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@lbourbon
Created June 19, 2017 12:29
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"## Nesse breve tutorial, vamos ver 11 tipos de gráficos, trazendo informações referentes a função de cada gráfico e como obtê-los. <br><br>"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"<b>Os gráficos a seguir são representações visuais de dados e têm o objetivo de falicitar e acelerar nossa compreensão, por isso, antes de plotar os dados, devemos obter os dados que serão utilizados. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nosso primeiro grupo de gráficos vai utilizar informações referentes a gorjetas (inglês: tips). Os atributos desse dataset são: \n",
"\n",
"- total_bill => valor da conta total\n",
"- tip => valor da gorjeta\n",
"- sex => gênero do consumidor\n",
"- smoker => se o consumidor é fumante ou não\n",
"- day => dia da semana\n",
"- time => que tipo de refeição (jantar, almoço...)\n",
"- size => quantidade de pessoas na mesa"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>total_bill</th>\n",
" <th>tip</th>\n",
" <th>sex</th>\n",
" <th>smoker</th>\n",
" <th>day</th>\n",
" <th>time</th>\n",
" <th>size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16.99</td>\n",
" <td>1.01</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>10.34</td>\n",
" <td>1.66</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>21.01</td>\n",
" <td>3.50</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>23.68</td>\n",
" <td>3.31</td>\n",
" <td>Male</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>24.59</td>\n",
" <td>3.61</td>\n",
" <td>Female</td>\n",
" <td>No</td>\n",
" <td>Sun</td>\n",
" <td>Dinner</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" total_bill tip sex smoker day time size\n",
"0 16.99 1.01 Female No Sun Dinner 2\n",
"1 10.34 1.66 Male No Sun Dinner 3\n",
"2 21.01 3.50 Male No Sun Dinner 3\n",
"3 23.68 3.31 Male No Sun Dinner 2\n",
"4 24.59 3.61 Female No Sun Dinner 4"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gorjetas = sns.load_dataset('tips')\n",
"gorjetas.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1) DISTPLOT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mostra a distribuição de UMA variável numérica (pode ser contínua, discreta ou categórica), o eixo X representa o valor da variável e o eixo Y representa a frequencia"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db258bf98>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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xHm7avIbd22rZsaWGSLnWOsjriibIxydn+ItvHufVM/00rCnn1x7eQTRS6nZZ\nIm/g9/ku95fflkoRG5ygo2eUS0MTvGhjvGhjOKSvZnTDpijbm6NsaazUFMciV/BBnkqlOGxjfP2p\nNmKDk+zYUsNHfvwGvfAl7/kch4ZoOQ3Rcu7Z1ciFvnFeabvEq2f6aOsa4lzvCN851IEDrKutYEtj\nJRvqwqyvD9NUV0GkLKhuwyJRsEGeSCY5frafx54+y7meEXyOwzv2N/PQ3Vvw+fTilux5/Nl2RkYn\nc3oMx3Foqq2gqbaCB25vZmo6wanOQU6dH+R01xBnu0e4cGnsDfcpCfqoLC8hUh4kXJb+V1EWpCIU\noDwUXLDP/T33teT0POY8eaSTFOmG1pV7jzkAjsPcb+mV70Wp2f+leP2D1Lz7Oo4D6f94749tz80J\n5JlFg9wY4wM+D+wCpoAPW2vb5t3+LuB3gDjwJWvtF3JU66KGRqc42z3CiSfaePZYN6MT6b2j922v\n56G7t9CwRpdtk8JQWuJnx5YadszOhEn3rY/TGRujMzZKV2yMs93D9A9Pcmlo4TeZYMBHeWmAstIA\nZaV+QiUBkjg4qdTlz8tK/AT8Pvx+B78vHfzJZIpkKsVMPMnUTIKp6QST0wnGp+JMzP4bn4y/4fOJ\n6QST03FmZpJMx5Orci1UB/j6k6cJ+H2UBn2UlQYIlQYoLw0QmX1Ti5QH0292FSVUVZRc/txrY2eZ\ntMgfBELW2v3GmNuBTwM/AWCMCQKfAW4FxoCDxphvWmt7s11oMpWirXOI0YkZJqfjTEwlGBqbYnBk\nmr7hSbpiowyPv77pf2VFCQd2N3JgTxMbGyLZLkckr6T71sM01YW5jfQFw596uYtkMsXY5AxjE3FG\nJ2YYnZhhfCrO+OQM45Nzv0fTlx/nxLmBrNdWEvARKg0QCvoJlwUpCfgZm5zB5zg4zlyLe36zO91K\nn2t5Q7rlPvctDq+3uGF+i925vLVwKgWJZIqqcAnjk3GmphMMjEwxfmnsR/4CWEhpiZ/IbNCHy0qo\nCAUoC6XfBEIl6Te5UImfYMB3+V/A57v8pudzHHw+B5/D5R4Av8+hrrosJ91dmQT5XcDjANba54wx\ne+fdth1os9YOABhjfgi8Cfh6tgt9vrWXR/6l9aq311SG2LOtig31Ye7cs56a8qC6UKTo+XwOkfKS\na85ySSSTTEylW9b7djTS1T10uQU9MZUgnkiSTKZIJNJhmg6pdIu+NOinJOAnVOKnrDRAeSjdwp/r\nvgnNtuiIRd97AAAEcklEQVSvtFrbEr/nvhZisdcvBJJKpZicTlx+Uxsem2ZkfIaR8WmGxqYZGZ9m\neDz99dGJGc5fHCOeyN6FRN6xv5mH79matcebk0mQVwJD8z5PGGMC1tr4AreNANfcTKKuLrKsdH3X\ngQjvOrBtOXfNmdXqTxRZjuW+Pm82ud9zaDV/d+rqCv8v8kxWGAwD858J32yIL3RbBBjMUm0iIpKB\nTIL8IPAAwGwf+bF5t50Athlj1hhjSkh3qzyb9SpFROSqnMWuOzhv1spO0uMLHwRuBsLW2kfmzVrx\nkZ618rncliwiIvMtGuQiIpLftAuPiIjHKchFRDxOQS4i4nEFtdfKYtsJeMnsqtkvAZuAUuAPrbXf\ndLWoLDDG1AOHgfustSfdrmcljDG/Cfw4UAJ83lr7Vy6XtGyzr7e/Jv16SwC/4NWfjzHmNuBPrLUH\njDHXAY+SXiP6KvAxa23u9wdYZYXWIr+8nQDwCdLbCXjV+4E+a+3dwNuA/+1yPSs2GxZ/CUy4XctK\nGWMOAHcAdwL3ABtcLWjlHgAC1to7gN8H/sjlepbFGPPfgC8Codkv/SnwydnfI4fZ7UUKTaEF+Ru2\nEwD2Xvvb89rXgd+e/dghvSmZ130K+AvggtuFZMH9pNdUPAb8C/Atd8tZsVNAYPav2kpgZpHvz1en\ngXfP+/wW4D9mP/4O8NZVr2gVFFqQL7idgFvFrIS1dtRaO2KMiQD/CHzS7ZpWwhjzASBmrf2u27Vk\nSS3phsJ7gI8CXzXGeHlzn1HS3SongS8An3W1mmWy1v4Tb3wTcqy1c3OsF91CxKsKLcivtZ2A5xhj\nNgBPAl+x1v6t2/Ws0M8D9xljngJ2A39jjFnrbkkr0gd811o7ba21wCRQ53JNK/Fx0udzPekxpr82\nxoQWuY8XzO8PL9gtRAotyK+1nYCnGGMagO8B/91a+yW361kpa+2brLX3WGsPAC8DP2ut7XG5rJX4\nIfA2Y4xjjGkEKkiHu1cN8Ppfs/1AEPDWptwLOzI7ngHwduBpF2vJGU92O1zDY6Rbfc/w+nYCXvVb\nQBT4bWPMXF/52621nh8oLATW2m8ZY94EPE+6QfQxa23C5bJW4jPAl4wxT5OehfNb1tqxRe7jBb8B\nfGF2L6gTpLspC46W6IuIeFyhda2IiBQdBbmIiMcpyEVEPE5BLiLicQpyERGPK7TphyIZMcZUkd4k\n6peBL1prH3C5JJFlU5BLsYoCu621F5hdRCbiVQpyKVafBRqNMY8Be6y1m4wxj5Je0r2D9J4cf2Ct\n/YqLNYpkRH3kUqx+jfQujB+/4uvrSW9P+2bgUx7fD0aKhIJc5I2+bK2dsdZ2kt675y63CxJZjIJc\n5I3m75bpozD2gZcCpyCXYhVn4TGi987uaNgM3EaB7pYnhUWDnVKseoEO4MtXfL0ceJH0dVJ/0Vrr\n5a1ppUgoyKUoWWtnSA9qXunr1tpHV7kckRVR14qIiMdpP3IREY9Ti1xExOMU5CIiHqcgFxHxOAW5\niIjHKchFRDzu/wNnvZBRXi3TdgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db258beb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(gorjetas['tip'])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db2a36908>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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uQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db296bb70>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Essa linha azul escura do gráfico acima chama-se estimativa de densidade kernel(sigla em inglês: kde) -> para removê-la, \n",
"# mudar de cor do gráfico e escolher a quantidade de barras, usamos os seguintes parâmetros:\n",
"\n",
"sns.distplot(gorjetas['tip'], kde = False, color ='red', bins = 25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para saber mais sobre kde, leia <a href=\"https://pt.wikipedia.org/wiki/Estimativa_de_densidade_kernel\"> essa página.</a>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2) JOINTPLOT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mostra a relação entre duas variáveis, apresentando o coeficiente de Pearson que varia de -1 a 1.<br>\n",
"Quanto mais próximo de 1, maior é a correlação positiva entre elas; = => \"Quando uma aumenta a outra também aumenta\"<br>\n",
"Quanto mais próximo de -1, maior é a correlação negativa entre elas; => \"Quando uma aumenta a outra diminui\"<br>\n",
"Quanto mais próximo de 0, menor é a correlação positiva entre elas."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x12db2b1a9b0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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XcFsqfKH03bibApNUtVq4QQX9Pma2NFa6GY5US9+NW3auzYYCk7hCLd2gRNxOyQ8iIuIo\nCkwiIuIoCkwiIuIoCkwiIuIoCkwiIuIoCkwiIuIoCkwiIuIoCkwyRruBiogTaIGtuHqzPRGpPgpM\not1ARcRR9Dhc49y82Z6IVCcFphrn5s32RKQ6KTDVODdvtici1UmByWHKnRmn3UBFxGmU/OAQlcyM\nc/NmeyJSfRSYHKKSmXG1sNmeiFQPDeU5gFMy45Kb7SkoiUglKTA5gDLjRET2UWByAGXGiYjso8Dk\nAMqMExHZR8kPDqHMuMKEI1Elboi4hAKTQygzLj8qQCviPgpMDpPMjJPsqACtiPvokVKqllPS7EWk\nuBSYpGopzV7EnRSYpGopzV7EnRSYpGopzV7EnZT8IFVNafYi7qPAJFVNafYi7qPAJK6gNHsR99Ac\nk4iIOIoCk4iIOIoCk7hCubekF5HS0RyTVDXVyhNxHwUmqWqqlSfiPnqklKqlWnki7qTA5DK1NNei\nWnki7qShPJeoxbmWZK28TovgpFp5ItXLnXesGpSca+ncGybOvrmWB554o9JNKwqrnqBq5Ym4k3pM\nLpBpruXslfOr9iadqSeoWnlSK9Zt3DHpd6uWzqlAS0qvpIHJMIyZwKvAWmAEuA+IA1uAK03TjJXy\n/LUim7mWai3XkynrTrXyRNynZEN5hmH4gR8Ag6O/uh24wTTNkwAP8PFSnbvWuHVfolyy7pK18hSU\nRKpfKeeYbgPuBD4Y/flo4KnRPz8CrCnhuWuKW+dalHVXXrWU0SnOVpKhPMMwLgE6TNN81DCMvxv9\ntcc0zfjon3uB5kyf09LSSF1ddd5U29pCZT3fVecuo7EhwItbdrK7Z5AZ0xo4/vDZXHrGYfh85c1x\nKda1h5obaGtpoL17cNKxGdMamD9vOvUBZ02TlvvvvRii0Rj3/vr3vLhlJx09g7Tl8W+nGq+7WEp9\n7VMaA3jTZNa69Xsv1X/VlwJxwzDWAEuBHwMzU46HgJ5MH9LdPVCa1pVYW1uIjo7esp/3zBXzOO3Y\nA8bNtXR19Ze1DcW+9iXzp4+bY0r9fe+eQcr/LadXqb/3Qt3/2NZx33F79yAPPfMWA4PDWVXPqNbr\nLoZCrj3boNI/MJz2WDV/73bXX5JHadM0TzZNc6VpmquAjcCngEcMw1g1+pLTgGdKce5a57a5lvNW\nL2DN8rlMn1qP1wPTp9azZvlcZd0ViapniBOVcxzkWuBuwzACwB+BX5Tx3DUjHIm6KjtNWXel5eaM\nTqleJQ9Mo72mpJWlPl+tcnvlB+1QWxqqniFOVP13LAHcX/lBSsOtGZ1S3RSYXEDzBFIIzeOJ0zgr\n11by4pR5gnAkys7d/UQjUT1pVxHN44nTKDC5QKXnCcbNb/WGaQ25a36rVmgeT5xCdw0XCPp9LF04\nw/LY0oXTS/70O25+K675LREpjAKTS8Rz/H2xaH5LRIpNgckFwpEom7bttjy2aVtnSYOD6tmJSLEp\nMLlAJYODWyubi0jlKDC5QCWDg9bBiEixKTC5QKWDg9bBiEgxKV3cJSq5xXjqOhhfwE90OKKekojk\nTYHJJZywSDLo99E2Y0pVl+IXkcrTUJ7LuG3bCxFJb93GHZVuQkkoMImIiKMoMImIiKMoMImIiKMo\nMImjhSNR2rsHVNpIpIYoK08cye078opIegpM4kjJiuVJyYrlABesWVSpZolIGejRUxwnn4rlGvIT\ncQ/1mMRxctmRV0N+Iu6j/3LFcXIpSjtuk0K0SaGIGygwieNkW5Q2myG/cCTK+x19vN/eq2E+kSqh\noTyZJByJjqu3N/HncsimKK3dkF/X3iF+8qjJ+q0dDA0nAlJ9wMuJR8zm/FMWaphPxMEUmGTMxPma\nllCAKQ0BBoYiZZ+/yaYobXLIr9MiOAUDPp7fsmvc74aGYzzx6g68Ho8y+0QcTI+NMmbifE1X7zDb\n2/sqOn9jV5TWbsgvHo+n/cz1ZkfVDOsp21BqkXpMAtjP10y0Yetuzl453xEVzK2G/IwDp/HChN5S\nqu7e8LjMPidStqHUMgUmAeznayaamLJdSVZDfgDme92WQ3wALaFgSbebLwYtMJZapkcvAexTtCea\nmLLtBKlDfnZDfABHGW2O6O2lk88CYxE3UWASwH6+ZqLUlG2nOm/1Ak45eg71gX3trA/4WH30nLJs\nN1+IbBYYi7iZhvJkzMT5mmlNQaY0+BkYitDdG7ZM2XYqn9fLhWsNzlm1gI6eQYjHaauSnX3tsg2d\n2FsVKTYFJhmTLkW7EuuYiiXo9zG3ranSzchJsveaOseUVA29VZFCKTDJJMn5mnQ/S+lls8BYBGDd\nxh0ArFo6p8ItKR4FJher5p5OrctmgbGIW9VMYKqlm7TWwLiHeqtSi1wfmGrxJl2La2Bq6cFDxO1c\nH5hq7SadaQ2MUyo2FItTHjzCkSg7d/cTjURd9f2KVIKrA1Ot3aQht0323KDSDx7jAmNvmNaQ+3vk\nIqXm6v9yanGhYi6b7FU7J1RIGFf4Nq6NCkWKwdWBqZZu0knZbrLnBpV+8HBCYBRxI1cHplq6Sac6\nb/UC1iyfy/Sp9Xg9MH1qkBWHz+LMkw6pdNOKqtIPHpUOjCJu5erABFY36XrWLJ/r6oWKyTUwN332\nGI4/bBbxeJznt+zi6z98ifsf20o0Fqt0Ey3luvdQpR88Kh0YRdzK1ckPUNsLFX/1zNvjdnF1akZi\nIZl1layQoNJBIqXh+sCUVGsLFaspI7GQzLrkg8cZJ87j/fY+5s5sItQYKGl7U6l0kEjx1UxgqjXV\nkjZeaACt9Dqm1B65L+AnOhxxTMAXqVaun2OqVdUy/1FoAsG4dG0ql64d9PuYPWOKgpJIESgwuVSl\nEwOyVUgAVbq2iDspMLlYNWQkFhJAla4t4k6aYyoyJ9VMq5aMxHwTCEq106sKwopUlgJTkTi5ZprT\nMxLzDaDFTteudCKFiCQoMBVJpYuJTlSNT/35BNBipms77e9QpFYpMBVBOBJlvdlueWy92VHWNUO1\n9tRv1dsC6NwzlFNQrqZ1XyJuV7LAZBiGD7gbMIA48JfAEHDf6M9bgCtN03RmfZwc7OkL09U7bHms\nqzdc1jVDTnzqL0fvLej3Mb25flxQbgkFWHxQKxesXUhj0G/7/mpZ9yVSC0rZYzoDwDTNFYZhrAJu\nATzADaZprjMM407g48CDJWxDWTQE6/B6IBaffMzrSRwvB6c99Ze79zYxKHf1DvP8ll2s39rBh5fM\ntj1vqRIpRMpl3cYdlr9ftXROmVtSuJKN7Zim+SvgstEfDwJ6gKOBp0Z/9wiwplTnL6fB8IhlUIJE\nsBoMj5SlHU5Lny7n4le7oDw0HM143mpZ9yVSC9I+yhuGcaDdG03TfC/Th5umOWIYxo+As4BzgLWm\naSZv4b1As937W1oaqatz/g0h1NzAzJYG2rsHJx2b2dLA/HnTqQ+UvtcUam6gLU07ZkwrXzva2kIM\nDY+w+c1Oy+Ob3+zk8rMbitqWnbv76eq1D7yZznvVuctobAjw4pad7O4ZZMa0Bo4/fDaXnnEYPl92\nz3BtbaGc2+4GtXrdUPprn9IYwFvACEM1/t3Y3RmesjkWB7La3Mc0zU8bhnE98BLQkHIoRKIXlVZ3\n90A2p3CEJfOnW6YtL5k/nd49g/TWSDva2kJ0dPTS3j1Ah0WABNjdM8ib73QWdc4mGonSGrIeisvl\nvGeumMdpxx4wbk6sq6s/qzYkr73W1Op1Q2HXnm3A6B+wnr/OllP/buyuP21gMk3z4EJOahjGxcBc\n0zS/AQwAMeAVwzBWmaa5DjgNeLKQcziJU6pMn3nSIQwOjfD6e91094Yr1o5yz9nYrWnK9bzZpq1X\nY0q+SDWwG8q71+6NpmlemuGz/wv4N8Mwngb8wF8BfwTuNgwjMPrnX+TWXOeqdJXpiYkGLaEAxx82\nK6uMtFKoxF5FyeD77OadDA1PrpNXrPOmS+q46txlBX+2iOQ/lJeRaZr9wLkWh1YW8rlOF/T7aJsx\npezd53QZaY31dRVLEy93LzL5cHDmSYfw77/bWrJeY7qU/MaGAGeumFeUc4jUMrvA9KhpmrsyJUGI\ntUKHeXJ5v9PSxJMqVauvMVjHZ08/tCRDbXbf9YtbdnLasQdoWE+kQHaB6R7gdBI9pziJNUhJWSc/\n1JpoLMbdv3qN5zbtyGvtTj5rf5y+OLRStfpKcV6773p3z2DFv2sRN7BLfjh99P8LSoKoNYVWXsjn\n/VocWj523/WMaQ15fddKohAZL+NCEsMwmoGvAauACPA74BumaVZPLneZFDqklu/7g34fRy6cwROv\nTl75feTC6brZFZFdUsfxh8/O6buutbqGItnK5l//D4ER4BISlRxCwF0lbFPVKrTyQiHv9+T4e8lf\nug0YLz3jsJw+xynbwos4TTZL7xeYpnlOys9/ZRjG5lI1qJoVOqSW7/vDkSgbt+22PLZxWyfnrKr8\npoVuki6pI9vqEODchBURJ8jmvyTTMIwTkj8YhnEksK10TapehdZby/f9TquRVyuSyRX5BBD9nYmk\nZ7fA9m0S2XcNwDmGYbxOYkjvUBSY0jpv9QIaGwI8t+mDvNbu5LP2xynJD07aVt7pnPJ3JuJEdkN5\nqzK92TCMo0zTXF+85lS/kWic0z98CKcs25/B8EjOmVb5rP2pRJWFVJrEz12l/85EnMwuXfzdLN5/\nD3BU8ZpTvcbdnHvDtIb23ZzzkesanErW6vv549t4PCUjMDmJH4/HuXCtUfLzQ3WmXDulvqKI0xS6\n74CSvkZVeufYdFuM79zdDx4PbdMaSnLDDkeiPPfaLstjz722i3NWLShpoKjm3lqlKmOIOF2hgSnN\n9ni1xUkZVsktxv/98W08/9pOhoYTO9fXB3ysOGIWf3HKwkk37EJ6Gx09g5YFUyGxQV9HzyBz25ry\nu5gsVPqBoBgqVRlDxKnKs+d3lcn1Ru20kkAPPPHGpMW2Q8NRHn91Bx6PZ+yGXZTeRjzDs0mm4wVw\n0gOBiBSPAlOKfG/UTsqwCkeirDfb0x7fsLVj7IZdjN5GW0sj9QHvWM8sVX3AR1sJA7LTHghEnGjd\nxskVYZJWLZ1TxpZkr9BBeFfNMeW7Er/Q9UvFtKcvTFdv+h0vu3rD7OkLZ+xthCPWw3MTBf0+Tjxi\ntuWxE4+YVdJrTz4QWFHKtUj1slvHdLLdG03TfBo4u+gtqpBCh4WckmHV3BSkNRRIG5xaQ0Gam4JF\n7W2cf8pCvB4P682O0f2Pghxl5J+RmK1MKdcA7d0DSioQqTJ2Q3k32RyLA6tN03yryO2pmEJv1JXe\nwTYp6PdxlDEz7Rbjyxa1EfT7ijr8WMlrt3ogOHLhdOLxODfc/WLVZeqJiP06po+UsyGVVqwbdaV2\nsE113uoFxOJxnn9t11jGXDIrL3kjr/QCz2KtO7JKuf7lU29WfaaeSC3LZtuLDwNfAppIzCn5gINM\n05xX2qaVV6Vv1MXk83q5aK3BJ1ctoKN7IO06pmINP9otLp7YQynVuqNkyrUy9USqXzZZefcAt5LY\n9uI7wGmAK8sQOWWeqFiCfh9zZ4bSHi/WAs9csvvyyQTMpneVfM3wSEyZeiJVLpvANGia5r8ZhjEP\n6AY+D7xa0lZVSK2uxC9kgWcuPRS7VHar3kw2vauJr2kJBQgGfJaLfpWpJ1Idshk7GTIMoxUwgeNN\n04wDU0rbrMoqZDsDNwtHorR3D4xLJc92+4ZoLMZPHzXTZgtabfWQTfr+xNd09Q6nrURRbUOyIrUq\nmx7T7cADwCeAlw3DuBB4paStEkex67lkmzTywBNv8NwW65p6E18L2fXEEn+2fk19wMeU+rrR9PXq\nHpIVqTXZBKbHgF+Yphk3DONoYBHQU9pmiRMk520efXk7T66fXD0cEvNCmZJG7ILMxNcmZdsTS/ea\n4UiUr1x0FIHR1Phi9pSqsZK5SDWxW2B7AIksvIeB0wzDSFZ52AM8AiwuffOqTzVvlpe84TY1+vnV\nM2+zYWsHnXvDeNPU90j2XDIljdgFGYATD581qTeTbU/M7jVtRR6OreZK5iLVJNMC248A+wNPp/x+\nBPjvUjaqGqXetDr3hpnWFGDZwhlcsHaR429aE2+4E5MHYmnqsKZmudktsLULMtOnBrn4VGPSd5Rt\n+n45U/yUG2JhAAAgAElEQVTdUMlcpBrYLbC9FMAwjOtN07y1fE2qThNvWj19wzy54QPe2LGXr12y\nvKTBqdChpYltT5c8MNHEeaF0i4vtg0xb2jZnk75frhT/bOe8RKRw2cwxfc8wjFuBU0Zf/wRwo2ma\n/SVtWRWxu2ltb+/j/se2cfFHc9vJNZtgU4yhpWzmf9LJpVeSTwDJJn2/XCn+2cx5zS36WUVqUzaB\n6bvAAHApiTmnzwN3AheXsF1VZU9f2HKYKmnj1t2c+5HsdnLNJdgUY2gp0/xPKq8nUSSxNY9eSSEB\nJJt1VqXebM9JW5uIuF02gelo0zSPTPn5KsMw/lCqBlWj5qYggTovwyOT9yQC6OkPZ11xINtgU0jp\nndTemN0Nd6IPL5nFx46fV1CvpFp3a3VTySoRp8smMHkNw5hmmmYPgGEY00gkQEgKj83OVC2jASCT\nXIJNPtXQ0/XGli6cweOvpt9MLOnUYw+qyqBSLG4rWSXiVNkEpn8hsbD2IRJDeWcA3yhpq6rMnr4w\nwxHr3hLA4oNair5Fez5DS+l6Y6uPnsOa5XPHMgqtTJ9aT+vU+ozX4CYT5/lqtWSVSLllE5jOAM4E\nVpEITJ8A/i9wb+maVV3sgkR9wMcFaxcW/DlWGXC5DC3Z9cY2bevk5s8fx9kr5/OTR02et6jQkM1w\nVTWv4UqVaZ6v2MORWrArMp7dAtsHgSNJrGNaxr5t1K8D3it906qHXZD48JLZNAb9BX+OVWDIZWgp\n297YZz62mMb6upyGq3LZ9qIalGu9khbsiliz6zF9GmgF/hW4OuX3I8CfStmoapQpSGT7VJxLsLEa\nWgLo3DM06TzNTUFa0my5ntoby2e4yk0LT8u5n5ObvjepTus2Zp5bXrV0ThlaMp7dAtu9wF7g4+Vr\nTvVK3tDPOHEevcMxQgEvocYA0ViM+x/bmvVTcT6BIej3Mb25Pu3TN8Avn3qTgXD2VbezHa5y28Z8\n+SSV5MNt35tIMWUzxyRZSDecFYvHeeLV9AVQ08l1HsPu6RuwHB6sD/j48JLZY8Grd2CY99v7mDuz\niVBjIKvzlutGXi7lWq/ktu9NpJgUmIokXWCoD1jPFRTzqdju6Xu92ZE2lX1KfR1nr5xPNBbjH+57\nhR0dfcTiiYW0c9qa+OqnjiJQZ/9PxCkLT4uVQFCu9UpO+d5EnEiBqQjsAsPQsHUaebGeisORKG/t\n2JM2zbu7N/3C2e7exMLf//fgFra39439PhZPlFK65cfruenSY23PX+mFp6VIICjHeqVKf28iTqbA\nVAS5lPVJKvSpeOIN2euxrgLeEgri8ZD2ydzn9bCjo2/yG4EdHX30DgxnHNar5MLTUiQQlGu9khbs\nilhTYCqCTOuYrKp1F/pUPPGGHE+zNcVRRhtgPce0bNEM2rsH025rEYvD++19fGheq21bUm/kVtte\nlEqpEwhKXT5JC3ZFrCkwFYHdsMyKI2bh8XiK+lRsd0P2ehJBqnXq5PNYtWFgaCRtb8vrgbkzmzK2\nJfWmarXthd3rC+GWBIJqrR8oUioKTEViNyzj83qL+lRsd0OOA3/7F0s5ZE7zuPOkezIPNQaY09Y0\nbo4paU5b+uy8dHM7V527LKfXFzIXpAQCEXdSYCqSTMNZxXwqtrsht4bqJwWlTG348kXLuP6OF+gb\n3Febt6mhji9fZB1kIP3cTmNDgDNXzMv69ZD/XJASCETcSXVPiizo9zF7xpSS3hSTN2QrSxZMZ09f\nmHAku11oAR58+u1xQQmgb3CEB59+2/L1dkOJL27ZOencmeaCcmnrROetXsCa5XOZPrUerydRbHbN\n8rlKIBCpYuoxVanJQ4dBGuv9bNzazpPrd9AaCnCUMTPjUFk+CQR2Q4m7ewbHhgtT/79Uc0FKIBBx\nHwWmMivW5P/EG/Ij//suT23YOXa8q3eYx155n1g8zkVr02/rbrf7btde66BhN5Q4vbmeR1/ezuY3\ndo/NJS1ZMCOrOn2FUAKBiHsoMJVJpsn/fANW0O+juSnIS7+3rqv7/Gu7+OQq623dw5Eow5EoXi/E\nLNYBe71YBg27uZ1QY4An148vwfTk+h0cMLPJMjAVay5IW0eIuIcCU5mkm/yPx+Oj6eT5Z6t1dA+k\nrTAxNBylo3uAuTNDY79LDZJ2W6pHYzCcZm8lqyzEww6expa3uy0/a2AowkeW7c/mN7uKuphUW0eI\nuI8CUwkMDY/Q3j0w9vRuN4/z3Gu7xi3AzZStluwZNATrGAyPJHo0dvu6A3g843oUv3zqTcvejpV0\nC2xThxK79g7x2Kvvs2FrBz19k3tFkCh/dOqxB3Lu6oVF7dlo6wgR91FgKqLk0/vmNzvp6B4ce3r/\nyLI5aSf/rapCwOTEg+Rnrzfb6eodHlsUO310DsduOO5/XniXbdu76e4dpnVqkP6hSFbXk80C26Df\nx5MbdowbvrOSnEsq5lyQto4QcScFpiJK9/QejcbSJgukMzFbbeJnJys1JOdwfGlGrWIxeOkP++af\ncmmD3QLbJLvgkGrJ/NaiBwm3VH4QkfFKFpgMw/AD9wLzgCBwM/AH4D4SBQq2AFeapmk9OVJl7G7Q\nm9/sYsmCGZa9ivqA13J+KDVbLZubf7SI32LqtheZZFvAdtmiNsJp5qvypcoPIu5Uyh7TRUCnaZoX\nG4bRCmwc/d8NpmmuMwzjThK74z5YwjaUTdfeIZutJ4ZYc/RcfN7JNfMmbiSYlJqtlk/18nycvHQ2\nxy3eL6eNAu2CQ5LXA99+YFPRExNU+UHEnUoZmP4T+MXonz3ACHA08NTo7x4BPopLAtNjr6ZPJmgJ\n1dM6td5yIWg0FsObochrNjf/dD2v9K/30Riso6cvPO6cI9E4e/rCBPy+rG7sdsEhKXXYsdiJCdo6\nQqS01m20nz9OWrV0TtHOWbLAZJpmH4BhGCESAeoG4DbTNJN1rHuBZrvPaGlppK7O+U+9Q8Mj/P7t\nrrTHjzt8FnP3nzb289wJx685/2iGhkfo3humZWqQ+sDkv5YVR87hoWfeSnuO/aZP4d2d6at6T7R6\n+QF85ozDxs7p93m599e/58UtO+noGaRtWgPHHz6bS884DF+6CaxRV527jMaGAC9u2Ul79+BYIobH\nY70dx+Y3O7n87AbL68xHNt9fubS1hTK/yIVq9bqh9Nc+pTGAtwqWPhTzeyjpf8GGYRxAokf0fdM0\n7zcM41sph0NAj937u7sHStm8tHJdrNnePUBH92Da4ysO2892K4ikOqB3zyBWrzzjhAMZGBxmvdlB\nV294Ulbe8699kPHzJ7apd8/g2Dnvf2zruF5Pe/cgDz3zFgODw1n1bs5cMY/Tjj0AX8DPYP8Q77f3\ncdvPN1q+dnfPIG++01n0xAS7768c2tpCWf09u02tXjcUdu3Z3sj7B6yXYDhNrt+D3fWXMvlhP+C3\nwFWmaT4++usNhmGsMk1zHXAa8GSpzp+PfBdr2pbomZoYxivUxBJEqeuYOroHMqZr27WpWGnXY/sx\nxWMcMqdZiQkikpdS9g+/ArQANxqGsc4wjHUkhvNuMgzjBSDAvjkoR0imZHfuDRNn35zIA0+8Yfs+\nu2rfxZ6ET64DCjUGmNnSmPjsTAtsM7Qpm7TrfNpZru9ERNyllHNM1wDXWBxaWapz5iO1kkIhvYZc\nJ+GLWdutbVoDQb+XcGRy8oPXA9OagpOSHFIVK+06HImyc3c/0dG0cCUmiEg+anaB7cRhu2lNQbrT\n9AyyWayZaaPAdOctRgp10O+jraWB99v7Jx3bv20KX714uW0QLDTtetw19YZpDe27Jm1JISK5qtnA\nNLGSQrqgBLn1GsbmWdJMBGaq7ZZPTyociTI4NGJ5LPn7mS2NhCPRcTX8UmXTu+kdGOb99r5J65wy\nXZO2pBCRXNRkYMq2jE5SMbdmSD9c2EE0GmPzm50596Ts9lTq3Buma+8QT27YYdtL83m9nL1yPicf\nuT/E47Ql56+A4ZERbvnxenZ09BGLj68MEY97bK9J9epEJFc1GZgyVVKY1hRgb/9wXnMiE+dZsj1v\n594wT274YNzP2S5GbQja/zU++vJ7PL1x3yaCEz870/DiLT9ez/b2vrH3x+Kwvb2PW368nivPOtw2\nKHb0DDK3zb4QrIhIqpoMTJnSu792yfKxVOyJwSXdUJvdPEuyV2J33uS6pImySbzIlDX30hbrTQST\nnz1xG4zUwHXGifPY0dFn+f4dHX1Eo7G0bQf49gMbOHrxftofSUSyVpOBKdNkf6gxMKlWXKZeRTb7\nAtmdN92NvWvvEG/t2MMhc5rTB6cM6eLhEetSRZ17h9jV1W+bjXj4vNa0bYvF4e2dvWmPA3T3RbQ/\nkojkpGYfYc9bvYA1y+cyfWo9Xk+ip7Rm+dy0w3Z2a5wyLVANR/btuXTe6gUckGGPo1QeD9z2843c\ncPeL3P/YVqIWmy41T8mu4KqVR196z3YNU6jRjzdN3PN6wDhwGq2hzOef+D2IiKRTkz0mmFxJwS4L\nLlPgOXnJ7Kz3BRqJxhnIcqM+mFwAtXcgwv854aDRtUuJ9g6GrTPysrF1+x5apgYt298SCrJ/WxNz\n2prGzTElzWlrYnpzA0cZMzPuiKv9kUQkWzUbmJKySWXOVBkBjyfrBaqFbmHx0h/+xEt/+BP1AR8r\njpjFX5yykOamYM7VxZN6+sLsl+b6G+rrCPp9fPVTR6XNyoPUVPOOtIkQKkMkItlyZWAqZlUFyFwZ\noW1aQ9YLVPNJgLAyNBzl8Vd34PF4OHvlfDK9LV3gmtYUpHOvdQHaju7B0c396rjp0mPTrmNK7X3+\n4qm3ePyV7ZM+S2WIRCRbrgpMpaiqANlVRsi2/E4+CRB2Nmzt4OQj9yds01ua3dqIMW8a69ZPrkC+\n6IBmXvxDu+X7wpHYuHTvUGOAD81rtW3POacsJBaNsvnNLpUhEpG8uCowZZMZl69MgSfbkkTpPmvJ\n/FY2v9lpuxmgla7eMMMjUdve1s6uAQ49uIU1y+dOav+xH2pLG5gA6w2VJkg+EKw32+nqHaY1FODI\nhW2sOXourVPr1VMSkZy4JjAVa+uGdHJJlsjms6yqLPzk0dfHLbLNRmsoSMDnzdjb2ritk69dsnzs\nnK3NDfzqmbe481e/t31fNvNC//74tnHbw3f1DvPk+h14PHDRWiOr6xARSXJNYMpm64ZiZISlS5bI\ndhjR6nVLF84gGo/z4u93TTiXl+MP24/ISJznt+yaeEoAli1qo62lkdZQgK7e9BuKde4d4u/vfZme\nvsQ5G+v9lpl2Ew2GRwg1BtLO24UjUZ5/bafle59/bRefXLVg0utV0FVE7LgmMBVr64Z8/fzxbTye\n0mtIDiPG43EuTOk1WA03pr4vVTgSw+fzctFHF1If9PH8a7sYGk6sBUpm5SUDX1Yp26MVIjr3pq+t\nl6o1FKSp0c/9j21NG3A7ugfSZgMODUfp6B5g7sxQyeb/RMR9XBOYCt26oRDhSJRnN1v3Gp7dvJNz\nRnsNuRaPBXj+tZ18ctUCLlpr8MlVC+joHgCPZ9w6Jtg3b/XMpg8s92XKx1FGG7965m37ebtMmxSO\nHi/l/J+IVN66jZl30V61dE5Wn+WqR9VcqzkUS0fPYNpgEI7E2NU1QDQW4yePmjknNwwNxxLBiETw\nnTszxNy2prSBdkqDH2CsWkPzFH9O54NET2nN8rmcedIhGStatE1roD5g3Zb6gI+2aQ05VcYQEXFN\njwmKl6CQ6zzIcMS+8sLDL7zL1Cn+tPNEGWWxdfrEHkkyGWJKg5/egUjWqegrDp/FRacaBP0+2rsH\nspq3W3HELMvhyBVHzMrpc0REwGWBKSnfjems5kEWH9jC+WsX0WiztURkxP6u//p7XQznObyW7HXY\nCUeirDetU74/2D2Q9n0HzGxiYGhkUvp7NtXQU+ft/uKUhXg8HsvK6rl8jogIuDQw5ctqHuS5Lbt4\nxWznaGMmF6xdSGNw8tBYeNh+KKp3wL5HddyhM3m/o58dHZO3Rk/2Ouzs6QvbZuRN5PXAymVzuGDN\nQkai8bS9w2zn7TKt4ark/J+IVB8FplF28yDhSIznt+xi/dYOPrxk9qRMsoP3n2r72YE6D8M2var/\nc/xBzJ4xhfsf28aGrR3s6Rsel7WWSaaNAieKx+HUYw7A5/Xi82Lbu8y2ogXYbyufy+eISG1TYBqV\nTXHVoeGoZSZZqDHA/jMa0w6beTwegn4IRyYHp/qAj7aWRnxeLxd/1ODcjyzIeX4s00aBE7VOzX74\nrFjzdsVcoCwi7uaqrLxCJOdBsjExkywai3HAfun3WApHYrSE6i2PnThhqC45P5bLTTuSZiPAdJYs\nmJ5zUMinXaX8HBFxLwWmUcl5kGwkM8mSHnjiDV76vU29OWBX1yC+lB33gn4vq4+ew/mnLMyvwSni\nGZL2kinjydNv2taRdtNBEZFKU2BKkVwHlW5dTlJqJlkui2ajKTnb4UgMr8dTlKoHAZ/9Zyw8oAXY\nl0Le1Ts8tvuuiIjTKDClSM6D3HbliZx4+CyCfuuvJzWTrJCN/6wWl4YjUdq7B3JadJppvujN97uz\nPn8hwpEoO3f3a8GsiBREyQ8WGoN+Pnf6oVywdhH//rutvP5eN929YctMMrs1OpmkLi612jriKGNm\nVrXkMm2t3t1nvZV7sRa3jlv/NWEdk+rgiUiuFJhsNAbr+Ozph9pWggj6fRx2cAtPb8q9qkPqkKDV\n1hGPvfI+sXg849YRzU3BtNXFW5r8eDwe62NFWtyqOngiUkx6nM1Cpkyy5Yv3s32/v846OyE5JJhp\n64hMQ2NBv4+laRI3BsJRpjQELI8VY3Gr6uCJSLEpMBXB7Fb7obAbP7XctrhsNltHZJIuMS8cibG9\nvY8DZjaVpLhtNvtgiYjkQkN5NlKH8IC0w3nRDBVSA36f/eLSDEVah6P2ad3hSJSN23bbvmZgaISv\nXbKcwfBI2sWt+Wzipzp4IlJsCkwWJhZzDQZ8QJyh4RjTLTa4S12fZCV5PF1x2eTWEUNpau7d8eAW\nli1q48yTDqZvIDIpcGSTGdjdO8RgeKSg3XetqA6eiBSbApOFiZP5qQHDamK/vXvQ9vPauweZ3py+\nQnjQ7+OEw/fjyfUfWB5PnvPZzTsJD0eZ1hRk6aIZXLBmIT6vN6vMQLveS6HJC6qDJyLF5PrAlOvw\nVLYLZjds3c3ZK+eP9oLst6XIdBzAm8WeS8kA2d0X5sn1O3jj/T187ZLltr2WpHS9l0zJC8lrtJOp\nuriISC5cG5jyHZ7KdsFs6hqgwQzbXqQetwqU2cwRWdne3sf9v9vKxacuTum1dNC5N4zXk6j00BoK\ncpSRvkp5NskL2a5zsqsuLiKSLVcGpnAkyk8eNcftGJvt8FS2C2ZTh8Yy7WA7FI7YBsqCqkds2825\nq6MEJyRYNATrbBMdkpS8ICKltGrpnJzf46p08Wgsxv2PbeWGu19Mu415prU1Qb+PJQtmZDzXkgXT\n2dMXJhyJMjhk32N65MXtY/M4nXvDxNkXKB944o2cKptPtKdveFxKdjLBItQYyKqKt13xWiUviEgl\nuKrHNHES34rd8FSyV7NpW2LOJTkcVh/wAh7Cw1FapwZprPezaVsH69bvoHVqMOMc0tbt3dS3W3/V\nyXmchvo6SNNrqg94065zymVvpXSUvCAiTuKawJRt0kIu2WnJ5UknHDaLc1cvZE9fmEf/9z2e3LAv\ne65zbzjjsF9/OMpA2LpX1d07REfPIB02mX3HLG7jnV39bG/vm3SsGL0abeInIk7imqG8bOdp8slO\n2/xmF5CYj9n8ZmfObWtu9BMMWH/VLaF6hkeihCPpF9G+9lY31194FB9Ztj/TmgJ4KG71hiRt4ici\nTuCaHlOmpIVCstO69g7x1o49hBr9eSUpNDUG2LO73/LYskUzMu6n1NM3TN/AMBefuphzV+denUFE\npJq4JjDZreVZcfgsLjrVyJidFkxTfSEO3PbzjbRODRK0me9Jp3/IetuJoN/Lx44/iIZgHUG/N22v\nafrU4NjwY7rqEfnKpwyRiEgpuSYwgf0kfjb7AsXj6QNOMpMuV9OaAuzpm7zlBCQKrP7DfS+zfPFM\nTjhiFuvSVH5Ytqit6EGjkDJEIiKl5KrAVMgkfiL1274Ya1Iw4KXBX8eegWGmTQnSbVNBe/GBLWx7\nvydtUOvpS+y7dMrRc1h99Bye3fQBwyOJdtQHfKw4YlZJsuO0h5KIOJUrH43zmcRvCNaRoRbrmPBw\njJ7+YZqnBDhifgvT06xB8nnh/LWL0q4TSrVx227isTihxsTeSdOaApxw2H78xSkLi96D0R5KIuJk\nrgxM+RgMj5Bh94pJevqGeXrTLhrr/ZbHozH49XNvc97qBaxZPpcWm/VGnXvDPLnhg7GeVU/fME9u\n+IAHnngjt0ZlQXsoiYiTKTCNam4Kji6kzV3fwDBBv/V7N2ztYCQa54I1i/j7S49hWpP1brLpemul\n6MHYVZpQGSIRqTQFplHRWJzISG7Zdkk9fcNpM+o694bHeiChxgDLF8+0fF263lopejAqQyQiTuaq\n5IdsWaVI//vvtmK3UezURj/hiPVC2GlNAXr6hrGKLR4S81dJVpmDSxZMZ9O2Drp6J2fvlaoHozJE\nIuJUNRWY0qVIn3nSwbz+Xrfte/cOWK9FAvjQvNa0RWPjJOavkkkN6TIHfV6P5RqsxQdOy/4Cc6Ay\nRCLiVDUVmNKlSA8MjeRV0aE1FGDxQa38+YqDeGHLrqx6TEkTF8pO7MEE/Int3J/bsovX3+su2Rqj\nYi/YFREpVM0EpnAkynqz3fLYH9/ponl0OC4X/UMjvLBlF394p8syKMHkHlM6qT2YfPeSEhFxg5Im\nPxiGcZxhGOtG/7zAMIxnDcN4xjCMOwzDKGvixZ6+sOUcDkB333BeQ2bhSIw4ZAxovmwXSI0y0wwr\nao2RiNSCkgUHwzCuA+4B6kd/dTtwg2maJ5EY4fp4qc5txW4BrdcD565eyNy2KSU5944O6wKuVqp5\njVE4EmXn7n4FTxEpSCmH8t4EPgH8ZPTno4GnRv/8CPBR4MESnn8cuwW0sTj88/0bGBpOn+BQiFCj\n9QJcK9W41fm4pJLeMK0h1d0TkfyVLDCZpvlLwzDmpfzKY5pmMjT0As2ZPqOlpZG6uuJkioWaG5jZ\n0kB7mg35dnYNFOU8E9V5PSz50CzqA9l/1SuOnMNDz7xl8fv9mbt/abL0CnH3r16zTCppbAjw+TOP\nqGDLyq+tLVTpJlRErV43lP7apzQG8Ob5gPdnJ8wrbmPKpJzJD6kLgEJAT6Y3dHcXN1gsmT8949br\nxXby0tn07hmkN4f3nHHCgQwMDk9aY3TGCQfS0ZHLJ5VeOBLluU07LI89t+kDTjv2gJpJQ29rCznu\n76ccavW6obBrzzag9Q/klpSVysl/L3bXX87AtMEwjFWmaa4DTgOeLOO5gURK9uDQCM+lWXOUr9ZQ\nkKWLZuABNmzbTXdvmJZQkKMWpd+Y0E41rTHKZk5M6egikotyBqZrgbsNwwgAfwR+UcZzA4kb/kWn\nGvzx3a60GXqpvJ5EundrqJ7G+jq2t/dNes3ETQj/fMXB9A7HCAW8GVPEM6mGNUbVOCcmIs5W0sBk\nmuY7wPGjf94KrCzl+bIR9Ps4ypiZ1ZDeyqX7c+qxB9LcFKTO5xmd4LfehHAgHOH+323j9Xe76O4b\nrpkEALudg1V3T0TyUTMLbFOdedLBDAyN8Pq73fT0JYbdGuv99A9G6O4N09wUYNnCGVywdtG4oGI1\nvBaNxbj/sa08u3nnuG3Za2lRrOruiUgx1VRgsqqVd8Jhszh/7SKCfi/3P7aNjVt3090XZsO23QCT\ngtPE4bWJZY4m2rB1N2evnO/qnkPqnJgv4Cc6HHH19YpIadVUYLKqlffcll001Ce+hifX78suS27U\n98aOvXztkuWWw3F2O8Em1VICQNDvo23GFEdnAomI87l38mMC++3EO9LW0dve3sf9j22zPGaXkZak\nBAARkdzUTGCyCyJdvenr6AFsTFOjzm4n2CQlAIiI5KZmApPtduJNAQJ16b+Knv6wZY06u51g6wM+\n1iyfqwQAEZEc1cwck11ac2OD37bH1GozHDcxI21aKIhxUCufXHkI0zSEJyKSM1f2mMKRKO3dA5OG\n385bvYA1y+cyfWo9Xg9Mn1rPR5btz+4e6/p5SXbDccmMtJs+ewzHHzYL4nFe3LKTW378Cvc/tpVo\nzGa/dimpdP8ORMTZXNVjSrd1enKRq1Wpn46eQZ7c8EHazzz+0JlZDcf96pm3tbmfQ2T6dyAizuaq\n/0qT6eCde8PE2RccHnjijXGvS65FCvp9EE+392zCx44/KOPNzD7jT5v7lVu2/w5ExJlcE5jyDQ5t\nLY3UB6y/hvqAj7Ys1h9V8+Z+bqOHBJHq55rAlG9wCPp9nHjEbMtjJx4xK6tUb9uMP61jKis9JIhU\nP9cEpkKCw/mnLGTN8rm0hoJ4SGxjsWb5XM4/ZWFW57ZLG9c6pvLSQ4JI9XNN8kMhVa6Lsf+RCpk6\ng6qdi1Q/1wQmKDw4FLL/kQqZOoceEkSqm6sCkxN2flUh08pzwr8DEcmfqwKTSKpq2AFYJFurls6p\ndBPKxlWBSQsrRUSqn6sCk9V+S6q+ICJSXVzTjdDCShERd3BNYNLCShERd3BNYNLCShERd3BNYFL1\nBRERd3BV8oMWVoqIVD9XBSYtrBQRqX6uCkxJWlgpIlK9XDPHJCIi7qDAJCIijqLAJCIijqLAJCIi\njqLAJCIijqLAJCIijuLKwBSORGnvHlDhVhGRKuSqdUzaj0lEpPq5KjBpPyYRkernmm6E9mMSEXEH\n1/SYstmPSWWKRKTarFo6p9JNKDvX9Ji0H5OIiDu4JjBpPyYREXdwzVAeaD8mERE3cFVg0n5MIiLV\nz1WBKUn7MYmIVC/XzDGJiIg7KDCJiIijKDCJiIijKDCJiIijKDCJiIijKDCJiIijKDCJiIijKDCJ\niLEv81UAAAOpSURBVIijKDCJiIijeOLxeKXbICIiMkY9JhERcRQFJhERcRQFJhERcRQFJhERcRQF\nJhERcRQFJhERcRQFJhERcRRX7mBbKYZh+IF7gXlAELjZNM2HKtqoMjIMYybwKrDWNM3XK92ecjEM\n4++APwcCwPdN0/xhhZtUFqP/3n9E4t97FPh8Lfy9G4ZxHHCraZqrDMNYANwHxIEtwJWmacYq2T43\nUI+puC4COk3TPAn4M+B7FW5P2YzepH4ADFa6LeVkGMYq4ERgBbASOKCiDSqvjwF1pmmeCPwDcEuF\n21NyhmFcB9wD1I/+6nbghtH/5j3AxyvVNjdRYCqu/wRuHP2zBxipYFvK7TbgTuCDSjekzE4FXgMe\nBH4N/Hdlm1NWW4E6wzC8wFQgUuH2lMObwCdSfj4aeGr0z48Aa8reIhdSYCoi0zT7TNPsNQwjBPwC\nuKHSbSoHwzAuATpM03y00m2pgBnAcuCTwF8CPzMMw1PZJpVNH4lhvNeBu4HvVLQ1ZWCa5i8ZH4A9\npmkm67r1As3lb5X7KDAVmWEYBwBPAj8xTfP+SrenTC4F1hqGsQ5YCvzYMIxZlW1S2XQCj5qmOWya\npgkMAW0VblO5/DWJa18EHAn8yDCM+gzvcZvU+aQQ0FOphriJkh+KyDCM/YDfAleZpvl4pdtTLqZp\nnpz882hw+kvTNHdVrkVl9SxwjWEYtwOzgSkkglUt6GZf76EL8AO+yjWnIjYYhrHKNM11wGkkHkql\nQApMxfUVoAW40TCM5FzTaaZp1lRCQC0xTfO/DcM4GfhfEiMQV5qmGa1ws8rl28C9hmE8QyIj8Sum\nafZXuE3ldi1wt2EYAeCPJIbwpUDa9kJERBxFc0wiIuIoCkwiIuIoCkwiIuIoCkwiIuIoCkwiIuIo\nSheXmmMYRjOJ4qNfAO4xTfNjFW6SiKRQYJJa1AIsNU3zAxKFSEXEQRSYpBZ9B9jfMIwHgWWmac4z\nDOM+EuVljiBR7+wfTdP8SQXbKFKzNMcktehqElXQ/3rC7+eS2MJiNXBbDdX7E3EUBSaRff7NNM2I\naZrvA88BH650g0RqkQKTyD6p+2d5qa39tEQcQ4FJatEI1vOr5xqG4TEM4yDgOOCZ8jZLREDJD1Kb\n/gS8B/zbhN83Aq8AQeAy0zRrZfsKEUdRYJKaY5pmhESSw0T/aZrmfWVujohMoKE8ERFxFO3HJCIi\njqIek4iIOIoCk4iIOIoCk4iIOIoCk4iIOIoCk4iIOMr/D72CiuYNRZUjAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db2b1ac88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x='tip', y='total_bill', data= gorjetas)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Por padrão, o tipo de gráfico do jointplot é de dispersão ('scatter'), mas temos outras opções, como 'kde', 'reg', 'resid' e 'hex' "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x12db2b1a320>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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HFAxGxtkyeymYRESyiMs5EEzqmERExA5cLg3liYiIjQx2TKGQhvJERMQG3E7N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\ngg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db2b1aba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x='tip', y='total_bill', data= gorjetas, kind='kde')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x12db2c95828>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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hm1u264dlc8wW677lPbdsV6o2e46z5TcwnE/BsjnKPuU9TWXYvCGHoWxqWULq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\neOCRqdizCc4BQOCnP/0xygtT4DzeG3KMKdh23A6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b+9V+L7VajdzMy1x48S7K5Z6fzehp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\nYtgAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db2c95630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x='tip', y='total_bill', data= gorjetas, kind='hex')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3) PAIRPLOT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Esse gráfico faz a correlação de todos os atributos do dataset entre si, apenas as variáveis numéricas.\n",
"Na minha opinião, esse é o gráfico que mais simboliza o \"poder\" de Seaborn, veja a quantidade de informações que a gente consegue obter com apenas uma linha de código. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x12dae4cdf60>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ulwzbT2RNRI/28nbnSHSzpvdujbLHaWf/XhNvdxZG0mwmq0Amm2J4MdkDVVX9QlpnFmKH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\nREREJEYJgoiIiMQoQRAREZGY/wMU0MvRwMxC9AAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12dae4cdfd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(gorjetas)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x12db4911160>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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kQi/Udf094PMxPyIhVonFLnTjJZU33JMzvX0vNB4Pu4HpI/lMTQyRscbBI0/W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mAAAg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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db4911320>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Caso exista tenha uma variável categórica, podemos usá-la para separar a visualização das categorias por cores\n",
"# Para personalizar ainda mais as cores, temos várias opções de 'palette': viridis, plasma, coolwarm, rainbow, Set1, Set2, etc\n",
"\n",
"sns.pairplot(gorjetas, hue='sex', palette='magma')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4) BARPLOT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"É um bom gráfico para ser usado quando trabalhamos com variáveis categóricas. O barplot agrupa as diferentes categorias no eixo x e plota o gráfico baseado em determinada função (parâmetro <i>estimator</i>), que por padrão é a média aplicada ao parâmetro do eixo y. Entenda mais no exemplo:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db5213d30>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x12db5077048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Passamos a variável categórica no eixo x -> sexo. No eixo y, escolhemos o valor da gorjeta. Seaborn então vai calcular\n",
"# a média da gorjeta para cada sexo e plotar no gráfico\n",
"sns.barplot(x='sex', y='tip' , data=gorjetas)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db4f3c668>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x12db501bc18>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Outro exemplo mudando o 'estimator' de média para desvio padrão e mudando, também, as outras variáveis, mas sempre com uma\n",
"# variável categórica no eixo x\n",
"\n",
"sns.barplot(x='smoker', y='total_bill', data= gorjetas, estimator=np.std)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 5) COUNTPLOT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"O countplot é o mesmo que o barplot, com a diferença que o estimator é sempre a contagem da ocorrência da variável categórica escolhida, por isso só precisamos passar o x"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db53afc88>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qMWhriAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db4f95860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Quantidade de gorjetas por dia\n",
"\n",
"sns.countplot(x=gorjetas['day'])\n",
"\n",
"# a linha acima produz o mesmo resultado que:\n",
"\n",
"sns.countplot(x='day', data= gorjetas)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 6) BOXPLOT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Mostra os quartis de distribuição de dados quantitativos. Entenda a estrutura de um boxplot através deste gráfico que eu achei em <u>www.portalaction.com.br"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![Image](http://www.portalaction.com.br/sites/default/files/resize/EstatisticaBasica/figuras/boxplot1-700x354.png)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db540e400>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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l9Qm5zyyDNLPLfCNXkjJi6EtSRgx9ScqIoS9JGTH0JSkjhr4kZcTQl6SM9Pt5+uvXr6e8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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db5418390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(x='sex', y='tip', data=gorjetas, hue='smoker')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 7) LMPLOT"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Seu objetivo é fornecer uma interface com modelos de regressão aplicados em atributos de um dataset"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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jY7M8+4MrTMxEABjub+NLD+8t8N/GkwaReBojY/Lb//V9dva2kTIyq8ZwrNC0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\nN8g9Dzn4QMiNAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db5519710>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.lmplot(x=\"total_bill\", y=\"tip\", data=gorjetas, palette=\"Set1\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Podemos usar os parâmetros opcionais 'col' e 'row' se quisermos plotar mais informações em diferentes colunas e linhas, respectivamente "
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x12db4c64518>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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VpusIRlJQNeYEEhERlYqjzMd7E4BLkqSjAH4DwG+W+fhERFVJVjTMLSQZXBEREZVYuVME\n7wNwiaLoANAAgBsAiIhKLJ5UEYmzeTAREVE5CEYZy0eJorgdwF8AqAOwFcBbkiRdXun5qqoZLpez\nXNMjIqoohmEgFE1VZfPgrkCdUOhzudYQEdEGLbvWlPsO1v8A4CNJkn4lE2x9LIriPkmSkss9ORiM\nl3d2NhUI1GNmJmL2NGyB56owPE+Fs+q50vV0cCWrutlTAQA0N9difj5WtuN1BeoKfi7XmrVZ9e+5\nFfFcFY7nqjA8T4Ur97kKBOqXHS93gBXEk7TAeQBuALxsSERURIqqIxRNQWPzYCIiorIrd4D1zwD8\nkSiKnwDwAPgHkiSV75ImEVGFS6RUhGPcb0VERGSWsgZYkiRFAfx4OY9JRFQtInEZsSrcb0VERGQl\nbDRMRGRzumFgISojpbB5MBERkdkYYBER2Ziq6QhFUlC534qIiMgSGGAREdlUStGwEE2BsRUREZF1\nMMAiIrKhWFJBJM5e7URERFbDAIuIyEYMw0A4JiMhc78VERGRFTHAIiKyCU3XEYrIUDRrNA8mIiKq\nVuoqazEDLCIiG1BUDcGoDJ0broiIKtLg0Bwu3p7ATCiBQKMfx/s6sLe3xexp0RKqpiMck+F0OlZ8\nDgMsIiKLY/NgIqLKNjg0h3fPP8w+ngomso9PBerNmhblMAwD0YSCeFKFAcC/SoC18leIiMh04biM\nBQZXREQV7eLtiXWNU3klZRWzC0nEMsHVWngHi4jIgnTdQCiagqxyvxURUaWbCSVWGE+WeSaUS9V0\nROIKUsr6CkvxDhYRkcWomo65cJLBFRFRlQg0+lcY95V5JgQ8SQecW0iuO7gCGGAREVlKStYwF05C\nYzGLDVE1HdfuTpk9DSKidTne17GucSqdlKJhbiGJaELZcHo+UwSJiCwimlAQTbB58EbdfxTCmcvD\nmF1I4mf+Sp/Z0yEiKthitcB0FcEkAo0+VhEsM01PpwMmi9BnkgEWEZHJ2Dx4c4KRJN6/MoIvh4Nm\nT4WIaMP29rYwoDKBYRiIp9T0HasiJY8wwCIiMhGbB2+couq4cGsc52+OQdXSq6IA4Bt7Ws2dGBER\n2YKsaAjH5ewaUiwMsIiITMLmwRtjGAbujgTx/pURBCOp7Pj21jq8c7wXXVtrTZwdERFZna4biMRL\nlznCAIuIyARsHrwxs6EEzlwZxv1HC9mxWr8bbxzejv7nAnAIgnmTIyIiy4snVUQTMkp5bZMBFhFR\nmbGYxfqlFA3nBsZw8fZEtsKiQwCOvNCObx3aBp+HyxkREa1MUXVE4nJZWqBwRSIiKhPdMLAQlTfU\nU6NaGYaBOw/n8MGnowjH5Ox4b0cD3j7Wg/bmGhNnR0REVmcYBiIJBYmkWrasEQZYRERloOk6gpFU\n0TfSVrLJ+ThOXxrG0EQ4O9ZQ68GbL3dj385mCEwHJCKiVaTkdBGLcveWZIBFRFRisqIhFE2VNN+7\nkiRlFT/67DGufDGZPWdOh4DjfR042d8Fr9tp7gSJiMjSNF1HOKaYljHCAIuIqITiSRWROItZFEI3\nDNx8MIsPr44ilrNH7bntW/DWkR5sbfSbODsiIrKDWFIpak+rjWCARURUAoZhIBxXkEipZk/FFsZm\nonjv0jAeTUezY031Xrx1pBu7u5uYDkhERKtSVA3T83FE4uYXkWKARURUZJquYyFankpFdhdPKvjB\n9Ue4fnc6e5fP5RRw4kAXXt3fCbfLYer8iIjI2nTDQCRzQbO52RqhjTVmQURUIdg8uDC6buD6vWn8\n4PqjvLt8z/c04XtHutFU7zNxdkREZAeJVDoN32pLLgMsIqIi4X6rwoxMRnD60hDG5+LZsa1bfHjr\naA+e295o4syIiMgOVE1HOGbdTBEGWEREm8T9VoWJxGV8/+ooBh7MZsc8Lge+eXAbju5rh8vJdEAi\nIlqZYRiIJVXEEoqlL2YywCIi2gRN0zEfTkHRrHkVzQo0XccPr43i9CcP80rm7n+2BW+81I0ttR4T\nZ0dERHaQUjREYjJUq+UDLoMBFhHRBsmKhulggsHVKr4eW8Dpy8OYDiayY+3NNXjraA92djaYODMi\nIrIDXTcQjstIyub0tNoIBlhERBuwuN+qySIVi6wmFE3hg09HMPhwPjvm8zjx2qHteOn5NjgdLLtO\nRESriycVREzuabUR/M2AiGgduN9qdaqm4+LtCZwdGIOSs/n4aF8HTu7vRJ3fbeLsiIjIDhQ1XcTC\nrhkiDLCIiAqk6wZC0ZRlqxaZTRoN4szlEcyFk9mxrkAt3jnWg/272zE/HzNxdkREZHW6YSCaUBBP\n2vsiJgMsIqICsL/VyubCSbx/eQT3RoPZsRqvC6+/tAMvigE4BKYDEhHR6pKyinBcqYh1lgEWEdEa\nEikV4Rj7Wy0lqxrO3xzHJ7fGoWrpsyMIwEt72vDaoe2o8XGJISKi1amajkhcyasya3dc/YiIVhGO\ny7ZPVSg2wzDwxdA8Pvh0BKGonB3vbq/HO8d60NFSa+LsiIjIDuzS02ojGGARES1DNwwsROWKuqJW\nDNPBBM5cHsZXYwvZsXq/G2+8vAMHnt0KgemARES0BlnREI7L2eyHXA8eh/DZvWkEIyk01XtxaHcr\ndm1rNGGWG8cAi4gsY3BoDhdvT2AmlECg0Y/jfR3Y29tS9nmomo5QJGWLZoblkpRVfHxjDJfvTELP\n1Mt1CAKO7WvHqYNd8Hm4nBAR0ep03UAksXIl3gePQ/jo2qPs47lwKvvYTkEWV0QisoTBoTm8e/5h\n9vFUMJF9XM4gKyVrCMVStuu5USqGYeDWV3P48OoIInElO/5s1xa8dbQHrU1+E2dHRER2kUil+0eu\ndu3ys3vTK44zwCIiWqeLtydWHC9XgBVNKIgmlLWfWCXGZ2M4fXkYI5OR7FhjnQdvvtyNF3qbmQ5I\nRERrUrV0T6tCWpwEI6l1jVsVAywisoSZUGKF8eSy48VkGAYWYjKSMvdbAUA8qeKHnz3C1btT2Tt5\nLqeAV/Z34sSBTnhcTnMnSERElreRIhZN9V7MhZ8OpprqvcWdXIkxwCIiSwg0+jEVfDrICjT6Snpc\nTdcRjKSW3WhbbXTDwOfSDD66NppXOXH3jiZ872g3WhpK+7MgIqLKkFI0RGLyuvcyH9rdmrcHK3fc\nThhgEZElHO/ryNuDlTteKrKiIRRNrZoPXi0eTUdx+tIQHs/EsmMtDT68dbQb4o4mE2dGRER2oesG\nInEZiQ1mhCzus2IVQSKiIljcZ5WuIphEoNFX0iqC8WR6s221x1bRhIIfXBvFZ9JMdsztcuBUfxeO\n93XA5XSYODsiIrKLQopYFGLXtkbbBVRLMcAiIsvY29tS8oIWhmEgHF+5RGy10HQD176cwl9+9ihv\n79m+nc347svdaKyzV747UaWzShsLoqXWU8SiWjDAIqKqoesGQtFU1S8CQxNhnL40jMn5eHYs0OjH\n28d68GzXFhNnRkTLsUobC6JcGyliUQkSKRVXvpjE12Nh/ItfPLXscxhgEVFVUFQdoWgKWhVvuArH\nZHx4dQS3vprLjnndTnzrxW04srcNTgfTAYmsyAptLIhyyYqGcFyuqgJR0YSCy3cmcOWLKaSU1feY\nMcAiooqXSKkIx6p3v5Wq6bg8OImPbzyGrDy5e9e/aytef2kHGmo8Js6OiNZiZhsLolybLWJhRwsx\nGRdvjePavWkoORkwdX73iq9hgEVEFa3amwc/eBzC6UvDmF148otYR0sN3jnWi+72ehNnRkSFMquN\nBVGueDK9nlZLIsh8OIkLt8bxuTSTl/3SUOvBq/s78Epf54qvZYBFRBWp2psHByNJvH9lBF8OB7Nj\nfq8T3/7Gdhze3QaHQzBxdkS0Hma0sSBapKgawjEFilYd+5dnQgmcvzmGmw9m84LJpnovThzoxMHn\nAnA5HfC4nSu+BwMsIqo4mq4jFJGrZjHIpag6Ltwax/mbY9nceAHpJo3fObwdtb6VUxqIyJrK3caC\nCEg3n49UUdXdibkYzg2MYfDhfN6WgkCjDycPdKHv2a1wFnhxkgEWEVUURdURjKagV0sOQ4ZhGLg3\nEsSZKyMIRlLZ8e2tdXjnWA+6AnUmzo6INqscbSyIFhWrp5UdPJqO4OyNcdwbDeaNd7TU4GR/F17o\nbYZDWF/WBwMsIqoYSVnFQkyGUQULQq7ZhQTOXB7B/Ueh7Fit3403Dm9H/3OBdS8MRERUnaqlp5Vh\nGBiaCOPcwDi+GlvI+9qOtjqc7O+CuL0RwgbXTwZYRFQRqrGYRUrRcG5gDBdvT2Q34DoE4OUX2vGt\nF7fB7+VHPBERra1aeloZhoH7j0I4NzCOkalI3td2djbg1MEu7Oxo2HBgtYirLxHZmmEYCMeqq2Ss\nYRi483AOH3w6inBMzo73dtTj7WO9aG+uMXF2RERkJ4qqYSFW2T2tdMPA3eEgzg2MYWw2lvc1cUcj\nTvV3YUdb8SrrMsAiItvSdQOhaKriUxlyTc3HcfryMB6Oh7NjDbUefPelHeh7pmXTV92IiKg6GIaB\nSEJBPFm5RSw0PX1B8tzAGKZzWh0IAF7obcbJ/i50bq0t+nEZYBGRLSmqjlA0ldebopIlZRU/+uwx\nrnwxmd107HQION7XgZP9XfCuUi6WiIgoV0rREI7JFbuGqpqOmw9mce7mGObDTwo/OQRg/7NbceJA\nF1qb/CU7PgMsIrKdlKwhFEtVRTEL3TBw88EsPrw6iljOHrNd27bg7aM92NpYugWCiIgqi64biMQr\nN61eVjRcGZzEhVvjWMhJoXc6BBx8LoATBzrR3FD6Bt0MsIjIVmJJBZF4dRSzGJuJ4r1Lw3g0Hc2O\nNdV78daRbuzubmI6IBERFaySS6+nZA1X707h8uBk3t5kt9OBQ3ta8WpfB7bUecs2HwZYRGQLhmEg\nXCUND+NJBT+4/gjX705nqzm5nAJOHOjCq/s74XY5TJ0fERHZh6brCMcUpJTKu2uVSKm4PDiJy4MT\nSKSefH9etxMvPd+G430dqPO7yz4vBlhEZHnVUsxC1w1cvzeNH1x/lBdIPt/ThDdf7i5LWgMREVWO\neFJBJKFUXEp9NKHg0p0JfPrFVF7gWONz4cgL7Ti6t93UViUMsIjI0lRNRyiSglqJOQ05RiYjOH1p\nCONz8ezY1i0+vHW0B89tbzRxZkREZDeqpmMhKkPRKuvC5EI0hU9uT+D63em8763W78YrfR1442gv\n4rHUKu9QHmUPsERR/BUA7wDwAPhdSZL+TbnnQET2kFI0LERTFZkvvigSl/H9q6MYeDCbHfO4HDh1\nsAvH9nXA5WQ6IBHRcgaH5nDx9gRmQgkEGv043teBvb0tZk/LVJXaMHg+nMT5m+O4cX8mr/LhlloP\nXt3fiUO7W+F2OeDzuqovwBJF8SSAowCOAagB8IvlPD4R2Uc8md6MW0kLRC5N13FlcAo/+vxxXnpD\n3zMt+O7L3dhS6zFxdkRE1jY4NId3zz/MPp4KJrKPqzXIkjOl1ysp42MqGMf5gXHc/no272JrS4MP\nJw504sCurZa8EFnuO1ivA7gD4M8BNAD4n8p8fCKygXBMRryCi1l8PbaA05eH85oetjfX4K2jPdjZ\n2WDizIiINq8cd5Yu3p5YcbzaAizdMBCNKxW1bo7PxnB2YAxfDs3nXWhtbfLjZH8X9u1sgdNh3Uq6\nglHGXW+iKP4BgG4AbwHoBfAegN2SJC07CVXVDJeLzTOJqoWuGwhGkkhWaH+O+XAS7378AJ/fm86O\n+b0uvPPKTrx6sAtOh/WuwtlVV6Cu4JWXaw1R8dyQpvGnH3z51PhPvvk8DoqtRTvO//jPz2O532Ed\nDgG/9fdOFO04VpdIqViIpiqmYfDDsQV8cHkIg1/P5Y3vaKvHd4/2YP9zATgs0qKkxudCU71v2cmU\n+w7WHIB7kiTJACRRFJMAAgCml3tyMBhfbpiWCATqMTMTMXsatsBzVRgzzpNdi1k0N9difj626nNU\nTcfF2xM4OzAGJacS4otiAK8f3oE6vxsLocQq72B/hZynYuoK1BX8XK41a+NnZ+Gq/Vy9/8nXeZ9z\nuePbm/Mbo2/mXDXVeTAVfPpzs63JX3Hnf7nzpOsGwnG5Ii5IGoaBh+NhnB0Yw8PxcN7Xutvrcaq/\nC7u2bYEXvghHAAAgAElEQVQgCAit8XldzrUm4XWhqX756r7lDrAuAvh7oij+NoAOALVIB11EVYOb\ncp8mKxpCFVrMQhoN4szlEcyFk9mxrkAt3jnWg+2t9SbOjIio+GZWuFg0E0ouO75Rx/s68vZg5Y5X\nunhSRSQh2770umEYuP8ohLMDYxidiuZ97dmuLTjZ32XbtPmyBliSJJ0RRfFVANcAOAD8nCRJ9g+9\niQrETblPS6RUhGOVV8xiPpzEmcsjuDcazI7VeF14/fB2vLi71TIpDpXG7XSgxscOJERmCTT6l72z\nFGgsbh+/xTUzfcEyiUCjr+IvWKqajnBMtn1PSN0w8MXQPM4PjOW1JgGAPd1NONnfhe2thWchWFHZ\nVyFJkn6p3Mcksgpuys0XicuIJStnUy4AyKqGCzfHceHWOFQtHTYKAnB4Txu+fWg7f/kvAQGAz+NE\njc8FN/dSEZmqnHeW9va2VMXaaRgGInEZ8aRq64uRmm7g9lezOHdzPO9OpwBg784WnOzvREdLrXkT\nLCKu9ERlVK7UCavTDQMLUTmvPLndGYaBL4aD+ODKMEJROTve3VaPt4/1oHNrZSwaVuJ0CPB7Xajx\nuuCwcDUpompSjXeWSikla5iaj9v6YqSq6bhxfwYXbo5jPvKkR5VDAA7s2ooTB7oQaPSv8g72wwCL\nqIzKlTphZZquIxhJZe/uVILpUAJnLg3jq7GF7Fi93403Xt6BA89uhcB0wKLyuByo9bnh9fBuFZEV\nVcudpVLSdB2RuIKkrKHZY89f12VVw/W70/jk9gTCsScXHp0OAS+KAby6vxPNDZX5+489f2JENlXN\nm3IBQFE1BKMy9AqpZpGSNbx79gF+dO0R9MxuY4cg4OjednzzxS74bLooWpEgIHu3yopNJYmIiiWe\nVBBJKLYtYpGUVVz9cgoXb0/k3Xlzuxw4vKcVr/R1oqHWY+IMS4+rP1EZVXPqRCUVszAMA7e+msOH\nV0cQiSvZ8We6GvDW0R60NdWYOLvK4nIKqPG64fM6WRiEiCqaomoIxxQomj2LWMSTKi4PTuDy4GRe\n+Xiv24kjL7Th6L4O1PndJs6wfBhgEZVZNaZORBMKogll7SfawMRcDKcvDWN48klPki21HnzvSDde\n6G1mOmARCAC8HidqvC543EwDJFrENh+VSTcMROMK4il77rOKxGVcujOBT7+cgqw8CQ5rvC4c3deO\nIy+0w++trpCjur5bIior3TAQjlVGI8RESsVffvYIV7+cyqZtOB0CXn+5G4fFAAOBInA4BNR4XfB7\nnXA6mAZIlKtS23xUe9CYSKmIJBRbps6Hoil8cmsC1+9N5e2rrve7cXx/Bw7vaYO3StdGBlhEVBKq\npiMUtX8xC90wcEOawfevjSKek0u+e0cjvnekB7t6W8rWNb5SeVwO+L0u+DxO3gEkWkEltvm4IU1X\nZNBYCFVLF7GwYzXduXAS52+OY+D+DLScwLCxzoNX93fiRbEVbld1XyRjgEVERZdSNCxEU7DhBbk8\nj6ajOH1pCI9nngRQzQ1evHWkB7u7m0ycmf2xaAXR+lRim48fXhtddtzOQeNaDMNALKkillBstyd5\nKhjH+YFx3Pp6Nq8AR8sWH04e6MSBXVuZfZDBAIuIiiqWVPIKP9hRNKHgB9dG8Zk0kx1zOx04dbAL\nx/Z1VP2Vuc1wO9N3q/xe3q0iWo9KbPMxObf83X87B42rSSkaIjEZqs2uPo7NxnDuxhi+GJ7PG29r\n8uNkfxf27WxhL8IlGGARUVEYmf1WCRvvt9J0A9e+nMJffvYob9/Y3t5mvHmkG411XhNnZ18C0pud\nhQYv3K7qzMcn2qxKbPPR3lKL0cnwU+N2DhqXk9vTyk5GJiM4O/AY9x8t5I13BWpxqr8Lu7ubWN11\nBQywiGjTKmG/1dBEGKcvDWNyPp4dCzT68faxHjzbtcXEmdmXyyHA73PB73GhqcEHNWXvO5tEZqrE\nNh+vHd6BP3pv8KlxOweNS9mtp5VhGPh6LIyzA48xNBHJ+1pPez1OHezCs11bmIGwBgZYRLQpdt9v\nFY7J+P7VUdz8ajY75nU78a0Xt+HI3jbmk2+A1+1Ejc9VtdWjiEql0tp8HBRbsXBiZ0UFjYvs1tPK\nMAzcGw3h7I3HefuOAWDXti042d+F3o4Gk2ZnPwywiGjD7LzfStV0XB6cxMc3Huf17ejftRWvv7QD\nDTWV3WW+2FhinYg2otKCRl03EEkoSNikp5WuGxgcmsO5gfG8DA4A2NPdhFP9XdjWWmfS7OyLARYR\nrZthGFiwcX+rB49DOH1pGLMLTzZSd7TU4J1jvehurzdxZvbDEutERGnxpIpoQrZFRoem67j11RzO\nDYzlrYWCAOzb2YKT/V1ob64xcYb2xgCLiNbFzvutgpEUPrgyklcJye914tuHtuPwnjZWQSqQIAB+\njws1PpZYJyJSVB3hmGyLdEBF1XHj/gwu3BpHMJLKjjsEAf27tuLEgU5sbfSbOMPKwACLiApm1/1W\niqrjwq1xnL85lg0MBQCHdrfiO4e3o9bnNneCNuFyCqjxullinYgI6Ub00biCuA3SAWVFw7W707h4\nexzhnNR+l1PAi2IrXt3fiaZ6VsotFgZYRFQQO+63MgwD90aCOHNlJO9K3fbWOrx9rAfbAswrX4sA\nwOdJF61giXUiorRESkUkbv10wKSs4tMvpnDxzgTiySeBoMflwOHn23C8r4N7jkuAARYRrcqu+61m\nFxI4c3kE9x+FsmO1fjfeOLwd/c8F2LtjDU6HgJpMiXWmThIRpWm6jnBMQUqx9poYSyq4fGcSV76Y\nzFu/fR4njuxtx7G97ahh9kbJMMAiohVpuo5gxF77rWRFw9mBMVy8PQEtc2nRIQAvv9COb724DX4v\nP/ZW43U7UeN1wevh3SoiolzxpIpIQrZ0T6twXMbF2xO49uUUZPXJnrAanwvH93Xg5Rfa4PNwHdws\nh0OAe5U9yDzDRLQsWdEQstF+K8MwcOfhPD78dAQLMTk73ttRj7eP9bIa0iocDgH+TBogS6wTEeVT\ntXQRi9yAxWqCkRQu3BrH59J03kXRhho3jvd14vCeVnjYm3BT3E4HvB4nvG4n3K7V10oGWET0lFhC\nQTCSgk1iK0zNx3H68jAejoezYw21Hrz58g7s29nCggwrYIl1ouo1ODSXafCbQKDRXzENfotJNwzE\nEgriSdWy6+FsKIHzN8cx8GAWes6ttaZ6L17d34kXxQCrvW6QAMDjdsLrTgdW67kAyQCLiLIMw0Ak\nrkCGYNnFJFdSVvGjzx/jyuBk9k6b0yHg2L4OnDrYBS+v1j2FJdYrG39ppkIMDs3h3fMPs4+ngons\nY/59SUvKKsJxBbpF0zgm5+M4NzCGOw/n8lIWt27x4WR/F/Y/28KMhA1wCOlUeY/bCa/HueH92gyw\niAhAer9VKJLu4+GrtXapVt0wcPPBLL5/dRTRxJPKhru2bcHbR3vYw2MZiyXWfd6NLxhkbfylmQp1\n8fbEiuPV/nfF6kUsHk9HcXZgDHdHgnnj7c01ONnfhb29zSxMtE4uhwCPxwlfJrAqynsW5V2IyNbs\n1N9qfDaG9y4NYXQqmh1rrPPgraM92NPdxFS3HCyxXl34SzMVaiaUWGE8WfJj595l3dbWgG+IWy3z\n9zOWVBBNKJYsYjE0Eca5gTE8eLyQN74tUItTB7dh945Grn/r4HE54HE74fM4S5LNwQCLqMrZpb9V\nPKngB9cf4frd6Wz6ossp4NX9nThxoGvNDafVhCXWq5OZvzSTvQQa/ZgKPv33JdDoK+lxl95lnZiN\n4t3J9N5ZM4MsRdUQjilQNGsVsTAMA1+NLeCTD+7hq8ehvK/1djTgVH8XnulqYGBVAEEAPK50QOV1\nO0u+NjLAIqpShmEgHJORsHh/K103cP3eNH5w/RESqSdNEp/vacKbL3ejuaG0vxDYCUusVzezfmkm\n+zne15EX6OSOl5LV7rLqhoFoXEE8Z22xAt0wcG8kiHMDY3g8E8v72nPbG3Gqvwvd7fUmzc4+HA4B\nXvdi6p+jrIFoQQGWKIqtAI4DUAF8IklScI2XEJGF6bqBUDRV8pKzDx6H8Nm9aQQjKTTVe3Fodyt2\nbWss+PWjUxG8d2kY47NPFpiWLT68fbQHz20v/H3MstnvvxAssU6LzPqlmVa23qIj5SpSsvie6WMl\nEWj0laUgynruspb6XCRSKiIJaxWx0HUDdx7O4dzA2FMXS17oacbJ/k50BepMml15bHbddDkdqPWl\nq+OamRq/ZoAliuJ/DeCfArgIwAng90RR/FlJkj4o9eSIqPgUVUcomso24S2VB49D+Ojao+zjuXAq\n+3itD8tIXMZH1x7hxv2Z7JjH5cCpg104tq/DFtXvNvP9F4Il1mkps35ppuWtt+hIuYuU7O1tKfvf\njULvspbyXFixp5Wm67j5YBbnbo5jbuFJsCkIwP5ntuKdE8/A56z8z/mNrpuL/al8Hifammswo5mf\nmVPIHaxfBfCiJEljACCKYjeA0wAYYBHZTCKlIhwvTxf6z+5Nrzi+0gelpuv49Isp/PCzx3kVnPqe\nacF3X9qBLXXWrm6YayPf/1oEAD6vC7UssU4rMOOXZlreetPhrJY+VwqF3mUtxbkwDAOxpIpYQrFM\nGxJF1fG5NI0Lt8YRisrZcadDQP+urThxoAstW3xobq7F/HxslXeqDIWumwIAt8uR3k+1zv5U5VJI\ngBUGkP2bLknSiCiK8irPJyILCsdlxJPlyzMPRlLrGv96fAGnLw1jOufqZluTH28f68HOzi0lmWMp\nrff7X41DAGp8btR4WbSCyC7WW3SkGoqULL3L2rm1DoeWqSJY7HORUjREYjJUi6QDphQN1+5O4eKt\nCURyWo24nAK+sbsNr+zvQKONLigWy2rr5mLT33IVqdisQgKsOwA+EEXxj5Heg/XjACZEUfwpAJAk\n6d+VcH5EtEnl2m+1VFO9F3Phpz8sm+rzF42FaAoffDqKOw/nsmNetxPf/sY2vPR8O5wW/xBdSaHf\n/2rcTgdqfEwDJLKj9RYdqZYiJbl3WQOBeszMRJ56TrHOha4biMStU8wpkVJx5YtJXL4zmVdYw+N2\n4OXn23BsXwfqazwmztBcy62bgpC+2Bpo8tuqh2MhAZYD6TtYb2QexzP/nQJgAGCARWRR5dpvtZxD\nu1vzcqlzx4F0HvylOxP4+MYYlJzg78XnAvjO4e22X2TW+v5XIgiA3+OC3+ti6XkiG1tv0REWKXmi\nGOcinlQRTciW6O8YTSi4fGcCV76Yykt/93mcOLq3HUf3dqDGx8Lei+umQwAEQYCQ+f+J/i5bBVdA\nAQGWJEn/TTkmQkTFlUipCMdk03LNF/Oll6sGJI0GcebKSN5m3q6ttXj7WA92tFVG6dnVvv/luJwC\narxu+LxO2y0kRPS09RYdYZGSJzZzLhQ1XcTCCj2twjEZn9wex7W703kXEmt9Lhzv68BLz7fB52Fg\n5RAAr8eFw7vb0FjnwaU7k7b/N7DiT1UUxTOSJL0liuIQkPc7mgBAlyTpmZLPjojWzTAMRCzS12PX\ntsa8gGI+nMSffiTh7siTTg81Xhe+c3g7Domtls+pXq+l3/9SAtJXMGt8LlPLyRJRaay36AiLlDyx\n3nOhGwaiCQWJpGp6EYtgJInzN8fxuTSTl0HSUOvBq/s7cGh3KzxV/pnvcAjwudNFKjyuJz2q9u3c\nin07t5o8u81bLWz+W5n/DwD4+0j/LmBk/v/HJZ4XEW2AputYiFqr/CwAyKqGCzfHceHWOFQtvdgI\nAnB4Txu+fWh71aVGOBwCarwuFq0gIiqClKIhHJNNSYfPNRNK4PzNMdx8MJuXmthU78WJA504+Fyg\nqivAOhwCfJ7Fxr+VHWCu9lvN74miuB9AJ4ADS14zWtJZEdG6yYqGUEy2VNNEwzDwxXAQH1wZzitB\nu6OtDu8c60Xn1lrzJmcC9q4iIioePZOxkTA5Y2NiLoZzA2MYfDifd/cs0OjHyf5O9D2zdcMFmx48\nDuH2hYeYmouVrGF9KTkdArweJ/wmN/4tt9UCrL8BoBnA/wng53PGVQBTpZwUEa1PPKkgErdObw8A\nmA4lcObSML4aW8iO1fvdeOOlHTiwa2vVBBiLvatqWLSCiEwyODSX2c+UQKDRb9t9LblSsoaFuLkX\nFR9NR3D2xjjujQbzxjtaanCqvwvP9zZvak/tYuNdl1OAbhS/YX2puDJBlc9TveveigGWJElhpHtg\n/Vj5pkNE62EYBsIx65SgBdKL3sc3HuPSnUnomY7GDkHA0X3t+ObBrqrZ0Ot0CPAzDZCITDY4NJdX\nkW8qmMg+tmOQpesGwnEZSZPWPcMwMDQRxrmB8bwLiACwvbUO3zzYhee2NxblImIpGtaXisspwOdJ\nZ2hUcxrkour4TYeoAqlaugT74p4msxmGgVtfzeHDqyOIxJ80TnymqwFvHe1BW1ONibMrH49rsXcV\nP16JyHwXb0+sOG63ACueVBBJKDBMWPYMw8D9RyGcGxjHyFR+766dnQ04dbALOzsaipqdUcyG9aXg\ndjoyd6oYVC3F3wCIbCgpq1iIyaYsMsuZmIvh9KVhDE8+WXS21Hrw5pFu7O1trvh0wMU0wFqfi4sM\nEVnKTOjphr3p8eSy41ZkZul13TBwdziIswNjGJ+N5X1N3NGIU/1dJWsvUoyG9cXmcaWDKq+bQdVq\nGGAR2UwkLiOWNL8EO5DutfWXnz3C1S+nssGe0yHglf2dOHmgs+KrBDkcAhpqPXDpOtMAiciSAo1+\nTAWfDrICjT4TZrM+um4gkjCniIWmG7jzcA7nBsYwnXP+BAAv9DbjZH9XyQs1bbRhfbF5XA74POmS\n6k4Hg6pCMMAisgldNxCKpixRgl03DNyQZvD9a6OI5wR7u3c04ntHetCyxfoL92bkVgOsr/EgGbNG\nugYR0VLH+zry9mDljltZPKkimpBR7hoWqqZj4MEszt8cw3zO3SOHAOx/ditOHOhCa5O/LHNZ3Gd1\n5+E8JstYRVAA4HGn71L5PE5eQNwABlhENqCo6f1WZvf4AIDH01G8d2kIj2eepEo0N3jx1pEe7O5u\nMnFmpSUA8HqcqGVTYCKykcV9VukqgkkEGn2WriKoqBoWYnLZ9xcrqo7r96bxya1xLMSetBVxOgQc\nfC6AEwc60dxQ/ouHu7Y14qW+LszPx9Z+8iYsBlWLd6o2U/2QGGARWV4ipSIcN3+/VTSh4AfXH+Hz\ne9PZcvBupwMn+7twvK+jYkuxOgSkqwH6XEyNICJb2tvbYtmAapGuG4jEl6+K++BxCJ/dm0Ywkir6\nXZyUrOHq3SlcvD2BaOJJgSa304Fv7GnFK30d2FJn3p6nUhIEwJu5U8WgqrgYYBFZmBX2W2m6gWt3\np/CX1x/llcXd29uMN490o7FCFx42BSYiKo/VqgMu9oJaVKxeUImUisuDk7g8OIFE6sna5nU78fIL\nbTi2rwN1fveG39+qBAHwZQIqr5vrW6kwwCKyIKvstxqeDOP0pWFMzMWzY4FGH94+2otnt20xcWal\nsXi3yu9lNUAiolKTFQ1zC8lVqwMWuxdUNKHg4u0JXP1yCinlSWDl9zpxdG8Hju5th99bWb8eOxxC\nej+V2wmP28Ggqgwq628QUQWwwn6rhWgKf/bxV7j51Wx2zON24FsvbsORF9orLvhwOQXUeN3we3k1\nj4io1HTDQDSuQIawZun1YvWCWoimcOH2BD67O513zFq/G6/0deClPW3weipnf+1i41+v28F9wyZg\ngEVkIYmUinBMhlmhlarpuPLFJD6+MYZUTjrggWe34o2Xd6ChxmPSzIpvsWhFjddV8eXkiYisIpFS\nEUko0HUDvtq1U8w32wtqPpzE+ZvjuHF/Ju/C5ZZaD17d34lDu1srZg8xe1RZBwMsIosIx+W8kufl\n9uBxCGcuD+c1n+xoqcHbx3rQ095g2ryKjUUriIjKT9V0ROJKXlpeITbaC2o6mMD5m2O49dVsXqn3\n5gYvTh7owoFdWysiCEn3qHKxnLrFMMAiMpnZ+62CkRQ++HQEXwzNZ8dqvC68dmgbDu9pq5gPbLfT\ngRofi1YQUfUaHJrLlGtPINDoL0u5dsMwEEuqiCWUDWVnLO6zKrSK4PhsDOcGxvDF0Hze8Vqb/DjZ\n34V9O1vgtPm6ttj41+dxVcwaXWkYYBGZSNV0BCPm7LdSVB2f3B7H+YHxbD66gPRVwR//jgglqaz+\nBjYgAPB5nKhh7yoisqByBTyDQ3N4//IIhibDcDkdqPO7oQcT2QbEpQqyZEVDOCZD3eQat2tb45oF\nLUanIjh7YwzSo1DeeNfWWpzs78KeniZblyFfDKq8HiezL2yAARaRSZKyioWYOf2t7o0EcebyMOZz\nNglvC9TinWO92NZah/oaD+ZtHGA5HAJqvC7UeHl1j4isaXBoLhvgAMBUiQKexePMhBKAAaiqjlDm\ns9/vdeHi7YmiB1ir9bQqJsMw8HA8jLMDY3g4Hs77WndbPU4d7MKubVtsm7Xgdjrg8zrR3lyDedN2\nZ9NGMMAiMkE0oeQ1NCyX2YUE3r88kneFr9bnwuuHd+CgGLD11T2AvauIyD4u3p5YcbyYAc/icdQl\n1fqiCQV+rytv320xJFIqInEZpUzMMAwD0mgIZwfG8Gg6mve1Z7u24GR/F3o76m25DiwWqvDl3Kly\nVsBesWrDAIuojHTDQDgm5zXsLQdZ0XBuYAyf3J7IpiMKAvDy8+147dA2W/f8eJIG6K6YSlBEVPlm\nQokVxosb8Cwex+V0QM3Z67sYcAUafUU5jqrpCMfkku4n1g0DXwzN49zAWF5/RgDYvaMJpw52YXtr\nXcmOXypM/6s89v2tishmVC3d30rVyneb3zAMDA7N44MrI1iIydnxno56vH20Bx0ttWWbS7ExDZCI\n7CzQ6MdU8Okgq1gBz9Lj1Pvdeb2jFivoHe/r2PQxogllw0UsCqHpBm5/NYtzN8fzAlMBwN6dLTjZ\n32mr9UwA4HGny6mz+l9lYoBFVAYpRcNCNFXSlImlpubjOH15OC8vvaHGje++3I2+Z1psmToBMA2Q\niCrD8b6OvD1YueOlOI7P60ITgEhCgarp2B6oxfeO9mwqHVFR03et1moWvFGqpuPG/RlcuDmet2fY\nIQAHdgVw4kAnAo3+khy72BaDqsU7VXZPyafVMcAiKrF4UkEkXrore0slZRU/+vwxrgxOZgM6p0PA\nsX3tONW/zZad6gUAvszdKqYBElElWAxs0lUEkwg0+kpSRXDpcbrb6zd9nM2WXl+LrGq4fncan9ye\nQDgn+8LpEPCimA6smuqLe6evFAQB8GbuVDGoqi4MsIhKxDAMhOMKEqnyNA/WDQM3H8zi+1dH8wpo\n7Nq2BW8d7bHNVb5cToeAGp8Lfq+LCxMRlZQZPaL29raU/BjFPo6ialiIySVJd0/KKq5+OYWLtycQ\nSz5ZO90uB17a04bjfR1oqPUU/bjF5HAI2dQ/j8vBTIsqxQCLqAQ0XcdCtLSbfXONzcZw+tIQRqee\nVFNqrPPgraM92NPdZLsPeK/biRqvy5Z324jIfkpRMt2MgK2UdMNANK4gXoKLhvGkgsuDk7g8OJlX\nBMrrduLIC204uq8DdX530Y9bLE6HkGn862TPRQLAAIuo6BRVQzAqQy/Dhqt4UsUPro/i+t3pbJqG\nyyng1f2dOHGgy1bpdItpgLU+V3bzNRFRORS7ZHq5elyVS1JWEY4rRV/XFqIpfPjpCK5+OZV3QbLG\n68LRfe048kK7ZavcuhxCppw6U9fpadb8W0tVYyNX+HJf43E5AAiQVW1Dry/2VcV4Mt3/o9Shla4b\neP/TYVz7cjpbdh0Anu9pwpsvd6O5wfq56YtYDZCIymG1z/5il0wvRcBmxt0wTddx/d40rgxOIhhJ\noanei0O7W7FrW+Om3jcUTeHCrXF8Ls1AyQms6v1uHN/fgcN72uB1W+9O0JM7VesLqirtbiatzZQA\nSxTFVgCfA/i2JEn3zJgDmW8jV/hyX5NIqRjLVBVqqvcW9Pob0nRJriqWs7/V6FQE//HsV5gLP6mo\n5HQI2FLnwUvPt9kmuGI1QCIql7XWm2KXTC9mwGbG3TDDMBBPqbhxfwYfXXuUHZ8Lp7KPNxJkzS0k\ncf7mGAYezOZdHGys8+CV/Z04JLZa7m7QZtP/Ku1uJhWm7AGWKIpuAP8XgOU/fahqbOQKX+5rcgs5\nRBIKfJk0gtVe/8Nro+s+5loUVUMoKuctFqUQicv46Noj3Lg/kx0TANTVuFHnd0MQBHx2b3rTVxZL\niU2BicgMa603xS6ZXsyArdh3w9aSW8Tis3vTyz5nvWvN1Hwc526O4fbXczBylsrWJj9e6evAgV1b\nLdVgt5jpf+X++ZE1mHEH658C+H0Av7LWE5uaauDiZsGCBAL1Zk9h3YJRedkPrlBMXvH7yX2NphnZ\nOx+abmTHV3v95Fxs3cdcTTShQImmsKWxdP+UNE3HuRuPcfriQyRTT+6Q1XhdaKz35O1XiiQUNDcX\np9lisd4HSF8BrPO74fe54azANEA7/vszg1XPE9eawlj151eItdabU4F6bNlSgx9dG8XkfAztzbX4\n1uEdOCi2buh433vlGfzpB18uO754Hm9I0/jhtVFMzsXQ3lKL11Y43kbWyo3QdQMLsRTkpICGLek1\nLRxX4HI+/Zld6FozMhnGh5eHcTPnwiAAdAXq8MaRbry4u80yqeFupwM+b7pqbTEvABbr52fnf3/l\nZoVzVdYASxTFnwYwI0nSR6IorhlgBYPx0k+qAgQC9ZiZiZg9jXVrqvMse4Wvrcm/4veT+xqnU4Ca\nyd12OR3ZPO7VXt/eUovRyfBT46u9ZjlGJiUwUeKUwK/HF3D60jCmc85TW5MfNT4XUkr6+80tldtS\n68H8fGzTx21uri3K+3hcDtT63HB6nEjEUkjEUmu/yGbs+u+v3Mp9ntazwHKtWZvd/54Xst5sb/bj\np8Om6/kAACAASURBVN8Q876+ke85EKjH9mY/3jnW81SPq+3N6eMtTRsbnQzjj94bxMKJnU/d1djI\nWrleiVR6//DSRIyGGndeOvqitdaakckIzg6M4f6jUN74tkAtTvV3QexugkMQ4HAIRVlrNsrlFODz\nZFLVYSAV15CKF3edKsbPz+7//srJKmtNue9g/U0AhiiKrwE4AODfiaL4jiRJk2WeB1nARlIycl9T\n53cjlNmDVZ9TvnW11792eAf+6L3BdR1zKU3XEYqUrnM9kK6s9MGno7jzcC475nU78dqhbXj5hTY8\nHA/n5cUvOrR7Y1dbi0kQAH+maAWrARKRFRQ7BbAQq/WeWk/aWCnnrqg6IvGVW4oc2t1a8FpjGAa+\nHgvj7MAYhibyL2T2tNfj1MEuPNu1xfQ9ty6HAF9m/2851igz/u6R+coaYEmS9Orin0VRPAfgbzO4\nql4b6WK/9DVNdR5AECArekGvPyi2YuHEznUdM1dK0bAQTT11la9YVE3HpTsT+PjGWF5lpRefC+A7\nh7ejvibdYHEx9/2ze9NFrey0GS6ngBqvGz4vu9UTkbVsZL0ppfUUwSjF3AvtaVXIWmMYBu6NhnBu\nYAyPpqNLXr8FJ/u70NvRsOG5FoMjU6jCb0JJdav93aPyYJl2MtVGustvtiP9Rl8fSyqIxpWSlWC/\n/yiEM5eHMbvwZIHt3FqLd471YEfb07egd21rNL2ghQDA60k3BfZYsKQuEdGiza4dxbTeIhjFnPtK\n6YArWWmt0XUDg0NzODcwjsn5/DTbPd1NONXfhW2tdcWY8oYIAuBzO+Hzukwv+W6lv3tUHqYFWJIk\nnTTr2ETrUer9VvPhJN6/MoK7I8HsmN/rwuuHt+OQ2GqZDcC5HAJQ43PD73VaqvITEVExnLkyjHMD\nY4gmFNT53TjZ34W3jvQU7f3NSBtTNR3h2MrpgIXSdB03H8zi/M3xvAuCggDs29mCk/1daG+u2ex0\nN2QxqPJ6nPC62QKEzMM7WESrKOV+K1nVcOHmOC7cGs8WqhAE4PCeNnz70DbU+NxrvEP5uZ0O1PjY\nu4qIKteZK8M4c2k4+zgaV7KPixVklTNtzDAMxJIqYonNZWAoqo7P70/jws1xhKJydtwhCOh/bitO\n7O/E1kb/5ie8Tg4B8Hpc8Lmd8LgdXJvIEhhgEa2gVPutDMPAl8NBvH9lOG+R2tFWh3eO9aJza/HK\noxfDk95Vrg01WSQiMsPg0FwmgEkg0OgvOIA5NzC24ngx72KVI20sJWsIxzfXp1FWNFy7O41Pbo8j\nEn/Sf9LlFHBIbMUr+zvRVO8txnQL5hAAn8eVvVNFZDUMsIiWEUsqeQtJscyEEjhzeRgPHi9kx+r8\nbnz3pR04sGurpa68ORwCajLVAK2YpkhEtJKlZdCngons47WCmtwm9rliK4xbkarpiMQVpJSNp7Yn\nZRWffjGFi3cmEE8+KYbhcTlw+Pk2HO/rQEOm8FI5ZPdUZQKrYthoEE60FgZYRDn0zH6rZJH3W6Vk\nDWcHHuPSncnslUSHABzd24FvvtgFn8c6/xQ9Lgea6r1wG/8/e3ceHdeZngf+uVvthZXYQQKkRF5S\n3CmKEjeJ7FYvaknd9vQ4HifxxGM7mZ7Y8ZlMMk5Ojj3JnOTkJJljZ2Yy05Pj9CT2ifdxW3FLarW6\nWxJFkZREcd/EK24giY3YgdrrbvPHrSpUFaqAAlAFVAHP7xydJi+qbl1cqe9X7/e93/taVRXwERGV\najFl0PMFvArCBSbY/N7qS9vOV450wEhcx7nrw/j45nDOWOhxSTi8qx1Hd7WvWAp7upCSW5HKnpq+\nnCCcaCHV862OaJUZpoWpUAJGGXMCbdvG1XvjeOeThzkrYls66/D6kV60rdJG4HyCAHhdMnwep3eV\nz6MgEppbLpiIqBYspgx6vhP7u3L2YGUfr2bLTQeciSZx5toQzt96klMIw+eRcWx3B17Y2bYik4GC\n4PR9dKeKVVSq7cdygnCihTDAIoJTtnYmmoRdxv1WQ+MRvHmuD31Dsx3F6/0ufONwD3ZtbqqK1SH2\nriKitWixZdCzpfdZnbo8gEhMh78CVQTL6eq9MXx4eQBj0/El9UScDCVw+uogLmojmYJLAFDnU3B8\nbyee295a8TYcq1GoYjlBONFCGGDRumbbNkIxPSe/fLliCQM/vdCPT24NZwI2SRRwfG8nTuzrXPV+\nUexdRURr3XLLoL92uLdqA6o027ZxQRvBX53pyxwbn0ng3fOPAWDBIGtsKoYPrwzi8p0xWFmzi41B\nN17c24kD21oq2pRXEgUEvAoQdK/KWLScIJxoIQywaN0yLQvT4eX3BEmzbBuXtFG8e/4RIlkBm7qx\nAa8d6UVz/eo+tFm0gojWi5Usg74a4kkDoaheNM3twu2RogHW8EQUpy4P4Pr98ZysjQ31HpzY34W9\nTzdXrL+hLAlOkQpFgiKLqA+4kYwlF35jBRzb04E/+vEXCMV0GKYFWRIR9CoV7UVG6wcDLFqXkrqJ\nqUgSVpn2W/WPhPGDsw/QPxrJHGsKuvHakV5s72ksy2cslUtO967i/92JaP2odBn0xVagy369SxYB\nCEgaZsH3Fjt3fnXAyVCi4GcVOt4/EsYHlwdymtoDQHuTDycPdGFnb1NFJt8USYTH7eypkqXqakyf\n/w2gzF1Z1jxWYSyO37ho3YnEdYSjy2u4mBaO6fjxZ49x8fZI5nyKJOKl/Z04vqezoukV88kvWkFE\nROUzXwW6ky3BeV8fSxgYSAVAjUH3nOp1hc79F6fuIZYwsKk1mDN2NQbdGJ/JDabiSQOmaeG7b1xH\nY9CN7tYA7vZP57QHAYDuFj++dKAb6qaGsu95cski3C6n8l+lVsOW68y1IXjdMrxuec5xBgkLYxXG\n+THAonXDtm1MzMTL0t/KtGyc//wJfvLZ45wytrs2N+Ebh3vQEFjZpotpsig4q1VumUUriIgqZL4K\ndCcP9c77+uw+W6GYDk/qC376i33+uS3LhmnZOHNtCL/wcm7wdnB7a2bPFZBKHYwkEfQpiCYMjEzG\ncP3+RM57NnfU4eT+LjzVVVe2wEoA4EqVUncrUk2kobPIxfKwCuP8GGDRumBaFqZCSQSF5c+k9Q3P\n4M2zfRgaj2aOtTR48PqRzXi6u37Z518KtyLB55HZ0Z6IaAUs9st59usN0yr45/R706+1bSewSu+T\nKpT2l95ndeH2CCZDCRiGCY9LQihmQM/bX7xtYz1O7u9GT/vcFba0O/1TmXMtVJEwu0dVJcupVwqL\nXCwPA9T5McCiVVfpHF7dMDEZXv5+q5loEj/65BGu3B3LHHMpIr58oBuHd7WveCqeIABetwy/R67a\nFAwiWl/Wy56MxX45z369LIkwUsFP9riRfm9LgxdD49E5/awag4UzI7Z2N+Cpznpcvz+O7394L6fU\nOuA0CK7zKfilV3bM+zvd6Z/KWQ0rVJEwZ6WqBoOqbMutNLneMUCdHwMsWlWVzuGNJQzMRJLL2m9l\nWhbO3RjGexf7kdRnZwT3Pb0BX39hE+p8rmVf52KIogC/x8kbr+XBjYjWlvW0J2OxX86zXx/wKphK\nrUYFvUrOa3TDwt6nm3MKJqUd3N4655hpWbhyZwynrgxifDp35cDrlhDwuqDIIprrFk5bv3B7pOjx\nXZub10RQlW2tV5qsNAao82OARauqUjm8tm1jJqojllhef6u7/dN481xfzlJ4e5MPrx/txeaOumWd\ne7FcslhwQy4RUTVYT3sySv1ynr2i51EkADZEQUFjwAUIApK6hZYGD47ubsemtiAmZuLY3FGPrx3a\nOG+qnm5YuKiN4PTVQUyFZ8uciwLgcckI+JSc1bFCwVm+QimIogiEonrR1bNaV+lKk2sZA9T58Zsa\nrapK5PAapoWpcGJOmsRiTIUTePvjh7j5YHZzsMcl4SvPbcShHW2QVmgDrwDAk+pdtVoVCYmISrHe\n9mQs9OU8f0Uvniqt/u2XtuS8L5YwEIomcxreb+1uKLj3KaGbOP/5E5y6PIBYYrbAkiQKOLSjDcf3\ndmB0KlbyPqps6YqEggCIggBBAARBQGujd8H30vrEALU4Bli0qsqdw5tImpiKJHKaJy6Gblj46Nog\nPrw8CD21+ViAM/v3lec2Ol3nV4AsOU2BWQ2QiGpFLe/JqMTesYVW9HTDxExEz4w184klDHx8cxhn\nrw/nZGYIAuD3KPB7FWzvaUBDwI2GgLukgCqbIok4vrcTb53rm1NZkClfRIvHAItWVTlzeMMxPaf8\n7WLdfjiJt871YSIrTaK7xY9vHt2M7tbAks+7GB6XBL9HhiKzGiAR1ZZa3ZNRqb1jxVb0RiZjmA4n\nEMtq8VFMOKbj3PUhfHzzSaa5MDAbWAW8SqYk+oXbI4sKrGRRgMctw+NyGgA313vgcUlM+SIqAwZY\ntKrKkcNr2Tamw8mcwWcxxqfjeOvjPmiPpjLH/B4ZXzu0CQfUloqvILEpMBGtBSuxJ2M1VpoW65I2\ngrc/uoeRyRhsOEUtvG4Ztm3Dsm00Bd0LBlfTkSTOXB3E+dsjOeXW/V4Fkgj43MqcXlOF9lDlS+/R\n8hZJO2fKF1F5MMCiVbecB7puOPut8svZliKpmzh1ZRAfXR3MvF8QgBd2tuPlZ7srXkxCEgV4U/ur\naqEpIxHRQir5BX2lV5oWs3csHfg9fBJCJGbA75ER8CqYDCUwOROHFXDDlepT+KxavODExEwcp68O\n4qI2mjOu1fldOL6nA8/taMX3T93D+MzcYGq+QhTpIkkel1S25sIrbb20AKC1gQEW1axoXEcoqi+6\nBLtt27jxYAI//PghpiOz1Zd6O4J4/UgvOpr95b3QPC5ZhM8jw+Pi//2IiEpVykrTUr6EL3fvWHbg\nNxVKQDdsRGI6XIoEr1tCQrcQienoaPYVLTgxMhXDh5cHcPXuGLLnCxuDbpzY14n921oyGQ4Ht7fm\n9KtKy68UKEtCJqiq9V6J66kFAK0N/IZHNceybExHlpYSODgWxh+98znuDcxkjtX5FLzyQg/2PNVc\nsZk9pgESES3PQitNS/0Svty9Y+nAL5YwkEyl89lwsiQsy0LQ74LPLeMXXt42571D4xGcujyAG/cn\nciYLWxq8OLGvE3ue3jCnam06QCtUKVAUBXhcEryu5VWerbbVovXUAoDWBgZYVFN0w8RkOAlrkSmB\n8aSB9y8O4NzN4cx7JVHA0d3tOHmgG26lMkUlZFGAz6PA4147zRmJiFbDQitNS/0Svty9Y+nALxzT\nARuZQCn9v9G4ga4NuZkRj56EcOryAG5n7f0FgI5mH07u78Izm5vmHTOyy7gLANwuCV63XJaxrBpX\ni0pJ46y2oJDWNwZYVDOicadXyGJCK9u2ceXOGH706SOEsioMPt1Vj9eO9qK1oTL9PdyKBJ9bhtvF\naoBERItV6MvyQitNy9lLlRtkxTLBWilf0FsavBgaj0I3TIgikK66ng6PTMvCwe2tsG0bD4Zm8MHl\ngZwsCgDY1BbAyf1d2LaxoeRMikw7D1d59/FW42rRQsF1NQaFtL4xwKKqZ9s2ZqJ6Tu+PUgyORfDm\n2T48fBLKHGuq8+Drz2/Czt7GsqcDppsC+5kGSES0ZMW+LH/7pS349ktbiq40LWcv1VK/oCeSJvY8\n1Yz+0Yizz8m2IEiAadoQRQGSJKK9yQvLsvF7P7iVMx4BwJbOOpw80IUtHXUljUkCnHYevgq286jG\nhtELBdfVGBTS+sYAi6qaaVmYCiVLasSYFo0b+MmFxzj/+ZNMw2FZEvDi3k78zMmtCIfKO0hIogCf\nxyl7yzRAIqLlme/L8ne+tavoF+bl7KVa7Bd03TARiupIGha2dNbja4c24tSlfvSPReCSJHj9ElyK\nhHjSed0f/EjLeb+6sQEnD3RhU1twwWsDAFF0VqtWoupsNTaMXiiNsxqDQlrfGGBR1YolnJTAUrdb\nWZaNC9oI3vnkUU4BjE1tAfy1k0+jqc6TKZOb707/VMENw8Xc6Z/CpS9GMRVKoK3Jx1xvIqIyGZ2K\nIZYwEI7pMEwLsiQi4FXm/bJ848E43j73EE8motANC7IkoLc9iFeP9Jb0bE5/QY8nDIRieqpAhbNX\n6uaD0+hu8ePVI73Y2t2ASEzPFLNIS++JutM/hWv3xqE9msJkKDFn/KrzK/AoElyKuGChpszeKtfK\nppsvJlAttu+pEvuh5msBUI1BYVo57xH3mdUOBlhUdSzbxkwkiXgJXe7THj0J4c2zfRgYi2SOSaKA\n+oALhmljfCaOprrCD9o7/VM5JW/HZxKZvxcKsu4PTuOnF/qdWURBYK43EVEZuWQRA1lNcw3DwlQo\ngcaAq+DrbzwYxx/9+ItMo11JFGDbwGQ4WfD1hbQ0ePFwOJQKimwY5mxklEiauD84gz/40W188+jm\nopNvhmlhKpzE3YFpp+BF9u+kiPC6JPi9zu8w3zijSCK8bqnse6tKVWrRj2JplX3DIVzURucczz53\nuS23EmSllPMecZ9ZbWGARVUloZuYjpReJTAUTeLd849x6YvZB5UAIOBTEPAqmZz2C7dHig6KF26P\nFD2e/R634uS9X7s3XnDQY643EVE5FAkqiqRgn7k2lFPEKC0c00t+Lh/b04EbDyYAYM74Y1o2ZElA\nJGYUHEt0w8Jnt0fw0dXBnN6KAOBLNRyeiSSR0C348+oqpc+XLq/uc1fHHt5SGkYXS6s8dXkAQd/c\nYLiSY+RyK0FWSjnvEfeZ1RYGWFQVLMtGKJpErMRVK9Oy8cnNYbx3sT9npcvrllDnc0HKG6AmQ3O7\n3i/0s8lQwulflcp7Tw96zPUmIqqcpGGiMehGKCtFMOhVkNQL78UdnYrBKLBP1zCtkp/LuzY3I+hT\nMvuqsqXDLdOycsaLRNLEp7ee4Mz1oZwVKwGzgVV6LDKtwtc+FU6iIeCqycbzxcbCSEwvGDxUeows\nJShcacXuUXgJ94jfPWpL7f0/mtacxe61uj84jTfP9uXkW7c2evH60V6cv/UE4zNzA6bGoLvo+RqD\n7oLvaW30oqXBO6dwRTXnehMR1br0M9bjlvOOF37Gpl9v5AVGsiQu6rnc3RLA8EQUlmUjkTQzgVV6\nBJBEEY1BN2IJA+duDOPcjSHEErMTfG5Fwgs72zAZTmIs78uwJOZO+okiIAoC2pt8NRlcAcXHQr9X\nKfL69TdGFrtHgSXcI373qC2rvw5N65ZhWpiYiTspgSUEV9PhBP70vTv43lufZx4ybkXCq4d78Pe+\nvRtPddbj4PbWgu8tdjz/Z4Lg5O8rsogT+7sKVgUsltO92rneRERrwWKfscf2dCBY4AtrwKss+Fy2\nbBuRuI7RqRj2PNUM2wb8HhnZ8VA6I9yTKjTxb/74Mt672J8JrrxuGV9+thu/+df342uHNuGlA91z\nPsfvkeH3ypBEAbIkQBJFCIJQ0+NGsWs/sb9rUa9fy8p5j/jdo7bU5rQJ1TTbthGJG4jE9JKaBhum\nhbPXh/DBpYGc1I0D21rwtUMbc5bZ07nxi6kIuLW7AZIo4PKdMUzMJBbM3a7WXG8iorVgsc/YXZub\n8Te+ug1vf/wQ/SNhAMhU/Sv2HtOyEI0biCaMTDuP7PFDEATEEgaShglJEOBSJISiOq7fn8icIx3A\nPb+jLafK384tzQiH45lxaEO9By/u64QsiWtq3Jjv31Nve3BN/a5LVc57xO8etUWw7RLzslbB6Gio\nei+uirS0BDE6Glr4hVUgoZuYiSRhlpgP+MXjKbx1rg9j07M5xp0b/Pjm0d6S+4dka2ryY2JittKg\nSxbh9ygrWgK3FtTSf1OrjfeqNCt9n1pagiWXX+NYs7C18t+5bpiIxg3Es1IAixmfieP0lUFc+mI0\nZ8yq97vw4t5OHNzeCkWemwjU1OTH5ESEjedLsFb+u6o03qfSVctYwxUsWhGWbSMU1RFLGCW9fmIm\njrc/fojPH05mjnndMr763EY8t711WaVrBTipHj6PUnBwJCKitSWeNBCNGzlZEMX6Hz6ZjOLDy4O4\nem8M2XPQTXVunNjXhX1bNxQNmkQBCPpckCxzzr4rIlo/GGBRxS1m1Uo3LHx4ZQCnrw5m+pAIAA49\n04avHOyGz1N4Y2gpBMFJ6ZAaPBz4iIiqRKWap9q2jVjCQCRuzBl/CvU/fOtcH3weBY+GQzmrW62N\nXpzY14XdTzVDKjK5p0gifB4ZHpeEOr8LiWjxyrVEtPYxwKKKsVOrVtESVq1s28bnDyfx9scPc8rg\n+twyvnywG4d3ti/5OgTBOY/fo6A+4EYyVnrzSSIiqpxKNE+1LBvRhIFoXC9aQCm7/2FSNxGK6kjo\nJoDcdPQT+7vwTG9jwYJHQCrN3KvArTDNnIhmMcCiinA62icyq1DzGZuK4c1zfbjTP505JgoC6vwK\nvG4ZF7VRbKj3zFuoopDswGo5KYVERFQZ5Wyeupj9VRMzcSSSFkKx5Jz+Wj3tQZzc34Wt3fWZZvX5\nPC4JfqaZE1ERDLCo7KJxp6/VQgNcQjfxwaUBnL0+lJO+4ffICPpcOUFRutt9KUQB8HkU+Dxy0VlH\nIiJafcttnmrZTs+qaNyAXqDZcD7btqE9nsJEKJHTwwpIT8pJ+NKBroLjjQCwcAURlYQBFpWNYVoI\nx3TEk+a8r7NtG9fujeOdTx5iJqpnjm/prEMkpmc632fLThssRhIF+D0yvG656KwjERFVj6U2T03q\nJmJJE/GkgVKKIVu2jZsPJnDq8gCGxqM5PxMw2/jX7ZIze7PSQZYgOEWW/B6Z+3eJqCQMsGjZLMtG\nOK4jFjcWXLUanojiB2cfoG9otoRmvd+FV17owe4tTfjT9+5gfGZuMNUYdBc9pywJ8HucdEIiIqod\nx/Z05OzByj6ez7JsxJIGYnEDRomtPkzLxrW7Yzh1ZSBnVUwA0NsRxOhUDAndqfjnFKlwxpELt0eg\nbmxwsiHcMtPMiWhR+I2UlizTMDiuLziDGEsY+OnFfnx6cziz6VgSBRzf04ET+7vgSm0QPri9Naey\nU9rB7a1zjrGHVWkqVaGLiGi5SmmemtRNxBKl7a1KM0wLl74YxYdXBnMyIEQB2Ld1A17a14WWBi9+\n588uwzDtTONhAYDbJWM6omNDg7fq08z5fCeqTgywaEkSuolQJLngLKJl27j8xSh+9OkjROKz1QS3\nbWzAa0d6sKHem/P6dEpGod4kaW5FQsArQ5EZWC2kEhW6iIjKadfm5jnPI8O0EE86gVWpjekBIGmY\n+OzzEXx0bQgzkdmKsZIo4Fm1BS/u7URTnZN+eKd/CpGYATO1d8s0LcxEkmgUBXS3+GsiuOLznag6\nMcCiRTEtCzMRp5xtsSaNaf2jYbx5tg+PR8KZY41BN1470ovtmxqK7pPa2t0wZ4MxmwMvTTkrdBER\nLceNB+N4+1wf+kcjAIDulgBePdKTeRZZlo140lmpShrWgmNMtnjSwKe3nuDMtaGcyTxFFnFoRyuO\n7+lEnd+V854Lt0fg88gIZQVigiAgHDdwbE9H1a8O8flOVL0YYFFJMumAMR02CjdpTP+9c4MfPz7/\nGBduj2TSORRJxEv7O3F8T+eiAiQBzuZiH6s2LclyK3QREZXDjQfj+MMff4GprHS9B0Mz+MN3Nfzc\nl57G5vY6JI3ZKoDzjTHZQVY0ruPcjWGcuzGcU2DJrUg4vKsdR3a1I+At3KB+MpSAzyNDEgVE4gYM\n04IsiQj6nECs2leH+Hwnql4MsGhBsYSBUEyHlZWmkd2kMc22bbz76SNMhnPL3z7T24hXD/fOW6gi\nn5ip2sQeVsux1ApdRETldObaEMIxp2qsnbVpdyaq4/SVQXS9HMh5faExJn18a3cDQtEkzlwbwqe3\nnuQEZj63jKO7O/DCzraihY8EAF6PjI5mH0am4vB5RPg8s0FYW6O3JlaH+Hwnql4MsKiohG4iHNUL\n9hbJL5ue0E1Mh5Mwsl7b0uDBa0d6F9UgWMwqtV7t+e+1YDEVuoiIKmVkMgrdMJFfpcK0rIJtOIq1\n5hidiuHNs3347PaTnEb2Qa+C43s78dyOVriVwvtz032sAl6n3PrxvZ1Fn49vnJ573Pn86lkd4vOd\nqHoxwKI5dMNCKJrMmRXM1xh0Y3wmkdmTFUvM5ry7FBFfPtCNw7vaS07rE0UBAfawKrtSKnQREVWK\nbpiIJUzU+V0YnohlCkqkSaJYMLshPcakGaaFcNQZa4YnZldtGgIuvLivE89ua503/dzjkhDwKjlj\n0nzPxzPXhqp+dYjPd6LqxQCLMkptFAwAB7a14I3TDxCKJXNKtD/VWYefO/n0nM3ExTCwqrxCFbqI\niCrFtCzEEibiidl+Vc+qregfjeQUlAAAv0cu2IYj3bJDNyyEY8mctHMAaK734MS+TuzbumHe5r+y\nJKDO58q0AsmX/XxMF7V44/R9uGQR8YQBT16aYbWtDvH5TlSdGGCtM4WqIj3T04RwzJkZLKUY7t2B\nafzwk0eYic4OlB6XhJMHunB8T2dJ1yEKgN/rNHBkYEVEVNss20YiVVa9UPbD1u4GfOvYZpy61J9Z\ngWpv9uHE/q6CaeQ+twxZEjA4lruK1N7kw0v7OrF7S/O8+3MFwUkbzN5bNZ/8kudx3YINZ2ybCieh\nGyYUWczszWJQQ0TzYYC1juQPIMMTUfz5B/fwlYOJkvZJTYUT+OHHD3HjwUTmmMcl4SvPbcShHW2Q\nSihGIQDweWT4vQr3WBER1TDbtpHQTcSTJhIlNAEu1IIjX9/wDE5dHsAXj6dzjne3+HFyfxfUnsZ5\nx4505dmAd3EFkgoVtfC6ZcC24XFJ8KQa2ldjNUEiqj4MsNaR9ABi2zYsG5mqgOmqTMXohoUz14Zw\n6vJApuCFAODZ7a346nMbi5bAzSakqgIGWBWQiKhmpVeq4kkTSX3hoKoUtm3j3sAMPrjcjwdDoZyf\n9bYHcfJAF57uqp832yFdwMK/xJYexUqe949GsKHBO+d4NVUTJKLqwwBrHRmZjMKyANPKHRKLmVh/\nfQAAIABJREFUVWsCgNuPJvHWuT5MZG027m7x4/Wjm7GxNVD0fWmC4KR6sNw6EVFtsmwb0biOyVCi\nbEEV4ARWtx9N4YNL/Znmw2lbu+txYn8XNnfULXie/AIWS2kQXKzkeTGLqSZY7Q2Liaj8GGCtE7GE\ngXq/G6PTs4NCPGkgGjcgAPiTn36Bg9tbMytZ4zNxvH2uD7cfTWVe7/PI+PqhTTigtiyY3pfuM8IV\nKyKi2pRImoglDSSSJgxBREJfuABSKSzLxo0HE/jwygCGxqM5P9vR04iT+7vQXcIEniKJqPMrUOTZ\nAhb5qfClpvQVK3ne3RJAvMDvXWo1waVeDxHVNgZYa1x2L6sDagvePf8YgBNcpas51fldGJ9J4N3z\nj2GYFvpHIjh9dTCz0iUIwAvPtOPlg91FGzdm82b1GVnLOCtJRGuNbpiIpVIALatca1UO07Jw9e44\nTl0ewFjWZJ8gALu3NOPE/i60N/kWPI8kCgh4lYLj0VIbBBcreQ5gWb2maqFhMRGVHwOsNUo3TISi\nek41p/Tq1IXbI7jbH4ckifB7ZLhdMmzbRjxp4k9/ejensXBvexCvH+1FR7N/wc90ySLq/K4l5b/X\nGs5KEtFaUcmgyjm/hUtfjOL01cGclHRRELB/2wa8tK8TG+rn7nPKJwrIBFbF9mMV20tVSkrffCXP\nl9prajnXQ0S1iwHWGuP0DNGLpnKkqzh9943rSI+jumFhOpJAUp8NrII+Ba8834O9TzcvWEZdFAUE\ni8wmrlWclSSiWpYOqhJJc86+3HJJ6ibOfz6Cj64NIhTVM8dlScCzaite3NtZsMlwvsVUny22l2o5\nDYKX02uqEtdDRNVv/XwjXuN0w0Q4ZpScI98YdGN0Ko5QNIlI3Mj52Yt7O3ByfzfcrsKNGdMEOL2s\n/J7118uKs5JEVGsM00I81auqUkEV4KSgf3LzCc5cH0I0a3xxySKef6YNR/d0oM5XWjN6tyIh6FPm\nZEYUS9EutpdqtRoEV9v1ENHKYIBV4xJJE6OTMYzPFK8EmM+2bTQE3bj5YBKWPTvIuhUR3zjcg+e2\nty14Dq9LQsCnrPl9VsVwVpKIaoFlOenf8WThBsDlFInrOHd9GB/fHEY8OTvZ53FJOLyzHUd2t8Nf\nYuNfSRRQ53MVnOgrJUV7qSl95VZt11NJ3JdMNIsBVo1KJE2EY07xiiZX6f8aB8ciePNsHx4+me01\nIokCulr8+NKBLmzb2Djv+12yiKAvt2rTfPIfuN2tAfSPhGv+AcxZSSKqVoZpIaE76X+VDqoAYCaa\nxJlrQzh/60nO5/k8Mo7t7sALO9vgKXGcEgTA75k/M2KhFO3lpPRVwkpdz2oGONyXTJRrRQMsVVUV\nAP8RQC8AN4B/oWnaD1byGlbbch+ACd1EJJZbvOLm/XGcuvAIk6EEGoPunHLradG4gZ9ceIzznz9B\netFKlgQc39uJl/Z1wpUXMN3pn8KF2yOYDCWgSAIgCLAsG21NvpKvOf+B+8XjKXx2ewSwnUF0cCyK\nvuEQ/uZXt9XcA3g9zUoSUfUzLSf9L54wcwoVzSf7OV9s7JjPZCiB01cHcVEbgWHOZkPU+RQc29OJ\nQzta4VKKjy2NQTfam30YHo9icDwC07ThUkS4ZBHTYR0Jw0TAq+DE/i70tgczY+fIZAz+Avt+81O0\n0+Ptwych6IYFRRbR0xYs+qxe6vic/z51czO0B+PLDnRKvZ4bD8bx9rmHeDA8A1ly7t+TyRiu3B3D\n5vYgXj3SW/GxabH7ktO/22Q4CScPxkbSsGp64pUo20qvYP1NAOOapv2iqqpNAK4AWDcB1nJmeBJJ\nE5G4Pmc28k7/FN672J8Z3NLl1gGnoIVl2bigjeDH5x8jmpjNhd/R04hXD/egqW5uStud/qmC5dyb\n6jyLuubsB248YWA6kswEd7CdDdATqX5btfgwrbZZUiJaXyzbRjyxtPS/7Oc8MHfsmM/YVAwfXhnE\n5TtjOWnmiizi4PYWvPJ8D2RJLBhM3XwwmXn9wFgEtx9OwuuWEUsYEAQBM1ELluXs8ZUkAeGojh98\n9AABn4L6gFMQwwYwMROHJAqwAciSiKBXQU97MHPu9HgbSxiYyqpcCBuZ9O7s5/dSx+f89z0cDuHq\n3XHUB1zwuuUlr+SUej3p141OxTLjaixuQBIFiKKAx6ORFVlJWsy+5OzfTTcsjKXe2xB0w+LKF60R\nKx1g/X8A/iL1ZwGAMc9r15ylVJ6LJw1EYkbRGckLt0eKHve4JPzgbB8GRiOZ4811Hrx2pAfqpuKp\ngOlzCgIygx4AhGI6PKkZw1Kq5WU/cEMxHXaBPdWWZaM/6/qIiGh+Cd1EPGEgnjSx1FIV840dxQKs\n4YkoTl0ewPX74znPc1ma7Uv1cDiMB0MzADAngLvTPw2fR86kC6YLYERSAQEAWFlDnWXZECUBlm0j\nFNUzAZZLFhGLG7AsG7IkwjAsTIYSOJqVop0eb8Ox2eqFwOw4lj+GLbUybP77QqnPC8f0nBW2xVaY\nLfV60q8zUt8R0mX2LduGCCFzvNIVbhezLzn7d5tJTeACufeMFXmp1q1ogKVpWhgAVFUNwgm0fmu+\n1zc2+iCXuNenFkyGk1DkuUUhpiJJtLQ4M2+XtBH85NOHGByLoLnOgxd2d2DnluIPmZlU6VtZms1V\nNy0LD4ZCuH5/InPMpYj4xpHN+PJzmwpeQ/453S4Jkig4M4mpAMu07Mx7s6+5mO62OgyNhZ33mnlf\nA1KXa8Mp877QucppJT+rlvE+lY73qjTVep9qYayJJw3EEgbiCROCIsCryFi4c1RxM1E9Z9xIC8V0\nNDXl9j3sG5rBn33/Kq7eGcs57nXL8Hkk+PL6Ul2/P5FaWco9v2k5K24Br5IaX2yIogjDMCELeeOS\n4IwPguCsUtn27PhjmDZkWYRp2hAEAYosos6vYGw6kflvLD3epl+TfQ2KLM4Zw0oZnwvJf196rDNN\nO+d4KWPmfOctdp7061yyBN2wnIA7694psljw9y23V48/hf/8w1sFj+d/bvbvphvW7HcMc3HfMdYb\n3o/SVcO9WvEiF6qqbgTwBoDvapr2x/O9dnIyujIXtUIaA66CMzxtjV6MjoZw7d4Y/uLD+5kZqIHR\nML7//h2Ew/GiM4p1PgXTkSQM04Zt24jEDYSiyZzZxd1bmvDKCz1oCLgRmim8jJ/mdUlobfBgZCoO\ny7IhSQKMVOqJLInQU39OX/N8nlM34PvDzkymJAkQDOSkCALOKlnnBv+C5yqXlpbgin1WLeN9Kh3v\nVWlW+j4t6stsFY41lm0jmSpUkdBNlLuqep1PKVh9ttnvwsSEk1XwYGgGpy4P4E7/dM5rNrYGcHJ/\nF967+Bg2BDiLJLMXODweSf0OueeWRAG6aWZ+JsvO6pMoCLDzUxxSe3Vt24YAJ1hIjz9Jw4QAwOOW\n0NIwG2Y+fhLK/DeWHm+zxzBgdhzLH8MWGp+LyX+fJAkwTWfs1LM+t5Qxc77zFjtP+nV+j4zJUAIC\nnHE2fe98Hrng71tuG5u8+ObR3jn7kjc2zf3c7N9NkUUkU+1lZHlx3zHWE44zpauWsWZFa2yrqtoG\n4McA/pGmaf9xJT+7GhSqMGfbNg7taMVkKIH3L/VngqtsxVI5AODg9lYATsrI6FQMM1n7nFobvfiV\n13bgF17ehobA/M0cJVFAY9CN+oAbx/d2Zo4HvLMldYNZfy6lWt6uzc349ktb0NboRZ3PBZcsQRQB\nUQDg1M1And+FVw/3LHguIqK1zrQsROMGJkMJjE7GMBVOIpYsf3AFzI4d+Z5VW3Cnfwq/94Ob+A9v\n3soJrrZ01uGXX92B73xrJ7b3NBbcwws4fRYLNRBOV6BNr1ikx5egb3Zsye78IabSBkVByHlNuidW\n9vgE5Kajpceo/Nekx7H8MazYmLbQWJf/8/T58z93sRVmS72e9N89bhmNQTcURQIEJ3BpCLozKXcr\nUeF21+ZmfOdbu/Dbf+sgvvOtXUVT/LKvpc4/2w8tsMjvGETVbKVXsP4JgEYAv62q6m+njr2iadr8\nyyprRHbluZHJGBqDbuzbugGdGwJI6CYmivSymgwV73HV2uiDxy3j0ZNw5pgii/jqcxvxws62kvpU\n+dwyAj4FYmrQy6+Q1xhwAYKApG4tulpediEIp9JRX2bPVXdrAK8e7mGeNRGtW+nmv4lk6dX/yiGd\nFZEuQtEQcKG1yYefXOjP2bcLANs2NuCbLz2FJl9u0HBwe2vOPqvs48DsHixnYk2AIis4vrcz1aoj\njt72ILr3dKB/JIxHT8JIGiYUWYIiAdMRHUndhH9OFcE4NrYGMBlKzKkimP2lPHsceygI0A0TLlnC\nprZAwTFsqZVh89/X0x7EVzNVBJdeYbbU6yn0+bPtUKqzwm32NU9Fkk7wbNtIGnZVXi/RUghzluWr\nyOhoqHovboks20Y0biASn1v04U9++kXhlI06N37h5W05xwzTwrnrw3j/Un9O9agD2zbga4c2Iehz\n5Z9mDkkUUO93zSmju5Zxmb00vE+l470qzSqkbRRuolTASo816aAqnjRyypuvBsuycf3+OE5dHpiT\nkraztwkn9neiqyWApiZ/JnUw23yl3h8MzeDynVGMTyfK/sV5toR59QURfCaUjveqNLxPpauWsYaN\nhldIOrCKxvWi6R4LzQamffF4Cm+d68PY9Gz5084NfnzzaC82tZW278DjklDnd2VWrYiIqHJ0w2n+\nWw1BFeAEeVfujOHDq4MYzxpLBAHY+9QGvLSvE21NvgXPs7W7AVu7GzKB1k8+e4xL2iiO7+3A4Z3t\nOLyzvSLXX4k2GavZqJeI1hYGWBVmWTYicR3RhFGwTHm2/JSN/NnAyVAcb3/8ELf6ZvuISKKA4/u6\n8PKBrky++nwEAajzueakVhARUXnphplJ/zMqsZFqCXTDwkVtBKevDmIqPFsiWxIF7N/Wgpf2dqK5\nvvDeqmKye2qJIjAZTuDNcw/hUqSaCVCW06eSiCgfv2VXiGFaiCacsrqLycJMzwZm0w0Lp68O4sMr\nAzkznz6PjDqfC/cHpnCvPbBgc0iXLKLO78psECYiovJyVqlSlf+qJKgCnOs6f+sJzlwbyvRqApxS\n6s9tb8PxvR3zFkO6eX8cpy48Kjj5d+H2CATBCdKyS6LXUi+jpfbBIiIqhAFWmemGhUhcRzxpLvtc\ntm3j84eTePvjhzmFLhRZRH3AqcqXNl9zSAFOlSafRyn4cyIiWhrbtpE00oUqjIpU/FuOWMLAxzeH\ncfb6MGIJI3PcpYh44Zk2HN3dseCe3Tv9U3jvYn9mgm98JpFZsVI3NmAmkiw4cTc6FZ9zrFqNThWu\ntVVLvwMRVQ8GWGWS0E1EYnpOwYnlGJ2K4a1zfTklcv1eBS5ZgMeV29QRKF5pkKtWRETlZds2EhXs\nUVUO4ZiOs9eH8MnNJ0josxN+HpeEI7vacWRXB3ye0r4CpFuFJJIGInEDpmVBEkWcvjqIo7s60Nbk\nK9izKbtseqWUa99US4N31X4HIlp7GGAtUyzhVAQs16blhG7ig0sDOHt9CGZq1BYF4PDOdnz5YDfe\nOH2/YKXB/J4jApyALL8XBxERLZ5l2Zn0v6RhLir1eyXNRJL46Nogzn8+ktPo1u9VcGx3O55/pg0e\n1+KG/slQAknDwkxkds+WaVp4PBLGrYcTOLanI2f/UlqlexmVc9/Uav0ORLQ2McBaAtOyEEuYiCaM\nsuXY27aNa/fG8c6nj3IGsS2ddXj9SG+mmlMplQYlUUBDwAVFXn75dVZVIqL1Kl35b6V7VC3FxEwc\np68O4qI2mpmcA5xGri/u7cDB7a05aeWL0Rh0497ATM4xQRAgSyLOXBvCd761C8Die0gtVzn3TS21\nDxYRUSEMsBYhoZuIxg0kdRPlnLwcnojizbMP8GBotm5/vd+FV17owe4tTTnpgIUqDZ44uAkdqTSG\ncpZfZ1UlIlpvkrqJeCqoMqsx9y/PyFQMH14ewNW7Yzmpio1BN07s68T+bS3LShG/0z+FcNSphCvA\nmcBLV6wNeJXMHqVKlE1fSHrfVDxhIBTTYZgWZElEYol7oFfjdyCitYkB1gJs20Y8aZY1DTAtljDw\n04v9+PTmcGZglEQBx/Z04OT+rqINgPMrDTY1+TE5GUHQ6yo5p74UrKpEROtBItX0t1r3UxUyNB7B\nB5cHcPP+RM6EX0uDFyf2dWLP0xsgldC6Yz7p8uuSKMDjkpDUTZi2DUkQUB9ww+uWV3WPUkuDFw+H\nQzl7kA3Dwkw0iRsPxjlOEdGqYYBVhGXbiCUMRONG2WcxLdvG5S9G8aPzjxHJKpe7bWMDXjvSgw31\n3kWdT5FFNNd5yl7IotaqKjGdkYiWYjJcuEhQNXo8EsIHlwZx+9FkzvGOZh9O7u/CM5ubypLBIAC4\ncmcMsuSUXm+q82AsNSZIkpjppZi/Ryn/OdzdGkD/SBijUzG4ZBGAgKRhluUZfWxPB248mMj83bJs\nWLbzz++/cxu/9Mp2jgFEtCoYYOWxLBvRhIFoXK/ITGb/aBhvnu3D45Fw5lhj0I3XjvRi+6YG3B2Y\nxk8+e1yw10ghfo+MlgYvxsaWXxY+Xy1VVWI6IxGtVbZt48FQCKcuD+DuwHTOzza1BXBifxfUjQ1z\nqssuVbr67FQ4kTmnzyOjMehGKKbDNC14FCdYeuP0fZy5NpQJtLKfww+HQ7hyZwwNqSJMA6mVpsag\nuyzP6F2bmxH0KQhFdSR1E5ZtQxQFiIKAcEznGEBEq4YBVspSGwOXKhLX8ePzj3Hh9khOOkdroxdf\nO7QRO3oaM+kYadm9RvKDLFEA6v1uuF1S2QbVfLVUVYnpjES01ti2jS8eT+HU5UE8fBLK+dmWzjqc\nPNCFLR11844Bd/qncvbszjdpJ4oCgl4F9wan8ecf3MXIZAw2gKBXgSK74HHLzj+KiLg+W/QjHSw5\nQdesdEPjcFamRvq4J7UCttxndE9bEE8mYxidisHIqpqYzujgGEBEq2HdB1i6YSISN8rSGLgQy7Jx\n/vMn+MmFx4glcnuRpPtTvXdxALIkZnqN5MtvIqxITqPhSve2qqWqSrWWzkhEVIxl27jVN4lTlwcw\nOBbJ+Zm6qQEn93dhU1twwfMsZtLO55YR8Cm41TeRmVjzexVMhRKYDCUgSSIUOT3mFA7o+kcj2NAw\nm+JupCovGnkVGLP/vtxndHoiMP8zgqkWJRwDiGg1rNsAK5509leVqzFwIQ+HQ/jB2QcYGo9mjrkV\nEX6vCx5XbgGL9AxjIdnHvW4ZdT6lYqtW+WqlqlItpTMSERViWjau3xvHqSsDGMl6ngkAdm5uwon9\nXejc4C/5fKVM2imSkw6YDp6yswHS+6zCMR2haBI7ehpxbE8H3jg9N7OhEFkSYRhWZjIwvcKUPTm4\n3Gd0enz6/XduIxzTIUsigl4ls0LGMYCIVsO6CrBs23b6V8V1GBUsFTUTTeLdTx/h8p2xzDGXIuLL\nB7px7d4Y7AKzf+n0jWJNhAUAQV95qwSuJbWUzkhElM0wLVy+M4YPrwxgImsMEAVg79Mb8NK+LrQ2\nLq74EYB5J+1EAQgUqDybnw3gdcvwumW4XVJOv6tCE1rdrYGcbJCgV8FkKJFpeD+Vup706hJQnmf0\nrs3N+KVXtnMMIKKqsS6+rSd0E/FUGd5K7K9KMy0LH994gvcu9iOhzw4y+57egK8/vwl1fhf6R8NF\ng6hiTYSf29GKpjp3WRoHr1W1lM5IRAQ4jYw/uz2Cj64OYjqrwbwkCjiwrQUv7etEU93SV2CKTdpt\naPBgQ703088qWzobIJYwEM7qLbWlsz7zmmITWq8e7gEw+xzuaQ/i6J6OVBXBOBoDLkAQkNStsj+j\nOQYQUTVZswGWaVmIxg3EkiasFWhscm9gGm+e68tJ62hv8uH1o73Y3FGXOVYsiMreeJy9IfmFnW14\nfkd7wYGQctVKOiMRrW+JpIlPbz3BmetDOQUgFEnEoR2tOLa3E/V+17I/J3+8EQSnkMWXDnQXHVOO\n7enAH/74i8xqE+Ck9k3MxDO9pRYKZlbrOcwxgIiqxZoLsNJFKxJJEyvRL3IqnMAPP3mIG/dne3F4\nXBK+cnAjDj3TNqfRY6EgKju4ym4i7PPICHpXbr8VERFVTjRu4OObwzh3Yyin6JFbkfDCzjYc3d2R\nSacrh/RYclEbwVRYR1ujB8f3ds4bhOza3IzGgDtn9SroVeDzyDkV+RjMEBEVt2YCrFiqxHoli1Zk\n0w0LZ64N4dSVAeipzxQAPKu24KuHNs07SGYHUYUIAlDnc2U2GBMRUe0Kx3ScuTaET24NI5lV3tzr\nlnFkVzuO7Gqv2PN+1+ZmHNnVDkksvepsuhFwWixhYHg8ikdPQvjXf3QJgI2kYbGhOxFRETX9Dd6y\nbcQSTjVAcwXSANNuP5rE2+ceYnxmtvxrd4sfrx/djI2tgWWdWxYFNATdFS/BTkRElTUdTuD0tSFc\n+HwEelYZcb9XwfE9HXh+RxvcrsrsrZVEAXU+15LOn12VNZYwMBVyGg4LEPBgaAYA0BB0w2JDdyKi\ngmoywDLM9P6qyhatyDc+E8fb5/pw+9FU5pjPI+NrhzbhWbUF4jJT+dyKhPqAa9nnISKi1TM+E8fp\nK4O49MVozuRfvd+FF/d24uD21qyeUuUlwAng/B55yenl2UUs8psEp4VjembVjc18qRrceDCe2hcY\n4+oqrbqaCrCSemp/lV6ZpsBFP9cw8eGVQXx0dRCG6QyWggA8/0wbvnJwY1lSO/weGUHf8jc1ExHR\n6ngyGcWHlwdx9d5YzuRfU50bJ/Z1Yd/WDRXNTnArEoI+ZdmfkV3EYmg8AlkW0RBwY2x6tohTOZsF\nEy3XjQfjOZUtn3B1lVZZTQRYiaSJSFxfsf1VabZt4+aDCfzwk4eYCs+W0O1pD+KbR3vR0Vx6w8di\nBAB1fu63IiKqVYNjEXxweQC3HkzkFFdqbfTixP4u7N7SPKfgUTktJx2wmHQRi3//VzfwZDIGRRYh\nh8WKNAsmWq7sBtn5xxlg0Wqo6m/1Sd3ETCRZ0abAxYxMxvDWuT7cHZjOHAt6FXz9hU3Y9/SGslT2\nE0UBjQF3xVJFiIioch49CeGDywPQstLGAaBzgx8n93dhR29jRVO+BThp6oEKVpvNThdMNw4GkFPI\nic18abXlN8iePc7VVVod1R1gGdaKB1fxpIH3Lw3g3PVhWKkcD1EQcHR3O04e6ILHVZ5b5kqlXLC/\nFRFR7bBtG/cHZ/DB5QHcH5zJ+VlPWxAnD3Rha3d9xdtruGQRdX5XxQsipWf/L2hjeGyG0BB0A7aN\npGGzmS9VjezCLLnHubpKq6OqA6yVZNs2rtwdw48+eYRQ1qbep7vq8dqRXrQ2eud59+JwvxURUW2x\nbRva4ymcujyAR0/COT97uqseJ/Z3YXNHsOKBlSgAwRVu47FrczNOHurF6GhoxT6TaDGyV1rzjxOt\nBgZYcPLn3zzXh4fDs4NHQ8CFbxzuxc7exrINmILgVJEq1yoYERFVlpXai3vq8gCGxqM5P9vR04gT\n+7uW3Z6jVF6303y+ljMfWOmNKiG7MMvoVJyrq7Tq1vU3/WjcwE8vPMannz/JVHySJQHH93Tipf2d\ncMnl2zAsSwIaAuxvRURUC0zLxrW7Yzh1ZSBnH4cAYNeWJpzY31WWQkelkCWniIVLqUzPrJXCSm9U\nSenCLETVYF0GWJZt46I2infPP0I0bmSO7+hpxKuHe9BUV96cXa9LQp3fVfHUESIiWh7DtHDpi1F8\neGUwU9ABcFLz9m3dgJf2daGloXwp4/MRBKeYhM+99J5W1YSV3ohovVh3AdbjkTDePPsA/aORzLHm\nOg9eO9IDdVNjWT9LgJMr7/Osu9tMRFRTkoaJzz4fwUfXhjATmW3LIYkCnlVb8OLezrJPvs3HrUio\n8yuQxLWT9cBKb0S0Xqybb/7hmI53zz/CRW00c0yRRZzc34VjezrKnroniwLqWYKdiKjqfXhlAGeu\nDSGSldGgyCIO7WjFsT2dqPevXFEiSRQQ9Clrcq8uK70R0Xqx9p7geUzLxqe3nuCnFx4jnjQzx3dv\nacIrL/SgIeAu+2d6XRKCfldF+58QEVF5vHv+cebPbkXC4Z1tOLK7I6fXU6WtRE+r1cZKb0S0Xqzp\nAOvB0AzePNuH4YnZyk+tjV68fqQXT3XVl/3zmBJIRFSbfG4ZR3d34IWdbStaAh1YuZ5Wq42V3oho\nvViTkcB0JIkfffoQV++OZ465FQlffrYbh3e1VSSnnSmBRES16WePb8aepzfAvcJV+kRRQNCrrHhA\nt5pY6Y2I1oM19VQ3TAvnrg/j/Uv9SBpW5viBbRvwtUObKtbclymBRES167kdbSv6eQIAbyodkOMG\nEdHas2YCrDv9U3jzbB/GpmerEXU2+/D60c3oaQ9W5DOZEkhERIvhkkUEfS5mOxARrWE1HxlMhuJ4\n++OHuNU3mTnmdUv46nOb8Nz21op1vGdKIBERlUoUgICXE3JEROtBzT7pdcPC6auD+PDKAAzTBuCs\nKB3c3oqvHtoIv6dy1Z88qcbBTO0gIqKFeN0ygl6lYhN+RERUXWouwLJtG58/nMTbHz/EZCiROb6x\nNYBvHu1FV0ugYp8tAAj4lIoGb0REtDbIkoB6vwuKvLLFM4iIaHXVVIA1NhXDWx/34YvH05ljfq+C\nV57fhH1bN1R0RUkUBTT4XXCtcJUpIiKqLYIABLycjCMiWq9qIsBK6CY+uDSAs9eHYFpOOqAoAId3\ntuPLB7sr3vFekUQ0BF0VKe9ORERrh8clIehTOF4QEa1jVR1g2baNq3fH8M6njzATSWaOb+msw2tH\netHe5Kv4NXjdMup8CgTutyIioiIkUUCd37XivbSIiKj6VHWA9e/+8jru9s+mA9b5XfjGC5uwe0vz\nigQ8Qe63IiKieQhwUtX9HpkTcUREBKDKA6x0cCWJAo7t6cCJ/V0rMjsoCECD3w23izPUbIlBAAAg\nAElEQVSRRERUmFtx0gFliemAREQ0q6oDLFEAtnY34NXDPdjQ4F2ZzxQFNLK/FRERFSGKAup8SsX3\n/xIRUW2q6tHhd379GGIJY8U+T5YENAbd3JxMRERzCAC8HhkBr8I+iEREVFRVB1jSCjZldCsS6gNs\nHkxERHO5ZBFBn4vZDUREtKCqDrBWit8jI+hzrfZlEBFRlREFIOhzwevmcElERKVZ1yOGAGfg9HnW\n9W0gIqICfO5UOuAKZlMQEVHtW7eRhSgADQE3XOxZQkREWRRJRJ2f6YBERLQ06zLAkkUBDUE3S+sS\nEVGGKAABL7MaiIhoedbdKMJiFkRElM/nlhHwsTogEREt37oKsFjMgoiI8jXXeZgOSEREZbMuAixR\nFNDgd3G/FRERzcHgioiIymnNB1gel4Q6P1MCiYiIiIio8tZsgMUS7EREREREtNLWZPTBEuxERERE\nRLQa1lyAJUsCGoNuSCJz6omIiIiIaGWtqQCLJdiJiIiIiGg1rZkAK+BVEPAqq30ZRERERES0jtV8\ngCUAqPO74HXX/K9CREREREQ1bkWjElVVRQDfBbAXQALAr2qadnep5xNFAY0BFxSZxSyIiIiIiGj1\nrXQliJ8B4NE07TCAfwzgd5Z6IkUS0VznZnBFRERERERVY6UDrGMAfgQAmqZ9AuDgUk7idUloqmOl\nQCIiIiIiqi6Cbdsr9mGqqn4PwPc1TXsn9fdHALZommYUev3EdMyOJc2cY3V+F4I+V8WvlYiIalrJ\n5WQNw7RlZkMQEdHiFRxrVroyxAyAYNbfxWLBFQBMT8cQjukAAEEAGvxuxGEjHklU+DJrS0tLEKOj\nodW+jJrAe1Ua3qfS8V6VZqXvU0tLcOEXpUxORit4JWsD/zsvHe9V6XivSsP7VLpqGWtWOsfuLIBv\nAICqqi8AuF7KmyRRQHOdB24XZxiJiIiIiKh6rfQK1hsAvqKq6jk4S2r/3UJvcMkiGgJuiCKbBxMR\nERERUXVb0QBL0zQLwHdKfb1bkeD3yBAEBldERERERFT9qro7ryKzSiAREREREdUORjBERERERERl\nwgCLiIiIiIioTBhgERERERERlQkDLCIiIiIiojJhgEVERERERFQmDLCIiIiIiIjKhAEWERERERFR\nmTDAIiIiIiIiKhMGWERERERERGXCAIuIiIiIiKhMGGARERERERGVCQMsIiIiIiKiMmGARURERERE\nVCYMsIiIiIiIiMqEARYREREREVGZMMAiIiIiIiIqE8G27dW+BiIiIiIiojWBK1hERERERERlwgCL\niIiIiIioTBhgERERERERlQkDLCIiIiIiojJhgEVERERERFQmDLCIiIiIiIjKhAEWERERERFRmTDA\nIiIiIiIiKhMGWERERERERGXCAIuIiIiIiKhMGGARERERERGVibzaF0BUzVRVPQWgG0A46/B/0DTt\n/67g5/0zTdNOlfj6Pk3TevOO1QP4A03TfkZV1U4A39M07RvlvtZSrg3ACU3T+ipw7l4Ap/J/dyKi\nWsIxZuny7p0MIAHgtzVN+2Hq5z8E8Kuapg2u9LURMcAiWtivljoYVYlGAPsAIDWwrPjAR0REJeMY\ns3SZe6eq6kEA76qqelzTtFurEfQRpTHAopqgqmo3gD8C4AdgAfgNTdM+UVX1OQD/FoAPwBiA/z71\nv9cB/Iqmae+pqvougL/SNO27Wef7WQD/NO9jNE3Tfn4R1/SPAfw1ABKAdwH8IwA9AP4LgPsAdgO4\nAOAUgF+CMyj9rKZpn6uq+nMA/gEAb+qfX9U07fRC59c0zS7h0v5PAJ2qqr4B4O8jtdKjqurvA4gA\nOAagAcD/COAXAewF8F80TfsHqqpKAP43ACdSn/v7mqb927zrWta9y17ZUlX1BJzZ1BOp2cjzAI4D\naAHw9zRNe0dV1R4A/wlAK4AogF8FMAPAq6rqnwLYBWASwM9omjZeyjUQEWXjGFP7Y4ymaRdUVf0z\nOGPE/5Qea1L/fB1AE4AtAH6sadrfTY0//wTOuLIDzr/Tv65pWlJV1f82df0igIsAfk3TtLiqqqOp\nv7cDeE7TNL2E+0XrEPdgUa34FQBvaZp2EMBvAjimqqoLwPfgPBAPAPgdOKkVIQC/DOC7qqr+GgAr\ne+ADAE3T3tA0bV/eP8Ue3t9TVfVK6p+PAEBV1a8DeBbAcwD2A+gC8DdSr98D4J8DUFM/79U07TCA\nPwHwd1RVFQF8B8BrmqbtBfCvAPzP2R+4wPkX8hsABjVN+9kCP+tMfeb/Aido+Q6cmci/nUr7+Nup\n+3MAwCEA31JV9Xj2CRZ57xbLlbpXfx/Av0gd+y6A72uatgvAPwPwW6njLQB+N3X8CYD/pkzXQETr\nD8eYtTHG3ACwvcDxIwC+Defeva6q6u6s478OJ8DaBOBrqqruTF3nEU3T9gEYAfAPU6/fAOBfpa6J\nwRUVxRUsqhU/BfCXqqruB/A2gP8LwDYATwH4gaqq6dfVAYCmae+rqvo+gH+JAg/bRc6QFUrfeBnA\n83BmsgBnhvARgDMAhjVNu5z6nH4A76Ve8xDAZk3TrNTnv646F34CgFni+ZfrnaxruaFp2kjqOifg\nzH6+DGCfqqpfSr0uAGeW9KP0CcoxMzuPH6X+9wac2UYAeAnAL6Q+5IcAfpjagzWoadr51Gtuwhn4\niIiWgmPM2hhjbACxAsfPpQJjqKp6H7Pjyw1N0/pTxz9PHe8BsBXAJ6l/7y4Al7LO9WkJ10HrHAMs\nqgmapp1VVfUZAK8B+Hk46RD/EMD91AwTUqkHbak/C3Bm96JwBsmhvPO9AeCNZVySBOB/1zTtd1Of\n1wDAgPMlP5n3WiP7L6qqBgB8BuA/AzgN4BqcGbRSzr9c2ddW6HwSgN/UNO0vU5+7AU7KR0YZ7p0N\nQEj9Wcn7WbzAazKzhKl/rzvg/HvNvv7s1xMRLQrHmDUzxuwBcKvA8XjWn7PHi0LHJQB/rmnab6Su\nMYCs78uaphUK4IhyMEWQaoKqqv8GwC9qmvYHcAaKAwBuA2jKSi/4ZQB/nPrz34VTWehbcNIv/GW+\npPcB/KKqqgFVVWU4OfH/dYnv3QYnx/9fps7zCpwHernOb2Dpkyfvw0nlUFKDyhk4s5zlNAZgZ+rP\n3yrh9acxm/73MoDfK/P1ENE6xzGm9scYVVUPwfkd/t9lnuoUgJ9VVbU1FUj/P3D2YxGVjAEW1Yp/\nB+DbqqpegTOz9T9ompYA8HMAfkdV1WsA/haAX1FVdTOcfTq/lkohexfOptqy0TTtTQDfh5MqcAPA\nFQB/UOLbr6ZefxtO2kEYTkpCuc7/BMAjVVU/KPH12f49gDsALsPZPP2fCqSuLMZNVVXD6X9Sx/4p\ngP9DVdXPAEyVcI5fx+y/+/8VwN9ZxvUQERXCMaY2x5j0/rXLAH4XwM9ry2wNomnaVThjzftw0s9F\nOPvYiEom2HYpBWOIqBqpBXqUEBERlQPHGKKl4QoWERERERFRmXAFi4iIiIiIqEy4gkVERERERFQm\nDLCIiIiIiIjKpKr7YI2Ohpi/WILGRh8mJ6OrfRk1gfeqNLxPpeO9Ks1K36eWlmDJfdE41iyM/52X\njveqdLxXpeF9Kl21jDVcwVoDZDm/vQUVw3tVGt6n0vFelYb3qbbx31/peK9Kx3tVGt6n0lXLvWKA\nRUREREREVCYMsIiIiIiIiMqEARYREREREVGZMMAiIiIiIiIqEwZYREREREREZcIAi4iIiIiIqEwY\nYBEREREREZUJAywiIiIiIqIyYYBFRERERERUJgywiIiIiIiIyoQBFhERERERUZkwwCIiIiIiIioT\nBlhERERERERlwgCLiIiIiIioTBhgERERERERlQkDLCIiIiIiojKRK3lyVVWfB/CvNU07oarq0wB+\nH4AN4AaAX9M0zark5xMREREREa2kiq1gqar6mwC+B8CTOvS7AH5L07TjAAQA36rUZxMREREREa2G\nSqYI3gPwX2X9/VkAH6b+/A6Alyv42URERERERCuuYimCmqZ9X1XV3qxDgqZpdurPIQD1C52jsdEH\nWZYqcXlrTktLcLUvoWbwXpWG96l0vFelqdb7xLGmNNX6768a8V6VjveqNLxPpauGe1XRPVh5svdb\nBQFMLfSGyclo5a7m/2fvTmMbvdI9sf/flzupXSKrpNJSO2W7drFc5W63r93utrvcF3cGE2AwAYLk\nTpABAgyQBVmACfIpQJIvgwT5kkkwSAYzkw+TzHQmuZlb3trddrfdroUq1eayWKpNW6lEaqG4vCTf\n7eQDJYosaqEk7vz/AMOlQ1E89ZbEo+c9z3meJuL1tiMSidd6Gg2B16o0vE6l47UqTbWv014WWK41\nu+P3eel4rUrHa1UaXqfS1ctaU80qghN+v//99T9fA/DHKr42ERERERFRxVVzB+s/A/CP/X6/HcCP\nAP5VFV+biIiIiIio4ioaYIVCoRcArq7/+TGAP6vk6xEREREREdUSGw0TERERERGVCQMsIiIiIiKi\nMmGARUREREREVCYMsIiIiIiIiMqEARYREREREVGZMMAiIiIiIiIqEwZYREREREREZcIAi4iIiIiI\nqEwYYBEREREREZUJAywiIiIiIqIyYYBFRERERERUJgywiIiIiIiIyoQBFhERERERUZkwwCIiIiIi\nIioTBlhERERERERlwgCLiIiIiIioTBhgERERERERlQkDLCIiIiIiojJhgEVERERERFQmDLCIiIiI\niIjKhAEWERERERFRmTDAIiIiIiIiKhMGWERERERERGXCAIuIiIiIiKhMGGARERERERGVCQMsIiIi\nIiKiMmGARUREREREVCYMsIiIiIiIiMqEARYREREREVGZMMAiIiIiIiIqEwZYREREREREZcIAi4iI\niIiIqEwYYBEREREREZUJAywiIiIiIqIyYYBFRERERERUJgywiIioqWi6WespEBFRC2OARURETUNJ\na1iJpWs9DSIiamHWWk+AiIjooEwhEEuqSKtGradCREQtjgEWERE1NE03EE2oMExR66kQERExwCIi\nosalpDXEFQ0MrYiIqF4wwCIiooZjCoG1hIqMxpRAIiKqLwywiIiooTAlkIiI6hkDLCIiahjJtIYE\nUwKJiKiOMcAiIqK6Z5oCa0mmBBIRUf1jgEVERHWNKYFERNRIGGAREVHdYkogERE1GgZYRERUd5gS\nSEREjYoBFhER1RVVMxBNqjCZEkhERA2IARYREdWNREpDMsWUQCIialwMsIiIqOaYEkhERM2CARYR\nEdUUUwKJiKiZMMAiIqKaSaQ0JFJaradBRERUNgywiIio6kxTIJrIQNXNWk+FiIiorBhgERFRVWU0\nA2tMCSQioibFAIuIiKqGKYFERNTsGGAREVHFGYaJlViaKYFERNT05FpPgIiImltGMxBeTTG4IiKi\nlsAAi4iIKiauqFiNZ2AKnrciIqLWwBRBIiIqO8M0sZZQuWtFREQthwEWERGVVUYzsJbIgEUCiYio\nFTHAIiKisokrKpJpvdbTICIiqpmqBlh+v98G4J8COArAAPD3QqHQZDXnQERE5ceUQCIioqxqF7n4\nBIA1FAr9BMB/A+C/rfLrExFRmWVUA8trLMFOREQEVD9F8DEAq9/vlwF0ANix22R3txtWq6UqE2t0\nXm97rafQMHitSsPrVLpWvVZCCMSSKlRo6LLvvpz09HiqMKu941pTmlb9Pt8PXqvS8VqVhtepdPVw\nraodYCWQTQ+cBNAH4M93+uTVVaUKU2p8Xm87IpF4rafREHitSsPrVLpWvVZ7TQns6fFgZSVZ4Vlt\nOuJtK/lzudbsrlW/z/eD16p0vFal4XUqXbWv1XbBXLVTBP9TAJ+HQqHTAM4D+Kd+v99Z5TkQEdEB\nMCWQiIhoe9XewVrFZlrgCgAbAOZlEBE1ACEE4ikNCqsEEhERbavaAdb/COB/9/v9fwRgB/BfhUKh\n6uWMEBHRvuhGNiVQM7hrRUREtJOqBlihUCgB4G9X8zWJiOhg0qqOtaQKwcbBREREu2KjYSIi2pIQ\nAnFFg5JhSiAREVGpGGAREVERpgQSERHtDwMsIiIqwJRAIiKi/WOARUREAJgSSEREVCpth1YlDLCI\niAi6YSKayEA3uG1FRES0HU03EEtqsFq3byfMAIuIqMWlMjpiClMCiYiItmMKgURelgcDLCIiKiKE\nQEzRkGJKIBER0bZSGR1xRYVZ4o1IBlhERC2IKYFEREQ703QTcUWFusN5q60wwCIiajFMCSQiItqe\nKQQSKQ2ptI79LJUMsIiIWgRTAomIiHaWyuiIpzSYpeYDboEBFhFRC2BKIBER0fZ0w0Rc0ZDRjAN/\nLQZYRERNjimBREREWxNCIJnWkUxp+0oH3AoDLCKiJiWEQCypIqUe/G4cERFRs8loBuJJFfoB0gG3\nwgCLiKgJ6YaJaDxT9kWDiIio0ZmmQFyp3A1IBlhERE0mldERS6plS3UgIiJqFkpaRyJVek+r/WCA\nRUTUJEwhEGdKIBERURFNNxFLqtCMvfW02g8GWERETUDTTawlmBJIRESUzxQCCUWDUsUWJQywiIga\nnJLWEVeYEkhERJQvlcmuj9W+98gAi4ioQZnrVQLTTAkkIiLKqWY64FYYYBERNSCmBBIRERUyzOyN\nx2qmA26FARYRUYNhSiAREVEhJa1DX1FqHlwBDLCIiBoGUwKJiIgK5acD9jhttZ4OAAZYREQNQdNN\nRBMZGEwJJCIiqkl1wFLJtZ4AERHtTElrWImlGVyVQDdMjIfCtZ4GERFVUCqjYymaqsvgCuAOFhFR\n3TKFwFpCRUZjSuBuhBB49GIVn92cwXIsjb/8i7O1nhIREZWZbmTTAVW9NtUBS8UAi4ioDmm6gWhC\n5a5VCebCCVy/MY0Xr+K1ngoREVWAKQQSKQ2ptN4QBZ4YYBER1ZlkWkNC0RpiEaml1XgGX9yewb0n\ny7kxWQLefvNQDWdFRETllFZ1xBQNZgPdcGSARURUJ0xTYC3JlMDdpFUd39x9ie8eLEA3Nhfc0eFu\nXLs6DG+Xq4azIyKictANE3FFa8g1kQEWEVEdYErg7gxT4PbkIr4KziGZ3jzYPNDrxrV3RnBioLOG\nsyMionIQQiCZ1pFMNW4mBwMsIqIaY0rgzoQQCM1G8emNGUSiqdx4h8eOjy4P4cKpPsiSVMMZEhFR\nOaRVHXFFa/ibjQywiIhqhCmBu1tYTuL6jWk8nY/lxuxWGe9dGMC75/pht1pqODsiIiqHRk4H3AoD\nLCKiGlA1A9Gk2lCHdqspllTx5e1Z3Hkcye3sSRIQ8Pvwi8Ag2t32ms6PiIgOTqxXB1QapDpgqRhg\nERFVWSKlNXRueSWpmoE/3HuJP95fgJbX5+T0UCd+dWUEh3vcNZwdERGVSyqjI55qrOqApWKARURU\nJUwJ3J5pCtx5HMGXwVnEFS03frjHjWtXh3FqsKuGsyMionLRdBNxpf6bBR8EAywioipgSuD2puay\nBSxerSi5sXaXDb+4PISx017IMgtYEBE1OlMIJBQNqUxzpQNuhQEWEVGFJVIaEilt909sMYsrCj69\nOYPHs9HcmM0i493z/Xjv/AAcNhawICJqBkpaRyKlolXuMTLAIiKqENMUiCYyTZ0GsR9xRcVX43O4\nPRmGWF9sJQAXTvXho8tD6Gxz1HR+RERUHppuIJbUoBmttQ4ywCIiqgCmBBbTdBPfPVjAN3dfFpxD\nOz7QgU+ujmCgz1PD2RERUbmYpkA8lU0HbEUMsIiIyowpgYVMIXDz4QL+798/wVpSzY33dTpx7eoI\nRoe7ILFRMBFRwxNCQMnoSKS0XIZCK2KARURUJkwJLPZ8IYbrN6YxH0nmxtxOKz4cG8Tbb/hgkeUa\nzo6IiMoloxmIKyp0o4Ujq3UMsIiIyiCjGVhjSmDOUjSFz27N4NGL1dyYRZbw07OH8f7FI3DaufwQ\nETUDwzQRVzSkVbYg2cAVjojogJgSuElJa/jqzjxu/rAIMy8/JPDGIXxwoR/d7c4azo6IiMpFCIFk\nWkcy3drpgFthgEVEtE+GaWIpmmJwBUA3THz/wyv8/s58wV3M4UNt+PU7Izg/ehgrK8kdvgIRETWK\njLqeDsisjS0xwCIi2oeMZmAtkUFXd2v3ahJC4OHzFXx2cwar8UxuvKfdgY+vDOPMsR4WsCBqUg+f\nL+Pb+wuIRFPwdrnw7rl+nDnWW+tpUQXpRjYdML8SLBVjgEVEtEdxRUUy3ZqlZ/PNLMZx/cY0ZhYT\nuTGn3YKfXxrE1bcOwWphAQuiZvXw+TJ+882z3MeLq6ncxwyymk8uHTClgXtWu2OARURUIsM0sZZQ\nW75K4Eosjc9vzeDBs5XcmCxJuPrWIfz80hG4nbYazo6IquHb+wvbjjPAai4Z1UBMUWEwHbBkDLCI\niEqQUQ2sJTNo5fUlldHx9cQ8/vTwVcFC+9bRHnx8ZQh9na4azo6IqikSTW0znq7yTKhSmA64fwyw\niIh2IIRAIqW1dEqgYZq4+SiM343PQclsXodBrwfXro7gWH9HDWdHRLXg7XJhcbU4yPJ2sVJoo2M6\n4MExwCIi2karpwQKIfDj9Co+uzmDpbXNu9JdbXZ89PYwzp3ohcwCFkQt6d1z/QVnsPLHqXGlVR1x\nRWM64AExwCIi2kKrpwTORxK4fmMazxfiuTGHzYL3Lw7gJ2f6YbOygAVRK9s4Z5WtIpiGt8vJKoIN\njOmA5cUAi4gojxAC8ZQGpUVTAqOJDL68PYuJqaXcmCwBl984hA/HBtHmYgELIso6c6yXAVWD20iD\nV9I60wHLiAEWEdE6wzQRjavQjNZLCcyoBr65O49vHyxANzaX2dHhLvzqygh83SxgQUTUTNKqjpii\nwWzVVI0KYoBFRIT1hSaptlxKoGEKBCfD+O34HJIpLTfe3+vGtasjOHmks4azIyKictMNE7Fk654v\nrgYGWETU0lo1JVAIgcezUXx6cwbhvEpgHW4bfnl5CBdPeSHLLGBBRNQsTCGQZDpgVTDAIqKWpRvZ\nKoGtlhK4sJzEpzdm8GR+LTdms8p47/wAfnauH3abpYazIyKicktldMRTTAesFgZYRNSS0qqOtaQK\n0UJrTUxR8dvbsxh/HMn9vSUAl/xe/DIwhA6PvabzIyKi8mI6YG0wwCKiltKKKYGqZuCP9xfwx3sv\nCxbZk0c6ce3qMPp7PTWcXXlJAJwOLm1E1NrM9eqAKaYD1gRXISJqGa2WEmgKgYnHEXx5exYxZbOA\nha/bhWtXhnF6qAtSkzQKliTA7bDC47Tx7BgRtTSmA9YeAywiagmpjI6Y0jopgU/n13D9xjQWlpXc\nmMdlwy/GBhEY9cHSJEGILEvwOK1wOayQmyRYJCLaD003EVeYDlgPGGARUVMTQiCuaFAyrZESGF5N\n4bOb05iciebGrBYJ757tx3sXBuC0N8fbvlWW4HHZ4LRbmmYXjohoP5gOWH+qvtL6/f5/AOAvANgB\n/M+hUOh/q/YciKg16IaJaCJT0Di3WSVSGr4an8PtHxcLenldONmHj94eQlebo3aTKyO7VYbHaYPD\nzkqHRERMB6xPVQ2w/H7/+wB+AuCnANwA/vNqvj4RtY5WSQnUdBN/eriArydeIqMZufGj/e345OoI\nBr1tNZxd+ThsFrS5rLBZGVgRETEdsL5VewfrYwAPAPxrAB0A/osqvz4RNTkhBGKKhlSTpwSaQuD+\n02V8cWsG0YSaG+/tdOLalWG8MdLd8KlzGxUBPU4rrBa51tMhIqo5UwgkWijtvVFJooq3d/1+/z8G\nMALgzwEcA/BXAEZDodCWk9B1Q1h5t5KISqTpJlZj6aavEvhkNop/+bspTC/EcmMelw1//tNjeO/i\nEVgaPBiRJMDjtKHNZTvI36Xk6JJrDRE1AiWtYS2hwmz21IwG4XZa0d3u3HKtqfYO1jKAyVAopAII\n+f3+NAAvgPBWn7y6qmw1TK/xetsRicRrPY2GwGtVmka8TrVKCezp8WBlJVmV11peS+OzmzP44cVK\nbswiS/jJmcN4/+IRuBxWrK2lqjKXvSrlOuVXBFRTKlZS6o6fvxOvt73kz+Vas7tGfE+oFV6r0vFa\nlaar241n0ytMByxBNdfklMOK7nbnlo9VO8D6FsB/7Pf7/wcA/QA8yAZdRET70gopgUpax+/vzOHG\no0UYeQeZzx7vwcdvD6OnY+s3+EbBioBERMVMM1sdUIXE4KqOxBUVE1NLmI8k8N/9/Z9t+TlVDbBC\nodC/8fv97wG4BUAG8PdDoZCxy9OIiLbU7FUCdcPEjR8W8fuJOaQym2+VQ742/PqdEQwfKn2Xph6x\nIiAR0daUtI5ESoUpAKenOarANjLDFJiajSIYCmNyOrprmmbVy7SHQqH/stqvSUTNp5mrBAoh8MPz\nFXx2awYrsUxuvLvdgY/fHsbZ4z0NvdPDioBERFvTdAOxpNb0Z4kbxfJaGsFQGBOPI4gpWsFjzh1u\nDjZHx0kiahlCCMSSKlJqc25+z4YTuP79NKYXN88lOO0WfHDxCN45c7hhq+lJAFysCEhEtCXTFIin\nmjvdvVGouoEfnq0gGArj+ULxGcFj/R0IjHoR8Pu2/RoMsIioYWi6ibVEBnoTNlRcjafx+a1Z3H+6\neSxVliRceesQPrx0BG6nrYaz2z9ZygZWh3o9WEHz/bsRER1UKqMjrqhowqWtYQghML+URHAyjHtP\nlgv6SgJAh9uGS6e9GPP70NuZPfdst3EHi4ganJLOLkDNtv6kVR1fT8zjTw9fFZwle2OkG9euDKOv\ny1XD2e2fVZbgXq8IKEkSLHLjpjQSEVWCbpiIJdksuJaUtIa7T5YQnIzg1UphRVlZkjA60oXAqA+n\nBrv2tI4xwCKiumaupwSmmywl0DBN3PoxjK/G56CkN1NCBvo8+OTqCI4PdNRwdvtns8jwuKxw2rm8\nEBFtRQiBZFpHMqU13U3DRmAKgafzawhORvDoxUpBdV4A8HY5EfD7cOFUH9rd9sSyWDwAACAASURB\nVH29BldAIqpbmm4gmlCL3vwamRACkzNRfHZzGpFoOjfe6bHjo7eHcP5kH+QGLGBht8rwuGxw7JAy\nQUTU6jKagXhSbcpU93q3Gs9gPBTGnccRRBOFfRbtVhlnT/Qi4Pdh+FDbgQtJMcAiorqUTGtIKM11\nd+/lUhLXb0zj2ctYbsxuk/H+hSP4ydnDsDdgVT1WBCQi2p1hmogrWtNlY9Q73TDx6MUKgpMRPJ1f\nK/qdYvhQGwJ+H84e7y1ryxAGWERUV0xTYC2pFh0wbWRrSRVf3p7BxOOl3Ju7JAGXR334cGxw3ykI\ntSIBcLIiIBHRroQQUDI6EimtKduK1KuF5SSCoQjuTi0VVWb0OK24eNqLMb8Xh7rdFXl9BlhEVDc0\n3cBqQoXZJKkTGc3AH+69xLf3Fgp6mpwe6sK1K8M41FOZN/ZKkSTA7bDC7bTCIjOwIiLaiaoZiClq\nQQEjqpxURscfJubwzZ05zEeSBY9JEnB6sAtjoz6MDndV/OYgAywiqgtKWkO8SVICTVNg/HEEv709\ni3hqszHh4R43rl0dxqnBrhrObu9kWYJnvSJgI54PIyKqJqYDVo8QAs8XYghORvDw+XJRMNvT7sCY\n34dLfi86PdXLFmGARUQ11WxVAqfmovj0xkxBudd2lw2/uDyEsdNeyA1UrtwqS/C4bHDaLQc+8EtE\n1OyYDlg9saSKO48jGA9FsBxLFzxmtUg4c6wXY6NeHOvvqMmNQQZYRFQzzdQ4eHFFwac3p/F4di03\nZrPI+Nn5fvzs/EBDVdezW2V4nLayHvglImpmrA5YeYZpYnI6ivFQGKHZaFEQe6TPg/cuDeJkfztc\njtqGOAywiKgmmqVxcCyZwb/+wzMEQ+Hcm70E4OJpL355eaiqKQkHxYqARER7w3TAygtHUxifDOPO\n1BKSeWn3AOByWHDhpBeBUS/6ez3o6fFgZSW5zVeqHgZYRFRVzZISqOoGvrv/Cn+4/xKZvL/L8YEO\nfHJ1BAN9nhrOrnSsCEhEtD9KWkOc6YAVkdEMPHi6jGAojJnFRNHjJ490YszvxZtHe2Cz1t/axQCL\niKqmGVICTSFwb2oJX9yexVpys1Ght8uJa1dH4B/qaojzSqwISES0P5puIJbUCqrD0sEJITAbTiA4\nGcb9Z8tQtcLr2+mxY8yfLa/e3e6s0SxLwwCLiKqiGVICn72M4dMb05hf2kw/aHfb8MGlI7g86muI\nQMUiS3CzIiAR0Z6ZQiChaFBe66tEB5NIaZiYiiA4GUEkmip4zCJLePNoNwKjPpwY6GyYQlEMsIio\nosR6SmCqgVMCI9EUPrs5gx+nV3NjVouEn57tx998/xRSSqaGsyuN3SrD5bDW/OAvEVEjSmWyNwkb\nOAGjrpimwNRcFMHJCH6cXoX5Wp7l4R43xvxeXDzVB7fTVqNZ7h9XWiKqGN0wEU1kGrbJYjKt4avx\nOdx6FC548z9/shcfXR5Gd7sDLqe1rgMsFq4gIto/TTcQVzSoOtMBy2EllkYwFMGdxxHE8tLsgex6\ndf5kLwJ+H454PQ2Rbr8dBlhEVBGpjI6Yojbk4V9NN/H9D6/w9cR8QTGOkcPt+OTqCIZ8bTWc3e5Y\nuIKI6GAM00RC0Ro6+6JeaLqJH56vIBgK49nLWNHjR/vbEfD7cOZ4D+xNcjOQARYRlZUQAvEGzVEX\nQuDBs2V8fmsWq/HNXaneDic+vjKMt4521/UdNVkCXCxcQUS0b2wWXB5CCLxcSiIYiuDek6WiysHt\nbhsunc4WrOjrdNVolpXDAIuIysYwTUTjakNWVpp+Fcf1G9OYDW+Wg3U5LPj5pUFcefNQXe8EWWUJ\nbqcNLoelrgNAIqJ6pmoGYorasGnt9UBJ67j7ZAnjoTAWlpWCx2QJ8A9nC1acHuqCpUEKVuwHAywi\nKouMamAtmWm4A8DLsTQ+vzmDh89XcmMWWcI7bx3GB5eO1HVRCLtVhsdpg8PeHCkVRETV9vD5Mv54\n7yVerSjoanMgMOrDqcGuWk+roZhC4Nl8DMFQGI9erBQFqH2dTgT8Plw83Yd2t71Gs6yu+v3NgYga\nRlxRkUyXPyUwW2EojNV4Bt3t5V34Uhkdv78zj+9/eAUjLyo8c6wHH18ZRm9H/fbYcNot8DhZuIKI\n6CAePFvCv/z6Gcz1NWA5lsHnt2YBgEFWCaKJDMbXC1bkp9UDgM0q4+zxXgRGvRg51N5y2RUMsIho\n30xTIJrIVKS60tRcNLfQAeVb+HTDxM1Hi/jdnXmk8s6JDfna8MnVEYwcbt//pCtIwub5qnpOVyQi\n2s7D58v49v4CItEUvF0u/PpnJzDUU5vzN6pm4Hd35nPBVb7gZJgB1jZ0w8SP06sITobxZG6tqLfl\nkK8NAb8XZ0/0wmlv3TCjdf/mRHQgqmYgmlS3XJzKITgZ3nZ8PwufEAKPXqzis1szWF5L58a72uz4\n+O1hnDvRW5d32GQJcDttcDusDdNgkYjodQ+fL+M33zzLfby4msI/v/4If/HTozhzrLdq8zBME3FF\nQ1o1CtaCfK/vxhDwakXB+GQYE1NLRUWs3E4rLp7qQ8Dvw6Eed41mWF8YYBHRniVSGpIprejOVTlt\nt8DtZ+GbCydw/cY0XryK58YcNgs+uHgE75w5DJu1/naEWLiCiJrJt/cXth2vRoAlhEAyrResXd3t\nDizHiteU7nZHxefTCNKqjvtPlxGcDGMukix4TJKy2SQBvxejI93MrHgNAywiKplpCqwlVWS0yvcF\nKcfCF01k8PmtGdx7spwbkyXg7TcO4edjg2hz1V93eLtVhttpbenUCiJqPpFoapvxrXeRyimjGlhT\nijMuAqO+glT0/PFWJYTAi1dxjIfCePB0pagqcHe7A2N+L8ZOe9HZxkB0O1zBiRrQ63ns757rr/gd\nQE03EE2oBQUhKukgC19a1fHN3Zf47sFCQTWj0eFu/OrqMHxd9ddzI79wRS3+fYmoedXDe4q3y4XF\n1eIgy9tVuYJCpikQU9SiHkwbNtLN84spHe51IzgZxpe3Z8teXKmexRQVE48jCIYiRamTVouEt471\nYMzvw/GBDsjMqthVSQGW3+/3AXgXgA7gj6FQaLWisyKibW2Vx77xcaUWTCWtIa5UNiXwdVstfLst\ndIYpcHtyEV8F5wqqGg70unHtnRGcGOis+Lz3QpIAl72wcEUt/n2JqHnVy3vKu+f6C+aRP14JqYyO\nuKLu2jrk1GBXbl2pVHGlemWYJkIzUQQnI3g8u1p0rQZ63Rgb9eHCyb66bllSj3a9Wn6//98B8A8B\nfAvAAuAf+f3+vxcKha5XenJEVKyaeeymEIglt7/7V2n5C99OhBAIzUbx6Y2ZgjSUDo8dH10ewoVT\nfXV1x02WJXicVrgc1qJ51fqcAhE1l3p5T9l4rexOWhreLmdFqghquom4ou6rum25iyvVq0g0hfFQ\nGBOPlxBPaQWPOe0WXFgvWDHQ56nRDBtfKeHofw1gLBQKzQOA3+8fAfD/AWCARVQD1cpj1w0T0XgG\nep13Dl5YTuL6jWk8nY/lxuxWGe9dGMC75/phr6NeUXarDJfDuuOdwFqeUyCi5lNP7ylnjvUWBHVe\nbzsikfgOzyidKQQSKQ2ptL7vbItyFleqN6pm4MGzZQRDEUy/Kr7mJ450IOD34c2jPXVZ+KnRlBJg\nxQDkbn+EQqFpv9+vVm5KRLSTauSxK2kNy7E0RB3HVrGkii9vz+LO40huMZUkIOD34ReBwbrpFi8h\ne0fQ7bSVtGjV4pwCETWvVnhPSWV0xFPagduGNFtVQSEE5iIJBCcjuP90uahAVafHjkvrBSt6Oprn\n+6EelBJgPQBw3e/3/xNkz2D9bQALfr//3wWAUCj0zyo4PyJ6TSXz2IUQiCkaVEh1G1ypmoE/3HuJ\nP95fgJaXAnJqsBPXro7gcJ304JBlCW6Hdc/9q6p9ToGImlszv6foholYcn/pgFtplqqCiZSGu1NL\nCIbCCL8WXFtkCW+MdCMw6sPJI53sr1ghpQRYMrI7WL9a/1hZ/+8DAAIAAyyiKtoqj70cFaF0w8Ra\nQoVmmHB56u9unWkK3HkcwZfBWcSVzZzxQ90uXLs6gtND9ZEfb7NslFnfX/+qSv37ElFrasb3FLGe\nDqgcIB1wK/sprlQvTFNgai6KYCiCyenVooq/vm4XAn4fLpzqq8sWJc1m1wArFAr93WpMhIhK93oe\n+0GlVR1rSbVud62m5rIFLF6tKLmxNpcNvwwMYszvq4s7cA6bBW6nFQ7bwc98lfvfl4haWzO9p2RU\nAzGlci1DSi2uVC9WYmmMhyK48ziCtWThCR67Tcb5E30IjHox6G1j0/oq2jbA8vv9/yYUCv253+9/\nDhTcIJAAmKFQ6ETFZ0dEFbVxFzC/pHk9WVxV8NmNGYRmo7kxm0XGu+f68d75ATjstS9g4XZYIXU4\neSiYiKiCDNNELKlVpdF9vdN0Ez+8WEFwMoxnL2NFj48cbkfA78XZ472wl+GmH+3dTjtY/8H6/ycA\n/CfIBlZi/f//pMLzIqIKM8xsSmC5ctfLKa6o+Gp8DsHJcK4vhwTgwqk+fHR5qObd4yUALke2f1V3\nhxN6Rtv1OUREtHdCCCTTOpJprW6zLKrl5VISwckw7j5ZKmqf0uay4dLpPoz5ffB2lbf0Pe3dTgHW\nP/L7/ecBDAC48NpzZio6KyKqqIxmYC2R2bUBY7VpuonvHizgm7svC+5SHh/owLWrIzhS454ckpTd\nsXI7rbDI3LEiIqqkjGYgnlTrvl1IJaUyOr4en8Uf7szh5bJS8JgsAaeHuhEY9cI/3MV1qY7sFGD9\newB6APxPAP6jvHEdwGIlJ0VElZNIaUik6mvHxRQC954s4YtbswU55H2dTly7OoLR4a6a5o7LEuB2\n2uB2FjcGJiKi8mr1dEBTCDx/GUMwFMYPz1egG4UBZm+nEwG/FxdPedHhqY+WJFRo2wArFArFkO2B\n9TeqNx0iqhTTFFhLqnW3YD1fiOH6jWnMR5K5MbfTig/HBvH2G76a3pGTZQltzmxjYB4OJiKqrHpM\nB5yai1atquBaIoPxxxHcCUWw8lpzY5tFxpnjPQiM+nD0cDvXpDpXSpl2Impwmm5gNaEeuAljOS1F\nU/js1gwevVjNjVlkCT89exjvXzwCp712b09WWYLHZdt3qXUiItqbekwHnJqLFvTFWo5lch+XK8jS\nDROT06sIhiKYmosWBZaDXg/+bGwIJw631XRdpL3hvxRRk0umNSQUray9Qg5CSWv46s48bv6wCDNv\nJTl3ohcfvz2E7vbadZO3Wzd6WPGtkYioGgzTRFzRioo21IPgZHjb8YMGWIurCsYnI5iYihRV8nU7\nrLhwqg+BUR8O97jR0+PBykpym69E9Yi/RRA1KVMIxJJq3SxaumHi+x9e4fd35gvmNHyoDb9+ZwRD\nvvaazc1hs8DjtLKcLRFRlQghEFdULK2l6yYd8HWrr6Xp7Ta+m4xq4P7TJQRDEcyGEwWPSQBODnYi\nMOrDGyPdsFpYsKKRMcAiakKabmItkamLVAshBB48W8Hnt2YKFqWedgc+vjKMM8d6apKGJwFwOqzw\nOK1cyIiIqmgjHbBDkus2uAKA7nYHlmPFwVR3e+mtQoQQmF6MIzgZwYNny9Bea43S3e7ApdNejPm9\n6KpxCxIqHwZYRE0mldERS6p1kRI4sxjH9RvTmFncvFPntFvw80uDuPrWoZoENrKU7WHlcdogyzxf\nRURULY1WHTAw6is4g5U/vpu4omLi8RKCoTCW1tIFj1ktEt48mi1YcXygg9VpmxADLKImYQqBeFJF\nqg5SAldiaXx+awYPnq3kxmRJwtW3DuHnl47A7bRVfU4WWYKHFQGJiKouVx0wVT/ngUuxcc6q1CqC\nhinweDZbdTA0Ey04ZwwA/b1uBPw+nD/ZB7eTv4I3M/7rEjWBekkJTGV0fD0xjz89fAUjby5vHu3G\nr64Mo6+z+t3lbZZs4QqXg293RETVVo/VAffi1GDXrgUtltZSGA9FcOdxBHGlsM+k027B+ZN9CPi9\nGOjz8AZfi+BvHEQNTknriCu1TQk0TBM3H4Xxu/E5KJnNakiDXg+uXR3Bsf6Oqs+JhSuIiGrHNAVi\nSv0UWio3VTPw8PkKgpNhvHgVL3r8+EAHAn4f3jrWA5uV53xbDQMsogZVD42DhRD4cXoVn92cKcgx\n72qz46O3h3HuRG9Vc8tZuIKIqLaEEEhldMRT9dMsuFyEEJiLJBGcDOP+0+Wi9bfDY88VrOjtqF3L\nEao9BlhEDSijGVhL1rZx8Hwkges3pvF8YfPOncNmwfsXB/CTM/1VvWMnSdm+IW6nFRaZgRURUS00\nejrgdpS0hompJQQnw1hcTRU8JksS3hjpxtioF6cHu1g8iQAwwCJqKEIIJFJaUVPCaoomMvjy9iwm\nppZyY7IEXH7jED4cG0Sbq3oFLOS8whWswkREVBu6kW0W3CjVAUthmgJP5tcQDIXx44vVgnPFAODt\nciEw6sXFU96qrnvUGBhgETUI3TCxllChGebun1wBGdXAN/de4tv7L6EbmwvN6HAXPr4yjEPd7qrN\nxSpL8LhscNotPDBMRNt6+HwZ395fQCSagrfLhXfP9ePMsd5aT6tpbNz0U9J6Q1UH3MlqPI3xUATj\noQjWkmrBY3abjHPHexEY9WHI18b1h7bFAIuoAaQyOmKKWpN8dsMUGA+F8dvgHBKpzepI/b1uXLs6\ngpNHOqs2F5tFhsdlhdPOty4i2tnD58v4zTfPch8vrqZyHzPIOri0qiOuaEU7O41I0008erGC8VAE\nT+fXioLF4UNtCPh9OHuiFw4WTqIS8LcUojpmCoFYsnZVmB7PRnH9xjTCeTnnHW4bfnl5CBdPeauW\na263yvC4bFzYiKhk395f2HacAdb+abqBuKJB1WuTTVFOC8tJBCcjuPskglSmcJ31uGy4dKoPY34f\nfN3VbzFCjY0BFlGd0nQD0YRak7uD8+EE/sUXk5iaW8uN2awy3js/gJ+d669a6XOHzYI2lxU2KwMr\nItqbSDS1zXh6y3HaWbOcs0pldNx7uoTxyQjml5IFj0kS4B/qQmDUB/9wF4sm0b4xwKKm9nr+/a9/\ndgJDPfV/JyqR0qre8X5qLorvH77CbDhRUERDAnDJ78UvA0Po8NirMpdsYGVj7xAi2jdvl6uo4lt2\nnOWz98IUAnFFQypTu+JKByWEwPOFGIKTETx8vlxwjhgAejocCPh9uHjai84qrXPU3BhgUdPaKv/+\nn19/hL/46dG6TQ8xTYFoIlP11Isfp1fw//zxORJKYVA30OvGv/X+CfT3eqoyD6fdAo+TgRURHdy7\n5/oL1oD8cSrNRj+rWrYEOYi1pIqJxxEEQ2GsxDIFj1ktEs4e78WY34dj/e0sWEG7kmUJNosMm1WG\n1SLBvkN2DQMsalqNln+vagaiVe5tZQqBiccR/L/fPi+4o2ezyGj32NDT4ahKcOWyW+Bx2dgcmIjK\nZuN9PpvFkIa3y8kqgiUyTBOxZGOmA+qGicmZKMZDYTyejRYVhzri9SDg9+H8yV4WTKJtWWQJ1vVg\naiOo2su5c35nUdNqpPz7ZFor2j2qtKfza7h+YxoLy0puTJaAdrcdHR4bDBOIJtQdvsLBSFjfsWJg\nRUQVcuZYLwOqPUqmNSRSWk2q1h5EeDWFYCiMiceRol6RLocVF071IeD3Vi0jgxqHVZZgtW7sTGUD\nqoMW8WKARU2rEfLvTSGwllCrepcwHE3hsxvTmJyJ5sYkCfA4bWhz2SDL0nqqhEB3u6Psry8hu9i5\nnVYGVkTUEhqhH5emG1hLqkXnk+pZRjPw4OkygqEwZhYTBY9JAE4c6URg1Is3j/ZwvSEA2WDKZpWz\nAZUl+3+5AumhDLCoadV7/r2mm1hLZKBXKSUwkdLw1fgcbv+4iPyXvHCyD6eGOvHdg1dFzwmM+sr2\n+hIAl9MKj9PKykxE1DLqvR+Xaa43C26QIhZCCMwsJhAMhfHg6XLRmeWuNjvG/D5cOu2tyE1CagwS\nAItFgs1qgc0i5XanqnXWjgEWNa2t8u/rpYpgKqMjllSrkhKo6Sb+9HABX0+8LNgpO9rfjk+ujmDQ\n2wYAaHPZEJwMYzWega/bjbPHe3BqsOvAry9JgNthhcdpq1rfLCKielHP54GVtI5ESkUj1LCIKyom\nppYwHgoXpfpbZAlvHu1BYNSLE0c6K7IjQfVLAmBd343qanNA0vWqBlNbqUmA5ff7fQDGAfwyFApN\n1mIO1Bpez7/3etsRicRrNh8hBGJVKncrhMD9p8v4/NZMwVmq3k4nrl0Zxhsj3QVvPqcGu3IBVU+P\nBysryaKvuReyBLidNrgdVgZWRA1kq3S2D7ztdTWfWgcme1GP54HvPongm7svsbyWRne7A4FRX1lu\nqJWbYQpMzUYRDIUxOR2F+drBsMM9bgRGvbhwsg9up61Gs6RqkiTkUvtsluyulNUi5X6f8bhsUBK1\n751Z9QDL7/fbAPyvALZ+xyFqUrphIprIVCW/ffpVHH/9/QvMRTaDJLfDip+PDeLKm76KpujJsgT3\n+hkr3kUkaizbpbN1drprsvtf7+l1pain88CmEAhOLuKvvpvOjS3HMvj81iwA1E2QtRxLY3wyjDuP\nI4gpWsFjDpsF50/2IuD34YjXw/LqTWyjLLrVslnRr1HO0tViB+sfAvhfAPyDGrw2UU2kVR1rSbXi\nVZmWY2l8dnMGPzxfyY1ZZAk/OXMY7188Apejcj/yVlmC22mDy2HhgkfUoLZLZ/vq1gz+8lf+Ks+m\nvtPrSlUv54E3elptdd4WAIKT4ZoGWKpu4IdnKwiGwni+UJxpcqy/HQG/D28d79mx/xA1po1Kfvml\n0Rs5+6WqAZbf7/9LAJFQKPS53+/fNcDq7nbDyh+iknhrmL7RaKp5rYQQiCVVqJDQba9c+kIypeGv\nv3uOb+7MwchLph8b9eFvvn8S3q6933nu6SmtlK3NKqPdba9o8Fbv+PNXmnq9TlxrNq0m1C0bfb9a\nSdbk32+7+USTat1+PwGF3+sfeNvR2enGV7dm8GolicM9Hnz49jAu+ctXRGgnupEtqGSBhC6HDTFF\ng9VS/ItrPKWV/L5fLkIIxDMGvrv/ErcevUI6U1hRt7PNjnfO9uMn5wbg63ZXdW71ptr/NpWycV7K\nZpOzBSgqEEzVw3tDtX8j+vcBCL/f/wsAFwD8M7/f/xehUGjL2ymrq8pWw/SaWp8raiTVvFbZRU2F\nZpi7f/IBXuPGD4v4/cQcUnkL05CvDb9+ZwTDh9oB09zzeapSzmA5bBZ4nFZIsCARSyGx42c3L/78\nlaba12kvCyzXmk3dbfYt09lGDnfU5Pt8u/kc6nbV7c/dVt/rQz2uoh3Aasx/q55WHW4blmOZos/t\n9dgPfPa2VEpax90nEUxMLWM+Urh6yJKE0ZEuBPw+nBrqgkWWACGqNrd6VI5z0bWw7XkpQ0A3DOjQ\nyn5eqF7WmqoGWKFQ6L2NP/v9/q8B/IfbBVdEjSyV0RFTKpcSKITAD89X8NmtGazkLZTd7Q58/PYw\nzh7vqUiangTA6ciWWm+UPGgiKt126Wwfvj1cg9nUT3pdo9F0E7Hk1jf4AqO+3Jmr18cryRQCT+fX\nEJyM4NGLlYJsCwDo63QiMOrDxVN9aHfbKzoXKr/881IbZ6Va+feE1s3pIaoAUwjEkypSauUaB8+G\n47j+/QymFzfv0DjtFnxw8QjeOXO4Im9ospRtDsxS60TNbav2Fu+e68clv68mO0bbzadRzl9VmxAC\n8ZSGVFrftg3IxjmrjbYcla4iGE1kMB6KYDwULqhoC2QzIc4c60Fg1IfhQ208v9sgmu28VCXULMAK\nhULv1+q1iSpB0w1EE2rRXblyWY2n8fmtWdx/upwbkyUJV948hJ+PHYGnAiVqLbIEt9MKl4MVAYla\nxevtLWqt3uZTrzKqgZhS2hqU35ajEnTDxKMXqxgPhfFkbq0o2BvytSEw6sOfjQ1BSRanK1J9yO8v\ntdGs12KR+ftACbiDRVQGiZSGZEqrSOPgtKrj64l5/Onhq4IS72+MdOPalWH07aOAxW5sFhmdHjuc\ndlYEJCKqZ7phIq5oBY3kN0zNRau2UwUAr1YUBCfDuDu1BOW1fo8epxUXT3kxNurFofWCFU6HlQFW\nnZCl/GCquL8U7Q0DLKIDMMxsIQtVL38hC8M0cevHML4an4OS3lyoBvo8+OTqCI4PdJT9Ne1WGR6n\nDb4eNyJG5dIciYjoYEwhkExpULZJB5yaixactapUv6u0quPek2WMh8IFvReBbJGD04NdGBv1YXS4\nq6XP5NSLXBU/62YQZWWKX9kxwCLap4xmYC2RQbkzAoUQCM1E8enNaUSi6dx4p8eOjy4P4fypvrJv\nzzvtFnicti3LIRMRUX3Z6Gll7rAABSfD244fNMASQuDFqziCk2E8fLZSVEyjp92BMb8Pl/xedHpY\nsKJWJAAWi5Qth55XfIK7UpXHAItoHxKpbOnbcnu5lMT1G9N49jKWG7PbZLx/4Qh+era/rAGQhGzh\nCjcrAhIRNQRVMxBXtJLaf6zGt0692268FLGkiompCIKhCJbX0gWPWS0SzhzrxdioF8f6O3hOp8qY\n4ldfGGAR7YFpCkQTmbKnBK4lVXx5ewYTj5dyqR6SBFwe9eHDscGylqyVJcDttMHtsDIlgIioAex0\nzmo73e2OLftddbc79vTahmkiNJM9y/V4NlqUtTHQ50HA78X5k30t3XC+mjaCKVteJT/eKK0v/Ekg\nKpGmG1hNqDumZOxVRjPwh3sv8e29hYI7kqeHunDtyjAO9ZSvc71FluBZrwjIO1pERPXPNAUS6Z3L\nrr9uo7DFy+UkkikdHqcVDvvmr3ul9rsKR1MYnwxjYmqpKGPD5bDgwkkvxvxeDPR5Sv3r0D5YZAlO\nuwVtLluux5RFZjBV7xhgEZUgmdaQUMpXJdA0BcYfR/Db27OI5y1ch3vc99QjTQAAIABJREFUuHZ1\nuKwHkK0WCR6njRUBiYgahBACSkZHMqXt6ZxvfmELh80KIYBkWockSejvde9aRTCjGXjwdBnBUBgz\ni4mix08e6cSY34s3j/bwzG4FWOX1c1IbO1PrxSd6O10wVX33L0B1gwEW0Q5MIRBLqkiXsXHw49ko\nPr0xjcXVVG6s3W3DLwNDuHTaW7a0vY2KgA67pSxfj4iIKi+t6kgoGvR9ZEu8XtjCabfCabeit8OB\nf/sXp7d8jhACs+EEgqEI7j9dgqoVpsB3euy45Pdi7LQXPR3OPc+JikkS8s5JybBZJRafaDIMsIi2\nkdEMrCXLlxL4akXBpzemMTW3lhuzWWX87Fw/fnZ+AA5beQIhh80Cj9MKe5m+HhERVZ6mm4grB2v7\nsZfCFomUhompCMZDEYTzbvgB2bS0N452I+D34eSRTp7XPQBZlmBbPydls8iwWiWm+LUABlhUtx4+\nX8a39xcQiabg7XLh3XP9OHOst+KvawqBuKIhlSnPdnxcUfHb4ByCoTDEeqwmAbh02otfXB4qSwlb\nSQJcdlYEJCLaSf66YrfKACSoulGwxlRi7dnpaxqmiYSiIVWGTIndCluYplg/oxXBj9OrMEXhDcRD\n3S4ERn24cKoPHqftwPNpNRZZKig8YWN/qZbFAIt2VKsg5+HzZfzmm2e5jxdXU7mPK/n66vqulVGG\nXStVN/Dt/QX84d7LgpSL4wMd+OTqSFkOBst5hStYEpeIaHv560oqo2N+fVenu92RW2NevIpjPBTJ\nPacca89265kQAkcPdxQ1Ct4oUrEaz6C73bHrual8gVFfQXPhDf7hLnxxexZ3HkcQS6oFjzlsFpw7\n0YvAqA+DXg/T1HYhSYBFkmCxyLBYJFjlbIqfxSJzHaYcBli0rVoFOQDw7f2Fbccr8dpCCCRSGpLp\ng+9amULg7tQSvrg9W7CQebtcuHZ1GP6hrgMvYDaLDLfTysIVREQlyl9X8qvixVManOvlxb+emN+y\nLcZB1p7X1zMhBIQAvhqfw9/5sPBcVH6RCgBYjmVyH5cSZG18TnAyjJVYGpIkQTcF/tXXz4o+9+jh\ndgRGfThzrIcp5VuwyFKul9TGWSmLLHFHikrCAIu2Ve0gJ18kmtpmPL3l+EHohom1hFpS48bdPHu5\nhus3ZvByKZkb8zit+DAwiMujh2A54Bszz1cREe1P/rqi573f5/85kdK2DLAOsvbkv65pCpimgACw\nskUq3+tFKvLHS93FcjttcDttmJpbKyrQ1O6y4eJpLwJ+L/q6XKX/JZpYcYNeFpygg2OARduqZpDz\nOm+Xq6DK3uZ4eSsYpTI6YooKccCMwEg0hU9vzGByZjU3ZrVI+OnZfvzZhQE47fv/UZMAOB1WeHi+\nioho3/LXFatFhr5eTCL/fbXNtfW5o4OsPd4uF16tKDBMUbDWbNXwdy9FKvKlMjruTi0hGApjYVkp\neEyWAP9wNwJ+L04Pdx/4Rl8j29iVyp6T2tyZIio3Bli0rWoFOVt591x/QXpi/ng5CCEQK0Mhi0RK\nw+/G53Drx8WCXiUXTvbhl5eHtlxASyVLgMuRLVzBikNERAeTv660uWyIrgct7XlB1fsXjxScwcp/\n7n6YpsCl0334q++mix7bquHvbkUqCr62EHj2MobgZBiPXqxANwrvFPZ1OhHw+3DhdB86ttiVa3b5\nPaVs6ztUPCNF1cIAi7ZV6SBnJxspiNkCG2l4u5xlK7ChGyaiiUzRYrQXmm7i+x9e4euJ+YIUjJHD\n7fjk6giGfG37/tqW9cIVThauICIqm9fXle42OyBJUDWzYI05erj9wGvPRqPgRErD8KEOfPz2UEmF\nK7YrUpEfjEUTGdx5nC2v/vrOls0q4+zxXgRGvRg51N4SaW4bZdDzd6SsFqkl/u5Uvxhg0bYqGeSU\n+vrlfq1URsdyLL3vlEAhBO4/XcYXt2cLFrbeDic+vjKMt4527/tNfaNwhcvBH0siokooZV05yNoj\nhICS1rC0li6oRntqsGvPRSryg7Fj/R148GwZwckwnsyt4fUlbMjXhoDfi7Mneg+Ukl7vrLIE60YZ\n9PVUPxadoHrUvD+FVBaVCHJqYaO3lQpp38HV9Ks4rt+Yxmw4kRtzOSz4+aVBXHnz0L7zuB02C9xO\na9kaDRMRUXUJIZBWDSRSGjRJPlCrj/xgbHFFQTAUxv/5uydQXqty63ZacfFUHwJ+Hw71uA80/3oj\ny9JmMLVeBp2FJ6iRMMCimtlvj629Pk/TDawlVOimgMuz9zNRK7E0Prs1g4fPVnJjFlnC1bcO4YOL\ng3A79/dj5LBZ0OaywmZlYEVE1KhS66mA5eifCABpVcf9p9ndqrlIsujx00OdGPP78MZId8MXaLDI\nEhw2S64pr8UiwSIzvY8aHwMsqon99tja6/MSKQ3JlFaUTlGKVEbH7+/M4/sfXhUsnG8d68Gvrgyj\nt2N/xT7sVhltLhtLrRMRNbC0qiOhaNDLEFgJIdabHIfx4NkKNL2wbYhFluB2WuF2WPHTs/0ll2yv\nJ5KEXFqf1SLDbpNxuNcDi3nwFilE9YYBFtXEfntslfo8w8z2tlL1vb9x64aJm48W8bs78wVVBge9\nHnzyzgiOHu7Y89cE2MOKiKjRbaQCKmm9LL0T44qKO48jCIYiWF4rbIEiSYDTboHbYYPdtpket5ee\nWLWyUXiC5dCpVTHAoprYb4+tUp6XVnXEkir2elNRCIFHL1bx2c0ZLMc2v15Xmx0fvz2Mcyd695y2\nIGF9gXTaYLNycSEiakS6YULJ6Ehn9D2vLa8zTIHHM6sIhiIIzawWfb3+XjcCfh/GQ+FslPWa3Xpi\nlcPUXLSkqocSsrtrlvXKfTZrNqhiaxFqdQywqCb222Nrp+cdpLfVXDiB6zem8eJVPDfmsFnwwcUj\neOfM4T0HRxI2e1jxrh0RUeMxhUA6YyCt6vvKhnjdUjSFYCiCiccRxFNawWNOuwUXTvYhMOrDQJ8H\nAPDiVazknljlNDUXLSgVvxzL4PNbs5Ak4K2jvblAymqReV6KaBsMsKgm9ttja7vnvXPmMJZj6T33\ntoomMvj81gzuPVnOjckS8PYbh/DzsUG05TWgLIUsAW6nDW6HlaVjiYgajBACGc1AWjWQUY19nd/N\np2pGtrx6KILpvBt4G44PdCAw6sNbR3uKbuSV0hOrEoKT4dyfZQmQJAmSBDx8toJ3zw6U7XUePl/G\n7c9CmFuM7anQFVEjYIBFNbHfHltbPe/tN3w43OPeU3CVVnV8c/clvnuwUPC8N0a68fGVYfi6XHv6\n++QCKyebAxMR1avtqtBquoHU+m7VQVMAhRCYDccRnIzg/tNlZDSj4PEOjx2XTnsR8HvRs0OxpO16\nYlXq/JUkAXarBWtJdctGvbul8O/FRsEqm1WGKUovdEXUKBhgUc3st8fWxvPEem8rJaOX3NvKME3c\nePQKXwXnkMzrKTLQ68a1d0ZwYqBzT3ORJcDjssHlYGBFRFRp+23vsfHc/AyIVysK/q/fP8VaUt3z\ne/9WkmkNd6eWMPFkCS9fK69ukSWMjnQj4Pfi1GBXyRkOpTYo3g9ZAmxWC+w2GXarnGsZcrjHva8U\n/r3Yb6ErokbBAIuq6iCLY7783lalEEIgNBvFF7+5j1fLSm68w2PHR5eHcOFU354CJFmW4Fkvmcv8\ncyKiyssPkFIZHYvPV3D3yRJ8XS54nDaourHjuvLt/QUIIaBs9K1arwL4L76cQneHY8cdou2KPoRm\nV/HNxDwWV1JIb5FS6Ot2IeD34cKpvj2nnJeTBMC6XtVv47/tzgfvN4V/L/Zb6IqoUTDAoqrZb++r\nfEKIbG+rdOmFLBaWk7h+YxpP52O5MbtVxnsXBvDuuX7Y99DoV5YltDmtcDGwIiKqqo1dj1RGR3S9\nkp5pCrxcSsJqkdHd7thyXdk4V7WwnEQyrSOeVHPPNQSg6TqcGQtMgdyZp/wga6uiD3/9/TQ8rnnM\nvEoUNRi2WWWcP9mHgN+LIV9bTdaKjd0pm1WGw5YNpkqdx35T+Pdiv4WuiBoFAyyqmoOmBGi6ibVk\npuSzVrGkii+Ds7gTiuTuKkoSEPD78IvAINrd9lKnDossweO0weWwMLAiIqqBjV2PRF4FPlOI3Pt7\nPKXB6cj+WvPt/QWcGuxCWs2eqxIC6GpzFOyQbMRFEoBkWofDnn3u632mNoo+CCGQUg0oaQ2qZgKr\nhfOzW2W4nVYcG+jA33rveBn/5ruTkA3s7DYLHLbNdL/92m8Kf6mqsUtGVEsMsKhq9psSIIRAMq0j\nmdJKquikagb+eH8Bf7j3Elpead1Tg534Ox+PwmUpPUCyyBLaXDY47fsLrMqVEklE1Oo2dj30vAa/\nQmy2itJ0A6YpIITAyyWlqF9UYNSHyZnNqGhjPZHl7PncDa8/b3FVQTKlb3neV5YkuNfTxa3rVQCr\n0acqf4dq479GOge8sQ4GQ0uYXYxXZJeMqJYYYFHV7CclYC+7VqYpMDEVwRe3ZxFXNu9wHup24drV\nEZwe6kJPjwcrK8kdvkrWQQMroDwpkURElLWx62G1yNDzbp5JUvZGnMUi59L1ejuKMxRODXZhsK8N\nCysKDNNcL0GeDZLyG+N2tzuQyui4+2QJ45NhhFeLbwI67BZYJKCzzVG0RvR17q0K7YbdmvtaLRIc\nNgucdsuBd6jqwZljvfjg7aOIRIrL1xM1OgZYVDV7TQlIpLSSd62ezK3h05vTWMgrYNHusuEXl4cw\ndtpbcsWm7Bmr8qQCskoSEVH5nDnWC9MU+Os/vcCLxTgssow2tw3p9ebyHufmrzTb9Yp6/9KR3Hmq\ntLp5HsvjtEIIAVUzkUzr+O//j/GiG3sWeX23ymmFRZbx1rFu/PB8teg13jm3915RW53z+uL2LJx2\nC84d74PVWhgEElF9Y4BFVVPqwVndMLGWUKHlpYFsZ3FVwWc3ZhCajebGbBYZ757vx3vnB+CwFd7l\n++HZMr4OzhTdIbTKEjwH3LF6HaskEREdjGGaUDUTqmZA0034ut34u79+s2C3p6/DAUgSNN3ctVdU\nYW8poNNtg24KrCVUxBUNqm5iObb5Hm2zyDhzvAeHe92YXYwjmlALXmPQ21a06/TW8d6SMiU2yBIw\n8TgCWc429JWA3Do0Horg8uih/V9AIqoJBlhUVbsdnFXSGuLK7rtWiZSG3wZnEZwMFxxUvni6D78M\nDKGzzVH0nKm5KL4an8vdldy4Q+hxWnHp9NZ3Ow+CVZKIiPbGNAU03URGN6CqxratOA7SH+rUYBeO\n9XdgcnoVwVAEL+aiRWerBr0ejPl9OH+yF0779r8q7WceGw19s/2nsueo1pIqLFtkWvCGHFFjYoBF\ndcEws7tWqr7zrpWmm/juwQK+ufsSGc3IjR/r78An74zgSJ9n2+duVIICNvPuZVnCrR/DFQmwWCWJ\niGhnmm5C0w2ouglNN4tKnpfb4qqC8ckIJqYiRe0+XA4rLp7qQ2DUh8M97rK95kZAtVEyfavzU7wh\nR9RcGGDRlqpZ/S6V0RFXVOy0rppC4N6TJXxxaxZr6znzANDX6cS1qyMYHe7aNbVvNZ6BxSLDIqPg\nTFal7hBWo5cIEVGj0A1z/b/sLpWqG0U7R5WQUQ3cf7aM4GQYs+H/v707D270vu87/n5wAwR4k3uf\n0u5DraSVdklJK0eyZPlcO02adPJf0jpu2nGnmSYznV6pk8500jadaTvTtJNJm9Rx2ySdOnGcOI0u\ny5asWPZqxd3VsZL47L3LPXksubxAAA+ep38AxAIESAIkCALE5zXjMfkQBLDPrPaHz/N8f9/vTMHP\nDODBnW30m70c2tux5PDdSnx4aZw3Tw8zMZ2gtz3Ms49t49H93cv+ji7IiWwuClhSpFbd7xzHZWou\nyXwyvezjLt+a4sUTV7kxer+mPRL08en+nTx5qLesjb9+r4ctnRHuzSYLWrfD+l4hXO9ZIiIi9chx\nXVKpTIhK2Q6ptFOTMLXAdV2u3ZlhcGiEDy6NF1VHtEcD9Ju99Js9tJcoKa+Ux2MQ9Hm4ePMeL719\nDTvtYhgGo/fm+bM3L2MYxrJrgS7IiWwuClhSpBbd7+bmbWbiy9+1GrsX5+W3r/HRlftdmrweg594\ndCvPH9mxbF38Ar/XQzTsJxjw8tzj2/nOW1eKHqMrhCIia7PQjGLhzlS5A+GrbXouyZlzYwxaI4zd\nK6xO8HoMHt7XyYDZy/4drWueG+X3eggGvAT9mfI/gJMfj2SrKQr//OWsn7ogJ7J5KGBJkfXsfmen\nHaZml99rNTef4vunb3Diwzs4eZc8Dz/Qxeef3EVHbOU7TgGfh5awv6CL4CP7umhri/BXf31RVwhF\nRNZgoaX5Ss0oaiHtuJwfnuSdoRGsaxNFF+62dkYY6Ovh8Qe7iYT8q34dAwj4vblZVKXGf4xOxvGW\nKDNUswqR5qKAJUXWY7Nt2nGYidvEE/aSj7HTDj/+8Davn75RUDa4e0uULz29h129sRVfp1SwynfU\n7GVX5+qGQIqINCvHcUkk06TS2btUqXRZMwrX09i9OKesUc6cG2Uqb7g8QCjg5bEHuxkwe9je3bLq\n8RsLoSoc9BLwe1e869XTHubudKLEcTWrEGkmClhSpJqbbR3XZW7eZnY+tWT9veu6nL18l5ffzsyn\nWtAZC/L5p3bzyL7OFRfHlYKViIiUx3Fd7Oy+KTvb3S+JwcmhO0Uzn1bbKn2x/LlWyz130k5z9tJd\nBq0RrtyaLvr5vm2tDPT18PC+TgIluvWVy+sxCAd9hIPeigb8PnN4m0rRRUQBS4pVa7PtfNJmai6F\ns0zpyLU707x44irX7tzv7BQKeHnh6E6OPbxlxY5Ofq+HaETBSkRktfIbUiRTTskh7x9eGueVk8O5\n78enErnv1xqyzl+fXPa5Xdflxugsg9YI710YLxjRAdAa8XP0YA/9Zi9dbau/U+TzGrnyv1Kt1Muh\nUnQRAQUsWcJaNtumHYep2VTRIpjv7tQ8r5wc5oNL47ljXo/BsUNb+NTRnURCy//V1B0rEZHKuK6L\nnS3xs9OZr9OOW9bsqR+9f7Pk8cGhkTUHrPwZhflOfHibkYlMGeDtu3MFP/MYBn172nN3ukoN6S2H\n3+shFMyEqkruVC1HpegiooAlVZt55boucwmbmfjS5YDxhM0bZ27w1tnbBXe2IkEvx4/tod9cfuCv\ngpWIyMoc1yWddkjZ+aHKWfW+qbElmh8tlHWXW+JXys3xWWbjNmnHwWMYBPxeUrbDzbFZPr46WfDY\nnvZwrmFFLBJY1Z/F5zEIBX2EAt6qzL0S2axqORN1s1HAanLVmnmVSKaZnksu2Ukq7Tic/GiE7526\nzlxeowsD8HggZTu8fuYGrS2BkotywJdptx5QsBIRKWLnNZ9I2U7Vu/p1t4e5NTZbdLwjFlyxxG85\n569PMhu3se00jgsp1yWRKixRDPg9HN7fxUBfL7t6oxU1rMgPft3tIZ49vJ0jB3rK/n2RZlWrmaib\nlQJWk1vrzCs77TA9t3Q5oOu6fHx1gpffvlY8k8QAwyC3WM7N20XlJkG/l2jYt+p6eBGRzchxXZKp\nNIlUJlSVU+a3Fp84vJ1vff980fGBvt4lS/xWKh9M2Q6vDQ6TTjuUmtzR2xHmmUe38egDXauqWjh/\nfZJXTw5jeAw8HoOJ6STfeesKfp+nZh8QdQdAGlUtZqJuZgpYTW61M68c12UmniI+by9ZcnJjdIYX\nT1zlcl6np6DfSzDgYW4+hUHhVci04+TKTRSsREQKpez7gSplr77cbzUe3t/FzMx8yTLA774zXPJ3\nJkq0Kwe4NT7L4NAo714YJZ4ovjjn9RjEIn5+9eceW9V7NYBgwMsHF8fx+YpLAGv1AVF3AKSRredM\n1GaggNXkVjPzam7eZiaeLBrmuGByJsF33xnmzPmx3DGPAU88tIVP9+/kL9+6zPnr90gv6lTl9Xjo\nbgvR1RrCX2JRFBHZ7BZapKcdN7OPynFJp11S2RK6jXRgZ3vJO1IdsSDjU8VhqiMWzH0dT9i8d3GM\nU0Oj3ChRahj0e4mEMvuiDMOgqzVY9JiVeAyIhPy51urjU6U/CNbqA6LuAEgjW4+ZqM1EAavJVTLz\nKmWnuTebxE6XXuUTyTQ/ePcGP/zgVsFjzN3tfOGp3WzpiACZkpKbY7NMzSYLfj8W8fNC/06FKxFp\nCq7rksrOm0pl502td6nfehjo6y3Yg7Wg3+zh0s17DA6NcvbyeNHa0dkaZO/WGDdGZ/EuajYx0Ld8\nw6N8Pq9BJJgJVvn7szb6A6LuAEgjq+ZM1GakgNXkypl55Tgu0/EU8bzmFPnSjsspa4TXBq8zE0/l\njm/rinD82B4e3NFW8PgDO9v5qWf28caZG9y+O4cB7OqN8qVP7NVVPRHZtBzHJZEt71trV796snBX\na6F8MBr2Ewn5+M5bV7i76M6Wz2vwyL4uBvp62LutFY9hrLoD4cJdr6X2Z230B8SNDngia1GtmajN\nSgFLlp15FU/YTM8tXQ54bniSF09cZSRvEYlF/HzuiV0cOdCDZ4nZJI/s6yIW8XPiwzuMTsZpi1Ze\nDiIiUs/SjkMy5ZC0HVKpdNU7+9WT/dtbSaYcBq0RrOHJolEdO7pb6O/r4bEHugkHCz96LFV6WIoB\nhII+WkK+FVusb/QHxI0OeCJrtZaZqM1OAUtKSqbSTM+lSKVLtHYCbt+d46UTVzl//V7umN/n4ZOP\nbefZw9uWbKeeaV7hxxqe4C9+eCV3XJt/RaSRZYb4ZmZONUOgWjAyGefU0Ainz48xm1fBABAOenn8\nwR4G+nrY1tWyptcxgHDQR0vYV9FA4I38gLjRAU9ENo4ClhRYqe361FyS1wavc8oayV2hNMjU2n/m\niV20LjH4cSFYLeyv0uZfEWlU94f4OqTSmaYUm6XcrxyJVJoPLo4zaI1w7c5Mwc8M4IEdbfSbPRza\n27nmPbWGAZGgj5aQf8mKiHqmOwAizUkBS4BMKctM3GY+UbrtetJO88P3b/HmuzdJ5g0seXBHG8eP\n7V7y6uRS7da1+VdEGkHacbBtl1Q6E6LsdRji2whc1+XanWkGh0Z4/9I4yUXDgNujAY4e7KHf7KEj\ntvweo3L2XC10BIwEfWUHK82cEpF6oYDV5NKOw2zcJr5EsHJclzPnRvnuO8NMzd0v/+jtCHP8qd0c\n3NVe0LVpQcDnIRr2L1kqqM2/IlJP3GxLdDvtYKfvd/dzmjBM5ZuJpzhzbpQzF8a4PT5X8DOvx+DQ\n3g4G+np5YHtbWUHo/PXJgo6D41OJ3PcHdrbfD1YhH54Sa8tSIUozp0SknihgNamVghXAxRv3ePHE\nVW7lLaotYT+f6d/JQF8v3hKLqd/rIRrxL9nVaYE2/4pIvRidjDdke/T1knbc3F2moauTOIs6Vmzt\njNBv9vD4gW5aQv6KnntwaKTk8VPWCEcO9CwZrGD5wb0qOxeReqKA1WQcx2VmPkV8fulgNTIZ5+UT\nVxm6Npk75vMaPPPoNp57fAfBQHF48noMomF/UXeopWjzr4jUC4WrjPGpeU5Zo5w+N1o0pzAU9HJ4\nfxcDZi87elpKVi6UY2K6eCCxx2MwNZsiGl4+rC0XolR2LiL1RAGrSeSCVcIuap+7YCae4nunrvPO\nx3cK2rI//mA3n3tyF+0lWqkbBpmZJ0FfxQuuNv+KiGyslO1w9vI4g0OjXL41VfTzfdti9Ju9fLJ/\nFzPTaw8rHbEg49nZWB6PgccAwzDo7Qiv+LvLhSiVnYtIPVHA2uQcx2V2PsXcMsEqZTv86Owt3jhz\ns6B74N5tMb54bA87e6Ilfy8c9BELN2ZnJxGRZuW6LjfGZjlljfLehTHmk4VdY2MRP0cP9jBg9tLV\nlgkoS+2nrdQTD/Xy6jvXc8FqQTnl4cuFKJWdi0g9UcDapMoJVq7r8v7FcV45eY3JmfvlIF1tIY4/\ntZuH9nQs2cAiFgmsuf2uiIjUzty8zbsXRjlljRbsrYVM176+PR0MmL0c2NVeco/tWiy0W//EI9to\njwZXVR6+XIhS2bmI1BMFrAZ39vI4r37zPS7fzAz83dEd4YX+XezZEsvtsSrVEjfg8/JXP77C9dHZ\n3HN5DGiPBkmkbP7v987juC7RsJ8nD23hU0d2Fuyzyu/kFPB5AZek7ag1rohIHXFcl4s37jE4NMpH\nV+4W7Tfrbgsx0NfLkQPdxJaYY7hYOW3W8y2udlhtefhKIWrx8569PM7v/sVZtW1fI7W/F6lcTQOW\naZp+4OvAXiAI/KZlWd+p5XvYTM5eHuePXj3H5EwSx8nMJLl8a5pvvn6Bn35mHwd2the1xL0zEef/\nvHa+qCQkFPBi22kmZhIFd7xm4ineOH2DoN/Lzzy7H8MwCjo5zSdsbkxnQlp7LIij1rgiIhtuciaR\na1ixuLGE3+fJNKzo62X3lmhF+2dXarNe8DpeD60t1a12KDecqW17deg8iqxOre9g/TwwblnWL5im\n2Qm8CyhgrdIP37/F1FwSd1EN4Ny8zeDQCAd2tuda4jqOy/Rcktl5u+CxoYCX1pYAU7NJDMPAXXR1\n03HA44Ufnb3Nz37ygdzrLpiO35+NNRNP5boIqjWuiEht2WmHj65McMoa4cL1e0WdYnf1Rhno6+Xw\n/q6S3WDLsVSb9YU1BzLVELFIoOyusutBbdurQ+dRZHVq/a/fnwB/mv3aAOxlHktHRwSfrzobazeb\ntOMyem+edNrNLKJ5VyDTjst0PEVnZwv3ZpPMzaeYmk0WdAYM+j10xEIE/JkrixPTbvY5Fi3JBng8\nHubmbXp6YpnHziRzVyTTaTd39TOddnPHJ2eTucfXm3p9X/VG56l8Olflqdfz1Noaaui15sbIDG+9\nf5O3P7zNbN5FL8h0eT32yDY+cXgb25doWFSuzs4WpuZS+LzFd7ym4ym6OltoCfuJRQIb3vwof53K\nV6u1qV7/rleqFudxs5yr9abzVL56OFc1DViWZc0AmKYZIxO0vrZODgT+AAAaOklEQVTc4ycm5pb7\ncVPKb14RDfnweIxMTX3eXSyv10M05OPNwWvcHp8jaTv3f+YxaG0JsKM7gmEYuXa5Xo9BOn3/cUbe\n/7uuS0vYz+joNAAd0UCuk5PXa2Bnn9/n85DKfr2lI5x7fD3p6YnV5fuqNzpP5dO5Kk+tz1MlC+zU\nVOPNSppP2rx3YZxT1kjBXlrIXCs7sLOdAbOHvj0d+LyZD8h3786WeqqydHa2cPfuLK0Rf27dyNfb\nGsTjpEnGXcbjyRLPUFv561S+WqxNm+nfhPU+j5vpXK0nnafy1ctaU/P796Zp7gK+DfyOZVl/XOvX\nb1SO6zI3bzM7n8plqYG+Xm6OzTI1V3jFMuD3MDo5zx+/dj53zDAgFg7QEs7Mq3rioS0Audr5SMjH\n9GwSwyjIarmrkM8f2ZE7lt/JKRb25+r784dEqjWuiEh1ua7LldvTDA6NcPbSXVJ5F8UgM2Oq3+yh\n/2APbSXmFlbDQF9vwR4sw8hcoHvh6E68nvrpLKu27dWh8yiyOrVucrEFeBX4ZcuyvlfL125UpYJV\nvtaIn5l4ilTaxes1CPi8TM2mmJrNhC6PYWDuaQfXZXouVbLj05nzo0xOJ+lpC4FhMDIRZzaewnGh\ntcXP80d28JNP7809fnEnp/ZYEFyXpO2qNa6ISJVNzSU5c26UQWuU8XuFd9t8XoOH93UyYPayb3sr\nngoHvldqYe04fS6zbmzprM+ucmrbXh06jyKrU+s7WL8GdAC/bprmr2ePHbcsq/R49ibmOC5zCZu5\n+RROiWCV38mppz3M5EwyE7Ts+9vaDu3t4AtP7qa7PVzyNXxeg2OHttARCxa0YP3S03tW/MdztW12\nRURkZWnHwbo2yeDQKOeGJ4rWge3dLQyYPTz2YHdNm0l4PAb9B3t59vD2mr3mammdqg6dR5HK1XoP\n1q8Av1LL12w0acdhdt4mvsyAYMh0bHKzd7em5wobWOzobuH4sT3s395a8ncNoCXspyXk48Mrd9WC\nVUSkToxOxjlljXD63BgzixpWhAJeHj/QzYDZy/bulpq+L4NMGXgk5Fv3u2QiIo1Og4brhJ3OBKv5\nhF3UWncx13W5OTbLvdkkdjqvuUW2gcU/+JlHllwAA77MXJKFTc9qwSoisrESqTRnL40zODTK1TvF\nm7P3b2/lib5eDu3trOpMqXKFA162dEa4e3el1UlEREABa8PZaYfZeIr5ZHrFYAVwc2yWF09cLeji\nZBiZK4vRsJ/utlDJcGUAsYifSMhfcHx0snR15uhk43XVEhFpFK7rMjwyw6A1yvsXx0imChtWtLUE\nOJptWNHZGtqQ9xjweYhFMoOCvd76aWAhIlLvFLA2SMp2mJ3PBKty3JtN8t13hjlzbrQgiEVCPjqi\nAdxsY/WBvt6i31181ypfT3u4ZAvWnvbMgn728njB/ixtbhURWb2ZeIp3z48xaI0wsujfXq/H4KE9\nHQz09fLgjrYNmyXl8xjEIoFVDyMWEWl2Clg1lrLTzMRtEqnyglUilebN927yw/duFbTkPbirnUN7\nO7h44x7T8RSxsL+oO6ABRCN+Whbdtcq3XAvWs5fHtT9LRGSNHMfl/PVJBq1Rhq5OZGYX5untCDNg\n9vL4ge6CcRe1lr8/1yhRCaELbiIi5VHAqpFEKs1sPFUw9Hc5juNy6twor70zzHTeRuetnRGOH9ud\nC1JPPrQlNwAyn89r0B4NlrxrtXiR7Dd7uD4yU9SC9Xf/4mzJ96b9WSIiK7s7Nc+gNcrpc6NMzRYO\n3w36vRx+oIuBvh529kRLBppaCvq9xCL+kmsGwGlrRBfcRETKpIC1zhLJdHZOVXnBCjIt2F86cY3b\nd+dyx2JhP599YhdHD/asWDbSEvIRDfuXvAK5eJG8MxHnbz23v2iR1P4sEZHKpGyHD6/cZXBohEs3\np4p+vmdrjAGzh0f3dxHwb3wJntdjEIv4CQWW/zjw2slrua/jCZuZeAo77fCNl4b48vE+hSwRkTwK\nWOsknsgMB87v8reSO3fneOntq5wbvpc75vd5ePbwNp59bDvBFRZjX7aL4HKLdiVdA1fanyUiIhk3\nxmY5NTTCuxfGivbWxsJ+jhzsYcDsWXIuYa0ZZPbwLnUxbrHb45kqiXjCZnL6fpOlmXhKd7JERBZR\nwKoi13WZT2ZKAe1S04GXMD2X5LXB6wxaI7nZVwZw9GAPn3liF20tgWV/f2E+yVJ18/kquSu13P4s\nEZFmF0/YuYYVt8bnCn7mMcDc3cGA2cPB3e14PfXThW+5xkdL2drVwrXbU0WzufJHfihgiYhkKGBV\ngeu62TtWdtHm5eUk7TRvvX+bH7x3o6BF7wM7Wjn+1J6yBkkGfB56OyNMlDmfpJK7UguLZWa/VuH+\nLBGRZuS4LpduTjE4NMJHV+4WVSl0tYUYMHs4crCH1sjyF8dqzeMxiIX9hIOVL/2feXI3X//OWexF\n5e6xbFMOlY6LiNyngLUGTl6wcioIVo7r8t75MV59Z5h7eRuf26IB2qMB5hM2P3j3RlFXwHyZuVYB\nIiFfwVXIxQ0sdvZGsw0s7n9fKmAtdVfqkX1dClQi0vQmZxKcPjfKKWuUibwSOciUcj+6v5N+s5e9\nW2Mb3rCilEjQRzTiX3II/UqOmr3ce24/33hpiJl4Cp/XQyzsJ5QNayodb3zqEilSPQpYq+A4LnMJ\nm7n5FBXkKgAu3ZzipRNXuTF2v+tfS8jH4Qe6uHJ7mpTtAgbjUwleOTkMUBSy/F4PbdHi8o7FDSyu\n3J7m3fNjdMSChIK+XEOLpboGiojIfXba4eOrE5yyRjg/fK9oGPzOnhYG+no5/EDXik0iNkr+sOC1\nemRfF18+3qfS8U1IY1lEqqs+V4Q65Tgus/Mp5hJ2bq9UuUYn47z89jU+vjqRO+bzGvzEo9t47vHt\nfPvNSyWveg4OjeQC1kqbkhc3sFiolZ+Op3JXGQGuj8zw1Z9+pLI/gIhIk7hzd45Ba4Qz58eYm7cL\nfhYJ+jhyoJv+vl62dkY26B2uzOsxiK6yHHA5Kh3fnCppgCUiK1PAKkPacZiN28QTdtEVzJXMzqf4\n3qnrnPxoBCcvlT3+YDefe3IX7dEgQFHJyYKF4z6vQVtLcNmrkIsbWCzUyi+umVetvIhIofmkzQcX\nxxm0RhkemSn4mQEc2NVGv9nLQ3s6KmoOUWuGAS2h8poerZZKxzcfjWURqS4FrGXYaYfZeIr5ZLri\nYGWnHX589javn7lR0LJ3z9YYXzq2h5290YLHd8SCjE8Vh6zO1mDZHQIXN7DweT3YtlP0YWCz1Mqr\nXlxEquFP37jIB5fGSS0aBN8RC3L0YA/9Zk/uYlg9Cwd9xML+FWcliiymsSwi1aWAVULKdpidTxXN\nMimH67p8cGmcV04OF9yV6moN8YWndnNob0fJoDTQ15vbc7XAMOBTR3YQzXZpWsniturRsJ/J6USu\ny1P+4xqd6sVFpFpOnxvNfe3zGhza28mA2cv+Ha2rbgpRS0G/l1jEX9d31qS+aSyLSHUpYOVJ2Wlm\n4jaJVOXBCuDq7WlePHG1oLwkHPTywtGdPHVoy7KL38I+q8GhESamE/R2hHn+yI6KwsLi2vi9W2Ps\nPLxtUza0UL24iFTTtq4IA2Yvjz3YTSTUGEujz2sQiwRWHEIvshLtrROprsZYRdZZIpUZDpxcVB5S\nrrtT87x88hpnL93NHfN6DJ5+eCufOrqj7E3GB3a28/DezooHQOZrltp41YuLSLX86s89Rm9HeKPf\nRtk8BkTDgYYJgtIYmuXzg0gtNPW/zolkmpl4ilR6dcEqnrB5/cwNfnz2dsGA4Uf2dfL5p3bT1Vp+\n7bIBtIT9XLk9xTdfv6B9RStQvbiIVEujhCsDCGc7yTZC6aKISLNqyoCVGQ6cwk5X2roiw047nPz4\nDt87dYN44n4L3129Ub54bA97tsYqej6fx6AtGsQantC+ojKpXlxEmon2WYmINI6mCViu6zKfzJQC\n2pVOB857jo+uTPDyyWuM37tfitYRC/L5J3fx6P6uitviRoI+YpHMXCvtKyqf6sVFpBl4PQaxiL9u\nBxmLiEixTf8vtuu6xBM2M/M2ziqDFcD10RlePHGVK7emc8eCfi+fOrKDpx/Zuux8qlIMA1ojgYL9\nWdpXVBnVi4vIZlWLeVYiIrI+Nm3AcrLBanaNwWpyJsGrJ4d598JY7pjHgCcPbeHT/TtpCZXXQj2f\n12PQHi0eGqx9RSIiEg54iUb8eD0qBxQRaUSbLmA5jstcwmZuPsUachXzSZsfvHuTtz64VbBXq293\nB8eP7aanfXWbogM+D+3RYMlBkNpXJCLSvAI+D7FIoOKKiEakQfEispltmoCVdhxm523iCRt3DcEq\n7bgMDo3w2qnrzMZTuePbuyIcf3oPD2xvW/VzR8P+ZYcGa1+RiEjz8Xmy86wCzTHPSoPiRWSza/iA\nZaczwWo+YbOGXIXruljDk7x04lrBXqjWlgCfe2IXjx/oXnVbXI/HoL0lQKCMYZDaVyQi0hwy86z8\nRFZRat7I1NBJRDa7hg1YKdthdj7FfDK95ue6NT7LSyeuceHGvdyxgM/DJx/fzjOHtxHwrf6qYtDv\npa0lULIkUEREmk+zz7Pa6IZOKk8UkfXWcAErmUozO2+TSK09WE3NJvnuO8OcPjeau/tlGDBg9vKZ\ngZ3EIoFVP7cBRCP+VTXBEBGRxnX++iSDQyNMTCfoiAUZ6OvlwM52IHPxrrUlUNE8q0oCQSOEh41s\n6KTyRBGphYYJWIlUZoZV0nbW/FzJVJo337vJX79/i1Te8x3Y2cbxY3vY2hlZ0/NXUhIoIiKbx/nr\nk7xycjj3/fhUgldODmMY0H+wt2A0RzkqCQSNEh42sqGTyhNFpBbqPmAlkmlm4ilS6bUHK8dxOX1u\nlO8ODjM9d7+BxZaOMMeP7eHgrvY1v8ZyXQJFRGRzGxwaKTrmMeCDi+M88+j2ip+vkkDQKOFhIxs6\nbXR5oog0h7oOWDPxFDN5nfzW4sKNe7x04iq3xudyx6JhP58d2Em/2VuVQNSSranXUEgRkeY0MZ0o\n+N7rNfAYBmP3Ekv8xvIqCQSNFB42qqGT5k2KSC3UdcCqhjsTc7x84hrW8GTumN/r4ZnD2/jkY9ur\n0hbXY0BbS7BpWuyKiEhpHbEg41MJPB7wGEbugttqP8BXEggUHlameZMiUgubNmDNxFO8NjjM4NBI\nwcDhIwe6+dwTu2iLBqvyOgGfh7ZoAK9n8w+GFBGR5R17eEt2z1VhJcNqP8BXEggUHlameZMiUgub\nLmClbIe3PrjFD969WdBpcN+2Vr749B52dLdU7bVaQr41dRoUEZHNwesxiEX8PP3wNmKRQNU+wFcS\nCBQeyqN5kyKy3jZNwHJcl/cvjPPqO9eYnEnmjne3hTj+1G769nRUbW+Ux4C2aJCgugSKiDQ1w4CW\nkJ+WkC+3xlT7A3wlz6fwICKy8TZFwLp8a4oXT1zlxuhs7lgk6OPT/Tt58lBvVcv31CVQRERyw4JD\nfq0HIiJSoKED1ti9OC+/fY2Prkzkjnk9Bp94ZCvPH9lR8byRlUTDfqJhDQ4WEWlm4YCXlrC/omHB\nIiLSPBoyYM3Np/je6Ru8/eEdHPd+B4vDD3TxuSd20dla3Y5JHo9BW0tAJYEiIk3M7/XQ2uLH79Na\nICIiS2uogGWnHX784W1eP32D+eT9Bha7t0T50tN72NUbq/prqiRQRKS5eQyIhgNEQg21ZIqIyAZp\niNXCdV3OXr7LK29f427eEMeOWJAvPLWbR/Z1rstwX5UEiog0t0gwM0BeF9lERKRcdR+wrt2Z5sUT\nV7l2ZyZ3LBTw8sLRnRx7eMu61MBrcLCISHML+DzEIgH8Pu2zEhGRytR1wPrGSx9z+txY7nuPYXDs\n4S28cHQHkdD63Fnyez20xzQ4WESkGXk8BrGwv+pNkkREpHnU9QqSH64O7e3gC0/tprstvG6vFwn5\niIX961JuKCIi9S0SypYDag0QEZE1qOuABbCjp4UvHtvDvm2t6/YahgFtLQFCgbo/HSIiUmUqBxQR\nkWqq60TxW199mnTaWdc7Sj6vQXs0qHkmIiJNqtqjPUREpLnVdaqIBH3rGq7CQR9drSGFKxERERER\nqYq6voO1XgwDWiMBbWIWEREREZGqarqE4fMYtMdUEigiIiIiItXXVAErHPASawmoQ5SIiIiIiKyL\npghYKgkUEREREZFa2PSJw+/10BYNqCRQRERERETW3aYOWC3ZoZEaHCwiIiIiIrWwKQOWx4C2liDB\ngHej34qIiIiIiDSRTRewAr5MSaDXo5JAERERERGprU0VsKJhP9Gwf6PfhoiIiIiINKlNEbC8HoO2\nlgABv0oCRURERERk4zR8wAoFvLRqtpWIiIiIiNSBhg1YhgGxcIBIqGH/CCIiIiIissk0ZDrRbCsR\nEREREalHDRewNNtKRERERETqVcMELE+2kUVQjSxERERERKRO1TRgmabpAX4HeAxIAL9kWdaFlX4v\n6PfS1hLA49FdKxERERERqV+13sT0N4GQZVlPA/8c+I/LPdgwoDUSoCMWVLgSEREREZG6V+uA9Qzw\nMoBlWSeAgeUe3BLyq0ugiIiIiIg0DMN13Zq9mGmavw98y7Ksl7LfXwP2W5Zll3q8baddn097rkRE\npGJllz1orRERkVUqudbU+vbQFBDL+96zVLgCmJiYW/93tAn09MQYHZ3e6LfREHSuyqPzVD6dq/LU\n+jz19MRWflCW1pqV6e95+XSuyqdzVR6dp/LVy1pT6xLBt4AvApimeQz4oMavLyIiIiIism5qfQfr\n28BnTdP8EZlbar9Y49cXERERERFZNzUNWJZlOcBXa/maIiIiIiIitVLrEkEREREREZFNSwFLRERE\nRESkShSwREREREREqkQBS0REREREpEoUsERERERERKpEAUtERERERKRKFLBERERERESqRAFLRERE\nRESkShSwREREREREqkQBS0REREREpEoUsERERERERKpEAUtERERERKRKFLBERERERESqRAFLRERE\nRESkShSwREREREREqkQBS0REREREpEoUsERERERERKpEAUtERERERKRKDNd1N/o9iIiIiIiIbAq6\ngyUiIiIiIlIlClgiIiIiIiJVooAlIiIiIiJSJQpYIiIiIiIiVaKAJSIiIiIiUiUKWCIiIiIiIlWi\ngCUiIiIiIlIlvo1+A1I50zSfAv69ZVnPm6b5IPANwAXOAv/QsixnI99fPTBN0w98HdgLBIHfBD5C\n56qIaZpe4PcAk8y5+Sowj85VSaZp9gKngM8CNjpPJZmmeRqYyn57Gfg36Fw1FK01K9NaUx6tM5XT\nWlOeel1rdAerwZim+U+B3wdC2UP/CfiaZVnPAgbw0xv13urMzwPj2fPyBeC/onO1lL8BYFnWTwBf\nI/OPk85VCdkPU/8NiGcP6TyVYJpmCDAsy3o++79fROeqoWitKZvWmvJonamA1pry1PNao4DVeC4C\nP5v3fT/wg+zXLwGfqfk7qk9/Avx69muDzNUfnasSLMv6c+DvZ7/dA0yic7WU/wD8LnAz+73OU2mP\nARHTNF81TfP7pmkeQ+eq0WitKY/WmjJonamY1pry1O1ao4DVYCzL+haQyjtkWJblZr+eBtpq/67q\nj2VZM5ZlTZumGQP+lMwVM52rJViWZZum+T+B/wL8ETpXRUzT/DIwalnWK3mHdZ5KmyPzAeHzZEqB\n9HeqwWitKY/WmvJpnSmP1pqK1O1ao4DV+PLrSmNkrgoJYJrmLuB14H9blvXH6Fwty7KsvwMcJFMn\nH877kc5VxleAz5qm+QbwOPC/gN68n+s83XcO+EPLslzLss4B48CWvJ/rXDUe/fu5BK015dM6Uxat\nNeWr27VGAavxnTFN8/ns18eBv97A91I3TNPcArwK/DPLsr6ePaxzVYJpmr9gmua/yH47R+bDwaDO\nVSHLsj5pWdZzlmU9D7wL/G3gJZ2nkr4C/EcA0zS3A63AqzpXDU3/fpagtaY8WmfKp7WmInW71qiL\nYOP7x8DvmaYZAD4mU6Ig8GtAB/Drpmku1Mf/CvDbOldF/gz4A9M03wT8wK+SOT/6e7Uy/fdX2v8A\nvmGa5g/JdHL6CjCGzlUj09/10rTWlEfrzNrov7/S6natMVzXXflRIiIiIiIisiKVCIqIiIiIiFSJ\nApaIiIiIiEiVKGCJiIiIiIhUiQKWiIiIiIhIlShgiYiIiIiIVIkClkiNmKbZZprmn6/wmD8wTXPP\nCo95I2/GQ6mf7zVN88oSP3vRNM3tpml+2TTNb2SPXTFNc+8Kb19ERBqA1hqRjaeAJVI7HWSmsi/n\nU4CxXm/AsqwvWpZ1c72eX0RENpzWGpENpkHDIrXz28B20zS/DXyHzOBAFzgF/HL2f9uBF03TfBZ4\nIfuYcPZ/v2RZ1ptlvlbINM1vAiZwEfi7lmVNZK82Pl+tP5CIiNQdrTUiG0x3sERq5x8BN4HfAP4l\n8JxlWY8Cs8C/sizrt7I//yIwAXwV+EnLsh4Dfgv4JxW8Vi/w29nfvZB9TRER2fy01ohsMAUskdp7\nDvhLy7LGs9//d+DT+Q+wLMsBfgb4vGma/xr4MhCt4DUsy7J+mP36D9GVRBGRZqO1RmSDKGCJ1N7i\n/+4MFpXrmqYZBd4B9gFvkin5qKRe3l70/KnK36aIiDQwrTUiG0QBS6R2bDKL2xvAT5mm2Zk9/veA\n1xc95iDgAP8W+D5wHPBW8FoPmaZ5JPv1V4DX1vTORUSkUWitEdlgClgitXMHuAb8Z+DfAT8wTXMI\naAe+ln3M/wNeBO4B7wJDwGlgBli2pe4iF4DfME3zA6CHzOIpIiKbn9YakQ1muK670e9BRERERERk\nU1CbdpEGZJrmA8C3lvjxL1mWNVjL9yMiIpuP1hqR1dEdLBERERERkSrRHiwREREREZEqUcASERER\nERGpEgUsERERERGRKlHAEhERERERqRIFLBERERERkSr5/0SJZuBEPfzEAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db34f2f98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#size: escolhe o tamanho do gráfico\n",
"\n",
"sns.lmplot(x=\"total_bill\", y=\"tip\", row=\"sex\", col=\"time\", data=gorjetas, size=6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 8) HEATMAP"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"É um gráfico que mostra a correlação entre todas as variáveis, mudando a cor conforme o grau de correlação. <br>\n",
"Para utilizar esse gráfico (e também o clustermap), é preciso que seus dados estejam em forma de matriz. Vou mostrar <b>duas</b> maneira de fazer isso: <br>\n",
"<b>1 ) </b> A maneira mais fácil de fazer isso é utilizar a função .corr()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>total_bill</th>\n",
" <th>tip</th>\n",
" <th>size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>total_bill</th>\n",
" <td>1.000000</td>\n",
" <td>0.675734</td>\n",
" <td>0.598315</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tip</th>\n",
" <td>0.675734</td>\n",
" <td>1.000000</td>\n",
" <td>0.489299</td>\n",
" </tr>\n",
" <tr>\n",
" <th>size</th>\n",
" <td>0.598315</td>\n",
" <td>0.489299</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" total_bill tip size\n",
"total_bill 1.000000 0.675734 0.598315\n",
"tip 0.675734 1.000000 0.489299\n",
"size 0.598315 0.489299 1.000000"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Perceba que a função exclui automaticamente as variáveis não numéricas\n",
"\n",
"gorjetas.corr()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db5a315f8>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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aY8cBtwP/bWYlwFrgsZxHfBjT6l2SU2Y2GLjK3b+U71hEciVOFW1WmNkTwFH7\nPLzd3Ufu73gRkYaoohURiVicToaJiBQkJVoRkYgp0YqIREyJVkQkYkq0IiIRU6IVEYnY/wHPVxkK\nrZDRBQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db56a7048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# annot= True: para mostrar o coeficiente em cada célula respectiva \n",
"# cmap: personaliza as cores, opções: magma, plasma, viridis, coolwarm, inferno...\n",
"\n",
"sns.heatmap(gorjetas.corr(), annot= True, cmap='magma')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para mostrar o próximo gráfico, vou utilizar outro dataset referente a histórico de vôos. Ele é mais simples, demostra apenas a quantidade de passageiros em determinado mês e ano."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>year</th>\n",
" <th>month</th>\n",
" <th>passengers</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1949</td>\n",
" <td>January</td>\n",
" <td>112</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1949</td>\n",
" <td>February</td>\n",
" <td>118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1949</td>\n",
" <td>March</td>\n",
" <td>132</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1949</td>\n",
" <td>April</td>\n",
" <td>129</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1949</td>\n",
" <td>May</td>\n",
" <td>121</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" year month passengers\n",
"0 1949 January 112\n",
"1 1949 February 118\n",
"2 1949 March 132\n",
"3 1949 April 129\n",
"4 1949 May 121"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"voos = sns.load_dataset('flights')\n",
"voos.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<b>2 )</b> A segunda maneira de mudar seus dados para um formato de matriz (com as variáveis desejadas tanto no índice, quanto na coluna) é através da função .pivot_table()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>year</th>\n",
" <th>1949</th>\n",
" <th>1950</th>\n",
" <th>1951</th>\n",
" <th>1952</th>\n",
" <th>1953</th>\n",
" <th>1954</th>\n",
" <th>1955</th>\n",
" <th>1956</th>\n",
" <th>1957</th>\n",
" <th>1958</th>\n",
" <th>1959</th>\n",
" <th>1960</th>\n",
" </tr>\n",
" <tr>\n",
" <th>month</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>January</th>\n",
" <td>112</td>\n",
" <td>115</td>\n",
" <td>145</td>\n",
" <td>171</td>\n",
" <td>196</td>\n",
" <td>204</td>\n",
" <td>242</td>\n",
" <td>284</td>\n",
" <td>315</td>\n",
" <td>340</td>\n",
" <td>360</td>\n",
" <td>417</td>\n",
" </tr>\n",
" <tr>\n",
" <th>February</th>\n",
" <td>118</td>\n",
" <td>126</td>\n",
" <td>150</td>\n",
" <td>180</td>\n",
" <td>196</td>\n",
" <td>188</td>\n",
" <td>233</td>\n",
" <td>277</td>\n",
" <td>301</td>\n",
" <td>318</td>\n",
" <td>342</td>\n",
" <td>391</td>\n",
" </tr>\n",
" <tr>\n",
" <th>March</th>\n",
" <td>132</td>\n",
" <td>141</td>\n",
" <td>178</td>\n",
" <td>193</td>\n",
" <td>236</td>\n",
" <td>235</td>\n",
" <td>267</td>\n",
" <td>317</td>\n",
" <td>356</td>\n",
" <td>362</td>\n",
" <td>406</td>\n",
" <td>419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>April</th>\n",
" <td>129</td>\n",
" <td>135</td>\n",
" <td>163</td>\n",
" <td>181</td>\n",
" <td>235</td>\n",
" <td>227</td>\n",
" <td>269</td>\n",
" <td>313</td>\n",
" <td>348</td>\n",
" <td>348</td>\n",
" <td>396</td>\n",
" <td>461</td>\n",
" </tr>\n",
" <tr>\n",
" <th>May</th>\n",
" <td>121</td>\n",
" <td>125</td>\n",
" <td>172</td>\n",
" <td>183</td>\n",
" <td>229</td>\n",
" <td>234</td>\n",
" <td>270</td>\n",
" <td>318</td>\n",
" <td>355</td>\n",
" <td>363</td>\n",
" <td>420</td>\n",
" <td>472</td>\n",
" </tr>\n",
" <tr>\n",
" <th>June</th>\n",
" <td>135</td>\n",
" <td>149</td>\n",
" <td>178</td>\n",
" <td>218</td>\n",
" <td>243</td>\n",
" <td>264</td>\n",
" <td>315</td>\n",
" <td>374</td>\n",
" <td>422</td>\n",
" <td>435</td>\n",
" <td>472</td>\n",
" <td>535</td>\n",
" </tr>\n",
" <tr>\n",
" <th>July</th>\n",
" <td>148</td>\n",
" <td>170</td>\n",
" <td>199</td>\n",
" <td>230</td>\n",
" <td>264</td>\n",
" <td>302</td>\n",
" <td>364</td>\n",
" <td>413</td>\n",
" <td>465</td>\n",
" <td>491</td>\n",
" <td>548</td>\n",
" <td>622</td>\n",
" </tr>\n",
" <tr>\n",
" <th>August</th>\n",
" <td>148</td>\n",
" <td>170</td>\n",
" <td>199</td>\n",
" <td>242</td>\n",
" <td>272</td>\n",
" <td>293</td>\n",
" <td>347</td>\n",
" <td>405</td>\n",
" <td>467</td>\n",
" <td>505</td>\n",
" <td>559</td>\n",
" <td>606</td>\n",
" </tr>\n",
" <tr>\n",
" <th>September</th>\n",
" <td>136</td>\n",
" <td>158</td>\n",
" <td>184</td>\n",
" <td>209</td>\n",
" <td>237</td>\n",
" <td>259</td>\n",
" <td>312</td>\n",
" <td>355</td>\n",
" <td>404</td>\n",
" <td>404</td>\n",
" <td>463</td>\n",
" <td>508</td>\n",
" </tr>\n",
" <tr>\n",
" <th>October</th>\n",
" <td>119</td>\n",
" <td>133</td>\n",
" <td>162</td>\n",
" <td>191</td>\n",
" <td>211</td>\n",
" <td>229</td>\n",
" <td>274</td>\n",
" <td>306</td>\n",
" <td>347</td>\n",
" <td>359</td>\n",
" <td>407</td>\n",
" <td>461</td>\n",
" </tr>\n",
" <tr>\n",
" <th>November</th>\n",
" <td>104</td>\n",
" <td>114</td>\n",
" <td>146</td>\n",
" <td>172</td>\n",
" <td>180</td>\n",
" <td>203</td>\n",
" <td>237</td>\n",
" <td>271</td>\n",
" <td>305</td>\n",
" <td>310</td>\n",
" <td>362</td>\n",
" <td>390</td>\n",
" </tr>\n",
" <tr>\n",
" <th>December</th>\n",
" <td>118</td>\n",
" <td>140</td>\n",
" <td>166</td>\n",
" <td>194</td>\n",
" <td>201</td>\n",
" <td>229</td>\n",
" <td>278</td>\n",
" <td>306</td>\n",
" <td>336</td>\n",
" <td>337</td>\n",
" <td>405</td>\n",
" <td>432</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"year 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 \\\n",
"month \n",
"January 112 115 145 171 196 204 242 284 315 340 360 \n",
"February 118 126 150 180 196 188 233 277 301 318 342 \n",
"March 132 141 178 193 236 235 267 317 356 362 406 \n",
"April 129 135 163 181 235 227 269 313 348 348 396 \n",
"May 121 125 172 183 229 234 270 318 355 363 420 \n",
"June 135 149 178 218 243 264 315 374 422 435 472 \n",
"July 148 170 199 230 264 302 364 413 465 491 548 \n",
"August 148 170 199 242 272 293 347 405 467 505 559 \n",
"September 136 158 184 209 237 259 312 355 404 404 463 \n",
"October 119 133 162 191 211 229 274 306 347 359 407 \n",
"November 104 114 146 172 180 203 237 271 305 310 362 \n",
"December 118 140 166 194 201 229 278 306 336 337 405 \n",
"\n",
"year 1960 \n",
"month \n",
"January 417 \n",
"February 391 \n",
"March 419 \n",
"April 461 \n",
"May 472 \n",
"June 535 \n",
"July 622 \n",
"August 606 \n",
"September 508 \n",
"October 461 \n",
"November 390 \n",
"December 432 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"voos = voos.pivot_table(values='passengers', columns='year', index='month')\n",
"voos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 9) CLUSTERMAP"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clustermap agrupa dados semelhantes por proximidade e cor, produzindo uma cadeia hierárquica.\n",
"Perceba que no gráfico abaixo, os meses do meio do ano (junho, julho e agosto) estão agrupados e possuem cor mais escura,\n",
"denotando valores maiores. O mesmo occore com os anos mais recentes."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\lbour\\Anaconda3\\envs\\k35\\lib\\site-packages\\matplotlib\\cbook.py:136: MatplotlibDeprecationWarning: The axisbg attribute was deprecated in version 2.0. Use facecolor instead.\n",
" warnings.warn(message, mplDeprecation, stacklevel=1)\n"
]
},
{
"data": {
"text/plain": [
"<seaborn.matrix.ClusterGrid at 0x12db556a208>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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H5/JCg5YkSdLMvhYRrwW+BnQmd2bm72Z7oUGrJbqrV8/+pB7qrl07+5N6bO3q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\nkqRC/h+rcVSTJF23PQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db59f5588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.clustermap(voos)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<br>Na sequência, mostraremos dois gráficos diferentes em formato de grade (inglês: <i>grid</i>), o PairGrid e o FacetGrid. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 10) PAIRGRID"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x12db71678d0>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GxGDAY/mV7ESd7TuPlaRiTvICnts/AJvNJjokK7dSXMrJwRi2bOvB/ZsvLvsYab1D/TEq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wAAAK\n60lEQVREHJQgiIiIiIMSBBEREXFQgiAiIiIOShBERETEQQmCiIiIOChBEBEREQclCCIiIuLQlATB\nGPNCY8zd9SgrkUozPD5FIpWuaN3l76ukHJFyxaaSPPb0GLGpZMl1E6k0x4djHI/GFYfSEKdG4vzr\nj57h1Ei82VWRFuRt9AaNMe8F3gBM1lJOOpPhzkPHOHI0yti5BH3dAbZvi7BvzxAet7vguqPnEgT9\nbsBFIpmmrztAZ9DH5HSS8ViyaDki5UrOznLbwcOciMbJZMHtgs2RELfu34Hfu/Rjl85k+OL3nuD+\nR04xk8wAEPR72HXVBn77xssUh1J38Zkkt3ziPmbTWQC+dPeTeD0ubn/nLkJBf5NrJ62iGVeeJ4Hf\nrLWQOw8d464HjzN6LkEWGD2X4K4Hj3PnoWNF1wWYSWaYSaYX3vfccJyxWLJkOSLluu3gYZ4bziUH\nAJksPDcc57aDhx3r3nnoGIceOrGQHADMJNN876ETikNZEYuTg3mz6Sy3fOK+JtVIWlHDEwRr7VeA\nVC1lJFJpjhyN5l125OjIkubZYusWs7wckXLFppKciOZvsj0RjS+53ZBIpTlshwuWdeRoVHEodXVq\nJO5IDubNprO63SALGn6LoRK9vZ14vZ6FvyORMACnRiYZiyXyvmc8NoPH7yOyvqvkusUsL6de5veh\n3a2W/ajF8vicd/KJ6ELLwXKZLMSSGS7ZujiWC/dPGIslViQO60Ex0NrHoFB83vPomaLvO3Z6khdc\nsbGudWnl41TKWq57SycI4+NTC/+ORMJEozEA0qk0feHAwi2DxXrDQdLJVFnrFrO8nHpYvA/trNX2\no1kf4MXxuVjY78btIm+S4Hblli+NT3/BJKEvHKh7HNZDq8VAM5R7DFotPoc2FE82hzZ06bo3Zy3U\nvVh8tmXvp4DPw/ZtkbzLtm9bT8DnKWvdYpaXI1KucKefzZFQ3mWbIyHCnec7gQV8HnaYgYJlbd8W\nURxKXW1cH8LrceVd5vW42Lg+f+zK2tOUBMFa+7S19oZayti3Z4i9Owfp7w7idkF/d5C9OwfZt2eo\n6Loucj3Eg37P3PsCbBkI0RcOlCxHpFy37t/BloEQ7rnrsNsFWwZyoxiW27dniD3XbiboP58IBP0e\nbrx2s+JQVsTt79zlSBLmRzGIzHNlswVulraAaDS2ULlCzSWJVJqJeIKeUKDkL63F6wJL3ldJOdVq\n5+aqxVptPyKRcP6fQytscXwWEptKcnw4zuDA0paDfBKpNNHxKXC5iKzraOmWg1aLgWaooAm3ZePz\n1Eich4+NcvVQ/4q1HLRzrKyFuheLz5bug1COgM/DQG9nVesu/ncl5YiUK9zp54qL+spaN+DzMDjQ\nvh2ipP1sXB/SLQUpqC37IIiIiMjKUoIgIiIiDkoQRERExEEJgoiIiDi09CgGERERaQ61IIiIiIiD\nEgQRERFxUIIgIiIiDkoQRERExEEJgoiIiDgoQRARERGHln4WgzHGDXwSuBpIAG+x1h5rbq3KY4zx\nAXcAFwEB4M+BnwOfA7LAo8A7rLWZJlWxbMaYAeAh4CZgljbcB6kPY8xh4Nzcn09Za3+3mfVpNGPM\nC4GPWmt3G2OG0Gchr3zXP2vt15taqQotvu5Zax9vdn0qYYz5Y+DVgB/4pLX2s9WU0+otCL8OBK21\nLwLeD/z3JtenEr8DjFprXwr8EvA3wO3AB+decwH/sYn1K8vcB/1/AdNzL7XdPkh9GGOCgMtau3vu\nv7WWHLwX+AwQnHtJn4XC8l3/2kae617bMMbsBl4M7AJeDmyptqxWTxBeAvwrgLX2R8DO5lanIv8M\nfGju3y5yv7yvBX4w99q3gb1NqFel/hr4O+Dk3N/tuA9SH1cDncaY7xpjDhljbmh2hRrsSeA3F/2t\nz0Jh+a5/7WT5da+dvBJ4BPgq8A3gm9UW1OoJQjcwsejvtDGmpW+LzLPWxq21MWNMGPgy8EFyv77m\np66MAT1Nq2AZjDFvAqLW2u8sermt9kHqaorchfOVwNuAz7fL57EerLVfAVKLXtJnoYAC17+2UOC6\n107Wk/sx/VrOf05d1RTU6gnCOSC86G+3tbZtMlFjzBbg+8A/Wmu/ACy+PxkGzjalYuU7ANxkjLkb\nuAY4CAwsWt4O+yD1cxT439barLX2KDAKbGxynZqp3T7PDZXn+tcuHNc9Y8yG5lapIqPAd6y1SWut\nBWaASDUFtXqCcB/wywBzzZmPNLc65TPGXAB8F3iftfaOuZePzN0fAngVcE8z6lYua+3LrLUvt9bu\nBn4K7Ae+3U77IHV1gLl+QMaYTeRa+E41tUbN1Vaf50YqcP1rC/mue9ba002uViXuBX7JGOOa+5x2\nkUsaKtbqzYNfJZfJ3U/uPlY7dYr6ANALfMgYM38v7t3Ax40xfuAxck1v7ea/Ap9u832Q6nwW+Jwx\n5l5yPfcPtFOL3grQZ6GwfNe/V1lr267TX7ux1n7TGPMy4CfkGgHeYa1NV1OWnuYoIiIiDq1+i0FE\nRESaQAmCiIiIOChBEBEREQclCCIiIuKgBEFEREQclCCsMGNMjzHmayXW+XtjzNYS69y9aMx1vuUX\nGWOeLrDsW8aYTcaYNxljPjf32tPGmItKVF+koPnYnoutbzW7PiLLzV/7ml2PdtXq8yCsBr3kZuMq\n5hXAh1eqAtba+cmmVmoTsjb1AtdYa08yN6GZSCuZv/ZJdZQgrLyPA5uMMV8Fvk5ucpUsuceI/v7c\nf5uAbxljXgrsmVunY+6/t1hrf1jmtoLGmC8BhtyDZd5srR2fa1nYXa8dEpmzOLa3W2svmmuhygBX\nkXs2wX+z1v5jE+soa4QxZhD4PLmZAzPAu4B/Inftexu5p0pCLi4j1tqQMeY64H8AncAI8J+ttU81\nuOotS7cYVt67yD0R7E+AW4GXW2uvAiaBP7XWfmRu+S8D4+QC+VettVcDHwH+qIJtDQAfn3vvsblt\niqyU+dj+w2WvD5J73Owe4K/bbB57aV9vBr5prd0JvJfc04ABsNa+31p7DfBC4AxwYG4GzM8AN1tr\nd5CbRvzTja9261KC0DgvB75hrZ2fE/tTwI2LV7DWZoDfAF5pjPkz4E1AqIJtWGvtvXP//t+o1UCa\n4++ttSlr7XFyz1N5Sak3iNTBXcB7jDFfADYDf5NnnU8Dd1trvwRsAy4Fvm6M+SnwUeCSRlW2HShB\naJzlx9rFsls8xpgQ8ABwMfBDck24lTymc/G8+C6WPppWpFEWx6F72d8iK8Jaex/wPOA7wD7gG4uX\nG2PeQ66V9QNzL3mAX1hrr5lrXbgWJbNLKEFYebPkEoG7gVcbY/rmXv89co9CXbzONnL3zv4COETu\nCXGeCrZ1hTFm+9y/D5DLqEVWynzcLvef5p4kt5Vck66ecigrzhjzl8AbrLX/QK5v145Fy34JeAvw\nurmWWoDHgb65vl+Qu2a202OpV5w6Ka68M8CzwMeA/xf4gTHGR66T4tvm1vkm8C1yCcFPyQXuFPAD\noOjwx2WOAX9ijBki92jsW+uxAyIFzMf23y97vRN4EAgAb110W01kJX0C+IIx5k1AGng78Jdzyz5O\n7vvue8aY+R/GvwW8FviYMSYInAPe2NAatzg9zVFE6mZuFMPd1trPNbkqIlIjtSC0EWPMpcBXCix+\ni7X2wUbWR0REVi+1IIiIiIiDOimKiIiIgxIEERERcVCCICIiIg5KEERERMRBCYKIiIg4KEEQERER\nh/8f0MDHl5fGrIYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db7167a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = sns.PairGrid(gorjetas) # essa linha forma apenas a grade\n",
"g.map(plt.scatter) # essa linha plota o tipo de gráfico desejado na grade"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x12db6da5940>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RW0o11tjkceFy2hiOZc92djpshsfVuvrftLUr598fG8zkE/gUMn4sph6PW3/qm1H5eMWY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\nA94toJ+ZIOKnAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db774deb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Também é possível especificar diferente tipos de gráfico a ser plotado na diagonal da grade, na parte de cima e de baixo\n",
"\n",
"g = sns.PairGrid(gorjetas)\n",
"g.map_diag(sns.distplot)\n",
"g.map_upper(plt.scatter)\n",
"g.map_lower(sns.kdeplot)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 11) FACETGRID"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Usado para plotar gráficos com múltiplos eixos, onde cada eixo mostra uma relação condicionada em diferentes níveis de uma variável"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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DSpJUJANKklQkA0qSVCQDSpJUJANKklQkA0qSVKQF8118ktQLc/leT79/s7cc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\nGVCSpCIZUJKkIhlQkqQi/X83fdSw77Nw6wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db7ef4940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# A implementação é similar ao PairGrid\n",
"\n",
"g = sns.FacetGrid(gorjetas, col=\"time\", row=\"smoker\")\n",
"g = g.map(plt.hist, \"total_bill\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"# DICAS DE ESTILO E PERSONALIZAÇÃO"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Para mudar o fundo do gráfico, temos as seguintes opções: darkgrid, whitegrid, dark, white, ticks"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db8150f28>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SA2PhldEQBAF58xIxYHPi1MVmpeMQqZrb4jebzejr6xu+LUkStFrtiNvPPPMMjh49ip07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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db8140fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style('ticks')\n",
"sns.distplot(gorjetas['tip'])"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"sns.despine: remove as linhas superior e direita, podemos especificar as outras linhas passando booleanos para os parâmetros: left, bottom, top, right"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2NwfKzxAWGiRDDvdQsNnE3BuTGB5no+xkIx9uP0abU074CtETEvx9YP+xOtwejUmjYzEY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\nkeAXQogAI8EvhBABRoJfCCECzP8HR9BmoMJpySAAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db8139048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(6,2)) # mudar o tamanho\n",
"sns.distplot(gorjetas['tip'])\n",
"sns.despine()\n",
"\n",
"# para remover todas seria: sns.despine(bottom = False, left= False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As opções de contexto são: \"notebook\" (padrão), \"paper\", \"talk\", e \"poster\""
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db828d908>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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YsECStHv37qBuON7xjh8/rvXr12v69On6xje+EdQ9AYTPyPM72EZ3Io04TJDd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\nRJxOiYeIiIiIiDjd/wOd478sZGXSMgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db8122278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# font_scale muda o tamanho da fonte\n",
"sns.set_context('poster', font_scale=1.5) \n",
"sns.distplot(gorjetas['total_bill'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para conhecer todas as opções de esquema de cores: <a href= 'https://matplotlib.org/examples/color/colormaps_reference.html'> \" MATPLOTLIB COLORMAP\"</a>"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12db932fc18>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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oy9qpU6d04MAB+f1+ZWdnW43bJ82dO1e1tbWZHgO4JDyO3dXe3q54PK6SkpKLOi5j8Zk+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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12db7185828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_context('paper')\n",
"sns.countplot(gorjetas['smoker'], palette ='RdYlGn')"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:k35]",
"language": "python",
"name": "conda-env-k35-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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