMmV12ymlQiRiZXIB73BxQ775BIVKZLp2MU8o7vWCtu+sRcbr56I8df9C84XpSOcf3tj1XY0LLTkr7jGxEfEoReIUgA6epL1/Ddp59j4uMbmDpVGSe3Xz7GVZes5g9/xyGVtDhRdex1l63lO0/8nPesW0k+77B7dt+6c1aw6YKzmdh3kJHhFFddsppXLltMPGaSyRX41OceaTieC4IgNIt6BPr6DRPI5x3uuPfJirY3e6obJb80oIE3AW8p+xPaSD5nY9g2MdfFtt2aQivVC/rL9+3as5+TM3kmX87yJ59/jANPHS2lCxMCaIZ4SlAe1eXt3LMfF5eY62LYTt87ebspADv37GfX3gNsvf1Rdu09wM49+339WAB2fr4y3S+Ongw8NkjMxS4ECwoV8q7PhoKOb0R8SBB6hSCbv+2eJ/iV1y3jZ89N+eLk7jsPYtvFuJgPOPamuw7x7rFVHH1hujTRA0riLscmZ9A/m2TX3gP88d88husW44AItgiC0A0MskDfqawT2PZTTRZomXeyp7W+HLhz9v+1wP2zn4UOEbags1xopXpBf/U+b+F/WB7ed9txay7wj17n2uIwjeQp1EfUfgxKl0rEQhcRV28Ps8/qJUJhx3vbBaEfqRW/w/3MrXmsZfp9NCzGh/ucxF5BENpPM8aYvUq7xkDzTvaUUjcAu2a/poHrlFLXN7UWQl2ELegsF1qpXtBfvc9b+B+Wh/fdMo2mLPCfTxymkTyF+ogu0OJPl8kVQhcRV28Ps8/quB12fCsWJwtCt1Arfof7mVHzWNvx+2hYjA/3OYm9giC0n0EWkeomgZb3AxcAaK1/DvwmsKmptRDqIkiw5ZpNa7j34WdKa57KF/QH7bv34We4ZtOaijyqj/MEUmIQKNhRj3hKUB5h5QmtIWo/BqVbcUY6UEAnGTd8tmjF/Pa5dXyMWNyIdPzW8TFEo0XoV4Js/upL1/DQocMsPyPtE9Eq99Gg2H/dZWv5+sGf+nz0oUOHfWm3zfrWQuO5IAhCs2jGGLNXWZQ0A8dAi5os0GK4bu3bpEoprbVWZd8N4Hta69VNrUl9rAKePXHiJE4bb/NalkmB4i3nTguIxBMWObt4CzhmmVimQcFxwXVJWAY5u/j4Zcw0MS3I5YuiJ8m4STbvloReHMelYBf3lR9X3b7y8izTJGFRt4BG9fmrVV6zGR0d5vnnp4K2t+Ono1VEsNewOjaTqP0YZOtAoP0H5WnFTGayTintUNIkn7UjH9/N4izt6KeQcrvGVltFp85tI0Spa9g1I5GKFeOw62IZRvFnVwficYN8wQHXwHFcTBNfXJzzl2KelkVxTd/s/qAYi2GA65byase1rFP2WiPWc+G190fO+IFbLuoaW1yoX3Rb27vNz9tkq9BFY4Fuozqudfs4oJmk03FOlY2XFiVNpsueequmEXuNMnF+VCn1P4EvUHyZ+mXAgXoL6nW6TS0on7MxmO3Ago0NLJ8NEHmbuX22jWN7n11ytlPa58y+N83bV3mci+dmlmVyYiq34LbbZWXXKk9oDfX0Y3VfeX0TtK3CFm0bB5MTU5nAcgzbmff4vBiC0AfUumbkMoU5mwcsol9fKv0FnNk4GuSjXoz1Bo9emjD/FgRBaDfNGmP2IpZl8txk8HipmW2Pcp/wE8BzwF8AfwYcBa5pWg16hEFWCxrktvcT7epHsRdBqM8PxGcEQRhUBjn+tavtoXf2lFJJrXVWa32KogpnaJom16krqaUW1O/PFQ9y2/uJdvWj2Isg1OcH4jOCIAwqgxz/2tX2Wnf27ldKfUAp5UujlDKUUh8E/rGJdelqBlstaHDb3k+0qx/FXgShPj8QnxEEYVAZ5PjXrrbXmjj+LvBZ4C+UUg8BP6I4OXwD8FvAV4Hfa2ptuhhPLaj6udoYdHy9g7ew9cjxU1iWVXNhayML85vV9m4SuBlE6unHhfRVDNi5eT1HX5gmlYiRyRVYcUa6LnupRyBGELqRGLB9fKz0ovPlI0Nsv3wMyzLIOUaFDZf75shwik0XvIlXLluMgYFlmZHtXGKsIAi9Rgy44arzKBRcTAMcF2IxoyvG162mGeOlqOUEorU+CXxcKTUBXAScTVGg5XHgeq31L5pYj67Hth1G0nEmtmzoqgtpPGFxfCrHRNmAYuv4GMuGE74JX6MiM81oe7cJ3AwiUfuxGX2Vzzvcce+Tc4Pc8TGIR3ufQlD5OzevJ593KgbOYj9CtxOPm1x1yerSRTwWM7nj3ic58NRRnw2PpOPc/ImNvNigUEEtvxUEQehWrLjJqZeyvnFs+rTkQFzfFzJeisq8Ai1a659rrf9Ka/0JrfXVs58HaqLnYdtOUU3QdTFspyuMMGdTchAoPus7se8gQTf2FrIQdKFtH+QFuN1ElH5caF8VoDQp847fXefx1eUffWHal6fYj9DNFICde/aza+8Btt7+KLv2HmDXnv2cv3Yl4Ldh23awbbdh35MYKwhCL5LNu4Hj2Gy+/a//aTcLHS9Fpblv7RPaju04IYs7/YP4WgtBW00nyxbqY6F91YrjU4mY2I/QU4T5wXDZnbZqG16I70iMFQShF6lnHNtvtCtuy2Svx7FMM2Rxp79rO7kIdpAX4PYaC+2rVhyfyRXEfoSeIswPpspellttwwvxHYmxgiD0IvWMY/uNbhBoaQpKqSXAY8Bva61/WrVvB/ARYHJ20x6t9V+1uk6dpNYC+noW13tpLQt2bF7PsbLFncvPSBdFWuzKPGMYTPznDWSzTsUiWAxwLZOEZZCz3brrFqXe3Sxw00t4Yjy242CZZk0xniAW0lfJuEkWw1d2dZ4Jy2D75WPsvrNSmKKe46vLX3FG2id2IfYjdANhPhUDnx/svHI9L76cY2LLBjK5Aq9avhjDMCgYBom4heu4TGzZQDbvcCqT5+R0LvJi/VoxVhAEoVtJxo1AkZJk3AhcktRPdFygxUMpNQR8AFgOlKaaWus/j3DsOmAP8KaQJG8DNmmt/yVSbXuc+RbQRxXFKM9n9RuX8dsbX1+xuHPb+Bik/OVd/Juv5x3nvqZiEex1l43xlUd/wtR0jk0XnF2xL0rdota7WwVueol6xHiCiCq8EtRXybjJ8wELqEdPS3L8pWylmMqV64nHKoUphlIxjr+c5cY75z9+2/gYS4cTPlshbon9CF1FLZ+KJy1iebvkB6YJuZzD/7j7Xyt84O6v/ZAXp3J8+H2/wj9++8dc+PY3cNs9T9S9WF9irCAIvUjMNMhViZRsGx8rbu905VqMaRnkpv1tH07FsJs424tyj/TvgD8Cfg14y+zfmyPmvxn4OPDLkP1vA7YppZ5USv2lUioVMd+epNYC+noW15envfidZwUel7P9eb57bJVvEexNdx3k4neexflrV/r2RalbPfXuRoGbXqIeMZ4gFtJXtRZQ+8RUTkz7hCl+cexkaaI33/FF+3V9tiL2I3QbtXxqJuuwq8wPXjqZ96Wd2HeQ89eu5JJ3ncWtdz/B+WtXliZ6Xpp6FuuLjwiC0GucyjqBcfRUtv/jV84OvoY0+45mlCc83gK8SWtd91nXWl8BoJTy7VNKLQaeAD5J8R1++4A/BrZHzX/p0sX1VqmjHJucDlyIiWHMfQ7YNzo6HJqPZQYfZ7vFX3bL94WltUwYTscbqls99e40na5PFHutVccjx0+F9vWZEdpWy/7mOzehZUcUU6klsNIr9lNON9etGXQytvbUuTWMUPu17UrRgbAY6wm2eJ9b5Q89dV7rpNpem9XWbjpn7a5Lq8vrpnPbbhY6Fug3jhw/GTo+iDK26WUWOq6LSpTJ3lEgDmSbViql9/i91/uulLoF+CJ1TPZOnDiJ00tKY1ZxEWp5xy4fGQLXLX0O2vf881Oh+dhO8HGWYYDrVuwLS2s7MDWdb6huddW7g4yODgfWp50BdT57Daujh2VZoX0d6VzXsL/5jg8te3Zxcfl2T0xlvm1hx3ej/ZQzXz+1stx20anY2qlz2wijo8O+GAtz9uuJDnj7wmKsJ9jifW6FP3TivHbKXpsZ67vFFhfaf93W9m7z83ZPrBY6Fug3ao0v+v08NDKua8ReQx/jVEr9V6XUfwWeA76plPq0t212+4JQSr1WKfWRsk0GkA9L3w94C+g95Z3yBfS19tXK575vPsN1l62tOG7r+BgJy5/n1w/+lK1VZVx32Vru++YzPHTosG9flLrVU29hYSQsfH3k9XUUFtJXYWUn44YvzxVL075ty89Is+3yaMeL/Qi9Qi2fGkqaFT4TFGO3jo/x0KHD3PvwM1yzaQ0PHTrM1ZeuEX8QBGFgWFQVK73YuCjZ/2qcCx3XRcVw3eBfF5RSd9Y4ztVaf6TG/uq8fgq8s1yNUyk1CjwNrAV+CuwFfqS1noiQ5Srg2W69s9eocmUjapy245JKWuTzbvHRTcNgKGkyk3WKqoeWSSJmMpMtlIQ2snm3pIgYjxtksnZJBdFT40zETRwbCo7jOy5mmVimQTbvPy5mmpgW5PJOVwkE1Pi1tx265KuIYK9Rfs1rhRonEGmbVWU7ybhBLlMIrJMVK7NB02QoaeI4buTj62lTu+ngnb2usdVW0c2/aFf7zrLT05w4cTLQp0yrqCIXixkUCm7xp0wXHNfFNIziz6wOGCa4DmAU7wQ6jouLC66B47iYJqExtJ7rRYfu7HXEXmvd2bvw2vsjZ/zALRd1jS02485eN7W92/y8TbYKTRwL9BvpdJxTZWOGRUmT6em+vv9TIpGKBY6NwmjEXkN/MNRaXw6glLpIa10RJZRSf1BvQWXHfgX4E63140qpjwIPAAngEeCWRvPtFuZTPLRtB4PZE2+7FdKqtfZVU562kClgAGeODvPS1AxHJzOBqom5TIFcRRk2BXuuvLxdHJMkLZPJqVxFG6pV4269+wlf+2KmweR0bl61R6Fx8jm7ov/ydc6Jqm2MAHvdPj5GPG6yc8/+OYXNzevJT+d9rz5YOpzgRJWt3HDVeZwKUA1dNBTj+jsem/d4sRmh2wiK69d/ZB2npWI+nzKrVHPXnbPCp3R83WVrueefNQeeOlqpbjybF4AFYAfLb0dV1hUEQeh20uk4RwLGrWeOpPp+wmdZZqAiebNjea3HOC9USn0A+HOl1MVKqQ/M/l0K7KqnEK31Ku+untb6vVrrx2c/36u1frPW+k1a649orXteZbUexcNWUEs1MSpBbahWjVuoMqfQHQT12e59Bzn6wnTFtqMvTJcmet42TzGq+vhCIdgGCwU30vFiM0K3EeQnN3zxQKCdVqvmBikd33TXIc5fu7L0vV6bl1grCEK/cCrrBI4ZBkGNs12xvNZSgLcC76L4fr2rq+r2F02uR98Qpi5YfKl5O8p3Qsp3Ipcf1oZy1Th//m7NfbLmpDsJ6+tUorLHwtU0/fZmGsF2YFY9eBB2vNiM0G3UE9erbXo+Fc5aeTWjPoLQDoaXDJFKRre+0dFhMtkCUy/PzJ9Y6GuaMW7tVdoVy2s9xvkZ4DNKqS1a69ubWGZfE6YuaJlG8bG5lpcfrLhomSZR39AY1oZy1bjA9tXa14a2C/UT1teZXOXvSuFqmn57c9xgO6heohB2vNiM0G3UE9frVeGslVcz6iMI7SCVjNW1LhCKawMHa2WaEEQzxq29SrtieehkTyn14dmPJ8s+l9Baf6lptegjPHW26udvYwSvvSgXp0jGLWzHpWAXF2mmkybTZQtW51u0CZCMG2wdH6t49nnb+FhRCAAzkphKDNg+PlaxPqt8zd41m9b41ux5hlRP24XmUI/ASbWoQ8IyfH22fXyMoaEYO65YRyoRI5Mr8Krli9l55XqOnpgubVuxNE3Cgpuv3ohdmCs/mTSD7SA2F9S8bQlLbEboLsJEjDw7Xf3GZXzgt84imTABA9s0i6IrsyIrruvymY+dh227ZHMFcgXbZ+Pemj2gIZuv9zojCILQrSxKmtx8zUbs/Nw4wopDyjSZnu7viNauWF7rLuEHZ/+/AjgbeJjiI5y/RfFl6DLZC8C2HUbScSa2bJhXJS1etpB/ZDhVIXxy8W++nnec+5pQoZXQ8vMOi4Zi7Nz8G1imgWHAF/7x+yUhAG/S5n2/ZtMavvTg00xOZeZEAoB43OSqS1aXBvaLhmJ89P2rKTgOibjJTVs2lpQ6y9sXte1Cc4hXiUF4fbxsOOGb8IWJOiwdTlT0WcIyeGEqxx33Pjkn0HLlenI5p2LbtvEx4otMjgcsrF4yHK+wn0TcZChm+mwjn7PFZoSuoZbwyUg6zi3XvIPjL2W468GnuPDtb+C2e+Z+9Pqj/3QuiYTJZ+96vLTt6kvX8MB3fsyH3/er/JdN5xKPmyxKxUmnLK68eDVXXORiGuGKm2HUc50RBEHodiZf8o9jzhxJdbpaLac8ljP7fuxWxPJQgRat9YVa6wuBY8BbtdYXaa0vobiWT9aB18C2HQzbIea6GLMKnEGUL+SvFj5599iqhoRWCsD1dzzGlpsf5vBzU1z/149x4KmjFXmUCwPcevcTXPKus3xCKzv37GfX3gNsvf1Rdu09wPV3PIaLS8x1cXI22HZg+6K2XWgO1WIQXh8H3dgLWwics92KPsvZrk+M5eiJ6cBjwxZWZzNOhf3s3LPfV45nG2IzQrdQa7G8bTvk8k4phnoTPS/dX/z9v/LyyVzFttvueYLz165k1579nJzJ88nbvsOWmx/mU597pPjidcdp2ObFbwRB6AcGWaAF5mL58pF0y2J5lDcWvlZr/WPvi9b6Z8Crm16TAaR8UWr1In7LDBM7qW0E5Ys9owoDlAuv2I5bc8Go0F3UWtjsTxutX4PS1SPQEi7GIvYjdDfz+Yhn72GxtVrYqDxtkCCLIAjCoFPPOEZojCiTvSNKqV1KqdcppV6vlLoJ+EmrKzYIeItSYW4Rv4ftUPEdyhas1szTCM3Ty6NaGKBceMUyjYo8Kstu13tHhaiU25BHmJ1E7degdJ5AS1A5QduDxVjEfoTuZj4f8ew9LLZWCxuVpw0UZBEEQRhw6hnHCI0R5UxeBqwGvkdxrd4q4PIW1mlgSFiwdXyM5SND3PvwM1yzaU3J4L9+8KelfUDpGeZkvPYAwVvsGZSnl8dDhw6Xvl+zaQ33PvxMxaLQ8jy8dOUiLEL3UG5DMNfHCcufNmq/BqVbsTTt27Z1fIxFSTOw/FjcEPsReo75fMQTwHro0GGuvrQytv7RfzqXJYsTFduuvnQNDx06zHWXra2Iu+IPgiAIRcLGEYuSMtlrFobr9uSjJKuAZ0+cOInT44/CJFIxsnkX23FIxC2cMjXORUmTU54ap2WSjJtMZwqhioujo8M8//xUhTpjZZ5GJDVOCFak6+U1Id65Cdjejp/XVxHBXsPqOB8LUeOMAaZl+I4HfNtMyySTm1OHTSVMsjN5Uuk4M2WqsUNJE7vgzB7vib6E16nXaLSfmlBu19hqq+jUuS0nLPZ522Mxk0LBBcMF18BxXZ8aZ8Ge24ZrEI8b5POut/4ex3Ew2xhXO3FeO2WvNWJ9Xa8GeOCWizpuix4L7b92tL3eMhotpxW0yVahxWOBXiadjs+Nd2fHv9NlT0MMAlH7vRF7rfXqhf+ltf49pdS/AT6r1FqvrrcwoRLLMjn+UjZQ+Q1cnpvMVOwrV86spbh4YioXmKdtO+RtMJjteNvGsb3PboXMq207ZelckfPuYvI5u6JP8zU6q7pfzRA1z0VDMa6/47GK1zHE4yY79+z32VVmOl9ZftYNVTTs5R8MhMEgKPZ5Kp1//7UfVqhwrjtnBZsuOLvCf8J8ZelwomZsFgRBGERS6ThHAlS9V4ykyAzYhK9V1LpH+tnZ//8Z+ETAn7BAaim/Be0rV86sV3FR5FOFIMLUPAsFt2Lb7n0HOfrCdCS7EhsU+g3PpqtVOM9fu9LnP2G+krPFLwRBEKqZCVHjnBkQNc52EHpnT2v93dmPnwW+DNyrtX62LbUaEOZTfqulpOkpFVV3YK08ZY2IUE09appBSoNBdiU2KPQbnk1Xq3DWo8oZrjgnfiEIwuBSS41TYmNziLL68VpgFPiKUuq7SqltSinV4noNBLWU38L2VSpnNq64KAgQroIVpKYZpDQYZFdig0K/4dl0tQpnPaqc4Ypz4heCIAwuosbZeuY9k1rrR7XWn9Za/wpwM/BR4Actr1mPYVkmrmVSMAxcy8Sy5jfSGLC9SoFo++VjYIBlGb595cqZC1VcFPqbMHuMJyxcy5rdbpFKhKhpxirVNLePj7HijHQkuxIbFLqFRuJyUB6WZbAtQIXzoUOHff4T5isJS/xCEAShmqGkyY7N69lxxTomtmxgxxXr2LF5PUOixtk05r3OKKUuA94D/BZwGNgH/FNrq9VbeIv3G1l4H4+bXHXJalKJGJlcgYLjcPOXvsvkVIadm9dz05aNFByHmGVimgbXfujcmoqLtu0wko4zsWVD3yhpCvURZo/LTkvy/EtZ3yLo5aenmNiysUJ507Fdnw0Bkeyq3AY9+UGxQaHdLCQuB+UxMpxi0wVvYsXSNH965XmYJsRMk7jl9wvwb8vnbInNgiAIVTiOS6HgcMe9T84JXV0+1vNq+91ElGnzbRQnehPAB7TWO7TWj7W2Wr1Fo4IUBWDnnv3s2nuArbc/yq69B/jsXY+XRFh27tmPi0vMdaFg4+QKxFwXw7ZrytjbtoNhO7NpHRlMDBhh9pjNu4GLoDM5B8O2K2wryIbqsSsv7fKRtNig0BGaIRRUnof+2SS79h5g++2P8rOjU1z/14/h4hbVcCP6isRmQRCESrJ5l913Vgld3VkcswjNIcpkbynwIeDVwINKqSeUUv+9tdXqLeYTWqn3uEoRFjF2oT7C7TF8EbQg9BuNxuUoeXjCLBKfBUEQFoaMTVpPlDV7Ba31Nykqct4PDAHva3G9eopGBSmiibDI4n2hPsLtURZBC4NDM4SCasVoic+CIAgLR8YmrSfKmr0vARcA/wHcB1ystX46agFKqSXAY8Bva61/WrXvrcBeYAnwbeBjWuuufe2QZZkUKP7am0pa5PMutuOQsEy2Xz5Wug1dvvC+1svIY8DOzes5+sJ0ac3eksUJPv8P32f5yBA7N6/HwKBgGMRME9OCXN7xrfXw/cuTNgAAIABJREFU6nVschosU9aB9Bj19F+5DZavDyrflrAMn12tOCNNMm6wdXzMt2YvGTfIYtbMU2xK6DU8oaDqNXsxwExY5GxK61RTCZNMzvGtW7Ux+MxHz+OXx09y99f+ncmpDFdfuoYHvvNjtl8+hmWZ5B0XU3xEEAShIZJxIzBWJ+NG4PukhfqJIgT2XWC71vo/6s1cKbUO2AO8KSTJ3wJXaK33K6W+AGwG7qi3nHZQvlB/9RuX8d4Nr+Omuw6VDHPH5vXc9PGNFGz/ZKwW+bx/UeqnPvzrWKbBS1M5du55pLTvmk1r+NKDTzM5lSkJDQALFiEQOkc9IhJBaXduXk8+77C7bNv2y8eIx8wKu9o2PobruCwbTlSIsSTjBsdfylbkuX18jHjcZOee/WJTQs8SJlZlWgbHp3K+Hz3u/toPOfDU0VI8LxQc3w94pw8nsW2Hi97xRvK2w6c+9x3xEUEQhAUQMw2fWGE8bhIzDXKdrlyfEOUxzlsbmejNshn4OPDL6h1KqZXAkNZ6/+ymfcAHGyyn5ZQv1L/4nWeVJnpQfLZ41579uC51LbwvQGmQ7uWz+86D4IJtu759t979REm8xRMaaIYIgdA56um/oLRHX5gOtKGjL0z78szZzIpJzImxZPOOL8/d+4KPF5sSeo0gQZScTaBQ0flrV5a+H3th2icYcOO+g9i2y9bbH+XkTJ6bv/S4+IggCMICOZV12FUlVrhrz35OZeWHs2bR0lf8aK2vAAh5B/srgSNl349QFIGJzNKlixuuW70cm5wb/FomwYtJXZczR4cbyrM8Hwxj7nPVvnLxllrpMAxG66jLINDp8xFkr7VsoLq+QWlTiVjg8alEzLctyD7Dyg86vlGb6vR5bwX92KZy2hlbq2n1uT1y/FTN2ArhfmW7boVAS/X+bo673VqvZlBtr81qazeds3bXpV3lddM5bhdR4usgnZcjx0+GimnVM6buB1rV7518n6sJlEuZGUBd0/gTJ0627z0cVnEBadEAKX32WD4yhGUYPP/8VEN5lueD65Y+V+8rF2+plQ7Xra8ufc7o6HDg+WhnQA201xo24KtvQNpMrhB4fCZXeY8h1D5Dyg86vhGbCjvvvUyn2tRxW20D7Ti3lmXVjK0Q7leWYVQItPRK3O2EzXbKXpsZ67ulLxfaf+1oe6P93Q3nuN0Tq/niaz9eN2sRFpMts84xdY8Ttd8bsdfQxziVUufW+qu7JD8/B84s+/4KAh737Ba8xf7LR4a475vPcN1la0vqQd6aj4TVeJ5ePp6AQNC+azat4d6Hn5k3nbdP6H7q6b+gtCvOSLO9atv2y8dYfkY6kn0G5bl9fIwVVceLTQn9QsKCrVU2v3V8jIcOHS59X35GuuhHVT6QsIr+8tChw1x96RrxEUEQhAWyKGkGxuRFSVHjbBaG6wb/uqCUerbGca7W+vVRC1FK/RR4Z4Aa5/eBj2qtH1VKfR54Rmsd5R1+q4Bn2/3rc5gap6feVutF51HyDFPZtB03khonhgGuK6pwAdT4tbcd2umrqGGv9fRfFDVOT4SiXG2wln1GzbMRm+rHXyg7eGev47baatp1buMR1TiDfMDzF8sysW0Xx3ExTbo67nbozl5H7LXWnb0Lr70/csYP3HJR18SuZtzZa3Xb6y2j0XJaQZtsFSLG1368bs5HOh3nVNYpxdtFSZPpsqctBoE67uzVba+hP0RqrV9Xb2ZRUEp9BfgTrfXjFF/Wvmf29Qz/CtzWijKbhW07GBRPWiFTKH3Gtsk3KA9bnie2W/Gqhsp9No5dO51nKKJU21vU039h9lK9zbaJbJ9R8xSEfiGfsyv8IztjB/pLkA94/rL0jEU8//wUFoBd+zU7giAIQjjT03kM4MzZcdD0tETUZhLlPXvLgD8AFlO89lnAG7XWH4paiNZ6Vdnn95Z9/h4wVkd9BUEQBEEQBEEQhAhEWWLwv4AZ4Bzgn4H3AN9pZaUEQRAEQRAEQRCEhRFl9eNKrfX7gK8AfwlsAM5uaa0EQRAEQRAEQRCEBRFlsvfc7P9ngDdrrX8BxGukFwRBEARBEARBEDpMlMc4jymlPgn8C7BLKfUykG5ttQRBEARBEARBEISFEGWy91Fgk9b6EaXU48CfAp9qbbUEQRAEQRAEocjwkiFSyfreZpnJFph6eWb+hILQx0Txmku01rcBaK0/DXxaKfXp1lZLEARBEARBEIqkkrGG3uU3WG+sEwQ/oZM9pdTHKD6u+UdKqaGyXXHgY8BnW1w3QRAEQRAEQRAEoUFq3dnLA2+hOOF7S9n2AnBtKyslCIIgCIIgCIIgLIzQyZ7W+gvAF5RS79da/+821kkQBEEQBEEQBEFYIFHW7D2klPoriu/W+yAwAVyrtT7Z0poJgiAIgiAIgiAIDRPlPXu3Ai8CK4AMsAT4fCsrJQiCIAiCIAiCICyMKJO9NVrr7UBeaz0NfAh4a2urJQiCIAiCIAiCICyEKJM9u+q7BTgtqIsgCIIgCIIgCILQJKJM9r6tlPosMKSU+r+AfwC+0dpqdT+WZeJaJgXDwLVMLCvKqRQEoZmIH/YG0k+CIAi18eLksclpiZNCU4ki0PJp4DrgJWA38E/AZ1pZqW7Hskwmp/PcuO8gxyZnWD4yxLbxMUbScWxbbnoKQjsQP+wNpJ8EQRBqI3FSaCXz/mygtc5rrT8D/N/Au7TW27XWmdZXrXspQMkhAY5NznDjvoMUOlstQRgoxA97A+knQRCE2kicFFrJvJM9pdTZSqlDwDHghFLqW0qp17a+at2L7bglh/Q4NjmD7bgdqpEgDB7ih72B9JMgCEJtJE4KrSTKA8F3AnuBNLAY+DLwhVZWqtuxTIPlI0MV25aPDGGZRodqJAiDh/hhbyD9JAiCUBuJk0IriTLZS2ut/2b2cc6s1vpzFN+5Ny9Kqd9XSv1AKfWMUurjAft3KKUOK6X+v9k/X5puJAZsGx8rOebykSG2j49hWYYIEAhCE4gi6BHkh9vGxyItRBbaR1g/WZYhcVIQBIFinNweMK6U65nQDKLY0Q+VUudprR8DUEq9GXh2voOUUq+iKOjy60AWeEwp9Q2t9Q/Kkr0N2KS1/pf6q945bNthJB1nYssGbMclZppk8gU+9blHZGGtICyQqAvVq/3QMg1is9uF7sHrp5u2bCRvO/zy+EnuuPdJJqcyEicFQRBmicdNrrpkNalEjEyuQDwuP4YJzSHKZG8l8C2l1PcoriFdAzynlHoSQGu9OuS4dwMPa61fAFBKfRn4XeBPy9K8DdimlFoJfBv4b70i/mLbDgbFE+jisnPPft/C2oktG5Ab8IJQH2EL1YP8qdwPsV3fS0GF7sC2HVzL5I//5rGKdSkSJwVBEIrXvfJxJBTv7kl8FJpB1FcvNMIrgSNl348AY94XpdRi4Angk8CPgH3AHwPboxawdOniBqvWXI5NTgcurMUwGB0dbmtd2l1eL9HpcxPFXjtdx1ZQb5u6yZ/C6JZ6tIpWxNao/dpL51bq2h1U22uz2tpN56xfxxLtKKeb+hGC42svXPfaxaC1t5xWtX3eyZ7W+lsN5m0C5TJCBlB6VkdrfRJ4r/ddKXUL8EXqmOydOHESpxuUiiyT5SNDvl9kcF2ef36qbdUYHR1ua3m9RNi5aWdQmc9e+7H/GmpTl/hTGJ3qp26y1YaI0K+95ANS1/nLbBfl9trMWN8t/bvQ/mtH2xspI5e3ScStuo+rl/na0u7JRWB87fLrXrvopbjabKK2vRF7beXaz58Dby/7/grgl96X2dc3vFtr/cXZTQaQb2F9WoYnQFC9xigG8liZINSJ+FN/Iv0qCEI5ibjFhdfeHzn9A7dc1MLadBaJj0IraeVk7+vATqXUKHAKuAS4smz/DHCzUuobwE+BjwP3tbA+TcWyTAoU343iAqOnp5jYshHbcbBMk2TcIJfxvw4zkYqRzbvzpqsuQ8QnhEEhTHjFtAwKWCXfSViQz0W/DAb5E+DbZloGOZuGy6mHfvLxoLZYcbMU71wMlixOMLFlIxguuAbJuEE272AbBpZpdMeTGoIgCG3Gth1eMVI5jlyUNJme7sl7IEKX0bLJntb6F0qp7cA3gASwV2t9UCn1FeBPtNaPK6U+Cjwwu/8R4JZW1aeZVKsFrjtnBZsuOJuJsl9kto6PsWw4UTFITKRiPP9S1pdu9LSkb8IXVZFQEPqRauEVM2FxfCo3r4+FEeRPOzevJ5932F22bfvlY8RiJrtmF8rXW0499JOPB7XlhqvO41RVvLv60jU88J0fc+Hb38B3n36Od5z7mor9139kHaelYj3XfqH/yOXtuh+XymQLTL08M3/CBTC8ZIhUUgT5+410Os6RyYzvGnfmSEomfMKCaWnE0Fr/HfB3VdveW/b5XuDeVtahFVSrBZ6/dmXJQaG4qHZi30EmtmysUFHK5t1I6YLKEIVPYZDJ2UT2nSCC/OnoC9Pcce+TFdt233mQqy5Z3XA59dBPPh7UlkLBH+9uu+cJrrjoLdx2zxPsuOI32LX3Xyr23/DFAz3ZfqH/qPcRQyg+Ztjq1UapZKyhegndzamss6BrnCDUQl7i0QC241Ysoh1OxwNVlGzHqTrOiZQuqIy5tPKYkzB41OM7wcf7/SmViAXmmUrEfNuillMP/eTjQW0xDQLb58VLywze34vtFwRBWAgLvcYJQi1kstcAlmkUVZJmmZrOV3yHooqSZZpVx5mR0gWVMZdWfuMRBo96fCf4eL8/ZXKFwDwzuYJvW9Ry6qGffDyoLY5LYPu8eGk7wft7sf2CIAgLYaHXOEGoxUA++F0uJBAzTUwLcnnHJ5AQJp4QA3ZuXs/RF6ZJJWKYpl9Faev4WFHYoWyZTzJusHV8zPdMdjJeFIQop7qMTK7AijPSoswk+OhGkQ+vTscmp8EyF1ynhEWg76QSJpnc/GIqQUpnK85Is/3yMXbf6V+z50lgh/lyM+gn9bUYcMNV51EouJgGxGImlmnwpx89jyPHT3L31/6dyalMac3edZeNkbcLvvZf/5F1Pdl+QWiEetbfDfK7xwaBRUkzcMxXFGmRiCgsjIGb7AUJCVyzaQ1fevBpJqcyJYEEIFQ8ASCfd0rrfTyxh8989Dxc18VxIRbz/zqdyxQYPS0ZSbUzqIzt42PQhnfSCL1DN4p8tKJOju2yaCjGzs2/gWkU7xqlhyyOvehf0B4kphKk8JmMm7w0neeqS1aXLq6xmMnpixIVPtoqNc4w1dFOT9QbwbQMTk3lmdh3kJHhFB9+369w691PVPT/ksUJXNflone8kb/5hyeZnMqwc/N6btqykYJT/LFt2elpTpw42enmCEJbkPV3Qjm5qjHftvGxTldJ6BMG7v5wkJDArXc/wSXvOqskkFAISVe+b3fVvp179nP4uSk+9tmH2XLzw1x/x2O+u3VQnPAZtk3MdTFsO3SiF1TG7tnyBcGjlp32U50KwPV3PMaWmx8u+dj0jB24oD1sXmbbDobtzPqeQzbvsmvPfnbtPcDW2x9l194D7Nqzn0zOqfDRVr12IahOvTjRg0oBnUvedVZpogdz/f+j/3iJrX/1KCdn8uifTZbipotbar8pj3AKgjCAnMo6gdfNU9nevCYI3cXA3dkLE0UYnr1jVy4QUEs8oFYec2mdhk9wLfGGges0IZRutJNW1KkeAZCofldrQbz4WH2Un8swwSpvuz9OSkwThG6ikddOCAtDrkdCKxk4G/KEBMqdyhMN8D57AgFB6Wrtmyp7F0ppYa3d2F2BsHpapgG2qNUJRbrRTlpRp6A8PQEQfznR/M5bEN/o8cIc5efSE2AJio/BcVJimiB0E42+dkJoHLkeCa1k4B7j9EQRPNUjb83evQ8/UyGQEJSu1r6t42M8dOhwxffEApbX1SpfEDy60U5aUaegPGOxouBRtR9G9TtP9KXR44U5ys/lvQ8/wzWb1lSc16svXcNDhw774mSnbVUQBKEbWJQ0A69Hi5IDN0wXWsBAXGcTqRjZvIvtOLgYjJ6eKokiJOMWtuNy7YfOxTJN0kmT6ayD7TgsPS3FxMc3YtuOb9+ykcp9i5ImV75/NX/4Ow6WZRKPmcxkC1iWRTJukM07xceVLBPTNMjlbSzTnFUTdHxiENXiDZ5qaDZfzL9XhRyE5tINIh/VaqDArI/NiZykEiau61LA8IkTpdJxZrJzPjCUNMlnbV+erxipzHNR0mRxKlaxbShpkpnOE09Y5OxKlU6gYhtQl2BSVIXRblRHbSbV7UvGTbJ5l+Vl/ZNOxSrio2HCle9fXfr/id8zyeacudhoGFimgSPv2BMEYQCZns5zZsA1brrsSQhBaJS+n+wlUjGefynrU+wbPS0JELjv7q/9kBenchWKcuvOWcGmC85mYt9BVr9xGe/d8DpuuuuQ77gDTx1l+cgQ1122lq88+ixT07nScdXqn7/6uhHece5rQtUEbdvBAJKWyeR0rqsUF4XuwbOTGIDttlW2Pkh584arzuOFKpXMbeNjxOMmu/bsr7D1M0dSHJmsTLtj83oKBcf/SoS8XXH8tvExEnGTnVV5rhhJcbQqz52b15PLOz4fqj4+zK+iKox2ozpqM6lunxcXf/CT4/zq65eFxkfvlQsXvv0NPPCdH7PpgrN5+WSGJYtTFf10/UfWcVoq1hfnShAEISrpdNx3LfSukTLhExZK398fzubdQMW+bN4N3Xf+2pU+Rbnz164spb34nWeVBjLVx3nfb7rrEBe/86yK47x9nvrnu8dWRVIT7EbFRUGAYNssFPx+deO+gxx7Ydpn66eyji/tsRemSxM9b9vuO/3H37jvIEcD8pwJyPPoC9OBPlR9fJhfRfXBfvfV6vZ58W3snDNrxsfb7nmC89euLP2f2HeQVy9f4uunG754oG/OlSAIQlSCroXeNVIQFkrf39mrpXDkfa7eV67M6VGuMGeZ0dQ4LbO2Ml1YPtXqS92ouCgIUJ9KZioR820L8s9UIhb5+FbkGeRXUX2w3321un1efHNdN1J8LP8fHpv741wJgiBERdQ4hVbS93f2PIWjcjyFo7B9U9P5knKcR/l32yH0uPLvtoMvn/K0Yfl464nm2mCEpJN3UgmdJcg2PZXMcpaPDJHJFXzbgnwwkytEPr4VeQb5VVQf7HdfrW6fF98Mw4gUH8v/h8fm/jhXgiAIUak1VhWEhdK3VmRZJq5lEgtR3EvGDZLxYDW/hw4d9inKPXToMDs2r2fHFeuwXSeSGic4nLY4Hqr++fWDP42kBtiNiouCANFVMreNj7H8jHSg0lh12uVnpNl+eeW27Zf7j982PsaKgDyHkmbJVye2bGDHFet41fLFgT5UfXyYX4X5YMIycC2TglH8n7CMvvbV6vPgKWwefOpIqR/v++YzXHfZ2kA1znJVzp8fe9nX99d/ZF3fnCtBEISoiBqn0EoM1+1J9bNVwLMnTpwMVG+rFhG4+Ddfz/s2vh7HYVY9bk5xr1yp01Pzm8k62K5LLGaQzzm4rotpmUxn8tx455wwwR/+zpvBMLAMg0VJk1PZouKmacKDj/yE+771k6I4xJXrScViFBwnshpnUJvmU/gbHR3m+eenmn+2+4CwczM6OtyO2wirqGGvZXXpyf4LUmecztkUCi6mUbzTF4sZJOIm0zN2xbakYRBPWvOqccaARNIqqeF66ri241b4bzJuYOcdXpzJ+wReli5JVqRNWODYbmTlTK+dGAa4LgnL4MSUXzhp6XCCnO02XY2zW2zVskxsDPK2wy+Pn+RH//EiG37tVSxOx8gXXGzbJZk0yWSLcSw2q8bpOoDhYlC0hWzOJmEZFedq2elpTpw42YZmLpxe8tdO1LVT9loj1tf17rgHbrmooXfN1XOe663TQurVjrZ3a73m65M22SrUiK+pdBwXyJRd41JJEwPIDJBASy/F1WYTte2N2Gtf/ohaLSJw37d+wqNPHmFiywYM264QQMllCmVKhjaZaRuD4oDmus89Uspj2/gYe+//t9L3A08d5dlfvszElo0Yts102XFbb3+0YpHtzs/vZ2LLBmKuCwUbp6y87IxdUX4+REqxk4qLglCLatvMYnD9HY/5Xg67c/NvsOXmhyu2TWzZgD2d9/kg4LP3mWmnIt2ML13Rt13LDBR4Kfq/4/O1qH7ltdMLyDnMQDGWynL6z1dt28G1TP74b+b6+H/+ky71p2UafPLW7/j6/4qL3sLe+/+NiS0byc0U+zxvV55/Ux7hFARhAJnJOmy9/RFf3JzYshGJisJC6cv7w7VEEhrNI0xoxRN6aWbZgtDLhC00rx7Ht8ov2uWDg+zrtdoe1v/lwiyCIAjCHPOJCQrCQujLyV4zRBLChAj8eYqYiiCUE7bQvHoO1Cq/aJcPDrKv12p7LeErERwQBEHwIwItQitpqRUppX5fKfUDpdQzSqmPB+x/q1LqcaXUvyul9iqlmvJYaTMETcKECERMRRBqkwgRRYrFjLb4Rbt8cJB9vVbbg/q/XJilOmYKgiAMOkMhAi1DItAiNIGWjUuUUq8CdgO/DmSBx5RS39Ba/6As2d8CV2it9yulvgBsBu5YaNm27TCSjhfXAzUokhCURzJuMrFlY00xlWaULQi9TD5ns2w4UfQV18UyjJIYSjv8ol0+OMi+Xqvtto2v/zHhyvevDhWgEgRBGGQy03lWjKRmx5jFmDqUNAdKnEVoHa38yeDdwMNa6xe01qeALwO/6+1USq0EhrTW+2c37QM+2KzCbdspiiS4LobtNDQAq84jlylg2Pbsdzt00NKMsgWhl8nnbAzb5syli0q+0k6/aFdZg+zrtdru9X/McTBsGyNv14yZgiAIg05mOl+8bi4rXjdloic0i1ZO9l4JHCn7fgR4dR37BUEQBEEQBEEQhAZp5fISEyiXZDAAp47987J06eKGK9evjI4Od7oKXUunz00Ue+10HVuBtKn36GRs7aVzK3XtDqrttVNtzeXtvj7PvUq39cmgjgWiIm1vPq2c7P0ceHvZ91cAv6zaf2aN/fMy30uqB41BfhnlfNR60W676NeXqtdC2tTccttFp2JrL9mL1HX+MttF1Jeqt5pE3Kr7JeFC64nwUvU21aTIII4FoiJtj/RS9brzbuVjnF8HzldKjSql0sAlwFe9nVrrw0BGKbVhdtMfAP9vC+sjCIIgCIIgCIIwMLTszp7W+hdKqe3AN4AEsFdrfVAp9RXgT7TWjwMfAvYopZYA/wrcFjF7C8AcgPdZ1Yuck3BCzs0qineZCy0sOrK99mP/SZuaxiq6yFZbRS/Zi9S1JqvokL32Ur8IrSeCPayi9bYKAz4WiIq0fV5WUae9Gq7bk49BbgS+0+lKCH3D64CftjB/sVehWYitCr2E2KvQK7TaVkHsVWgeddlrr072ksBaigqeouUtLJRW/6In9io0C7FVoZcQexV6hXbc2RN7FZrFQNzZEwRBEARBEARBEGrQSoEWQRAEQRAEQRAEoUPIZE8QBEEQBEEQBKEPkcmeIAiCIAiCIAhCHyKTPUEQBEEQBEEQhD5EJnuCIAiCIAiCIAh9iEz2BEEQBEEQBEEQ+hCZ7AmCIAiCIAiCIPQhMtkTBEEQBEEQBEHoQ2SyJwiCIAiCIAiC0IfIZE8QBEEQBEEQBKEPkcmeIAiCIAiCIAhCHyKTPUEQBEEQBEEQhD5EJnuCIAiCIAiCIAh9iEz2BEEQBEEQBEEQ+hCZ7AmCIAiCIAiCIPQhMtkTBEEQBEEQBEHoQ2SyJwiCIAiCIAiC0IfIZE8QBEEQBEEQBKEPkcmeIAiCIAiCIAhCH9Krk70YsGr2vyB0O2KvQq8gtir0EmKvQi8h9ip0hF41uFcDz544cRLHcTtdl65hZCTN5OR0p6vRlYSdm9HRYaMNxUey137sP2lT8+gmW20VvWQvUtfadMpee6lfotJvbeq29rTJVmGAxwJRkbbP3/ZG7LVX7+wJAcRiVqer0LX0wrnphTrWi7RJqIdeOrdS1+6kH9vab23qt/Y0m0E+P9L21iCTPUEQBEEQBEEQhD5EJnuCIAiCIAiCIAh9iEz2BEEQBEEQBEEQ+hCZ7AmCIAiCIAiCIPQhLVXjVErtAH5v9uuDWutPVe1/K7AXWAJ8G/iY1rrQyjoJgiAIgiAIgiAMAi2b7Cml3g1cAKwBXOCrSqmLtdb3lSX7W+AKrfV+pdQXgM3AHa2q00KxLJMCYDsulmkQA2zbaVn+CcsgZ7vYjstQMkau4GDbDpZpkkqYZHI2tuMSs0xM0+DI8VNYljW7z8F2HBJxC8dxKcwetyhpcipb3BezTCzTIJu3ffu8MrIzeQBS6Tgz3j7LJBEzmckWsEyToaQ5t880ScYNcpmCr03pVIxsrjJ/rw3V7a0+v+X5LBqKkQmpZ6v7qNMstH3JoXjJNrxz59gOOZvStoQFpmX60lkGFfaxKGkyPZ0nnrB8x8djRVs6cvwklmWxKGliu/jyzM7kK21r1p4cxyWbdytsynVcXzn5nL2g8xRU97A8BaFewuywZHeui2UYYLhYponruriA64Djupiz+3ANkgmzIn4mEia5sjjvui75QnFfLGZQKLilPF48mcG1LF/sxQBcA8dxMGfrB1AALMvALvONZNwgm3f6NrYOCkE2aVqGLw46thtou0HHJ5OW79rggC+uG8B02XUhnTSZmc4zlI4zXZY2nTSxA64BMdPwlVMISJfLFEikYoHbe4Fc3mZ0dLiuYzLZAlMvz7SoRu2jn9o+vGSIVDL6NCuXb93Yo5V39o4A12qtcwBKqaeB13o7lVIrgSGt9f7ZTfuAXXTpZM+yTCan89y47yDHJmdYPjLEtvExRtLxplzwgvLfOj7G3V/7IcPpBO/d8DpuuusQxyZnWHfOCjZdcDYTZWmv2bSGLz34NJNTmdJxL07l+PD7foVb737Cl+eBp45WHHf6cMKX59bxMZafnsIw4OhkpmLfdZet5SuPPst2ei5aAAAgAElEQVSTPzruy3Pr+BijpyWx806pTe8Zey1v+9VX+PL/wU+Os+f+pwLb5J1foJTPpe8+i9e/eiSwnoWcHdpH/cBCbTA5FOfYixnfOY7HTXbt2V/atnPzenJ5p6Kc7ZePEYtVpts6PsaZIymOVNnGrX/0Dt+2reNjLFkcZ+vtj857/I7N68lXlR9Up63jYywbTvgmZ1HPUzxhcXwq56tnUJ6CUC9hdrjstCTPv5StsLtPffhtFAou933zGS58+xu47Z65mH31pWv47tPP8Y5zX+Oz1bA4f91la7nnn3VFTK6O0b88NsVpw6mKsrbPxoN/PnCYt695demaE5RHM69/QnsIssmg2L5tfIxE3GRn1balwwlOTOUqjr8tIN4HXVeC4nrYNSCo/D/7L28PvK6MLEmw9fZHKra9YiTFcwFpR09L9sSELxG3uPDa++s65oFbLmKqRfVpJ/3U9lQyVldbHrjlopbVpWVr9rTWT3kTOaXUWRQf5/xKWZJXUpwQehyh+MLJrqQApSAFcGxyhhv3HaRZYSMo/4l9Bzl/7UoufudZpYsuwPlrV5aCmJf21ruf4JJ3nVVx3CXvOqs0AKjOs/q4oDwn9h0kk3OYyTq+fTfddYiL33lWYJ4T+w6SzbsVbXrnr78mMP+xc84MbZN3fsvzeeubVoTWs9V91GkW2r7M/9/evcfJUZf5Hv9099wyuWiABFCRiOLDigohZGBRBOWioqgsKsie3QQF1OM5oKK7BFTQXS5eUGG9oxLcXYRVRBfFs0gARREn3FeBZwMLLEhIAkRJMre+nT+qeqYv1TM1M93T0zXf9+uVV6br8qvfr+qpp+pXVV09UrsdL1jbz+ZnByqGbXp2oGY5519eO92Fa/vZEREbAxHDLlzbTyFPrPk3Ryw/qk4Xru0nqk8Wdz2N5Imsp/p50gj14nA4W6yJu207RvjilXdyxMo9RztfpXGXXn03R/Yti4zVenn+oivW1+Tk6s/7LNu5Zlnnr+1n07MDHNm3rOKYE1VGknLrXBEVk1G5/YIwDqqHjeRr54/K4VHHlai8Xu8YELX87EjtfnPh2n7yudrjSr1j0HC2/g+ZiyRZU7+zB2Bm+wI/Az7u7hvKRqUJHu8sSQGTukS4884Lpl/BmDZvHUs8Y8MGIZWa9C3nyZS/sLeTTJqKcQt7O+tOG/V3veniTJsvFIFi5LhMun6Z+UKRTCY1Ol+xGF1GsVgct02kUhV1yxcKdetZvryoMhqxnaYjTryOV8fpxuDGp7dHzt/TVZkGero6Yk1XWu/V09bbRqVtXTl/7bRRy69Xp3yxyO5VbY+7njY+vSN2mdVaHUvNNpO5tVo7rdup7K/jxXy9PFh9DCgNn0qeH68epf18ouWNLrNBx7/pqo7X2VCnRmvmeUZUbo/M9xHH8fHiqFzdHB5z/vrH/kLksHrnCRPl9pnQrPyaxLiPKyltb1Y7mv2CltcA1wAfdverqkY/Aexe9nk34MnJlP/MM9spFGboSk0mzdLF8yoSyNLF86BYZMuWBtxArlP+toEsi+Z3V4zbNpCtO23U3/WmizNtJp0CUpHjSk/vRJWZSaegWBydL5WKLiMVdsTqtYmwg1Aal0lHr6fq5UWVEbWdZjJBTBSvS5YsHD+WphmDmUwmcv6hkcrr80MjuVjTldZ79bT1tlFpW1fOXztt1PLr1SmTStW2PeZ6qrc+IsssM+F2apLZFKvN0qp1OxVT3V/Hi/l6eTBfGD+XTybPj1eP0n6eL3THKnO83NOqeG2nGIqrYW2qE5NRuT0y30ccx8eLo3J1c3jM+esf+ysfUBuvzEw6OrfPdEchzrnAVCQh7pPU9qm0JU47plJu0x7jNLM9gB8DJ0V09HD3x4ChsEMI8DfAz5tVn+nqAM5e3Rcc4GD0ufJG9Zajyl+zuo916x/j2ls2cNaqlaPj1q1/LPieWtm0Z5y4nGtu2lAx3zU3beCME5dHllk9X1SZa1b30dMVfLG6etxZq1Zy7S0bIstcs7ov+DJ1WZtuufPxyPL7/7CxbptK67e8nHv+a1PdejZ7G7XadNvX01W7Hc9e3cfSnXorhu26U2/Ncs45uXa6Nav7mB8RG70Rw9as7iOdIdb8SyOWH1WnNav76MpMfT11ZYisZ1SZIpNVLw67O1M1cbdwfhcfPWkF69Y/xuknVObs009Yzo39j0bGar08f9aqlTU5ufrzg48+U7Osc1b3setOvdzY/2jFMSeqjCTl1rkiKiajcvvZYRxUD+vK1M4flcOjjitReb3eMSBq+Z1dtfvNmtV9ZDpqjyv1jkHdnZUXHEXmilT1o1WNYmaXAO8FHi4b/A3gbcCn3P0OM9sPuIzgpxfuAk529+EYxS8DHpnpq8+z/W2cI7kCmVRKb+OM2Eb1rowuWbJwJrL/MmLEa5yrt+32Ns5SPZP0Ns4W3tmbNbHaLO10V2Y6+2vN2zjTkEml6ryNEyhS9jbOMF+W3sZZLNLVEbzJM5sPyqt+G+fYmzuDeWvfxlkknabO2ziDeSb7Ns5WxWs7xVBcjWzTbHgbZ2ne2fI2zhmKVZjEucBUXlKShLhPUtsn25a47ZhKvDbtwpy7nwGcETHqG2XT3Av0NasOjZbPF0gRrrR8kUa/x6G6/Gx4LO4AskPZsnF5hgfzY59zeQrA7uEBoXxcIXwUojTfwEDlfPl648JllAwNZCvmy+byo9MNVc1Xfq5c3qaRwXHaUNXe6vVbXs7wQG059dZh0t61Md32DUdsA6BiWPD23+hYKB82MBAMy47ka+YvDSvFZGnaqDKHqrbnUMS0pZiqref01lNU3UUapV4cVsQdQL7yC+spoPoG80hFvoRsRZ4P5i6Vl89XlvH8Bb1s2bJtdN5S7i3JhMNL9UsBhYp8HLzQKMm5da6Iisl8Pjq3Rm3vqPkHBgqRx4Z6eb10XBgMhw1WHQMG6xwDRog+BkUdK0aGcnXPS0TmmqY9xikiIiIiIiKto86eiIiIiIhIAqmzJyIiIiIikkDq7ImIiIiIiCSQOnsiIiIiIiIJpM6eiIiIiIhIAqmzJyIiIiIikkDq7ImIiIiIiCSQOnsiIiIiIiIJpM6eiIiIiIhIAqmzJyIiIiIikkDq7ImIiIiIiCSQOnsiIiIiIiIJpM6eiIiIiIhIAqmzJyIiIiIikkDq7ImIiIiIiCSQOnsiIiIiIiIJpM6eiIiIiIhIAqmzJyIiIiIikkDq7ImIiIiIiCSQOnsiIiIiIiIJpM6eiIiIiIhIAqmzJyIiIiIikkDq7ImIiIiIiCRQR7MXYGaLgNuAt7r7o1XjzgXeC2wNB13m7l9tdp1ERERERESSrqmdPTM7CLgMeHmdSQ4ETnT33zazHiIiIiIiInNNsx/jPBX4EPBknfEHAmeb2X1m9hUz62lyfUREREREROaEpt7Zc/dTAMysZpyZLQDuBj4OPASsBT4JnBO3/J13XtCIaibKkiULW12FWavV6yZOvLa6js2gNrWfVubWdlq3quvsUB2vSWxr0tqUtPZMRrPy61xep0lpe7Pa0fTv7NXj7tuBY0qfzexi4LtMorP3zDPbKRSKTahde1qyZCFbtmxrdTVmpXrrZiYTxETxmsTtpzY1drkzpVW5tZ3iRXWdeJkzpTxe22m7xJW0Ns229sx0RyHOucBUzKZ1OlVJavtU2hKnHVMpt2Vv4zSzF5vZe8sGpYBsq+ojIiIiIiKSJC27swcMAp8zs5uBRwm+23dtC+sjIiIiIiKSGDN+Z8/MrjezA919C/B+4DrACe7sXTzT9REREREREUmiGbmz5+7Lyv4+puzva4BrZqIOIiIiIiIic0nLvrMnIiIiIiIizaPOnoiIiIiISAKpsyciIiIiIpJA6uyJiIiIiIgkkDp7IiIiIiIiCaTOnoiIiIiISAKpsyciIiIiIpJA6uyJiIiIiIgkkDp7IiIiIiIiCTTpzp6ZvcDMDm1GZURERERERKQxOuJMZGYfBA4FTgfuAv5sZj9y9zXNrJyIiIiIiIhMTdw7e+8DPgK8C/gJsC9wVLMqJSIiIiIiItMTt7NXdPdNwJHAOnfPAZnmVUtERERERESmI25nb9jM/g44DPhF+FjnjuZVS0RERERERKZjMo9xvhxY5e5bgdcCpzStViIiIiIiIjItsTp77u7A/wX+x8xSwKnu/mBTayYiIiIiIiJTFquzZ2YHAw8DPwNeCDxuZoc0s2IiIiIiIiIydXEf4/w8wctZnnH3J4C/AS5pWq1ERERERERkWuJ29nrd/f7SB3e/npi/0SciIiIiIiIzL25nL2tmi4EigJlZ86okIiIiIiIi0xX37tz5wC+B3czs+8DRwGlNq5WIiIiIiIhMS6zOnrtfZ2YPAEcR/Jj6Z9z9gabWTERERERERKZs3Mc4zWyf8P8DgEXA74DbgHnhMBEREREREZmFJrqz9wXgrcA1EeOKwF4TLcDMFhF0EN/q7o9Wjdsf+DZBR/JXwAfcPTdxtVsjk0mTA/KFIj3dGbLZIvlCgUw6TXdniuFsgXyhSEc6TToDI9kCmXSKDiCfL9SUkUmn6O3OMDBcIF8o0NWZoVAokssHZc7vTrMjHJfJpOnuTDMwlCOTTjOvO81gOK63p4PhbIGNT28nk8lUzNfVmaFYLJLNFWrm68ikyaRTDGfzNW2obl/5fJlMmq6ONIPDOTLpFF2ZFCP54oRtl2ilmNi8dQAy6XHXWWdXhpE8o9ulKwOpdIrhqlgEaoaNDOXontfJ0EhhdHhPV5pisVgzbTqdGtve4fZPwWisZtJpervTDA5k6e3tHIvTMG4BdgxXxmSuULuckaEcXT0dNcPz2ULFflJKVNXDFFsynup8W4qZ6v2opys9ul+U8mKuUIBiikKxSDqVoqMjRS5XHP1/89YdkMmMjidVJJMO9qdcfmwYxRSdnSmy2SLFYpFU2fBUGooFRuctFIoUCcYVCgXSivM5rZRbJ8qjUfl6aILcPNGwevk6ap8C5WaR2Wzczp67vzX8/yVmttDdt5lZD7DI3TdPVLiZHQRcBry8ziT/Apzi7reb2XeAU4GvT6oFMySTSbN1IMsFa/t59ct24ZjXvISLrljP5q2DHLTvrpx49D5cuLafzVsHWbp4HmecuJzv/ewBtm4b4uzVfSzu7QQYLWPz1kGOO2wvXnfAHly4tp/FC3v427f8BZdcdTebtw5y6tv35RV77VJR5prVfdxx/1P8ov9/WLO6j1/d9Ti9PZ0c+IrdRqcrr0t1maUyrrrhQX73h0019SyNW9jbVdG+8nqWyjlr1Uqu/80j3PfQ0+OWWWq7En+08rgqrdt666yzK8PT20YqtsM/fvAQdgzmauJk/rwOPvH12yqG7b64h41bhyqmPXt1H52daT592e2jw8499WCy2UJFnc499WCyuQIXXN4/YZn1lr9oYSdrvvabimG7Le7hqYg6dXWlOe9bY3U6L6zT+THWkwjU37d2eV43W/48XBOz5Tns71cdyMhIgS99/67RvHrCUcatdz/BoctfxNW/cI499KVcevVYbv3Iew6gqyvNZ6+4Y3TY6Scs584HnqrJn6efsJzrbn2YYw99Kdfd+jDvOvLl5HJFrr1lQ025ivO5qbe3sya3RuXmc07uo6OjMoePl5sXP6+LNV/79Vh8ndxHZ9X8Z6/uo6szzXlVZS59fg9b/jRUufzwGHJe1fyKWZHZI+6Pqr8buCv8+GLg92Z2bIxZTwU+BDwZUeaewDx3vz0ctBZ4V5z6tEIOxjpph+892hECOGLlnqMJFWDz1kEuuepujn/D3mzeOsgFa/vJVZUBcGTfstH5jn/D3qOdMoC+fXevKfPCtf0cvmKP0b+P7FvG4Sv2qJiuvC7VZZbmO2LlnpH1LI2rbl95PUvzXXTFeo47fO8Jyyy1XaJVx8R462wkT812yOWKkXES3HmoHLZjuFAz7QVr+9n87EDFsM3PDtTUafOzA6MdvYnKrLf8Qo6aYQN16rTpmco6bXp2YLSjN9F6EoH6+9ZwNnqfKc9hz20fGe3oQZBXL7piPUf2LeOiK9ZzxMo9RztkpXm+9P27eG77SMWwS6++OzJ/Xnr13aNlHLFyT7btGOGLV94ZWa7ifG6Kyq1Rufn8y2tz+Hi5OZ+tzMMXRMx/wdp+NkWUOTRSqF1+xLSKWZHZJe7bOM8BXg/g7v9lZiuAnwDXjTeTu58CUOeXGl4AbCz7vBF4Ucz6ALDzzgsmM/m0bN46lswy6bFkCbCwt7PiczD9IAvDu3mbtw5CKjX2d6i8nOoyisViZJnFYnH070y6drryciaqV1Q9F/Z21rSv+nP58uOUSSrFkiULabVW1yEqXsvjamxY9Drb+PSOmmnTqehtk05VL2eQfKEQOW1PV2Ua6OnqqJkuath4ZUYtvxS7japTK2Or1bHUbDOZW6s1at3W27fyhejcWp7DquOtlEtLubBebq2O2/J5opYXlX+bFedJjtnqeE1CWzc+vT12Ho6Ku3q5NV8o1AyLmj+6zOh9J2raiWI2CdtoqpqVX+fyOk1K25vVjridvYy7P1H64O6Pm1nc3+irJ034u32hFDCpe/7PPLOdQqE48YSNkEmzdPG8MOEx+jfAtoFsxWcIxm8byI7+TXiiWz5deTnVZaRSqcgyU2GncenieeQLkMmk6tZlonpF1XPbQJZF87vr1rN8vtITGhOVSbHIli3bprbeG2TJkoWRdZjJBBEZr2VxVVJvnWUymZppC8XobVO9mKWL55FJRy9raKTyGuzQSK5muqhh45UZtfxS7DaqTq2KrXqxNBPLnSkzmlvLNHTd1tm3Muno3Fqew6rjrZRLS7mwXm6tjtvyeaKWV/q/syM1brnTjfNWxGyr4rVV+2ejReX7enkwKu7q5dZMOl0zbdT80WVG7ztR044Xs7NtG810R2Gi/DrV+symdTpVSWr7VNoSpx1TKTduh22zmb3fzDrMLGNm7wU2TXpplZ4Adi/7vBsRj3vOFh3A2av7WLp4HtfesoGzVq0MEhqwbv1jwfPs4efS99auuWnD6PPrHVVlANzY/+jofNfctIEzTlw+Oq7/Dxtrylyzuo9b7nx89O8b+x/lljsfr5iuvC7VZZbmW7f+sch6lsZVt6+8nqX5zlq1kmtv2TBhmaW2S7TqmBhvnXVlqNkOHR2pyDjpCE8ey4fN707XTHv26j6W7tRbMWzpTr01dVq6Uy9nn1y7nKgy6y0/3UHNsN46ddp158o67bpTL+fEXE8iUH/f6u6M3mfKc9iiBV185D0HVOTVs1at5Mb+Rzlr1UrWrX+M00+ozK0fec8BLFrQVTHs9BOWR+bP009YPlrGuvWPsXB+Fx89aUVkuYrzuSkqt0bl5nNOrs3h4+XmTGdlHj47Yv6zV/exa0SZPV3p2uVHTKuYFZldUtWPVkUxs72Bq4D9CO7G3Qmc5O7/HWchZvYocHjE2zh/D7zf3X9jZt8CNrj752MUuQx4ZKavPs/2t3Hm80GZehtnrXHu7KUiJm+0ZYwTr6WYIJWCYjFRb+MsxXmS3sbZwjt7LY/VZmv0um3m2zhJAUXK3sYJmXSq6m2cwTSdnWmy2cLY2zjTQIGxt3GmIZNKVb2Ns0g6TUPivEV39loSr7PtrtF0jOXW8fNou72Nc7ZtoxmKVYiZX5csWcixZ/5kUgVfd/HbZ9U6naoktX2ybYnbjqnEa9wfVd8ArDCzxUDO3ae8Vs3seuBT7n4H8NfAZeHPM9wFXDrVcmdCPl8gRbDSckO50b/J5xnJU/G5kC/9XSRfpwzyRQYHxj4XwkchSmUMDOTHps3lGcnlR8cNlY0bGcySAnYPE2j5fNVlDlWVma/Thur2Vc+XHa1LkWzMtku0UkyUDoDjrbPsSL5iXWfDiatjsd6w4TBWSsOHB/Ox5h8aqJ1uMBw2MFBZ5kDZtOUxWW85IxH7UuW0Y3EUNUyknup8W4qZ6v1oeLA2L5aOppnRsoJhpf9L+2tpPIx9D6F8WFBkUP7oETo/9n8q/L80b8Vy8yjO57BSbo2TR6Py9Xi5ebLDSsupt08pN4vMXrE6e2a2APgssA/wLjP7JnCmu2+PM7+7Lyv7+5iyv+8F+iZTYREREREREZlY3O/sXQr8CdgVGCL4EfRvNatSIiIiIiIiMj1xO3vL3f0cIOvuAwSPX+7fvGqJiIiIiIjIdMTt7FU/gp1hkj+TICIiIiIiIjMnbmfvV2b2WWCemb0R+BFwc/OqJSIiIiIiItMRt7P398B24M/A+cB9wMebVSkRERERERGZnrg/vZAF/sHMvgLk3f255lZLREREREREpiPWnT0z28fM1gObgWfM7Jdm9uLmVk1ERERERESmKu5jnJcD3wZ6gQXAD4HvNKtSIiIiIiIiMj2xHuMEet39m2Wf/8nMTm1GhURERERERGT64t7Ze9DMDil9MLNXAo80p0oiIiIiIiIyXXHv7O0J/NLM7iX4zb39gE1mdh+Au7+6SfUTERERERGRKYjb2VsD7AU8BCwEDiD4+YWtTaqXiIiIiIiITEPczt57gCLwW+BK4AZgP3c/vlkVExERERERkamL+529A4APAu8AvufuJxM82ikiIiIiIiKzUNzOXtrdC8BRwE3hsN7mVElERERERESmK25n7yEzu57ge3u3mNm/Avc2r1oiIiIiIiIyHXE7eycTfFfvMHfPArcC72tarURERERERGRaYr2gxd13AP9S9vkbTauRiIiIiIiITFvcO3siIiIiIiLSRtTZExERERERSSB19kRERERERBJInT0REREREZEEUmdPREREREQkgdTZExERERERSaBYP70wVWZ2EvAJoBP4srt/tWr8ucB7ga3hoMuqpxEREREREZHJa1pnz8xeCJwPrACGgdvM7GZ3v79ssgOBE939t82qh4iIiIiIyFzUzMc4jwRucvdnwx9l/yHwzqppDgTONrP7zOwrZtbTxPqIiIiIiIjMGc18jPMFwMayzxuBvtIHM1sA3A18HHgIWAt8Ejgn7gJ23nlBI+qZKEuWLGx1FWatVq+bOPHa6jo2g9rUflqZW9tp3aqus0N1vCaxrUlrU9LaMxnNyq9zeZ0mpe3NakczO3tpoFj2OQUUSh/cfTtwTOmzmV0MfJdJdPaeeWY7hUJx4gnniCVLFrJly7ZWV2NWqrduZjJBTBSvSdx+alNjlztTWpVb2yleVNeJlzlTyuO1nbZLXElr02xrz0x3FOKcC0zFbFqnU5Wktk+lLXHaMZVym/kY5xPA7mWfdwOeLH0wsxeb2XvLxqeAbBPrIyIiIiIiMmc0887ejcB5ZrYE2AEcD5xWNn4Q+JyZ3Qw8CnwIuLaJ9REREREREZkzmnZnz93/SPBI5s3APcCV7t5vZteb2YHuvgV4P3Ad4AR39i5uVn1ERERERETmkqb+zp67XwlcWTXsmLK/rwGuaWYdRERERERE5qJmfmdPREREREREWkSdPRERERERkQRSZ09ERERERCSB1NkTERERERFJIHX2REREREREEkidPRERERERkQRSZ09ERERERCSB1NkTERERERFJIHX2REREREREEkidPRERERERkQRSZ09ERERERCSB1NkTERERERFJIHX2REREREREEkidPRERERERkQRSZ09ERERERCSB1NkTERERERFJIHX2REREREREEkidPRERERERkQRSZ09ERERERCSB1NkTERERERFJIHX2REREREREEkidPRERERERkQRSZ09ERERERCSBOppZuJmdBHwC6AS+7O5frRq/P/BtYBHwK+AD7p5rxLIzmTQ5IF8oMq+7g5FcgXy+QCadpqcrzdBInnyhSHdnhnyhSC4c19udZmC4QL5QYF5PByPZsfnmd6fZEY7r7elguM64TCZNd2eagaFczfI6O9KkUilGsvna+dJpujKQHckD0NmVYSTP6LjOzhRDw3ky6RQdQD5faMSqkjZXHuutiI2o5Xd1ZxgYLrDx6e1kMhl6u9MUijA0MhbrPV1phgez9PR2Mli2D8zrTpPPFSpivysDnR2V+8r87jRFGN1fS/vv4ECWrp4OhrPF0eHdnSmAmmGpVKqmToV87bKzI/nRdm7eOgCZ9GjyrG571LB626PV224qSnUuFIqkw7yUzRbp6U4zVCc/ptJQLACpIhRTzOtOMzhcqMi3mXSaXG52t13aT1R+SUNNLiHmsIGBbOR+C/H3exGRmdS0zp6ZvRA4H1gBDAO3mdnN7n5/2WT/Apzi7reb2XeAU4GvT3fZmUyarQNZLljbz6tftgvHvOYlXHTFejZvHWTp4nmsWd3HVTc8yJ+2jfC3b/kLLrnq7ppxC3u76s73shc9nwNfsRsXru2vGfe7P2wa/XzH/U/x0BN/4sSj96mY9owTl/O9nz3AK16ymNcdsEdNObss7ALg6W0jFePOWrWS63/zCPc99DRnr+5jcW+nDiZzXHmsl+JkJmMjavlf+PChPLV1qCau58/r4BNfv61i2O6Le9hYNe25px5MLlfg/MvHhp1zch8dHWk+fdnto8P+8YOHsGMwV7OcemVms4Wa9dTZWVnmmtV9LF7UxZqv/bpi2JLndfP0n4cr5j8vLPP8CYbV2x6t3nZTUV3ng/bdlROP3ofntg+xaEEPF67t56i+F9fkx9NPWM51tz7MsYe+lOtufZgTj96H7q4Uzw0UI/Nf6YKXyHT09HayqSoXfOkjr6vJD1H7/dmr++jqTHNeVX7YfXEPT20dmjAXzPZ9WUTmjmY+xnkkcJO7P+vuO4AfAu8sjTSzPYF57n57OGgt8K5GLDgHo4n4uMP3Hu2wAWzeOsiFa/s5YuWeHP+GvUc7etXjxpvv8BVjHbTqceWfD1+xB0es3LNm2kuuupvj37A3R/YtiyxnJA8jeWrGXXTFeo47fG82bx3kgrX9NOQWqLS18lgHZjw2opafHSlGxnUuV6wZtmO4UDPt5mJnahYAABcXSURBVGcHRjt6pWHnX97P5mcHKoblctHLqVdm1HqqLvPCtf3kc9QMG84Wa+bf9OzA6MndeMPqbY9Wb7upqK5zKb+9aOmi0XUelR8vvfpujli55+j/F67tp7ujs27+E2mEwYhcMBQxLGq/v2BtP5si8sOO4UKsXDDb92URmTua+RjnC4CNZZ83An0TjH/RZBaw884LIodv3jqWoDPpsQQ+Nn6Qhb2do39HjRtvvmKxOG6Zpc/FYpGFvZ2TXka+WIRi9LhMeuxvUimWLFlYMU31ZxnT6nVTL17LTbaO5bE+Niw6Npohavn5QiGyTulU9byDkdP2dHVEzt/TVZmu0qk6+880yizNXzusdp+PKrPecqK2R6u33Xji5FZgNL+Vr/Px8mP5//XiJF8ssnub5LFWb6fJaKe6TlZ1vJbauvHp7bHzU9R+Xy8/TGe/n6qkbb+ktWcy4pwLTMVcXqdJaXuz2tHMzl4aKJZ9TgGFSYyf0DPPbKdQKNaOyKRZunhemJgZ/btk6eJ5bBvIjv4dNW7R/O6643Z5/rxxyyx9TqVSbBvITnoZmVQKUtF1Kz0RsnTxPCgW2bJl2+j4JUsWVnyWMfXWzUwmiLrxWlaXSW+/slgviYqNpolYfiYdXafqpi9dPC9y2qGRXOT8QyOV18kLxeh9ZDplluavHZaKVWa95URuj0luu1kRq1V1LuW38nWeStWuq1LOK/+/XpxkUqm2yGPtlG9bUddWxWt5WzOZTOz8FLXf18sP09rvp6CdYi2O2daeme4oxDkXmIrZtE6nKkltn0pb4rRjKuU28zHOJ4Ddyz7vBjw5ifFT1gGcvbqPpYvnce0tGzhr1cog8cLoc/fr1j/GNTdt4IwTl0eOG2++W+58nDVh+dXjyj/fcufjrFv/WM20Z5y4nGtu2sCN/Y9GltOVga4MNePOWrWSa2/ZMPp9gKa+XUfaQnmsAzMeG1HL7+xKRcZ1R0eqZtj87nTNtEt36uWckyuHnXNyH0t36q0Y1tERvZx6ZUatp+oy16zuI9NBzbDuzlTN/Lvu1Ms5MYbV2x6t3nZTUV3nUn57YvNzo+s8Kj+efsJy1q1/bPT/Nav7GM5l6+Y/kUaYF5ELeiKGRe33Z6/uY9eI/DC/Ox0rF8z2fVlE5o5UsVj/6sJ0hC9o+TXBo5s7gNuA09y9v2ya3wPvd/ffmNm3gA3u/vkYxS8DHhnv6shcfBvnbLtaNpuMc2cvFTF5oy1jgngN6zKl7dfqNzqO9zbO0rAkvY2TVAqKxRl/G+dsidWxt3FCOp2KeBtnkd6eTJAfC0UyqVTZ2ziBInXfxrnToh62bt0xA82cvnbKty26s9eSeK1uaxLextlOsRbHbGvPDMUqTOJc4NgzfzKpgq+7+O2zap1OVZLaPtm2xG3HVOK1aRee3P2PZnYOcDPQBXzb3fvN7HrgU+5+B/DXwGVmtgi4C7i0UcvP5wukCBqYHcqO/k0+z/BgfvRzPnxMozRucGBsXHawcr6BsnEj44wjl2ckl49cXjGbp1hvvnyebNnLCbIjleNy+dLfRfQOAykpj/VWxEbU8gcHgmG7hwf1wYGgVtX7IcDQQOW+NBQxbTZfuz8MRExXWs7IUK5ieOmlHxMNK9Upap8stbN0olJaz1HrPu72aPW2m4pSnTMAecjlg/YOV+THsnaF05UfnYbCaQer8l9Hh376VRorTn6JyiXjDau337bbviwic0NTnzJw9yuBK6uGHVP2971UvrRFREREREREGkCXUUVERERERBJInT0REREREZEEUmdPREREREQkgdr1zcAZCN4EJ5W0Tuqrs26WEfwMSC5qZIPEjtckbj+1qWGWMYtitVnaKV5U13Eto0Xx2k7bJa6ktWmWtWcZzY9VaHJ+nWXrdEYlpe0x27GMScZr0356ocleC9za6kpIYrwEeLSJ5StepVEUq9JOFK/SLpodq6B4lcaZVLy2a2evG1gJbAS94VimrdlX9BSv0iiKVWknildpFzNxZ0/xKo0yJ+7siYiIiIiIyDj0ghYREREREZEEUmdPREREREQkgdTZExERERERSSB19kRERERERBJInT0REREREZEEUmdPREREREQkgdTZExERERERSSB19kRERERERBKoo9UVkMYws2OBc4H5wA3ufkaLqzQrmNn/AtaEH3/u7h9rZX3qMbNzgXeHH3/m7n/XyvpMl5l9BngnUAS+4+5fbHGVGsbMvgDs4u6rW12XJGm3faAd4mCuHRfM7CTgE0An8GV3/2qLqzRtZrYIuA14q7s/2uLqTFu77eczLYkxHFfSYn0ymr1f6M5eApjZXsA3gHcArwYOMLM3t7ZWrWdmvcClwGHAfsChZnZka2tVK6zT0cByYH9ghZkd19paTZ2ZHQa8gSAWDwT+r5lZa2vVGGZ2BLCq1fVImnbbB9ohDubaccHMXgicD7yWIIZOM7NXtLZW02NmBwG/Bl7e6ro0Qrvt5zMtiTEcV9JifTJmYr9QZy8ZjgOudvcn3D0LnAD8rsV1mg0yBDE+n+AqWScw2NIaRdsInOnuI+H2ewB4cYvrNGXu/kvg9e6eA5YSPEGwo7W1mj4z24ngQHxBq+uSQG2zD7RRHMy148KRwE3u/qy77wB+SPB0QTs7FfgQ8GSrK9IgbbOft0gSYziupMX6ZDR9v9BjnMnwMmDEzP6dIEB+CnyytVVqPXffZmafBB4EBoBfEjwiMKu4+x9Kf5vZ3gS38l/TuhpNn7tnzezTwMeAHwB/bHGVGuGbwDnAHq2uSNK02T7QLnEw144LLyA4aSrZCPS1qC4N4e6nACTkwYh2289bIXExHFfSYn0yZmK/0J29ZOgguCL0PuAvgYOY5Y8YzQQzezXwXmBPgiSaJ+h8zEpmti/wC+Dj7r6h1fWZLnc/F1hCcFJ8aourMy1mdgrwuLuva3Vdkmy27wNtFgdz7biQJviOcEkKKLSoLjKO2b6ft5BieA5r5n6hzl4yPAXc6O5b3H0QuJY5cjVoAm8E1rn7ZncfBtYCh7e0RnWY2WuAdcBZ7n5Fq+szHWa2j5ntD+DuA8CPCL4z1M5OAI42s3uAzwBvM7MvtbhOidIm+0A7xcFcOy48Aexe9nk35uYjYbNam+znraIYnqOavV/oMc5k+ClwhZk9H9gGvBn4cWurNCvcC3zOzOYTPMZ5LLC+tVWqZWZ7EGyvE9z9plbXpwH2Aj5tZq8luEr5duC7ra3S9Lj7UaW/zWw1cLi7f6R1NUqWdtkH2iwO5tpx4UbgPDNbQvAd4eOB01pbJSnXLvt5CymG56CZ2C90Zy8B3P13wOcI3mR0P/AYcHlLKzULuPsNwPeBO4H7CF7QclFLKxXtY0AP8EUzuyf894FWV2qq3P164GfA3QTr/jZ3v6q1tZJZLlH7wGww144L7v5Hgu9S3gzcA1zp7v2trZVU0X4+DsXwnNX0/SJVLBYnnkpERERERETaiu7siYiIiIiIJJA6eyIiIiIiIgmkzp6IiIiIiEgCqbMnIiIiIiKSQOrsiYiIiIiIJJA6e7OImR1uZr+PO7xBy1xpZt+YynLM7LNmdnQD6rDQzH5uZvOmW5bMvOnEp5l9xsz+NmL4LmZWDP9+npndVDauaGa7xCz/zWZ2/lTqFlHWv5jZPo0oS6bPzE4xs/8dY7pHzezAuMMbVLcbSjE6meWY2f5m1pCfRzCzi83s8EaUJY0z3biNMd+BZvbDOuN+Gv4+JGb2KTN7e/j3WjP7WMzyF5rZfzTieG1m7zCzT063HEk2M7vezF7R6nq0M3X2ZF/gRZOdycwOBv4i/C27aXH3bQS/h/cP0y1L2ou7f8rdvzfBZIuBvsmWbWYLCX5nrCGdPeBTwFozSzWoPJme1wK9ra5EHUdNPEklM0sD3wE+0aA6fAb4J11Em3WaGrfufoe7vzPGpG8g+O3ZyfoscJm7D05h3gru/mPgdWa2/3TLkuRy92Pc/f5W16OddbS6Au3AzBYQ/Bjt3kCB4Iei3+/uBTM7luDg3AUMAB9z99+a2XnAy4A9gN0JfiDzFHd/zszeCpwdzrMUuMLdY13dMrMugmR7GJAh+OHq08NyHwXWAkcALwa+VyrXzM4C3gdsA34FvAM4lOCE4Hnh1eQrgAVmdhWwD8GPPJ7q7rdGVOU84Ctl9XovcCaQB54GVgEvBS4E/gcwYAfBj5qfHn6+xt0/Ehbxb8Bnzezz7r4pzrqQ8bU6bs3sHuBMd19nZu8J67LY3QfN7NthfQ4Cfu/uXzCzvyLomA0A68uKuhyYF5a3Ihz26fCCw87A5939qxFV+BDwH+4+ENbnIOBSYD4wErb5JjMbAr4IHAksIIjtdwGvAp4EjnX3He7+32b2J+BtwE/GWfUyCeHdp88S/Oj3PsAgsNrdH6iX7why3NuAo8xsEPgh8E1gV2C3sKx3u/vmmHUYb39YRrAv7An8Efhf7r7RzFYCXw/neTgc/1GC3Adws5kdE/79/vAJiqXAP7v7ORHVeDfwSPjDypjZy8M2LSXYf//R3a8O8/yVBCfriwkuaLyGYN/IAm9z9yfd/c9m9hvgNOCSOOtB4mtF3JrZh4EV7v43ZtYJPAOc4e6Xm9lrgYuBvwe+4u6vNLMXEBzXXxCWvTQs50PAgcDnzSwfFn+Imd0W1uX3wEnuvqNq+XsAx4ZtKR1j/okg/nLAjwl+FPxygv3oVWF5/x7W9diwnae4e+lpje8A5wLHxVjtMsvUOc/4PsG5X+x9IzzHGC/nvdPd7xgnV+9DEEs9QAr4trt/bSbWQTvQnb14jgMWuvv+wMpw2F5mtjdwAXCMuy8nOKj+yMzmh9McRnAA34cgEX4qvCtwJrDK3Q8EDgbWxH0sDTgrLGuFu+9HcDJ6Udn4Be5+KHAI8DEze4mZvRFYHdZ9BbAQwN0fJ7hbcau7nxzO/yLgS2Fbv0lw4lvBzJ5P0FG8Ify8H8HO+yZ3fzVBYi+dzKwELgrLew5YA7wFOAD4UHgwwt2HCE7wj0EapdVx+yPgzeHfbwK2AoeGZR0DXFua0Mx2Bb4LHO/uKwgOEiUnA4Puvr+7l05M/juc7jjg4vDEp9o7gZ+G5XcSnIh8xt1fCZwKXBLeTekGnnL3PoITo28DHwZeATwPeHtZmTcAfzVOm2VqDgT+KcwflwP/HA6PzHfufi1BnvlS2NE/Efitu/8lsBfBScDfxFlwjP3hUOBd7r4PwQWrD5hZB0F8fzKs86XA/gBlufT1YY4FGAr3mz7gzPCkudpovIauAn7g7vsS7C8XmNmicFyPux9MkL+/BVwSrp/HCXJ9ieK1uWY6bn8EvDHMW68liMfSXeS3AddUTf9V4PYwhk4nyOmEy74D+HhYJ4AXElzwejnBeUBU3LwdWOfuufDzZwhOrv+CIP5fQ3D8gOAY/wbgdQTHju3ufgjBhYezysq8AXiz7kC3rcjzDCa5b4Tjxst5E+XqjwPXhecFxxDcMVYfJ6QVEc+vgX3N7BaCQP2yuz9EkGR3B9aFdx3+leBqxMvC+X7g7pvcvUBwxeGN7l4kuLq1wszOJbijkCK42xDHWwkS7t3hMt9BcFJa8hOA8OrwZmAngsD/gbv/KVx+1F2Qkofd/Xfh3/cQXgms8jJgo7uPhJ+PILiD8ni47C+7+wfCcY+4+92lsoGb3X3E3Z8m6PztVFbuIwR3/KQxWh231xIcxFMEJ8xfDJd9MEGcPVU27WuB/yx7VOObE7TtyvD/ewg6a4siptkHeCj8+1VA3t1/BuDud7r7q8I2wthJ0sNhPf4YjnsExehMuLfsCYLvAsvNbGcmzncAuPslwG1m9lHga8ArCe7SxjHR/nCLuz8X/n03QTy8Klzuz8P/bya4G1LPleF0TwGbiM6ro/FqZjsB+xFceMDdH3f3l5bVozxen3L3e8s+K15nzozGrbv/D0GHfgXBBbQLgdeHOTaqs3ckwdM+hLn/Jur7sbsPhBfUfs8EMVpW/nfcPR8e1w9z91vCcde5ezaM+R3A/wuHV8Souz8LDBHcGZf2U3OeQRAjk9o3YuQ8GD9XXwv8nZn9iOBCxellx/c5T49xxuDuj5jZy4DDCa5U3WhmpxHcgl7n7ieUpg2v2D5JcLUjV1ZMGsiHVyDuJgjMWwl2gncQnDjHkSF4bOPn4fIWEFxZKyl/jr4YlpurKj9PfdmI+asVqbxQkAuHEdZpHmOJe3ic8qOWPV7dZBJaHbfu/p/hIxtvAzYA1wFXh+VHvUCgvKxcxPhy2XAZRTOrnrekwFicVsQogJm9Engw/Fgep4rRmVe+vUvbMs/E+Y5w+GcJ7pp9F7iZ4LtIk8mp4+0PcXJqqb71TDav5sqGlepkBI/Eg+J1tmhF3F5LcAH3aIKnZE4CTiB4+uHhqrvG1bE2Xl5txLF/D4K7kzC5Y38OxWlbijrPILjjNtl9Y6KcB+Pkane/N7zzdxTBDYhzzWyFuz/RqLa2M93Zi8HMPkhwG/oGd/974D8IHlFYBxwdPitM+P2M+4DS4whvt+BNgmmCx8auI3iueRHwCXe/jmAH6SYI4jj+A/g/ZtYVlnsZwdW98fwMON7Mnhd+fh9jO1SOyX9J+2FgVzMrHbxuBo40s93Dz+8n+B7JZL2EsZNvmaZZErfXEjyicYO7P0jwWORfEzyOVO5XBFcH9ws/ry4blwMyNvkXo/wXwfdGARwomtlRAGZ2AMFV7snmQMVoc+xvZq8O/z4NuM3d/8T4+a48d72R4M71PxM80XAU8XPqRPtDlAeAYTN7UzhPH8HdvlJezTP5vOqE8Rpezb6T8Pt/4QnNbwj2n8lQvDZXK+L2RwQdvLS7P0nwGOTnqL2rB8HdtNMAzOzFwOvLxk3l2D8ao6EbgVVmljazboKLeIdFzllHeF7SQ+VJvbSJcc4zJrVvxMx5dXO1mV0JnODuVwH/m+DJsfJYndPU2YvnewQJ+H4zu5Mg+C4NHzk7DbjKzO4leJvk29x9ezjfJuB6ghODPxM8a3wfwfcyHjSzBwgejbufsUeGJvIPwKMEd1nuJ7hicuZ4M3jwRejLgN+a2R1h/UtX324n+B5X9cn3eOX9ieDuzuvDz/9J8Lz0/wvXw5uAD9QvoVZ4B+hggo6FNMZsiNtrCR79+UX4+RcEjwA/Xj6Ru28hOIH5VzO7i+AktWQj0A/8IXwMJK4fEsQi7j5M8GjHueHjH98A/qrsUeS43gT8YJLzyMSeAs43s/8kuGNc+t7SePnu5wTfn1tD8N2hL5jZfQTfifo1MXNqjP0hap4ccDxwnpndHdbpKcby6g+AX4Z3j+MajdfQScC7wzpdR/BSi6ci56xP8dpcMx63YbwWCU58ITh53oPozt6HCB6Re4Dgkfx7ysb9O3Chma2KmK+eHxM8NlrqkH6a4GVX9xK09Xp3j30uEToa+GmYo6X9RJ1n3MfU9o1xc94EufofgL8Oh/+O4NzjV81qdLtJFYvFiaeSSbPgLW67uPv/mQV1ORA4xN0vDT9/FDio/Fb4FMo8BDjH3d/SoDquBvZ19483ojyZmtkUt9NlwRe7bwcO9PCNnNMs76UE3xH4y/A7jNIAFrzV8CsevDinbZjZ54EvuPum8Cr0vcBe4cWwqZSXIbiy/ZbwO9fTrd8i4DaC+B+abnlSqV3jdrrM7FvAje7+bw0q7ybgw+5+XyPKk9abq/vGbKY7e3PDfxG8BfH34VWWIwheET5l7n4b4KXHmKYjfGb7JCLe/CkyVeFjIWto3O+W/SPBlUZ19ASCN8auC+/sla5CT6mjBxC+GONUgjvpjXAewUm0OnrSSH8HnGqN+VH14wjeBq6OnkgT6c6eiIiIiIhIAunOnoiIiIiISAKpsyciIiIiIpJA6uyJiIiIiIgkkDp7IiIiIiIiCaTOnoiIiIiISAL9f1OE7WFIit+rAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"sns.set(color_codes=True)\n",
"\n",
"# if matplotlib is not set inline, you will not see plots\n",
"%matplotlib inline \n",
"\n",
"sns.pairplot(iris_df)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## PairGrid"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**PairGrid** allows you to quickly draw a grid of small subplots using the same plot type to visualize data in each. In a PairGrid, each row and column is assigned to a different variable, so the resulting plot shows each pairwise relationship in the dataset. This style of plot is sometimes called a “scatterplot matrix”, as this is the most common way to show each relationship"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x900 with 25 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# PairGrid\n",
"g = sns.PairGrid(iris_df)\n",
"g.map(plt.scatter);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A very common way to use this plot colors the observations by a separate categorical variable. For example, the iris dataset has four measurements for each of the three different species of iris flowers.\n",
"\n",
"We are going to color each class, so that we can easily identify **clustering** and **linear relationships**."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f0d31c2f240>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 945.725x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(iris_df, hue=\"species\")\n",
"g.map_diag(plt.hist)\n",
"g.map_offdiag(plt.scatter)\n",
"#names = {i: name for i,name in enumerate(iris.target_names)}\n",
"#g.add_legend(legend_data=names)\n",
"g.add_legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default every numeric column in the dataset is used, but you can focus on particular relationships if you want."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(iris_df, vars=['sepal length (cm)', 'sepal width (cm)'], hue=\"species\")\n",
"g.map(plt.scatter);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Its also possible to use a different function in the upper and lower triangles to emphasize different aspects of the relationship."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cif/anaconda3/lib/python3.7/site-packages/scipy/stats/stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(iris_df)\n",
"g.map_upper(plt.scatter)\n",
"g.map_lower(sns.kdeplot, cmap=\"Blues_d\")\n",
"g.map_diag(sns.kdeplot, lw=3, legend=True);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pairplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"PairGrid is flexible, but to take a quick look at a dataset, it may be easier to use pairplot(). This function uses scatterplots and histograms by default, although a few other kinds will be added (currently, you can also plot regression plots on the off-diagonals and KDEs on the diagonal)."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/cif/anaconda3/lib/python3.7/site-packages/statsmodels/nonparametric/kde.py:488: RuntimeWarning: invalid value encountered in true_divide\n",
" binned = fast_linbin(X, a, b, gridsize) / (delta * nobs)\n",
"/home/cif/anaconda3/lib/python3.7/site-packages/statsmodels/nonparametric/kdetools.py:34: RuntimeWarning: invalid value encountered in double_scalars\n",
" FAC1 = 2*(np.pi*bw/RANGE)**2\n",
"/home/cif/anaconda3/lib/python3.7/site-packages/numpy/core/fromnumeric.py:83: RuntimeWarning: invalid value encountered in reduce\n",
" return ufunc.reduce(obj, axis, dtype, out, **passkwargs)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 945.725x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(iris_df, hue=\"species\", height=2.5);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can also control the aesthetics of the plot with keyword arguments, and it returns the PairGrid instance for further tweaking."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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eAO8CTVUi1zOG4fQYdtvkvnmLOK1CEzNVyXa/cOLphDHO9nhBWEjk7P3O7Tbn4ynGkhlef+c06y/rZuNVK2mNBDEYNl+/WvqBUDXVjKMzHWv9pHJmKr8k473QTKRdOP5RjDu32RhjUErRf/Qcl65eWu+m1Y1aOa1/Ajxr2/YzZCVvAHAc519NdpBt278KPFiw6RLgfziO82CFQxqGkZxGa3DyPFWtNBEdFKdVaEoM0H9suEwG59PXr87/XCiZMxNme7wgLCRc10N5hu8+4eS3HeofAODenRvmVX5EWDxUM47OZKytdR6qjPdCs2CAfS8fZ9/Lx4u2XyJO66x5CIgBS6ZzkOM4/x347wC2ba8Hfgj8fo3aNKcM5jRadeXKwTlarSAjzVqfWmhqSiVwoDwHKWApojqFNi6esoh7ITJu84a/CIuHubLtavqVIOSo5xgrtirMhpztmtgAnUHVVPMD6Tvl1MppjTqOc9Msz/FfgX/pOM7ZWjRorhmqQqM1R4sV4rystApNSC4HKSdTUJqDFLAUHelzsOebEBvA6uiiY8eDxILLmubBJCxO5tK2/frVHZ9ZK7l9Qhn1HmOnegYIQiUKbddrwvmB9J1yauW0OrZtX+k4zs9ncrBt27cCLY7jPFyj9sw5Q+MrrVErNKVOWasV5GQyNg+tEoTGojAHSWuF55miHKSoTuUnU0D2/z3fJLrrIYbdYB1bLgizYy5t2y+3r7M9zNmz56c6VGgy6j3GSh6qMFPqbbv1Zqr5UzNSK6f1YuBl27Y/AJJkxyXjOM6VVR7/G8AfTveiXV1tVe/b09M+3dNPSmIoQ1swzNIlUbwpvNZliSjvx8/Q1R1Fq1oVbC6m1t+v0Vgs3286NjtTGv1euW6G0TEX1zMkdZCWG24nEe3Ca+lAj8WI/OwHBLWpy/do9HtXj/bNh8360ah/i2rbZWIDeLnJVo5oJ0Ft6A6nwApgWtoYS7q4rsGyFK2R7ERsNJEu2qaUwhjju30mbVvsTGazC/UezbTdvnYYGyAQUHQHPXAzYAWgtR01B/OTnp72ctttD5fZrud5xMcm9om2BNF6buZL1bR5vql2nF2o9jsTTGwAL9qJ7rsHIlFIxPFeerxu84N64Lou8bEMnmfQWtHeGcGyrHo3q27Uymn9FzM90LbtELAZ+EfTPXZg4HxVIrs9Pe2cOTMy/cZNwsnYMB1WhMGh0Ul1WgF0WmGAX5waoM2K1LQdMDffr5GY6+83n4NftTY7UxrZFnp62hkZGWU0ZdjzTEG4y5ZreKd/gFfePpkNc9z863QSYHiev0cj3zsobt9islk/GvVvMZ12dQYVVkfXxCrBykvRN30B73vfgNgApvcaBjd9hd37PijoC70EtOLRp98vCgeLBBWJtCkLEwtq8m/dG/WewfxPtCvZbCPfo8mYTbvL7BCg92oYjeE99q3s9o4umIOwy56eds6di5P2mNR2QyGLRKb0udBLJKBIpeY3FLKRx9mFar8zZUnYInDTF/D2fjtvp3rbfWSwGGqC+xCJBBhNeWX9ojWkSSQyZfs3gyNfq9dY/cDdjuM8C3wEfBVwJj8kz5XAu47jxGvUlnlhKD1GZ7BlSocVJmRvpBiT0OwYZeUHYBiXP3imnw3revKfd79wkjE1eVVuQWh04l4IdjyYdQgAvXHHxOQLSGy4Je+wwkRfGI6nyuRBsKz8pL9wuw407xt3oTpK7ZCOLvTmuzE5hxUmwi51qvKJZogOVGG7lv9zgSZeURIA4xWNmcQGsp9Nc4THGqV9+4WZo4jNhUCtVlr/Cnhs/OdfAPuAbwOfreLYS4FjNWrHvOAZw3BmjLWB7qr2j1rZCXgsk2BluHMumyYIDY3nGV/5g8JQsVg8xTwv7AlCzcm4hlhwGdFdD6GNi1GmaLXLa+kgFj9ZdEwsniJU4ojG4ilMhX4j3USYilI79JQFuMUrrwCxAbRxgdrmClYjeVPRvuVB0NQoz99OlVd7O21EKs2X5jvyqZGoldPa7TjOnwA4jpMA/ti27a9Uc6DjON8DvlejdswLcTdJxnhEA9WtBkUD2QrDuYrDgrCYmEpOwbI0OmARO59Ea1VWwr33ok4srbhrm00ileHQe2ebuqS7sHjIuIZhN0jACtGpk+i7H4KxEbyXHkePxXzlDFIllSE7oqGK/UZrRSAczBaRqCLqRxAAPB1El4YMd3SNO7S1pRrZDqUVvRd1sv6ybiKhwMRzQMuToJnxlIXVezV6/aaJnNZD++fEThsRXaFf6CbuF7VyWgO2bV/oOM4JANu2L4DFO+8czFcOrs5pjejspGJYnFZhkTGVnIJl6Ww+05PvEounuO6K5ezY0psPeem9qJMbr76Qh/c6RTkbqknCf4TFT66PmB98E5PLy9p6L5EP3uCOvtt8c1pzk/yOaIitm9bw2lun/PvNExP95o7PrMWydFNXlhTK8Ruj2fEg7PwqPPpHRTmtcS8ENV6/V8Yrsl2/MV4bjxuvvrBsHy3PgaYmocK033g73p6J3Gu94wHiKgwsftsIaOPbLwLa0KzJhrVyWv8QOGjb9hNkR7xbgX9eo3M3HBMardWFJ2ilaLVCxDLitAqLi6lK0uuAlXdYAV55+zQAd22389Xwvjc+8YaJnI1dW9cBzatFJiwe/PqI9+R30Hd+jRDlUiAYw53bbc7HU4wlM+x/9Tgnz8YZGklyZ0G/ebik3+z+yfvs2rpOnFahiEpjtHfnQ5iCkOHSCJlaYZTmwMEP6bthdX616MDBE2y+fjW5Md41yjd3L/scEJqViElOOKyQHTv3fIvIrodINkF4cNrz7xd3brfr3LL6UROn1XGcb9u2/TJwC5AB/sBxnDdrce5GpGiltcoxPuu0JuawVYIw/2gzeW6UXz7TK2+f5srLl5NJpgmEg5KrJyxqKvURz/NIZTz8VgyUZ/juE8W1DPuPDfPp6430G2FaVLI/5bkMZSJM5AbOjfUYsrbbf2y4aPunr19dtI/Ys1DKVPOLxY7kepczK6fVtu1bHcd5CsBxnJ8DP/fZZ6vjOE/O5jqNxnB6jBYriKU0bpXhK61WiFi6WRf0hYVGLg91KjF4T1nlcgoFuVEKynIyjn80gqXBClugy/OdcjmuKhzM5jS57rzLHgjCdKiU1x2wFFprVEEuKycPQ+/VaK1ZGkjgKYsxFcaoif6mC/rFyu4o139iBUvaQ/l+kct1KnQESvMEBQEqj9HGCtKp0pOutJbadamdVnouFOL3DCitW1BpH60gGA4WRyJAVc8mYeHjKQvrum3oDTeB0tlqwm8+3zQ5rUorrrtiORvW9eS1ut9890xT53rPdqX1Vtu2HwT+AnjScZwM5LVXtwC/CbwDLCqndTA9ypJgC940Cl9ErRAfJWNz2CpBqA2leah5XT2ffLm4F6Jjx4MT4WcluVGW8s9VeubFD+k/NkzvRZ2+uXrfe6I4xzUSssRxFRqSSnnd8UgX0cRAWS6r98Eb6Ms34j38DVRsAN17DalNX2H3vuI+svOWtTz/6nGu+fgFvPbWKa75+AX88OnifSC7ipXLafUy0keEYhIqTPuOB4ryAtXOr2IlYpjH/GsRQLld+9pphedCIapCvmphTmulfYxneOTH7+W37bxlLRnPVPVsEhY+bjBM8PIb8B7944Kc1vtJBcOQXvx/73DAcHlvF48+9V5RvwgHDLUXp1oYzErsx3Gch4B/T9Y5HbRt+13btt8HBoB/Bvxbx3F+d/bNbCyG0mN0BKrTaM3RaoVIehlSplwQWBAaiap09cbJySm4ux7C3Pt13F0PFU18FP45Gesvy8pF9R8b5sDBE9y1fR337tzAlo0Xi16fsKColDPYRsI/l/WaW4rytCrptQYCmr6NF/Pk/iOsv6ybJ/cfKdun74aLuXu7zZ3bbbqXtsjEXSgjYpJ4Bx5D992Dvuv30H33oEYnHFbAV6e11K597bQKreBqtCYr7XNuJFm0bXh8u+gVNwcRN4G3509Lclr/lIjbHKl2qYz//CmVkZXWGeM4zovAbbZtdwJrGU9hcBxnePIjFyaeMZxLj3JJtGtax7VaWdmbWDpJd6hW9a8EofZMN78oJ+uRyzEJWNAZzIadjZqo77kiBX2g/9gwW65fRSbpoirl6jVxDofQ2GjjQrQT3XfPhCzDS4+jjJtdYS0kNgAl2oOV9Fo9AxiT7y9+/cIdz329d+eGIq1jobkpDOvVGMxoSZSXFZgyV7A0n7CSnU41Mlel01phn1LN4lDAktzXZqKCTitec0SUiE5rOTXznsad1Fdqdb5GZTgzhms8OoKRaR0XHXdaR9wxuonORdMEoSZUo6tXibJQyfv+yPdciVSm6HMuRUP56FF2RENNncMhNDbGCmLd9AW8vd+eCGHbdh8Ykw2XL80lVFbR9kp6rarg50Qq47uPMUZyWYUiSsdg7noIXWqfn/9tX9sszBUszYWdyk4rUZVOa4V9SjWLUxl3xs8mYQGiLV87RTfHyrqfPndOt7tZmVV4cDMykIoD0FalRmuO3EqraLUKjY6XcdnR10tHNGuzubyhavLlSkPKIokB7ui7pPhcW3o59N7Z/Oc7+i6ZOIHrsmNLb9n+uM3xZlVYgBhvwiGAbAjb3m9jEnH01nuzkyzI53ufJ5LVyRzfHnnz6fI+Mt7fcn3x0Htn2bppTdE+n+vr5c13z1TdN4XmoHQMVm663D6fexh1+wNltpmtRZAl7oWqttPJqOZ54rvPll46o6GibZ3j22fybBIWHp4VQO+4v8hO9Y778azmiFYMaOM7HwpoWWkVquTcrJ3W5ojFFxYurusRtMr1I6vJlysNKdOZFEtff4QvfuYf4FpBLDdN+Nhr3HrDtWy5flV+hXUskZ10pFIukZDFndttjGekerDQ8KgKIWzKTePt/wG5sGHT3sWwGyGT8nCDy4gWaGSGVOX+FrQ0m69fjdbj+sbGoJVCKcNVly+X6qlCEWUyIZZVbp/9B/H6vow3iU5rrl5BtXZaiWqeJ5X2wZiybUHFjJ5NwsJDp5N4B59B7/ytierBL+9Fb/wVoKXezZtz4vE07dFgka59QBvi8XS9m1Y3xGmdJgOpOAGladFB3GkUYgpqi5C2GM7ISqvQ+LiuV/VEoCh/SmtMYThPIg49F+MGI3hGQdCCTJKgm2A0nc2dsixdJGvgZlzcVLPWxhMWGpUkRUjE4eRhvMe+BR1duLseyjsFuTxwywqjLQuls0XLKMhVKpSdAsikspNzy9JQIPkhCIWU2WMi7h+mXsW5SusVWBboKmaNoZAFlsVQLEGoJZR98Zgsnmj7yaqlk+WTcb/nkDipzYFRFnz4Nt6h5yc2dnRhbry9fo2aZ0rdjGm4HYuSmjittm1vAn4fWE7Bc9RxnCtrcf5GYiAdZ1modUaJ/1mtVllpFRYPpflTpvdqdIG8gpvJMPCxG9mzt7Bk+420BTWkM9OS1xGERsRP9knvuB/vwJ7sDh1d6B0PEFdhYMKmc7Z/4KUPuebjF+SrA0+EgCkeKekXkZBFIu0v+SEIUG6P3qH9RWNyLhRYZ5Lw6B9VlLwppdqxOhSySGQMe35cWbZMxn2hGsZ0hNYd909UEB4fW0d1hMKxdLHS2hrkfMItk4Jqaw0yOtqcq621Wmn9b2S1Wg/C4i7kNpDKOq3T0WjN0WaFGUyPzkGrBKE+lMl99B/EA9SdX8PzPEaDHewZ11yFiZLtd223gXF5nfGJS/73+/rZtXWdTF6EBUFpGKXWGu/g0+j1m+C6rdlqwgceI7L5yyTHV6xgwvb7bljtK2fzmRsvLusXd263885A4fZdW9fN/xcXGhK/sN64ChMp+Ky0Rn/v35VL3ux6aHxltZyqx2rLKrfRZ7K2C+70ziU0NUE3iffOz4rDg998nuBVtwL+drqYcI2/5E1u/tSM1MppTTqO88c1OlfDkpO7uXSacjc52gMRDo+exRgj8gTCgiYX2jWGRfBz/4xMpANPWWgvTes7z6HG311VLNluDIFwEKUVq1e003vxEiKhAIlUhpfe+Ghxv/kSFg2FofEeFqO6lTYTh1f24r2yt2hf/el7KJxo5WQ+KsnZRMIBbt/SS3s0NC4RZVDA6hXtHOofKNpX+oswGW5JmO/SQGJKyZuWS91HAAAgAElEQVRSDBBtCdJ3w+qisRooSu8wFcZ8kxvzyfofpefqPzqE0iq/j+SqCtq4cOI9WLU2LyfGiffQV26hGZxWkbwpp1ZO6zu2bX/ScZyXa3S+hiQnd9MenFkCeHsgTNLLkDBpWlRo6gMEoQEpDO1avaKdqy9fzp6nCsNXttB18EeoV55A/9q3fEu2nxtO8MOn38+HhR14/QT9x4bpiIbYtmkNAQsyk7RBEOpNmbxTRxftOx7ApFNTyonAhMxHJTmbSMjiR88ezverrZvW8Npbp7jxqgsB8o6rSH4IhfjZZWnor9EWyi/PdRIpEUvDTdeuYm9BGPu2TWvQGr73xESY766t66Yc8z9/61pu/uRFPPHcB0XhwftePJp/Dki4sEAgWC7XtO0+3ECwKSYIluUveWNZiuYMDp6l5I1t22/Ytv1z4EbgBdu237Zt++e5f7VpYuMwIXczM4czV3F4MDW9YkwqcR6VkrBioTHQAYs9+7JO6ic3rMj/DBPhK6NXbgWg9c2nykq2b9u0hhdfPzmx/75+1l/Wnf+8d/8RVLNXGxAanrLQ+NgA3p5vody0r9RNoZwIUCRnU9pHPtfXy3MvHyvqV0/uP8L6y7rZs6+fT25Ykd9XJD+EQvzskj3fzG7PoXRWS7hQSmTbfdkl0AoYQ95hhYmxevh8qmjbsy99yO1TjPlD51N5hzW3rfQ5sGdfPzrQHHqcgj+6gpyYNs3xIkMB20qkzrZtWtPULylnu9L6YE1asUCYqUZrjvZABIDBdJwLI51T7q/jg0T3/w3BU+8BkFq1ntGNu/CiS2d0fUGoBbmwRgCllH/4is6G7qifPkoXcNf2X8Ybl7D50bOHOXk2XrR/Nvyx4PjmeCYJC5gyaRHIfrYsvOceoUzqpqTATU7mIydnUxgqqYD+Y8PFpy4IJba04t6dGySMUiijkl0Whv4qN433/PfJ2SiJON7z30dt/3XA31H0DL5jvSqZQvcfG2bLxtVZ2bLxVKjSMT8UsPxD4kueA/LqsrlRXgbjJyfmZWiG8OCMa3j+1eNFz4bnXz3ObTdfMvXBi5RZOa2O4zwLYNv2XzqO848Lf2fb9iPAs7M5f6NxOjlCWAeI6OCMCjG1B7LO7kA6PsWe2dXV9r3/BZ0aJbnhM5AaI3T4FTp+9IfEtv0mXsfyaV9fEHIU5eL5aPSFQhpLa1xjsJTC9TxSqezEWAG9F3Wy/rJuLK3yP+cG1UPvnUVrRfyef4UeixF582kimTihJcsYiiWIjxUHtuRCJAs/oxWhsIWlFAaDa7To8gkNRZG0yMpL0dffBi3tWScAslI3vVej+r5EuxrDC1qkrAigMAoMOv8iB7IafM+9coyTZ+P5larSsLCWSIDeizpRWpEey/4uJxkVO58kGA5K/2hyPGVh9V6dLQSWc0gP7S8KT/eUhb7wMkaXXZLVz25NE7Y3orVmaSDh+0zIhbOX2iTKcPuW3qLx3/MgnUzR09PuO+anMq7vuUqfA5YGVZAvm4soKJXKEXtfnBhlgY8tG9UcK/BaK1ojxW5aaySA1s271jorp9W27f8KrAJutm27p+BXQeDS2Zy7ETmdGqE7FJ3x27+QDhDWAc5VEerb+rPvo8eGGbv5H5IJZSdB6a41RF/5Ie0/+XNi27+KibRVfW3PM4yMpggFLVrCIs/bzEyV8xQKaVJpj937JvJU7+i7JLs95aGMx41XX8ieZ/pZv7Yr/3NhSfb3jw6x7+WT48d+hZDShJgIidyzr3j/AwdPAOQ/P/Pih/QfG6b3os7x84s0gtBY5KVFDuxGX3Mr3pPfmci72nov3gdvoC/fiPfwN1CxAfR12xhbfxsvvP5RmcTN1k1reMM5w03XruL5V4/nQ4YL+9XWTWt4/pVj3Hj1hQSUIYVIhwjlJFSY9htvL5K4KZVcSlkRxtbfxu6ffFAwxm9k6cHHUa/s9c2DtZQps8mdt67FdQ1PPFcs16QKwjf9xvzO8f1KnxuFz4Gdt6xlLFku9+EnBSX2vjhJBSOEb9xRJnmTDEYgtfj/3qGA8Z1fhQKGZL0bVydmK+72l8APgBjw/YJ//xP47CzP3XCcTo7QHW7DzCLfrt0Kc24K2ZvAmQ8I/+I1Uld8mkx4wjH12pYxetVn0fFh2p77K6gyrn8wluR/P3+Ex/7+CN//ST8vv316RivFwuJgqpwnS2t27yvON9q97wMsnR0ujNL5QbRnWatvSfaO9kjRsbk3o67rEdSwa+s67t25gV1b19EaUtxyw0X86s713LV9HQcOnsiHRq6/rLv8/JLrJDQAOWkR1felCYcVsnlXT34Hfc0tE44DkPzEL7N73wesv6y7TOIml6+6d/8RPrv5Uvo2XkxrSHPXdpu7t9v03bCa/a8ep//YMHue6Sdjsm/aC/PLc+eS/tHcREyyyO5yudYRUzjNVb5jfPITv5w/pjQP1lOaAwdP0HfDau7alrXJ0USGx3zGf1OQG+s35itjCKribZGAYvP1q/OfAwHt+2wZjqfE3puEcCYx4bDCuC3/KeFMor4NmydSGX/Jm1RGVlpnxHi14Jdt2/6x4zjHa9SmhiSeSRJ3UywNts7qPB3BFgaS5yfdJ/LzvXiRNlKr1merHxTgLllB4vKbaXnrGSLOfhKX3zzpuUYTGZ5+6RhguObyHgaGxnj7g0E8z3DD+gtm9V2EhclUOU+uqSRTk/25MKe1olzHJLlJrusVvRUvDBwLha2iXL5K55dXLkIjkHENnvJQfrmtXnE/c63g5BI349s9z5BJZntFMBzku084Zfua8c5Y2BeLfl+j7ycsPKrJaa00xrtWsOIxxjP0HxsuGp/v2mZXZX+lY37h9pIt+Z8C4aDvuUMlDqrY+yLGq1A3wGuOwnMieVNOreJEn7dtu/AuGmAUeBP4bcdxTtboOnXjVHIEgCUzlLvJsSTQwuHRs6S8DCFdfvt17AyhE++QXL+l4opu+sIrCJw+TMurj5G68HLoaa94vZcOnSKdcbnpmgsJWpruzghaKZxfDLGyu5XVF1Q+Vlg8FOawaq0xk0hyWMq/zHoujaIwt6mSXEdpblK17wVLr51IZXxzZpv3PaPQSAQshdYadfdDMDaC99LjcPJwtiqrzuZj0X8Qs/JSlLa4e7tNJByo2GdK8/j0eM54oaPQEQ2N58FWzjOU/tG8VJPTWmmMt9yCV4glMk3Kp36BwdTM/nLa37lcVa39bTtVUilb7H0Ro/1zWplEmmkxoSepGdKs1Mpp/SHQDnyL7KuyXx3//HPgL4AdNbpO3TidyjqtM60cnKNz3Ok9m/KvIBx+/6cYpcmsWFf5JEqRuKKPthf+hujLj0Lv7/ju9tHAKEdPnWdDbxdBayJcp/eiTgaGE7z45mlWdkcJWLONEhcamdIcVtN7NXrHA0U5TxOSHAbX87ij75J8+Fgup9UdL+lbmKPUf3TIN0f1nQINyTv6LkGZ6t6Mll77+EcjvjkdqklK3guNS65fmR98M1vhMpfL+tpT2RzXZ/4GfePtuEsuYHDtZnbvfY9YPEXvRZ18rq+Xv9tXnK/62lunKubxARP6lVt6wc32J98ccZHAaWqqyWkF4zvGh4+8mP11yTMBsvIjpWPxzlvXcvuW3nyI8Eztzzc3e0svO29Zy6NPv1+W05pzZsXeFzfJQIWc1kAEkot/DiA5reXUymm92XGcTxZ8/r9s2/6Z4zj32rZ9b42uUVdOJ0eI6AAtOhs+OVOWBHJO60i502o8Qh+8irvysmyYziTXMZE2kpd+ksh7P8V88Aa0rSnb583+AVrCFquWR4vCCbRW2GuW8vJbp3F+Mcj6S7tm/H2Exqcsh7X/IB6g7vwanueVVYpMpTxCIc092y7DM6AVRdWDc1Idu7auQ2nFvhePFpVkP3DwBFuuXc41F1nZ6sH7/xpv85eA6JRtLb02WvO9J5yynI5dW9dRGEomCPONr07rk99B7/ytbI7rycN4Zz4kcffvs3vv+3kbzq2a3rXdLqoevPn61SgFj+59t8ze79pus/n68X1dl1Qqa/uFfVFrhecZqaba5FTMad31EMnxUN+QmyBy6Cm++JlfzlYPdtOE33gcffUteJdc5Vs92DXl+XWPPvU+d21fx66t62ZVzVcHrLzDmjv3nmf6uXNb+bkxZtbXExYGobR/Tmvozq8BoUmPXQwkK+S03rndrnPL6ketnNYO27bbHccZAbBtuwPIJX8uinXsU+NFmGY7NHYEIygmwo0LCZw5gjU6ROLjmyd1WHOkLr6K0Im34Zm/hV/5vaKQicFYgpNnR/nE2mW+8e9L28N0L4lwqP8c9seWymrrIsY3x6n/IN6n72EwExnfUGwjWQd1wtpzshqFE4V0Mk0gHCzLcwLYckUr0f/1/2bPvPJSUlaERGyMlkigyAH2o/DalfKamjejQ6gHufB6ExugM6iIe6HKOq1j2bFd3/4AtHbimQkt45XdUa7/xAoioQCG8gl3JXv3PJO1ec/g+ei9uq5HT087Z86UP1eExU2pfJlFuV2aaCdpK0JYZ19CauWhXtlL5JW9Rft5V26p+EwwQLQlWPSC8qU3PsL1yOdgz5RKudme8T+3OKnNgTKuv05rlZFbCx1TIafVSE7rrPk28KJt2w+TndN+Afjvtm3/JvB2ja5RN4wxnE6OYLcvn1XlYABLadoDEU6nyosxBY8dwihNesmF1Z1MWyTW/hKtrz9O+PBLJNfemP/Vu0eHsbRiRVflwlEfW9nOK2+f4ciJGGtXL5n2dxEWBkV6kjlK8pUmYzJZDUv55x3psRiQdVgHN/96fqWpVD5nKiRnT6g3heH1XoFElBdpQ/n0K1wXvenz+YrC+vP/go5oiGhLkE3XriqSuimV66hk7+diCX749Psi8SEU4Sdfpnf9Ll6BXVYag5detw1V6LRO8UywNNx07Sr2Ftjvtk1rsDRkKh5VHTLOC34YK5AdU0vGWGMFiis4LlK0rlBfpIlzWmuyvOY4zteBrwKdZFdYH3Qc54+AF4B/XItr1JPhTIIxL82y0NThjdWwJNjCaZ+V1uCJt3F71mCmkWSe6bkElq2k5fXHYbyIgut6HDkR46IL2lCTDPtL28O0tQZ558jQrJ1xoXGJeyHY8WB28IeSfKWpmUxWI0qCOz61Misyz0QOa+TNpwFI/NLd7H7hZEX5nKnI5ewVnl9ymIT5pJJEFEqX9Su94wGMFSySwIn89Lvc8amVbLxqZZnUTalch5+9b9u0hhdfP1nxGKF58Q1Rf/a76M/907xdVhqDk9d+blrPBGPIO6y58+zdf6SaoLApkXFe8EUp9Lb7isfYbfeBag6nTSvYtmlN2fOgiX3Wmq20ArwDnGY8HNi27Wsdx3mlhuevGycSQwCzlrvJsSwY5ejYYFEFYRUfIjB4guSGW6oKDc6jFGrDzei//x6R914gcflmjp2Ok8p4rOqJThpGqZRi9QVtvP3BIGeGxli+tDbfT2gscnqS0V0P5UPISvOVJmMyWQ3tplj67H/jnhs+j9fSlc1hfeURrL574Lpfxuu4kFj8rbJjq41uKczZkxwmoR5UCgNWbrq8X6kwbeF40f7q5GGWPvsXhH7lt6cMdS+1d60VP3r2MCfPxiseIzQvlVI/zI070H33QCRacQx2jcKdxjPBM5VDeGeLjPOCHyqTxnv+++RsmUQ8+/m2X6O27ktjknENz796vCgk//lXj3PbzZfUu2l1oyZ/ddu2/xXwu8Cpgs0GuLSKY3cA/x/ZKi1POo7zz2rRplpyIjGMAjoDLaVpHjOia3zF9lRyhNUtSwGyuamAu+yiaZ9PXfAx0ssuIvLzJ0n0buToqRHCIYv2aBBvijF/ZVcr7384zDtHhsRpXcRoS5HSLbjGYCmFVh5U6bRWCt0Kquzx1sYdtLz4g6zUB2RlPsY7ioXxL9k+jTeFCkOrNzoxuWqCAgxC4zBZeH0mYxh2g+S0LMMhUNoql5Rq7UQruHu7zVgymwt48mx8XOJG0R5K4xnGHYcJTctgOEh8rDgOTsImmwe/XOpCx7KSbap4DO+xbwFg/aP/WCHEEFJq4pkQDho6M2PZPEJlcZ4IyYIUDgVzKj9WSctVaGK0BfHhvC0DE3JiTYDSitZIsZvWGgnkJc+akVq9qviHwFrHcU5M5yDbti8F/gzYSNbh/Ylt27c5jvN4jdpVE04mhukOt6FReDXwWruCWaf1RHI477QGj7+F17oEN9IBM5DzSPZuJPrS9wk7L3Di9GouXB6d0mGFbL7iyu5Wjn40QiKVIRJa/G+vmo1QSJNKe+wukMWYTl6pn6zGHX2XEPnJX+L1v5YP2fGe/z60dqBv3IH38B9AbIBw3xe58epfKivZbqrsR345Wx07HiQWXFb1SrEgzIaECtNeIhFVLiEC4ZCmPXEW78BjWemb8RBh03sNg5u+kpe8KZS4uebjF/DMi0f51OUdLH35YTpuvL3ItkXSpnmplEtdaB9xL0THjgcnQoTHw3y9QDCfCxh+48fc0XdbsbzNlktJZTx+8FTJM2H/36LGx/T2HQ9ApDvvuCofyRuRHxPmkkwoQmDH/WWSN5lQc0jeBJS/5E1AGVJTH74oqZWH8uF0HdZxdgLfdRznGIBt23cDiRq1qWYcTwxzSbQLr0Z5n1ErRFgHOD4edoznEfjoPdzVGzAzfAC4S1aQ6VrNgHOIVMsqupe0VH3shT1Rjn50nl+cHMH+2NIZXV9oXCyt8w4rTOQ03bPtMqiiHnZp6FZQGSI/+cvs5AayeVR7v42+8/dAKbzvfSP/5j/Rucq3ZHu1kjWV8gmjux4aX+EShLklYpJZR7QwRO3AY0Q2fzkvIQLQRiLv2Hqjsez+Le2Mdq5i9xPvF/WBJ/cfYeetl/Hk/iOcPBvnzOAY91xzCy0lti1hk81LNWNfpdQPoGhbNGhxz7a1eQkzpTV/+/i75c+Ea26hpf+1vExO251fIzke2WKUZs8z5bI0Ij8mzBWBVALvwB6Kx949BLZ8iWaQvMn4yEyJ5E1teNq27f8A7AbGchsdx3l1iuPWAinbth8DLgb+Dvh/qr1oV1db1Q3s6Wmvet9ChlNjnHeTrO5cypIltQufvWCwndPpEXp62jGnfoGXTmBduIbwDK+xZEkrZsOnOPLSh2hluPjCTiyruhCCJUtaeOfIEEdOnuemT148o+vPNTP9+zUa07HZmVJ6r2KxsYq5SDO5ryY2kF1hLTrhwERxhIJQNa+lg2hLrEwmQWuVv7YxHoyOgJsBKwCt7SilJ67lk08Y1GZObKLR7awe7ZsPm/WjUf4WWXs/iNd/sGh7sO8eusMmb7MMj03IM5w8nA9pc3/1v/j2v7FEtubq7Vt6iYQCeC0KE+2clW03yj2rN5PZ7EK5RzMd+/ym8qXbKj4TWgo028elRXLXip1P+kreFI7lfiyU+11II4+zC/F+zhQzdDorz1cy9rL57qa4D0OxhG+fM2Zu5j8LgVo5rf9o/P87C7ZVk9MaAD4N9AHngceArwB/Vc1FBwbO+2qQljIb/bp3zmfTdFvcIENDozM6hx8dOsLb5z/io9PDtDpvEAVGgp14M7jGkiWtDA2NYgLL6I+EuChzkpHhVdOK+1++tIV3jw7Rf2QgX6msUZhr/cH57PzV2uxM8btXLZGAf06TYkb3tTOofPOo0l7WaS38neWmfGUSlDKcOTNSFv6bC2/LhcBNdq3hGttEo+tcFrZvMdmsH430t6hkgwycxPvhf87brGqJ+sozaO2fE26MVyaBc8fmX6eTwIxsu5HuWSnzPcGqZLONfI9Kmcuxr+IzYVyqLHctoyzOjl8r0hqcdCz3YyHd7xyNPM4uxPs5G7rDlu+Yiraa4j5EWkMVZKaU7/dvBke2VpI3l/j8m7IIE/AR8JTjOGccxxkDHgVuqEWbasWJxFC2EE0gMuW+06ErGMU1hrOp8wRP9+NFl+KFZreSO5xUxFQbvWPvs+Tk69M6Nqfn2n88NsWewkLD9Tzu6LukTJbGrSbp2YfJJHRKf2e05SuToMZD7SuGwOnUlNcShPnAzwb1tvvwXtyT/Txus54OoHc8UCaBE1FumSzUjr5LQakyCZzdL5xkTIXn+ysKDchcjn1hlfZ9JuSkynK2e56JeY8yZtKxXBBqjRcIonfcXzKm3p/N2W4CjOff58w8v0RuJGpVPbgN+DpwBdnV1n8P/I7jOOenOPTvgL+2bXsJMALcBvywFm2qFcfGhugOt2Gha1KEKUeugvDxsSHsU4dxV66lqspJk/DhcPb/VYEYbe/vY+jCq7NaglUQDll0dUY4fGyYqy/rQjWJDlYzkEp5hEKae7Zdls9pcj2vqiJMfkwloVP0O6uNWPx00fGxeCpv6pXkRLRxgeCs5XoEYbYU2mBQG4wxeD/684lq2ZC14XSKkUg3bXd+LV+BdYQIralRlj77FyWyUA9z/pe+OGcSIsLCp9Tu0l559eCZotJJlr7yd3zxM/8A1wpiuWnCxw5ibfkibL4rb7uF1YNdz/jbq6RXC3OETiXwDr+BvvOfZ6UglcJ76wD6io1A9XVbFipuBZmpZp7+1Co8+E+Ak8AFZAspdQB/AXxpsoMcx3lxPBf2ebKaAT8GvlOjNs0azxiOjg1yefsFNSvClKMj0EJAac6f+wU6eZ7U0gtnfc6jw4ZlrZrksivoeu9JOk69RWzFhqqPX9ndypv95zg9mOCCZYt/QGgmsg7qzGcXOemFnOPohlpIeK14HlhaZeVv3IlCMcPprAxIS8A/NDJXsX0yOZEcGbdYVqQmulMFWJbGhA0DiTi6VaGSSgrdzJDcvXQxWCz8e5m3ewUaA5jsC71b/iEqdhbvpcezzuu4zSZTXr5wTRaPSNDCig/Tsvs/Tmzu6CLwKePbN+R1YX1YqLYbDmnaSFSUqvHDUxbWh28TOfT8xMaOLtIXr2c4nXv2F5/DUqqCdI4i1BLCeCYrxeG6pFK1KcxkWRodsJq+CFmzPqOMsiA1Bpl0dgHGeJAay25vAirJDTbzM6JWTus1juPcZ9v2Zx3HGbVt+8vAm9Uc6DjOt4Fv16gdNeVs6jwJL80FkdrHiWulWBaMEjr9AQBux/JZnS+RNpyOw8dXWIy0XUoq0klX/7PELlg/USBnCpYvbcHSiv5jw+K0CnlK8071ddsZ3PDZojLs2zat4flXjxMfS7Ojr5egpbO6e+OhyUVyCwWhyZUkG7IhcHP/OtGyNOeDSf7s0HMMJON0haP8kytupo1wU0wKasliu5d5uz+wG33NrXhPfidbaKmjKytpc2g/etPn8V57Cm68o6LNVrJxbSl2bOktkzMIWpAub44whzSi7VYjeZOXWdrzrbxtlkrV+DGTcddvLL99y6UkMx6PPvV+kQ1HQtasHVfL0qQ92PPku0VyT7lnS7PQiLY5X6SCEcKX34D36B8XSd4kgxGYYaTYQiJoIc+IEmqS00p5vXOL2SzrNAhHxwaBCV3VWtMditJz7iRepA0vPDvH+MPxVNTuKKA051ZeTcvwcaLn+qs+h2VpLljWwi9OjpBZ5IOhUD2leaejV24tK8O+d/8Rrv/EimxJ9n396ED2TWgq5REKZkOTf3Xneu7Zdhmh4IQ+bC4Ezt31EOber+PuemheNVhN2PBnb2cnAwADyTh/9vZzmHATx9/MkMV2L3N2r9dvymuuAlk5kCe/k9+u+r40qc1WtHFPceDgCfpuWM1d22z6bljNgYMncE0zv0evD41ou1Pl+0OxzFJuH2/Pt2ibQjlwJuOu31jeGgnmHVaYkOTAmv1KmA5YeX3i/LkLni3NQiPa5nwRziQmNFph3L7/lHCm4ZQx5wTXyDOilFqttP69bdvfAFps294GPAg8U6Nz142jY+dosYJEdQh3DooNdIWiXDoyyFjPmhnrs+b4cNjQGlRELRdjINZzOd3HXqb7/X3Eu9ZWfZ4V3VFOnB3lxJk4F69Y/JXIhKkpzTv1dNA3zyISCuR/LuwtudDkSpUP5zr8dzJcTH4ykGMgGa9p/nqzsNjuZd7uI1HfvOvcds/zpnzJ4mfjyjP0Hxum/9hw0b6br1+Y92sh04i2O1W+P5ANCfbZR5mpVzlnMu6WppkEw/7PgloUijH45/M1W+9oRNucNzz/PoDXHLrAnjwjyqiV0/o14CFgGPi3wF7gX9fo3HXjw7FBLmpZUvN81hyrMi5dqQT97V30zOI8GddwPAZrui3M+MPKaItzK69k+dGfEhk6RmLJRVWda1lHmHDIov9YTJzWJqYwlyihAkR6r0GNa7NqL+2bZ5FIZfI/B5WhPZDAUxYJFSZikpjYAJ3B2hUTmc53qZSrZqHoCkeLJgVd4SgaVfWkYKHmwtWaye6lslTRPbIyGjfgNcQ9K83XztlnPt86EZ+QXVh5Kfr626CjGyKtqH/8dbTShLUmmfIqnqsUy9JoXTlHUJhfKtluQGm81vrYracsrN6r0es3ZV+QJOJ4h/YX5fsbZYHfPsEw3TqVndxri1EVYTRR+3aqSWw4GA4SO58kGA7OKBdV8vmyWCh++cLL+dSKXrRSeMbwwkf903pGLVi0BX1fRPdeNVGIqf/1ack5LmTkGVFOTZxWx3HSZJ3UBe+o5hh1U5xJneeKjhVzNiysGj4LwHutbbNyWo8NuWQ86GktNuTh5evpOv4q3Yef5di1X67qXEopVixr5eipEZIpl3CoOQYHYQK/XKI7+r7CUkD1v0brz59kxxb/nNa8dMKre1Cv7MUaz7HyDjyG13/QNy9rrr/LZPlAKqn4J1fcnA+/yv1eJRXVrDw0c75RKZXupZXRxIKJ/D26atkqfuXiT/DnDXDPSvO1C+0zl/fnHdidzWF97al8biuFua2vPUX7jbdjtXYTGR3wPVehref61xtvneJzfb383b7ifCU1y6gbYfr42e5vru9jxE0WbfuNK27mfx95g9fPHZ9zu02oMO033j4R/jsuQymWLIwAACAASURBVBNXYXKrnWM6QuuNOyZCKDu6YNfvos8PFm1r3XE/tPbU3nF1Xd+cu3TGLc5znUEuqpdx2dHXmw8Rzp3HyzTHKluOgGdx/fI1fPPQviI7DHgWKTL1bt6ckglFCKxai/fwHxTltGZCEUgu/nHSUsa3f1lqkb+smARlZrGKaNv2G0wys3Mc58oZn3xy1gAfVCt6PxNBZuf8Kf7HsZ/xhQuvotOanX5qJS4++DidRw7yzY3b+bW2NTM+zyunNG+dzHDrZYGysInuD19k2fFX6P/0b5Fqq67Y00g8xYE3T7FxwwWsu3jJjNtVK+ZaULunp30+XlutYRo2O1Nqca+C4SCPjDusOTqiIb74mdW0jp6GRBw3k2HsoitxPbBMBj02jOuRlfN482ms9Z/Ce+xb4wd3ofvuKfrs7npovMLw3KJbFf/p0NNlKyi/s/4WvNHs3yG3UoqlwDXTWj2p5vy1okT0viFtNncvPUx2hTWZXWEtvEf/5Iqbefjwq5Pes7nu8zk6g2msR75eVr06Z5+F1YMtZfC+942yfXXfPXj7/hf6rq/5/r7U1gv71/reLj65YQVaKSxLoYxHIjGzieh83bOZMC56X3ebneweldouSvGf3nyqzE7vvPRa/uzt5/Kf56Kvw9S2WWkf/ZV/g/foH5Xb6V1f42yy9vrWoZAFlpWvHqyV4buPlz8/dm1dRzo5vfIx9age3GjjrG5T/Kc3fJ4xn7gF7/zidl66wyn/MXeObLnRCIaDvP7OaTas60EphTGGN989w1WXL/ftS/Nkr3VltiutD9akFQ3Ih2ODaBSdgdY5S7FrGzjGmc5ujmVSGGNmpI1qjOHwWZeVneUOK8Dgik+w9ORBug8/x4krv1Bdu1qDtLUEOXw81hBOqzC/VMolchOjeN/7DwColZcSXXkpyni4j/83Ejd8Hlo6sjuPDmdD1fIHD5R9LszLmkuqyQdyXQ9GoaenbXyyUn2Hb+p8Ix9y9xIYvwcGA0X3KBoMNcw9q5Q3GMAlYBVMijwXo8ykua14LkQ70X33TIRqvvR4ka1blkZpxfabLiGRyvDSGx/x17sPAXDvzg1kkot75aSRKbVd0+rft6PBUNHnubLbyWxzaSAbfm7hs49SVeUBVhvKPhXZKsET5w6Eg0RbgvTdsJpIKJC385ncJdf1mi5ipZSmfsY0eU6rAU6cibNqRXu+L504E+fKy+vdsvoxK6fVcZxna9WQRuPo2CAXRNrnLG9Ap5O0DJ/m/CVXksRj0GRYpqY/iT83BueTBnuFpryIM7jBVoaXf5wlx1/j9GW3kmnpnPKcSilWdLXy/rFhRkZTtLcu/jdawgRaVdBWHRsvUb3yUvRNX8B7+D/AtvsY3Pzr7H7hJLH4yWx48OZfp8stfjNKIl782bKYj8imWuSs1vP8i4HSexRPpxrmnlXSCVbnTtLR2ZPVBxwP91V3/h7GZ998zqu2sv1i77cnQtm23UfGCkJmIiz4B084+VCvrZvWsH9cKmrRvyJfYFTq2/F0qujzXNntZLapfvifsTq60Lt+F690H2MmcrALjivMA5wsLH62aRuWhpuuXcXe/UeK0kcsPS9D/qKjqZ8x2prSlhcz0pfKqZXkzaLCNR7Hxga5MDJ3RZjazh1DYXCXXADAcXdsRuc5Ol5UrCtSuZ3nVmST2Ls/eL7iPqWs6M6GRB850ZjhZsLc0WKS3PGplXREsy8r8nmqbz4NgN64Iz8xHyU87rBOyBLsfuEko3o8pH48B8U7tH/i87b7ZhRVMBNyuWpd4exKb3HOauOffzFQeo9+euowv9Eg9yzuhWDHg9mJEEzkqb64Bz18pkhyxGDQ2+4r3/fQ/qyNW4EJhxWylYX3fhvGc1T9JDye3H+EjVetbMpcvUbHr2//xhU389NTh/Of59JufW1z2314L+7Jfo4N4D37XdTtDxTt4wUs9I77i48bt88c1cjpzBRjyE+yYUISbY6mUoseK6XLxsvfuOJmrNTin757gaC/LQfmPkqrEZC+VE6tqgcvKk4nR0gZl+Xhtjm7RtvAMQyKYNtydOIkx9wEnwh2TPs8Hw4ZVnQGsHArvnPLRDqIdV/Gkg9/xpm1fbihqXVnW8IBlraHOXw8xobeZfPmZAj1R7splj77F9xzw+fxWrqyeaqvPILuuwfv03cXhUl6Vsg3lNiLLkXf9XvQ3oV3YE+2uuV1W7Mhk89/H33brzEfw4/rerQRzuadFeRZ1irkbK7Pvxjwu0dWRjfEPcvpVXbe+XuokYGsfe7/AZw8DKFw0Rt+pRTec4+gv/DbkEpCpBUD2dXVl/eiN/4Knp/8iJcND64Udr+sIzIvuXrC9Khkt3evuY4711w753abs83orocIaoMxBu9Hf561zRz9B/H6voy366F8mG9AGbyDz6B3/hYoDcbL2ye0ANXJ6cwUz/jb+RyWcljUpFMunaFINoc1Z4cpTTq1+F9y6VQC7/Ab6Dv/+UT14LcOoK/YSM6WFzPSl8oRp9WHo2ODACwLTu3czZS2gQ9Jdi4HbdGlAhyfgVhyPGUYGIPrVgQx3uTHn7vwWjrOvkv34b/n1OW3VXX+Fd2tvP3BIIMjSZZ1RKbdPqFxKc1nSlthWrxEVt9PW3j2RqJmDDwNZgwvEiVbCsOAmgjZ0WMx/1DigWN4u/8j+iv/Gj58G+9QwSp/R1dWqmGGTFdixi/PspbXm+35FyP5ojbKoJXKvhk2YCWzFUQ9XBg3mXrfs4xryGiN9cRfTsjafOF3ILoEfe+/w5wfxLz1U2hpR3/6LvC8iYquuZZ3dMEv3Y6++yEYG8F76fGsc9HRlZcoqSThAYjD2gAEQxZuaELOJu8YFPTt+tqtggsvy0ouFcjbmHHHtGAvjM+Yyy/dnv9YKfTYm8W4XHh9kaoRaoK24NBzeD/94cS2ji5Y/6n6tWkekb5Uzqyc1jpWD55Tjo6do80K06KDcxMe7HlEzx3n/MUbMJ7Lch3kAzcx7WJMudDgCzosvNHJ9021LmOk+zKWHvkpA2s2kYlMvap7wbJWnCODHD4eE6d1EVGWz3TdNoKX34C350+zQvW9V6MLZRRynx/+Bio2gOm9Gr3jAbw93yLysx9wRz6nNTURSrz/rwHw3nw+G85TIL+gdzzACBEKReqrZb4lZkTSZvr43bP/c91GfnLc4XMXf6Ih711O3oYDu9HXbcXLObAdXajP/VP01VvwHv3jif7wufvx/q7Ypr1n/gb6DxZJ4XDjHdkwT4xIeDQwwZDFsE7w528Uy9t0hiJ1W9EqHKe9ArkP78CevJ2pnV/FSsQwj03kpnqf/2p+fC6UCUkGJmRC8vaeCxHu6IIdD+ZtdTaIndeWRrTN+cINRbDK5g/34zaJ5I30pXKkerAPH44Nsqp17vJZW4dPYblpEp1ZCZoeFeSQGSNGhs5phOYcHTJ0RBTR/5+9Ow+P47wPPP+toy90475IgAdISixSFClZhyXZokWbPvLYlj1eR5HtPGN5MtnI48jZJNyMk2fGO5tMkt3NRJNJ7DhSksnY3swmjpIotiwntqzDpq3LkkyRIqmiCPAGCOI+Guir6t0/Gt1AA91AA+hGX7/PYz0muqurq7t+9Va/Ve/v/Zku+WSeDm95O/XDZ2nvfY6BfR9ZcXmPqdPWHKDvyiRvs9oxarigcTVZnM+k33j3/A9yQN/3zvmTRJa/6T2GC2j3fQHlujQaXu77wG5clbwyqCkH955Pob/rflzNIGL4CNz3BTTloDSDKfxEY2s74SifSneGIDmL4iOnj3Jk3+H0HZFC2uj3qwbZvrOvn3kpXSqkHL+79DDhQ5/CfWxBiYXJEbSZKdxn/npJ/Os/9wVc10XTdNzn5jqsc69xv/c/0O77AhOOLz2xjeO4eAydn33/7g0t4SFW5njddKcAkjH76OmjHNl/OH1ndaNlyzt1n/gK+qFP4PYeS8bmxFBmbE6OwD/+Eepn/lcyZrF+8Qm8hz4FJO/sLxx6vN7ZgxdbGOe6ruG6SuJ8HcoxNjeKEYsk04sWxbLx7vlYrmZyLC1VsNmDLctqAVJjCA3guvVtWmmEE1FG4zPc2NBVtPcIjV4GIBJsAaBdT3ZU+50ojXkmmEcTioEp2LPZRLn5BXDc38hEx16aLr7M8M6DxAPNK76mqz3ItdFZrlybZtum+rzeR5S3JflMmp75d6qER66/IfnD/V2fYCzhn5vGLrNmWAwPqdwo01V4dA2PbpBwNZxVJmQsHLbn5jH9/0rDeXMOA8yipssNrFGu7yxV6sbVFb46D3E9kdc+2CgJR+FqLtriWF+U2wokO6j33M9oPECzGUFLdVhTJkcyhmymSAmP8pTvce71myQ8Do5SGJqGGTeIrbGu7kpy5Z1mlA/LFpuTI2i483Wx52j33F+U7cwmFeflXDu4UtT0Och1kr81FrevGxjLpSbHUqaC5LRalvU7wG/N/ZkgeQnkFLC/EOvfSJci4wC0euuK9h6hkUvEA/XEPD5wErRryd1wOTHLXjO/yZ8uTSQH8XSEVjeD3Ej3rTQM2bS/9UxedVvbGv34vQZnLo5Lp7VKLMlnUm7mtPKpEh65/oa8858WD3FbbWmFxUOjHtp3z7LT/680nHe5oVbZ1HS5gTUyND1nqZBWX5Crs5M0eAI8ef4Er49eKavhbllz/WLRrPGfystetmxOsKkgZUREceWKWV3TcefSGLx+k3FmefR4ZtvR5A8UpeOaK64yyofliE1i0cyVLZpHoJglb0Rh5RObVavGS96IpQo1Z/angW3A3wPXA58BThZo3Rvq0uwYOhpNZnE7rZHWblwn+QPNo+k0ayZXnPwnY7owrqjzaASN1f3IS/jqmejcR+OV1/BOD6+4vKZpdLUHGRieYXomvuLyovwtLqWQyjtN/z1XwiPz78yyCvP5T8tbb2kFx+vy6On5oVFPXnyDB3bfmbNcivIpHjm9dDiv8qms60sNtXK82U/+UtJm9XRYso8+vfsOXhjs49O77+DJi2/w6Omj3NW5E1h5H2ykbGVGVF39kvjX7/1lpvHnfE2qbE6hyoiI4jLReHDv3YvKityNuWDKk4THydp2JDzFudCSNa7u/eWM8mFuY/uSZbSPPIRqbM8Zr1DckjeisPKJzWrlGuaK5ZtEbSnUnr9m2/aAZVmngZts2/5/Lcv6zQKte0Ndmh2jw1ePrumoIuS0emcm8M5OMdm4iYUTHnRoJgOJaO4XLpBwFVcmYVeHieskWO1uHOm6hcZrp+k48z0u3/KpFZfvag/Sd2WS3ssT3LS7bVXvJcpPtnymxXmnM7ofz8J8J82Hfw35T+strbB4aNS5qREeP3+MIwcO4zpLy6WsNJRqtUOtpKTN6sWVy+Pnj3Hfzlto9AZo8PoJx6Pc1bmTfzr/OuemkvEQ9Mxf9CiX4W6pYyN0329iKAc0DUcziWmenHnZy5bNgYKUERHFFVUOz/Wf4aF9h9A1DVcpnrp8ig9uuzG9jKNytB1FmvticcmbuKsl2+F7fh79XZ9It8N4WJKbahgaoWXmEShmyRtRWPnEZrVSsVjW8k3q7R8GZHLQWlSoTmvcsqxdgA0ctCzru1RgRLlKcSUyzr6GzUXpsELyLitAJNSS8Xi77sFORJhRCeq05XfLlUlwFHSE1nalzfHWMbr5JtquvIJ//BKRpq3LLh/wmbQ1+TlzcZwbd7VgGNVf1LraJRzFhDOfd0rcZSZjYgN37jlP+u9oxt/5HR/rLa2QbXjuZCySfPuZpWUnDDRuaunmrs6dBD1ewvEYLwz2zQ8fXma4by5S0mZ1DDQmYxEeOX0UgM/uPcgLg33c1bmT/2XHzel9Eo7P39UppyHXCUcxvvDYACB5fLS31zM8NMXima+XlM1JKVAZEVFcBhrhRIzB2cl0uxFOxDJi0tBytB1a8eI21U63t9czMRd32drhjLYcRcJRRJe05wv+KmLJG1FYhpYjNosYd+XC1QyMLOWb3Ds+WrqNEiVVqN7H/wX8OfBt4OPAJeCZAq17wwzFpoi6Cdq9+eWVrkVo+CKO6SXiz8wPbdfmJmNyV77bemFc4TOhfh3D6cY230zCE6DzzX9JFm1ewbZN9URiDucHJBFc5C/bELd8hxYDGDGdBxcNz31w70GMWPamy0jofGjbfh7re42Hjz/NY32v8aFt+zES+prWJ1Zv8ZDq3omhrPukd2IIqJ59sN5YF6VjJoysMWomFuSBxo2sbYcZr7yOnsRq5fApM2ts+lT1D5GVOBWLFSTqbdv+NskOK5Zl3UQyr/V4Ida9kS7OjgHQ4g2usOTaNQydJ9K2DWfRzJIdczMIX05EuM7I/f6uUlyagC3NJmodtZpc08tI9610nv8RoeG3mG7fvezyLQ0+QnUeTp0bZWd3w6rqyYralXWI2ypKK8RjDo1eP0f2zw/PXXa2X9Pl0ZNZygPsS5YHWO36xOotGVKtazx84uml++TAYe7pur5q9kExy4iI4kroTu52Y04skqDJH0imJiiFXuTZg4tJYrVyRN1E1lzqhbFZrdb7+0FUn0LNHhwC/g/gA4ADfAt4E8gvSbNMXJodI2B4COreouSpeGYm8E+PMrxt/5K7m35Np0EzuJKIgC/3OgamIOZAZ71O8qteu/GOfTQPHKfjzX9muu26ZM5ADpqmsW1TiFN9Y1wdnWFza/E69qK6LB3itrpjKx5z0vXoXBTuMnGfT87qatYn1mbhkGqnLsc+cVR6iHe17IMlw+6rfPhetcg31z0WScDcfIkuihiV12FNkVitDDVd8ob1/34Q1aVQ47H+EugGfg3498Be4E8KtO4N0x+ZoMvfWLSJFRqGLgAQaWjP+ny7ZtK/wgzCfaMKjwFNvgJMBKMbDG+9A//UII39r6+4+ObWIF6Pzhu9o+t/b1HRTEOj0ROn2YzQ6IljGsW7824YOnqdhqoDvU7D4zUy/l6YY53KWV1opZzVld5PcrjXzjB0DH39+6RUFse5ylJ7VVSmhcd5JcdoPjayvRaFVYhzWiVLxa6aHJHYFQWbiOlttm1bqT8sy3qGCit5k3AdrkWneHtwe9Heo37oPAlvgIg/BM7SK7TtuofexDRR5eDLMiGC4youjMPWFhPlFObOxFTrdUQGjtFhf4/JTftRy0wlrusaPZsbOHNxnMGRGTpbi1cWSJSvjazxl63u6oN7D2bU+FxYhzWVT5kqe5NZomblbVupzqvIX+q7fLn/PL+0927+/PSPMvah6RplfacqW5zz0c9jGs0yPK3CLT7Ob2rp5sG9B9PDMCslRvMhNVkrmwcza2x6MIlS3WUI11vnXVSfQt1CGLAsa2EtlCCwchHQMnItNoWLotlTpI6YUtQPnSfSvg0nR4czNRnTgJu9VtrlSYi7sLmhgHd+NI2hbXfiiUzQcumlFRff0hnE7zX4qT1UtBmWRXnbyBp/2equLq7xmVGH1XEJxZP5lL97y70c2XeYUDz/DudKdV5F/lLf5a7Gdr5z8Q3u23kLRw4c5r6dt/DkxRMkzPIeEpwtzt1vfklqWVaBxcf566NXePLiCR7ad6iiYjQfUpO1ssWNBE9ePLGk/YwblX0xJR8Su2KxQt1pvQS8alnWY0AC+CgwaFnWnwDYtv0rBXqfoumPTALQaAaKsn7/1Ai+2Ukmm28j1x2f1GRMV5xZeoyl29E3qvCb0OBzUQVsr2YatxJu3ErbW88w1n0rrid3tSJD19nR3cDpc2NcGQqzpaN4My2L0jENjaAeyzpJR7Fr/BmGjvIpHBSurmjw+rlv5y3p6f6/e/lUXjU+U4+YPgNlKBylMFaYPKXW84cKKfVdBj1eJuPJtAefbhIK+PmZrftAAz2og1IYCR3HdHHmyhIVIkVjuRjOh9SyrF7ZjvOg6cVrGDRoAUKmn6DpTU4kFtLScelxTeJ6Iv23EdNxHZVur4wi13FeS0xLHFc2Rym2B5vZGmzGRdHiDdIfbC5aGls50ZUDwUb0Q58AfzBZA/sn/yyxW8MK1Wk9O/dfyt8WaL0b5mpkAq9uEDJ8RWkMGq++BUC4qTPnMkF06tC5mJjlnYtm9I47yVmDd7Z7UInCX2Eb2noHPW/8PS0XX2J41z3LLtvVFuTCwBSvnLrGptY6TMn5qyorDScrZo2/xcP2fuPAe/lYz8187cyL6aFRD+y+E9edP0ZbfUEMTcfBXfL693Xt4faOnvTMoKmhVU3+QNaO63J1XKXjujqmptPqC+K6io/13MzTV97kPd0Wjy4YJvzp3Xfwxkj/kn30uRveRZ3hXfOP/0IMiZRaltVr8XH+jo4dHOrazX89/vSCduJuvJrB/3P8qZxtyWf3HsRjGnzp5HNFTydYa0xLHFc2v+bhxtZu/uuJzNj0aZ6qHx6sDA/G3R/H/e5fJeO3oRX9A79AwvBQ4aP2xRoVpLdh2/ZvA38A/CPwn4H/Ytv2b6f+K8R7FNtAdJIOX0PRrl41XX2LSGMncSN3fSlN0+jSvVxIzC557uIEOAo2NxQnCT0a6iDcuI2Wc0fRnOWHXui6xp6eZqZm4rxxViZlqjYrDckpZu20xcP2Yq6T7rBC8q7n1868iD5XcinViU1NfL349e/YtCtruYCEJ/uwv8U1RjNzYsVqaDo8sPtOdE3ja2de5K7OnXz9zEsZ++LrZ17Kuo++cuqH6xqSXYhhZdniXP/o56VGYBVYfJy/f+sN6YspkGonfkRUOcu2JY+cPspwdHpD0gnWGtNS67KyxXGyxma8SmZcX5Zy5zuskEzR+O5fgUyIV7MKVfLmDuBxktc+3gG8blnWvbZtP1+I9RebqxQD0QlubOgqyvqN2CyhkUuMX38nrrt8Q9OlezmbiDCh4jRq88Mfzo0q6rwaIY+LW6QrTCPdt7Dt1D/RcukVRnreseyyrY1+utqDvNE3wvbNIZobcg8pFpVlpeFkxazxt3jYnqnrWYfr1nv9HDlwmHA8xuPnj/FvrXdkfb2uadmH++a4OLWkxmiRh/tVs7hy0/smNUw4277IuY/WcWe7EEMis8W53thEYji88otFWVt8nCuNFduJXHHqWzR5YbHSCdYa01KTtbI5ys0Rm9V/TtLc7DGvuTI8uFYVanjwHwLvBf6nbduXLcv618AfA7ev9ELLsp4FOiA9zuFB27ZXnhGogMbiM8RchxZvcSZhahzsRVOKcNPmFZft1pNXP88nZrnJkzwoownFlSmwNpm4RRganDLb0MVM/WZa+n7IyLa3g758eFy/tZHh8Vl+dGyAn3nHdjymDBMulVSuU3Ja+JULcC+XG5XPcLLV1PhL5aiORMLodUs7gQtzWA1d431de9jV2E7Q4yVk+rmppZvXR6+kl39f1x48mkGDJ5l7dl19O7qm4dSpdOmK1EneVSr7cF8t93DfhTVGk8vIj7t8pfYlmgaa4tPX34GuafzWzR/Aq5tL9mWrL5h7H61jSPZyMbw49iOaD7+KZj0WFsd5+zK1rEVlWXicG/UaN7V0c1fnznTu/AuDfWjAZ/ceJOjxpoe7L47T6KJKADe1dKPrc+3ROi96+bw6ISKo8WsYhoG7xmG+UpO1chla9thc7hxWLWRou1isUJ3WOtu2T1lWsuqNbdvfsSzr91Z6kWVZGrAb2G7bdslGqA9EJgBoKtIkTE39Z0j4gkTqGrKWulmoTTPxoNGXmOEmTwMAF8bBVdAZKv4PppHuW9n65rdp7j/G2Jbbll3W6zG4cVcrr705xAvHBzj4ti40TYZRbrTVTgu/Um5U2PXScO9D80PRMoaTre4kuVIJmWylJz60bf+S6f0hOcNnKq8sM7/nIMeGLvN3519bUrri+au92UtZxCu/lEW5Se3Lb58/wXu6LZ65YvOebouvn3wpIxcLSJcrenDv3YzNTi/ZR5+74V15lynKJlcMRzQfDfGRjNivv/eXcV/8FvQek5IKNcqPmbXd0dB4rO+1ZcviBAxPujObar8eXtA+rTXH1efVqY8M4z7xp6jJEdh1M/q9n8N94ivrbpdF5cgVm35MZqo8pzVu+PAsinn93s8RMXzJUhqi5hSq0xq3LKuZuZbTSvVeV5Za7nuWZbUCf2Hb9pcLtE15G4hOoKPRYAYK3vbriRhNV88wtW0/zgodVkgOQdqsezkfn4G5PnTfmKLBr1FnJFhhdPG6zTRuJVLXRkvfjxjrvjV5x2QZrY1+dm9r5MzFCRrfGuGm3W3LLi8KL2eu08/+5tzV9dUtX8jhZMqn0h1SmM/5OrLvMMwsff6uzp1Zc1Af2neI927ZQ4s3mO6wLn6e86Tv4h3ZfxjXTQ7v9WBy5MBhXKXQV5g9WKxdal/et/MWvn7mpfT/L87FSu3LcDzGkxff4P5dt2JE9Ywh2c11QUZmp9e8LbliOKiiS8vYPPGn6Ic+gdt7bMVjR1SnCIms7c4nr7stoywOwEP7DjGdiMzF7wnu33HbfOzqWrrDmlrPwvZuNUJEcJ/40/lY7T2GC+g/9wUcx5VhvjUiV2weOXC4xFtWfAE3gvviE2TMHvziEwQOfYoZJCe7FhWq0/q7wA+ATZZl/Q3wfuCX8nhdM/A08HmS41aesyzLtm37qXzetLU1/3Ir7e31OZ8bGZyhM1BPc2Ndwa9XhnrPoDsJEtuuJ1SXX95nz0yAH86MY9Z7IaEzMDXD23r81AVyb10o5CvUJjPbcwvNp75HR+wKsc7rV1y+sdFP3FEcPztCIODlHUW447rc/qskq4nZfKnJEdwseR8eXWX93nIurzm0+RQYJioQYjbqxXEUhqHR5PesaZ+ORMJL8nEavH4wgFBy+O3C53PlPU4nIjx8/Gl++9YPZ33e1PV0jut3L58CTaM9mOO79gM5wqnc46wU25dvzKb2dWofrrQvU+7beQutjUtTMwr9Wb3kjn38wYy/cx07K22XUoqZSDx93NSt8bhZq3KP342yXMymvqOE6zIZn8VxXVyVvdTV4nzV10ev8N4tJoSd5wAAIABJREFUezLi9/5dt9HqT75ftvZuJBoGQ6O9fXVtvxq/lrzDulDvMbjnfszmDoCi/2wvRDxXYkyWUzt7bXYqZ751JX63q6HGr6F6jyUvKC6g3XN/1X/2lNQxODkdpS7k2/BzSrkpSKfVtu1vW5b1JvA+kj9Hf8e27dN5vO4F4IXU35Zl/Xfgg0BendaRkemM0he5tLfXMzQ0lfP5C1MjbK9rYWx8lZdC89D25mvE6xoY0+pwpiN5vWaTmxyv/+roMOZY8sBs9jpMT2cfChIK+ZiejhZmg4FwqId604/vjWe55tuS12t2dTcQTzi8dGKAkbEZbruho2A5rivtv0Ksf6PkG7Or0ejRsuZ9xF2NiSzfW67lGRnA/ac/Ru16G2PvfIBvPneOyXCMhqCXew/twqOz6iFuejAzD2xHfSsf67mZh+dKSzy0756M58PxWNa8sXA8OUNmrvxHR7k8fPzp9GzCusuqY6bYcbZeC7evHGNWr9PS+2rh/+fal6m/dU1b8r0Xa180eTX0bLEfCWf8nevYWW67DEMn7sITz/Wu+7hZi3KO343+gZkrZlPfkcdrMKFH0newFrdDkD1fNVv84qj09546BhavZ+Ey+Wr1GcnYXBSrSjcY3oD9XIh4LueYzKXc2lmjPnsuta7pFffdrlapj4FSW+0xWAsd+UImSbq2bf8ZcB74WcuyGld6gWVZd1uWtXCMgwYbO0h/OhFlKhGl1RtceeFVMqNhGq/1Ee7ek9fQ4JROzUMAnVPxKc6NKZrrdPz6xo3fV7rJRMcNhAbfxDOTX0kbTdPYs72Znd0NnL08wXd+fJ6B4TCqBgpgl9pqSxpkLeXxgV/AfekJACI3Hk53WAEmwzGeeK4X3Vz95Ac6ybInqdISH9p2Y0YJmycvvpHx/AuDfTy4qOTMg3sP8sJgH0A6RzXz+bv53qVTwHxJHMl22XipMiIvDPbx6d13pP9/8b5K7cuF+cUbt5E6+gd+ITP27/0c7skfp/9eazkQ3TTSPy5gfceNKC7H62YMuVzcDqVitd0XytkWZSuHVciSWa5uot/7uaWxusIEiYUi8VwePBg8uPfuJbHpofr3Q6mPgVKTY3CpQpW8eXTu//8b8OfAd4G/Aj6+wkubgN+xLOsdJIcHPwB8thDblK/0JEyews8c3HrhOJpymWrrWdXrdE2jR/fROxOlOww3bTFxnY1NuB/vvJGW/p/ScvFFBvd8MK/XaJrGri2NtDT4ONk3xvdfvkxbkx9rexNbO+tlduEiWZi/59EVcXf52YMX5/vpuob7nUdhIPljzA00MBkeyHjNZDi2pqHzqbIn9+28haDHS5O3LuOK8bmpER4/fyyZc+ok8xmNRGZ+o+ka3L/zVu7beUsyR9U1kzmrJHNUv33hBM9fO5deZ62UAyg3qTIi9/fciqZp3L/rVqbjUR7ad4iIE2ciNstz/Wf4+I638d4te2j1BTc8v1hz4rg/+gcycqSOPYt26JO47/rE+vK3If3jImWtx40orsWlsVLt0K8fOExibrjwU5dPce/2AxltkZHQub/nVu7ruSVrOayClsyKx3CPPYv+sV9NFj1WLu4r34W3f5hkjkNxSTyXh4iK88bIFX59/3xMvTTYx9s7d5R604qvxMdAqckxuFShLlfcCrwd+E3ga7Zt/5ZlWa+s9KK5YcV3AD8lOaz4T+eGDG+YgegkAM1mgTutStHR9yozbVuJeAOsdgalHYaPwank1dn2IGz0raOEL8RU6y6aLr7CtevfizLyv/PQ3ODnrgObGByZ4fzAJD9+/SqmMciWjhA7uhvoagui67U7Jr8YUiUN2tvr54Y1Lt+sLSyB0OiJY4Qn0s/ps5M0BL0ZjWVD0Mta9piBxnX17XQGGtA1LT19/8KyJ5OxSHJzZ5I5ri4OzL21i0J5k58l9YnchIsbm/urDuyJaxnvud5yKWLt5suIKPSQxpMX30iXagAIJ2L0z0zwWN9rHDlwGDU3HC6j7BFazjq66+VqBkZ4Avdbfzr/YEMriTs+ykRifeVANCjYcSOKy2DpMN7JWIRL02M8cvookGxHPgIZRa9cR6XbnlzlsApVMsvVDIxLp3FP/mj+wYZW3Ds+uqb1rZbEc3kwNI0L4TG6wmPpkjcXwmPcqe2s+nNcqY+BUpNjcKlC3frSbdt2Sea0PjP3WF69QNu2v2jb9l7btnfbtv3HBdqevA1EJmj0BDALXH+vcbAX38w4U1tvxF3DlL/bdB8N4QbMQAIPRZ4yOIfxzn0YiQhNAydW/VpD1+hqD3LX/k3csa+D7o4Q/cNhnn3lCn//TC8n+0YLntsp1mbxcGH/G0/z0UM7aAgmOxqpPAo3sfo4NF2D2zt6+PLJ5/hPr36bh48/zYe27eemlm5gwRDRRPbhLqncs4dPPM0XX3mCh088zYQeweNNLl/I4XiisDxuslTDY32v8fDxp3ms7zU+uO1GeieG+PTuO/hG76tM6BG8fpNpT5SHTz7NF197godPPk1/eBzDKPzIjNUOpV8NN+Fw76FdBTluRHGZCWPZNIRWX5DP7zvEdDyWEZfTnmhR4jKbYsZqPiSey0Oq5M3CdvRD2/bjL9g9p/JV6mOg1OQYXEorRM6hZVl/B4SAfcB1wFdJdmQ/ue6VZ9cDnCvEREz/re8ZWr1B3tm8q6AbeP2P/4bgxCDn7/g4zho6rVMRnR/3BZluG+XjTS3LzhZW6ImY0pSi5/g3UB4/fXc/tO7Vua5idCrKlWvTXBudpaM5wD23dOH3Ld/4bsBETBvRw+lhFTG7Vmv9rkxDI6jH0uVBZjUfSjNQJK/2uQlnTUPc9FBmCQhI/iBcWDbihcE+7u+5FXdm6feS6/VH9h/Gnc68S7fe4XjlPmnIoglCyj5ml9v3X3/rRc5NjST35YHD6Ym5Fi53ZN/hrDGxXotjfTXDgVeKEcPQ0c31HzdrUc7xOzdBSMljNvUd6XUa3zj/anoUQIs3yHP9Z9jV2J6+mxU0vXx1Qf49FDcus0nFaj5pH8Ww3ngu55jMpdzaWb1ey94+HjiMO1X9F/5LfQyUWuoY1HUN11XLHoMbFK8lVahLNf8G+BjwI9u245ZlHQW+XqB1F03MTTASC2PVdxZ0vYHxQRoHexnd8841dVgB+idMQHE1OMaIFqStFOP3NY3xzn10nj9KYOIys435zSSci65rtDX6aWv0c3VkhpN9ozz18iXed8dW/N7qv2pYzhYOF05yKcSY9MW5Y5Cj7EnPLat6/cJhUYUajicKa7l9f25qJP23k6PcSLGGvi2N9cK9j+O4G9ZJFWvnoHh99Eo6TeG3b/0wT/W/yVP9b6aXOXLg8IbGZTarTfsoNInn0svZPtbIJJelPgZKLXUMVuIFoGIoyDgX27bDtm3/tW3b5+f+fsS27cLXjymwq9FJFNBS4EmYNp35MY7pZaJz55perxQMTHhoaQDXcDjjli5QJ9t24+omzRdeLOh6N7XW8bbdbUyG4/zwtX4ZKlylUrljC2Ute2JoqFDy7lxq6O9yr9drOquj/BmGjqHlt+9zLSf7WBTL4nYlVUproaiTkLgUJZezfazhWp2idtX0dK4DkeQkTA1m4e5i+qZHabl8mskdNxNbYz9sdMYgktDpatToVD7OqKmSlY5xTR+Tbbtp6D+OHp8t6LpbGv3csKOZwdFZjp8dWfkFouIYMX3F3LEH9x7kG72vZs1ZzfV6I1bTTVdZMwydaU+UZ6+c4ZeWlGpYuu89jrkkL/lzN7xL8pJF0SzOhT89OrCknWnzhfh3e98l+fKipPyYWc+BtZDTKsRiNR31/ZEJAoaHgO4t2FCLrtM/QBkGE5t2J2+ZrmW7xj2YuiLkddjuBHhJG2dEi5ZmiDDJ8jdN107RfOU1RnreWdB1b24LMjYZ5Y2zI2ztCNHaVP3TmNeSeMyh0eufL1GDhpkw5stGGBrf6H01PUxvJBrm0dNHObL/MMSyv96I6cRjtTsRQblTPsUjJ5M1MMOJZMkbQ9MwdZ1nr5zhrs6dvHfLHsLxGE9ePMH9PbcSimeWCWmuCzIyO13qjyKq1JLSNHPtUKo0Vzge4/Hzx/jkrtsKU75GiDWKqAQ/uXaeh/YdQteSM6s/f7WXd3ftLvWmCbHharrTOhCdYJO/oWB3MQPjV2m9dJKx6+8gqmlr6rQ6LlydMtncpOM6EbaqAC+rcc64U7TppenQRYNtzIY6ab7wIiPb3wEFHpZy/bYmhsdn+cmpQT5w17ZlJ50SlSceS5awSeVkOIYLvmRmiqsUk/EIn917MP1j8buXT2XkjbmOAjez7MRCi8ulyA/LjZPtu0/gLsnBSjk7NZSRNwhz+cyOyshL1oPSBojiWpgL74SS7dBCk/EICeWio9VYFp0oJw6Ks1NDGZOEnZ0a4h6uL/WmCbHharbTmlAug9EpbmveVrAT0paTz5Lw+Bnv2rPquqwpg1MmjqvR3uCilMKPQSfJIcJ3qbaSdejGO/exufcZgqN9hFsLO9Oyx9TZtaWRU+fGuDAwTU9XfUHXL8pHauho6k7cbxx4Lx/ruZmvzc3S2eoL8sDuOzE1nQTukuVTQ/RC+HCclZ8XxZPru6/XfLT6gliNHdzTtZsvn3wuY98+fv5YeiImqakryoFXM7K2Q4am84cnvy9tiyiZXLHp0QziJSqHKESp1Gxi2FB0Cke5tHqCKy+ch/qh8zQO9jKx+w5i7tpPaP0THvwehd9IpB/brgJMEGdYK0JZmzxNtV6HY/oLPiFTSld7kIagh1ffvEZCfhBULeVTPHL6aPpOXMx10idjSA4P/tqZF1Fu9uVHomEeOX0U5VN5PS+KJ9d37wKf3XuQ92+9gT8//aMl+/ZD224EJEdQlA8XlbUdiruOtC2ipHLFplzoE7WoZjut/ZEJABo9gfWvTCm633iGeKCB8fYdrHVK7khcY2TaoKtZI5GIpx/fqgJoCt4q4SzCSjeZaN9D/eApzLkJrApJ0zR2b2tmJpLAvjBW8PWL8rC4DIqp61mn83fmeq0rlbzJpySOKI6c371yCcV9GFr2fdsZaODIgcMc2X+YUFzuWonSS6ilQ9pHouElrYi0LWKj5YrN1DlSiFpSs53WgcgEXt0gpHvXva6m/jcJjfUzbt1Jwkms/IIcrox7UGi0hjIbIz8GmyjtLMKQHCKsKUXz5Z8UZf3NDT7amvy80TtKLC7DXorJMHT0Og1VB3qdhmFsTFOwuNREOB5btqzESiVvpCRO6ay4b3KUaki4Ll+1XwQX6bCKspArVjWSowaOHDjMZ/ce5KaWbmlbxIaSkjdCzKvZTmt/dIJOXwPr/snkunSffI5oQxsTjZvXvBql4PK4h9YQ6MSWPL+tDIYIx/2NhBu30nThJ2vO2V3Jri2NxOKu3G0tolQu4sMnn+aLrz3BwyefZtoT3ZCO6+JSEy8M9i2Zzn/hkNHFy6/2eVE8ub57I5GMr2/0vsqnd9+R8fwv7b2b56/2yj4SZcWMG1nbIVcpHut7jYePP81jfa/xoW37MRI1+7NJlIDXzV7yxuvW7JQ0oobVZNQ7yuVqZJL9Td3rvnPZfv6nBKZHuHrrh3HW0ZEbCRvMxnWu2wxulrsPW1WAlxnnLXeK9hLNIgzJ8jfdZ/6ZhqE3mezcV/D1NwS9dDQHONk3xu5tzfjm6nWKwllYkgTmc7WO7Ducnk2zWJaUmkDDSOg5y0pkW341z4viyfnd+9x0fE3GI9y38xbqPX6afQEMpfPuTbtlH4myEoskaPIHOHLgMK5S6JqGoXT+4MRTGe3ko6l2cul1ZSGKIqYSPHnxREY5plSpMCFqTU12WgejU8SUQ4cvtK71GLEIXad+wEzbNqZCreu6+3hpzIPXVAQ9DtlGGPsx2KR8nKG0swhPN28n7g3RfOHFonRaAXZuaeDFE4OcPjfKzVZ7Ud6jlpU6D3RhqQkXhYuT/hGY3Aa17PKrfV4UT7bvXkE6vs5NjfDI6aMA/O4t9+LOpNpI2UeivMQiCZireuOicOocyZcXJeegeH30SrqWecp9PbeUaIuEKJ2a7LRemk0OPW0x1zdz8Gb7R5ixGQZ334m7jg7rbFzj2pRJT4eOk5jNudw2FeAlbZxhorRTorutms5Exw20XX4Z7/QwsVBbwd+ivs7LptY6Tp8fY09Pc8HXX+tSuYgLf5AVsvTI4tqdRkLHMV1GImH0uqV3QqXOanUx0LippZu7Onem7wy8MNiHrmtohuxbUZ68fpOEx8FRCmPuTmsx20kh8pGzPZU4FDWoJjutF2dHqTd9BHQP7hqHB/umR+k4+zKT2w8w4/HDOsrcnB9JTgbVUe/gLjOPU3qIsJqiXSvhEOGOG2jpf5W2cz+gf//Hi/IeO7sbuDoyw8m+UbZukY5rIaVyEVPlSjLzQNd3Elxcu/Omlm4+tG0/j0qd1ZphukZyny+Irwf33s2x4ctc39Qh+1aUHa/fZJxZHj2e2Q79yr5D/MmCOsOFaieFyJcHM0t7ehAPJlHiK69AiCpSkzMKXJwdozvQtOYOK8CWE99HGSbj2w+g1tFhjSU0Lo956G7RUO7ykyylhwiXeBZhx1vHRPsNNF7+KebseFHeIxjw0NUexL4wzvSMJBAVkuMkS5Ic2XeY373lXo7sK1zpkcW1O+/q3Jk+2YLUWa0FCdNZss8fPf0j9rZsln0rylLCszRmHzl9FK9hFqWdFCJfcSORpT09StxYe6UKISpVzXVaJ+KzjMVn2OxrWPM66q+do3ngDOPX30FkndPfXxj14CiNrmaFclf+MZeeRZjSzSIMMNp1MwBt544W7T12dDXgKsXLxweK9h61ynFc3BkFM+DOqIL9EFucLxv0eKXOag1YWEIp1z7VNU32rSgbGTGrsseso4rTTgqRr1yxuZ6bLkJUqprrtJ4NDwHQ6V9bp1VzEmw/9s/Egs2Md+xM1qpZo7gDF8e8dDaCtsJd1pStKoAGvKWm1vy+hZDw1TPRbtF04WU8M8UpT1PnN+luD3L8rWHCszIMphIsrt2ZcN0cNeb0rMunn5daiBVjcQklR2Xf565Ssm9FWcg3ZqUWpig1Q9OXPYcKUUtqLup7Z4YJGT7qdd+aXt/15lH806MM7ztEYp21SnuHfcQd2NqicPMcYlwuQ4QBRrpvB02j48x3i/YePV3Jiwsnzo4U7T1E4Syu3enVDR7YfWdGjbkHdt+ZbnikzmrlWzzE+3uXTvHg3rulPqsoW/nE7IN7D2LGpeSaKC0TPUts3o1Zez/fhaitiZhcpegND7Ej2Iazhg5fYHyQTWdeYHL7AcKBhnWVuJmK6FwYTeayGkRYzaCjbaqOl7Sx0s4iDCR8IUY330zblVcY7Xkns01bC/4eAZ/Jzi2NnL00zp6eZprq13axQWyMxbU70eG/289n1Jh7/Pwx/u3178i6vNRZrTyLhwM/f+0cwJKal1KfVZSLfGLWjBvJMjhClFDUSfBc/xke2ncIXdNwleKpy6f44JYbS71pQmy4muq0XpgdJezE2Fa3+tloNdeh57Vv43gDjOy4GddZe4fVVfBGvx9Thy3NLm5idT/itio/LwNnSjyLMCRzW5uGTrP5+D/Qd/dDoBc+pPbubOFC/yQvnLjKB+7aJkO2ytzC2p16ncZkLJKu1QlLy0ZIndXKlq2Ekj1xjQ87JHMBU7V4Adm3ohzkE7MxpMMqSs9Aw564lr6wAslz6Ie3SMkbUXtqanzBickreDSDTd7V57NuOfF9guMDDO9/N7F13ClQCt686mMiYrC3W8dNRFa9jtQQ4bfKYIiwMrxc3XEP/ulrdJx9tijv4feZWNubGB6PYJ8vTv6sKA4Z/lv9ZB+LSiMxKyqFxKoQ82rmTmtCubwx1c/u+g40tbrr/c2XTtLZ+xPGd93KZLB1zcOClYK3hrxcHPOyowMCxuyay7vuVEF+rI1yjjAHSjhEGCDc3MNE+x5ae58j3NxDuP36gr/HptY6Bkdn+Kk9zKa2IM0yTLgiLBz+i6GBo2SIaJWRId6i0kjMikoh51Ah5tXMndbXJy4z48TZHexYVYe1/lofO175JjOtWxneuh+1xg5rOKrx2qUAfcM+trZCZyiW9+RL2WxXAULK4CfuSMnvtgIM9txNLNDClp/+Dd7pawVfv6Zp7O1pwTR0fvDqFWajMnSrUqTK67T6g1I2okoVq4SSEMUiMSsqhZxDhUiqiTutrnI5OnqWzb4G2jzBvCdhahx4i50v/yOxhjYGb3wPjpPsKM3ENIanTcZnDcIxnVhCw3E1dF1h6gqPrvAYCo+RvKM7HdWZjBgYumJPt0ajL4KzjpxYAB2Nfaqel7RxTsUn2E5gXetbL2V4uWx9kO1v/AM9L/0lF27/N0QbNhf0PXxegwPXt/Lam0M885PLHL59C35fTYSwEEIIIYQQNasm7rR+9/JphmNh3t6yPb8Oq+uyyf4x173wd8TrWxm8+f2MR1z6hr0831fHD8+GOHXVz3DYxGMaNId0Opo0WkI6Qb+BbphEHA8jMx7GZj14PAbXb9a4bYei3hNe1yROC+1SQVqVh6ci/Uyr0t95TPjquXTDR1Bo9Lz4FzT0v76uOrbZNNX7OHB9K+PTMf7lhYuMTq4+J1gIIYQQQghROar+NtXpqas80X+CG+o30e6px12uE6Vcmgbeouv0DwlMDHJ58y2cbH4bA2cNJiPJem1NdbB7s0aD38HQ4jk7oJqmoc3NcquUQimFW+B+pY7GnW4z39WG+Ja6zEf1LQS10u7SWKCFizf8K7rOPsWWY99g+soxhq57N7PN2wr2Hm1NAW7d086JsyN858cXuH5rI/uva6XO7ynYewghhBBCCCHKQ9V1WpVSRNw4Q9FpXpu8xKvjF9kWauHO5h3zHVal0J0EemwWz8wkxsQojI2ijY4wnvBxyn87Ax2bicRMGITmYLKj2hhw0NVcLmryf8tux0bkmjbj5b1mJ99PDPI/3fPcojWzQwvRgAePVpob6QlfPRdv+Fe0DJ6g5cpr7HjhEaLBNqbbLSKNXURDncT99TieOtDXVry9qd7HHTd2cn5girOXJnjr0gQdzQG6O0I01/uoD3rweQw8pp6+eCCEEEIIIYSoPJXaaTUAdH1pZ+TvrxzjtYlLQPJO5G3N2znYvYupqQho0Hb0m3w/up9Z3U8CE6UFgO7kfz7AB0EftAY1GgPJjqpGInlHda4PaujlNap6mxHig3GNV7VxfqyG+bEaBuAWvZl7jM4SbZXBeNfNTGy6gYbhXkKjfTRffBF90URWrm7ieOu4eNcvEa9rybm2LLsav9dgz/YmejbV0z8S5troLK+9OZSxjKaBx9TZ0dXAnfs35Vp9D3AZilqYL2fMFtpGvMdalfO2QUVtXw9VFLPZlOu+KNftgvLeNsokZsv8O8pJtnvjlHM7W4nfZ6HU8meHvD5/D8WP15LSymHm2TW4Gzia68mE6xB3XRJzHaTFn9BUoFwFOChHgePi4uK6akEKZkV+L3M0DJLDk/VyvMuoaaAZyZ6oBqCjrfGOa8630DUMXUu+xdxQ7RUO+B3A+YJuRKZlY1aINZCYFZVGYlZUGolZUUmKHa8lVamdVh9wOzAAFGZWI1Hrin11SmJWFJrErKg0ErOi0kjMikoid1qFEEIIIYQQQohSKK/kTCGEEEIIIYQQYgHptAohhBBCCCGEKFvSaRVCCCGEEEIIUbak0yqEEEIIIYQQomxJp1UIIYQQQgghRNmSTqsQQgghhBBCiLIlnVYhhBBCCCGEEGVLOq1CCCGEEEIIIcqWdFqFEEIIIYQQQpQt6bQKIYQQQgghhChb0mkVQgghhBBCCFG2pNMqhBBCCCGEEKJsSadVCCGEEEIIIUTZkk6rEEIIIYQQQoiyJZ1WIYQQQgghhBBlSzqtQgghhBBCCCHKlnRahRBCCCGEEEKULem0CiGEEEIIIYQoW9JpFUIIIYQQQghRtiq102oCPXP/L0QlkJgVlUZiVlQaiVlRaSRmhchTpR4kW4BzIyPTuK5aceHm5jrGxmaKv1UlIp9vfdrb67WirXzeqmJ2rco5Fsp526Cytq+aYjabct0X5bpdUP7bZppGyWO2nL+j5ch2b5xybmcr8fsslFr+7JDf59+geC2pDem0Wpb1h0CbbdufWfT4A8D/DQzOPfSkbdv/odDvb5pGoVdZVuTziZRy/q7KedtAtq+clOtnLdftAtm2fJTLdqyWbPfGKedtLudtK7Za/uwgnz+l6J1Wy7IOAw8AT2Z5+jbg123b/ptib4cQQgghhBBCiMpT1JxWy7JagN8Dfj/HIrcDD1iWdcKyrL+2LKu5mNsjhBBCCCGEEKKyaEoVL1fJsqzHgEeArcChLMODHwf+EHieZMd2m23bP5/HqnuAcwXdWFHLNiIPoAeJWVE4ErOi0kjMikojMSsqieS0rpVlWb8IXLJt+2nLsj6TbRnbtj+2YPk/AHpX8x75ThDS3l7P0NDUalZdUeTzrX/9G6XYk9qUcyyU87ZBZW1fNcVsNuW6L8p1u6D8t20j5YrZcv6OliPbvXHKuZ2txO+zUGr5s0N+n3+j29lSKObw4PuB91uWdQz4HeAjlmX9UepJy7IaLcv6tQXLa0CiiNsjhCiBobFZ/uWFC3zr2bPMRuUQF0IIIYQQq1O0O622bb8v9e+5O62HbNte2EmdBv69ZVnP27b9EvAQ8HixtqfSGIaO8ikcFAYaWlTDcdxSb5YQqzITSfDsK1dwlWJkPMrsbJz33L6l1JslNpi0Z6IaSByLUkjF3UgkjF4ncSdq14bXabUs6y+Bb9m2/S3Lsn4O+DPLsgLAGeDTG7095cgwdKY9UR45eZSRaJhWX5DP7j1ICJ80VKKinOwbIZZwePet3QxPRjl+ZphrYzN0NNeVetPEBpH2TFQDiWNRChJ3Qswr6uzBKbZtfzU1CZNt279o2/a35v591LbtW2zb3mvb9kdt256eIYrgAAAgAElEQVTYiO0pd8qneOR0soECGImGeeT0UZRvY/PKhFiPWNzhrYsT9GxuwDR1dm1rwtA1ei9PlnrTxAaS9kxUA4ljUQoSd0LM25BOq1gdB5VuoFJGomFcpJESlePC1SkcV7GlM4RSYBo6HS0BLgwkHxe1QdozUQ0kjkUpSNwJMU86rWXIQKPVF8x4rNUXRK/+2axFFTnfP0VD0EvAZ6Qfa28OEE+4jE5ESrhlYiNJeyaqgcSxKAWJOyHmSae1DGlRjc/uPZhuqFI5DFpUGilRGWJxh8HRGbragywsBd3S4ANgYGSmRFsmNpq0Z6IaSByLUpC4E2Lehk/EJFbmOC4hfBzZdxgXhS6zFIoKc3VkBqXmO6kpHtOgPuhhYDjMgetaS7R1YiNJeyaqgcSxKIWFcYehgaMk7kTNkk5rmXIcF+ZuRiVzFyR/QVSOK0NhPKZOKOBZErlNIR8Dw2FcpdA1uVpcC6Q9E9VA4liUQiru2ttDDA1NIXEnapUMDxZCFJRSiv6rE3QFYuAkljzfGPKScBST4XgJtk4IIYQQQlQa6bQKIQpq9thRZuJw/cBRtr76dXCdjOcbgl4AhsdnS7F5QgghhBCiwkintQwYho5ep6HqQK/TMAzZLaIyGeMDDJ89A0B9Vzeh4bM0X34lY5k6v4lpaIxIp7XqSdsmKoXEqihXqdgciYQlNkVNk5zWEjMMnWlPlEdOJotHp2aGC+GTRHtRcfzHv0u/t5ugF6Kb9zA79AatvT9gbOvt6WU0TSMY8DA+HSvhlopik7ZNVAqJVVGuJDaFmCeXa0pM+RSPnD6aLh49Eg3zyOmjKJ8k2ovKos1O4rl4nCu+rbTXm7iuYmzTAbyz49SNXchYNhTwMDElndZqJm2bqBQSq6JcSWwKMU86rSXmoNKNUcpINDw3M6EQlcN37lUmtRAzrofmuuSswNPNPbi6SePA8YxlgwEP0bhDJLZ0oiZRHaRtE5VCYlWUK4lNIeZJp7XEDLR00eiUVl8QHSkFIiqL59IJLjXeAEDjXHlWZXgIN24ldM3OWDZU5wFgQoYIVy1p20SlkFgV5UpiU4h50mktMS2q8dm9B9ONUipfQYtKgyQqhxYNYw6do7+uB68BAXM+12amcQue2XGM6ZH0Y6FAstM6Nhnd8G0VG0PaNlEpJFZFuZLYFGKeTMRUZIaho3wKB4WBhhbVMpLnHcclhI8j+w7jotCzLCNEufNcOY2mFFfdBtrqDZSzsNPaDYD36hlouzn5b4+OaeiMTUmntVpltG2aQtc0UBpKVxhRXdo4UVILz80KRUPCL+dhUXYcx6XB8HNk/3xsGjGduOOs/GIhqox0Woso31nfHMeFmeS/k3kKkqsgKovnyklm/c2Mxwy2tOnAfHzH/M0kTD/ea33pTqumaYTqTBkeXOUcx8WI6sx6YunJRGT2S1FqOc/NUR84Ss7DomwYhs6kHuGRE4ti1ZD2U9QeGR5cRDLrm6gJroun/02uth8AoN636HlNIxLqxDtyMePhYMDDxFQUpeR4qGbSDopyIzEpKoXEqhDzpNNaRDLrm6gFxsRV9NgsV73JYcD13qXLREKdmFPX0OOR9GOhgIdYwiUal2FO1UzaQVFuJCZFpZBYFWKedFqLSGZ9E7XAvNYHwKAbot6vYbB0yNJsqAMNCEz1px+r8yezE6Zn4huynaI0pB0U5UZiUlQKiVUh5hW902pZ1h9alvXVLI9vsyzrh5ZlvWlZ1jctywoVe1s2WqFmfTMMHb1OQ9WBXqdhGHKtQZQPc+g8rr+eoVmD1qCBcpd2WmN1LQD4pq6mH0t1WifCktdaLbK1VTL7pSg3uWJS1+Q8K8qLtJ9CzCvqREyWZR0GHgCezPL0V4Cv2Lb9t5ZlfRH4IvCFYm7PRivEzMD5TuYkRKmYQ+eYbN3FTASaAtlPpAlPENf0458YSD/m95powKRMxlQVcrZVcR+huMyQLsrHknOzphNTCf7LG9+X86woOx7d4JPX3YbPMIk6CTy6UepNEqIkinYp0bKsFuD3gN/P8pwHeBfw93MPfRW4r1jbUkqO4+LOKJgBd0at+gQoSfiinGkzExjTIwwGtgFQ78tx9VfTiIda8U0Pph/SdY2A32RS7rRWheXaqvW2g0IU2sKYRCm+dPI5Oc+KsqN8ydj88skf8PDxp/nyyR/wpZPPSWyKmlTMO62PAv8B2JrluTZg0rbtxNzfA8CW1b5Ba2v+I4rb2+tXu/qyMBIJZ03Cx9Bob5///JX6+fJVLZ9vNTG7Vhv5XakzNi4w7m8HoK3Rg6GyXwuLh9qpu3qKpkY/aMnObUPISziSKJv9Wy7bkUspti/fmM23rcpXue6Lct0uKO9t20jLxWy276jQsVsMlbpvK3G7y6mdrYTY3CiVGEuFVOufH4rUabUs6xeBS7ZtP21Z1meyLKKztAjaqi+9j4xM47orX21qb69naGhqtasvC3pdMgl/YaPV6guCo9KfqZI/Xz6K/fk2siHIN2bXaqNjoa73FD7DpH/GS4NfIxKOZM1pBagLtaInYsxcHSAWaAbAY+gMj81y7dokmlbaHJ1yP44Wbl85xmw+bVW+ynVflOt2Qflv20bKFbO5vqNCxm4xlPO+XU4lbne5tbPlHpsbpRJjqZDy+fy10KldcXiwZVn3Wpb1PyzLet6yrKOWZf2FZVnvX+Fl9wPvtyzrGPA7wEcsy/qjBc9fAxoty0oNzN8M9COWkCR8Uc7Ma+dwW7YwOgtNddknYUpJhNoA8C+ajCnhqLzK3jhKhpSWM2mrRKWS2BXlSmJTiHk577RalmWRzDUdA54CvgnEgR3Ar1iW9X8Cv2jb9qnFr7Vt+30L1vMZ4JBt27+24Pm4ZVlHSXZu/z/g08A/r//jVA6P18DxujgoDDSMmE48tvSHeyEmcxKiKBIxjNHLTF/3TqZHYYd/+ZNofK7T6pvsh469wPwMwlMzcfze7M1Rb3iYb109zkg8zK66Nj666SZavHUF/CCiEBa2VZqmoTSFqxRKVxhRPaPNMgw9mes61/5JmyZKKd/zbL7nbSEKxXFcGj0Bjhw4jKMUhqZhxg1iTmLlFwtRZZYbHvwfgU/Ztn0uy3NftixrF8m7qD+f75tZlvWXwLds2/4W8Dnga5Zl/UfgIvDJ/De7snm8BhN6hEdPzM+y+eDegzR6/Tk7rswk/50sKC0J+KL0zJFLaMrlmr8LgKBv+eWV6SXuq8c3NT8ZU6rTOjkdo70psOQ1veEhvnbpJVq8ddzevJ3jE1f4+uUXeXD73QQMb+E+jCgIx3ExonOzCJ/OPuO5zIguytFK59nVnreFKASP12CcWR49LnEnRM7hwbZt/+scHdbU8722ba/YYbVt+6u2bX9m7t+/ONdhxbbtC7ZtH7Jt+wbbtn/Gtu2xNWx/RXK8Lo8ummXz0dNHcbzyg01UDvNaHwBDNAEQ8qz8mpi/CW94NP2332eiaWSdQXg6EeVvr7xKmy/ER7tuYn+oi8NtFiOxGb4/bBfmQ4iCW2nGc5kRXVQiOW+LUpC4E2LeihMxWZYVAD4KtCx83LbtrxRro6qdg8o6G5wrd1BFBTGHzuE0tDMcMQh4wKu7uCtc+I35G2kYeQuUAk1D1zT8XpOpcHzJst+5dpKYcnh/5x6Ukzw2Nvka2BPq4OWxC9zVvIM2b23NnlgJVmrfpP0TlUjiVpSCxJ0Q8/Kp0/oE8L8D717w36EiblPVM9DSSfUprb4gOpJYLyqEcjGHzuO2bmV0VtFcp+PmMbQz5m/CSEQx4/Mn4Tq/ydRM5p3WS7NjHJ+8wp0tPfhU5rW1mxu2omvwwljOgSCihFZq36T9E5VI4laUgsSdEPPyKXnTbdv23qJvSRXx+k0SHiczaT4ynzRvxHQe3HswPeQjlaNgxHRckreqqn2iEsPQ0U0DBWiAm3DS+W6LHxflR5+8hh6bYbZxM+OXYFOjTj5Vq2KB5FBiX3iYxNxd0oDP4NrobMZyTw29SdDwYoU6WDxpcMDwsCPQyk8nLvH+9r349GKWmxarlZrtcmFO6+f3HUreWQ9qoMOv7n8PjnKJOQkm4xE6/Q2AhqpLtneukrsIhbKatraazjGrle2cqxtaeuIlNI0j+99L/+w4PsMk6iRo84UyztsiKRVbk9NRPD5P1tiS+MuPEdP5jQPvw8VN/6bU0dGiSNzVAK/XAMNgfDKCN+AFxyFWw7nM+fzaO2FZ1ibbtq+uvKjw+s2sSfNN/kC64xqPOTR6/RzZPz9T4cJZCKt9ohLD0Im78MT3zjAZjtEQ9HLvoV34vQaRuFryuJIfsGXHcy15l3PI24EC6leYhCkl7m8EwBseItzcA0DAbxJLuMQSDl7T4PLsGH0zw7y7/Xpws19N3hPaxNmZYd6Y6ufWxm3r/TiigBbPxGpqOlNOlMcvHuM93RZfP/NSul379O47sMcGaegIZFzE+9wN76LO8FZFe1dKq21rPYZek995tnPuv9t7EFM3+NKJ5xiJhrmppZsPbdvP35x9JWMZ15GLZgvlirmFsZXPMiJJN3XG4jNLbnI0m3VQw52XWuD1GkQSiieesuePk3cn2+9a7bjmMzz4MeDNuRqtz6T+K/aGVaqEx8maNJ/wZAZYPObgTiuYBndaZcwCV+0TleimwRPP9aYn35kMx3jiuV4wsj8+E1ma7yhKyxw6h+sLMpJIlp4J5jmRb9xXj9J0vFPD6cfqfMkffdMzyYs6Pxrtxa+b7Khrzbmedm+IetPP8ckra/wEopgcx8WdUTADrkq2Z3d17kx3WCHZrn39zEu8Y9OuJW3mV079sGrau1JabVurm8Zyq6ta2c65f3b6KMPR6fRjd3XuXBKnf1ZF5+VCyRVzC2Mrn2VEUtxIZP1NGTek5E3VMwyeeHbRcfJssv2uVflcIvxPwO8DvUXelqrgqBxJ86u4W1jtifeKpbPFToZjKFdlfdxxquNzVxNz6Bxu21ZGZ10MHQLGypMwAaDpxPyNeGfmO62BVK3WcBT8CU5ODXBHS0/Ou6wAmqaxI9DCiakBwokoQTPPW71iw6Xas6DHm7Vd0zWtqtu7UlptW1ur33iuc67PmP+JlCt+JU4z5Yy5VS4jkgrxm1JUppzttFu7+z6fTmvYtu0/KPqWVAlDSybNL2xkWn1BdE3L++SWSrxfsg7yX0c504CGoDfjYGwIetF0LevjhiETDpQTLTKNMTlEdNsBxqehMaCvqhGN+xvxhhd0WufutE6G45zQLqCjsTvYueJ6eupaOT7Vz5nwNd7WuHX1H0RsiFR7Fo7HsrZrrlJV3d6V0mrb2lptaXOdc6PO/N2sXPErcZopZ8ytchmRVIjflKIy5Wyn9do9UvIZHvx9y7J+2bKszZZltaT+K/qWVSgzbvDg3oPp2d5S+Qdm3EhOPFCnoepAD+qYQT357zoNw5jfFamJTBau47N7D6JFqyNQ3YTDvYd20TA3pjSVz4KT/fE6fx4FQMWGMYeS+axOYwdjEWj066vKO475G/HMjJGaYck0dLwenfFwlNcmLrGvsQtPHk1TqydIwPDwZnhwbR9EbAgtqvGrN76HrrpG/rcb381D++5hR31rOqf1+au9S9rMz93wrqpp70pptW1trU58p0U1Pr/vEA/tu4cjBw7z0L57+JV9h2jzhdJx+cJgX1WflwslV8wtjK18lhFJHsdcEpuf33cIj+RSVz/H4d53LzpO3p1sv2tVPlH/64AP+NKCxxRQu4Oql+HEXQJ+D5+/8RAaGgqFgY6KqyUTPTyw+04eP3+MyVgkY6KlxROZ6FU2e7DjuHgMnZ99/+6MmQNjMSfr45omPwrKiXntHEo3mPE1MxtXhHyr2z+x/5+9dw+To7rvvD/n1KV7uuciaTQgCWwLBlQIIew4xsaAjAQ2EK8HgoO9yW6eOPG+CQ7gzfKS3XV2824uu8mz2X0dJzGOsTe7G+fNPvY6jrGQ7TXEBtmAjYMv2EJAIQnERaDbSHPre9U57x/V3dOXqpnunlvPdH2fR4+mT506Xd39q2+dU3V+n5Nch1QeVmG6CmbqS5icmJ6hmPDZ3n9uS/ePhRCcn1jHCzOnUVoj4zjpShlWAGKqBYl8ZPsuBq0kSmn2bNqG4ck6v1ufSjOem1npQ1/1atdr18o1pl1JQ1BSfh1k6SPbd7FOpqrARFNICr7HL130tio92JJxN6hRtTEnpUAp3RRbUXHZq/E3l7TSlGiOTR0/ZV3zKhZ9krbBB25y0FoHfeGYHjy3XNftcxxHuK6rHccxAOm6bkzGiZBOaP7s6YebpnLcs/N67jtQn0z/ueef4AMXvpX7nn2U+559lHt2XA/ZYB/fV9W/gykga8ugKoPzVstjdY/MUy+iNpzH2bwAdMsQpopKiQEA7NyZukHrmcksm5ODDBpJ/Baf3J7Xt45D2VO8Vpjk/OS69g4k1rLIs/wqTR1mwXL3XH49KhP8zgofyjOgFDpYGifWoij22vnl26rp+nzfs48GA9aZcoymNH9xcH/ztb3muh0rUCW2RkYGOHVqes46seaWZ/ncF+Gf5Ff44GItuYIBqj/nudRLmncOnuM4u4Gnyi8vAV5xHOedS3lQq1lRQIeo8rRlV/+O8xNidb38Eub4K/jD53M2G8Rrqs3Z25WBqpU9M9us5SE9g50Dm1sesAJsSQRtuTPxFOFuVQwSidXtagV+uNYBibG6U7F/xoo1q1ZyWv9f4NcAXNc9CLwX+MRSHtRqVgXoUKvhRDqyPFMqVv+WMYYgVpfLPP0yQnn4Q5uZyGtMCQnZ3t3ykt2PBuzMeLXslJhEIBgR7T0tTRoWI3Y/z2dOtrVfrOVTBSRSqwpIJFasblDU9bn2mtxKnVixFluxf8aKNatWBq2267o/qrwo/x2vLxGhKIiSUZRN5R/adiUPvvpMDHSItWpknjiMRuANjjCRL5OD273jKw08ux+7/KS1qDyOiWAAW8y1P13svOQ6XstNkPWL81eOteyaC04XK1Y3yCjK0Bg1ir0DSIzVnYr9M1asWbUCYso6jnOT67rfAHAc53qgJwgZhiHRCY2PxoiAIdXVEcE91zSJIBdGa6QO9iv5Pv1GDVxJSCTwLy6+alWDlgxDIk0jhin0iKwTR1DrN6ENi4mcx6Z1EnT7UIBSYjAgCANHiqfImQUAcjmfgXXtURHPS67jqalXOZob59L+zW0fS6zONZ9HWraBZ/oMiESQw1oGZpklg2Lem6PlWO1Ka42VsGIvblG1seuj2CBS3HP59fhaYwiB5ZsU8rP4jrUOSFwt6rU+RzHvMdxfH5sJbZKbidEyvaBKvE/NFLAS1pqP9/nUSu/wt4D7HcfxoEoEev+SHlUXyDBkE+23lvAbVaeJCFyarV8PV1JUwm61gpYMQ1JSsO+h55nKFKvYesuQPX1SrVn5HuapFymN/iz5ok/Og4E2ycEVlZKDpKdeBeD5/HHStoWUkO/gSeuIncYUkiPZ0/GgdRk1n0datsGkzPOZA7Pbb9++iyGVpFiMB6yLKcOQnD6bY+/Dh2MvbkFhsXv79l187cUD/OTMsdlYtZOUakidax2Q2O3qxT6HnTQZ97J19PXbt+9iXbIvvvG3xtWL8T6f5p0e7Lru94E3ArcA7wO21U4XXqvSCc19zzYT23RCz1nnc88/wY3nXxpaf61Jmgb79h+pLnw8lSmyb/8RpBlPW1mLMsdfQfgl/HVbmMgFZak2ycEVlRKDmIUZsqVpXimd4cLEOdi2JJdt/6mtFJJz7AFerMmRjbX0ms8jfVtVO1qV7Z959lF8uzcvtkspaRrVASvEXjyfwmL3M88+yjvPvbDudRyr3aVe7HN4lh/qo57Vu8ue9Ip6Md7nU+STVsdx/iPwR67r5l3X9YAfN2xPAr/ruu7vLvExrogWQhPsFSKwhurJVNFUpriGP3FvyzxxGAB/6BzOngrK0h2ub15MDgLw+uQRAM4313PcLpHLdXYh3pQY5EdTr5BTRfpkhyPpWG1pPo+MaavLp9iL29N81+7K6zhWu0u9GOcxPbh31YvxPp/m6nI+Dvyj4zjfAL4KHCZ4MjsK/BzBU9ffWfIjXCFVSIGNa7JJRPVCFlWnkQi8Vi98AhhM23Un1WDajlmKa1TWicP4Q5tQMshntQywpUJ38DCilAgGrZNTL3PO+k0ksbATPmdniqA1tElG3JQchCk4mh1nezxFeFk0n0e24qGxFkexF7en+a7dlddxrHaXejHOK/TgJh8VcWyudfVivM+nyEGr67rfcBznMeBO4OMEa7T6wPPAl4B3uq4750q3juP8IXAbwQ2D/+667p82bP894MPA2XLRf3Nd91MdfpZFVYUUeN+z9flaASlQh9Z5z5ZL2H3eNnyl+KMrbkYiAlhDWuNp1RrMaRXBHZTnM7Z7tDp9oTLfXnnxtJU1J+UH+axb3wJK1ZCDO4vTyqDVyp7hjefuCJbAsSVKgVfSmHZ7tjxi92MIyZF40LpsmssjLVuihOa3du7hZG6ar738NFPFPB/dsRshBKRnIXWrweu6XcrzueW6i5pyWmMvDldU7CZNiz/42feh0RhILGVS6veq12ajKOtyXMO0Wq/nq0G92OcwSwb/6rLr8FEIRDU2zZJBkTindS2rF+N9Ps05uc913RngT8r/2pLjONcC1wGXAxbwjOM4X3Nd162p9jbgF13X/V677S+1WiEF1tYxpGTSy/OnP/1WTbL8NVjC4N5nvt0WzKmxTrfK9xWWIbnthm09Q/LrVZnjLyO8Iv6GLQCczcN56zsjBwP4Vh+eNBgu5EkbwQDWtoMU+3xe0W+3shrXrAwhOcfu52ic17psivJIaYgAwPTTek+zhGTay/PJg0+sOq/rdvm+YuPG/tiLW1Rj7BpSUlAef3bg4WpsfnTHbiZUtgnW1AhnqtVqvp6vBvVin8MwBTmv1ARiSpnWSh9arCVWbbxLKVBKr/l4n0/t9QzbkOu63wb2lPNhzyEYIGcaqr0N+HeO4/zUcZx7y3myXSPfV6ishiyorA4NlEodnzDoyGMIKdqGOa0mgJPvK0qFEl6hRKlQ6umTaS3Leu05tBB4A5vIlTSFBZCDARCCiUSKzcUCfTq4+Nrl9gr5zmLo3MQgxwtT5FW8FMByKcwjwwBM9z37KJZh8tfuE6vW67pdQojYi9tQbexqofnkwf11sXm6MBMKa5oLzrTar+erQb3W5ygILxTEVBDxU9ZeUCXeB/sTPRHv86lDjEprcl235DjOHwC/DfwdcKyyzXGcfgK4078myJf9a+D/Af59q+0PD/e3fCwjIwMt1+1Ep3LTocnyomH2+XghA4ZgZCQ49vF8JnS/2jqtaKk/30prrXy+dmK2Uy3Fd+WfPATnvImh4UEmx0tAng39Fv197VHs+vsTABS1z+t2gi3FAjMDwb2qVEoDGZQvWbcu1fYxXmSO8NTUq5w1c1w+vKHt/aH742wljq/dmI3yQhUBv4nyum79Lbr1uKC7j205NVfMhn1HJ0NiNmGYkXEc9T0v1vW81eNeDVqNx91NPhsWmxUQ02r8bheiXvu8jer1zw9LPGgFcF339xzH+RNgH/DrwGfL5TPAeyv1HMf5OPA/aGPQOj4+g1Lz38EcGRng1Kk5028XLNkfniyvGxLlhxNp8HX1eGQqfL/aOvNpOT7fSmqpP99yGkGrMdupluK7EoUM646/SHHHtRTOZnj1dBlEpkrMzLR+t7e/P8HMTAGAw3qaVCLJJTMnyEzn0WXwkm1LJicLTExk2z7OlLKQCJ46/gqb1WDb+3f7eVR7fN0cs1FeKCPgN2Fe162/RbceF3T/sS2nomI26jsyBppjs+B7kXEc9T0vxvU8TN38286l1Xjc3eazYbFZATGttu92IVqNsbSYauXz98KgtqXpwY7jGI7jrHccZ0PlXwv7XOI4zlsAXNfNAl8myG+tbH+j4zgfrtlFAKt2Xp9RlNy+fVdwgYJqTqtWuq5sFuYUqAKEmKtOrFgrKes1F4HGX38+ABN5jW2AJTqfpvKinmEikcLyS9hevlpu26LjZW9MaTBi9/NiNs5rXUlFeeFPTr/Kr2x7R+x1sbpOZsloitmNif6ma/Pt23dhFKO7TfH1PNZiK6HNED/dRUIv+TOnWLG6TvNGveM4dxDQgysLmFXwufPNC7wQ+APHca4p17+F4ElqRTngvziO8whwlIBSfH87B7/UiqIAWraBb6smouD6VIp7Lr8epTVSCAwkCs2/vvw9lLQ/W9f3q214KAZEgt++7N34WoUCn6JkGoK0LKKnxhmyBBlloxFI00ADUgQrh/iqN4AFsZZG1mvPoOwUfnp9QA7OLYwcDPCKznJ+ch0AfflJClZf8F62ZGa6czLepuQgP516jYLvkTDii/pKqFT0GbKT3LOzDGgSAguTt4wkAFH2yMCfDCS+VFiegW/OeupqXYOw4slS+yhhkFE2nt/eZzEMWfVwAQit0EL2DHhmJVTMe2wcCK7fvtYYQpDExFO6rsxWJkXTQ9uE0oRbATh2qxYjdheixrivEFIby1bDd7mYys2UQmMzO71qn/G0pbB+7nLG5UrLtg0wDCam8th9Nvg+xXkI5mtZrfTqfptgeZun2mnYdd2vO47zdoK8VR/4e9d1v+A4zteB/+C67g8cx7mdYNqwDTxGMDjuCkVRAIesPibI8ZkD9SS39akUZ1WWrx09wHXnOfzN89+vbv/Qtiu5/+hTTBXzQRvJ8DaGVIVKOP8JaRqCwdIZ2HcvamocY3CYgVvvZpxB9j30fBWPfePVW3nsR8fI5EqM7R7FMmTPmX6sBUj5WK8+g79lG1optNaczcMbNnRODp7SJabxMO1g0JrKTTAxsAkAOyEpnSnh+xrDaP/pxKbEID/hGK8UznJRaqSj44u1cJWKPhYGMzLPkyeP8rZz3sRnn32s6ne/sf0afnDyJS4b3sLT469xxTlb+UyN195x6btIGQBGJ6cAACAASURBVPaq8qpaT6bsyYNjdzFlbWi5k2UYkpKizsPH9ozyxFOvcOTVyeqSB7GPL676+i1Ol7JNhNb1VoqPl1cEeM+WS4I4fXZumrDvKyhnNwTraHZ/B3sxYnchiop7Uwq+VFvWg7GfGgiPzY0DqTU/cA3r5y5nXK60bNsg72n2/YNbd14kbaNnB66tTA8+0+6AtSLXdX/fdd1LXdfd6bru75fL3uu67g/Kf/+967qXua67zXXdD7uuW5yzwWVUFAXQs/xQklvJCAhv7zz3wuqAtbL9c88/wY3nXzpvG3NRCRuVlsXqBQaAqXHy0xn2PXKkuhDxVKbIg48f5Yqdm5jKFNm3/wjSbA+cE6u3ZZ58AVnM4p07CkDOg6K/MHLwqzro0SUT6wHoy01Ut1WWvSnmO7sgnWMPIBEcyZzq+PhiLY4qFOGrNo1WB6wQ+N1nn32MqzaN8jfPf5+rNo02+eFfPvOdVUdcDfNk9t0blLcoaRrVNfkg8PB9jxxhx8UbZ1/HPr7oiiK0lvCqZWFx2u51u1u1GLG7EEXF/WSmWF/Wg7GfJzw28z2wRutKx+WKyzCa+vT7HjkCRm+dA7WKfNJak7f6hOM4/wr4PDU5p67rnlniY1tR+RGkS1/PXZ627NDtacuetw3Vxh1Zqf3ZE7ksZfcxlZmoK5vKFEnaZvXv1dUNjLXSsl85gDZMvMHgSehELihP2XPsNI+OkSWJJC2SlMwkydzZ2fcrD1oLeZ++dPsrclnSYNhOx3mtXaCKh0ohQv2uUh61vR0/7AaFeTJT40E5ra2pqKHaQak2UePhlder65vpfs11Xa9orcRpmBYjdheiqLi3GwaovRj7kf3FVZpC0Y5WOi5XWlrp0PNCLyHMs9s1V6/wNHAKuAP4U+D1clmlfE3LKJMuazWcSGOIucszpWLo9kypOG8bktafXilhwOBwXZks5hhM148mBtM2+aJX/TvGQcRqWVpjvXIAb9PFVbrv2TIzKb2A68UxnWMzfWgN+UR//ZPWRGBJ+Q5hTBBMEX4tN0lRrf070d2siocqrUP9rlIetb0dP+wGhXkyg8NBeYsSMKeHV16vrm+m+zXXdb2itRKnYVqM2F2IouK+6PlNZav/225Pkf1Fsfa/iZWOy5WWkCL0vBBy7f/2UYoctLquK13XNQCz/Hf1H7Dmk8WiKIBhlMHbt+/C8k0+umM3adPmX162h7t2XMsFA8PVnNYHX31m3jbmohI2KqNsGLtr9oQeHCY5kGZsz2g1yCs5rU8eOM5g2ubmPaNVuEGjbNvA7rOxEhZ2nx0kf8fqaRmnX8LInMXfdBGU7+pO5DQJE0w6mxI3rUtMUuJcgrVZ83Y/idzk7HsaAsMQ5HKdT7nbnBhEoXklf3b+yrGWTEZR8tEdu8n7JX6rwRN/Y/s1fPf4EW7ffg2+8pu89o5L37XqiKthnszYXQgpWW/mGbJKmPPkaSvPZ2x3vYeP7Rnl4KHTbN6Y5uevv4hfuGEbUoqqRxuGxEpYTM0UsBIWhtH+DIVeV0IH1++7dlzLPZdfz107ruWjO3ZjYVbjMojX5uu26RnIlECngiVvVuP3HxW7GbWAKTU1qsSombBCYzQq7ofSdn3Z7lEMoXuqr5IkPDaTS79i5YprqeOy6+X7TX36sT2j4PdmPiu0BmL6AfDWhrLvAJct/uF0j6IogEXfqydjlgmCXsnHs3z++vknapLlrwENA3aSf7HtKqSeu41SG4nVnq+ZsjaQvu1jWFJTUgFVzQJuu2EbEJCDp7NFdv3s+RQ9H1OCIZvjPU72jhWmxNEfoaVJafgNVZbI2XyFHNzZ9JRj5XzWc8ow8oI9wMazLyGVQsmgI5NIyI6XvQE4NzFYzms9zWgMY1oxKV/jSZ+/eu7xWZjdpbsYMJNoNM76c/n8kR8wVczz0R27ueeyd6PKBPX1qTTjuZmV/ghtqdaTpfbR0kB6BeQX/7hluI3vKyxDctsN2+rowddd+Qayeb+a31Tx6FTSJFtQ9QCbHoTVLFTFnI9nKz5/+AfVWP3NS9+FKqi6PoCpjLrrtukZTJJrAjb2k1h9379pIa/7ZbATUCygzMWZfhkKWWqI0bC4V54PWteVGUKTLSr2PXKoZ/oqpYLCM/yG2NxFqbDK4qtTLVFcrgZJKTANuO7KN2KbRtCPNwSyh5+0zpXT+i3gCiDlOM5UzSYDeHKpD6wbFEUBLBV9KM6WK3xkSvDpg43J8o/xgQvfymeeeyy48GXnbqNdeb5m0rcYGRlg8tR0uW2N7yv6kiZfePBQ3Xz4wbTNL954MTQ+JTOM6oAVZpO9P3CTAx0cV6w1IOVjH/0x3nmXoJGARmvNRA62bjRAdzb19hg5bCRDKljGIJ8YQKDpK06TSQ4BYC1grVYI8lo32v28kD3dcRuxFi6d0E2eeN8zj3LPzuv5+IFv1eVpffLgfu7ZcT1kAz+U6dV5Ua54MlgMWSW4/xPNEJHbPlauEy7fV00DHjsCyPHBmxz27T/UBKu57YZtq2/QtIIKYvU7dbH66We+U3PdDuKyWAO/UWi8lF8dsFb2u+/ZR6uxvFqUlkX40idQtfmDg8PzxmorkqZRHbBCdIyGxX2lvCLRZ1cHrNW21nhfxbcVnz7waENsBj7KGucRLWVcrgZpIbn/m25TP/6DNzkreFQrq7nmsdwKXE7wVHVnzb9twHVLf2irS1HgpgqYablhDb4OT+AOy9+Ok71jNco8fhiZn8bb4lSnBmdKUFLQn+i83eM6zyaRrDRJPjEANBOEC3l/QfG3KTHIsdwkBT/Oa10pRcLsIsrXAtCmVnNDRNpTlEerKO9u+x16W53G5FqJ5cWM1UZFQZY6+YZ6sa+yVmKsEy1lXK4GRfm7WsPxPp8in7S6rjsFTBEPUFtSBTpSay61YCaJWFaTMUSQwN14hyZsVkEl2buxbi8ne/e6Ekd/iLaSeEOba/JZg21pu7O4KGnFOAXeqNdVy/KJfqA8aF3/JiCAMWmgVNTYyc7ea3NykJ9OH+Ol/Bm2pc/pqI1YC1OUJ0aVL7dHLrWUMDAGh+s7XR1CRKI8WkZ594KOvPfUaUyulVhezFhtVAWytBgx2ot9lbUSY51oKeNyNSjK3+PpwSFyHEcxx6rYZUjTmpFhSHRC46MxyvmrQLXMFBIhg463EZKDWgE33VezAPSvOlfyzVef4yPbd5XbW7jBmIYgLYtI7aOEEZmQ7ivFLbsvYO/+F5nKFBk9f4hrr3gDvtb09ZloIfD84IIitWJsz2hdvtTNe0YRaOykhRDgK5AC+nQB6Rer760RSNOoy0OJp6WtcnlF7Jd/gnf+ZXURWyEHp0zdNMO8FZ3082hgfQ2qvmilUEKSCln2Jp9X2MnOoCbnltdrfSFzKh60LqMqPiqkQAj4yKW7uO+ZWU/8ze27kEh+67I9nMxP87WXn2aqmF9Uj1xJ1fqzlhbi5rvQD9wL6SHkO8Zg/bkoEdTzfI1hyKp/GjK4P6R0iJeWgRyNOa1SaH7hhm0opfE8RSZfYihtRwL3YoVLFAS/uf1dfPrZ79TE6rvmjcmw6343xnJUv6E2Vhm7a3ZNzDrgzeznsG2JISW+1hhC4CtFsdh8MajE9dRMASlpjt3dzVDIZNJEC4lSGikFQivy+YaZMhHnwVoG0xhF2eSjH7k0AHd2kla2mpRRNoPvvxs5cWo2p3XdSFNcrlUJrbh5zygPNPbNde/2secCMY0QXDv/I/AS8BmCpIFfBd605Ee2jDIMyYxVqIMpfHTHbkrKryv70LYruf/oU0wV89y+fRdDdrJu4GpJg1+66G0kDJOC7zFgJvmlC96GzrMoAznTEAyWzlQvLBWwh9apprrFosK2ZZDDKgTZgs+XakAIN169lcd+dIxMrsTY7lFSCckHbnICwI6Gbz/5CkdenWyqe8tVm1n/7c9iZCYZuPVuxhmMISBrTNaxZxGlAt7mi6tPWSEgB/dZYArdETv4dT9I8lqvanJRhKRg99OXDRm05nwG13VGSDSlwTmJAV6I12tdNlV89KtHD3DdeQ4PH3P5uTfsqPNEUxp8/oUn+cmZY9UO/oCRWDSPXEk1+rMYHIZb70a87w6EALXvL4OpbWXfnkkOky8FgJp0n8U1bz2PBx8/Guqlvq9JmJJb330xQgiE0Cil+cL/mfXeG67eygH3FFe+ZQtW796I70hW0sDUsiFWJVbSwM9Ex2UUsLGbYjm033Dr3eCVmmJVfeBjCDU7sK0Fhtm2pFhS7N0/24G+ZfcFQXnNwDUMvHTr9RfxgRu3hd+QIRiwhgGWUkmzbuBaLPokbSPoq6jg5hi+v2YhTACGJbF0fd/SEgaG1R68czXKtgQyW0Q9/LfVmyly7E7slIiE2a0lVVZTqAUxVcp6VXMteTPuuu5p4G2u6/5n13XPuq475bruXwDXLt8hLr10QlfvlEKQL3C6MNNU9rnnn+DG8y8tQ5YexbdVXRufPLifew9+m4//9Fvce/DbfPLgfpTWi3YBS8vi7J1QqII9yE6H1i8WFbm8B1pX79RAMCf+wcePcsXOTVUogq8FxVwRNHzpoec58upkaN29332d/NvfD1Pj5KczzXCQ/UeQ5pp6CN9zShz9ISo5gDdYT96dyMNQn4FSncXz636OPgz6GmwnnxggmZ9d9sa0gqd0+fzCzptNiUFez0+S90sLaidWa6r46DvPvZC/ef77vPPcC/lvzz3e5InvPPdCYBZas5geuZIK82d9/ycQll0dsFbK2XcvhpTsKw8Arti5qTpghWYvlabBl/7hEJ/be5C//srTjE/kuf+bh+vqP/T4UXZcvJF9j8Qe3K6K0gu9fhfl/Dnxvq8CWFMWVLb7YjksLuXkqea+xP2fQGs46yWZLFlNgwJDyurMLQhibu/+FzFkvZ9L06jGdaXe/d86jNbgFUqUCqWm70gLGQoa06K5i1os+hRzRUqFEsVccU0PWGFhsbnaldJ51L5P1cWp2vcpUjq/sge2TPKU4P5vHuYr3zrMFx90+cq3DnP/Nw/jqXjQOpfSjuNUUVWO4+wEFoBi6T6FJbonDDMSrFT5uzafYDmS5aOS0pkHNhMFZUraZvXvylFGQRNq66q+QQCU3RdDQNaYRDGL9eozeG+4DF3TsdBaM5GHwT5Z9/S1Hb3u5ziHRNPuwVqtsyAmIQR2QpLPLqwzsjkxiAZeyp9ZUDuxWlPFAyvwucr/tar10MrrtZKXFenPQoaW1/py0jbn9NJGX46qXylfG9/o8snXEdfvDr2umxQal3aibcBNq3DHTsBLMXAmWms5NueVivBUtbZvVFQUnxfNamXQ+rvAE47jfNtxnEeB/cBvL+lRLbMqie61KvheU1kFrFT5W9agBMLaaKyzUClhzC6yXNHgMBhzT6GsQJnqdkvb5Ite9e/KUVagCXPVlblgBSRZzIXW7d17QKtf1ssHEMrD23RRXflMETwFA4nOIUynVZ6NIfe78okBTK+AXZq9e2rbC1urFWAkMYCB4Ejm1ILaidWaKh5Ygc9V/q9VrYdWXi+mR66kIv1Zq9DyWl/OF705vbTRl6PqV8rXxje6fDJExPVbrP5vMjQui4XQmJwLcBPVj2hkwkT1Ieb6JivAmaa2exg4U9Fajs15JSM8VfbGTJL4vGjWvINW13W/DDjAnwOfABzXdR9c6gNbTlVgChVjGE6k2Zjobyr70LYrefDVZxhOpLl9e5AIP1cbs0CGxVFG2QEsoXISl2EJpAbm3K8CZaoEfyVP9ckDx5ugCMrzGds9Gln3lqs2k/zHL8PgMMmBNGN76uuGARZirR4lXvwhqn8YP7WurvxsmRyc6nBptFMU0MAGmhsolJe9SeXrl73J5fwgx7pDmUIGea2ZeL3W5VDFA7934gV+Zds7qv/XeuLt5e2V14vtkSupMH+WY3einn4MecOvNfm2r1TVa588cJwbr94a6aWNvnzw0Okm773h6q1BeezBbctWJrc3XL9v374LW3WWU99NCotLNTQS2peIAjtCeD/ilt0X4Deki4T1IeaLSVGGQdbt0+PAmYrWcmzOp6xIIsfuaPDUO8iK5Moe2DLJlDr0vDBl7z5pFVGdQsdxftl13b91HOf/Dtvuuu6fLumRza2twIvj4zMtPSYfGRng1KnwvM+KKtTLWpiCNAS+rar0YImgpH1MIdEKPK2wpIEWOvi7XO5rtWRAhjAK4PoN/fN+vmTSQAujSuYzpKbozUIR7DK5Q+kg+dvXAl+BWaaAen6wX5/0EIXsstKDW/n9Ftj+cvSat9JGzHaqhXxXIjfNur//D5Qu2UX+/J112356XPPD1zQ3OhZCtZ9L85Q6y7f1ST6gtpDQ9ffKUtkzvOW5fTyz8+d5fSTIRBg/VeD11wq846oNmAugyjw1+So/mnqFf3fxjaSM6A4ZLH2cLVS1x9etMVtLD9ZCIxBoNFqDEFRfgwCtmyjsFXXrbxF1XBVfNvARQqIQKA0lI0GfyiO0D9JAIRBaV7cXjCRKGOgKMVXo8nRLUQXNSKFRevY1aLQKOvqVnD8hBUbZp7uR4D4yMgAsywPgrcwRs7W/X+OKAUnDJI9XJeMmMclOd0c+/ELPh4Qt6SeIQy0MZkhiyCBnEBXEZlYkyc7DEWjsRwjtk883n78VerCUAqV0NVbn6iekUha+FrN9FKEpFPxlX52gG302NWB1bWwutQb7ZTALqxynRSvJ1Ex3+dtSamDAoujNnhe2qZmO+O2XKV5XVHPdqrm4/P/OkG1rbpjv+woCuCkKjWEIpmSe+w7Uo+wHVTIof/ZRBu0kt259C597/olqndu372JIVajCi/81eb5m0reg+sRq/vcwDEm2oNm3360nU0rwfEVf0iBX8KuQhcod1IG0xWTWa8LLp+x0+UKlge4DT8TqTPbLP0FojXfOBU3bzuY0KTvoSHTya58kT1qY9GE05TDmy09a6wjCiaAzXsgrTKvzqUCbkoMwBS/lzrC9f1PH7cRqTbM+OpuNaSdNJsjxmZplQX5l2zt4+JjL+964k34jsao9pJHOqgeHEWN3kU8Ok86Oo/fdi64hX6onHkAceQo5+jPkr/4Qe/cfrvNXUwru/9bh6lJl73jzFr66/0iTdwff2eyAoVsH+t2oxhUD3rPlEq44Z2tdjN6+fRfrkn0UG5ddWWUyDUE6Xx+H6VvvRnrFWcjN4DCpsTvxkxsphCxhA3P0I0JWCwiI14qRkQHOnMkENOH90asMGIZkJudXAU6158KXenx1gkTK4nQp2xSb61MpCtm1PXBNJSX21KlZkN3gMPbYHaRSI/PeYFkLSqUsJjN+Ux+8P2WRXeO/fZTmogf/XvnP7wP/1nXdX6v59+HlObyVUxhR+L4yMbhSfuP5l1YHrJU6jVThblAYza+R8htGBSz6IoLo1xv5BL0m++iP8YfOwUs0TzefyMO6PonqEIAwrgtsFIlQeIQyLIpmklTIsjeFBV6YRux+TCE5HOe1rpg8y692uCDwyQpd+L5nH0UnVvc90Ciqez/5pnK171PIHVcDkL/s+ibf3ffIESYzxWrZjos3Vges1ToxoX3Bary+X7VptClGP/Pso3jW6p9mHUUPDqOy9hNNZW2lH9HpfqF1Gs6FXo39kuGFxmbJWN03U1pRQA/+y4Y4/cueoQf7OrwP7us1/0A1Uq2AmH4W+HEZxPRRx3HOW+qD6gZF0YBry6PomN1Gw5yP5qd0+PaYXNY7EtkJzJMv4J1/aRMdWGnNZJUc3H7bWmvOUGSDjJ6eW0gMkKzJabXKg9bcAgnChpCcYw/wYjbOa10pRdEvK/7ZbX7ZrqKowSKKJpwMctNU32Cov9o1nfL5qMKxOlPj9V0KsWYJre3Qg8Uc9OBOqMCt7hdVx24YoPZi7Mf04JgeXKte74O3AmL6ddd1zwP+LbAZeNxxnO8u+ZGtsKJowLXlUXTMbqNhzkfzkyJ8e0wu6x3ZLz2FQONtbJ4aPF0AX0Pa7ux3n6SEh2a9iB60Ni57I6XAskRovlS72pwc4mRhhoxfWHBbsdpXFP2y4p/d5pftKooarKNowvmgAypzU6H+WqwB1sxHFY7VmRqv70rrNUtobYcePNcsqk6owK3uF1Wn2ABv6sXYj+nBMT24Vr3eB48EMVXkOE4C2AXcUP43BPyD67q/MV/jjuP8IXAbwY20/94Ib3Ic5y3AXwGDwHeAj7iu28qch60sAoipFsRgCYkigCgZCAxPVnNXG3Nac2aJ04UZ0maClGnz5Rd/zE/OHAvqXLqLfiMRQDPmADGFAZUMQ1RhCcqwAnKqP7vd8zW2LTGkDBLypUALgS5PFRAohA4of8WavBTDkOWckiPVPKlrr3gDEJwUKcNnKq+ZyJSwTYOi57Ou3yZpS6ZzIfPpk5KSL9CAUV62U+n5QQkVOEO7+8UgptbV6Xc18I0/Q3pFMm//BWigQR49q3nkRc27LrJJifbzKF7QM+xTx7jVOo90PvyrfsNrP+b84wfYv/seVPmC9OLhDKYpuewtg22/Z61OF2d44MQBPrjlZ7h88PzIet2eE9iNgJCKGqE2hifxTVUGMgW+eiI3xddefpqpYr4+p7XUnNParb/Fxo1pSpMTGBIkGpSPliZaecgzx9H96xGJJFqUh+K+B2dP4B/6IXlnF2rDFtAK6RWRpklem0zMFEn3WSRtEyEC5MyPnznBD589GZrTevOeUfqSJr4/C2/yfRjst5maKc4Lran14eWE29BFICbDkHhJhR+gsbCkQdH3OF2YIWGYFHyPjYl+0iQo4VXjeingiq1orvMhrC8BVMu0NJBCI0vFgIamNcqykfkM6oF7q7mC4v13M2Otx6+5Jgv0bNuGTQ4bTwVraWutMSX4nmr6TmpBTFoH3Isvf/NwXQwnTFGFMxkSPE8xMVOs64NoTTW/uzmfe+m/627w2UTKIi9K1VjVaAwkSW31RE5rkjxSKSo0PyUleeaHhq0FBXAy0Do4j4QI/N4QhOa09jqIqaIJ4Azwp8AHXdd9vpWGHce5FrgOuJyAGvSM4zhfc13Xran2t8D/5bruE47j/Hfg14FPt/MBOlUtiCEMqFQZoN6z4/o6ojAGlJTP5w//YLbupbv4p6Nvw9eKL73wo9kB7PZd9NPcIWsEdxiDwwzeejcyH4ARdHoIec0voB78H7Pbx+4il9pYBibNdmBuvHorj/3oGJlciRuu3sqPnznBVW/ehG3L6sDV9xWWIbnthm1ICfmCXw832DOKZQgefuLlatlNuy7gwcdfYstImg/c5FTploZQzOQU+/YfId1ncc1bz+PBx4/OC0qoDpwfer6t/WItvURuCvPUSxR37G4asEKQzwrQZ6pa7kvLOq2DJ5zrhE2J8ItsPjGAQJMqTDPTFyy3YyUk2ZmFP2ndYKVJSJNDmVNzDlpjdaZGqM2bN5zHP3njTr529ADXnefwN89/v84rk4ZFziuya/NFWKvojrlpCDh9DOO7X0H+zLtRD/3Paodfjt2BeuU55AU7Ud+r365Hf4azV3+onL/6THV5mhePTHDJhcN1vlvx8CvfsoWf3XEOhZIGrbn13RdjSIEhBUXP53//n1kYzvt2j/LaiSnO2zRYf4MxxFNrfbiXvVcagpxfquYKvmfLJbz9nK111/WP7tjNpMry6YYb12HX9JVSaF9i7C4wLfjSJ4Ipv6NvQV45VgezkWN3ohJ9yOt+GewEGsm4HmDvg/X9gmGmEeV25Hs/Qn7k0pCb2AbZ7DwxtmeUm3ZtBR3Er2EEN9wr/ZCf3X4Ol4zWnwsB9DHotyznDZZuk5SQ80pNIKaU2eH6c6tItgVycrohdu/AHkqS7YG0VsOAmRAQ01B69Vw3F1ut5LR+GPgmcAfw547j/CvHcXbMt5Prut8G9pSfnJ5DMECuTsx3HOdNQJ/ruk+Ui/4a+EB7h9+5akEMYUCl+559FN9UqKyGLKhscLewFsRUrfvMo2it+bMDD/OTM8fq2giDjMwHRpBX/Fx1wFrZzr57gWZg0oOPH+WKnZuYyhR56PGj7Lh4I3v3v4gh639a31eUCiVA8EBIYvfETD3w4BuPvsgVOzfxw2dP8nffCO4zFHJFSr6oPrG9Yuem6sCz2lYEKKEWtNDOfrGWXtarzyDQ+BvfGLr9bE7TnxAYHebQnKHAACbmHA9aCnY/QF1ea+XGy0KX6pNCsDkxxOHMqQWt+xorXI1Qm3eeeyGfefZR3nnuhdUBK8x65bHMBH/81IPce/DbfPLg/lUDYkrLImrvJ5E7rp4dsEIVDiIvuwb10P9s2h4GXHro8aNctm2kCT5T8fB9jxyhUNJ8bu9BPvfAM3xu70G+9NDzaOD+8hOryj5f3X+E0TduaAZ2hHhqpzCdtSbfVnVwm6s2jTZd108XZqoD1kpZt4HDoiBgcvJUtUzuuDoEZvMp5JnjqK/8OeqL/4VswWPvIy809Qvy05nqftnzL28JChMFVcoXfL74oMtXvnWY+795GF/N5rFetm0ktG0lJKVCCa9QolQo9dyAFaAgwkFMBbH2QUxmMRzEZBZ7YMQKFL1wEFPRW/MPVCM175NW13U/D3wewHGcm4H/DHwcmPcq57puyXGcPwB+G/g74FjN5i3A6zWvXwfaegwyPNzfct3y9KSqxvOZeYFKGIKRkfr3OJWbjoQvtdqGnhpHzQVGSKZDk8+jgElJ26z7eypTROnmzwwwMZVvGXhQ266UgpGRAaZmCtX9oyAhlbp15R3uV1FU+WpTOzHbqdr9rvzvPgf960mfcy4iBHMxVcqyYcAklWrlHlezzk6X2CgTAPT1ReS1yiBvZZ0/Tb4/qJvPaU4eL2CZFv2DC7urfJEa4eixcfx+zeZU9HTjbo+zlTi++WK21kth1k+jfDVt2XWvwzwSuu+3qPp2hD8j5CxoqWZ7AFx6vb56pogQItLPK9sbt0WBObQOL2/01FofnqveatdcMTsyMtB0HQ8DCEywdAAAIABJREFUMSUMs+Vr+nIo7PcJ7UtMjQf9iYqi4rWmTlSMKns2n3AuKEwrMVbpT1Re18Z31LmgtV6RuOwmnz0Z1edcoe9mOaUnTkaCmNb6Z4fo/nrjOddLmnfQ6jjOHuDnyv9s4CsET19bkuu6v+c4zp8A+wim/362vElSzyIV0N4SkAvJaZWpILl9vJCpAkFqjWE4kQZfN+/XL0LrSsLLw9oYsgTG4HD9yVgBI0yNB6COxu2Dw1VgUm0QD6Zt8kWv7u/BtI0UhObAJPrs0DbCgAe17SoVfA4rYVX3r7xXY1uVurXqdD9YlpzWJWu7UV2X0+oVWX/0IKUL3kp+ItO02VeasxnNuQOamZn2QUZKa8ZVgc0MgQG5XDG0Xk6bKGFgTpyuvo8qP2IdP53DUwvL3Vmv+gB48tWjvHP9haF1ujWPsqKGXKtle9/5YrbWS2EWUBflq5lSse51mEd2429R9e0If0arWdBSzfYKcKnR77TWkX5e2V6rWjhe4z5ChJc3emqtD89Vb7G13B2s+XJaG6/jFRBTbawWfK/la/pSK+p8CO1LDA4H/YmKouK1pk5UjMpibrZOROxJKVqKsUp/ovK6Nr6jzgUhxIp+193gs8ZARJ9zBb6b5dbGhBEeu9JY858dovvrjedcRb0wkG3l0cmfAlPAL7mu67iu+29rpvRGynGcS8qgJVzXzQJfJshvrehVAhpxRZuA11o+8gVKFAQf2b6L4USaB199hg9tu7JKaKvkrohC8yN4oyi5vbxfpe7t26/h+ydeaLmNjLJh7K5ZKtrgMGpoBDl2Z/D3k/8HeeOH67YzdhcAt+y+oEoTq+S0PnngeDUf6uCh09yy+wL8kNxEAKEVY3tG69oY2zPKun4rst2x3aOo8qBWeT5ju4P9nzxwnBuv3lrfVk3dWnW6X6yllXX8EMIv4W98U+j2yXxwZ6k/Ebp5Xk1QxEczNN/9MSHIJ/pJ5prXas3nFh4XA2aSQTPJoXi91kVXrZcCfO/EC9y+fRffO/ECv7LtHQ1eGZRXXkd5ZDcqo2zkLR9FHXwcecOv1fmzHLsD9fRjyBt+rWl78ulvNfn2DVdv5ennTzG2+8Km8oOHTjO2ZxRD0uTThtBN/v2+3aMceflMs6+HeGqtD89Vb62r8Tr+3eNHmq7rGxP9/GZDWbfFa1hfgrG7UEMj1TJ18HHk2B0N8XonuqZOWIyO7RklOZCu1km9+tPQvoMhGpZIC4uxPaMcPHS6fr+a+H76+VOhbeP3VlyGKaHNkD7nLhK6FSTN6pZnJ0Ni9w48O7myB7ZMss1mvx/bM4ptdk+KwnJrXnpwp3Ic573AHwDXEPR7vwr8D9d1v1BT52ngdtd1H3cc57PAIdd1/2sLzW9lEenBCo0pDbTQeBV6cFFSKoYbpmUb+LYKAE1CYmpBUfmYZQKx0qoKbmqHHmxbIlg0WfkoK4H0vYBOKQxmSFIoqio9WOkgQV8Iga/KVDEANEmKUCoGtD+RCOoK6NMFpF9E2Sny2kSV4UopUQQUeW2jVNCuFgLPD4cfRFGApQjghL5qb7+YHrx4ave7Sn3vf5N46UfM7Pn10HzPI+Oa77yk2X2RRbKDHJpDepqvq9d4n9rE5mQq8kkrwCWHv0VCFXji7cFEDq01zx2cZtOmPrZelGr7vRv13TMv8ELuNP/+4pswRPP9um58ulerbqNa1qrWS2UTPVijtEYKga1Mitqrg9uFnfcr8VuEebLn13/uKj3YlEjlVwExaAVCogwT6XtN5b40yWsbTwuEDBigUgdenScoD5Yx0GjEbGfdMKoQvAol2BAaJWRTeSM9WGhVpbPWemxMDw7iqu46jiCBSUF4AZlfCCzfxCv4dXG9WujBqT6BXQr6EkgD305iFGdfZ0USKSHpz5YVzD7yXn281NGDhYFKpih6otp3sAzNzEzzLJhaerBSGssAX8/uJ7SiVFJ1cVgb10IG50Axog+2lOpGn00NWOTxqj6axCQ7vbbJwRWtH5B1sevbSc5O905u88CAVXfO2aZmOuK3j+nBC5Drul93HOftwI8JmKN/77ruFxzH+TrwH1zX/QHwz4H/5jjOIPAj4C+W6njC5PsKsoHBTlvNy9v0G+GUwFLRh3LfW6Eqf+LVzG5WaAjJD6zI8zWTvkUAVgbTgGR2HLXvXmigBzM4THrsLnxrQ5kIrIILVQ01kMFhxD/5TYRfQn3jr9DpISav/Q32fvelKnXslqs2s/7bn8XITJKuEAbv/0R1/76xu5iyNlDw5+6g+v4s4r4yjDEMSb5mWZ0wKmXYfrFWUFpjHzuIt+niSEDRmbwObnhYGt3BjzZeJgcPzZ8CTz45yNDp56toeyEEti3JLcKTVoAtySGey5zg1fwEb+rbsChtxgpU8VIIvE/hY/hlqnCjr5YS4Ot5PXI5FUVhnbI21A1chZBklM1g5gzqib3hFOEn9sGRp9CDw8j33YH6/j7EkafoKz8Fq20zh2QuNzQMXbdc2eyyH83LjMjBZBm2V7vMWTgluBeBNo2qvY4LQ3DGyjbHKokAxsj81/SVUmNfYiAtsKdO1RFXjbE7UGdPwtc/A4PDJG+9G7xS0N8o17HG7iLXEO9AtW3bNsiHkEyTttE0uKzEWGUAGDW8qo3D3hiCtS/DkIyXQmIzon+6ljQ0IDEmm2N5aGiEyR4YuNq2wWSL51yvqDOySotyXff3Xde91HXdna7r/n657L3lASuu6/7Edd23u657ieu6/8x13faT5hZBjfTLlaAE1lIAo+jBaVkMrV+pI3LTqG/8FUyNk3/7+9n73dfrqGN7v/s6+be/P5QwGPYe7SimUq4+GZPHkbkp/JHwqcEAZ3Mw1CdDl8JpRWcoMoSFaMFqcolBDOXRV6zJj1rEQevm5BACOJQ5uSjtxZpb3eCrrSqKwhrmh5W6kRThHVfPvv5q/et2PbZTX439uD2tplidTwkvnLgqt1xYfS0nT7Uc71UZRijJFCOOqaXUWorNdmVF0IOtHqEHx+dcs5Z00Lpa5EeQf9Uy3lWV2p+XHiy1H16/ohoCcUADDKGO9Q1W26sjDIa8RzvShJON176trl6Zxw8B4A+dG1nnbA7WpYIpW51oXBfYgB08PZ1HueQQAOlsTV5rQpLP+4hFCKSENBmx+zk0E+e1Loe6wVdbVaifRvhhtW4UlTWZnvN1Ox7bqa/GftyeVlOszisVHst1Nx5rVyuoqTNXbOoocvUSprvEWmOx2a4iY7k3njLG51yzIqcHO45zgDnmwriue3nUttUmI4L8KxHLZgxKGLMUwAjanxJGeP2KagjEkTTA3FS1vTrCYMh7tCNBONl4zU+wX8Wyjh9Gpdfj2+nQJ6l5T5MtwUCys1/R04oJiryR1vJRc8nghko6M87p9cHT30RCojUUCxqrw+Oo1ZbkED+ZOkbOL9JnRCy/E2tR1A2+2qpC/TTCD6t1o6is+cycr9vx2E59Nfbj9rSaYnVeySjias0zitrVCmrqzBWbIopcLeOoWkqtqdhsV5Gx3BtPGuNzrlmRICbHca6da0fXdb+9JEfUmrayCCCmigwjOvdquXIGTEMwoKfJT2dQfYPIZB+p6eNlW5JkB7fglfMCK4CEwcac1lvvBgHZqQx+3yAiNcBkpoRAYBiC/pSJ7ymk8knJPMLz6nJaK/lWwLxAkkbN5lAFUxlGzx/i2iveUN0+F5QpBjEtnlr+rrRi3Rd/F/+8S8hd9M7QKq9Pa75xSHPVBTaDZvsZR6d1gf+ljnItG3mDn6Svz54TxITWvP2nn+fk5p08u+09AGQzHi8czrLz8iEG1y88Bf94YYqvnzzIPzv/bVzav7luWwxiatJWFhCzC/HV5f4tGnNaacg/rcBuTFOA0gi/BDMTaNNGf+3ToTmtlde6VEL3pclbQ/jI8uBBo9T88BnDkEhD4usAuqe1xhCgQvJSN27sZ3K6gCaA4nme4v5vHW7IhZ3NI1xOIFM3gphq1Q19gLnUDohJJxJY2UnE5OngiWqxgB7aiBYSmZ2EYgG1YRMon9xUBmX3IYs5kgNppsVA5LXetg08DZMzwbruRc9nqN/GNgS+FnVxZBiiChETUiC1aqoDzBt/KwUN6yaf7fbYXEoNDUjMTHMse+mhnslpTSRkE4ipUFChOa09DWKqHZQ6jrMBSFOGvAEXLf2hLZ98X9FPgnt2XL9ilECNYJxB9v3gFFOZiVlw0oGvcnbn+9j7UCOIQzBlbWDggx/D8Etw9gT+D77B2TffzN4fnCLdV+KatyZ58PGj1f1uvHorj/3oGJlcibHdowwfegTjul+G9efiSYsZv4zVbgFI0ijfV1iG5LYbtiEkFAo+X3ooHAJSHeBGbI+19DLOvoYsZims2xJZ52x5ib6UpTvij1QgTIOqxcGmEOQTQ6Qys3dVE8ngRk0m4y/KoPUcux9LGByaOdk0aI21uOoGX21Vnq+ZsjaQvu1jTTfrqgPaJ/YiyuAlXRmk3nwn/OLvIDwPLQN6vNx5LVzxXujrR2uFeu4fObvj5+o8/Iart/LiKxNcMjrMvkcORUI2DEOQ91QziMMUdauBGIbk9Nkcex8+XFfvgzdtC6W5xx5cr9UUq7UKA4jx/rsRvod6+G9nb6bcfCf6ew+gyjdTeP/dnNED7K3tb+zZhG0IiLjO+77G1/DwEy9XY+b9776IbLE+Pm/eM4rWcP833OoN7CvfsqWuzq3XX4Sn9JzxF8dooNrYpPz7rIbYXAxpTQAXbYzlNf6AuaJEQoaCmIbSMYgpUo7j/CFwAngBcIHDBGu3rin5vgoogVlQWb3shiDN5oTrvd99nWwIUKkC1PD8YNkE9fcfR33lz8lfdCV7HzvGVKbIFTs3VQeslf0efPwoV+zcVG0je8ku1Ff+HPX3H0froOPWDpCkUb6vKBVKaAUPNCaP10BAYkjIysuq5LOumyufVZMwwZKdnQvjFBAw/xqtNcomB+nLnqm+NgyBaQpymcXhTUsh2ZQY5HDm9KK0F2turbSvtiPP10yWLM56SSZLVvUm3ZzgpQc+hedpTpeSeErAF/8k8NQv/DGMH0N/+RMUdr6HvftfrPO7hx4/ymXbRuaHbLQI4pCmUR2w1tZTCrxCiVKhVPfdxx7crNUUqxWFXa/lxCnUA/c2xWktECw3lWHvIy/U9zceeQFDRncJpWk0XdcnZopN8fnAI0eYnClWy3ZcvLGpzmSmeb/G+ItjdFaV2BxOpldNbC6G7FIe9cCnmmLZLvUGiKnoiVD/L3pr/oFqpFoBMf0K8EbgS8DFwK8CB5fwmHpSUeAMJa05gRqiBiBSC19K2mbofknbrGs7eDELYGgHSNLuZ9Etbo+19DKPH0INbERZfZF1AgiTESym24HO6CLrsGhnVmA+MUiiMI3hz8ZHIinJZBfvruKW5BBnS1nOlrKL1mastav5wEuR3lmu7xvhHi6EmBey0SqIo11PjT14bWg+IGNVDUAwZfeF9zfmCICwmLFNI7Qdu2ZgGdYXidqv9u3jGI3V6yAmFeH/S5li1u1qZdB60nXd14FngTe7rvv/ATuX9rB6TxVwRq0G0zZSlULLK8MALcqJ6lCFLwHki17ofvmiV9d28GIWwKBq2pvdsTN4SNQxz7c91hJL+VgnjwRL3UTMs9FaczYfLHcTlfc+n07TOjm4ogpBuD83US1LJCTZjNdWO3PpvPJ7HM7EFOFY86vqiRXwUq3m8s5yfcMP93CtdbgP1kA2KiCOuepA+54ae/DaUOj1ugJZqlUDEEwWc+H9jTkCICxmip4f2k7Rmx1UhPVFovarffs4RmNVQUy16iEQk4zwf9nDIKZWBq0lx3FGCaYG73IcxwSSS3tYvSfl+YztHq0GaCWnNfWPX+aWqzbXlY/tHq2CDGZIIsfuDBYMr6n75IHj3Hj11rr9brx6K08eOF5u40JS//jlKnAko4J6GWXD2F2zRtGwvdPPUnvM822PtbQyxl9BlAr468+LrDNdBE/BQKJzcvAkJYZoj9BbGbSmaqYIJxLBVHh/kVafHzL7SBt2vF5rrJZU8UR18HHkDb8W6Y2N3qkOPo583x0kDvwDt+y+oM7vbrh6K08/f4qxPQ0+uGeUumRV35+/DoGn3nLdRS17auzBa0Nh12u1bqTaJ6iUybE7UAcfr75ODqS5Zc+F9f2N3Rfgz7Eed1jMDJXjsbbs5j2jDPXb1bKDh0431QnbrzH+4hiNVbSSyLE7mmK5aPXGEMQ2daj/22bvPmmNpAdX5DjO+4C7gZuBp4B+4Kuu6/760h9epLayiPTgpVQj2W8uEq9tSwwpUToATPZRRHoFfDtNVplVepgpNZlMqdp2kHMYkPm0MMiQxNdgGqB1QB0zpECIIG9LSkFSeMhiNvSY2jnmKM1H/YvpwUujVr6r5NPfJPXjrzKz59dRZvig8qUJzcMvaN51kU1KtD9aPKnzfF69xHWMsMUP1gOelx4MSOXxjqf+Fy9fcA2HLwhysGamPY6+kOXNP7OO/sHFucP66JnDvJI7y+9cfCOGCO7dxfTgJm1lGWI2TN3yWyRsST/5IA1DGijDQPp+sESUlCgEvqIO2pSWRQx8hJAoaSCVjzJM8tpCIUAE9GCNIGHqOjKkaWgKpXpPtG2jjsTaSBiuqJYe3AppNaYHd79mr/GakhKh1+LaGNXCYIYklglJPx9Mo5QGRSuJVayvo2G2vyEANLafn/O6HxaLpinx9WwMG0LjeSqopzVCxPTgebSVFn12tcXvYmj9gMQozsaybyc52wPk4IoGBqwmevD0dHifrKfpwRW5rvtV4KsAjuO8mSCv9adLfFxrQmFkvygSr2kI+vPjTUsu5AdGmMop9j3i1tHDBtMm9vQp2HcvqmmJhhKGIckWZ5egCaMHWzKF7yka0bCer5n0LaCc89pBFokfsiRDO9tjLZ2s44fwh85FWYnIKbdnyuTgtKloI525qgo5eKBVcnBZSpoU7H5S2VqCcDCozGW8RRu0np9cz6HMKV7NT/Cmvg2L0mastaWELRnIn0bt+9QsLXjsDtRz/4i8YGcVytTo6/XeCZSXKjMMTUlp9u0/FElVbfJoQ5YHqPOfhEIISoXWbzDFHtzdqu0/qIj+g2kI0vlx9L57qzGavvVuyJdQNX0Je+xO1BMPoMv04HS5nWI5XaiVvophSPIlzb5/mO2LvP/dF5HPN9NNU7YknyvOO8iaL/7iGO1tDaQlxuQp1L6/rMayMXYHAwMjTGfWflykUlYoPbg/ZZHNLtLUs1WmVujB/Y7j/BfHcX4CPAbcCm3O+etRtUPijarrqXB6mKfEnG2Hkfca6cG9SOHrefke5skX5sxnhYAcPJAUiA7zSMcpIoFB2o+xXHKwbnqwaQqkDJa9WSydlxxCAO7MiUVrM9baUj951L4GcuW+v0Redk0TRbgVwnqjJ4dRVWOPjlVRK/2HUHrw5KmmMrWvnh7cSjuNdcL6FGH04H2PHEGLVjLPYsWaWwkvPztghaoHJ7zeoAf7Orz/7+s1/0A1Uq04y18B5xFMEf43wHbgL5byoNaK2iHxRtX1VThBz1fM2XYUea+WHty7s+J7V+bplxB+CX/d3GuUns3Buj4DNUeO01wa1wXWY6M7mBGYSwyRzJypDqqFECSSBtlFJAjb0uTcxGA8aI0VKRHhyQjZEWG90ZNbIbzHHt27aqX/0Ck9uKV2Guq0Qw/uZbpprEVUTA+Oz68GtTJo/RnXdf+567oPu677TeCXgHct8XGtCbVD4o2qa8hwgp4hmbPtKPJeLT24d+/V9K7ME4fQCLyhTZF1PKWZKsBQX+cRMk6B9aI9cnBF2b51GKpEqjBVLasShBdRb0iu40RhmslSblHbjbU2pCM8Ga06Iqw3enIrhPfYo3tXrfQfOqUHt9ROQ5126MG9TDeNtYiK6cHx+dWgVgatrzuOs7HmdRo4vUTHs6bUKonXNARCSkQD8U/cfCd90gulh5lSV9vWmy8k9/7fIfOB3yNnpDAMGUreq6cHryyFzzAkVsLCTFhYCQvDiKcTLYes44dQ6zejDSuyztlKPqvdmTEWtWIaj3W6syyCbN96AAYyszaTSEgKRYVqEwg2l84vv09MEe5tmYZgyCqx3swzZAWAO6gns7P5QuTP/xbyF+5Bl4rIm/5Fk68LKZvaqFWjJ4dRVcM8ejm8Mvbj7lNG2XDr3UHcffDfIH/+t+DWu+v6Dxllw22/jfzQf0L+6h8hP/SfUBvPa+p3iFvvJtO3kcwv/iG59/8OOqydefoqYX2Kdf0hFOA9owjd/gydOAZjNapgJpE3N5Cwb76Tgtkb9GBDhNODDdG7T1pboaS8AvzQcZy/AzzgFuCE4zh/AeC67r9cwuNb1fJ8zZS1gfRtH4sk8lUBCF++F50eQl73y7D+3IBMuf8LiOwUG2/4MB+8/oIqiTIls0zn+8hbG0h/8N8zWTLZ+8gRpjLPVjs7lgRLwm03bEMT0AGFgJt2XbBsFL4oGYakpGDfQ8/PJpeXoSMxdGEJ5RUxTx2ldNHb58lnDf5PR49r59QZAgjTUAf5rADZ5DoA+qdPcGJ4FJiFMRXymr704txlXGf20W8keG7mBG9b96ZFaTPW6tJcAJpCUUFyI+l/+jvI3BTqgU9VYSD61rsRH/wYWgW+Lr0C8ot/PCdwz/cVliGrniwAy9B88CanhvCu6zwaWHKvjP24i+WVUA//bR2csZbxZRgCmc/N5l4PDiPH7iSb2ohV6XcYNhMlkwe+Vwtz2VxuJojPVvoqYfGrPJ+ULasxLKVAaEU+396smDgGY4XJ90EbVtAvthNQLKANq3HFrzUrz1OYhuC6K9+IbRoUPR/TEAGdu0fVyqD1cPlfRV9YomNZk5qPxFsHQJgaR33lz4MLz3W/DEeeQt58J+r+T5Cundc/OEz6to/x/7N371FuXfdh7797HzwH8yJnhi+RFKkheSRLtijbouhQtoamSsmJKJkOJbtps1Knq2mX5a4kKy/lJjdd967bxs1K66Z1W6c3ieOVNDd2ZMsS/ZDkWKQjKZastyVaOqRGpEiK7yE5mMEMXufs+wcGGDwHGAxmAAx+n7W0xAEODg6A39ln77P3/u3xlJ8pX5BHDx0tnKh9eJQDe7eRSqRassDXPit3cYLCY27F410ufBdPoDwXt3/dnNtdmTb4NIQst66pI2Mm87v2zjNzcJZn+YkHuumevJh7LBjKNICnJtOEI43JA6eUYn2on9HYJdIdMkdGFKqYgObAQ4y7fhJJj5DfwGOFCZl45IukDzzEeCpEnz8Fj3yx4j7yFWdDzc//WC4XpD/oX/SyUsrj1lQtNqFSsrD/Tvj+32EsFQD8+C0/jxXXEQ6V/r61rBpQLptvI2JEYlCU02XieI/8l0xm7KzeAboe+B2mOiEfrGXxyONOwbzW3kiA+++2qSWj/HJUy5I3/5dt22FgC3AECDmOM7XoR9YhKiVAIJBZ25JQZI4ECf6KCZdaefBAOx7zcuA/dwyjNOm+VXNud3ka+sIaU+dk/0sk8KHoxqr7N50Kr6ArNttoDQQyGYQnJlwGVte50zLWh1fwVuw878avsJb+xu1YtIW5E9D4a9qmln3UaynKSimPW1MtcaWMW1ihn9lGVUmg1Gq/bzsco2iCDk/EZCokYqq3brYc1LLkzW3AKPAdYB1wyrbtn1nsA+sUlRIgkMwMsSQeqyvhUitP027HY14OfOeP4a28JpNgpgJjDJenYUVEY+pd7sYkWFln5uCsWLifcOwy2ssMM1NKEQpbTE42dm2ydcFeLBRvTZ5r6H5Fe6g72U3eNvNJuDdfS1FWSnncmmqJq0rJwkyVBEqt9vu2wzGKJujwREyqQiImJYmY5vTHwJ3AmOM4p4FfBP6klp3btv3vbNs+MvPfH1V4/l3btl+d+e/BeR19CyiXPKBSYo9yyiVAUPd+HndgLdOf+l0metYTP/D7mOFbcs/nJ0jw0i73fXxL4UTtmQQegYAmHPIRCFqZ/wcq/9xLmQShXEKHZieGWvZScXyXTlZdn3UyCUkXekP1//6XSLCyzszBWVOhFSgM3XnrtYZCmsnJ9IL2W8ynLdaG+nhr4nzdjXTRmmoph6sloMklyStKBpK/Tf4+yiXFK3tMIY9gOIA/6CcQDhAIlK+ElS0rdw+jNQ0rq6U8bk1lY3P/r+PTMOifZiCQzCSqKUrgqPc9yLQO5WK/i0RpMpeRYZRxq54fxfWCQMAqqSeUqztkH4tOJmqKUYlBUc6UCqH2/1pBMjK1/9eYUp2RiAnXZf+dW/jkni08cJfNJ/dsYf+dW+iYSb1l1DLprMtxnJ/atg2A4zjftW3731d7kW3bdwJ7gVvIjP543Lbt/Y7jPJK32YeBzziO86P5H3rzlU0esHuYASZQD39xzqQcBXyFE809ZXEl7uPRF6eIxq7SGwlw7+7PsnLkF/AMBQkSXNdjcLC7JDmCZUEy5fHo4dnkC/eNbCYQ0CSThXNEljoJQqWEDjJ3ZfH4L7yDMl7V+axjMwP/u+ucLhIzaaZx684cnDWbQfgi0e7McOZQ2OLyWIpkcnb0fCNcG17Js1fe4XTsKqGaikTR6uZKsJRfDs+VgCa3j6cfhR33FJbRPn/pPh74Pa6mLB479E5hUryZcjS7P/PW84zd+AkOHnYKrhuhgEUyWVgZKS4rtcok5/j646Vldb2kPG5N+bHp1wZXWVhT43iPfDEzJLh3gNC+B4l3DxK8/3cyQ4WVxZQOEZoaK4j9gf2/zv13bcMzmd9XGZfu+Nic50dxvWB4fR87t6/j4KHZ2Nu/Zwtpz5TUgXxa8fA86hMSg6IcrUG5hcnI9L0PojsksbTPp0nEXZ567mTuXLp39zChUOm1olPU8tOnbNtewcysfDvbeq3uLPAbjuMkHcdJAW8CG4u2+TDwf9i2/RPbtr9k23Zb3T7RPouDM41CmE1wEJ+IlSZP0MnHlmsYAAAgAElEQVSy+4joJDzyRbxv/Qne1/8I71t/wnRsmkefPlWw38cOjTKpuhhP+Usav0opUokU6UQql3zJ0ppHDx8v2Mejh49jlTnby36Ow6No3+INwXBdr+SYxeLxnXsboy3SvYNzbjc2ZVAKunz1/R5juczBC2v8TYd6cbVFT3R22G4onInH6VhjC+uN4ZUo4KVLJxu6X9E8FZPYlCmH065hPOXnSjpUUL5m96Fv3IX5zv8sKKN55IsF+0q7himCMw3W8uVodn9TH9jLwcPvlFw3sMqXt/llpTHwyA/ebnhZLeVxa8rGpuodQHtu2aRLwXScsWSAS6kwY8kAfjdREvvqkS8Sdqdyv2/YlG5TfH4U1wtu3DrIwUOF9YTxmdgtjuXxWHLeMSoxKIqF3Phs1nbIxPxj/52QG2/ugS0R1ygeKzq/Hjs0ims6d3hwLTXL/wf4IbDGtu3/j0zv6a9Ue5HjOEey/7ZteyvwALAr77Fu4BXgt8hkJ/5L4P8Efq/Wgx8Y6K51U4aGemretlbRyUTZSdJeoGgMfnQMvzZlj8FEx/CKJpp7gTDR2NWS/WqtKn6O4sej0enyx2bKbFvhc8z1fkutVY5joeYTs/Uq9125Y6OwehN9fd2UywqZFT0xzcoI9EQCGG/+lYaJRBTisCYQIlBmyZtwuPYe2OnIIH2x83R3B2dea3jnWIxkEvr7u+Z9bJX0A+vH+3n50kk+uenmhu13MTTjPFiKmC1nIZ+1XLk6Vzk85z4qJMMr3le1cjS7P0/7yyfXMNWPba73gOVTTi7UXDHbrt/RXEmX8j9TLbFfyzbFsRYK+EpiL+CzysZjoKiB2mr1iWpauZxtl++wEczVCxUTMXXC93A1Gi9fj/dqv44tN7VkD/62bdtvAf8EsID/23GcN2t9A9u2bySTxOm3HMc5lrffSeBn87b7T8BfMI9G69jYJF4NWbSGhnq4eHGi1t3WzB/00xsJlKSj1snpwg17B0h5ivEyx9DnV1i9AwUnpk5Ol92v55myn6Pc5wuHfOWPTVGybaXPUen9ltpi/X75+18qtcZsvcp9VyoxRf+Fk6Su/xjxq7GKrzXGcC5qWLfCx0R0uuJ2cznjxQhjYeIe06awRzQcDjA9XX7EQTkToRWsujzK5EQ8s8gwmfVaL1+Kc/VqY4fxXuNfwXNXj/PT984wFGjNi0H+b7ucYrachZ7z5crVucrhOfeRTYZXZV/VytHs/rSXKrudUqrqZ57rPaC0bG8VS13BqhSzi30tWSxDQz2zSZeK4tAoi0t5n6mW2K9lm+JYiyfTJbGXTLtl4zFZNBe1leoT1bRyOduu8VuvwWD5mEdbHfE9BMOB8vV4Xf5a0QkN2VpHhnuO4/xP4ARwwLbtvlpeZNv2LuAHwEOO43y16LmNtm3/ct5DivJL1bWsSkkyQj2Rikk7ipVLttAVtLjv9msWlJTA9TzuG9lcsI/7Rjbjluk9kyQIy5vvwijKGNIr5p7POpWCeHqBSZhMkgEVwGtAUqPJrgEsN0X39JXcY6GQRXQi1fCkSZu6VgJwZOJsQ/crmqNagqX57MM78ix672er7qtaOZrdX9dPnmTfyHUl141akmtIWd25JimfdGmSwllVtcR+LdsUx9qRY5dKEjr1zcRucSz3RQISo2LB4lYIve9zRTH/OeJWW80krJulTNnzy1KdmzRSVav82bb9pzP//C9kGqBPAL2O4/x8lddtAF4GPu04zlNlnh8iM8/1VjKN4T8D3nYc5w9rOO5NwPFm97QCBAIaS2s8k0mS4XoenmuI6GRJYo9KukKaLhPPrD2lLVzLh+fCtArmEifMlZSg0ucrd2zFSZiyLEujfVZLJkFYgp7WpZggsIl5xGy9yn1XXT/+BsG3n2Nyz6/MmXj35FXDD94xfHQ4QETP//6RZwz/0zvGDfRys1t6x2++Pa1d01fY/uZjvHnjPs6sfh8AY5eSnH0vzo6dK/EHG/uzPT72U9Kuy7/dNIJSrTdnpKgHYNnEbDmNOOd9lipbDld6PP913VYSy6RRSuNpC4NCey5KQcpTFcv0auVo7r0tiykVwvNMZvkC1605sUal92jlXpiZHoCmx2wrf0flBAOabuK5JEtJf4hgerauMKVCTMVLr9PVYrzWbYpjTRkPo3RB7AEl8Zh9TGuF55mWqk9U08rlbLvFbyP09Wj8ydmYTwVCjE+0Ryw1QleXH9dkziOtFZYyTE2Vr58tUbw2VS1j7D4E7AAeAr7qOM7v2rb9Yg2v+00gBPznvNxNXwbuBf7AcZwXbdv+18BBIAA8A/yneR5/U/ksVZCBL3u3MupfyXjKz+zC8pULomBA0zV1aTbBQu8A1r4HmQoNkkwsrOM500Ct7eR2Xa9tLipifvxnHdxVm2fWTa0ci2MzI4IjfgN13BQfJ0Uawwr81TeuwVSoD1db9EXP5hqtXZHMXKnJaJoVQ415n6wb+tfwgzMOZxPjrAv1N3TfYumlXcO4W1gOV8sqnHv+m1/CRMcwvQPou34Zr6uPcdXDipXdM8Mny59H1crR3DGlAGq/gTOf9xDLQzCg6Yln6gbZbMHBfZ/De+4gjL46kz348yTLrExQLvaL1bJN+VgrvTiUi8dWv5EiWl9XSOMfv4h38H/k6sf+fZ+jq2uo7M2a5SjbQJVzKaOWcYDacRyPzJzWbI9p1SwojuP8quM4PY7jbM/778uO4/ys4zgvzmzzDcdxbnIcZ5vjOL/sOE59V/EmmU+Gykq6iZfNCNhNZ2RHE4tLx65gRS/gDm2qur7p5SlDX0ihTXMzB+cozVR4Jd3R2SG7oZBGaxgfb/xMArt/NZZSvBI93fB9i9ZQrcwu97z3xF+gxy/Oq1wXYqHK1w3+B/rGXbm/51vfEKKddJn4bIMVcudAl5H6caeqpdH6tm3b3wWuAw7btv2/gdcW97DagzZu2cxm2tTeTaUq7EPNYx9CVOI74wDgrpx7Pitk1mjtj1h4dWQNBrhg4iig12vcUkkTXYNEJs6jvMz5oJSiq8siugiN1pDlZ2N4Ja+OnyZdZ8NdtLZqZXal5wkE51WuC7FQleoGhCIFf0tcimXLq3AOeBLznaqWRutngb8B7phZb/Vp4F8u6lG1CS+bzS9f70Dm8RqZCvsw89iHEJX4z76FF+7FDc6dVW4qaYiloH8BSZgumDgDBNE153erbqJ7FZaXpi92MfdYuMtiYjK9KNetLV1DTLspjsUuNH7noumqldmVnieZmFe5LsRCVaobEI8V/C1xKZYtXeEc0BLznaqWJW9iwF/n/f3lRT2iFmBZGhM0uBgsFCqhys7ZiHkBevd9fnY42fB29B2fBlz6/FRNwASZjIA9+x4smNOq9z3IBCFqnY9aSS2JFsQy5nn4zx7FXWdXXXP1wkw9qDdc31sZYzhPnM2qu6GZfaORVQD0Xz3F1Z41wOy81qlJl+6+xl68rgn1E7b8vHD1XW7oXtPQfXeSWsvQpRbzAvTu/3X0+EUIBDON0b6hmaypprRMz5vTqrTGRMfo85cmYpKydnlqZhxPEqJ7/6+j8mLV9A3iPfONzAYFGX8LY604gdMkIRIVkjCK1peNw7F4DN3VOuXpYptSIUIHfhPtupll74zBm0lit9D6sWhPjV3scBmwLM2kP8GXjzzNWCLGQDDCv7nho3QTLCkk0q4h6l9J5MBDaAU6MYH38B+XTfBRiesavGAYvf/XC05Kd4EVnmoJR8TyZ10+jU5OkRzaWHXbCzGDpaDb72HS83+vKCnieAyY2pcUqUUq0EU80E3/1dOw4VYAuiI+lILLY0m6++psZVeglcKOrOLV6HuMJWMMBCLVXyQKzKcMbYp0Cu+pvy5InpfNRZMt07vvfwjLZCpKrvahktPor/8HvLmSN0lZu6w0O45d14BbGKvq3s/j7f5F1Mc+U/HmSLkETj37HoTQoDRc21Cz47DZdGKqIBGT3vc56JLrcqdq3Di+ZcIEDV9+M1M4AIwlYnz5zacxwfKVj7RrGE/58QyYxwqTJtSSJCGik/DwH+N99ffx/vL38L76+/DwHy84uUIjkkSJ9uY/m5nPmu6r3mN4fhIGujXUOZ/1/ExihJUNyhycbyKyip7x93KJpCxLEen2MTaWaPh7AVzfvQaN4kdXjy/K/pe7+ZahS6mWcjHtGq4m/YylQowlg3iuB498cV7Jm6SsbX/NjuOITmIeK4wr89iXMJ7HlXSI8ZS/7E0RSe64vDQ7DptJEjGJYtJoLeJicoVD1lgihjfHUiFQf1KmRiRzWsr9ivbhf+8I7opr8Ky5ez/TnmFsCga6LUyd63GeJ45G0es1fvBGtHuIQDJGVyKae6ynx2JqyiWxCGnvu6wA10UGeenKSabdxid8Wu7qLUOXQj3lYr3Jm6SsbW/NjuN640qSOy4vzY7DppJETKKINFqLWCgGgoVDDwaCEXSVddHrTcrUiGROS7lf0R7UdBTfxXdJr9tWtff0UiwzI6o/VP+61OdNnCGCVc6S+kx0rwZgxdVTuce6ezM9ulcvL06j8sbutaSMy0vjJxdl/8tZvWXoUqinXKw3eZOUte2t2XFcb1xJcsflpdlx2FSSiEkUkUZrEZVQ/JsbPporJLLzB1Ri7gIi5gUyc6OyJ1hBkoTGv66axdqvaA+B00dQGNzB6vNZz09m/t8TqO/OrWcMF4gzpIINTcKUNRXqJ+kLMzD2Tu6xYFATDGrGLi3OEMyBQIR1wT6eHnubhFfHJN8OVm8ZuhTqKRervUbK2uWp2XFcb1xNEkLve7DgdXrfg0wSWuQjFouh2XHYTFMqlJnDWhDLn5tJxCQ6kVqMSuYS2AQcHxubxKthOOPQUA8XL07UvPNspjYPg55HxsB6M0jW+7pAQGNpjWdAK3A9D881uX0Zyw/GQ3ntndFyvr9fHftfitJ/E/OI2Xplv6vup/4XvvFzxHb9s6qZg7971CPlaW7boKpuW85lk+CvvBPcwSAb3MoXk3A4wPR0fY3Mrcefpn/yLP9w+7/NJCwDzp+Lc/F8kh07V+APLvz+W39/F1evTuX+vpCY4NsX3uDOIZuRgW0L3v9C5Z8HrR6z9ZahWYt5ztdT3lbLxprdp4WLUhoPhWcqZ5C3LI32WRhAAV7aXXBSlcUuJxdiaKgHWJKuoU3MEbNLVRdolHqzANfyumz9wTUGSylczyPZ4ERNrRyTlbRiOZuNQywFrumY7MEAPRFNMB3PDAnWFglfiIlYZ3x2mL1WaK3wPDPntWKJ4rWpJHtwGa7rwUzdNTNvoLYKW9o1jLt+cqkoF/F1gYAmmfJ49PAo0ViS3kiA+3ZfxwomUA9nkoaomTuzUf9K0unaP4doc8k4/rNHSW25tWojNJE2XJiEG9ZamDp7FM/NJEXoX4QkTFlXe9cydOUdemMXiXZnlsFZsSLAxfNJLpxPcs3Gxt95XRXs4drwSp4eG2VH/ya6qswNFrPqLUOXwnzLW5+liMTHMAe/lMvGGtn3edy87MBp1xAjQG/qMubgl1BzZBG2LE3Kg4NPHs2V3ftGhvFbumMqou2imXFcS9xVkkh6JMgvr0obrCX1h5HNmcclw3DLycbh0FD3TIO6dcrTxRQMaIITlwqWhAzue5Bkh2TClmtFKRke3KYsrXn08HGisUzPVTSW5NFD7xCfiEkWyw4XOPUTlJcmveq6qtuenchc/gYj9d+ge48pQmj6vMWbZzLesxaAgcsnco8FgpqeXh/vnZ5a8BJRlXywbwMJL82hS0cXZf+i9dWaHbjW7bTP4uBMYwEyZffBw6Non8zTErMWMyt12frD4eNYWqqEonV0eiZsuVaUkhKqTbnG5AI5KxpL4gWK1q2ULJYdJ3j8JbzulbiRlVW3PR01+C2I+Ou/a/eemWatCrOIo55JBiJMhfpZOTZa8PjgqgCplOHc6cW5iK3wd3F992qeu3Kc09NXF+U9RGurNYtrrdsZKFt2d0bfiajVYmalrlh/kCAULaTTM2HLtaKUNFrblKUUvZHC4Yq9kQA6OV24oWSx7CgmNo7v3FHSG2+qOjTYGMN7UVjbZ2Hc+i4CkybFOCnWmMVPjHC5bz29V0/jS802UCMRH/39ft59d4rJ6OJkEv5w30a6rADfOvcarunMITmdrNYsrrVup6Bs2b3sJyOJeVnMrNQV6w8ShKKFdHombLlWlJJGa5tyPY/7RjbnAjo7pzXUE5Eslh3MvPU8yhhSq4arbnshBlMpWN1j1T1F5rTJTPgaXMT5rFmX+zeijceqy4W9rWuuCRIIaI68PsHF84mGDxUOaB87+zdzLhHlH8bebui+ReurNYtrrdt5aZd9I8MFZfe+kWG8dGf0HojaLGZW6rL1h5HNuHUk4hNisXR6Jmy5VpSSRExtKpn0CAQ0n7lra0H24Am3h8iBh+adiVgsA8bD/OQw7uBG3GB31fVZ37lssDQMhA3UWQa+yxRhLFZ4Pha7ujPZNUjS38Wq8w5nVt+Ye9zn01x7XRen353m6FuZ9XuUAmMy/w+HLQZXBVi3Poxl1XeP8tqulWyZHuSpSw7XhldyXWSwIZ9JtL60a4j6VxI58BB+bUh5qmy5mr/dXOWv63r4Lc2Bvdsamj1YLC+1xl09KtUfJAmTaCWJpAehQbrv/51cJuyJGjNoLwf514pasgd3Amm0trHMBcYrSStfTwZj0f58547BlfOkPnxf1QZryjWMXoYNK3yZVPJ1MMbwromxQXUtzVwopRjr38CqsVG0m8TLy+YbCGg2b+liOuaRSpjZxoCB2GSKkyemuXg+yQ039RDuqm9o0UdWXMelVIyvn3mZBzd/jB5fZ9ztFbMZh4eGehifI3tnrZmJXdfr6IqHqE2tcVePbP1BiFaWzYQ9NNTDpYsTdFrMZq8V7bh81GKQ4cFCLBMh5xkIdZNauaHqtqOXIeXBtSt0pkuyDueJM43LNUswnzVrrH8Tlpdm9aXSYbpKKbq6LfoGfPQP+Ogb8LFi0Mf6TWGGt0RIpTyO/CRad2+CX1vsXrmNuJfif59+gWSdSwQJIYQQQoj5kUarEMuAHj+P/9QbYO/AVGmEesbw+nnDQETTZdU/N2LUTKKA1Wbp5kxHu1cTD/aw7sxr83pdOGJx7eYuUimPoz+tvIh7NSsCXdwxsJXT8av83ZmX8eps8AshhBBCiNot6vBg27b/HfDAzJ/fcRznt4ue3w78GdAL/APwbxzHadvuC5+liOikzCcVSy78xvfB50dd9wGYnDuL7lsXYTIJH9jgx3j1rflnjOGomWCD6sLnaZZsGLpSXFg5zMazrxKavko83F/zS8NdFuvWhzl9cpr3TsbZsClc/UVlXBteyUdWbOZHV47z6LmfcN+aD6BVJ+fza29SbotWlY1NEx2jz9+4Oa1CtAs5B0S+RetptW37TmAvcAuwHfiQbdv7izb7a+DzjuNsIzMF7V8t1vEsNp+l6E1dxnr4C6ivPIT18BfoTV3GV2fiFyFqpaMXCRx/idTwrSjf3Fl8Y0nDK2cNa/os+nz13x86T5woKTaZrrqHF9frwsAwBlh/7vV5v7Z/hZ8VK/ycOjlFbLL+z39D9xpu6V3PS+Mneez8T6THtU1JuS1aVX5sen/22xKbouPIOSCKLebw4LPAbziOk3QcJwW8CWzMPmnb9rVA2HGc52Ye+kvg/kU8nkUV0Uk4+KXZhZCjY3DwS5nHhVhEXS8fBMtPav3759wu7Rl+eNzgGbhpjVV1Hde5vGHG8aGWdD5rVjLQzZW+9aw7/Qranf/5tXpdEMtSjB6NVR1KPZftvevZ3rueF6+e5OD516Xh2oak3BatSmJTdDo5B0SxRRse7DjOkey/bdveSmaY8K68TdaRadhmnQXWz+c9Bga6a952aKhnPrueNxMdw8ueWFnRMfzaLPp7w+J/vmZbLp9vPjFbC/PuEbxTP0F9+BP0rMx8R/39XaXbGcP3fprgfCzNHddH6A+7QLCu94wbFyca5XpfH916fvNZw+HGzH+9tPEWVr5+kOvG3uTcdTvm/fpN1ynePjpB9IrHtdfNxla5724uu/u3ETjv48cXT+ALWvzi1h1YavHuBTbjPGh0zNZqKT5rPeV2K5dFrXxsS2mumG2X76jZdYpGaadjzWrlcrYdv896LZdzoFE68TMXW/Qlb2zbvhH4DvBbjuMcy3uqeCKcYp65rMfGakuoshSpovv8Cqt3YPaOEEDvAClPzaSqXzzLPRX2Yn++pSwIao3ZmqQS9H3/r6B7gKmBLZirU/T3d3H16lTBZp4xPPNuZombm9cH6DJxJifr72V93rtEGsOWdJjpefR0hsMBpqcbc4d02r+SNd2rWXPsWUYHb8To+RVlwRD09Pp486fjhLogGLLKfne1uDG4hnSfy4/Ov8OV2BSfXvdB/Lq+ZXXmkn8etG3M1mipyrT5ltutXNa2+rEtpUox28rfUbFm1ikapZ2+76xWLmfb8ftciOVwDjRKLb99JzRqFzV7sG3bu4AfAA85jvPVoqdPA2vz/l4DnFnM41lMMS8A+z4PvQOZB3oHYN/nM48LsQi6Xn4MK3qR5M13VRzqm/YMT72TabB+YH2AdZH0goYFT5s0L5srXEeEHq+5yzyfWnMzwcQEm069OO/XKqVYuy6EMYYTo/NvqBbva3vven5mxWbemjzHV08/N6/GvGgeKbdFq5LYFJ1OzgFRbNFqnbZtbwC+BXzacZynip93HOdd27bjtm3vchznWeAXge8t1vEstrRriPpXEjnwkGShFIsucOIVQkefJWnvIhVZWTYZUtI1/GDUcG4SPnxtkFXhNN4C4/GQuUAaj+30LWg+aCOM965lrP9arj3+j5xZ/T4Sod55vT4Q1KxaHeTc2QRDl5LzHhpc7PruNQS1nx+OHePL7z7DP7/mVoaCy//OZzuTclu0qvzY9GtDypPMqaKzyDkgii1mV8lvAiHgP9u2nX3sy8C9wB84jvMi8M+A/9e27V7gZeC/LuLxLLq0axh3/UA2g6ucWKLxrIsniPzj35Ae2kRi0y1QZkjRVNLw/VHDlTjs3BxkRSCN53pcMUlOmhiXSTJl0mil6MbHECE2qC4iqnKR8JJ3mWNmgh1qJV3p1lji+cQ1H2Z79FFuevO7vHzzAxg9v+MaGAowfjXN20djrLtm4Q3MzV0DRCw/T40d5cvvPsOn132Qbd2rF7xfsXik3BatKhubQ0M9M8MhJTZFZ5FzQORbzERMvwr8apmnvpy3zWvA/LOoCNGhrIsn6HnqT/HCvcRv+VlMmQbr2JTh70cNSRd2DQcJqwRvpKO8aq5wiQQAQTRdWLgGYqRxMWBgkCCbVIRNKsJqQlgorpLiRXOZn5pxtqhubLerZS4biWA372zcydYTz7Dl+D9wbHhkXq9XSnHNxhDvHIvxyotj2DdG0Hph6fRXBXu5Z9X7OTR2lL86/WNuXznMnkEb3yLMcxVCCCGE6ATNnZQmhKhZ4PhLRJ77WqbBuuPn8Uxh48oYw5GzKZ46agj6FB/eYvG6e4bXvatM4zJAgF1qkNWen27jyy3R4imIkuKcTnCGOC+by7xoLgNgoXAxKOAW1c9NbvdSL8ta1cWVw/TGLrLx3edxlY93Nu8CVXvDMxSyWLc+zOmT0xx7y7D1+u4FN1y7fUE+MfQ+Xoie5OnLoxyNXeCe1TexuWtwQfsVQgghhOhE0mgVosXp2BXCLz9G8MQrmSHB2+/GpbDXbiJh+PFpw8nxBL3dhuiqi/xV+goesElFuMF0M+j5cw1OL6+vVBvox0+/6+d6ukkpw3kSRHWaNNCNxXpCBNKqZXpYi42u34EyHptPPEtk6hJvbdtLKlD7HNX+FX58lsWJ45O47gRbtnUTCC5sCLRPW3ykfzMbQv386Mpx/vzkj7ihezW7Vg5zbXglah4NayGEEEKITiaNViFakErE8J1/m8CJVwic/Aloi+SNIyTWfwDjuUAmM/C5CcNblz1OX800KCcGruD0XiKE5gOqny0mQsjVYEzNDU6/UawnBO6ifbzGU5q3N3yEeLCX9Wde4WfGjnNm3Qc4v+p6or1roYa1U9esC5NOu5x5b5pXXrzK2mtCrFodJBjSC2pgrg+tYP/qXt6MneP16BnenDzPqmAPN3SvZktkiLXBPkKWv/qOhBBCCCE6VLs2Wi1gXkP4Fjrcr9XJ51uQTWSWYEov4ntUjNnA0X/Ed/YYKh1HJePoiUvo6SgAJhAmvW0nsfU38M0zKabenMTzwEtrSPlQKFxliPaMM95/hfXBECPeKtabAMrNe68W6dVb1N5FpXhvzfu50reB9RePsP70y2w89SKespjuWsF0qBfXChDtXcupa8tPpV8x4KerW3PhbIpT705z6t1pAgFNKKxZsy7E6jWhug4toH3c3Lee9/Ws5cT0GKOxS/zD2Cg/HHsbgF5fiB5fkG5fiLDlx6c0N/WuY1v3qoL95MXPJpoYs0uhVcu0Vj0uaO1jo0VitsW/o4rkuJdOK5ez7fh9Nkonf3ao6fNvYvHjtalUs5etqNPtwNPNPgixrGwGTizi/ueMWeO6YNxMJmDjgpuGVBK89MxyNpnzNIUf1xiMZ0h7hqTrkfYM6bSLhwfU3qO63CkUSmmMZWG0D7TGKAWomkp0rRVaKfw+jWUpLEuRpv41bssfH/iVxqctfMrC0gqFRqtMA9+au4e4qTErRB0kZkW7kZgV7WSx47Wp2rXRGgRuBc7SXoMYReta7LtTErOi0SRmRbuRmBXtRmJWtBPpaRVCCCGEEEIIIZphYekxhRBCCCGEEEKIRSSNViGEEEIIIYQQLUsarUIIIYQQQgghWpY0WoUQQgghhBBCtCxptAohhBBCCCGEaFnSaBVCCCGEEEII0bKk0SqEEEIIIYQQomVJo1UIIYQQQgghRMuSRqsQQgghhBBCiJYljVYhhBBCCCGEEC1LGq1CCCGEEEIIIVqWNFqFEEIIId8mUWAAACAASURBVIQQQrQsabQKIYQQQgghhGhZ0mgVQgghhBBCCNGypNEqhBBCCCGEEKJlSaNVCCGEEEIIIUTLkkarEEIIIYQQQoiWJY1WIYQQQgghhBAtSxqtQgghhBBCCCFaVrs2Wn3Appn/C9EOJGZFu5GYFe1GYla0G4lZIWrUrifJeuD42NgknmeqbrxiRRdXrkwt/lE1iXy+hRka6lGLtvNZ84rZerVyLLTysUF7Hd9yitlyWvW3aNXjgtY/Np/PanrMtvJ3NBc57qXTyuVsO36fjdLJnx1q+/xLFK9N1a49rfPi81nNPoRFJZ9PZLXyd9XKxwZyfK2kVT9rqx4XyLHVolWOY77kuJdOKx9zKx/bYuvkzw7y+bM6otEqhBBCCCGEEKI9SaNVCCGEEEIIIUTLkkarEEIIIYQQQoiWJY1WIYQQQgghhBAtSxqtQgghFtVbE+d46erJZh+GEEIIIdpUuy55I9qcZWm0z8IACvDSLq7rNfuwRAXye4l6GWP46/deAOB9PWsJW/4mH5EQotXINUaIUtnzIjqZwB/0d/x5IY1WseQsS5Py4OCTR4nGkvRGAuwbGcZv6Y4+GVuV/F5iIaa9VO7fV9IxwlZ/E49GCNFq5BojRCk5L0rJ8GCx5LTP4uDhUaKxJADRWJKDh0fRsg5VS5LfSyzEldTsguiXk527OLwQojy5xghRSs6LUtJoFUvOQO4kzIrGkpjmHI6oQn4vsRBX8xqqY8lYE49ECNGK5BojRCk5L0rJ8GCx5BQwvL6PG7cOEgr4iCfTHDl2CdXsAxNlKaA3EigoPHsjgdzv1epzkVr9+Ja7mDsbN5NuoolHIoRYCrXMw8svl7VWc15jhOhEUlcuJY1WseQsZdi5fR0HD43OjtPfPYylDKnqLxdLzEu77BsZzg1Tyc6r8NJuy8+5aPXj6wRxLw1AUPuYduUMF2I5q6XMLd5meH0f+3YPF9YJZq4xQnQqqSuXkuHBYslYlsYf9GOUzp2EMDNO/9AonpJwbEWu6+HXcGDvNj67/yYO7N2GX2cer2XORfZ3z951t6yl+51lTkjzxd0UGkWXFZBGqxDLXKUy1wr48AX9mWuAv3Cb0dPjPPfqGe6/2y65xgjRqTypK5fo3E8ullT2zurDTx4l7Zry4/S9Th6p39pc1yOVSJFOpEglUrnKRLU5F/m/+59943UefvIoKY8la7jKnJDmi3spQpY/09PqJau/QAjRtiqVuZOxJF955A0efvIonindZvT0OJ5nSq4xQnQq40lduZg0WsWSyL/7aoyhNxIoeL43EkDpTh6p356y813z5c9FanZPZ7XjE4sv7qUJah8BbUlPqxDLXKUydzqRmSYQjSW5Eo1LuSxEFdm53vl6IwF0B9eVpdEqlkT+3dcX3zjHPSPDuZMxO04fV+avtJvsfNeC3zJvLlKzezqrHZ9YfHE3RcjyEVQ+4tJoFWJZK1fm7t21iRdeP5fb5vnXzrJvt5TLQsxFKVNSV75nZBilOrenVRIxiSWRn4H2yOgYAPvv3IqlVaaH1XVJJuWC1W5c18NvaQ7s3VY2O2+1zMPNPj6x+OJeiqD24dMWSU/OcSGWs/wyV2uFAQ4/f5Kzl2aXu4pNpwgHLSmXhZiD64Lzzhj779yKUgpjDG8cvcjN169q9qE1jfS0iiVRfPf11LkJ0mkPL+2SnE7mGqzZpD25hA1LmLRH1KfSfFeQnk4BcTdNQPvwK03Kc1GdO7JJiM5jDLd/8JqSa0A66Va8bgghMvWnm7YOMj6ZYGo6xfhkgpu2DnZ0/Ul6WsWSqKXHq1KqfGM6dyhEuyu+6+55ZknvqMuSN82X6WntwYeFhyFtPCy5XyrEslS2zN09zAN3b8P1pFdViPlIe4annjtZcC75O/jGr9QcRMNU6yWdq0cOKiftmYrLPLh2UhwHAKlEit7u4JLfUW92IigBCS/T0+rTmfIgJUOEhWhLtYyEKlvmHhrF85BeVSHmQfusskvedHL9RXpaRUM0okerUtIe15We1nYxVxw0Q7MTQYlMI9WnNL6Ze6RJzyWk/U0+KiHEfNR6jZcyV4jGKXcudTLpaRUN0YgerUqp8i2rg8dCtJlW69mUJW+ayzUeHgZLaXwzC6KnjPS0CtFuai3bpcwVojFUhSVvOnl5SGm0ioZoxN3VSkl7ukLSK9MuWu0uuySCaq60l+mBsbTGrzOV26SXbuYhCSHqUGvZLmWuEI1i2LtrU8nyUXTwuAUZHiwWxLJ07k7rJ/ds4fnXznL2Uoy1gxFuu3ktCvAH/WWTLmmfVZKUqVyyJiXpRlta/m+ptWJ4fR+jp8dzzw+v70NrRXQyUTYWGvn+xUk+ZMmb5sr2qvpQ+FS20SqVVyHaTaXlyywNKugvKF/9mnkn35urHK9nOyHanfFgairBA3fbeJ5Ba8WZ89GS3tdOIo1WUbdyc1zu2rWJn46O8b7hAZ549kTZuS/V5sbIBah9VMoUCTB6epzh9X3s3L6Ov3vcWZTsvbXMs5KYap5so1UplRsenPAksZoQ7Sbbg5odItwbCbB/zxamE24uWUyu/NWZ5HtDQz1cvDhRdd+1zpeVbPCik/gtWNHfxdfz60+7h/Fb0KlX0aYPD7Zte59t2y/atv2mbdt/0uzjEbUrN8fliWdP8JHt63IN1uzj+XNfWm3eo6hfpUyRI7dt5LP7b2Lkto2l2e8a+FtLLLW29EyvqqU0/mxPq8xpFaLtuK6X60H97P6bOLB3Gz6fbkj5Xms5LuW96CSuUWWzB7umc0cfNrWn1bbt64AvA7cB54GnbNv+hOM432vmcS0Xiz2MxgCRsJ+RHRsIBXzEk2leeP0cnmfmnPvSavMeRf0q/ZaeZ0gnUviC/qq/dXGcKuNhlK4pbiWWWlvazMxpVTq35E3ClTmtQiwHxjSm/K21HJfyXnSSSnVpz+vciG/28OD9wNccxzkNYNv2p4F4cw9peViKYTSWhts/eE3BMOC7dm1Cz2Q8K577kr03VGluTOfeO2pf1X7Las9XGl783KunGD09XjVuJZZaW3Z4sC6Y0yqNViHaTbmy+sDebQ0pf2stx7Uqv10HJ1MVy1ilurTu4IBv9vDgLYBl2/Zjtm2/CnwOuNLkY1oWFjKMptoC4tnnQZUMA37i2RMoZebMHijZBZePar+ll3bZt7vo+d2zz2ufxXOvnWFkxwYeuMtmZMcGnnv1DDduHQSqx63EUmtLzWQP9imNPzenVX4bIdpNuTrFD184xb3F5XuZ8rdancJLu+zfs4VP7tnCA3fZfHLPFvbv2VKyH6XgrqJsqnft2oTkahTLkaUpe140adn7ltDsnlYf8DFgBJgEHgN+CfjLWl48MNBd8xsNDfXM++DaSfHni04myg4r0FrN+V0YY7h0ZZpv5t1Nve/jWxgc7EYpVfD83bdvLj9UxyhWDXTxT3/uelzXYFmKrpC/IAuwMWbO56t9vnY1n5it11J/V3P9lsYYrkTjfHznRgI+i2Taxe/TrOgNoZRiMpbglvet5sm83vq9uzYR9M82UqvF7XxjaS6tHmfNOL6FxOw5KwpAb3eYgVA3vAe+oK7pc7Tqb9GqxwWtfWxLaa6YbdfvqNnHXa5OMXp6nD07N85Z/g4Ods9Zp4DZesdTz50s3GZFV8G+opMJnnn5vYIpSc+8/B4/d8d1Df1+WrmcbXYcNFOnffZoLE486RacF5/46Gb8gdquoctRsxut54C/dxznIoBt248AO6ix0To2NlnT2O5aM9i1q3Kfzx/0lx1W4HmGy5djJXNdIXMnVWnFo0+9XXA39dGn3ubA3m2kEin8QX/u+XgyzfD6Pm7cOpi7gBw5dgnPM1y6NFlwPFOTiTk/w1zPL/bvt5Qnf60xW69GfVcLmQ+d/1v6g35edy5y07YhlFKEjY/XnYvcfP0qUokUgXAg12CFTLw9+ewJ9t+5NbePbNzW+rmqxVolrV5O5B9fu8TspWimHIhPpRhPTONTmuhUvOr33Kq/RaseF7T+sS2lSjHbyt/RXJbiuKuV+ZXqFGnXkJqafSy//B0a6mF8IlG2TvHA3dvwPHJLpc1V78g/hth0iscOjRYcw3yuD9W0cjnbrvHbCJ342YPhAN97+njBefG9p4/zwN122e+iExqyC2602rYdBH4F+BRgAy7wFvB3wF86jpOc4+XfBr5q23Y/MAF8AvjWQo9JlE9Pv29kGGW8knkp+/dsIe0ZDs7Vezrz7/xECKMnr3Lbzev4dv577M68h2hfjZwPbVlgXzfAI39/LLeve0aGsWZStpsKiQZSMzdSZLhve8slYpqZneZTOjfPVQjRGmop85Xx2Ld7uHB5mxqu9+WSJ0XC/oKlcj59t11TgqVK9Rq5PojlyJgKSU2NJGKqi23bdwD/DXgG+K/AcTJ10c3A3cCLtm3/muM4T5V7veM4z9u2/Uczr/cD3we+spBjEhmu6+G3NAf2biu4c2qU5uDhowV3bsZjSU6dibL/zq1YWvHJPVt4/rWznL0UA2YnfvuDfrSeTYQwvLE/12DN7uvgoVEO7N1G5t6FaEfaZ+UqLzA7r/TA3m3zbrQao0pi5NuHR3ngbju3TfHd++H1fXSF/Pzy/pvQWqGMRzwuyXvaUbaBas3MZ/UpTUrmtArRUmop843SPPfqqYKhuc+9eoY7bt3AXNd7BSUjskJBq2Apj+lEuqZETK7rEQpY3H+3jfEMSitwXZJJKVPE8qOUKjuasd7pT8vBQnta9wG3O44TLXr8CPBt27Z7gX8HlG20AjiO8xfAXyzwOEQZruuVNDKUzyq5c9MXCdBV1Bt2165NPPPye8SmU9y1axPf/eE7xKZT7Ns9zP49W3jkB28TCvgk/fwy1MhlBaqlbC++ez+8vo+d29eVLKYdClhSMWlD+eu0Zv5vSU+rEC2mljLfkJnDOnp6vGC7j926Yc59K+Oxc/u6kh7aSHh2ObTRk1e5Z2S46qgty9LEU4aD33cKelobuSqCEK1Ca1MymvGekWG07txa9oIarY7j/GaV56PAbyzkPUR1xhj8QX/JXJRAwALLwngGrRVaQdo1/NJ9N/LiG+c4MjoGgM9n8cgPnJIswPffbTN2dZpnXn4v1+t68NAo99+1jQN7t6GqLG0j2lO55QeG1/ehtcIX9JfMd8qPM6UV2ni4RuXmKs21L7TiLed87u59TyTA3z1RGIsHD2V6Zn1BvSjrDYvFk8pbpxWkp1WIZqg2X7WWJWfqXV6sUg/tRz98DfGESyjgIxzy8cbRiyXb7Nm5gUDetUUZwzefaMwoICFanedVH6nWaRqSiMm27TXAvwBW5j/uOM5vN2L/ojLL0ly6Mp1LYpC989gV8jGV9AruSOb3nu4bGQbg1LmJOcfNf+sHb5c87hlIJ1JYlpb5JctQ8byhbO/n3z1eenfbshTxdNGd793DvDU6xktvXuBDN6yq2pO6d9cmnp25MfIvPnlT2ViciCX52uOO3FlvM+mZXlUfCo9M4zUpjVYhlkwt81VrmSta75xWpSnJEP9zd1yHpRWPP32i7HUA4MbhAWJxt+D9fn7vNhndJTqGzGkt1ajswY8Bp4HRahuKxtI+K5dKHmbvPD5wt83BQ8dKek9HdmzgsUOjuW1um+mFLb9g99w9qZXmzUpjor0V/65aq1yDFQrvbqNVrsGae+7QKPvv3MpLb17gpTcvAPDA3TaeMWilcg3W7PZP5sWlMaZszE0n0iXvLXHW+lKel+llVQqMwad0riErhFh8tcxXreVaXu+cVlAlGeKnE+ncMh7Zx/KvAwAfvmlNbspSdpsr0biM7hIdQ1Wqg8uc1gULOI7zqQbtS8xDpbkoxXMJ1w5GuPX9a1jZF+be3cO88Pq5vPTqhr27NpWslYky3Lt7mMcOVb77Wm7erGh/+b+rL+gvf7cPoMKc1fxCNZ6di2rAq3DnMBzMFEVvHL1Ycjc/ewe+5L1Fy0sbF5/Sud/LpzVxT5JqCbFUas1RUO1aboBQ0JdbYzsc8hEK+qqWxeUyxAfK5NbIvw70RgJYWpVs8/xrZ6vWSYRYPirUzTu4BtSoRutLtm3f5DjOGw3an6hRpXkm+b2nawcj7PrgNQWBf9euTQA8/ORRDuzdxis/PV9wB/WVn57nxq2DHDl2aSYbcIb0pHaeueYyVZrXnB2+cuPwANuvX5XrXb3/rm1lt++JBPjs/ptQgKVMLjuk1opDz5/MDRnLf2/R+lJeptHKTDz4lM4lZxJCLL5656IW81uw/fpVBQkbM8OMYa7bUEqVvn8y7ZY9pu6860C5EWCx6RThkE9Gd4kOocrWzXfftrHZB9Y0jWq0Pgu8atv2WTJL3gDgOM51Ddq/qMBLu9z38S25Oa3D6/u449YNeJ7hwN5t/PCFU9y4dbBkeM4Tz57gEx/NrMn6wxdO8ZHt6wruXub3bl2OxlnZG2rmxxRNNNd8J8tSZec5vXH0IlA6xAtjuPujm3l8ZsHs3kiAuz+6GTCkZxaRT+W9t2Vpbv/gNbzfHiLgs0imXfoiAbmz3iZSxsWvrdzfPskeLMSSatTapp5RuX1A4VSkuSgF99xxHVOJdK4M7+3yl/SY7t+zJXdzCyrPofXSLinJJC86gKVh5/Z1xKYztSKtFTu3r8PSTT6wJmpUo/W3gF9A5rQuOdf1GBzsnsnmC4mEy8N5CRfu3T1MKFh+KE72+jB6epyR2zbkelQvXZ3ONViLe2glCU7nmWu+k+tSsm6eNh43X7+KD1y/CkXh0LSA34dnDB/fuTFXgbG0mnOwS9ozuflP2YqLX7pa20LaeIXDgyV7sBBLqlG5J6otX1aJIbNqQX4Zfvftm+nr8eeOydIwnXB55InCZFFdQS1rsoqOZYwBQ2H9Z2RYEjE1wFXHcb7eoH2JeVJKkUqk8Af9uTuXkLmgPHZolPvvtssOxYkn07l/G4/cPg7/+BTRWJJ7dw+X9NBKEpzOVDzfybJ0bpklA3jJdNmYCIQDBbHn8+nCnlcy8ZdZ0qZ0OZ2ySUQOSQy2i7Tn4lOzPa2W0rllcIQQS6MRuScqTQXRWpVdci/vlTz+zPGCMvzxZ45z/902qUTmMRX053pUs9tk6xqpeGFDWYhOUe/ohuWsUY3Wp2zb/mPgG0Ai+6DjOC83aP+iBhUTLnimZJhNdvmb4qFC+UOJQgGfpJcXJWpZQiHHdQtiL5V2y8bUVDzF33znrZJ91ZpERLSmlPHw6dmxTD6lcY2HwaBkZrIQ7aOoLM8N13U9Hv5+8TzX2WtBuURM2XpJ8WNz/S1Ep6l3dMNy1qhG6y/M/P/n8x4zgMxpXUJzJWV67tUzucncloZQyMcnPro5N+TGdU3ubmlIwQN3b8Mw95I3ojPVsoRCVjLp0t3lzyx5M5NY6UM3rMothQOZmJqcSpXdV6OSiIjmSM1kD87K9rqmjEtANeryI4RYbMmkWzIVxFKGv/1euSX3tqE9i+hkAqUVw+v7GD09nttXbyRQsO9KvbhKS0kvOlfF5Sg7+LxoSK3BcZzNtm13O44zadt2COh1HOdC1ReKhqqUcAEMo6fHGT09nssk/J0njxXcLfVpVTAXdt/IMCG/akgCB7G8zKf3MxCwmCxaIH7f7mEAXnrzQtUlbRqVREQ0R9pzCfpmK6jZBmzKcwlY0mgVop1k5pPOlr3llkOLhP1MJ8qX+aOnx8uW4VoZ7hkZ5tt55fw9I8No1bk9SkL4rNJRkvt2D+OzzOyQ1g7TkFqDbdsPAP8e2ApsBJ6xbftfOo5zsBH773ShkA+jNJ5n8FkKz4DrGbSCsElgomP0+RUxL4Bfq1xyA60ymfs8Dz65ZwvPv3aWW9+/pnSe6qFRPr5zY9mes5Dfk0QIooAChtf3cePWQUIBH0plKiqQmcNaECOWxXMvnixZkH73bRu5+fpVaJ1J6V5pSZtGJRERzZE2Hr787ME622j1wKr0KiHEYrMsjfZZuXJVGZewSaCNi6csYl6AtGvmfI3WhdeCeDJNMGCVzk+dya3xsVtN2TLcM4rnXztTcJ14/rXMdWLu+bJiufNZiohOFtRzi+NyuUq7irdGx9h/51aUUhhjeOPoRW553+pmH1rTNOpW9+8BuwEcxzlq2/aHgEcBabQuUCjkYyrpcfDQMSJhP7d/8BqeyMvme9/PrGXFD/8XVmyc3n2fJ+pfSSqRwrI0cY+CHqq7dm3C8umyvWQBn1XyGEA8ZTj4fUeyB4scv2XYuX1d2TnSsekU+3YPEwpYJJMuCsMt71tdsji2MYa/eOSN3J3DqxOJ2bvwu4dRecl6GpFERDRHbp3WGVa2p1WWvRGiacrlJbhvZDORZ/8GNfoKVu9Arj6RbSCUe829u4e5/UPX8Mjfv5177Of3bqs4hzW7rFkx482OBst3x62mZASY1D86h89S9KYuw8Ev4UXHysbl8mbYvKG/YG3kvbs2QQdn9WjUaj+W4zins384jnOqgfvuaEbpXOPg1vevyTVYIXMhePQfzxLf8SmIjsHBLxHRmee0zyrJOvbEsyfoDvtL5pP0RgIki4ZbZueTlMtcpn3SRdLJXKNL7qQ/8ewJbn3/mtxddaxsjKiSnv0nnz0BM32p2e1v/9B6HrjLZmTHBp579QxGSfGxHKSMm2uoQuGcViFEc5SrHzx6+Djxm/ZkNiiqT1R6zWOHRhmfTBY8diUaL1vHmGt+anZOa/Fr3LxENFL/6DwRnYSDX8rEI5SNy+Vt7vpTJ2pUT+sF27b/NfDnZG4B/BJwvkH77kjZYTj52cMqZfNND25h+r7fJPTjb6KNC2SG00TC/oLhNi+8fg4w7N21qaDn6+7bN9MVsnITvmfnoFTI+rck34BopOJhXdWGWQUCFlhW2WHhlTLahQK+3L+zmSErbZtdbin793Q8zdefcHKPfezWDQv5uKJFpI1X1GidndMqhGiOSnkJvPBA3gNjWLj0+UEblxjl6x+hoC+zHvxMPePYiSsleQjuvn0zc/cOldZL9u7aRDpdeI2S+kdn0cadbbBmRcdy9dzlzjMVsgfLOq0L9q+BvwW+NPP3S8xmFBbzlD8MZ/+dW3ONyXgyXTaT2KXxBIdfSXHfHb9CnxWAdGax7uKhxHft2oRSmTmE+Y3Zl46c487b1vGZD3fhBQbQyWlCRImZFZK5dRmY1xI1ZBqs8XTRsPC8Ib+VMtrlr/ubvauuVPnsvxMVXpt7fcO/BdEMaa+4p1WGBwvRbLpCuazdvApy7wAaAw9/IdOA/dTvln1NKGDx3R++U1DP6ApbfHznRgI+i2TaxWfNvcCV8Sipl7zy0/O83x4q2E6uDZ3FaAvVO1DYcO0dwOjO6G3XqkL2YNW5Z0FDxuA5jnPMcZwPAauAlY7j7HQc551G7LuTWJbGH/SjfRaxeIpI2M+Lb5zjnpFheiMBXnj9HHft2pQbRpO9Gzl68iojOzaQtELEdQjL0hhDyVDiJ549gfEMO29ex+Efn+LrTzgc/vEpPrJ9HcEffIXwN/+QyN/+AeFv/iHqkS8SNgn27R4ueL99uyVza7spN6xrzmFWVvlEGtkhv8q4JXFx165NvPD6udleejcTI2GT4N7brymMoZFhjhy7NPv37qK/JTvwsuAZg4spWvIm8++kl670MiHEIlOKkrrEXbs2obIZvXsHUPc+iPfDr+UaDKEffY17P7qh4DX37h7m6RdPl9QzJqfSubUkPc/w/E/OMlfnkJd2S+olO7evoy8SKLl2yLWhgyiNvuuXoXdmBEDvQObvDpk+ZOny56nVGR+/rAX1tNq2/efA7zmOcw7AcZwrRc+vBf6D4zifXcj7dIJyvWHZpUBee+sC++/ciqUVPkvl1ry8dHWaN0fHuGF4oGBYzb6RYbSpMPzHgF9TkI2120yhRl8pPKDoGJaXZICpkh7YCXqW7HsRCzefJWqg+mLwqZTBb6ncnXSDoTcS4I4dG4gn0vgshTuTJEEbF5+m4K57SKfYc+tadt/QlYkpa4qRHRv42K0bJEPkMpLtTZXhwUK0Fs+DZ15+r6Bn85mX3+PnProJ89kv4Ckrs/rA6KuzL1q5DisQKCjLg0GrJHlSNJYkGLD4Tl7v695dm+achlcpSzzGSOb4Dqa9FN4z30CPfAZCEYjHMn9/4lfohPTzadeUPU9/9mObm31oTbPQ4cH/Dfi2bdvvAN8G3ibTezsMfALYBvyrBb5HR9A+K9dghdkJ1yM7NvDYoVFOnZvgwN5tpBIpIjpJ0gpx5Nglbv/QeuKJNCM7NvDC6+c4eyk2s7i3XXFR4lRRNlbPD1aZIRhaKRi/SPj5g3D2ndzjkQMPMe4u//kEy4Wi/FCwSnWIagtaa5+Vy+gIsHYwwm03r6WvO8jUdIpnXnqPO27dgOt6xHWYp18/zY1bB4HMXffDr1zizlsGifztH2R2PrydnpFfwPO8zFILFCbkEO0p7WUbrbORll3+JinDg4VYMtllQ7LL2SS1j9h0iscOjea2yQw7NFxJhwDo86cK6gVTOz7FMy+fKSjLo5PJsteKqxOJkrrM/Xfbcx5jpSzx0kjtXFprvNg43mP/ffbB3gG07oyuRqVU2fNUyfDg+jiO8ypwK/ANYB/wp8D/AO4BHgE+7DjOSws9yE5QqTcsFPDlek+VcelNXcZ6+AuE/vFr7Lx5LY/8/TG+9nhmOM2uD17D2sFILrFNuaHEukz/WswLwL7PlwzB8L77p3hP/TV616dg7XUzB5WdBC/ahZd22TcyXPMwqy4TZ9/IdUXbX0eXiQOFsbp2MMKuD17DU8+d5KuPHuHwj09xy/tWk72meEpxy/tWFwz7uuV9qzHZsWJrr0Pfcifm7/4j6isPYT38BXpTl/FZnVsoLxflelqt3PBgKUOEWArZZUOsh7+QK2O7kle5b9e6gjL+vo+szpXxUKZe4A+WlOU+S3Nv0VSRe3cP8/xrZwuOIX+kjhC18rRG3/O5wrrpPZ/D65g5rSY3PRAyAGsgegAAIABJREFU59c9I8No3bnn0oITMTmOY4Cvzfwn6lSpN6ynO8CBvdvw0pmFv7Ppv+NbdnLw8Dtle2YP//gUE1NJXnj9HB/fuZG+7iBXonFe+el59uxYX/LeadcQCw3Qff/voIwLrov34uO53lXvya+gRz6TudvVO4DWij5/qqMWeW5nlYZeVbqD7bkuA0ee5IE9e/G0H+2l6PrJ9/Bu3gPogli99f1ryqZkf+DubazwxZkiUPb5T9+1Ff3Ab0O4B++Zb5SktO+7/3fwlFdxkXvR+tIza+1alBseLHNahWiE4l7U4vKy3LIh5ptfZOW+z/NPP74B1/JjuSmCr38fdcseVvjiuf1E/SuJHHho5kZ16fIb3/nhO3zmE3bBtUVriE0XrsdavJyNELXQnofn/Bi9/9cy81iNh/fGM+hb9tAJw4M9o3j+tTMFw4Off+0Mu2/b2OxDa5pGZQ8WC5TtDctPE79vZBg3mc41LrSaTf/thXuJxkrvZoaDvtxc2LOXYnzrB2/zwF02h398ivtGyqed91mKSHwMc/BLmOhYpmG697N4l89kGq7Rscx8grweWCs23mGLPLe3SkOvyol5AXqvv43IN/595rfvHYB9n8/ceccUxGqlZZjwPNRXHsL88/9Yfn7s9CTe1/9oNtamorND0KNjqMnLqK99oQMXE18+svNWrbyhXJpMFlHpaRVi4bK9qNlGabny0qLMsiGRPjSG0Df/MFfG632fw3vlB6iXnijYz3jKD/jxW+VzHaQ9Qyox20i1LF22LiMJlMR8GaXQm9+P98h/mY3TvZ/FdMjwWM8zjJ4eL5k3fseOzq0LdcbA8Dbgul4uQdJn99/E/8/enYfJUdwHH/929Vx7r7RanUjoADVCB+Iy4gritgMCEwPGceIYx69xDEmcKA488es4TuzEdkIcxwabNz6I4zj4xEZWDNgCYe77kIRoIYEQEjpXWu05V3e9f/Tcx+7sbq92Zuf3eR4eNDPdPTWz1TVdXVW/37WXLSao8tdzuIaZmSahBntKJuOOhAOZDmv6udamIB+4aC5TtvyKkBOlUKk7se6D30Wd+Z7UgTugpQN10R94o2LpjmxdJXmuH0lH0xOcinPtbegbv4hz7W15F0G5dbW1OVSyHpqpmyNm78GSr6teL1pwUV0Dr74N9mZel3pWm9Ijrbnh+Q3DIGCYkvJGCB+U+u0ubC+VUtnplennzlqDu+6O/N/8dXei5pwwxHGM0m15QQci9/fho+9bXvJaRohKGFrjPvjdomtTo07ylBplzjlZ0yqqguO4JGIJkrEEiViiqJHPXWMSeeZnXH3OrPw1KasXYLhOZmpOZp3KL28ncvdfYTz/gBfN1fSm904JJegIxQmSLJnAOT26yppbcFC4P/9qdjQstY2sb52cko7maCLIkWSEo4lg0Shnuq426ihXr15QVA8jCe/OYOSZnxWvnTp3NpFnfpY9WE8XNKQiUqdHXp/9Vd7rUs9qT2akVef/zAQMJSOtQvhA6RKjqD1dmDjeb3wg6k3bveJPUO/9c9T1f41675+jO2aW/83PeZzb7pZKdbbmQi/WRqH070Nrc7jktYwQFXEdb1bAVTd7dfeqm6GpzXu+Hjilz7l0SsF65Nv0YMuy5uDlac3cArBt+wW/ji+yI2DpNSZtZogb3n0iruOgjuwj8ut/h8Y2PnDJh3DMIKprD5HffgsjJ/KvViat0cPw1C9Qp17i3bVafYPXOS1M4NzSgXPtbfS7IZp0vGSEYdeY/OsKRHnadZiy5QE+cNGlOWujfoWacwIuXmPQYfTmpU1qNHrzJ6m3dkCkKX+Na+7NEalnNSmZupgNFNwVNg0lI61C+MA1zNKR/9Hwky96z19/GwYa96Hv500F1otWQm5Km9YOiPbnPc5td6NRh8aImUm5p5SBoR2iUTmXxfjQgSDqvPfhPvCdbN29/CPoQBASw+9f6+Jxh0jI5Lp3W2itvRFWxyEer99zzpdOq2VZnwfWAvvJLprUwEI/jl/NTFOhAuaI84iVCp4AZJ7TygRDYTiJvOAKSUen0s0ECStFizuA++Mv5f1oRQ7uQl1/K7S34ja2ek+mkoUrBaz7Omr1DZlpF+6zv/JGt9LTMFKjq0edSGqETdNPiNY1t2SnIhWscxTVbbhgHYUqrteGwly0Mm9tlHHNJ2GgN9UJbcW99ys05NRP3Zqaav7zr6YuoG5GD/ZjAHqwH7XqKtyDb2fr2TV/gWGQFyBE1rdWv0Q6EFNBeoKAUpKnVQgf9LvFv8vGVTfjPvLDzDWB4SRwf3138VTg9/1VXjurrroZHY977XY8htvWyaARJhjO/g4kEg6OI0s1xLFhaJ3tsIJXdx/4Dur9t01swY4hx9Eow7tJ5Loat86vffwaaf0DYL5t2/t9Ol5NME1FwiWTXzUdcCBoqiE7ruWCJxAIwk++4gWiSQc9euynJYMehUOKlughSMZLT/PpOYR7/7cxrroZfeEHUW4S95Efok6/DDc9DSi93943cB//GWr1DTDtOBIEijoGhaO80nmoHZUE68g1knptaBdtBlEX/QGEwuiWDoy+I7gPfNubXvb7/7d0/Zw6C33jF72bM8kYrLsjEwRMX/MXuNfdhuE63rEHe1D3fqWisovqkZkeXDBKHjCk0yqEH0r9LpuK/BFU0yzdBhs6026jQZtB9P357XA0CeseHtn1jRC+cUtPf/emBwcnpEjH0mj7GBPJsqz/Bd5n2/bgeBzfrzWtB+utwwqgAmYmQh54kfTWbdyBCgw9lbEoeEJTG6q/G2WAWn2DlxM1fUfpzPeUDIrQTNQLpDDYWxRkITPNp6kNo+8oyk3C4X0w0OM9n3590crsWoFzrkFHWoYcMx1unaOoTiWDdTz1C9rMGFMCUdqCiby8qOXqdSioirZXaPT6b+D+/Ku4P/oyRjKO+6v/yL5XMFy6fqZG30w0PPaT/LLd+xW0hiPJCNp1hw00IqpTenqwSf70YOm0CjGODCPvt52GltJt8OH9mXabWD86HaEVvLR6vf2se3jk1zdC+MYoDiJGa4f3fB0YbR9jItm2/bvj1WGFMY60WpZ1WuqfL1qW9VXgB+TMNJ/sa1o1lE7nMcx+ecETZi1Enft7eVNz1WU34j7+M29dXzowQiYognd3ydAOuszUXnXZjbhbnyp93K1Pef9/c5MXQfCXd+atFXB/9R+SzmaSKQrWMWuht575x1/CKDF6Wa5eu31HMf7n03nba+3mHzs2mPdYJ+Ml66fW2kuJUyblTbqulws0knsuiOqUcFPTgwsuMEyJHiyEL0rNojGuugXOfR/uz1Od0EUrvXQ263J+66+6GXfD97MHyp15leKGGujp7857rpLrGyH84pqB4rq75hO4Zn1k6xxtH6NSlmUdD/w30ArsAr4FfAxoBmYBt9u2/U3LslpTry0C+oGP2bb9mmVZVwL/hJc09we2bX/esqydwDK8QdFS+3wNOD+1zydt294wkjKP9XbFT1P/XQpcBdyT89xPxnjsqmdQnDS7tSnEcMGo81LXnPmekiG91ZnvyQ+MUBAUQaePkTO1V73/Noz33wZao864HJIJL9Ja7nHf9R7v9RUXZDus6deHGNkVtSu3vkHpOpf79y5Xr9XAkaLtHfKPzcDRvLv8RiDk3SBZfYM3or/6BtwXf4ORbnbLpLxJ1/XCshe+LqpXNhBTcfRg6bQKMXalZtHo+74O0X4ybe7Sc3FfewZ1zSczbbAONUB/Tu7H9AysHCo+OKrrGyH8opxktu5++Auoaz7pPXaSE120Y2K0fYwRuBG427btFcBvgOXAKuB64AzgU5ZlHQd8BrjHtu3TgU8Cd1mWFQHuBN4NrAAuSW2bVmqf+cCptm2vBG4ALhhpgcfUabVte4Ft2wuA89P/znluzViOXQvcpMOa1QXhqCtIop2buqbUHc50ChB1+Ue81B95QY88fURQa27Odlw33oOONGMM9uL++m7c//wM7kPfR537e9504/Rx+496QRnSjwvft2hkV9S6vPoG3nSxsqOXpev11WfPKEpTo7RTdGy35zBq1Rrcjffg/ujLuPf+G+qkd+Fuedx7vPEe1KmXoGPRvGPlprzJretFZS9xLojqlMjkaS3RaZXpwUKMWcmZKE1tGMFgtg3eeA9qwXJ0Mu49vu8O9NPrUWs+kW23tzye95jWDiItTcXpNiq4vhHCLxpQC5bj3vtvuHd/2rueWLC8bkb7R9vHGIGNwBcsy/oOYAOPAg/atr3Ptu2jeB3Zs4GLgM9ZlvUS8B1gLt5o6lbbtvfYtp20bXu1bdu7c45dap89QJtlWRuA1cDtIy3wWKcHT039c71lWavxbgxoIIQ32nrSWI5f7RzHJWgqrr1s8YiiB+cGTzAMN5tuZtZCb8SpoQW3fTrKSaLe839AmQwYEZJRNxsF1nVwmtpR19/qBawxTFzDwEgFrAGyo1irb8C9747syG1PFxzZXzLNTbmRXVG7CoN16HSy+TLpiwrrddDQRB76djZ1EnijqUrR4g7iRprh+r/BcBKYpsL90Zfy6+C6O1HXfQrOvw60i7v5MdScE7I/PK0d6Oap6Bu/WBTgSwKA1a6k66AwUEDuT6x0WoXwh2uYmItWopae691wjvZDuCk7nRKy1wHXfDLb5r69Fff83/OyDLgOKJNEKAIF7WwQRnx9I4RfDCg9E/H6Wye0XMdK7rVYJnqwj+egbdsbLctaCbwX+AJwN/nJhAy8n28TuMK27V2QSXHaSU7qkNQo65GcfYv2sW07YVnW6cBlwLXAHwOnMQJjnRj+P3hTgwFyb/clqYPpweBVqtFUoHTqmoBpeJGDc/KmMncJauWFefP4G9fcDI3TiAx05YW312tuwZh+HF2H+pkSiJYfPc1dKwu4T6/DWHMzet0d+WtaH/uppLOZhHJTJWXq3BDpi/LqtWnQsOoqOLgru0Zq1VWZNbFGav+e4FTa3YHSdXCwD/cHn8+uSXntGe+1THqlcE5HNL/O5Za91OuiOiW0Q0CZRX+tgKxpFcIXUSNMy6qrvKCM6d/x960t3QanZj6k04y58RjuT/4ls59ZFMfCS3cnnVQxYQpjZkB+Xa4D6Wuxzs4WDh7s9fXYlmV9GXjFtu1vWJbVA/wd0GhZVntqkwvxpvk+DnwU+FvLstYAf43X8VxsWdZM4BBen+8jOYcv2seyrD/F6xxfCWwAdlqWZdq2XfEFwZg6rbZtXw5gWdZ3bNv+yHDbi2LpkaS21b+fybeqzrgctyCSn7vuDhqvvxW3RCRVPvBpQJVNNE5LKi9mOrgTQP9RnIY2dGb0zcQ1FMa7PyajWZPcSEcvC7dXSuXnBk6vcb32NlBm6RH8YDizrbvuTtT1t+KsuFDq2iSW0A7BElEeTUORdOvnokOI8RLRsWyHFVLpQNzSbXCoAfWRf0IbJo4ZwLjnCyXbcO8GoRBVwCg9K6xeogcfA98AfmBZ1l8CPXgdyj8H1gNTgc/Ztr3fsqy/Bb5jWdYmYBD4sG3bg5Zl3Qzcj9eXvNu27Vcty0ofu9Q+r1qW9SawGYgBnxpJhxX8y9N6t2VZv5PzWAMDwOu2bff49B6TVtLRuIaLkT4xDeWlwVl9Q2bKj/vsr8B1UKtv8P6dE2kVJwmESiYaZ80t9NJAU1N7NvBC6vm+ZCDVWcj9kUpPCZZOxGQ20tHL3O2nBKLZugqZae2KJGBiXPEn6PXfyI8WnMwJ6pXKs3Yk2VDRe4valHTd0iOtSuGicbRbFFlYCJGVXg6ke7poCxpFN/hKrWnVyRjGFX+CMdjr5WCNx9ANXjq7roTX5pablSVR2UU10VC2Louxs237Tbw1qwCklnnusG372oLtuoCrS+z/K+BXBc/NT/2zr8w+t4ylzH51Wr8CnAJswZv/vBzYizfM/Me2bf/Cp/eZtLQyvWmWPV1opVDnvQ/3ge/kTd3VgN54T35KnNYOSIX/LjuCFndxZF2g8EluXS2ZsundH4XLP4JhGN4Nlxd/g1p6bv4aVlUfIevrWVI7XuRgnd/OpKMJJ7UjnVYhyshNZ+OWSE0GlJ5dlUhgoHEf+n5em+yq7LlWblaWxLEQVUUpDCdRVJe1kt+NeuXXX/4t4BLbtk+xbfs04Fy8+cwrgc9WcgDLsv7Fsqy7fSpPTQmHFKZpZKL3Gf1Hsx1WyKSjMQyDdMoQdeZ7vLWF1/4VWjt0hOJMDUZpUnH63RBHkhGOJoJ5AW2OJoJFz4v6EDAN2oIJpgSitAUThEMq73HANCreXinD65i2dpRO2XT/tzAS8WzkylVrcLc87r2eXjstnZVJL+G6BI3Sa1oB4hKMSYiySqWzKUxFVyq6utHSjnv/t4rbZFcPuZ9EZRfVxtC6dF3Wcv06Hmzb3lg4ylpt/BruWGjb9sb0A9u2n7Esa7Ft27tz5jeXZVnWxcAf4c2jrivhkKIlegh33R3opjbURX/g5VYttfi897DXCbjsRnT7DIzWDtxHfpgN4FTmbqyob6US0LesuRn3qftgx0tFdaZo+0Uri4J96Cv+BHXph6F1asm6qqfOQt/4RS/i3VPrvOiWp1/mjbw+9lN498fITkUXk5EXiKn45kR6pFWCMQlRnkmJdDY9Xd7zuVN4A0HvuiE1fbJc8BrDze4nUdlFTXBKnwM4Mo29Xvk13JGwLOuy9IPUv+OWZXUyTM1Kpc35AvCPPpWlqhSOWBWOaDUTzXYG9r6B+/OvwuF9RYm+c9PVuA9+FwONvu8OL3F4wUhX4d1YUd9K3bF313l1J/04t84Ubq+WnlsU7EOv/wY0t2cDL+VKBUo4koyQ1MpLr3DfHZkcgfQflWlodSAzPbhAptMqwZiEKMtIB6HJlUo1lr6eaDbjcO9XcH/+Va99/flX4fD+0m1yzn4B05DZV6L6qRLnQKoui/rk10jrJ4CfWpal8TrCUbwcPJ8CvjnMvncBn8ZLPDsiHR3NFW/b2dky0sOPmdYuHNqD+7OvZUa42q/+U5g2x/tBAnT3AXTBnST36XVeWpCclDe56WoyIb/T6WxK3IkKKj0hn3m8TJbPMpI6O1qF35Xu6cItlwop53G6zuieQ/nbl6ljRPtxf/sjb7pv7vrry25Em8o7lnbh6j/F/cXXsq9f/aeotnY6q3CKcLXXs4ko36jr7G6ImEHa2xvznm4zB6ALmlpDdLaW/zzV+reo1nJBdZftWBqqztbKd+T2HfF+99M3pRetRJ21BvdHXqoxs7UDde3aora93PWD1hrju7eVvA4ZT7Xyfeeq5na2Fr/P0XJ7uvLPgXRdpr6+h7R6/MyFfOm02rb9rGVZC/ACMCWBrakwxi8PtZ9lWR8F3rZte4NlWR8e6ft2dfXhusPfHRyP/EaVaAsmMNMX6+CNcP3iazjX3sbRhDcA3REqkSKk/yg63Ii6/I+hZQoc3pefriYd8js9+loioELCNTg6AZ95PIz33+9YNgSV1tnRKvVdtQWN0qmQov3Zx4tWojU4Rw5imgVh5svUMQZ7vdkBj/3Um57WNg2O7MN98Tc4F3wwU/8C5hSarr2NoNIkXIMeN0TyUM57V4mJaicqlVu+Wqizg/EEjeEQ3d0Dec9Ho17u8oPdfTTHwiX3rda/RbWWC6q/bMdSuTpbzd9RobagxnzxN2SyCDS0eG1tTlYBXF36+iGRyNvOffE3qPPe560vL3EdMl5q6ftOq+Z2tha/z7GYFsaru4V1+cLfr6vvASr729dDp9aX22yWZc0A/i9wI/Ax4CuWZf17Bbu+H7jMsqyXgL8HrrIs6yt+lKkalApHnw0r7xlUkUwAJsC7k3TlJ9BPr8f98ZfRyoRAMC9djbrsRlwMWHML7pbHUZfdKAEVRFmlgm6oNTdngyMtWoladRX6x1/C+O5tuA//AHVltk66Wx7Pe5ypg8+mIp2np7UP9uJuvAdWXZ1X/9LT0IzWDpmGVkcSZaIDpwMxJSQQkxBl9bshWHU17sZ7cH/0ZbST9OJXpB67G+9Bm6ro91+9+4+hoTlvO3XWGtznHsgevOA6RIhq5CrTq7uFdVnJ8qJ65df04O/j5WV9kREkXbRt+9L0v1Mjratt2/4Ln8o04SoJKx90YrivPYO65pPe6Kl2cTc/hlp0Cu7bW0GXvtPkXPBB+oNTabrggxgBA+O6W9HaxUECKoh8JYNuGGEiF3wQ9Ts3oJTC3fgD8uqYnaqTg72Zx8Z1t+K6LqapcB/+QXbkH7yLppYOnGtvk/ongFSe1lKd1tR6pLibPNZFEqJmJB1Nf6SD5utuxdAOKBP3yV/kzdwyuvbhbnqEvLb7+QfRF/8h5vW3gpva78UNsOWx7MElvY2oAcp1stciudfHp16MBHKsbZZl/T7eYGcQ+Dfbtu+oZD+/Oq3H2ba9xKdjTRr9bojWNbdkg9rkjYJ6F/XKALVgOe69/5Y/Zz/SBGtuoY8ITauuxi1xjKSjOeoE6WwvnDYgHQaRL11XsnHRXGJ4j6eEEpg5EagzddBJon/05UydO+qESTqasFJeNOGDb2e3X3MzvTQQS7hI/ROQih5c4sI43ZGNy0iPEGUFTIOmaBd63de9uBfpGS4DPZkbhu7T61AX/4EX4C7n+qA3HiDpmJnjtJ60Cl5/rux1iBDVyFUmynpX/vXxlZ+QkdZjIOE6Z/fEo7e72p2lDLW3NRRZG1Tmk34c27KsOXgBeE8HYsATlmU9bNv2q8Pt61en9S3Lspps2x71QjXbtu8G7vapPFWhkrDyCl2c5/LB76Kuv5WjyTDJuIsjoenFOBqqDro3frGozsXiLkSmZUYAtGHSS8R7XoiUpFtuenA6erCMtApRTsmo7w9+F7X6Bq+TCtB/lGSkDT3E9YGktxG1ynAc78ZM7kyCp9dhrP59ZKR1/CRc5+x3+o/ed9fWR6d1xfrpCDfNv2nJ+ffNbmq7yqeO6yXAQ7ZtHwawLOsneMF7/364Hf3qtO4FXrIsayMwmH7Stu0/8+n4Nat4hCv/h0KXyammc9JBDHcMIcaiXB10XZcjyUh6q7yXY3GXGLnrprP1NWAaNKm4XCDVMVdrHDQBwyh6Tda0CjG8cjExaEgFW0mNmPYlA6n2NXt9UKoN9oIuyTWEqB1au7DjJdwdL+U/f8ENE1Si+tATj96e7rACdMX6uWvro9PWrrjk9o5I0zk+vMVsvH5j2l7gXZXs6FendWfqPzFCDqXXvRqH99La1E5PcKpc8ItxVa4OOqO4kxkwDVoThzMjBGZrB61rbqEnONXHEotql0hN/TVLTONKj77GZHqwEGWVi4mhm6eiS8yASRuqDZZrCVFLXMNEDRMXRvjP1e6sdIc1rSvWj6vdWT69hSL/zplB7sjHMDuOmW3bnwO+DPwM+Afgn1PP1ZWAadAWTOQl8B5Oyciul92I+/rzqP5u2tRAxccS9Std93RP14jrS6k6WBiButK6XWpKG+u+7j0v6kZ6FLVUICZlGCgMGWkVYgj9bgjjqvx22bjKiy1wJBkpG4ld2mAxaRgK9e6PFkTH/qgXlEmMG2WovR3hprznOsJNKEPtLbPLSO0GcjvAM4F3KtnRl5FWy7LOAu7Fy9F6DvCyZVlrbNt+wo/j14LR3t1Mrzdpu+6vMXq7vDn7W59CLVmVWWcod0rFUHLrnjuK+jLcmqeR1O1K0jyJyS890lqq05p+XjqtQpRnmgbooJcDOxSGeAxtBjFNY8h2feg2eHzzsgrhJ4WLNovPAYWLrGkdP62hyNqblpyfu6aVm5acf6g1FFnr01v8Bvg7y7I6gX7gfXjpUofl1/Tgf8FbWPvftm3vtizrD4GvAmf6dPyqV/bu5rW3pdajlpd0NEmlMO//tvfjctXNRYFxKj2WqD9jqXtpQ62bHsnxK0nzJCa/ZKpDqig9Ih9QSlLeCDGEZqLoe7/iRQ5Oa/VS4OTHE8gnbbCYLBQad/03is4Bdf2tE1eoOhBU5pOzm9quWrviknGJHmzb9h7Lsj4NPAyEgG/Ztv1MJfv6NcbemBuq2Lbt/8W/DnFNGOsIU94UzUiTjFaJio336OZIjl/JVGMx+SW0tzylVPRggKBhSsobIYZglGl3jWHOG2mDxaThlglG5kqmgvEWVOaTHZGmczobWhZ0RJrO8avDmmbb9g9s215m2/Zi27a/XOl+fnUsE5ZlTSE1PGNZluXTcateJkqfYaAXrUQtPTcbmnvL4xXf3cydomkYrvdDI3dKRQVGc2e9MLpk1AgT0bGS04NHcnxJryAgO9JqlogeDF4E4ZgjI61ClKMNE0pcU+hhrgOkDRaTRflzQNa01iu/Oq1fAB4BZlqW9T/AZVQ4P7mW5a7103OXoFatwV13ZzYJ8pqb6TfCVBgUKzNFM2AatK65JTslU5KBiyH0u6ER1ZdSa1Rb1tyM+9R9sOOlojWrIz2+pGgSmejB5UZalUlMpgcLUVYsECFSdE3xCaKBCAyTE1vaYDEZjOUcEJOTL51W27bXWZa1FbgUb3X039u2vdWPY1ez3LV+atEp2RMLvDyX6+4gcu1txEYY/EDulIqRyK0vQaVJuMaQ9aVk0vp1d6BW3+DlQytYsyr1UYxUenqwGmp6sHRahSgrnIyWuKa4k/B1t9I3xJpWISYLOQdEoTF1Wi3LOq3gqadT/2+wLOs027ZfGMvxq13eWr8h16GOPHiS3CkVI5GuL52dLRw92MtQ9aVs0vpIU97j3Lor9VGMRCblTZlATEGl6EvImlYhyjG0kx+ABipa0yrEZCHngCg01pHWnw7xmgYWjvH4VS1vrV+0X9ahippQbo0q0f68x1J3xWhlpweXrkMy0irE0LRhlrymGG5NqxCThZwDotCYOq22bS/wqyC1KHetn/vsr1CXfwT3ge/IOlRR1UqtUVXpNa0gdVeMWTYQU7k8rdJpFWIofUS8WAPr7shrp3uJUGmcDCFqmZwDolBdpaXxW+Fav6QZhOtuw3Bl3Z+oXiVBK4KpAAAgAElEQVTXqBphIhd8EPU7N0jdFWOWHWktNz3YJKFdNBqjzBRiIepZLO5CZBrN193qTZM0THqJeM8LUQfkHJi8LMtqBZ4ArrRte2el+0mndYzy1volAUwCZogmI06LMYgblA6AqD7Fa1TdVMAw73HAhLZgQgIviVFJpPLoBQyFLlFtgqnpXXE3SViNfM2/EPUgFneJEaKzs4VDB3sJmFraZVFXHEeTVAZBZZJ0DRxX6vuxoJOJsxnouR3XmYUy99LYutYIBH3J1WpZ1lnAfwCLR7qvdFp9ViqdSG76ECGqndRhMVZJ7WAABga6xBTzoPI6rTHXkU6rEBWQdlnUm9w670qdP2Z0MnE2Xe/c5667Y1pqWvZ8tebm+3TH7Kt86rj+H+Bm4L9GuuOYMvRalnXaUP+N5di1qlQ6EdZ93XteiBogdViMVUI7BAwTo9z04JyRViHE8KRdFvVG6vwEGei5PdNhhXRaxGkM9Nzux+Ft2/6obduPjmZfiR7ss3LpREab+kaIY03qsBirhOsQVCa61NxgvJQ3AHEtnVYhKiHtsqg3UucniOvMKpkW0XVmTUyBsiR6sM/KpROR9CGiVkgdFmOV0C6BMpGDITvSGpORViEqIu2yqDdS5yeIMvfS2jG/KC2iMvdOXKE8Y5oenGZZ1jTLsv7CsqzPWJb1t5Zlfc6yrP/249i1pt8NwZpbvD8wFKQPEaL6SR0WY5VMj7SWeT2zptWRTqsQlZB2WdQbqfMTpLF1rVpz86Hc712tufkQja1rJ7Zg/gVi+hEwCCwFfg1cCoxqvnKtK5lORCL8iRoidViMlbemVVEydDDZkdaoTA8WoiLSLot6k1vng0qTcA2p88eAEQg+qTtmX6Wuv3VcogePhV+d1uNt215kWdadwF3A3wE/9+nYNac4nYicYKK2SB0WY5GQkVYhfCftsqg36Trf2dnC0YO9SJ0/NoxA8ElaO84Zz/ewbXv+SPfxZXowsC/1/9eBZbZt70FWSQshRF1KVrymNXGsiiSEEEKIGubXSOsBy7I+BTwJfM6yrB6g0adjCyGEqCEJ7dCoyq87SndoY65zrIokhBBCiBrm10jrTUDMtu3HgOeAvwf+2qdjCyGEqCEJ1yGgyv+8GIZB0FCTa6RVawJ7txF+7beYR96Z6NIIIYQQk4pfI63vs2373wFs274VuNWyrFt9OrYQQogakgnENISgMifPSGs8SvMT/03o7U0AaAwGzrqW2OJzJ7hgQgghxOQwpk6rZVkfx5sG/BeWZTXkvBQEPg58aSzHF0IIUXviqUBMQwkYJvHJkKc1GaflobsIHHqL2IpLSUydS+TVjTQ+8xOS047HmXrcRJdQCCGEqHljnR6cAJbjdVyX5/x3AjDh+XyEEEIce3E3mQm2VE7QMGs/erDr0Pzbuwkc3En0Xe8lNtPCDTYwcPJFEAjT+MJ9E11CIYQQYlIY00irbdvfBr5tWdZ7bduu2xQ3QgghPI52SWp3+E6rMonXeJ7Wxmd+SmjPq0RPvYJE2+xsXtpgmNiC04lse5zAwTdJdi6Y2IIKIYQQNc6vNa0bLMu6AzgJuA74J2Ctbdt9Ph1fCCFEDUik1qkGhpke7I201u6a1vDrTxJ5/QniJ51PvHMhaDfv9fickwnveIbI60/QJ51WIYQQAgDLsj4LXJ96uN627YqC9/oVPfirQDcwA4gCrcD/8+nYQgghakR6nWpw2EBMqmbXtJqH3vLWrM48kdjxpxR1WAEIhEjMPJHgzpcgHj32hRRCCCFGIem4Z/f0xZ7o7o2+2dMXeyLpuGf7dWzLsi4BLgNOBVYCp1uWdU0l+/rVaT3Vtu1PAwnbtgeAD6YKIoQQoo6kIwIPFz24ZgMxJeM0P/Z9dEMr0eWXol1ddtPE7CUYToLwns3HsIBCCCHE6CQd9+yu7sH7fnS/ffZ3frZ5/o/ut8/u6h68z8eO61682bhx27YTwFZgXiU7+tVpLZzjZQIlbj0LIYSYzNLrVIdNeWOYxGsw5U3Dpgcxew8SW/luXIwht3XaZuCGmwi99dIxKp0QQggxegODidvXPbxjWk9/HICe/jjrHt4xbWAwcbsfx7dte4tt208BWJZ1It404f+tZF+/1rT+1rKsLwENlmVdDtwCPOzTsYUQQtSI9OipqYbP05rQDhqNMUznr1row3uJbHmIxILTSDR1ZAMvlWMYJDsXEHzHhmQcAqGhj6810bhD30CCRNLF1ZpIyKStOUww4Nc9ZiGEEKI0V+tZ6Q5rWk9/HFfrWX6+j2VZS4H1wKds2369kn386rTeCtwGHAW+ADwA/INPxxZCCFEj0qOnqoKUN972ScIqOO7l8oN+8hdgBogvOmv4DmtKYvoCQrs3Ezqwnfjsk0tuE40l2bzjMG/t62UgWjxl2lQG82a2cKo1jaaG2viuhBBC1B5lGHtbm0LzczuurU0hlGHs9es9LMs6F/gp8Enbtu+pdD9fOq2pOcn/YFnW1wHHtu0eP44rhBCitmQCMQ2z+iSYii4cc52a6LSqo/vR9nMklpyHM8zU51xO+2y0Mgnu2Vqy07qva4BHnt9DwnGZM72ZE+aGiQRNTNPAMAxicYeunii79vWy+0AfF54+hxkdjX5+NCGEEAKAxobg2jUXLrovPUW4tSnEmgsXHWpsCK714/iWZc0Ffg6837bth0ayry+dVsuyTgL+i1TwJcuyngD+0LbtXRXsO6qwx0IIIapPJhDTcNODUx2/WgnGFN7+NBgGiTlLR7ajGcCZMpvAO3bRS/sPD/DQs7tpbgxyzkmdhAKqaAC3qSHI1LYIczqbefn1Q2x4djeXnDWX6VMaxvBphBBCiGIBUz3Z0d5w1fXvtm53tZ6lDGNvY0NwbcBUT/r0Fn8FRIB/tSwr/dw3bdv+5rBl86kA3wW+BXwHL7jTx4BvA5cOtVNB2GMN3G9Z1jW2bd/rU7mEEEIcQ+lOaKDCkda4roFgTK5D+I1nYd4SnGGmPZeSnHockdefRA124za0AxBPODz20l4aIwHetWw6aGPIGceNkQCnn9TJs68e4LcvvMMV5x1PQ9ivn3AhhBDCEzDVk63N4XPG49i2bf858Oej2devyA6Ntm3fZdt2wrbtmG3bX8PL2TqcUYc9nkimqVCNBroRVKOBaaoRvS6EqNxYzyc5H4+tqJsAIKSG7lCl17TGamCkNbhnKyrai3H8slHtn+yY6x1nb3a09fnXDjIYS3Kq1Qm6skBUoaDJihM7iCUcnt68f1RlEaVV0k5IWyImQjBkopoNDg72opoNgqGR3zgTYjLw6zbta5ZlnWPb9hMAlmUtA94cbifbtrek/50T9vjcSt+0o6O54gJ2drZUvO1QXK15p7+bO7f8lq5YPx3hJj5x8u8wu6kdZRjDvj5e/Pp81WqyfL6R1NnRqubvaqRlG+v5NNL9q/m7g4kp34jrbI9B2AzQ3taIS/mhw9hgEg5CqNGkc1rx56qmv4Xz5AvQ0ALT59I+inZct81DhxtpOrid1rMu4UhPlB27j3Lyog5mTB/Z99ve3kB/zGHTtkMcHUxywrwpmdeq6TubSEPV2VLfUSXtxET9tg9V7lpQi+WupnY26brs6e/mrk2PZurdTUvOZ05H+7BLMCabWqxLfqr3zw/+dVqPBx6xLOtlIIk33XefZVmvANi2vWKonUcT9higq6sPd4jE7mmdnS0cPNhb6WGHpBoN7nzV+9EC6Ir1c+erv2Xt0otxB/Swr48HPz9fNRrvz3csG4JK6+xoVXNdGE3Zxno+jWT/av7uIL981VxnD/f1EzECdB8dwB1ivms04Y3IHuzp46DO/96r6W9hDPbSvuMlEiecRcQw6O4eGNVxGqbMwdy1lcMHenjs5b0oZTBragPd3YMjPtb0tgjNjUEeemoXzWETUxlV9Z0VOtYXW+XqbLnvqJJ2YiJ+24crd7WrxXJXWzurmg3u2vpoXr27a+ujrF1+MW7f+Na7alKLdclPlXz+eujU+pnyZlRGG/Z4ojjoTOOR1hXrz4woDPe6EKJyYz2f5Hw89qJugogZHPYbzqxpdap7enDozecxtEti1olExnCc5NS5BPe9TuzAHnbu7WfxvHaMUY7QKWVw4tw2XrQPsf3tbqzjpwy/kyirknZC2hIxEaTeCZHlV8qbR0az31jCHk8UE4OOcFNeI9IRbkJh4KKHfT0tGDJxQi5Oah8zrkjEswFJTFOhwzrzuhEzcBz32HxIISZQXt1XlZ1PZY9V7nxUBk6jnFvjYdBJdVqHyWOaXtOaXgNblbQmvONpnI65OJHWMR0qva51+459aN3CnOlNYzpeR1uEKS1hXnm9i4Vz2sZ0rHpXtp0wFDQO0xblbiPtifBZpdeUQtSDiZ4Qnxv2+KXUfx+f4DINyYgZfHzJ+XSEvQuOjnATH19yPkbMu2NuJhU3Fbx+05LzMZPZrzoYMjmqoty+aQOfeW4dt2/awFEVzSyuN01FXzDG7Vs28JkX1nH7lg30BWMS9EFMeoV1/4dvPD/s+TTk8cqcjw+/s03OrXESdRNEKsi7GkilvEmnyKlG5uG3CXTvJTF3KUOG9q2AjjQTb5rK1u4QszubCIyxzhmGwQlz24jGHey3jozpWPWuXDvh4A7ZFn18yfnEdVJ+q8W4CRMoWTfDvk2UFKJ2TGitH0vY44niOC7NhL11LGhUwZ1VJ+Cyfucmrlt4Gk3BEP2JOOt3beL980+HeOoYITezqB7y1ygQBx3WfHNL/uvf3Pooa5deDKNbTiVETSis+y8f3gPALUtX05eMljyfhlLufDx7xkJ+/c5r+eeW8MWgk2BGZPjoloZhEDQUsSoeaQ1vfxptBkhMm+/L8Xa2LWMwFuaU6Q1j7QMD0N4SprM9wpY3DnPOaXPHfsA6Va6dOH/WCUO2RXE3yTe3ym+1GD8xI8mzB3Zyy9LVmWCfT+zbwYVzFk900YQ45uR2YIVyQ90bDQaGaaAVoECZ3ihrKBIAE96/6AzmNU+h0QwB0JOIjmhtjKxhEJNJ+tzpivajGr1w/blpI3Ifo6A1lL9ysCcRxcxZ+9cUCIGiorQTDpqeRLToeE3BUOaxnFv+GnQShIdJd5MWUgGi1bqmNRkntPMFksctRY8iN2sp29TxRNxBZib9S1ezYE4b8YTLi1slBc5oOWhWTJnNvOYptIcamdc8hRVTZhM28+txYVsUVGbRb3VrKFJx+yTEcBytWT5lFmHTRBkGYdNk+ZRZQwa5E2KykvkFFUhPWfzmlkdpDUW4Zv5K/nPbU3nhx6c2NXLYGWD9jk1cNMfie9uezrz+R4tXETAUSbzRWL/WxQpR7XLPna5YP6dMncMV85Zz15b88P3rd27i5cN7MufLvTtf4s3eLha0dHDN/JV8dfPDOfsv4/ZNGzL7f3zJ+TQTLrmOLGioovP1jxavyovSmD63xNgltUtCO8PmaE0LKbNq17SG3t6Eig8Snb3El+MlHM3OaBMnx7fQdCBAf/t8X47b1hyisz3C86/uZ25nI6Gg5HAcqQYzyNyWqdz+yoacdum8zI1noKgt6gg38bEl53HK1DmZUdj0NpW2T0IMp8kIMhgMFddNI8gA1dl2CjFepNM6hHRAGK0030xN571u4WmZC2Dw7qr2JAZpDoa4a/OjXLfwtEyHFbxRnP/c9hRrV1xMoEWhXXC0y18uv5ju+AAumpiTZFq4GTOucHEy62bT047y181Kp1XUjsLpvmfPWMj6XaWn6758eE/mfPnACWfw9S2PcMW8ZWzq2pOZGhUwFP+auiCE0tPxQpEAyaCDozWuARv2vFZ0Pn548SqgYE16Ki7OSIOgSdC0rL6kN6qde7E/lJAKMOhU54VXePvTuE1TcFo7wR373/OtbnC0waLAYZoOHoXFl/pQSs/C49p4evN+7Le6WX5Ch2/HncxygyHGcVi/a3NBu7SZ9y86nVuWXkDYDNASjHDvmy/lbfO/qX1293fTFevninnL8q4PZLqwGKto2bp5xkQXTYhjTjqtZeSOEH3YWpX5EWoKhjL/XtDSwXvnn8L3tj2d2Sb39bSuWD+DyQT9yXjRiM+9O1+iJx7l40vOp4Fs8JKgMvnACWcQNgPEnGQmPYQQtaRwqvvUcGPRTIQPLT6LBjNb97ti/cxsaOXzp60haJq0BCN8fctGumL9fGrFpaWnzhvezZxQJEA3g9z1yqN5x+9JRHmztyuz/ZRwI58/bU3RmvTCkeHhRkpGuv1k15PqtEYqHWk1AkSrsNOqeg4Q3LeN2NIL0T50WAF2HNY0hw2aIo1E9ryKSkRxg2NJopPV2hRi9vQmtrxxGOv4dhltHUY6GGI6tsTnTruiZLtkYPA/25+jK9bPZ0/73ZLbmKhMjAsUsrRH+K503RSi/kinNaVotMSAZ/Z6i98DSnHL0gtYv2sz/Yk4p0ydw9kzFjKzsZXeeJQPnXgWbcEGTpk6h+ZAhE+tuJTeRJQHdr/Km71ddISbiJjBosTk/7ntKa5beBoP7H6Vo4lBGhqCqID33l/bvLFoerDcrRW1oDBlTfp8aQqGaAqEWb9rc9558NAem+sXns7aFRfTn4iz4+hBFAYOGgeX/83ZvjcRLZ/CplmTNJxMhzV9/O9te5rrFp7GN7c+mt0eA3dApy4msxeUpYKg/XLXJt6/8HS0S9FIqgRNy9ebWj8cMYePHgze9ODCNcfVILLtcbQySc60fDneQEKztxeWzAow4M5h2p5naT78Bj0zTvbl+AAnL+rgNwd2Yb91hOUnTPPtuJORE3JZ/0Z2xkfQNHlop503mvXQHpv3Lzoj81zYDPDQTruobVm74mLcAa8NUY2ytEf4TfPQnlJ18/SJLpgQx5x0Wik9WvKnS1dz5vTjMyM86ZHR7d37uWLeMu7a+lje888d2MkV85blbf+hxWfx0B6bi+ZYONoteQe2LdSQGa3NHalpDUXytpe7taIWFJ5L188/zVvDurX0yOeClg4ummNlpvym17zmrgnL3f6B3a/yocVn5Z0vH1tyHj/c8TwvH95TdiS2JTWilblLrUtPtS8cGU6Xr9waNQmalq8nGQOgQVU2PTisqnCkNRkntOMZknOX4piBMae6AXjzsFfbZjTDoDsDVwVoOvS6r53WKa0Rpk9pYMsbR7COnyKjrUMwDCNv9Oofz7y65GgWwI/feGHIWRu5AXFkaY/wm4FRdhaA1ClRbySsHd5oyTOpkOKfO/1K/mzZhZhKZTqmkB0ZXTVzYcnnT+08vuj57217mvfOX8lDe2wcrTN5ttLSI7Dpu2hrV1zMdQtP45e7NnHFvGVF20qwGOGX3GjYfka41GGdlwJiydRZmQ4rZM+Ly4/zLtYvP+7kvDXgZ89YOOT2b/Z2sbnrHdauuJh/OGMNa1dczHMH3soEQkmPxObqCDfRHmrInF8P7bHRhi752dNB0NIKy5ceSdVhXXL79PvV67nam4xiYhCuMNpuSAWIuUl0FV18hXc8g4oPkpi7zJcOK8COI5qOJkWDckGZDLTOpunQdl+OnWvBnFYSSZfXdkre1qFodN55TcHjdLujc25KFbZFkDrXc6IJO45Lc8JLiff509awdunFNCfqc6mA8EdhXc2tm0LUGxlpBZRSnFEwqvpnyy4sOYLi6NIjK6ZhlHw+7ia5eM5J/Hr3q/zR4lVFa1oNdMm7aNPCzZlpRnK3VvhpPNdhFo48ljsvpoQbAZgSbsx7vdya8PRI6SlT53Dm9OPzIil+aPFZbO89WHYk9qYl57PxnW38+p3XMo9/+MbzmWjF6c8OxSMlLcFIyfKkR1JlZCVfd3KQ5mCk4k8eSq3Vj7lJIqqyKcXjykkS2fwbnGnzcBo7QI+9s9E9qOkagJXHBXBTkZL72+fRvPMxQgOHiDf6N5W3tSmUGm09zAlz22iMVMF3WoXcgt/xcr/rTsF65q5YP9Mi3k2qdFsSdALEcqK4Oo6bWRpQuPxAiJEqrKtQPMIvRL2QTivgGi7/r2CU9GC0t+TaFNMovWbFNFTJ55uDYaLJBGfPXIjraj68eBVTwo0ciQ3gak3QDPC9LcV30dauuCQT3EEZCgUklFv30UnF2I3nOszCdE3lzouWYJjPn7EGVXA+9SfiJbdvDzXwudOvJKhUpsOaLnvumtU3e7t4aI/trTPTGmUYBJ0AF85czAUzT0QpI9Nhzfvsyy+mK9oPYU1rMpI999TQa9Qcx6WZcHb7Oj8/D8X7mBpqrPiCKmR4P0GDTqIqOq0R+1HMgW4GT/1dtA8dVoDthzUGML0ZcLzn+trnM4PHaNm/la4F5/vyPmknzmvnyVf28fzWg5x/6mxfjz1ZqKJ2qvR5XjjNvyPcRGMgxOdOvxJXa57Yt4MLZy4+pmUX9aXwNxKyI/z1ugxF1C+ZHkzpu6zrd23mpiXnZab+pdfObT28l48VPP9Hi1eRcJN8aPFZec9/aPFZoOF7rz/N7a9s4HuvP03EDKK04vZNG/jK5ofoiUdL30VzXdwBjRlT9Dsx/nnzb/jMC+u4fcsG+oIxSVguRm0812GmRx7T50G8zHlhaAP6vPU6ua8/uf+NovPrpiXn86M3nuezz/+SpFt6bXjumtUr5i3HjCnoA7dXExtIeIFSBsBxdabDmrv/kfggf/PsL7h9ywZ6VNQbKR0AYzD/8+SPpKa+T8fNHN8d0HXbYdVapzqtTcNvnJKOGt3vxMarWBUz+rtpePl+krMsEk1TfTmmqzU7DsPsdhNTJzPPJyOtRBs7aNn3qi/vk6sxEmDBnBZ27u1l76H+4XeoQ2ZccVPOeW1glGh3zsub/p9uu7SGzz7/Sz73wnp+/c5r0nEQ4yqAWXQtetOS8wgga9ZF/ZGRVopHhwB64lEGkwmuW3gaLcEI7eEG1r+1iScOvMk50xfwp8tWEzAUpqFSkU7dstEH/2rZJTjazYzCaKUz73c0Plj6Lpr27qJJdFLht1L13a8Il0Ujj8ooHflwvhf5UJeIjPjcgbe8kVLHG7kMuCbvX3g61y08rexd5ynhBm/kFgMzrkjEnRF99nTU28LzS0ZSK9eV6CfuOkwNNla8Tzqf66F4Hy90v82K1jnMb5yAPKOuQ/Nj/wXaJXbyBb6tZd3bCwMJWDHFRLv5Aaf6psyn450XMOMDOKHKv7NKHD+rhb2HBnhy0z6uOG8+YQnKlCcRd2gLRVi73DuvNZrnDryVyQedHkVdOe24orbrvfNXZo4jkYHFeEvisL37IH+5PPsb9PKh3azsPG6iiybEMVfXw3XpYDSK/Luu6dHTn7/1Mj9+4wVCyiThONhHDwBgHz1AwnEwBxVOr0ui1wHXi/D24zde4PZXNvDjN17gojkWhgtOv5s3CpM7GvVAaq1ruZEciU4q/FY4Glpq9HAsckcejUGDK+ctzzsvrpy3PPNehi4+b5Z1zPZGYlPnTDyaxO3T0AdmrPhcvWnJ+dmR1T5dtsNa7rN/aPFZPLA7O+JVeH7JSGpl3ho4DEDHCEZa053WjYe280z3W6zbv2lcyjachhd/SfDADmKnX4nj4zTl7V2akAlTwsXtdf+U+Rha03LwNd/eL81UiqULpzIQTfLkK/vQsv6tiOtocL1lywHMTLaAzz7/S76+ZSPvmj6fpkA4r226Yt5ynti3A/C/3RSilBABTmjv5F83beAzz63jXzdt4IT2TkIy5iTqUN3W+sJgNJfOPimzDs40FIY2+OMTz8mMrABDj7boMrm05hfn0iocvQkYirXLLsHNGY1NH3s8R8VEfTrWo4dBZfKBE84gbAaIOUmCKjvqo93KzxsoHiEZbmS1UKmR4B++8XwmhQXI+TVar/bupS0QoUWFcSrsJEVUANNQHIr3AbA/1nvMU+BEtmyg4dWHiZ94FvEpx4Hrz3kQS2re6oYFnQG0kyx6Pdo0nUS4hbY9L9E95zRf3jNXe0uYxfPasd/q5tlXD3DmydMxDOlgQfHv/9+dfkXJ0awzOufltTWBpJldHy+zLsQxEMehLxZl7YqLcbTGNAz29R2lObUkRoh6Ured1sJpt79+5zVe6HqbtUsvxhlIdRhNhQ5rkuFsACQcXTIioBHzRpQqjSKaG2EwSfZHr/DYEp1UjIdjFeFShzVfS0XlTusIN2Wm3470vAGv40o8W3bD1KhGAwddUaCy3M9umN777+7vlvNrDA7EetnWf4CzOxZU3GEFL19mWyDC4cQAM8It7I/1cijRx1z8WVM6nMiWh2h8YR2J408htuBdvnVYAbZ1gaNhXpsiE4Epl2FwdNpiOva8QCDaQzLS6tt7p82d0Uw07mC/1U3ScTlr6QyJh0Dx7/+Db7/K6tmLM/mi0+2AjoEb9+qziyZO9uaDRAYWx0JAGzSHI3kR829ach4BbaR/BoWoG3XbaR1u2u1I04KM1+iVrKkTtWy482ys9Xus6Xty3x/Tuykl59fIPXxoG0HDxGqeASP86qzmGbzUs5t3TTmedfs2sz/WOz6FLBB+dSONL9xHYt4KoksuQDuVjdZXwtWa1w5qprcoIqaDW+bQPdMspu15nva9L3PI5yjC4N0UOHFuGwFTsWP3UQ51Rzl7+Uw6pzT4/l61pLBd2jvYA1A0I8RNSKdUTKxk6iZgbt0ERnRzUIjJom47rcNNux1NAKTxGr2SvG+iVlUyvX0s9duPQGXp9+/sbObgwd4Rvb+Aw/EBNvW+wzkdCzDckU8/XdI8kyXNM72lGRjHpNMa3voITc//nMTc5URP9rfDCrDzCPTFYfmcAO4Q050TDe0MNs+g7e3nOTT/PBiH6buGYbBwTiutTUFe23mE+5/cxaI5ray0ptVtHtfCduny407mrpy0d5A/I0SICWPo0nVz+cUTWCghJkbdzhMaLhiNBEASYuzGPeiTnKcTbnu/F6BuXsPYov4qw6A12MDB+Ph2WsOvPUrTc/eSmLuU6NLVaJ9H1V2teXmfpq3BYEp4+GMf7TyJcN8BGrvf8udNoiYAACAASURBVLUchaa1N7Bq2UwWzmnlzXd6+cUjb/LytkMkkvU3q6CwXWoJRqQdEVXJLZGSsSvWX3EubCEmk7odaR1uWqIEQBJi7MZ7+q2cpxNve/9B2gIRmozgmL/x9kADh2Ljl1vUW8N6H4njTia69CLfO6wAbxyG7iicvSCE6wy/6qxn2mI6336ajjceZeD0+b6XJ1cgoFh0XBuzpzWxY89RXtnexetvd3Oq1cnCOa11E6ipVEA2aUdENVK6TN3UUjdF/anbkVYYOpXFeI8QCVEv0udZR6TJ95Qxcp5OLEe7vDFwiOObpvpy+dQWbKA7MUCi3CLQ0dKahhd/mVrDupzosovHpcMaS2qe3aOZ1qSYEi6OGFyyaGaQIzOW0rx/K+Gefb6XqZSGSIBlizp419LpRMIBnnhlH7994R1iCZ+/9ypWmJpL2hFRjeQ3Toisuh1pHY4EQBKi+sl5OrHeiR4l6iaZHWnz5XjtwQY0sH+wh7BfP09OksZnfkJk+1PETziT2KJV49Jh1VrzzG5NLAnnLArhOrGK9z0y6xSm7NvMDPt+dp35Yd/LVk5bc5jTT+rk7f19bNvVTddjOzlv5Wym11mgJmlHRLWSYIFCZNX1SOtwhhqJFUJUBzlPJ872/oMYwPSQP+la2gJeZ2nfQI8vxzMGuml98Gteh/XkC7wOq49pbXJt64Lth2HpnCBhPbJkFG4gQtec02g+uI3WfZvHpXzlGIbBvJktnHnydLSGB5/axeYdXeg6WzMn7YioVuM5W0mIWiKdViGEEKOyvf8gMyOthAzTl+O1BSIA7OnvHtuBtCb05gu0/fKfMbv3MrjqOqLHrRi3DusbhzVP7tLMbjOZ16pH1eE7MnMF0aZOZm7+BYHBMX7+UWhrDvOupTOY2dHIi/YhHnpuN4OxyqY4CyGEEONNOq1CCCFGrD8Z4+3BIyxo7PAtkmVAmbQFGnij99Coj6GO7qN547dpfux76OapDPzOh0i0TAftf4fVcTXP73F5ZKeXk/WUWQo3Ocp1ocpk7wkXYzgJjn/2bsxjlK82VzCgWLpwKicvnMK+rkHWP7aTN/YcrbtRVyGEENVH1rQKIYQYsS29e3HRzGuY4utx50Ta2Hb0APHpSUKqwp8orQkc2kl42+OE3nweAiFiKy4lPuukcRldjSU1bxyBLfs1vXFY1Blg8TQDnRzbyGS8YSrvLH43c+xfsfDxO9m79Gr6plvjkr+1HMMwmNPZTFtTiK07j/D4y/t49c0jWMe3M39WK8GA3OsWQghx7EmnVQghxIjsGjjMxq7XmRlupdmM+Joz8PiGqbzat4/fHt7OJdNOyntN9RxEDXRjJOMYiRiqrwvz6D6C+7ajBo+iA2ESJ55DfP4KXK1glB3W3phmIAGO9g4Rd6A/AckDMfYcdukaBFfD1EbFeXODtAaSox9hLTDQdhy7lr6X2ds3MO/57xFr7qRv2gnEWmaRDDXjBBuItUzHDY5vsKTmxhBnLJnO/sMDvLW3j6c27eeZzfuZ1t7A1LYwzQ1BGiNBAgFFwDQIKEV7axhTSVRTIYQQ/qvVTqsJoEbw4ziSbWuRfL4xmQ/sBsZzAdeI6+xoVXNdqOayQU2Vbz4TWGd/+M7zJLXLpbNOIqj8Wc+adnxgKsuSs3m0awcXTDuRcGq01RjsofUX/4hRkFzHbWzD7ZxLYsYFONMXog0DQ2tGW6qBuOYnW0oHUgqaSaY2BThptsmcqUEaAzoViTg0yncrTTfMZc/UP6T5wGs077eZsus5lJvIvD44bSF7zvlY3j5KGYTGYRR03owW5s5o5mhfgkPdgxzqjrJjdw+JZPENgaULp3LGydPLHWo+VdDOVvs5Xo6U+9iplna2lFr8Pv1Sz58dKvr88xn/+jqhjBpdq3Ie8OhEF0JMKguAneN4fKmzwm8TWmcd10WPY3J7AwNTFXfCtOtC5ndr/N7fzbyFLn6nCfvdTF20KAPDqKJpuob39zIMb3rxEKSdFbVG6qyoJeNdXydUrXZaw8CZwF6gfrKhi/E03nenpM4Kv0mdFbVG6qyoNVJnRS2RkVYhhBBCCCGEEGIiVNH8IiGEEEIIIYQQIp90WoUQQgghhBBCVC3ptAohhBBCCCGEqFrSaRVCCCGEEEIIUbWk0yqEEEIIIYQQompJp1UIIYQQQgghRNWSTqsQQgghhBBCiKolnVYhhBBCCCGEEFVLOq1CCCGEEEIIIaqWdFqFEEIIIYQQQlQt6bQKIYQQQgghhKha0mkVQgghhBBCCFG1pNMqhBBCCCGEEKJqSadVCCGEEEIIIUTVkk6rEEIIIYQQQoiqJZ1WIYQQQgghhBBVSzqtQgghhBBCCCGqlnRahRBCCCGEEEJUrVrttAaA+an/C1ELpM6KWiN1VtQaqbOi1kidFaJCtXqSHAe82dXVh+vqYTeeMqWRI0cGxr9UE0Q+39h0drYY43bwrBHV2dGq5rpQzWWD2irfZKqzpVTr36JaywXVX7ZAwJzwOlvN39FQpNzHTjW3s7X4ffqlnj87VPb5j1F9nVC1OtI6IoGAOdFFGFfy+URaNX9X1Vw2kPJVk2r9rNVaLpCyVaJayjFSUu5jp5rLXM1lG2/1/NlBPn9aXXRahRBCCCGEEELUJum0CiGEEEIIIYSoWtJpFUIIIYQQQghRtaTTKoQQQgghhBCiakmnVQghhBB1L+E69CajE10MIYQQJYxryhvLsj4LXJ96uN627b8u8fpHgCOpp/7Dtu07xrNM9cQ0FSpgogEDcJMOjuOOeVs/9hOinFDIBNNEuxpDGeA4xONO2e2lDop6UK6ep5/v648RagihU2kz5DwYue/tfpo3B7r4B+tKDGPSZ48QQlS5SCSANhTdPVHCDSEM7RKNJie6WBNm3DqtlmVdAlwGnApo4H7Lsq6xbfvenM3OAG6wbfvJ8SpHvTJNRcKFdQ9uo6c/TmtTiDWrFxE0VdGFzEi29WM/IcoJhUyiSc26X9vZOnXhIiIhs2THVeqgqAfl6nkkZBJNaJ569m1OPXkGDz6+U86DMXhzoAuAqJukwQxOcGmEEPUsEgkwEHdZ9/DreddDjZFA3XZcx3N68F5grW3bcdu2E8BWYF7BNmcAf2NZ1iuWZX3dsqzIOJanrqiAybqNO+jpjwPQ0x9n3cYdqBK5nkayrR/7CVGWabLu4YI69fAOMEvXKamDoh6Uq+eY3vNLT5yW6bDmvi7nweh0JwcmughCiDqnDVXyekgb9buyc9xGWm3b3pL+t2VZJ+JNEz4357lm4EXgU8B24G7gM8CnK32Pjo7misvT2dlS8ba1qPDz9fTFMhU981x/HKWMMW3rx36jMVn+fiOps6NVzd/VcGXr7omWrFNa65L7+l0Hq/m7g4kp37Gos6VU699iIspVrp5rrenpjxMJBY5ZW1wLhqqzQ34fr3n/CzcH6Wyvru+tVv+OtVjuam5na/H79Eu9ffZy10OuW/p6qB6M65pWAMuylgLrgU/Ztv16+nnbtvuA383Z7nbgO4yg09rV1YebWr8zlM7OFg4e7B1JsWtKqc8XDAdpbQrlVfjWphCu+//Ze/s4S6r6zv99Tt2n7p7uBnpaHgQcaJiSR8GAaNAwAzqgoUF0IGTN7v5kk9UX4CauJmFjNrvZ7C9u3CTERF3dRPPwyy+/jQEHGDWCwmCAiIKKgREPzAjyIA8zDdM9/XCfqs7vj7p1+z5U3Yfuvn3v7ft9v1796ltVp6q+VfU5555zzzmfsqtKuxb7tUunn996Zv5WNbtSelnrrcSWGkpFakopFbnvWmqwl+8dVMe3kTQbRa8+i27FFadzpRRjIymy+eK6lMUrZb0rWHGabfX5vfzqHEcVhjsR2oro1fzQjH6Mu5fL2X68n2vFIF57OqY+pHV0fWgQGrId7WN2XfdC4G7gJmPMX9dsO9F13esqVimg0Ml4Bgm/6DG9bYqxkRRAeY6TX6yfF9hO2rXYTxBi8Tymt9doavsUeNGaEg0Kg0CczvGC9XufPMiOC7dIPlgF1i43GLJ2MOeLCYLQOyjrR9aHlB1cn4JOGjGdANwG/IIx5p6IJEvAJ1zX3QM8DdwA7IpIN/CsxB3V83wyKYerL3OburC2k7Z2v6Sj2bljqzi3DjDt6rNR+nzeq9Oitj6eVSTSui69aFDoZ1rJO6GbdgLLNZe55d4YvxiU0UlHc9H5J5BwVDnfEHMsIZ6CXf6+y3nSaBUEobtks0XGNiXL5b7WiqRjmZ8f3P69Tg4P/iiQAf7Ydd1w3WeBK4DfMcY87LruB4DdQAq4H/ijDsbTl6zG2TdbqHFhbeAe3GraWjzPl4rRANOuPltJH/xY4pXTZ33KJjRR6UWDQj/SSl6IddNOqDr9HzGAw+fWkoJf0Wj1B7dSKAhCb5DJJJhb9MpmTOIe3MHhwcaYXzXGjBpjzqn4+6wx5l3GmIdLaW41xpxpjNlqjLnOGJNvdtxBYz2cfcWBVVgp7Wqn0+kFoV9oSdttumkLKydX0WgtDvDwO0EQegNxD65ncK+8T7AQ7Rq5hvut9ByC0K52Op1eEPqFVrRtfRudZp2NsQaBQsU81oIvjVZBELqLH1P+r7cxYi8hjdYeR0F5EnbI2EgKtYb7rfQcgtCudjqdXhD6hVa0rbSKTqMlB6w1+YqeVs+KgZUgCN1Fx5T/eoDL/46/8kZYHaFrZO2cvjhXyNDYA2Dnjq1886Fn2f/cLGMjKa7YPoXSwesTKk06/KLHVZecwuxCnlTCwWIZ35TC9yGdSaK0wvNaN2hqhdBcpB3jJ6F7xBnGtKLP8FkfmsuitWLnjlN5ZS5HKuGQL3pMjKVRWpFMJ9Faoaxfnq9Rq8180WN8JCWuqELfU6ntkUySZFKjlcJxFHooeF2Nspar3n4Ku76xr2pOk6MsqZSDVXo5T/o+yXRyRYZkKzH722jk/YqeVhkeLAhCl1HW59p3bsW3qmzEpJXFDvBIEGm09jjtuKNGGXtcsX2K7RecgO9T1YCtNfwo+pZ7HnymvN+lF27h/u89z8JSoerz9PYpMilnVQ3MWHORVR5X6AzNDGMa6TPuWT9qDrD/uVmmjh/nzeccx+49T8YaDdRqc3r7FMnB/aFR2EAUfcuj5gDnnn40u+/dz8hQkre+8bXc+cDTVWX4te90KXoWz7c8/NiLZHPFUr55oipfPPjIT2PL+DhWava30cjLnFZBEHqIZFIxu1BvxDQ+4pDNdju67iDDg/sAz/Mp5AoUcwUKuUJsRSLK2OOOPfuxKG656wn2PzdbXl9p+KET9WYfdz7wNOefdUzd5zUxARFzkb6imWFMQ33GPOszTt0MwBmnbm5oNBClzd17xIhJ6H9CbZ9x6mbuKjVSzz/rmHKDFZbLcM/CLXc9wV/fvpe9+2di802Yr9oxLBOzs4B8xZDgoi8/ngqC0F3yRRVZzueLg/urvTRaNxCxxh5xZh5N9sukEpGfV2sCIuYi/cVqzJDinnWop0wq0dBoQIyYhI1KqO3KPBCXH2rzUVy6MF+V92sjjrpztnU1/Y9X6l11lC5/FgRB6BZixFSPNFo3ELHGHnFmHk32y+aLkZ9XawIi5iL9xWrMkOKedainbL7Y0GhAjJiEjUqo7co8EJcfavNRXLowX5X3ayOOunO2dTX9T9hQTSmHghgxCYLQZcSIqR5ptG4gQlOcUOTh3CS8wPDj3ZecwjWXurz7klN4z9tPKZsyKevX7XfphVt46NEX6z5Pbw+Otyo8j+ntNXGuxXGFjhCnq9AMyXE0yXSSRDpJMp3EcSqKlZhnvffJgwDsffJg5HZl/ZbO3QoN4xOELhFqe++TB9lx4RbGRlI89OiLXFr6DMv5QSvLe3ds5d2XnMKxm0di802Yr1rJJ2G+UBquqD1Wm3lsIxA2WpPakTmtgiB0nVTCRpbzqcTg9rQqa/vy4rcAT83MzLfUTT45OcqBA4c7HlS3qLy+KBdIgIKlajL3ZW87ifsefi4wV9o2RSapyk6UWoFS4PngKNbcPdhxNNrReBaUUlhrcRT4nh85X7fTz29ycnQ9frbaQhuaXSmduldx7qJlE5ca9+Ckpry99lknHYUFfBscK+mAV+GOV+ke3OjcrcbdKL5Ker2cqIxvI2k2il59FmsdV6htpUGh8K3F0Qprg6FhSkGx6LPr7mr34ELRY++TM5y65UiOHMugFYyOpJibz7eUT2rzxdTx41x0/gnl7WvtHjw5OUoprE6zhQaabfT87p/Zz9cO/JDNqRGGnBQfeN1bOxtpG/RqfmhGP8bdy+VsP97PtWIQrz2TSeA4iqK/XD9KaIvn2ao6Usg66bWriHvwBsOLaPgl08myMyQEY+K/dt9TbHvTCdyxZz+7793Pzh1bKeQKdcerzxarRyccbqmIB4JfkHbu2DpQbpX9RJSuoGTiUqOtUE+e5zd81sWS3upV19q5W6FZfILQTaK0XZkfkulkucEKy0Yc2950Anv3z7B3/0w5P2mtI8vwKGrzxf7nZjnw6lLs98Ag4FHqaVWOzGkVBKHrWKX5u6+auvrTNZe5XYyqu8g4uQGgFaOl9exHEeOPjUOzZ9ntZ93t8wvCamhWdofL7epZ8kU95TmtOkFR5rQKgtBlxIipHmm0DgCtGC2t55gCMf7YODR7lt1+1t0+vyCshmZld7jcrp4lX9RTtD4aRUJpmdMqCELXESOmeqTROgBEmdlUmSuts+nGWpjrCL1Bs2fZ7Wfd7fMLwmqI1G+bhkstH3fA84VnfRyl0UpR9KXRKghCd1HWb2hUOYjInNYBwPN8MimHqy9zsaXJ3FpZLnvbSVVmTcl0st6ISROYgthqY6eVGONUGuoMabj60q1Vx5U5hv1HrbZqzbo8z2fTcJJrLnOrjATyRVAJJ/LZr8Z4KSq+pKPZuWPrmhxPEDpNqH8ITPDS2lblH60s2y44ke0XWCwKsFgfWjVVDI+f0ZTzLUi+8Pyg0SrvaRUEoRfIZouMj1bXn1IJy+HDg+k7ANJoHQgcR5MtWHZ/3dQ5qBYrHWBLxhxhT+wP989w+tQEdz7wdJVzZUKrsrlO+ViObljhiTpHZQxCfxKrrZIeMpkE81mv7Fw9dfw4bz7nuCon68r0sTppoq9GrMbISRDWkyj9X75tim//4Kfsf26WsZEUOy7cwvd/+BJvPuc4Hnxkef2VF5+Cs4pyeNDzSBGfRKnRKsODBUHoNps2JZld8KrrS9unGNuUZH5+MBuuMjx4ANAJp/xqA1h2UA1/zY/afucDT3PemceUG6zl/fbsZ3YhH3uslcYg9CfNnqtVulzgApxx6uaq5Va0KDoRBoUo/X/53v2ccerm8vJdDzxdzkeV62+/Z5+Uw6sg6GlVaBRF66MGd9qYIAg9QMFT9fWlPfspeINbOEmjdQBYqcOrUipyfaqmgtOK66S4VW5Mmj3XWve7TCrR027DgtBNWnULDvNRuy7Ckr/i8bCl4cEKz/otD7cWBEHoBOIeXI80WgeAlTq8Wmsj1+drzDpacZ0Ut8qNSbPnWut+l80Xe9ptWBC6SatuwWE+atdFWPJXPEXfw9EaXaoW+dKUFwShi4h7cD0tzWl1XTcNvA7wgGeMMS0NpnZd978A15QWv2KM+Y2a7ecAfwGMAf8EfNAYU2RAqTSgqTRDWq15TOgUGQ4Lmzp+nIvOPwGA1FAKbf2q7eGc1ocfe5FLL9wSOad1bCRVNSeqmetkoxiS6WT5+qJMeIT1p1UzJL/occX2Ke6omHNxxfZlPSjrc9XbT2F2Puiht1iuevsp7PrGvipNaQ2JdBKtYXr7VN2c19XoYC2NnQRhNdSaLCkCMyWtLL5VWN+yc8dWvvnQs+W5quGcVqBqTuv09ikefGR5/ZUXnxKZT6r0r+CqS05h1937GBlKcsEbjuXIsQxK0XQ+7EbHsxaHoKcVglfgpJT8ri8IQndIOraq/pQveoxvSpF0LLluB9clGjZaXdc9G/ivwDuBLFAE0q7rfhn4fWPMYw32fTuwAziXYFTS11zXvcoYs6si2d8Cv2yMedB13c8DvwL8r1VcT98SZ4Z0//eeZ2GpsCozmkoHVa0hm/OqjZS2TzGcXnZYDRvMbzr7WJwIl1+sbduNtTIGpSFXG8O2KTIpJzD1qVkvw7TWl3bMkBxHYS1c/OYTy4Wq4yicwESYQsHHs3DPg89UNWqvuWwrnh9orVj0+eLXls911SWnrJmzdCeMnQRhJURpcceFW3jq2UO4J0/w5Xurf/jZfsEJ5QbttgtO5KLzS+7cWC46/wSU9bno/BP4ufNPQAHjo2kOHpxves7p7VNc+86tLGS9WEO0QaRoPRyt0KWGqmdLvxgLgiB0iaJnq+pP09unuh1SV4n9GdF13d8G/hD4e+A4Y8yRxphJ4HjgS8AnSz2pcbwAfMQYky/1zD4OnFhx/NcBQ8aYB0ur/gq4ejUX08/EmSGdf9Yxa2KW4Xk+hVwBiyr3ioXn2b1nP77SFHIFirkC+WyB3FLwObcULBdzBQq5QtmJNUwbrmsrBp/6GO7dD060SchidjBd0rpFW2YtjsOub+zjtrv38cU7DbfdvY9d39gHzrKxUu2zvmPPfnwfirkC1sKuu/dVbd919z6spW19rfpaBKGDRGnxrgee5sytk+UGa7g+zCP5pTzZxQL5pTyFXPA/vxTki3zeqyqHVYRzUKT+9+zHsxEGHwOeL+p6Wgd43pggCN1HjJjqadTT+qgx5r/XrjTGzAG3ALe4rvvuuJ2NMXvDz67rnkowTPjCiiTHETRsQ14gaBC3zMTEppbTTk6OtnPodWduPtfQgGNuIY/WKvY6Wr2+Q3PZaCMOa9ftHsVdq42ZdO556xdbp2lHsytltfcq7vlE6a+Znpodq51zdfpaoPfLiW7Etx6ajaJXn8VK44rTYpzh3UryQG362LLWRpe1a5Xvuk0jzcZdn3oe0irBpuEMvArjRw4xkRnpVIht06/PpR/j7uVyth/v51oxaNceV7/y/Y1TJ26X2EarMeb2ZjsbY25rlsZ13TOArwC/box5smKThiqnAwW01aUyMzPfkovW5OQoBw4cbufQ604ynSzPEw2pNNoYG0nh+zbyOtq5vtRQKvI8Sql1u0dx16oq5spWrneczsa2npm/Vc2ulLXQetzzidJfMz01O1Y75+r0tfR6OVEZ30bSbBS9+ixWE1ecFkPDu9XmgajYYstaFV3WrlW+i4ptPYnTbKPnl8sXcRIpckvByJ4DM4fxU70xVLpX80Mz+jHuXi5n+/F+rhWDeO3pmPqV1tF14kFoyDZ1GXBdd5vrul9zXfc7lX+tHNx13QuBu4GbjDF/XbP5OeDYiuVjgJ+2GvhGIzQqCp3CwjmtDz364pqY0ZTxvODlxBXnmd4+FUxAXCeirnV6WxBD1PrhTHLdYhPin0+k/proqdmx2jpXp69FEDpIlBZ3XLiFx544wOUd0mi7Ze0g54uiLb2nNZzT2t5v6IIgCGtK0rGR9aukM7hTF1pxD/4L4E+B/e0c2HXdE4DbgF8wxtxTu90Y8xPXdbOu615ojHkA+NfAP7Zzjo1EpVFRpRnSZW87iYQD1ip83+KkEuB55PPNKxdxbsTDGbjmMhffLxl7tHi8dmjk2Fp7reH2fN6LXB81V0voHJ7nk0k5XH2Zi43RSCaTwCqN71uGM4pr3+lS9CxaK5T1yWaL5WMtm4AFGm5FC2tlBtPp4wtCq9Qa4oHCt5ZzTz8arWxQJluLUoGrcLHNMtlaSzKdrNN5O2XtIOcLz/potTyn1bODey8EQeg+8/MFxkeT5fq61opUwnL48OD6vLTSaH3JGPOnKzj2R4EM8Meu64brPgtcAfyOMeZh4H3An7uuOwZ8j6BxPLCEJkeVpFIOi1lb7fK4PXDabdTQbMmNWNORSkorjq1R19povbB+OI4OXJy/biKfXyaTYDHvs3vPky05XYfPNG54T6efuWhK6BVCHeZ8ql4xFr7G5o2nH70ix3jH0Rx8dYnb79kXmWelrG2OF/a0Io1WQRC6z8hIktkFr67+PzqSZGFhMBuurbyEbLfrute7rjvluu6J4V+znYwxv2qMGTXGnFPx91ljzLtKDVaMMT8wxrzJGPN6Y8y/MsYM6quH4nGcSPew0J01jk67Ebd77kF3puwnmj0/q3SdJtdLW4LQ78S5CJ9x6uYV5yOdcMoN1vCYkg/bwyPsaQ2qRUVptAqC0EWKfrR7cNEf3NGHrfS0TgC/DyxUrLPAWEciEqqIc9S1TSbs21K62v0q3Yg7NSo+7tyDOwq/v2j2/PwYTa6HtgSh32lUNq80H0mZu3qCV94otAwPFgShB4ira623MWIv0UqjdRo41hjzUqeDEeqJc9QNXjLfYL9SukZuxJ36rSbu3IP721B/0ez56RhNroe2BKHfaVQ2rzQfSZm7epbntAY9rQV/cE2pBEHoPnF1Ld2k/r+RaaXR+jJwoNOBCDGU3FnDIQJTx49z0fkngO8zNJTAKsXcfI7UUAqwYAPDJQtcsX2KOyrHwm+bAuDqS7cyvimF7wevRAgdI+OMkxoRZfYUd+5BdqbsJ/xitebCeRTh81PWr9sezmkdG0lxxfYpHEdBOonSipRjKXiKQ3NZ0kMpEtqSL1LWmqN8FCro6VAKz/fJ56WXQ9g4ZDIOVjn4viXhqHL5ODKU5II3HMsRo2kWlgpcftHJ7PnOs4yNpNj5jlPRWpFMJwODM2XxvCD/WaXL+UdZH6UjytztU2gNiXRSjJZaIGi0ypxWQeglEo5iROexczOMJxULfoqiNxg9jQltuertpzA7nyeVcMgXPcY3BXWoQZ1L2Uqj9VHgftd1d8PyfTLG/HHHohLK5PNe2clVYcnmPG6JMVeqNfMYziR4zztOpVD0SSY09z38HPufm603ztk+RUKrquO2YgLSyOxpOJNg546t5bRSYeovElpx8ZtPLBeUCa3ABl8UhYJP0gm2DLCUMQAAIABJREFUZ9IJhtIJFpbyvO1njidf9HAcxT0PPsP+52Z511tfx5FHDNc1gH+0f4bvPv5yefnBR54va/PKbSeRSmlpuAobgkzGYTFv2b1n2djs5y86mcu3nYxWqqqhecX2Kd510Uk4ChayHru/vmx2dvm2KX760hyvPWaM3XueKP+I+eZzjmP3159gZCjJxW8+kSPHMjgKCkWfL36tvTJ9kAmMmCrmtMorbwShqyQcxVjhFdj9Kfy5GZyxCcamb2QuedRANFy1Bs+z3PPgM1XfEboVN6INSiuXPgwYYCtwVsWfsE7k8x75pTza2nIFB+oNcGrNPPY/N8uXvv4kCUfzpa8/yf7nZiP3271nP7ML+bZNPBqZPe1/bpZb7noCgEKuIBWlPkInHHbdvY/b7t7HF+803Hb3Pnbdva+sB51w+NI3gu2LSwVuvesJvvi1J5bTfmMfZ5y6GYDjjh6LNBI4c+tk1XKYfm4hz+33PoUzyKWysKGwqt5M7yvf/DHJhFNXnt+xZz/WB8/WG3B8+d79TJ14VNX6M07dXF5+4eACt929j1vvegKrFLvuFmOmVvGtDUYLQcWc1o1fKRaEXmZE52H3p2BuJlgxNwO7PxWsHwDyRRX5HZEvDu7w4KY1Q2PM+4G/LP3/CHB76bOwzni2uQFOlJmHUqrpfqmaykwrJh7dNHsSOkczU5fK7aHeatOGGogzEqh8925l+nB5gH0GhA1GozwQl89iDfhqvgPi8l/s/mtwPRuRcChwlXuwzGkVhK6irbfcYA2ZmwnWDwBixFRP00ar67r/Hfjd0uIwcJPrur/d0aiESBwVTMqupNa4I8rMw1rbdL98zXzTVkw8QvOPRscd3N+D+pe456oitod6q00baiA0Eqjdbit6MSrTh8sD7DMgbDAa5YG4fKZi9lE13wFx+S92/zW4no1I2GiV97QKQu/gKwfGJqpXjk0E6weAuO+OQTZiamUM3ruBHQDGmOeAi4BrOxmUEI3n+1y57aSyiMM5pA89+mL5BfV7nzxYte7SC7fw8GMvcumFW2L3m94+xfhIqmp7K8ZJftFjettU/HHFfKkviXqulc+ycvtDj9Zra3r7FHufPAjAT1+aY3r7VN32x544EJk+nNPq+VJhFDYGynp1eWDHhVt47IkD9XkjzGde/T6Xb5ti/zOvVK3f++TByGPgNc7DQjXlnlYq3IMHpDdHEHqVBT8F0zcuN1zHJmD6xmD9AJBK2Mj6UyoxuD2tyjaZt+G6rjHGuBXLCviBMebsTgfXgC3AUzMz8y11k09OjnLgwOGOBFLpnrseDo2plMbRGt8Gk7StUlirSsO+lt2DPR8cFfxi73kWx1FY3+LZZZdfz1+O2XFYPq6iZQfXKPfgyuOuxb3o5PMrHX89frbaQhuaXSlrda9SKQccB+vb4PVKnkc+v1yJq3zujg48mnwbugFbfKXL+6YTlnxR4fs2cEN1LLlCvXtwu9pbazqts9VSGd9G0mwUvfosmsUV931Qdg+2NpgzqSxYxbDKk/UTFG3wOCvLzMo82Mw92CqN1kEeC4+x3t9NjZicHKUURqfZQgPNxj2/uUKWT+z/OpdMuhyfPoK/fu7bXDLpsn1ia13abtCr+aEZ/Rh3L5ez/Xg/V0s6pdlEFmU9rHKYJ0NugEwaR0eTVfWnVMJy+HAhMu066bWrtOIe/IDruv8v8HmCeua/Bb7d0aj6hCj33E47NAaV+epjxxVkxYrP0RIPSDiKTdlXlie8l37NasWhzfN8MVnaYDiOJluw7P66idV15XMv1uxfqbWEo0guvEKyRlvZCm010qYg9AuNvg+yWQ8IfvSpdMRkboahivLWqyhvgx+J4nr7atd7dd8DUja3znJPK+XhwUUZHiwIXSXhKEayM9jdn8KW6g8j0zfiDYh7sONoZue9suGpuMC3Njz4Q8CLwM3AHwIvAb/ayaD6hSj33H50aBx0hzahmrXUtWhLGBRazTeSJ3oPr/RDsFIaVZrXKnNaBaG7DHpZuVHaGGtJbE+r67ppY0zOGLNA4Bocm6Zj0fU4zVxW+4XGDm3JrsQkdI+11LVoSxgUWs03kid6j/D1NuHrbhwljVZB6DaDXlZulDbGWtKop/V213Xf47puXRrXdZXrulcDd3QutN6nmctqvzDoDm1CNWupa9GWMCi0mm8kT/Qey8ODg6ellZbhwYLQZQa9rNwobYy1pNGc1p3AHwA3u657N7CPoJE7BWwHvgZc0/EIe5jQRbV2vPl6OTSGE9TtoZeZSNVPUE84ihGdR1sPXzks+KnIeQALfoqx6Rvr5rQGDm2Nf9PpJbMPYW1oRdftaGv0qg+TPbyAnxpC55fIjI401FbtsbMqTcbmmp5LELqJXwwcf3fvWc43V2yfYpgcOpEva7eqvB0ZR18wDUceja8C7TfTtpS5a8/ye1qlp1UQeoUFP8XYzo+iPS9w+bQW33FaqptuBPyix1WXnMLsQp5UwiFf9BgfSQ20C3xso9UYMw/c4Lrux4ErgdcTqORh4LeNMc+vT4i9i+f5JB3Nzh1b170CkU5pRrMH8Xd/ujxBfXT6BshsJpf368w+nLEJxmLMlYqeZS55FCM7b2qrYdANIyqh8zTTdTvasihmGGP3wweYWzhUsmw/tjSwp15fdceeOofRN1+Bv/vTTc8lCN1EYZngMNeeN4yfmkDnlxhmDrvnFtj/SJV255JHsema38JZmi1rW7eg7UZlrrByahutGi2NVkHoMqmkQi8u4u/+TLlDRU9fT2p4ZGC+/4u+5Z4Hn1ku77dPkRzgrtam33TGmOeMMZ82xnzIGPMfSp8HvsEa4nk+hVyBYq5AIVdYt8baJrLlyg4AczP4uz/NJrJA+xPYi55ltpDk1WKG2UKypQJBJolvXBrpuh1t6YRT7nmCkkb2xGuk9tj6jAvrdD5IRgxC/zCi86hdNzP0pY8z8n9+h6EvfRy762b0GRcGCSq0W/Qs1vexbWpbytzOEDZQFcs9rTI8WBC6y7DNLjdYoVTP/QzDNtvdwNaJdutPg4D8PNunqJgJ6qr0QvTGE9jXBpkkPpi0o612NVJ37MxIx3UsCGtBXL4gM1K1rFdRRkuZ2xnKRkwVc1qlp1UQuowfU6b6g/H9L+V9PdJo7VNszAR1W5qgvh4T2GWS+GDSjrba1UjdsbMLA23EIPQPcfmC7ELVsr+KMlrK3M6wbMQUVIlkTqsg9AA6pkzVg/H9L+V9PY2MmNYE13XHgH8GLjfGPF2z7b8A1wGvllb9uTHm052OqReIMrIBmprbhPv52kFf9WEWKwxuhkdHWNIZxpM5HDy49rfIFjWe0jh+kbQuoIEj0h5YH+U3P3cjw51uG1EJrZNKaRyt8awNKmS+Tz4fXylr9Nxrjbvs1Llkt/9feDgMZQAsKS8b7IvPFdunuKPGnGZUZdHJPFY5LOkMSS8wWrI6CRXH9vc+gJ6+YXmIcBsmYYLQKaLyx4KfYvyKG7F3LBvaqfd8GBbm0Nf8BuRz+EcdQ0LDRLrAoh6CX/iv+EUPm1/CWZpralImZW5nCBuoTqk2qFEUfWm0CkI3WVQZhq76MGr2AKTSkM9hxydZVBlg4+dPv+hx1dtPYXa+wohpkxgxNcR13SHgPcBrYLmBb4z54xb2vQD4c2BrTJLzgGuNMd9qKdoNQpyRDYkk3HJzrOFM5X72hNOYOe9qbq8wuLly+zEc6S2ibvmf2BNO49Wf2cnt9z5Vrtxcue0kjnzymySOPwX/zi8sn+eqD0OxUBfPQmaCkexMrOFON42ohNZJpTT5gs/tFRXdK7edFKyPaLg2M1qqMu7S8Gohxe13/bjq2JkH/g61//s4U+ew+a3vXTansR7DzGL//k/wSxX74enr8X/0HfjunaixCbjqw/hX37T8o4pKk2nTJEwQOkVc/iiOTcBiAn3xL0EqjUWjCnn8Oz9fZSLi/eg7vHrKRfzzj2Y49/SjueuBpytMNuJNyqC75n8bmWUjprCnVeMNQKVYEHqZdBLUYh7/nr+tKENvID0CiwMwrdVxFNlivRFTJqHwBrTd2srw4L8DPgy8ATir9Hdmi8f/FeAG4Kcx288Dfst13X9xXfdTrutmWjxuXxNnZKNnDzQ05ajcL3f+u7l9z4+rJmjfvufH5GxyeXupwVrefu9T5M7YXm6whufRswci49lEtqnhTreMqITWcbSO1IKjo7N/K0ZLoXFXVg3V6/Dep8ieeQkQGCnZXX9SNqcZWTqI3fUndcYK+sy3Lp9r181YS9kULJf32zYJE4ROEZc/UoUsdtef4N/2SfwvfgKVPRxhlvcZcme9g9u/9RJnnLq53GCF1k02pMxde+rntAajUQRB6B5OPtpw1MkPQIsVwIk2YsIZjOHRUbQyPPgsYKsxpu0S3BjzywCu69Ztc113E/B94NcJ3gH7V8B/Bj7W6vEnJja1HMvk5GjLaTuNnZsJepkqmZsJhj/UrEtqW469cj/PSUZO0PZ0ovF2VP3E9lQ61tTJRqyvjGm96KXntxra0exKqb1Xc3NLkVrwbfR9jdNn1HOPPfZQaR5KrZFSjLESSlctd0Nj0Ps660Z866HZKHr1WSS1jS6/a01DYrQels2ZVCIy72itVnztvXrP1ptGmo26R8PFYIrM2NgQw4kU6UNJcl6hp+5nL8XSDv0Ydy+Xs/14P1eKPfRyrBHTINyHQ3PZaCMm2536US/QSqP1JSAJ5NbyxKX3wL4rXHZd94+AL9BGo3VmZh7fb97rMjk5yoEDh1cSZkcYTyqcsYnqzDg2AfmaWzw2QcFXzJZir9zP8QqMjaSqBD02ksLxiwDx27HBuSrPnc/VrwtNnSLWV8a0HnT6+a1n5m9Vsysl6l4NZRKRWtCKyPsap8+o5x577KW5YCE0UgqPVbtcOjaVpidd0Bj0XjlRS2V8G0mzUfTqs5icHKXgx5Tf2mlJ62HZnM0XI/OO79sVXXuv3jNY/4p2nGbj7tGhw4sALM7nyVPEL/rkPK9n7mcvP9tG9GPcvVzO9uP9XA2b09F1ULQzEPchNZSK/I5QSkVe/yA0ZGOHB7uu+x9d1/2PwIvAva7r/ma4rrR+Vbiue6LrutdVrFJAYbXH7QcW/FRgNhO6opXMZfzxybp1oUlS7X7ph27jym0nlZ3FwrmEaVVovH3vHvSl11Wdxx+fjIxnnkzk+sqYhN7H8/1ILcQNf4vTZ9Rzjzt25rG7AUpGSteXj1W7HM7z8x+7v+m5BKEXiMsf+WSmJa2nH/06V77laPY+eZAdF26pyjtiqtQdlt2DA+SVN4LQfbxUJrIM9VIDMZMQPI/p7VPV3xHbpxjYCa2Asjb6lx3Xdf+ywX7WGHNdg+21x3oa2FbpHuy67iTwOHA+8DTwF8A+Y8zHWzjkFuCpfuhpjXNhXa17sLYeNpkO5rBqhbVgfYvWkFGFwGWttN23oBWkVQFVyGGdZOAeDGgs1vpYJ4m2PsovYnUCX2koFrDaAaVRXvXn9TTEWYee1vVwEN9CG5pdKXH3KnQPDrXQrnvwkkpjlVM2f1HWY8gGjr+k0mRtEt+3aAUJB1KFpWB4uXIopjMk89lg+KR2KKYyJCqWc4kMqUK2nH6eDLkGsXWKXv8Vu6YHYMNoNopeeRa1+SA5fgQHDy7UrS84aYb8LNZx0L5XzidYH5ReNk1SCm0tvnZYsil8pbEorL/syF47R9VxNDrhNDVe6pV7FkWpB6Drmo27R/80s4+7DjzOdSe8GVDcN7OPl/KH+Y1T3tHxgFuhl59tI/ox7l4uZ/vxfq6WI0d1MIe1VF/wUhlePTw4PyhlMgms0kH9SiuU9clmi5Fp10mvXSV2eLAx5v0AruteaYy5vXKb67r/eqUndF33q8DvGGMedl33A8BuIAXcD/zRSo/bizRzYZ31klDyigzdIqPWVVK1XxGGMpalpWKdS/BQeoSlJQ9YFvcSCshAERJOgrHCK9hSbGpsAnXpdfg//Bb69LegSmZNKuz5auIkLPQ2QQO19YK+UmeOoyn4sPveJ6o0NvLA36EWZ9FvfS9DoblXyd3Pf/AO7P5H4GcuJfn6N+Hv/kx5e6LCLZixCdKV6ccmGJm+EU90JXSZqPKbKz9EwjmyKn+kU5rRxYNlwxB/6hz0m6erNK8vvx7/27th/yP4pTK1kDyKYpNfzMt5767lvDe9bYqko8WAaQ2pdA/2rZWeVkHoAcZHNc7sgaqy1Jm+nvHxSWYHoOHqOJrFnM/ue5+U8r9Eo+HB067rvgf4Y9d1r3Jd9z2lv18AfredkxhjtoS9rMaYdxljHi59vtUYc6YxZqsx5jpjTL7hgfqMVlxY14IoZ9iVxObf+QX0eZfWuQu36iQsbEx0wim/FxKqHYL1+e+s04u/+9PoMy4M9j3zrctfOOXt1W7BlelFV0KvEFlG3v5nddrcRLXDpT7jwnrNf/kzK9J4VN7bfW9zh2GhPbzSyCOlgo4KRylptApCl0nms5H1h+SAuAdL+V9PIyOmc4CLCd7P+h8q1heBmzsZ1EZB2xo3SQheMWM9lntTV4dviXWGXUlsKN2Wk/BaXovQm1hiNDY0AX60XsiMBJ9j9FTrFlxOX1oWXQndptXyu65sjHPIXoHG4/KejEFYW7xS72qIlkarIHSfWkd2WHZqHwCk/K+n0fDg3wN+z3Xd640xn1nHmDYMvnIiXSZ9tXa/kmhFrDPsSmLD+m05Ca/ltQi9iSJGY0tzYJei3f2yC8HnGD3VugWX05eWRVdCt2m1/K4rG+Mcsleg8bi8t+EnLq0znvVxlIby+1o1xRi/D0EQ1olaR3ZYdmofAKT8rye20eq67r8pfZyv+FzGGPM3HYtqg7DgpxibvnF5iFmVM+ryF2I6pYPht0qhsOB7+Mk02iuWJ58vqgyL2ehffq/cdlL1nNbtJ5OxWdIpYk2UsirNSE1s+tLr8B++M/hfMUcxdBKuTR91LUJ/EGouzvyoymgGn+ntU+WXXIcaG156AfQ46upfR829EpSw+Rz+5GvBgr7u48GXy86Pwi1/WD3ntcItOJwDGy6LroRuUGuuVFVGnnAa+rzLsMkUSSybU1lQGl9rlA9q50fB87DFHLZQCDQdDhmunNMKbWncL3pMb5sqDxETh+HOEDRaVflpBJ9taX7rIFcRBaF7FFIZnF/8T2jPA98HrfEdh4KTgtzGHwkh5X89jYYHX136fwzweuAegqHB24HvA9JobULRs8wlj2Jk502xjsDplGY0exD/wTvQ574d/66/DCpI52yvmnw+PH09DE/WNVwLBZ+jkll+8ZIT8XQSB5/0vX+F2v99VNgQvf9W1MJs+bOzMBtUxtIZ9MW/BKk0WLDjm+GCyynqJFx9E8qviDnv4zW5FqE/KGtu96eDYY1jE4xO3wCZzeTyfqQBzcRVH+bqS7eW3YdH8q9iv/bn2JFx9FvfW/Ujh56+Hv/BwHSmvDx9I7qwFDRqkyn8c3egzt4e6EilyVz0PvTPXSu6ErpClOZHSgZ0w7/4MZz5V/Hvv2W5jI4wWGJsAr3j/fjf/wa8dSf60n8HTgLSw/ipNHr7v8K/6Fo8Wte45/kkHc3OHVubugcLK6fc01oiHCrsWR8toz4EoStoQM/PVpvaTV+PHZ/sdmjrQmX5r7XC9+3Al/+xRkzGmGljzDTwMnCOMeZKY8x7Cea6RvstC3UUPctsIcmrxQyzhWRdRSU08dBnXFiuDOnzLo2cfD5s6yefj+g8/MP/JPOXH2H0gCHzD7+H2v/95f3u/AL6/HfWfWb3p9CvvIh/2yfxv/gJ/H/4BPaLf4CHw6Gcw6F8fczNrkXoD2qNY0IzpE0E+ooyoFG7bmbIW6SYKzDkLaJ23RxoNdKIqdp0xt/9GXQiEejstk/Cl27G+n5ZR7m8L7oSukqcaV7G5nC8YlnT5QZrKU2twZJ/11+iz7gQu+tmyC3g/5/fx//r34a//x8UfMUrhfY17nk+hVyBYq5AIVcY6ApLp/CwVY1Wp9S76rfhuC4IwtrixBgxOQNixATL5f/YprSU/zRotFZwojFmf7hgjHkGOL5zIQ0WKjT7qDTviDOviZh8XmUW0swApPZzKl2XNjAHETYyKsZgRpWefWMDmjY1Fy7XGC+JzoReoqHm/YgyuiJNndbDdJHGS0IvUjs8WJeqRkUxYxKE7jHgRkxCPa00Wl9wXfd3Xdc9yXXdk13X/R/Ajzsd2KBQNvEIzTtg2bymkpjJ5364P1Qfo3K/0ACk9nM+V5dWDHA2PrZSMyGh2RY1mqrY7kdtb6a5cLnGeEl0JvQSDTWvI8roijR1Wg/TiblY3+BZH4f6nlZxEBaELqKjy+VBMWIS6mml0fpvgbOBHxDMZd0CvL+DMQ0U82QC0469D6B3vD+o3Dx8J3r6+uXMWhrHv6gydfsv+Cn0lR8K9nvoH9GXXle936XX4T/0j3Wfmb4Rf3yyKu2yOYiwkQk1V62vG5gn0NeCn4LpG2O1Ubk9UnPT1+PvfaB6ucJ4SXQm9BqNNL+oMmVNh2V0mEZfXqP1He8P0tWsF833NsHcVbXsHqykp1UQuo2XykTWhb1UfV1YGAyU7U9b9y3AUzMz8/jNXkgKTE6OcuDA4Y4HtVKGM5phmy0bbeD7gXFHsVB2D/YTSXQ+G+n0OjExBIdnUdbDd5JYawMnywrH4Fr34LACVemW2asGOJ1+fpOTo+thD7mFNjS7Ulq9V225ByuHgpNmyF9On0tkSBdLy4kkylrwiqAdvFQmmHNS0m4hlSGRiz9Xr9Dr5URlfBtJs1F041nUar6yjHQSGu17y2W09cvuwdr3y8vhds9JoItFrFIoa7HWb8uAaSX0sn4nJ0eBdXlTwxYaaDbuHv31sw+y4OW5bPJ0AH68eJB7Z57kV0/ezmRqU4dDbk4vP9tG9GPcvVzO9uP9XC1Hjuqq+oSXyvDq4d6rP3SaVp79Oum1qzR65c0XjTHXuK77KBG+/MaYszsa2YCQcBSZxRn8kgmIHZuAqz4Mh5fK68q9pPffCguzdU6vauYF/Nv/rOwEq6ZvZC55FMV82cC/4ozh52DbrJdk+QX3vddgFTpDLu+To7Lnp/pLoOjZsjbSKc3oYrXbcGb6evwffQf73TsDzVXoU03fyKHkURQ9G7iyLs1gd3+qvO/I9I14pe2C0CtUah4g4RA4Cj94e5VrsJ06B/3mK8pmZn7la5v2P4ItlcHzmQlGStoPHYnHwrJZtN9TeLbaiEmX2tfS0yoI3WN0ROPMHqhyD3amr2d0dJLDC5I3B5FGw4P/oPT/RuBDEX/CGhDlWqlnD9Stq3IBrnF69W//szrXyxGdjzibILRPtNvwZ9BnvnV5ucaZOtRfnCur6FPodULt1roG6zMujHTfrnQRZvengjJatN8XhEZMIU7FK28EQegO6WK0e3C6ODjuwUI1sT2txpjvlj7+AXALcKsx5ql1iWqAiHStTKWbugC35vSaRBBWi7Je0EtaSYQjcKU+Q/2JPoV+RUc5u0PLLsJx+Ua033t41iell6tDWoyYBKH7iHuwUEMrRkwfASaBr7qu+13XdX/LdV23w3ENDJGulflcUxfgVp1eBWG1xLkN1zoCV+oz0mm4Iq3oU+h1/Chnd2jZRTgu34j2ew/paRWEHkTcg4UamjZajTEPGGN+0xhzGvAJ4APADzseWR+TcBTjyQJHJrKMJwsknPi50VGulf4Rk6grqtdVuQDXOL2G7sFhWnGqFNqlVrPDGc1EKs/m5BIohbrqw/UOwRWOwLXO1FFOw2Fa0aewHrRTDkftq7RGX3FDnWuwv/eBSPftWrfgeTKi/T7Bs7bsGAzLc1ql0SoI3SOXyKCu+jX0u38Vfc1voN/9q6irfo1cQtyDB5XY4cEhruv+W+AdwHbgJ8BfAXd2Nqz+JeGowLyjHfONRBJ98S8Fw4LzOWwui33iIfTOj+KjsNrBVwr9zl/BKofDFe6rRc/C5tfi7byp512Ahd6kTrNT55B88zT+7s+UzZP0FTdgr/1P6GIBqxwWdYbkG96OPnt7SZ8addm/r9Nf0bPMJY9iZOdNJLWl4CvRp9BxVlQO1+77pU/hj4yjL5jGjm9Gv+c/gtYUVYIF0mQqy1yVJnPR+9A/d+1yHsj7eCXtS9nc2/hIT6sg9BqeB8or4t/zt8umpFfciCejgweWpo1W4E+BeeDjwC3GmBc7G1J/E2s8s/OmkjNlRPpbbsavHLc/NoHedi3+LX+It/MmZnPhfuHjqv4iVUozWxAXYGFl1Go2MJqpMT+449Ooq3+Tg4Wh0l4+gd4qNV3tTB0SurJOTo4ye+Bw3XZBWGvaLYdj952bwb/tk4FD9rZr8e/9P9idN5Er+OSq9F+7vPyjjTi09z5F66MrBp6Fc1oLVmrHgtAthm0W/44aU9I7PsXwNb/JIjJiZRBpZU7rBPA+4HjgK67rft913f/Z2bD6l8bGM62nD80+4vYThLWiToMxRjNKtCj0Ce2Ww63sK2XyxsWzfrmhCtLTKgg9gRgxCTW0Mqe1aIy5l8BB+HZgCPj5DsfVt7RrPBOXPjT7ENMOodPUaTDGaMaKFoU+YTUGYFImDx5F3ych72kVhN5CjJiEGlqZ0/o3wA7gWWAXcJUx5vFWT+C67hjwz8Dlxpina7adA/wFMAb8E/BBY0yx5eh7gISjGNH54Nf3ZAqFCsw77vh0eQz+svlG/dCwBT/F2FUfDt7NGs5pHRrFL81pBY8jUoDSKK9QNS8qPLedm2E8KXMFB5lmWqjUqa8csipNxubQ1gsaozs/in7lRUilsejAWGb3sob19A142uHIRLZuf5mrJ/QaC36Ksekbl4f5VpTD6ZRiE9nglTTKIZfIkC5WLyd3fhQWZmHpcGC8dO7b8b//DfQVN4KjOIosHqL7jULReuXeVVjuaS360mgVhG6xqDIM19Sn9RU3sKgy1E6TEwaDVua0fhf4mDHm2XZO9rWsAAAgAElEQVQP7rruBcCfA1tjkvwt8MvGmAdd1/088CvA/2r3PN2iyuzjhNPQ52zH3/2ZwLzj4l+CI4/Gc5IcLjap2BQLVRPN1RU3wllvw7/lD4PhaKE76/234izMMjZ9IwuZCUaywTwtv02jEWFjUanDKC1EGS2NvvmKcqNUhW7Aj34T9j8SVPDf82HUNTeh/CJWJ/ALOdTf/37Z1GZ0+gb8B++A/Y+I9oSeo9IArPKHFcdRjGYP4u/+dNlkLDN9Pf6Du7H7H4Gpc8iUTMgqK0n+0Cj6jTuwngd///G2zZ2E3sVaS9H6VY3WcKhwUYaCC0LXSCbB5muMSp0kySSQ7XZ0QjdoZXjwJ1fSYC3xK8ANwE9rN7iu+zpgyBjzYGnVXwFXr/A8XaHSsEOfd+lyReeFH+Pf9kn8W/8IbW3DCk2UYYi941PoQweqJ5/f+QX0+e8sG4psIhttNKLzHb5qodeINZ0paSHaaOnT1fra/Rn0GReWl+2XbgZrOVgYougDu26uSf/pqvSiPaHXKHqW2UKSV4sZZgtJip5lE9mG2o8zIdMHnoPcAvYr/0vK3A2Gh8VC1fBgpzw8WH6MEIRukcxnsbv+JKhPf/ET+Ld9ErvrT0jmpcU6qLTS07pijDG/DOC6btTm44AXKpZfIDB7apmJiU0tp52cHG3n0C1h52aWXX+VjjWvaXTuqmNU7EcqXb8uM1J1XBuxX1Lbjlxrt9ko19SOZlslTkOhFuq2xxgtlfVVWg61G6vRmvStaK/Xn6PEV08nNNsKHSmzD70cWW6WtRyXN1JpIB25rZfK3F6Jo9s00mztPVoqFgAYGUpxxBHDAPjWwvOQTDs9c097JY526ce4e7mc7cf7uVLsoZdjjZgG6T6EDOI119LRRmsTNNWTPBVtDlKfmZnH95v/Ejo5OcqBA4fbi64FxpMKZ2wiyETWD4ZV1ry6xiqHgw3OXXWMiv3I56oThkYgFceNOl/BV6XXimwcOvX8Ko+/XrSq2XaI01CohbrtodFSreZCfZWWQ+3GarQmfTPtdfo5rpZ+iq/fNduMTj2LiVR0uVnWclzeyOfAL/Z0mdvL+l3vylacZqPu0Xwx+K4t5DwOHVosr1fA4aVsT9zTXn62jejHuHu5nO3H+7kaNqdjymvtDNR9gNae/SA0amOHB7uu+8ZGf2tw7ueAYyuWjyFiGHEvs+CnYPrGwFHy4TvR09cvO52VzGvmybR8jHA/pm/EH5+sPtal1+E/9I/l7fNkIvcLDJ+EQSJOQ6EWarf7ex9AT99Qo9Xr8fc+ULG8rN2o4+vpG6rSi/aEfmCeTEPtB3nj+sjy2N/7AHrH+6XM3WCE72KtnNMKkFQOeb+vfCEFYUNRSGUi6tXXU0g1rlcLGxdlY+ZsuK77VIP9rDHm5FZP4rru08C2CPfgx4APGGMecF33fwNPGmNaeQfsFuCpbve0Qr17sPaLKD9woZwnQy7fvPO41tk1rASF66x2GroHJ7Wl4G9c9+B16GlVzVOtmi20odl2aaaFRu7BvnIoOGmG/GUH1VrtNtu/Fe31+q/E/RTfRtBsIzr5LNIp3dA9eElnSHq5yPI4kVDg+Vjr95x7cC/rt9QD0HXNRt2jA7l5PvnUHi57zWkclz6ivP7vf/pdTt30GnYee26HQ25OLz/bRvRj3L1czvbj/Vwt46M6mMPqe6AdCqkMs4cHzzm4xZ7W9dBrV4kdHmyMOakTJ3Rd96vA7xhjHgbeB/x56bU43wP+tBPn7CRFzzLrJYEkFAEqf3VvLWNVHQMIR01XrwNwqraH+01OjpaGp/VG5UlYf5ppoV5jPjkqlgs+iw2023R/0Z7QJ+TyPrlKred95uu0H10eTx5RW3EQ3fc7oUOwrulpTSiHnPS0CkJXCRqoqeVGW27wGqzCMq28p3Uz8K+BTQS/lDrAKcaY97V6EmPMlorP76r4/APgTW3EKwiCIAiCsCYUbVAJdlR1J0VSaxkeLAiC0EO0YsT0RWAJOAP4OvAO4L5OBiUIgiAIgtBp4npak8oh58t7WgVBEHqFpu9pBV5njPl54KvAp4ALgdd3NCpBEARBEIQOU/SDnlZVM+U2qRwK0tMqCILQM7TSaH2x9P9J4ExjzPNUT7QUBEEQBEHoO0L34ERto1XLnFZBEIReopXhwS+7rvvrwLeA33Vddw4Y7mxYgiAIgiAInWV5Tmu9EVNehgcLgiD0DK30tH4AyBlj7gceBv4b8BsdjUoQBEEQBKHDhMOD6+a0ihGTIAhCT9FKo/W9xpg/BTDG/KYx5lzA7WxYgiAIgiAInSUcHuxEzGktWh+/xVfXCYIgCJ0ldniw67ofJBgG/GHXdYcqNiWBDwJ/0OHYBEEQBEEQOkbYm5rQ1b/hp3VQPVryCow46XWPSxAEQaim0ZzWAnAWQcP1rIr1ReAjnQxKEARBEASh04RmSwnl4FtbXj/kpAA4XMxJo1UQBKEHiG20GmM+D3zedd13G2NuW8eYBEEQBEEQOk7eL5LStYODYdgJXpIw7+XWPyhBEAShjlbcg+92XffTBO9mvRr4OPARY8x8RyMTBEEQBEHoIDnfI6UT2Jr1YU/rXGFp/YMSBEEQ6mjFiOmTwCHgaCALjAH/u5NBCYIgCIIgdJqcXyzPX61kWAc9rXPF7HqHJAiCIETQSqP1XGPMx4CCMWYReB9wTmfDEgRBEARB6Czh8GBrq/taE9phSCc5mO/fQWVq4RDJ53+IWpztdiiCIAirppXhwbVv13ZAPOAFQRAEQehvcn4xcngwwObUJp5dOrTuMa0FaXMfww/tQlkfqzS5rT/L4s9cCaW5uoIgCP1GKz2t/+S67h8AQ67rXgp8CdjT2bD6E8fR6GGFHQY9rHCcVm6vIAjtIPmsf5FnJ/QaYU9rFJPpTczkF1j08usc1epIPfU9Rr5zK96xW1l8yy9QOPFsMuZ+xu7+LBTEWKrfCMvNmeyClJvCQNNKT+tvAjcBs8D/DdwJ/F4ng+pHHEczn8zx2b33MZNbYCI9wgdPexubSON50jEtCGuB5LP+RZ6d0Ivk/CJH6ZHIbcelx/kez7J/8QBnjb52nSNbGSo7z/BDt+JtPpGlM9+BtT7FrZspjk0y9Og3GL3//+Hwtn8HqtYvWehFpNwUhGWa/lxjjCkYY34PuAy42BjzMWOMOBPUYNOWzz4eFCoAM7kFPvv4fdh01KAjQRBWguSz/kWendCL5PwiSRVdFdqc2kRKO+xfOLjOUa2czN57UPlFcme+HWuXGzXFY7aSc99K8rnHyPxQBsv1C1JuCsIyTRutruu+3nXdh4CXgRnXdb/puu6JnQ+tv/Cw5UIlZCa3gB85U0YQhJUg+ax/kWcn9Bq+tSx5BTIx8zy1UkwkR3g+2x9GRiq3QOaJ+ymeeDbF1HDd9vwJZ1E4+hSGvv9lnJlnuxCh0C5SbgrCMq0MjP9L4C+AYWATcAvw+U4G1Y84KCbS1UOMJtIj6LpXlguCsFIkn/Uv8uyEXmPRy+Njy+9kjWIiNcLLucN4pV7LHx1+kd0vPlpe7iXS+76NKuYpbHkj2IhGjVIsnbYNm8ow8u1/gB68BqEaKTcFYZlWGq3DxpjPlYYJ54wxf0bwztamuK77r1zX/aHruk+6rntDxPb/4rruT1zXfaT0V5emX1A5xQdPe1u5cAnnHWglk+YFoR0amfXE5TOVky/wXkfKSKHXOFx6B+uQjnfUPSo5gmd9XiksYq3lb59/iG8fepr9iz02ZNha0vsexNv8OoqZTfHpkmlyp/wsiZlnSP3kkfWLT1gR8p0nCMu0YsT0I9d1f9YY888AruueCTzVbCfXdV9LYNz0M0AO+GfXdfcYY35Ykew84FpjzLfaD7238DyfTaT5yJlvp4jHy9nD/N3+h5jLZ2XSvCC0SDPTiXI+O+MSfCwahcopyVt9gJSRQq8xXwycdDNOfFXoiOQQAAfyh0lUzH19ZukVto68prMBtkHiwFM4cy+TfePl4DfOR4Vjt5L6yfcZfuSr5E98A8S4Jwu9QVI7/OIp55F2EuS8Ikl5XsKA0kqj9XXAN13X/QFQBM4FXnRd918AjDFnx+z3duAeY8wrAK7r3gLsBP5bRZrzgN9yXfd1wD8BH+1nkyfP89FW8cm9e6rmIHz28fv4yBmXwGIXgxOEPsCmbbnBCsumE5X5x/P88udgXo/M7ekXpIwUeonDXtBoTasGjdZE0Gh9MTuHUzE47ZX8QtwuXSG970FsIk1h4oTmiZUid/J5DP/LnaSe/yH5E87qfIDCirBpy5/tvbeqvJxIj0h5KQwkrb7yZiUcB7xQsfwC8KZwwXXdTcD3gV8H9gF/Bfxn4GOtnmBiosEQmBomJ0dbTrsaZrILkZPmcRSTk63H2y7rdX3dYqNcXzuaXSm9fK+axdat/BPSy/cOuhPfWmu21Wfcq8+iV+OC3o5tPWmk2cp7VFj0ADj6yDF0jIMwwPiBIV61S4yXGrCvyYwy52fX9X43OpfNLeH/5BE45VzGj2gtv9qxM7H7vsWmfffhvPFn1yrMOvpRk71Uznb7O7GX6EctrSWDfv3QQqPVGPPNFR5bU90FooDymBVjzDzwrnDZdd0/Ar5AG43WmZl5fL95L8vk5CgHDhxu9bCrQg8Hk+ZrfxXDsx2LYT2vrxt0+vrWsyBoVbMrpZe10Eps3cg/7cTXTSrj62fNtvKMe/VZ9Gpc0PuxrSdxmq29R0+/OsMRySHm53L4UcZFJcZ0hufnD+EVfMYTGY5whvhpdnbd7nezZ5t+4p8ZKeZZnDyV4qHWu99Sx51OZt+DvLLvSbzxY9Yi1Cp6WZNx9Fo5283vxF6iH7W0lrRy/YPQqO2k+8VzwLEVy8cAPw0XXNc90XXd6yq2K6DQwXjWBZk0LwgrR/LPxkeesdArvJw/zGR6U8MGKwTzWmfy87yQnWUyPcqIk2K+mMOz3jpF2pj0vm/hjR+DN3RkW/sVXns6VjtkzP0dikxYLVJeCsIyrQwPXinfAP6r67qTwALwXuDfV2xfAj7huu4e4GngBmBXB+PpOI6jsWnLJp3mI2dfgm8tWikSBYe8V6xKm8okKCY9PGtxwjTZYt2xPCyOmM0IA0KU0VLCdygOeVgC+38nrynk4yuLtXnHKWq8hF9eTvgOxYS3vL3J8ZohebWe2nuSJEHBKeJbi1U2eMZnXwIosJZE0aGYXn7GzRoRgrBaPOtzMDfPlpGJpmmPSA7hWcuB/Dynjr4GVcre816+PGS4WzgHnyEx8yy5c96JbfMVNjY1RHHyJFJPf4+F864SQ6YexPN8JoaH+cjZl5TrixkSLGb7vo9HENqmY41WY8zzrut+DNgDpIC/MMZ8x3XdrwK/Y4x52HXdDwC7S9vvB/6oU/F0mtD19MtPP8rFr3X5mye+XXY//cBpb2M8lSlXjFOZBIdY4nP/cl9VmiMyQ+SzxaYOqoKwkak0WnJSmkN6ic89el9sfqqkNu+84ajX8vMnnsXn9lbv/5UfP8oPXnm+6ngrQfJqPbX35B3HvZ7zX7Ol6hn8m60XcM/zhotf6/LYzE/rtl9/+s8x7KQG9h4Knedgfh4Py5HJ4aZpj0gsp9mcGmGpEDQYDhezXW+0Zp64H5tIk3/NSSvypCscs5XkS/tIvmAovPb0tvadnc/xxDOzvDSzSL7oM5JJsPnIDFuOHeOosXT7wQh1DI8mOVhY5HOPV3+HbR4dZvGwNFyFwaKjL8czxvydMeZMY8xWY8wnSuveZYx5uPT51ort1xlj8p2Mp5PYtOWzj9/HW44+udxghWDC/Ocevw8vtVz5Kia9cgFUmaaY9KqOVeugatPS+yAMFl7Kj8wrlfmpktq885ajT47c/y1Hn9zS8ZohebWe2nvys8dM1T2Dv3ni2+WyMmr7Z374TwN9D4XO82IumB82lmj+g9WRqWE0wXDMicQIw04KgLlCd192oHILpJ7+PsUtb8CusDpX3HwiNpkh/eOHWt7HWssPn3qFL9/3NE88c4h02mFiPI1vLY8/9SpffeAn7L7vab73+EvkC70xhLpfyVKM/A7LUmyypyBsPDo5PHig8LDM5BYYSaYind78ip9APWuj05SGxIXHanQMQRgE2s0Ltenj8uNIMtXS8dY6vkGg9p5opWKfwUxuIXb7IN9DofO8lJ3DQTHmpGnmM5ZQmiuPPhsnoVEohpwkAHOlV+Z0i8wP70V5BQrHnwkrHVKvHQpHT5F89jEo5CDZvIf0kScO8tj+Vzj+NSO8/qQjUSzPrywUPQ4eyvL8gQXu/c6zJBzFlmPH2Pq6I5gYX9mIlkGmWX1REAaJjva0DhIOgcPbQiFfnjAfMpEeKf9KC+AoFZ1GqapjNTqGIAwC7eaF2vRx+XGhkK9aXmnekrxaT+098a2NfQYT6ZHY7YN8D4XO81LuMBPpTdgWdXZkapgxHTS6MjqJAuYKSx2MsDFq6TCZH32TwolnUUyNNN+hAYVjtqK8Aunn9zZNa37yKo/tf4Wp48c5/eSjqhqsAMmEw7GbRzjvtNfwjrecyGtfM8JTL8zx1Qd+wlcf+AmP7pvhldksVhpdLdGsvigIg4T0tEYQmoj4KjBSwgZmIaHBSpTxCjn40BnbWCjm+MBpb+Vzj99fNf/AyWt8gmEyiYLDB057W90chUTBIU8RlVN86IxtHMzNk3YS5Lwim9ObSm5xUtALq2c9zYPCc81kF9DD7Z3Lyeu6vPKhM7ahlMJuqjdSCp0Ww+Gp33rpx3X7f/C0t/HlZx4FqMqfrGBqWu35qp0dBzOvqpzi1868GA+fpHJQCn7trIt5aWmOrzzzGHP5bHlO6wdOeyue79Xdw+tP/7mBvodC53m1sMCRqZEVNZ60Ugw5KQ4Xuzc8ePihW8H3yE+9Cdo0YKrFO+JY/PQIqae+S27LG2PTvTqX4+HHD3Dc5AinHD/WtIf6iLEMW088kpNfO87Lry7y/MuLPPLEQR554iCZlMPRRw1z9FFDHD0xzPimFEoaYnVkSETWBzMkWOz/F24IQltIo7WGKGOVsIJ1+YlnMeZkmNPZOuOVMT9Dwff4gvkWY6kMv3jKebwmE7wzSaEq3lAL+WyRIzJD9Q7DFe7BBd/j/9v3cNU50vK4hDVgPc2DVnsu37MMJZN86MxtKBQJpVks5vmzvfdGGjPVug87SlPE5xdPOa/8hZ/UDu+bOp+rT34jepXuwVFux4PuHqwdxZJX4CvP/P/s3XmcHFd99/tPVS8zmk3LaGRZlmXZsnVsy/uOl2DjDQhyICx5HvIEB4IxwZDcPIY8T0IChFzuvYSQSwgEHDaTS8jGFmwMXuXdMjbGi2T5yJYt21qsZWSNZtFML1X3j+qa6XW6Z6Z7unrm+3699NLUdupU1a9O9emq/lVpUroPn3QJXYk2fOCKo07kX7c9zqHUKB9bdyk3nnIFnu/h4rC4o5P+w0PN3hSZo3zf5/X0YVZ1LJl2GR2xBIOZ5jwe3Pbc/bS9/CRjp15ONrFg+o8GhxyH9BFrSO7YjJM6jJ8s/QbP83wefGoXyYTLycctrtphzRePuaxY2sWKpV2kMx6vHxrlwKEx9h08zMuvBb8t7u5McMLRi1i7ahGJuB4CzFfu8yBK9CzzkFqGIuUSq4RJQ76eS9hSLvFK/viXBvv5yub7+PtNG9g1MsCXNt1TkuglNZrBG/RhCLxBv6DDquQu0kizGV8zXZff5vOlTffwmV/9jE//6lZSXrakvOJEStmshzfiwwj4TrD8VzbfxxefvpuvbL6Pf9h8LxnfC869IX9Gr7spXp834s/rDitMJM8ql5Tu61se4OWhA3zx6bsYzqR4abCf/rFh/mHzvcEH79w+1KNv0kgj2RRpP0tXDb/frGSB24Q7rZ7Hgqd+TudjPyK98mRSR5488w5rTuaIE3C8LMmdm8pOf2776xwcTHHG2r6SR4KnIhF3WbakgxNXL+bC05ZzyZkrOHXNEtoSMZ54bh8/ue9FXsl1ZCVIxFTuGqpETDIfqdNapFJilTBpSKXp1ZabSlIRJXeRRprN+JrpumpN6lNrYqaprl+mrlpSunB8vZJhiUzVwdxvUTvdZJU5K5vtO63u8Ot03/WPLHj6dtLHnsnoujdN+b2sk8kuPAKvvZvki78qmTYymuGp5/ezoq+ThV3T32fFHMehPRlj+dJOzjR9nLfuCNoSMe57YhePPbtHyYZQIiaRfOq0FqmUWCVMGlJperXlppJURMldpJFmM75muq5ak/rUmphpquuXqauWlC4cX69kWCJT9Xo6eBF0mAV4OhbEkoxkU2Tr2HGsxN9h6bn1b4j3v8roOb/F6NpL8KfyfG4tco8Ix3dvxSnqJP1qy148H048ZhFevdebZ2FXknNOWsYxR3bz3PaDPPjk7oaurxUoEZPIBHVai4SJVcJGIvxN6yN7XuTDuYQtxdMrjQ+XG0/0MoM6TCR3EZmZ2Yyvma6rePmHX9vG9UXlTXZ+hYmcap1fZi7c54/seZH3rT2/Ypv4yJ4Xx8erfZPZNH6nNTb9x4PDd7UON/i1N7H+V/B+9CX89m5GfuN9pBavxPca8+7T9BEn4PgebTueGR+358AI23cPcuLqxcRijW83Xddh7argt60v7x5k46bX5nWm4XbiZa9h7cpxIvOQ06KNwWrgpf7+oZq+hevr62bfvsl/I5Fsj5NJZMn6PnHHxfUdPHx8x8fzg4QuLg4pP0ubEyeDR9b3gnlz49udBGmyQTIRx8HBwQfiuIz5GRKOi+9BJrec40La92hzYmTwyfreeDZUL+sHGYzxcR0Xl2Decplea9m+Vtbo7evr656NT8urmULMTlet+2o8Q3YDkgcVZyZOOnFSboas7xNzHNqJM0rl4TY/zpiXGV++PTb5/O3EGfUn5k94cdLuxHDSL1x/cdKzsL7EHMj6JftiNjMtTyb/2EYlZov3TdyLkYlng2NOhjgxMmTHE84FbaI//n+COGk/QzwTI+Nmx8tZ3NFJ//7oJWKKclsb9brBrNxKX80kMRvuo1v3bOLXA6/yvqPPJ+tN71x+5fAB7tpv+cPVl3BU+6KZ1boCJzVCz61fIOY6DL/hd8j6De40+j5dD/0L2UXLGLziBjzf57aHXmYsleWSM46cUvIlgEWLFnDw4PRfC/TizgG27TjEaSf0cvoJS6ddzlREsZ3t6E6UXPNGBudX5uAot2+zoZbtn6V4bSp9VUPQYT3IYW56uvC1Gum8pC+9bZ1cu/YCNu55kQuOOI7vbt1IT7Kdd6w+g+9u3YhZuIxLV6wteNVNmHX4N1edwqb+nRy/6Ai+u3VjQXkvHNzDKb1HlbwiZyHtpEe8ieyrWxqf6VXmj2zWg+AJudxvCevTkS7OFnzlihM5d9lqbtpU+Hqnn73yDE8d2Ml7Vp/F8YuWjb+S5vQlR/Gbq04teR1UOH+l4cf2bufOXc9NLL+5aPmXJub/8EmX0BVrG3991WTZjWcz03KrKd434b5/Yf9ejl/Ux2N7X+acZcfwT2XaxDcdZcbbxqGxUbraFhQcs4+c/Bt0xJLzfh9LYwykD9OTaJ/R7wLDO61DDbzTuuDJn+OOHMS5+oNks7PwdEiYRfjlJ3FGh9i2N8Prh8Y4f92yKXdY6+HYFT0cHsvy9PP9LOlp5+gjuma/Ek3W0Z1gf3qk5Jq4tLtj3nVcRfSMHJBJZMcbBAh+5L5/bKgkY9t3t27kypUnj3c8r877+8qVJ493PMP5w6zDN215kPNzHd3i8s7PTa+UDVWZhKWVFMfrhcvXlJxbYWZZgNOXriyYHpwvleevNHzh8jU1L59//lQ7v3T+VVa8b8J9HxzTB7lw+ZrxDisUton5bePyroUlx+wfn71f+1gaZiBzmJ54+4weOw07rQPp6d9JnIx78DXatj5Ies15ON2LG7KOctLLg0eEeekpfr11P32LF7Coe/qPUc+E4zicuHoRPZ1JHnpqNwNDqeoLzTGjZMpe05Q9WOYjdVopn52tLRYvm7EtP3tpfnbMSllN87MHV8piOll2U2U/lVZSa7bfMHNscfxPlnF2suEwKUWty9d6fun8q6x43xS3ddXaxPGM7JWyY2ofS4MMpA/TnWifURntbpDE6VCDXnuzYNNdEEuQOvZs6vUkTC28rl6yXb089eIAY6ks66b4TtZ6i7kup53QC8D9v95JZp49faHswSIT1GmlfHa2sWymbMa2/Oyl+dkxK2U1zc8eXCmL6WTZTZX9VFpJrdl+w8yxxfE/WcbZyYbDC3ity9d6fun8q6x43xS3ddXaxPGM7JWyY2ofSwOkvSzD2RRdsZm9usV1HBa4iYa8q9Ud7Ce5/QnSx52NN9vngePw6hHn8jTHsnapSzIRm931l7GgLc4pa5ZwcDDFY8/ubXZ1ZpWyB4tMmNed1ljMxe1wiFGaYXRpW1dJ1tNr117AnTue5dq1F9Db1sntO57lQydezEfXvRHP9ybJHnwxnu/xoZMuLinv0dz0StlNlUlYWkmt2X7DzLFP7d9RMD3MLFtp/nLDH1t3KaPZNDeedjndibaS82WyTLXlzq+PrbsUHAe/I/hgqvOvvOJ9Fx674JhezMOvbStp88I2Mb9tfG1ooOSYf+Tk39A+loYI74x2zCBzcKgjlmzIu1rbn70n+H3p0afUvexqMp7PvYdX0+mPcN7Qo0Tlht7SRQs4dkU3L7w6wLYdA82uzqxR9mCRCfM2e3BxgqMrV5zIZUetHc9yGU8H3y5mEtmC7MFpP0vMcUl7WVzH5XA2xdefnUhE8u7jzgIcXIfxDJkbdm4dTxLz7uPOAh9iBNmDM75HMpc92PM93Fz24HQqW1DXyTK9zvWsasoeXLsoxEJ+vCbdGGN+lize+PnQ7iZI+8F55ePT6bYVZN0OsweH8R5mDw7PzTB7sJfL9D2UTvG1LfePJ6n4o3WXkozFyebOpzAzbaXzJz97sOvBYLYw8dnH1l1K0sDxYJkAACAASURBVImPn5/KHjwhFnPx2yFDlr2jg7xyqJ+zlh1Dh5skQ7C/PLzxrJdhDAStI8SJkc5miGVcsnFv/Bgpe/DURb1uRCR78KPbX+Lbrz7C2488jSXxzpJ5puLOfVtI+Vk+duylMyonnzMywKIf/zWZ1WdweM35ACxa1MHBgyN1W0clvu/z4Ms+LxyAN7dt4YTdD/DCZZ8g094zrfJmmj24mOf7/Pq5fQwMp3jrhcc05Le2UWtn2zsT4EIqL3twkjh4MDo8fxIxRbl9mw3KHhyYt1/V+G3+eNZLgDt3PccT/a9y47rL8UZ8UuGP3HNP/mTxyAJuh8Pfbr6L/rFhPnzSJfzni0+Ml/HUgZ3sGD7Ijadejjfo43bAFzffXTp93eVkRyY+9KaY6KB6+Lk1TWhUpleRRsiP10yXx5c23VPwm5zetk4+uu5S/uqJn40P37juchgJ4vswExdiD5+RyYY7/PEOKwS/9fny5nsLykvlJawod/6E9e3r66J/uDQB2z8Ulafzb0I26+H6Dn+/ecP4Pvvpq5uCY3ra5Xzh6btKjv27jzuL/3zxCW489XLGhoJj6ZGF3BPcHj5u55y/9kqTDGSCTtSC3G9SZ2JhYgFbhvYEr6tz6vPgWvuW+8DPkjrm9LqUNxXP7oMXDsApRyVIxI/G2e3Tt+1edq+7ZtbrUo7rOJyyppeNm17j/l/v4i0XHkMiPrcfGEy5Gb749N0l7eiNp13exFqJNMfcPtsnMd0EK/nLVUr6oiQuIoFK50D+73Fmck7U+xzTOTt1lfZZpQQi+QmbRGZbmO13wQx/0wqwJNFJ1vfoTw9Xn7kGztgI7VsfIrPqVLKJBXUps1Z2v88vd/gcvTjGqm6PdLKbgb4TWfjKYySH9s9qXSbTloxxyppeBoZS/HLznhllgG4FSsQkMmHedlqnm2Alf7lKSV+UxEUkUOkcyL/gzuScqPc5pnN26irts0oJRPITNonMtgPpEbpibcTqEH+9ySC+Xxk5MOOyANq33IuTGSN97NnM1o9JPd/nVzs9Hn7F56iFMU49wsXL/fxh/8rz8N04R27+CfjRydrbu7CdNSsX8uLOQ7wwx3/fqkRMIhMa2mk1xrzXGPOsMeZ5Y8wNZaafYYx53Biz1RjzTWPMrD2uPN0ER/nL3Z6XlCksQ0mURCbEUqVJzq4/6RIefm3b+PBMzol6n2M6Z6eu0j6Lp2Mlx34iAdNEOykym/anhkq+OJuuRfEFdMfbeGZw14zLcsZGaHvuftJHn0Im2TXj8mpxYMTnZ9bn6T1wfF+c01c4eNmJn1Nkkx3sW/UGOvtfZOmLD8xKnWp17Ipuehe289jmvRw41JjXDkVB0iufiCnpzdtf98k81rCoN8YcBXwOOBsYAx42xmyw1j6bN9v3gA9aazcaY74FXAd8rVF1ypfNenTRFvyGtUKCllqWi7sxPn7aFeNJX/KTKE13HSJzRTqVZWGyPfidd+4ciGdiXLZ8LW9cfsKMz4l6n2M6Z6eu0j5LZTOFxz6XiOl3jju7JNmcyGzpTw1zQteyujyc7jgOazuX8auBV9l8aBfrelZMu6z2LffipkcZXXNuw+9qDqV8nnrN5/n90BaHC45tY3EyjZcp3SsDy06i49BO+uztpNt7GDjqzIbWrVaO43DKmiU8umkP9zy2g6suWEVP58wf+Y6a0eE0Szo7uPG0y8eTESa9+LxKwiQSauRX3VcA91hrD1hrh4EfAO8KJxpjjgEWWGs35kbdDLy7gfUpkc16eCN+kGBlxK/5g2n+cpmhLNlBD4bAG/JLPohNdx0ic0U6lcUb8ulb0I035JMazdT1nKj3OaZzduoq7bPw2DME3qBPdtAr206KzIah9CjD2RQL6/h70XXdK1jW1s1/7P4124b3k/U97tlv+fYrj7B1qLZ3irpD/bQ/u4H0qlMbepd1KOXz8CseP9zs80I/HL8swaUnJFkUT+FXymrvOLx23KWMLDyaFU/9gMXbH5m1R5erSSZinHliH1nP585HX2Xo8NzsyI0Op/EGc9fQQV8dVpm3GtlpXQHszhveDaycwnQRERGRunhpsB+AJYmOupUZd1yu7DUsjLfzLzt+yde2P8A9+7eyc/Qg39/5GHvGqrymw/foePQ/wXFIrX1DQ+6yHhjxuX+7xw82+TzfD2v64lxh2jh+URYy1TtAfizBzrVvZnjxMRz57C2sfPJfiVXbrlnStSDBWaaPdMbjFw+/woGBufuosMh818iH4l0K3w3hAN4UplfV21v7N5K598TNWdq+1jCVmJ2uKO+rKNcNVL9yZiNmy4nqsYhqvSDadZtNlWL2ke0v4eCwaskSYm59v7N/V89Z3L3LMpga5Z3HnsGy9h5u3voIP9v/DJ84/aqKiXO8jbfg73oO5w2/RffihRXLX7Roah1t3/d5+UCWJ15N8/IBj0QM1q1s57i+BEknk7tbOpXHadsYOOvtZF/+FT3bHqZr/wsMnvpmhk+4EGKVXx+0aFHjsyAvWrSAnp52HnxiJ7/Y+Aq/cfbRnHFiH840kxVFuZ2dz+f4fN520PZDYzutO4BL8oaXA7uKph85yfSqJnvpfb65/lJibd/My58ttcbsdEU5FqJcN2it+s2lmC0nqsciqvWC6NdtNlWK2Sf7d7BywSKGB8ca8sqQNy48Hsdx8DM+Y0Npzll4DA8ceIFfvLCJcxetLpzZ82h/5g46nv4F6dVnMNq9Cv/gSNlyFy3q4GCFafl832dgFF563ef5AzCcgvYEnLYyyYpuIDtGamgsfCXytAwtPZX+rqM54uWHWPjET+jcfDf9qy/i4MozybYVHudFixZw8ODhGaxtas45eRnPvfQ6G375Ck89t4fTTljKUcumlmk3yu1slM/xRpvP2w61bf986NQ2stN6F/AZY0wfMAy8E/hQONFa+7IxZtQYc5G19iHg94CfN7A+IiIiMg9tPrSLnSMHuXKZaeg7LvPfG3p8x1K2De/j9r1bWJLo4pi2HpIjA8T3bqPdPkj8wA7Sq89k1FyC79X+O2/P90ll4HAGRtJw4HDwCPCe4aCjCnDkwhinroizuD2Ln01DZvIypyLdvogda9/KgsFdLN31a46wv2DZ1jsY7l3DcO9xHF68ilTHEvDb6rfSGrQlYpx2Qi97Dhxm244B7v3VTha0xTlyaQfLezvo6UrSvSBBMhHDdZURXqTVNKzTaq3daYz5JLCB4BmUb1prf2mMuQ34lLX2ceB3gW8YY3qAJ4Av11h8DJhSozPXGyht34ysJrjzX8fLeokpx+x0RTkWolw3aKn6rWYOxWw5UT0WUa0XRLtuNDFmM16WH+5+kpWdiziuc+ksPjngcEnvGn6xbws3v/Iwf/30wyxKBb+59LqXMnr+b5NdcjSOl8WpcOweftnjlc3DZLM+nh881Zsu80OqjqRDb1eMk7pjLOl0SPpZPC8NPhXLnum2jS1ayc5FK0mMHaRn71a6DrxIl32+YK7lbhzfjeO7Lq+e937GFh7VgLrkV8thxdIOjlyygP2HxthzYIQde4d4ceehgtniMZdkwuW8dcs45siegmlRbmcjfo431Hzedqhp+1fT+HhtKsePSBa4KboYiNZLw6TVHQtsb2D5ilmpN8WstJqmxuxweoxskz7zuEAyFifheZBJ5X5TWltdfMctmNPPdV4938fzfKL1OS73wdpxwc39wyHXe56Y3oyaOeC6blCt3CPDrutU++2r2llpJY2O16Zq1U5rG3AuQcZhvTtB6qHR304pZqXeFLPSahSz0moUs9JKdKdVREREREREpBka+Z5WERERERERkRlRp1VEREREREQiS51WERERERERiSx1WkVERERERCSy1GkVERERERGRyFKnVURERERERCJLnVYRERERERGJLHVaRUREREREJLLUaRUREREREZHIUqdVREREREREIkudVhEREREREYksdVpFREREREQkstRpFRERERERkchSp1VEREREREQiS51WERERERERiSx1WkVERERERCSy1GkVERERERGRyFKnVURERERERCJLnVYRERERERGJrFbttMaB1bn/RVqBYlZajWJWWo1iVlqNYlakRq16kqwEXurvH8Lz/KozL17cweuvjzS+Vk2i7ZuZvr5up2GFT5hSzE5XlGMhynWD1qrfXIrZcqJ6LKJaL4h+3eLxWNNjNsr7aDKq9+yJcjvbivuzXubztkNt2z9L8dpUrXqndUri8Vizq9BQ2j4JRXlfRbluoPpFSVS3Nar1AtWtFlGpx1Sp3rMnynWOct0abT5vO2j7Q/Oi0yoiIiIiIiKtSZ1WERERERERiSx1WkVERERERCSy1GkVERERERGRyGpo9mBjzKeB9+QGf2at/dOi6WcA3wR6gPuBD1trM42sk4iIiIiIiLSOhnVajTFXAFcBZwI+8AtjzDustT/Om+17wAettRuNMd8CrgO+1qg6NUIs5uLGY/iAA3iZLNmsN+OyXAccB7IeJOOQ9Rw8zycec/B8yHo+MQcc12FgcJS2BUnAx3WC6Z7nE4s5OEAm6+O6DjEH0tmgDB/Ijo/3cRzI5Nbhug5xF1IZn5jrBNNy8zq+Rzrtjdczv26u6xBzfVIZiLng++D5E/sFGF+uLQGZbN5yjs/ISLrs/pSZm2qcdnQkyPoTxycR80llHXzPx3EdkjGfdO74FcdZMu4zlpmYty3uk8o4HDwUxGkyNxyWXW047vqkvYnyyGZJpSbiotq2JZMxiMUqLi9SL5ViMT8GXdfBdXw838FxfHzfwfd9HMchbMP9XBvvug7xmE8mG0yDiXld18fzJoZHDgfnV36bms6C4xIsl3udhuN7+I5LLAZ+3jnuOD6Z7MyvYxI95eIyFnMK2kXX98j6Tsm1N3+59iQlbbXnFX92CD5PpLOV2/xEzCeT8fEdd9LrQDpdOI/jBzFZPG50VPc6ROaDRt5p3Q3caK1NARhjtgCrwonGmGOABdbajblRNwN/RQt1WmMxl7QHt9yxlUPDKXo6k6y/dA2JmDvlC365sq6+aDU79gxy3MpF3HLvNjoXJLj4rKO4/aHtBfM8+MROhg+n+c03HkfW8/nFAy+VnX71Rat5dls/J6/pLSjjmsvWEIs5/PiuFwq248nn9vLqa4MFZay/bA0LkjH+4/atrDu+l+OOXsQtG7ZNLHfZGvbsH2ZxT3vBOtZftoa46/CDO7Zy3qnLOWJpZ8ly3Z0JBkeyJfvT92f3HZFzzVTjtKMjwdBotuT4bHxyF9t2DLBm5UIuOGNFwfTiGEm4cPNPt/AHbz+ZgTG/pKydrx3i3sd3lpRVbThcvj0ZI5XKVt22ZDLGaMbnljtt2eVF6qVSLHa0xxlJeeMxuGblQs4/fQWPPrWLM08+gjvy2sk3X3ws8ZjDrfe9WBCvz23r59ijFxXM+7ZL1/DoU8E5WXyOhsOvHxyho6OtYLng/HudFUf0cOu9Fc7haV7HJHrKxeU1l63B9+HHv7Bl2/jia/ah4RTX/fY6Boa9gra43GeHd1xxPNmsz08rXD/C4UTM4Ud3Bet/x5uOo6OjraSd72yP8e8/t2XKfr5gvo72uDquIvNAw37Taq3dHHZIjTEnEDwmfFveLCsIOrah3QQvWW4ZbjzGLbmLPsCh4RS33LsNdxrvUypX1u0PbefkNUvHx5976vLxjmD+POeeupxDwykOj2XGO6zlpt/+0HbOOaW0jJ9u2MbAUKpkO845ZXlJGbds2IaPw6HhVFC3DUXbv2Ebq49aWLKOWzZsY2A4WMfqoxaWXS7jOWX358hoelrHRwJTjdOs75Q9PutOWArAuhNKj3txjMQTwfdhTixWtqw1q5aULavacLg8sVht21Zh/eHyIvVSKRZ9xy2J6VvvDc6nO4rayV88+BIjY5mSeD1lbV/JvGEZ+fMVD684oqdkufD8u7XM9Wb8HJ7mdUyip1xclr3ml4mf8JoNlMRxpXIGhlLjHdbJyj6Yt1zv4s6y7bTnOzWV7TtKzyIyHzT0N60Axph1wM+AT1hrn8+b5BI87xRygCl9rdvb21XzvH193VMpuiaHhsbGG8/xccMpXNeZ8voqleX7/vj49mS87DztyeAwJuOxSacfGk7hOE7ZeZJFH1DCecuVEd75zK9b/nKeV358uI5K0yuNz2b9hhy/ZphKzE5X8b6aapwePDQ6aRxVi8PwWELlYx3GUHFZ1Ybzl+/r6666bZW2JVy+WNTjrBn1m42YLSeqx6JSvSrFYvE5EMZ0pdiu1BZPds5VGp7s/Kt2Dk/nOhYVk8Vsq27TdOtdKS7LxVlx/OTPU+26Hqr2OWQqZYfXkWple159PyNEuZ1t1fith/m87aDth8YnYroI+CHwf1hr/61o8g7gyLzh5cCuqZTf3z9U0qiV09fXzb59g1MpuiaJtgQ9ncmCRrSnM/hN0VTXV6ksx3HGx4+mMmXnGU0Fj8WkMtlJp/d0JvF9v+w8qaLfjobzlisj7Mzm1y1/OdctPz5cR6XplcbHYk5Djl9oNhuCWmN2usrF+lTjtG1BctI4qhaH4bGEysc6jKHisqoN5y+/b99g1W1LVtiWcPlq+y5K8us3l2K2nKgei8nqVSkWi8+BMKYrxXaltniyc67S8GTnX7VzeDrXsUpm+8NWpZiNalxVM5N6V4rLcnFWHD/581S7roeqfQ6ZStnhdaRa2a5bv88IUW5nWzV+62E+bzvUtv3zoVPbsGcqjDFHAz8B3lumw4q19mVgNNexBfg94OeNqk8jeJks6y9dQ09nEmD8N0zTSR5UrqzgN6j7x8c/9sxrXH3R6pJ5HnvmNXo6kyxoi/PmS46tOP3qi1bz+KbSMq65bA0Lu5Il2/H4ptdKylh/2Rocgg9Qz27bz/rLirb/sjVs3zlQso71l61hYWewju07B8ouF3f9svuzoz0xreMjganGaczxyx6fzc/vB2Dz86XHvThGMungA4qfzZYta9srB8qWVW04XJ5strZtq7D+cHmReqkUi47vlcT02y4NzqeritrJN198LB1t8ZJ43bR1X8m8YRn58xUP79pzqGS58Px7W5nrzfg5PM3rmERPubgse80vEz/hNRsoieNK5SzsCsZXK3tR3nL9rw+Xbaddx6+p7DBBk4jMbU6jktwYY/4e+ACwLW/014FrgE9Zax83xpwOfIPglTdPAO+31o7VUPxq4KVm32mFaGQP9rzCzJNzLXvwkiWdjb7T6lSfa8ZWM4WYna5KsR6F7MG1ZgtuVvbgqH+TW3QHYM7EbDlRPRbV6lU1e7AftNFh5t8pZQ92fPArZw8O54ti9uDcHYCmx2xU46qamda7WdmDK7XpUc4eHOV2tlXjtx7m87ZDzXdaZyNem6phjwdba/8Y+OMyk76eN89TwHmNqsNsyGa9ul3cK5WVyevG56ckCpvpSsFcKX1RLWmNwlVWmjesZ6bCVwyVLiHVlqvn/pQJU92vIyOFR774cOX/qqg4RirNG8Zp8fSpDhertm1BB1V3jaTxKsXiTGKwlm9xAXqm9KEuW9N1QOaGcnEZPGxSPSbzl0sXBWO52MwfV2ubX25crXEvIvOHUq6JiIiIiIhIZKnTKiIiIiIiIpGlTquIiIiIiIhEljqtIiIiIiIiElnqtIqIiIiIiEhkqdMqIiIiIiIikaVOq4iIiIiIiESWOq0iIiIiIiISWeq0ioiIiIiISGSp0yoiIiIiIiKRpU6riIiIiIiIRJY6rSIiIiIiIhJZ6rSKiIiIiIhIZKnTKiIiIiIiIpGlTquIiIiIiIhEljqtIiIiIiIiElnqtIqIiIiIiEhkqdMqIiIiIiIikaVOq4iIiIiIiESWOq0iIiIiIiISWeq0ioiIiIiISGSp0yoiIiIiIiKRpU6riIiIiIiIRJY6rSIiIiIiIhJZ8UavwBjTAzwMvM1au71o2qeBDwCv50Z9w1r71UbXSURERERERFpDQzutxpjzgW8AayvMcg7w36y1jzSyHiIiIiIiItKaGv148HXADcCuCtPPAf7cGPO0MeYrxpj2BtdHREREREREWojj+37DV2KM2Q5cmv94sDGmC/gP4H8CLwA3Ay9baz9ZQ5GrgZfqXE2Zv5xZWMdqFLNSP4pZaTWKWWk1illpJbMRr03V8N+0VmKtHQLeGg4bY74IfBuopdMKQH//EJ5XvdPd19fNvn2D06lmS9D2zbz82VJrzE5XlGMhynWD1qrfXIrZcqJ6LKJaL4h+3WZTpZiN8j6ajOo9e6Lczrbi/qyX+bztUNv2z3Y72wxNyx5sjFlljPlA3igHSDerPiIiIiIiIhI9TbvTChwG/sYYswHYTvDb1x83sT4iIiIiIiISMbN+p9UYc5sx5hxr7T7geuAWwBLcaf3ibNdHREREREREomtW7rRaa1fn/f3WvL9/CPxwNuogIiIiIiIiradpv2kVERERERERqUadVhEREREREYksdVpFREREREQkstRpFRERERERkchSp1VEREREREQiS51WERERERERiSx1WkVERERERCSy1GkVERERERGRyFKnVURERERERCJryp1WY8wKY8wljaiMiIiIiIiISL54LTMZY/4QuAT4I+AJYMAY8yNr7Z81snIiIiIiIiIyv9V6p/UPgD8B3g38F7AOuLJRlRIRERERERGB2jutvrV2D3AFcLe1NgPEGlctERERERERkdo7rWPGmD8F3gjcmXtceLhx1RIRERERERGZ2uPBa4FrrbWvAxcDH2xYrURERERERESosdNqrbXAx4BXjDEOcJ219rmG1kxERERERETmvZo6rcaYC4BtwM+Ao4BXjTEXNrJiIiIiIiIiIrU+HvwFgiRM/dbaHcDvAX/fsFqJiIiIiIiIUHuntcNa+2w4YK29jRrf8SoiIiIiIiIyXbV2WtPGmMWAD2CMMY2rkoiIiIiIiEig1rulnwPuA5YbY/4VuAr4UMNqJSIiIiIiIkKNnVZr7S3GmC3AlUAM+Ky1dktDayYiIiIiIiLz3qSPBxtjTsz9fxbQAzwKPAwsyI0TERERERERaZhqd1r/Fngb8MMy03zguGorMMb0EHR032at3V407QzgmwQd4vuBD1trM9WrHR3xmEOnm8L1s5BI4npB9R3A8zw8JwaOi5NN4zkxhr0kmaxfsJyTTOJmM/i55fA8vGQbbiYNXhbcGF48gZsaDf6OxXHTY3jJdtxMGu9QP0vbAN/Dj8XB93GymeBvx8HJpIPl3BhuJoXvxvGc4PuKmJ8FL4uXaMPNZsbXl43FIZXCdyfqn/93/rZI84Xx5B/qZ2HCKTk2bUmXLkZx/Cy+EyOVaKctMzp+vFOJdpLpieF0sp1EqvJwJtlOPDfsxxM4vg/ZTBA7yXZiefOGw/7BvSxtK51evO7RWDux9Biun8VzYow6bbT7E8OKO6lFfhubHzfF58JYPDgXHD873k46ngdeBmJxHN8P2k4vW9DW4rh4rovreePDYRvuxeJBe1o03necXHnBch7BsO97ZFFsS6GF3S6JSdrOEaedWIyCtnws3k7cpWwbnN+eu0w+z4jTTirtF5xDaotFpJkm7bRaa9+W+/9YY0y3tXbQGNMO9Fhr91Yr3BhzPvANYG2FWb4HfNBau9EY8y3gOuBrU9qCJorHHHrSB+CWr8DRJ+GecRnexltwz7wC747vwKF+3J5e3Ks/gPfgD4kND9Cz/qMMt/fSOdpfebl1l+AedyreLf8Ih/qhpxd3/UfwXnwGNj8Q/H3oddyexYXLdS7EvfideLd/Gz9cLrduhgcK/15/Aw5+sI6wDnnri63/CN6TG3Be3TK+nJNXRrgthxJLdNFqsvw49A71E+vpLTg2bUmX7tH9eLd8NYiLs6+m7cTzCo53cv1H8J77Jfzqdjj7ahJF0xPrP4K38RbY9iSsOYP4BeuD6XkxVxA74bzhcFh2OLzzBbj3XyfWnTd/e95wbM0ZdF9wDd4tX4Uy2yZSTkHbnBc3ox29dIzknQt58ebnYtstju0Xn8Y15+E9Wti209OL+7aP4D06EbvuVe/He+kZ3KLzx73q/Xi/vitY/qVnypan2JZ8C7tdEgP7JuJozRnEwtjMxVXHNR/Fj8Xxfvylibb6Pf8L9/Bg6fX89b1w203BPNfcgB9LFCxX3G53rP8I7W0d8IO/HY/P7vU34G38adA2K15FZJbVlD3YGPMe4Inc4CpgkzFmfQ2LXgfcAOwqU+YxwAJr7cbcqJuBd9dSn6jodFPjH4rcc67Gu+UfcdddNPGhBuBQP97t38Y99y3BuFu+Qhejky7nnnzBxAUnLOOWf8Q9+YKJv49YVbrcuW+Z6DyUWXf+387wwPg6wjqUrO+cqyctg1u+EuwDaar8OARKjk0Xo+OdPgD3lIvLH+9TLp58+rqLgunrLpqInXIxlzdvcdnjw2tOn3z+gnV9teK2iZRT6Zzo8EdL4qlabLunXIx3a4W2/dai2L3jO+XPnzu+M778ZOUptiWUSI0WxFF+bAJBXP30KzgD+wvGub5Xvv1ecVzecl8tWa5sO5zNFs3z1YJ5FK8iMptqzR78SeAyAGvtVmPM2cB/AbdMtpC19oMAFd6QswLYnTe8G1hZY30A6O3tqnnevr7uqRRdE/9QP17YoDtu0Ii3d0408qFwfO5vx88G3/JXWs73y5fh+xN/e9nS5WpY9/jfybaJecM6FC+Xe4S4YhmH+km4fkP2bbHZWMdsmErM1qogDkN5x8Y/uHci3qD68a40PTzuU4m54rLDYd+ffP5y6yqzbfUW9ThrRv0aEbO1mMm2VjonxtvN4vGTxXatbXs4PNn5U0N5M4ntqMfvbJksZltlH/kH9xbGR6X4S7YVLVjh84PnTb5c2Vh2qs5TLV5bZX/ni3I724r7s17m87aDth9q77TGrLU7wgFr7avGmFrf8VqJS+69rzkO4FWYt6z+/iE8r/pjKX193ezbNzi12tVgrzo34AAAIABJREFUYcIh1tOb+xDuQU8vjA4H/+dfNMLxub99JzYxT7nlHKd8GeEFpKcX3FjpcjWse/zv1FhpHYqX873Jy+jpJe05DDRg3+Zr1PHLL3+21BqzU1EQh6G8Y9ObjBUe32rHu9L08LhPJeaKyw6H8z8MlZu/3LrKbFs9NTrOZiq/fq0es9XM9FhUOifG282pxHatbXs4PNn5U0N5043tKMfvbH/YqhSzUd5HxZa2FcVqpfhLjRUuWOnzg+tOvlzZWParzjNZvLbS/g5FuZ1txf1ZL/N526G27Z8PndpaO557jTHXG2PixpiYMeYDwJ4ZrnsHcGTe8HLKPEYcZcNeEtZ/FHp68R6/Pfit6eaHcK96f9C4w8TvSh/7eTBu/UcZon3S5bxnN+Ku/0hhGes/gvfsxom/97xSutxjP8e9+gMV153/t9+5cHwdYR1K1vf47ZOWwfqPBvtAmio/DoGSYzNEO+76G8ane5seLH+8Nz04+fTNDwXTNz80ETvlYi5v3uKyx4e3PTX5/AXruqHitomUU+mcGHHaS+KpWmx7mx4Mfrtarm1/W1HsXvX+8ufPVe8fX36y8hTbEkon2wviKD82gSCurvko/sKlBeM8xy3ffu96MW+5G0qWK9sOx2JF89xQMI/iVURmk+MXf5NWhjHmBODfgNMJ7o7+CnivtfbFWlZijNkOXFome/Am4Hpr7UPGmH8CnrfWfqGGIlcDLzX7TitEI3vw+HJzNHvwLNxpdarPNWOrmULMTlUYTwnXJ+1FM3twpeGoZA+O+je5RXcAWj5mJ1OPYzH17MEeuG5e9uAsxGIF2YPz29qpZQ92cPDzsgfnshHXMXtwlOM3dweg6TEb5X1UTpg9eLIMv1HOHtxq+xui3c624v6sl/m87VDzndbZiNemqunxYGvt88DZxpjFQMZaO+3IMcbcBnzKWvs48LvAN3KvxXkC+PJ0y22WTNZnIJsAEpABqPStYyz3v1/bcumicWMAC/JmWDA+T/lgTuSmQ+FhXlA0X6z8+gBoL1P/0m2R5gvjqa+vO/eoVuGxGUt5jOUf35THYEF8eTDd4fE4S0w673icVisbL1dWYnx4rGBYcSfVFbSxQBg35c6FoZK2L0ZhGxqMm9oHp2p3oGJlxim2ZcLAYJW2M/eLqtK2HKq331XmyZVdeA6pLRaR5qmp02qM6QI+D5wIvNsYcxNwo7V2qJblrbWr8/5+a97fTwHnTaXCIiIiIiIiMn/U+pvWLwMHgSOAUaAH+KdGVUpEREREREQEau+0nmmt/SSQttaOEDzWe0bjqiUiIiIiIiJSe6c1WzQcY4qvpxERERERERGZqlo7rfcbYz4PLDDGXA38CNjQuGqJiIiIiIiI1N5p/V/AEDAAfA54GvhEoyolIiIiIiIiArW/8iYN/LUx5itA1lp7qLHVEhEREREREanxTqsx5kRjzGPAXqDfGHOfMWZVY6smIiIiIiIi812tjwd/B/gm0AF0AT8AvtWoSomIiIiIiIhAjY8HAx3W2pvyhv/BGHNdIyokIiIiIiIiEqr1TutzxpgLwwFjzCnAS42pkoiIiIiIiEig1jutxwD3GWOeInhn6+nAHmPM0wDW2tMaVD8RERERERGZx2rttP4ZcBzwAtANnEXw2pvXG1QvERERERERkZo7rf8d8IFHgO8DdwCnW2vf2aiKiYiIiIiIiNT6m9azgD8E3g78s7X2/QSPDIuIiIiIiIg0TK2dVtda6wFXAvfkxnU0pkoiIiIiIiIigVo7rS8YY24j+F3rvcaYfwGealy1RERERERERGrvtL6f4Lesb7TWpoEHgD9oWK1EREREREREqDERk7V2GPhe3vDXG1YjERERERERkZxa77SKiIiIiIiIzDp1WkVERERERCSy1GkVERERERGRyFKnVURERERERCJLnVYRERERERGJLHVaRUREREREJLJqeuXNdBlj3gv8BZAAvmSt/WrR9E8DHwBez436RvE8IiIiIiIiMn81rNNqjDkK+BxwNjAGPGyM2WCtfTZvtnOA/2atfaRR9RAREREREZHW1cjHg68A7rHWHrDWDgM/AN5VNM85wJ8bY542xnzFGNPewPqIiIiIiIhIi2nk48ErgN15w7uB88IBY0wX8GvgE8ALwM3AXwKfrHUFvb1dNVemr6+75nlbkbavNUwlZqcryvsqynUD1a+c2YjZcqJ6LKJaL4h23WbTZDHbqvtI9Z49UW5nW3F/1st83nbQ9kNjO60u4OcNO4AXDlhrh4C3hsPGmC8C32YKndb+/iE8z686X19fN/v2DdZabMvR9s28/NlSa8xOV5RjIcp1g9aq31yK2XKieiyiWi+Ift1mU6WYjfI+mozqPXui3M624v6sl/m87VDb9s+HTm0jHw/eARyZN7wc2BUOGGNWGWM+kDfdAdINrI+IiIiIiIi0mEbeab0L+Iwxpg8YBt4JfChv+mHgb4wxG4DtwA3AjxtYHxEREREREWkxDbvTaq3dSfCo7wbgSeD71tpfGmNuM8acY63dB1wP3AJYgjutX2xUfURERERERKT1NPQ9rdba7wPfLxr31ry/fwj8sJF1EBERERERkdbVyN+0ioiIiIiIiMyIOq0iIiIiIiISWeq0ioiIiIiISGSp0yoiIiIiIiKRpU6riIiIiIiIRJY6rSIiIiIiIhJZ6rSKiIiIiIhIZKnTKiIiIiIiIpGlTquIiIiIiIhEljqtIiIiIiIiElnqtIqIiIiIiEhkqdMqIiIiIiIikaVOq4iIiIiIiESWOq0iIiIiIiISWeq0ioiIiIiISGSp0yoiIiIiIiKRpU6riIiIiIiIRJY6rSIiIiIiIhJZ6rSKiIiIiIhIZKnTKiIiIiIiIpGlTquIiIiIiIhEljqtIiIiIiIiElnqtIqIiIiIiEhkxRtZuDHmvcBfAAngS9barxZNPwP4JtAD3A982FqbaWSd8sViLn6bTxaftlicDB5Z3yPuuLi+g4eP7/h4vk/McXFxSPlZ2pzCeR0c0n6WdidBmiye7+E6DuAAkCDGqJ8m4bj4PmQ8j3jMxQHSvkebEyODT9b3iOEQSwXfJWSTHlmCdcd9hzEvSwwHZ8whm/VmazfJHJQf+/WOqeKy22NxRsmw9/AgsW6HdoLhrO8TcyoM+5mJ5Z0a5s8bbvPjjDlVpjNRfjwTI+Nm6R8dxu1wiGVcsnFvfHrxcPG+auS+jLpw2z3Hx3Uc4k6MDFmSxEmRIU4w7PnBdAcHH5+gbfRpIzgWxcck482P/SfN096ZIOVO3q4AVduesZFswflfrb0QEZHpaVin1RhzFPA54GxgDHjYGLPBWvts3mzfAz5ord1ojPkWcB3wtUbVKV8s5jKUGOPrmx/ALFzGpSvWctOWB+kfG6a3rZMPnXgxKT/DzXbj+Lhr117ACwf3cErvUQXzXrv2AvaNHOLo7iUF49+39nzu2Wn5zVWn8OrgAfo6evju1urlXX/SJSyIJfjSM/fkjbuYe3dtxQ7s5cMnXUIXbboQyrTkx34YX/WKqeKy/+ikN9LVtoCbtjxQEN+P7d3Onbue4z2rz+L4RcvGp5++5Ch+c9WpJfP/7JVneOrATq5ccSLnLltdsbxqy4fDe4YH+Nbzj0xM3x5MH19+c1F9KuyrRu7LqCve9mBfncLQ2Chdbe28cHAfxy/qK9smvukoM942thFniFTJMVuYbCedyjZ7M2UOau9McCA7wk2bgpj7i9PezJBbGoM9iXa++PTdk7Yl3Qva+OIzd9fUXoiIyPQ18vHgK4B7rLUHrLXDwA+Ad4UTjTHHAAustRtzo24G3t3A+hTw23y+nrtAXbny5PEPVgD9Y8MMZkbHO6zhuO9u3cj5RxxXMu93t27kpCVHloz/562P8obc/CctOXK8w1qtvJu2PEAWr2jcg1y58mT6x4b5+pYH8Nv82dpVMsfkxz5Q15gqLnt518LxD4Lhum7a8gAXLl8DwOlLVxZMD86X0vnfcMRxAFy4fM2k5VVbPhxes6iv7PTi5cuVl7+vGrkvo65428O2LjjmD+aObfk2Mb9tTCRiZY9ZNqkP+dIYKTdTEHMdbcmyMeiVXIdL2xLP8WtuL0REZPoa+XjwCmB33vBu4Lwq01dOZQW9vV01z9vX110w3D86PH5hcR1n/O9QWyxeMq5/bBgPv+z4rF9+fGciOen0SuU5uUeL88cFjxwHfxNz6Oub2P7i7Ztr5sr2TSVmp6vavsqP/fFxZWJqOorLrhT3YSwXx394vhTP35lIAuXP1fzyqi0fDmd9v+z04uUrlRfuq0buy3KacR5UitnibS9u6yq1beF8tbSNUTzvo1inUJTrNpsma2f7+rrZe3iwpnYqv50IxxW3JV7ePNXai5lo1WPbivWOUjtbrBX3Z73M520HbT80ttPqAvktvgN4U5heVX//EJ5X/RvMvr5u9u0bLKxch0NvW+f4RSf8OzSWzZSM623rxMUpOz7mlB8/nE5NOr1SeT6F29Xb1jl+cext64SsP75N5bZvLmn09s1mQ1BrzE5XLfsqP/ZDxTE1XcVlV4r7MJaL4z88X8qdR0DZczW/vGrLh8Mxxyk7vXj5SuWF+6qR+7JY/rGNQswWb3txW1epbQvnq6VtjFq7FuW2Nup1m02VYjbcR7Hu2tqp/HYiHFfclrh581RrL6Yrysd2Mq1Y76i1s/lacX/Wy3zedqht++dDp7aRjwfvAI7MG14O7JrC9IZyxhw+fNIl9LZ1cueOZ7n+pIuDiwvBRaY73s7vmwsKxl279gIe3fNiybzXrr2ALQd2l4x/39rzeSQ3/5YDu7l2bW3lXX/SJcRwi8ZdzJ07nh3/jYwzVngxFalVfuwDdY2p4rJfGxrg+qJ1XX/SJTz82jYAntq/o2B6cL6Uzv/InhcBePi1bZOWV235cHjbwX1lpxcvX668/H3VyH0ZdcXbHrZ1wTG/OHdsy7eJ+W1jOp0te8zChHQi9Zb04gUxNzKWKhuDbsl1uLQtcX2n5vZCRESmz/H9xtz1ySViepDgkeBh4GHgQ9baX+bNswm43lr7kDHmn4DnrbVfqKH41cBLM7nTCnmZL/FJ5rIHe74XZAqukD047WdJOoXzOjhk/CxtRdmDg0yZQfbgMT9NPJc9OOsFCVwcION7JHPZgz3fwy3KHuzh4+ayB6e8LG6ZbIRz/RuoWbjTOhufKFYzhZidrlr3VX7sl4upmSguO8weHGaQDTNwTjrsZyaWd6a2fJg9eNLpTJQfZg8m5kDWH8/+GU4vHq6UPbgR+zJf0R2ASMTsdLMHh/8XZw8O9+HCtg5e7x8uu85minJbG/W6AU2P2fx9FGYPnqxdAaq2PWH24Frbi+mI8rGdTCvWO4rtbKgV92e9zOdth5rvtM75b8ca9niwtXanMeaTwAYgCXzTWvtLY8xtwKestY8Dvwt8wxjTAzwBfLlR9Sknm/VgJPg7xcSbdrJ4FOeszB9XPG9ojPT43x4+4dPPY7l5Mnnz5i+Xylubhz+xplQ4zgv/LChXZLryY7/eMVVc9kjuvAgb3ZGi86Tew4enOD08n/v6uti3bzA4/1IT04uHi/dVI/dl1BVve7gvR3P7OL+tLNw3wf/hsSg+JvEFussqjTU6XHu7UnWevHOgWnshIiLT09D3tFprvw98v2jcW/P+forC5EwiIiIiIiIi4/R1toiIiIiIiESWOq0iIiIiIiISWeq0ioiIiIiISGQ19DetDRQDcN3aE2VNZd5WpO2bkdUEr2DKVJlvJqYcs9MV5ViIct2gpeq3mjkUs+VE9VhEtV4Q7boRkZiN+D6qSPWePVFuZ1txf9bLfN52qGn7V9P4eG2qhr3ypsEuBh5odiVkTjkW2N7A8hWzUm+KWWk1illpNYpZaSWNjtematVOaxtwLrAbSt5OIzIdjf52SjEr9aaYlVajmJVWo5iVVqI7rSIiIiIiIiLNoERMIiIiIiIiElnqtIqIiIiIiEhkqdMqIiIiIiIikaVOq4iIiIiIiESWOq0iIiIiIiISWeq0ioiIiIiISGSp0yoiIiIiIiKRpU6riIiIiIiIRFa82RWYDcaYvwWWWmt/v9l1qSdjzHrg00AncIe19o+bXKW6Msb8D+DPcoM/t9Z+vJn1iTJjzKeB9+QGf2at/dNm1qeYMeazwLsAH/iWtfbvmlylElFtJ4wxG4BlQDo36npr7aNNrFLDtEAcRy5GonwdiEobbox5L/AXQAL4krX2q82ox3QYY3qAh4G3WWu3N7k6NYn6eVxJVK9TrRy/9dCK50C9tOq51Chz/k6rMeZy4Npm16PejDHHAV8H3g6cBpxljHlLc2tVP8aYDuDLwBuB04FLjDFXNLdW0ZTbL1cBZwJnAGcbY97R3FpNMMa8EXgTQZyeA3zMGGOaW6tCUW0njDEOsBY43Vp7Ru7fXO2wRj2OIxcjUb4ORKUNN8YcBXwOuJggrj5kjDl5tusxHcaY84EHCdqAlhD187iSqF6nWjl+66EVz4F6adVzqZHmdKfVGLOE4GT/v5pdlwZ4B/Dv1tod1to08DvAXPowGyOIz06CbxcTwOGm1ii6dgM3WmtTuVjYAqxqcp3GWWvvAy6z1mYI7hjGgeHm1mpCxNuJ8EPTHcaYp4wxH21qbRorsnEc4RiJ8nUgKm34FcA91toD1tph4AcEd9NawXXADcCuZldkCiJ7Hk8mwtepVo7femjFc6BeWvJcaqS5/njwTcAngaObXZEGOB5IGWN+ShDEtwJ/2dwq1Y+1dtAY85fAc8AIcB/B4yFSxFq7OfzbGHMCwaMkFzWvRqWstWljzF8BHwf+E9jZ5Crli3I7sRi4G/gYwYf+e40x1lp7Z3OrVX8Rj+OoxkhkrwMRasNXEHz4C+0GzmtCPabMWvtBgAjc8KtZxM/jSUX0OtWy8VsPrXgO1Esrn0uNMmfvtBpjPgi8aq29u9l1aZA4wTdwfwC8ATifiD26NhPGmNOADwDHEDTaWYILiVRgjFkH3Al8wlr7fLPrU8xa+2mgj+CD/3VNrg4Q/XbCWvuItfZ91toBa+1+4FvAW5tdr0aKWhxHPEYiex2IUBvuEvxGMeQAXhPqMa9E7TyuVQSvU4rfea5Vz6VGmLOdVoLHpK4yxjwJfBa4xhjz/za5TvX0GnCXtXaftfYw8GPm1rdvVwN3W2v3WmvHgJuBS5taowgzxlxEcEfuf1trv9vs+uQzxpxojDkDwFo7AvyI4HdDURDpdsIYc3Hut5Qhh4mETHNOROM4yjES5etAVNrwHcCRecPLmZ+PGs6aiJ7Hk4rwdUrxO4+14rnUSHP28WBr7ZXh38aY3wcutdb+SfNqVHe3At81xiwCBoG3AD9pbpXq6ingb4wxnQSPlq0HHmtulaLJGHM0wbH/HWvtPc2uTxnHAX9ljLmY4Bvj3wK+3dwqBVqgnVgEfNYYcyHB48HXAh9ubpUaI6pxHPEYifJ1ICpt+F3AZ4wxfQS/UXwn8KEm1GNeiOp5XIOoXqcUv/NUC59LDTOX77TOabkMon9DkFXtWeBl4DtNrVQdWWvvAP4V+BXwNMEH9v+nqZWKro8D7cDfGWOezP2LTMfGWnsb8DPg1wTH82Fr7b81t1atwVp7K4X77tvW2keaW6uGiXQcR1GUrwNRacOttTsJfo+8AXgS+L619pezXY95pCXP46hepxS/81pLnkuN5Pi+X30uERERERERkSbQnVYRERERERGJLHVaRUREREREJLLUaRUREREREZHIUqdVREREREREIkudVhEREREREYksdVojxhhzqTFmU63j67TOc40xX5/OeowxnzfGXFWHOnQbY35ujFkw07KkOWYSo8aYzxpj3ldm/FJjjJ/7e6Ex5p68ab4xZmmN5b/FGPO56dStTFnfM8acWI+ypH6MMR80xnykhvm2G2POqXV8nep2RxirU1mPMeYMY0xdXmFjjPmiMebSepQl9TXT2K1huXOMMT+oMO3W3PuHMcZ8yhjzW7m/bzbGfLzG8ruNMbfX4/ptjHm7MeYvZ1qOzH3GmNuMMSc3ux4ye9RpFYB1wMqpLmSMuQA4Kfc+vhmx1g4SvNPvr2dalrQea+2nrLX/XGW2xcB5Uy3bGNNN8C7LunRagU8BNxtjnDqVJ/VxMdDR7EpUcOVUFzDGuMC3gL+oUx0+C/yDvhiMpIbGrrX2cWvtu2qY9U0E79Odqs8D37DWHp7GsgWstT8BfsMYc8ZMy5K5zVr7Vmvts82uh8yeeLMr0CqMMV0EL20/AfAIXj59vbXWM8asJ/hgkQRGgI9bax8xxnwGOB44GjiS4MXQH7TWHjLGvA3489wyy4DvWmtr+nbRGJMkuEi8EYgRvAz7j3LlbgduBi4HVgH/HJZrjPnfwB8Ag8D9wNuBSwg+zCzMfaP/XaDLGPNvwIkELza+zlr7QJmqfAb4Sl69PgDcCGSB/cC1wBrg/wZeAQwwTPCC+T/KDf/QWvsnuSL+A/i8MeYL1to9tewLqa7ZsWuMeRK40Vp7tzHmv+fqsthae9gY881cfc4HNllr/9YY89sEHcwR4LG8or4DLMiVd3Zu3F/lvjzpBb5grf1qmSrcANxurR3J1ed84MtAJ5DKbfM9xphR4O+AK4Augvh+N3AqsAtYb60dtta+aIw5CFwD/Ncku16mIXc38PPAywRt0GHg9621Wyq1fQTt3TXAlcaYw8APgJuAI4DlubLeY63dW2MdJjsvVhOcE8cAO4H/Ya3dbYw5F/habpltuen/k6AdBNhgjHlr7u/rc0+3LAP+P2vtJ8tU4z3AS9banbk6rc1t0zKC8/j/tNb+e67N/z5Bh2MxwRc0FxGcI2ngGmvtLmvtgDHmof+/vfOPsasq4vinRQQjFIPGBhQTfuhUKbSwBUsFsUJpKUIpoJgSUohSUQgSkB8NahEUUEAoIJHfiYSKVrtI+VkoRcACBixtEfgitWoVtv5EAlhgl/WPmde93b59e9/u6+7bMJ9/du+798499+2cOXNm5pwFZgFzy3wPSX0Mhu6a2alAi6RjzWxz4F/A1yXdZGb7ApcCZwFXSRptZtvj4/z2IfuDIeckYBxwsZl1hPgJZrY02vI0MEPSa92evwNwaLxLZby5EtfBduA24Bzcfr+O29ORwO3R1kPjPb8sqVJJcwMwB5he4mtPmpAe/I6f4v5g6f4RPkct23eUpCdq2OxRuD5tCQwDrpd09UB8B0njyUxreaYDW0saC+wVn+1kZh8FLgCmStoDdwgWmNl745r9cedjFG7Avx0ZmtOBmZLGAeOB2WVLHYGzQ1aLpDG4Q31R4fxWkvYDJgDfMLMdzWwycFy0vQXYGkDSGjxz9LCk4+P+DwOXxbtegzvvG2Bm78MnvIvieAxucKZI2h0fkCqO2F7ARSHvFWA2cAiwJ3BSDKJIWodPUqaSNJLB1t0FwMHx+xTgP8B+IWsq0Fq50MxGAjcCR0pqwQe3CscD/5M0VlLFqfpjXDcduDSctu4cBdwR8jfHnajzJI0GTgDmRlZrC6BN0t64U3c9cCrwCWAbYFpB5iLgiBrvnPSPccCVYUtuAm6Oz6vaPkmtuM25LAIXXwQelbQPsBPuxBxb5sEl+sV+wOcljcKDcCea2btwPf9WtPkKYCxAwa5ODHsLsC76z97A6eH4d2e93ga3AvMl7Yr3mwvMbESc21LSeNyWXwvMje9nDW73K6TebnoGWncXAJPDhu2L62Qls38Y8Mtu1/8IeCz06BTcvhPPfgI4I9oE8CE8iPcx3C+opjvTgMWS2uP4PHyC8HG8D3wKH0vAx/zPAp/Gx5FXJU3AgyhnF2QuAg7OqoAhTVW/gzr7R5yrZft6s9lnAAvDT5iKZ/Fz7jNEyT9ceR4BdjWzB/HOdbmkF/DBYTtgcWSAbsEjQbvEffMlrZX0Nh7tmSypE48utpjZHDy7MwzP/JThc/hAsSyeeTjuWFf4FUBE6P8ObIt31vmSXo7nV8tIVVgl6fH4/SkiEtuNXYCXJL0Zxwfg2aw18ezLJZ0Y51ZLWlaRDSyR9Kakf+KT2G0LclfjGdikcQy27rbiDsgw3OH/YTx7PK5rbYVr9wVWFkp+runl3ebFz6fwSeeIKteMAl6I33cDOiTdCSDpSUm7xTtCl4O3Ktrxtzi3mtTTgWR5obrjRmAPM3s/vds+ACTNBZaa2WnA1cBoPHteht76xYOSXonfl+F6sVs89+74uQTPTPXEvLiuDVhLdRu7Xm/NbFtgDB5IQdIaSTsX2lHU2zZJywvHqbcDy4DqrqS/4MGJFjwoeCEwMexttUnrgXg1FjEOPEDP3Cbp9QgSPk0velqQf4Okjhjn95f0YJxbKOmt0PvXgHvi8w30VNK/gXV4tUIyNNnI78D1pK7+UcL2QW2b3QqcaWYL8KDLKYXxPhliZHlwSSStNrNdgM/gkcL7zWwWXsawWNLRlWsjav4iHmlqL4gZDnRE9GcZ3pkexjvu4bjzX4bN8PKfu+N5W+GRzQrFdSWdIbe9m/wOeuatKvd3p5MNgx7t8RnRpvfQNeC8UUN+tWfXaltSJ4Otu5JWRunPYcAfgIXAz0J+tc1BirLaq5wv8lY8o9PMut9b4W26dHUDPQUws9HAc3FY1NXU08Gj+Hev/E076N32EZ9/H89i3ggswdfp1WNfa/WLMva10t6eqNfGthc+q7TJ8GUXkHrbTAyG7rbigemD8CqmGcDReGXKqm6Z/O76VsvGNsIX2AHPFkN9vkA7qatDlmp+B54Brbd/9Gb7oIbNlrQ8MrGT8OTKHDNrkfTXRr1rMnBkprUkZvZVvJRhkaSzgHvxUpfFwEFRN0+sWVoBVMpappnvejocL0VciNf4jwC+KWkh3qm3wDteGe4FTjazd4fc6/Doai3uBI40s23i+Et0GYF26t98YRUw0swqg+4S4EAz2y6Ov4KvraqXHemaQCQNoEl0txUv9Vkk6TmkNF3OAAADnklEQVS83PYYvLStyEN4dHZMHB9XONcObGb1b4D0PL62GkBAp5lNAjCzPfFMQ722MPV00zLWzHaP32cBSyW9TG3bV7Rjk/GKgpvxapNJlLevvfWLajwLvGFmU+KevfHsa8XGdlC/jRWht5FVeJJYHxsO2W/wflQPqbebnsHQ3QX4RHW4pBfx8tofsHGWFTy7OQvAzD4CTCyc64svsF5Pg/uBmWY23My2wAOT+1e9swfCT9mSDScmyRCiht9RV/8oaft6tNlmNg84WtKtwNfw6r6iviZDiJy0lucn+MDxjJk9iXeYK6KMcRZwq5ktx3e/PUzSq3HfWuAu3Kn5L153vwJfq/ScmT2Ll1s+Q1f5WW+cD/wJz3g9g0erTq91g3yDg+uAR83siWh/Jfr5GL7GsfsEopa8l/FM28Q4XomvHbgnvocpwIk9S9iYyMaNxydHSeNoBt1txcvI7ovj+/Dy8jXFiyT9A3e+bjGz3+FOdoWXgN8Cv49yorL8AtdHJL2BlwjNiTKiHwNHFMrcyzIFmF/nPUl52oDvmdlKPJNfWdNXy/bdja8vnY2vq7vEzFbg6wUfoaR9LdEvqt3TDhwJnGtmy6JNbXTZ2PnAryOrX5b1ehvMAL4QbVqIb1zTVvXOnkm93fQMuO6Gznbizjv4BGAHqk9aT8LLLp/Fl308VTh3O3Chmc2scl9P3IaXI1cm1t/BN7hbjr/rXZJK+xbBQcAdYa+ToUk1v2MFfesfNW1fLzb7fOCY+Pxx3Bd5aFO9dLJpGdbZ2dn7VUmfMN9p8gOSTm6CtowDJki6Io5PAz5ZLKfog8wJwDmSDmlQG48DdpV0RiPkJX2nmXS3v5hv2PAYME6xg3A/5e2Mr5nZJ9b4Jg3EfAfWq+QbZQ0ZzOxi4BJJayMbsBzYKQJ8fZG3GZ5hOCT2J+hv+0YAS/F+sK6/8pKNGaq621/M7Frgfkk/b5C8B4BTJa1ohLykOXin9o+kcWSm9Z3D8/iOrU9HhOsA/N8x9BlJSwFVSuL6Q6xfmEGVnYqTpD9EedFsGvf/Lr+LR3pzwpoU+TO+EcgyurIBfZqwAsTmNyfgFQ6N4Fx8IpAT1qTRnAmcYA3Y7dfMpuP/zSAnrEmSbEBmWpMkSZIkSZIkSZKmJTOtSZIkSZIkSZIkSdOSk9YkSZIkSZIkSZKkaclJa5IkSZIkSZIkSdK05KQ1SZIkSZIkSZIkaVpy0pokSZIkSZIkSZI0Lf8Hqvmcwog5gcEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 945.725x900 with 30 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"g = sns.pairplot(iris_df, hue=\"species\", palette=\"Set2\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Violin Plots (boxplot)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[**Box plots** or **boxplot** ](https://en.wikipedia.org/wiki/Box_plot) (*diagramas de caja*) are a convenient way of graphically depicting groups of numerical data through their quartiles."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0d2ac0e6d8>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# We can look at an individual feature in Seaborn through a boxplot\n",
"sns.boxplot(x=\"species\", y=\"sepal length (cm)\", data=iris_df)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# One way we can extend this plot is adding a layer of individual points on top of\n",
"# it through Seaborn's striplot\n",
"# \n",
"# We'll use jitter=True so that all the points don't fall in single vertical lines\n",
"# above the species\n",
"#\n",
"# Saving the resulting axes as ax each time causes the resulting plot to be shown\n",
"# on top of the previous axes\n",
"ax = sns.boxplot(x=\"species\", y=\"petal length (cm)\", data=iris_df)\n",
"ax = sns.stripplot(x=\"species\", y=\"petal length (cm)\", data=iris_df, jitter=True, edgecolor=\"gray\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[**Violin plots**](https://en.wikipedia.org/wiki/Violin_plot) (*diagramas de violín*) are a method of plotting numeric data. A violin plot is a box plot with a rotated kernel density plot on each side. A violin plot is just a histogram (or more often a smoothed variant like a kernel density) turned on its side and mirrored."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0d300c4f60>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# A violin plot combines the benefits of the previous two plots and simplifies them\n",
"# Denser regions of the data are fatter, and sparser thiner in a violin plot\n",
"sns.violinplot(x=\"species\", y=\"petal length (cm)\", data=iris_df, size=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Kernel Density Estimation (KDE)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another useful representation is the [Kernel density estimation (KDE)](https://en.wikipedia.org/wiki/Kernel_density_estimation) plot. KDE is a non-parametric way to estimate the probability density function of a random variable. The kdeplot represents the shape of a distribution. Like the histogram, the KDE plots encodes the density of observations on one axis with height along the other axis:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7f0d3005aba8>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 477.725x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# A final seaborn plot useful for looking at univariate relations is the kdeplot,\n",
"# which creates and visualizes a kernel density estimate of the underlying feature\n",
"sns.FacetGrid(iris_df, hue=\"species\", height=6) \\\n",
" .map(sns.kdeplot, \"petal length (cm)\") \\\n",
" .add_legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Choosing the right visualisation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Depending on the data, we can choose which visualisation suits better. the following [diagram](http://www.labnol.org/software/find-right-chart-type-for-your-data/6523/) guides this selection.\n",
"\n",
"\n",
"![](files/images/data-chart-type.png \"Graphs\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## References"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [Feature selection](http://scikit-learn.org/stable/modules/feature_selection.html)\n",
"* [Classification probability](http://scikit-learn.org/stable/auto_examples/classification/plot_classification_probability.html)\n",
"* [Mastering Pandas](http://proquest.safaribooksonline.com/book/programming/python/9781783981960), Femi Anthony, Packt Publishing, 2015.\n",
"* [Matplotlib web page](http://matplotlib.org/index.html)\n",
"* [Using matlibplot in IPython](http://ipython.readthedocs.org/en/stable/interactive/plotting.html)\n",
"* [Seaborn Tutorial](https://stanford.edu/~mwaskom/software/seaborn/tutorial.html)\n",
"* [Iris dataset visualisation notebook](https://www.kaggle.com/benhamner/d/uciml/iris/python-data-visualizations/notebook)\n",
"* [Tutorial plotting with Seaborn](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html)\n",
"* [Choose the Right Chart Type for your Data](http://www.labnol.org/software/find-right-chart-type-for-your-data/6523/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Licence\n",
"The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n",
"\n",
"© Carlos A. Iglesias, Universidad Politécnica de Madrid."
]
}
],
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