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@amanahuja
Created September 2, 2013 22:28
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Age-adjusted Urinary Bladder cancer occurrence, by state:
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{
"metadata": {
"name": "cancer data explore"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import pandas as pd\nprint pd.__version__",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "0.12.0\n"
},
{
"output_type": "stream",
"stream": "stderr",
"text": "/home/aman/Workspace/ENVSYS/lib/python2.7/site-packages/pytz/__init__.py:35: UserWarning: Module numpy was already imported from /usr/local/anaconda/lib/python2.7/site-packages/numpy/__init__.pyc, but /home/aman/Workspace/ENVSYS/lib/python2.7/site-packages is being added to sys.path\n from pkg_resources import resource_stream\n"
}
],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "!head 'National Program of Cancer Registries, 1999-2010 Incidence.txt'\n#!tail -n 55 'National Program of Cancer Registries, 1999-2010 Incidence.txt'",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "\"Notes\"\t\"Leading Cancer Sites\"\t\"Leading Cancer Sites Code\"\t\"Year\"\t\"Year Code\"\t\"State\"\t\"State Code\"\t\"Sex\"\t\"Sex Code\"\tCount\tPopulation\tAge-Adjusted Rate\tAge-Adjusted Rate Lower 95% Confidence Interval\tAge-Adjusted Rate Upper 95% Confidence Interval\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Alabama\"\t\"01\"\t\"Female\"\t\"F\"\tMissing\tMissing\tMissing\tMissing\tMissing\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Alabama\"\t\"01\"\t\"Male\"\t\"M\"\tMissing\tMissing\tMissing\tMissing\tMissing\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Alaska\"\t\"02\"\t\"Female\"\t\"F\"\t941\t301266\t456.4\t425.5\t488.6\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Alaska\"\t\"02\"\t\"Male\"\t\"M\"\t1026\t323513\t567.4\t527.8\t608.4\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Arizona\"\t\"04\"\t\"Female\"\t\"F\"\t9997\t2518299\t373.2\t365.9\t380.6\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Arizona\"\t\"04\"\t\"Male\"\t\"M\"\t11151\t2505524\t485.3\t476.3\t494.6\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Arkansas\"\t\"05\"\t\"Female\"\t\"F\"\tMissing\tMissing\tMissing\tMissing\tMissing\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"Arkansas\"\t\"05\"\t\"Male\"\t\"M\"\tMissing\tMissing\tMissing\tMissing\tMissing\r\r\n\t\"All Sites Combined\"\t\"00\"\t\"1999\"\t\"1999\"\t\"California\"\t\"06\"\t\"Female\"\t\"F\"\t66933\t16800161\t415.4\t412.2\t418.6\r\r\n"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "raw_df = pd.io.parsers.read_csv('National Program of Cancer Registries, 1999-2010 Incidence.txt', \n sep='\\t', \n skipfooter=55,\n na_values=['Missing', 'Not Applicable'],\n)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Check col names, also making sure file read properly\nraw_df.columns",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": "Index([u'Notes', u'Leading Cancer Sites', u'Leading Cancer Sites Code', u'Year', u'Year Code', u'State', u'State Code', u'Sex', u'Sex Code', u'Count', u'Population', u'Age-Adjusted Rate', u'Age-Adjusted Rate Lower 95% Confidence Interval', u'Age-Adjusted Rate Upper 95% Confidence Interval'], dtype=object)"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "#easier col names to deal with\ncol_names = ['notes', 'cancer_site', 'cancer_site_code', 'year', 'year_code', 'state', 'state_code', 'sex', 'sex_code', 'cancer_count', 'population', 'age_adj_rate',\n 'age_adj_rate_lower_95_confidence', 'age_adj_rate_upper_95_confidence']\n\n#Make sure didn't miss anything\nprint len(col_names), len(raw_df.columns)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "14 14\n"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "raw_df.columns = col_names\nprint raw_df.columns",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "Index([u'notes', u'cancer_site', u'cancer_site_code', u'year', u'year_code', u'state', u'state_code', u'sex', u'sex_code', u'cancer_count', u'population', u'age_adj_rate', u'age_adj_rate_lower_95_confidence', u'age_adj_rate_upper_95_confidence'], dtype=object)\n"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Let's drop some columns we don't need\ndesired_cols = ['cancer_site', 'cancer_site_code', 'year', 'state', 'state_code', 'sex_code', 'cancer_count', 'population', 'age_adj_rate']\ndf = raw_df[desired_cols]\n\n#Separate out the combined data from the data on invididual cancer sites\ncombined_df = df[df.cancer_site_code == '00']\ndf = df[df.cancer_site_code != '00']",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "len(df.cancer_site.unique())",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 8,
"text": "22"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "print df.age_adj_rate.describe()\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "count 18873.000000\nmean 24.193403\nstd 34.180612\nmin 0.000000\n25% 6.900000\n50% 11.300000\n75% 22.000000\nmax 244.800000\ndtype: float64\n"
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "\"\"\"\nPlotting cancer occurrences in each cancer site, by sex\n\"\"\"\n#excerpt (this is a view, right?)\ntt = df[['cancer_site', 'age_adj_rate', 'sex_code']]\n\nfor idx, group in tt.groupby(by='cancer_site', ):\n plt.figure()\n group.boxplot(by='sex_code')\n plt.ylim((0,100))\n plt.title(idx)\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
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},
{
"output_type": "display_data",
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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zRqOtK3A+rrYugCzHYDBwb59aPYOh+gsAduwwID1dBwDQ6aq/qGVxT5+IyInw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\nAAAASUVORK5CYII=\n"
},
{
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},
{
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},
{
"output_type": "display_data",
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},
{
"output_type": "display_data",
"png": 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hpk9ERADY9K0K81GyNNxmTY9Nn4jIhjDTJyKyMsz0iYgIAJu+VWE+SpaG26zp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\n"
},
{
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hODgY7777LgDAbDYjKioKvXr1QnR0NIqqxgcgm2CfZ3I0bLO216ALufn5+cjP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\nkRNh0iciciJM+kREToRJn4jIifw/bMI5gm0QRZgAAAAASUVORK5CYII=\n"
},
{
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},
{
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3eUk7OQJeW2J7/CJXRQYOBHbtsncU5LTqnW7ByphD6sUvcp3Ejz9m2jsEcmIa\nNLBOI4LMRtR3NGDCvxFM+ipSUWHvCIiouWtU0j927BjCw8Ph5+cHf39/LF68GABgNpsRGRmJPn36\nICoqCsXFxVYNlq6WlATodFW3igqDcj8pyb5xkXNq6Eic8HBDg/fx8LD3s3RsjUr6rVq1woIFC/DT\nTz8hOzsbb7/9Ng4dOoSUlBRERkYiNzcXERERSElJsXa8dIVevf5M+sCf93v1sl9M5JwaOgqnuuTc\n0H3MZvs+T0dnlS9yY2NjkZSUhKSkJGRlZUGr1aKgoAAGgwGHDx+2PCG/yL0h9c9NvgnAiFrX8DWn\n5kijyYSIwd5hqE6TfpFrMpmQk5ODkJAQFBYWQqvVAgC0Wi0KCwtv9PB0hfrmJnd1bc25yYmoXjc0\nTv/8+fO47777sGjRIri5uVms02g0dfZKExMTofv/eoS7uzv0er0yXrd6pkguN3z50iVDs4qHy1y+\n1nL1Y80lHkddrr5vMplwLY0u7/zxxx8YM2YMRo0ahalTpwIAfHx8kJmZCS8vL5w8eRLh4eEs79gQ\nJ68iR8M22zSsXt4RETz66KPw9fVVEj4AxMTEwGis+r1Lo9GI2NjYxhyeGi3T3gEQNciIEZn2DsHp\nNKq8s337dqxYsQKBgYEICgoCAMybNw8zZsxAXFwcli1bBp1Oh7S0NKsGS0Tq4uVl7wicD6dhUBH+\nqUzNUf0jzjYAGFXrGuaJxqsvz3LCtWbK07Nxswk2dPoTDw+Oe6amdWXyqTlJ4OzZwIsvVq3nJIG2\nwZ5+M9WYXnvNURBNeR4ia3Fzy8S5cwZ7h6E67Ok7IIEGsMGkhVLjv0S2sHAhkJ5edf/8+T9797Gx\nQI1xIdRE2NNvpmzVA2dPn+ypdWugrMzeUagPe/pE1GzU7On/8Qd7+rbGpN+MNfw3KTIBGBq0B2cs\nJFvT64HqCXizsv78Hkqvt19MzoTlHRXh5FXkaLy8MlFQYLB3GKrDX85yGgZ7B0DUIHq9wd4hOB0m\nfSKymxkz7B2B82HSV5VMewdA1ECZ9g7A6TDpExE5EX6RqyI6HXAd02kTkcpxnL6K1D951RZoNOG1\nruEHLREBLO84nCt/BnHBAsHQoVU3AMr9BQv4c4nU/NX85SeyDfb0HdzUqX9exajX/zl7IRFRbVjT\nVxGDgUmfiHhxltPgr1MS0bUw6auIXp9p7xCIGoQ1fdtj0iciciKs6RMRqQxr+kREBIBJX1VYHyVH\nwzZre0x1n9wNAAAGZUlEQVT6REROhDV9IiKVYU2fiIgAMOmrCuuj5GjYZm2PSZ+IyImwpk9EpDKs\n6RMREQAmfVVhfZQcDdus7THpExE5Edb0iYhUhjV9IiICwKSvKqyPkqNhm7U9qyf9jRs3wsfHB717\n98arr75q7cNTPfbu3WvvEIgahG3W9qya9CsqKpCUlISNGzfi4MGDSE1NxaFDh6x5CqpHcXGxvUMg\nahC2WduzatLftWsXevXqBZ1Oh1atWuHBBx/E559/bs1TEBHRDbBq0j9+/Di6deumLHt7e+P48ePW\nPAXVw2Qy2TsEogZhm7W9ltY8mEajsep21HBGo9HeIRA1CNusbVk16Xft2hXHjh1Tlo8dOwZvb2+L\nbThGn4jIfqxa3gkODsaRI0dgMplQVlaG1atXIyYmxpqnICKiG2DVnn7Lli3x1ltvYcSIEaioqMCj\njz6Kfv36WfMURER0A2w+DQNZX4sWLRAYGKgsf/755+jevbsdIyKqnYuLC8aPH4+PPvoIAFBeXo5b\nbrkFgwYNwrp16+wcnXOwak+f7KNt27bIycmxdxhE19SuXTv89NNPuHz5Mtq0aYOvvvoK3t7eHNxh\nQ5yGgYhsavTo0cjIyAAApKamIj4+ngM8bIhJXwUuXbqEoKAgBAUF4b777rN3OET1GjduHFatWoXS\n0lLs378fISEh9g7JqbC8owKurq4s75DDCAgIgMlkQmpqKu6++257h+N0mPSJyOZiYmLw7LPPIisr\nC6dOnbJ3OE6FSZ+IbG7SpEnw8PCAn58fp1e2Mdb0VYAjH8hRVLfVrl27IikpSXmMbdh2OE6fiMiJ\nsKdPROREmPSJiJwIkz4RkRNh0iciciJM+kREToRJnxyWyWSCq6srbr/9dnuHUiedTgez2VzvNuHh\n4XBzc8Pu3bttFBU5MyZ9cmi9evXCnj177B1Gna5n/PmWLVsQHBzMsepkE0z6pAoXLlzA3XffDb1e\nj4CAAKSlpQEAdu/eDYPBgODgYIwcORIFBQUoKSmBj48PcnNzAQDx8fFYtmxZncfeuHEjBgwYAL1e\nj+HDhwMAzGYzYmNj0b9/f4SGhmL//v0AgDNnziAqKgr+/v6YPHmyxeyRK1asQEhICIKCgjBlyhRU\nVlY21ctBVDchclB5eXni7+8vIiJr1qyRyZMnK+tKSkqkrKxMQkND5fTp0yIismrVKpk0aZKIiHz1\n1VcSGhoqqampMmrUqDrP8fvvv0u3bt3EZDKJiEhRUZGIiCQlJcmcOXNERGTz5s2i1+tFROSpp56S\nl156SUREMjIyRKPRyJkzZ+TgwYMSHR0t5eXlIiLyxBNPyIcffqicx2AwyO7du2/8RSG6Bs69Q6oQ\nGBiIZ599FjNmzMCYMWMwePBgHDhwAD/99JPSO6+oqECXLl0AAMOHD0daWhqSkpKwb9++Oo+bnZ2N\noUOHokePHgAAd3d3AMD27dvx6aefAqiqyZ85cwbnzp3Dt99+i88++wxA1bzxHh4eEBF888032L17\nN4KDgwFUTYft5eXVNC8GUT2Y9EkVevfujZycHGRkZOCf//wnIiIicO+998LPzw87duy4avvKykoc\nOnQI7dq1g9lsVj4MrqTRaOr8gY+GPp6QkIBXXnnlOp8RUdNgTZ9U4eTJk2jTpg3Gjx+PZ599Fjk5\nOejbty9OnTqF7OxsAMAff/yBgwcPAgAWLFgAPz8/rFy5EhMnTkR5eXmtxw0JCcHWrVthMpkAQBmJ\nExYWhpUrVwIAMjMz0alTJ7i5uWHIkCH4+OOPAQAbNmxAUVERNBoNIiIisGbNGmUaYbPZjPz8/CZ7\nPYjqwp4+qcK+ffswffp0uLi4oFWrVnj33XfRqlUrrFmzBn/7299QUlKC8vJyTJs2DS1btsSyZcvw\n/fffo127dhgyZAhefvllJCcnX3XcTp064b333sPYsWNRWVkJrVaLTZs2ITk5GZMmTUL//v3Rrl07\nGI1GAMCLL76I+Ph4pKam4s4771TKQv369cPLL7+MqKgoVFZWolWrVnjnnXf4A/Zkc5xlkxyWyWRC\ndHS0MnLGkYWHh2P+/PnN+poDUgeWd8hhtWzZEiUlJQ6fKMPDw5GXl4dWrVrZOxRyAuzpE/2/QYMG\nobS01OKxFStWwM/Pz04REVkfkz4RkRNheYeIyIkw6RMROREmfSIiJ8KkT0TkRJj0iYicyP8BxudE\nJS9zKQ4AAAAASUVORK5CYII=\n"
},
{
"output_type": "display_data",
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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c9FDt0TvXr1/HsGHDMGTIEEydOhUA4OfnB6PRCB8fH5w9exbh4eE4ceKE9Qo5\nesembhzzPGMGMH166X2OeSZnkJj45zh9sh2bn5wlIpg0aRL8/f2Vhg8Aw4cPh8FgwEsvvQSDwYCY\nmJjqVUx37MbmbjIZkZiod2A1RFVjMhkB6B1chWupVtPft28fli1bhuDgYISEhAAA5syZg2nTpiE2\nNhaLFy+GVqtFcnKyTYslInX5YzwI2RFPzlKRhARg0SJHV0FEjsbr6buIH390dAVEVNux6atIXp7R\n0SUQVcmNo0/IPniVTSc3fz5Qdg7cDz/8eVA3Jga44Rg7EREAZvqq0rAhUFjo6CqIyNGY6buI69cd\nXQER1XZs+k5u/vw/x+qXlBiV+/PnO7YuojvBTN/+GO84mVsvbfEMgPJOglsPYIEyxc+caiMjfwOi\nRlTWZ9n0VcTDA+BPGBARM30XUYffJhHdBtuEiuTmGh1dAlGVMNO3PzZ9IiIXwkxfRTQagB8tETHT\nJyIiAGz6KmN0dAFEVcJM3/7Y9GspL6/SuKYqN6Dqz/Hycuz7JCL7YqZfS9krn+dxACL1YaZPREQA\n2PRrLUEVcxqNBsaqZjsaTel6iByEmb79senXUhpIae5SlVtKSpWfowGzHSJXwky/lmKmT0TVVVmf\n5S9n1WK3XFCzBnh61vw6iKj2YLxTS1U12Sn9o26s8nPMZke/U3JlzPTtj02fiMiFMNNXEebzRARw\nnD4REf2BTV9VjI4ugKhKmOnbH0fvOJlbfyP35vnlP85IjYgAZvpERKrDTJ+IiACw6asK81FyNtxm\n7Y9Nn4jIhTDTJyJSGWb6REQEgE1fVZiPkrPhNmt/Nm/6W7duhZ+fHzp27Ig333zT1i9PlTh8+LCj\nSyCqEm6z9mfTpl9SUoKEhARs3boV6enpWLlyJY4fP27LVVAl8vLyHF0CUZVwm7U/mzb9AwcOoEOH\nDtBqtXBzc8OYMWOwYcMGW66CiIjugk2b/pkzZ9CmTRtl2tfXF2fOnLHlKqgSJpPJ0SUQVQm3Wfuz\n6bV3bnddmKouR1VnMBgcXQJRlXCbtS+bNv3WrVvj9OnTyvTp06fh6+trtQzH6BMROY5N450ePXrg\n5MmTMJlMKCoqwurVqzF8+HBbroKIiO6CTff069Wrh0WLFmHQoEEoKSnBpEmT0KVLF1uugoiI7oLd\nL8NAtle3bl0EBwcr0xs2bEDbtm0dWBFR+erUqYNx48Zh6dKlAIDi4mK0bNkSvXv3xqZNmxxcnWvg\nj6ioQKOg2qVMAAAE1ElEQVRGjZCWluboMohuq3Hjxjh27BiuXr2KBg0aYPv27fD19eXgDjviZRiI\nyK6GDh2KzZs3AwBWrlyJsWPHcoCHHbHpq0BhYSFCQkIQEhKCkSNHOrocokqNHj0aq1atwrVr13D0\n6FH06tXL0SW5FMY7KtCwYUPGO+Q0goKCYDKZsHLlSjz44IOOLsflsOkTkd0NHz4czz//PHbt2oVz\n5845uhyXwqZPRHY3ceJEeHp6IiAggJdXtjNm+irAkQ/kLMq21datWyMhIUF5jNuw/XCcPhGRC+Ge\nPhGRC2HTJyJyIWz6REQuhE2fiMiFsOkTEbkQNn1yWiaTCQ0bNkS3bt0cXUqFtFotzGZzpcuEh4ej\nadOmOHjwoJ2qIlfGpk9OrUOHDjh06JCjy6jQnYw/T0lJQY8ePThWneyCTZ9U4fLly3jwwQeh0+kQ\nFBSE5ORkAMDBgweh1+vRo0cPDB48GNnZ2cjPz4efnx8yMjIAAGPHjsXixYsrfO2tW7eie/fu0Ol0\nGDhwIADAbDYjJiYGXbt2RWhoKI4ePQoAuHDhAqKiohAYGIjJkydbXT1y2bJl6NWrF0JCQjBlyhRY\nLJaa+jiIKiZETiozM1MCAwNFRGTt2rUyefJkZV5+fr4UFRVJaGionD9/XkREVq1aJRMnThQRke3b\nt0toaKisXLlShgwZUuE6fv/9d2nTpo2YTCYREcnNzRURkYSEBJk5c6aIiOzcuVN0Op2IiDz11FPy\n+uuvi4jI5s2bRaPRyIULFyQ9PV2io6OluLhYRESeeOIJ+eyzz5T16PV6OXjw4N1/KES3wWvvkCoE\nBwfj+eefx7Rp0zBs2DD07dsXP/74I44dO6bsnZeUlKBVq1YAgIEDByI5ORkJCQk4cuRIha+bmpqK\n/v3747777gMAeHh4AAD27duHzz//HEBpJn/hwgVcunQJe/bswbp16wCUXjfe09MTIoKvv/4aBw8e\nRI8ePQCUXg7bx8enZj4Mokqw6ZMqdOzYEWlpadi8eTNeffVVRERE4KGHHkJAQAD2799/y/IWiwXH\njx9H48aNYTablT8GN9NoNBX+wEdVH4+Li8Ps2bPv8B0R1Qxm+qQKZ8+eRYMGDTBu3Dg8//zzSEtL\nQ+fOnXHu3DmkpqYCAK5fv4709HQAwDvvvIOAgAAsX74cEyZMQHFxcbmv26tXL+zevRsmkwkAlJE4\nYWFhWL58OQDAaDSiefPmaNq0Kfr164cVK1YAALZs2YLc3FxoNBpERERg7dq1ymWEzWYzsrKyauzz\nIKoI9/RJFY4cOYIXX3wRderUgZubG/7973/Dzc0Na9euxdNPP438/HwUFxfj2WefRb169bB48WJ8\n9913aNy4Mfr164c33ngDiYmJt7xu8+bN8dFHH2HEiBGwWCzw9vbGtm3bkJiYiIkTJ6Jr165o3Lgx\nDAYDAGD69OkYO3YsVq5ciT59+iixUJcuXfDGG28gKioKFosFbm5ueP/99/kD9mR3vMomOS2TyYTo\n6Ghl5IwzCw8Px9y5c2v1OQekDox3yGnVq1cP+fn5Tt8ow8PDkZmZCTc3N0eXQi6Ae/pEf+jduzeu\nXbtm9diyZcsQEBDgoIqIbI9Nn4jIhTDeISJyIWz6REQuhE2fiMiFsOkTEbkQNn0iIhfy/3Tw8zma\nDSRHAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "\"\"\"\nI'm curious about the shape of the boxplot for Urinary bladders\n\"\"\"\n#temporary df for convenience plots\ntt = df[['age_adj_rate', 'state', 'cancer_site', 'sex_code']].fillna(0)\ntt = tt[tt.cancer_site == 'Urinary Bladder']\n\ntt.boxplot(by='sex_code',figsize=(8,4), vert=False)\nplt.title(\"Urinary Bladder, adjusted rate by sex\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 11,
"text": "<matplotlib.text.Text at 0x4babd10>"
},
{
"output_type": "display_data",
"png": 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ERERWxp41ERGRg2GxtiH2edQxMzXMSx0zU8fMLI/FmoiIyM6xZ01ERGRl7FkT\nERE5GBZrG2KfRx0zU8O81DEzdczM8lisiYiI7Bx71kRERFbGnjUREZGDYbG2IfZ51DEzNcxLHTNT\nx8wsj8WaiIjIzrFnTUREZGXsWRMRETkYFmsbYp9HHTNTw7zUMTN1zMzyWKyJiIjsHHvWREREVsae\nNRERkYNhsbYh9nnUMTM1zEsdM1PHzCyPxZqIiMjOsWdNRERkZexZExERORgWaxtin0cdM1PDvNQx\nM3XMzPJYrImIiOwce9ZERERWxp41ERGRg2GxtiH2edQxMzXMSx0zU8fMLI/FmoiIyM6xZ01ERGRl\n7FkTERE5GBZrG2KfRx0zU8O81DEzdczM8lisiYiI7Bx71kRERFbGnjUREZGDYbG2IfZ51DEzNcxL\nHTNTx8wsj8WaiIjIzrFnTUREZGXsWRMRETkYFmsbYp9HHTNTw7zUMTN1zMzyWKyJiIjsHHvWRERE\nVsaeNRERkYNhsbYh9nnUMTM1zEsdM1PHzCyPxZqIiMjOsWdNRERkZexZExERORgWaxtin0cdM1PD\nvNQxM3XMzPJYrImIiOwce9ZERERWxp41ERGRg2GxtiH2edQxMzXMSx0zU8fMLI/FmoiIyM6xZ01E\nRGRl7FkTERE5GBZrG2KfRx0zU8O81DEzdczM8lisiYiI7Bx71kRERFbGnjUREZGDYbG2IfZ51DEz\nNcxLHTNTx8wsj8WaiIjIzrFnTUREZGXsWRMRETkYFmsbYp9HHTNTw7zUMTN1zMzyWKyJiIjsHHvW\nREREVsaeNRERkYNhsbYh9nnUMTM1zEsdM1PHzCyPxZqIiMjOsWdNRERkZexZExERORgWaxtin0cd\nM1PDvNQxM3XMzPJYrImIiOwce9ZERERWxp41ERGRg2GxtiH2edQxMzXMSx0zU8fMLI/FmoiIyM6x\nZ01ERGRl7FkTERE5GBZrG2KfRx0zU8O81DEzdczM8lisiYiI7Bx71kRERFbGnrWNeHgAOl31N+h0\nNS5TefPwsPUzIiIie8FiXUfy8wGR6m+A8XRqqt7ssvn5tn0+9oq9MTXMSx0zU8fMLI/FmoiIyM6x\nZ11HdLqf954fbCHlRYmIqJ5RrZlOtV2wcePGCA4O1qY//fRT+Pn5qY3ODjT0XypqwnyIiOxPrQ+D\nt2jRAmlpadqtPhZqe2PvfZ5ly2peRq+vuNU1c+u098zsDfNSx8zUMTPLY8+azNq6teZlrF2siYga\nolofBi/58nIrAAAMV0lEQVQuLkZYWBgA4OGHH8Ynn3xisUE1FNHR0bYeQr3DzNQwL3XMTB0zs7xa\nF+vmzZsjLS2t2mV0ukQA/gCApUtbIzQ0VHsRKw+T2Hq6UuW0Xh+N+fMBoHJ+xfKTJumRmFj18eaW\nB/TQ62sxnnu2b255QF/x3ey71g8A8+ZFIymp6vKJiXokJz/48sBMREcD16/r8e23Py/fo4ceo0ZV\nTOv1wKJFeuTkAN9+WzF/61Y9vL2B2bOjER19f69Pejpw/XrF9Pz5emRnA/7+FeurHJ+t3z+c5jSn\nOX0/0+np6bh+/ToAIDs7G6pqfTa4q6srbt68aX5F9eTEJEuN837OBtfr9dqLeV/rs4C786koutUv\nn5Rk/G9dSUoyvc7qMqOqmJc6ZqaOmanjFcyIiIgcTK33rFu1aoUbN26YXxH3rB3ie9Z357NsGTBr\nVvXLV+551/Uv1RUthbpdJxGRvVCtRQ3uoigs1jVtt368jkRE9RkPg9fAngqRvqaGsA3YUz6m2GNm\n9ox5qWNm6piZ5TW4Yk1ERFTfNLjD4JbiKIfBiYjI8ix2bXCqWcX3os2TWixTyd39gYdDREQOgofB\n60hNf8tapGKh2v4967w8Wz8j+8TemBrmpY6ZqWNmlsdiTUREZOfYsyYiIrIyfnWLiIjIwbBY2xD7\nPOqYmRrmpY6ZqWNmlsdiTUREZOfYsyYiIrIy9qyJiIgcDIu1DbHPo46ZqWFe6piZOmZmeSzWRERE\ndo49ayIiIitjz5qIiMjBsFjbEPs86piZGualjpmpY2aWx2JNRERk59izJiIisjL2rImIiBwMi7UN\nsc+jjpmpYV7qmJk6ZmZ5LNZERER2jj1rIiIiK2PPmoiIyMGwWNsQ+zzqmJka5qWOmaljZpbHYk1E\nRGTn2LMmIiKyMvasiYiIHAyLtQ2xz6OOmalhXuqYmTpmZnks1kRERHaOPWsiIiIrY8+aiIjIwbBY\n2xD7POqYmRrmpY6ZqWNmlsdiTUREZOfYsyYiIrIy9qyJiIgcDIu1DbHPo46ZqWFe6piZOmZmeSzW\nREREdo49ayIiIitjz5qIiMjBsFjbEPs86piZGualjpmpY2aWx2JNRERk59izJiIisjL2rImIiBwM\ni7UNsc+jjpmpYV7qmJk6ZmZ5LNY2lJ6ebush1DvMTA3zUsfM1DEzy2OxtqHr16/begj1DjNTw7zU\nMTN1zMzyWKyJiIjsHIu1DWVnZ9t6CPUOM1PDvNQxM3XMzPLq9KtbREREVDsq5dfJFhslIiKi2uNh\ncCIiIjvHYk1ERGTnHrhY7969G926dUOXLl3wpz/9qS7G5HCmTJkCLy8vBAUFaffl5eVh8ODB6Nq1\nK2JiYvjVh3tcvHgRAwYMQGBgIHr06IEVK1YAYG7VuX37NiIjIxEaGoru3btjzpw5AJhZTcrLyxEW\nFobY2FgAzKsm/v7+CA4ORlhYGCIiIgAws5pcv34do0aNwqOPPoru3bvj2LFjypk9ULEuLy/HjBkz\nsHv3bmRkZGD9+vXIzMx8kFU6pMmTJ2P37t1G9y1atAiDBw/G999/j0GDBmHRokU2Gp19cnZ2xtKl\nS3HmzBkcPXoUq1atQmZmJnOrRrNmzZCamor09HScPHkSqampOHToEDOrwfLly9G9e3ftJFnmVT2d\nTge9Xo+0tDQcP34cADOrycyZMzFs2DBkZmbi5MmT6Natm3pm8gCOHDkiQ4YM0ab/+Mc/yh//+McH\nWaXDysrKkh49emjTAQEBkpOTIyIily9floCAAFsNrV74xS9+IXv37mVutVRYWCjh4eFy+vRpZlaN\nixcvyqBBg2T//v0yfPhwEeHPZk38/f3l2rVrRvcxM/OuX78unTp1qnK/amYPtGd96dIlPPTQQ9q0\nr68vLl269CCrbDCuXLkCLy8vAICXlxeuXLli4xHZr+zsbKSlpSEyMpK51cBgMCA0NBReXl5aG4GZ\nmffiiy/i7bffRqNGP38UMq/q6XQ6PPnkkwgPD8d7770HgJlVJysrC56enpg8eTJ69uyJadOmobCw\nUDmzByrW/G513dDpdMzSjFu3bmHkyJFYvnw5XF1djeYxt6oaNWqE9PR0/PTTTzhw4ABSU1ON5jOz\nn+3YsQPt2rVDWFiY2a+eMq+qDh8+jLS0NOzatQurVq3CwYMHjeYzM2NlZWU4ceIEfv3rX+PEiRNw\ncXGpcsi7Npk9ULH28fHBxYsXtemLFy/C19f3QVbZYHh5eSEnJwcAcPnyZbRr187GI7I/paWlGDly\nJBISEhAXFweAudWWm5sbnn76aXzzzTfMzIwjR45g27Zt6NSpE8aNG4f9+/cjISGBedWgffv2AABP\nT0/Ex8fj+PHjzKwavr6+8PX1xeOPPw4AGDVqFE6cOAFvb2+lzB6oWIeHh+OHH35AdnY2SkpK8NFH\nH+GZZ555kFU2GM888wySk5MBAMnJyVoxogoigqlTp6J79+6YNWuWdj9zM+/atWvaGaXFxcXYu3cv\nwsLCmJkZCxcuxMWLF5GVlYUNGzZg4MCBWLNmDfOqRlFREW7evAkAKCwsxJ49exAUFMTMquHt7Y2H\nHnoI33//PQBg3759CAwMRGxsrFpmD9o8/+c//yldu3aVRx55RBYuXPigq3NIY8eOlfbt24uzs7P4\n+vrK+++/L7m5uTJo0CDp0qWLDB48WPLz8209TLty8OBB0el0EhISIqGhoRIaGiq7du1ibtU4efKk\nhIWFSUhIiAQFBcmf//xnERFmVgt6vV5iY2NFhHlV58cff5SQkBAJCQmRwMBA7TOfmVUvPT1dwsPD\nJTg4WOLj4+X69evKmdXZtcGJiIjIMngFMyIiIjvHYk1ERGTnWKyJiIjsHIs1ERGRnWOxJiIisnMs\n1kQ2kJ2djebNm6Nnz562HopZ/v7+yMvLq3aZAQMGwNXVFd98842VRkXUMLFYE9lI586dceLECVsP\nw6zaXDIyNTUV4eHhvLwkkYWxWBPZWGFhIZ5++mmEhoYiKCgIGzduBAB88803iI6ORnh4OIYOHYqc\nnBwUFBSgW7du2tWQxo0bh9WrV5td9+7du/HYY48hNDQUTz75JICKvz0cFxeHkJAQ9O7dG6dOnQIA\n5ObmIiYmBj169MC0adOMrpe9du1aREZGIiwsDNOnT4fBYLBUHERkAos1kY3t3r0bPj4+SE9Px6lT\npzB06FCUlpbihRdewCeffIKvv/4akydPxuuvvw43NzesXLkSiYmJ2LBhAwoKCjB16lST67169Sqe\ne+45bN68Genp6di0aRMAYN68eXjsscfw7bffYuHChZg4cSIAYP78+ejfvz9Onz6N+Ph4XLhwAQCQ\nmZmJjRs34siRI0hLS0OjRo2wbt0664RDRAAAJ1sPgKihCw4Oxssvv4zZs2dj+PDh6Nu3L06fPo0z\nZ85oe8Pl5eXo0KEDAODJJ5/Exo0bMWPGDJw8edLseo8ePYqoqCh07NgRANC6dWsAFX81afPmzQAq\nes65ubm4efMmDh48iC1btgAAhg0bBnd3d4gIPv/8c3zzzTcIDw8HUHHdcW9vb8uEQUQmsVgT2ViX\nLl2QlpaGnTt34ve//z0GDRqE+Ph4BAYG4siRI1WWNxgMyMzMhIuLC/Ly8rQifi+dTmf2Tz+q3j9p\n0iQsXLiwls+IiOoaD4MT2djly5fRrFkz/PKXv8TLL7+MtLQ0BAQE4OrVqzh69CiAij8XmpGRAQBY\nunQpAgMDsW7dOkyePBllZWUm1xsZGYkDBw4gOzsbALQzu/v166cdxtbr9fD09ISrqyv69++PlJQU\nAMCuXbuQn58PnU6HQYMGYdOmTbh69aq2nspD5ERkHdyzJrKxkydP4pVXXkGjRo3g7OyMd955B87O\nzti0aRN+85vfoKCgAGVlZXjxxRfh5OSE1atX46uvvoKLiwv69++PBQsWICkpqcp6PT098fe//x0j\nRoyAwWCAl5cXPvvsMyQlJWHKlCkICQmBi4uL9mf65s2bh3HjxmH9+vXo06ePdvj80UcfxYIFCxAT\nEwODwQBnZ2f89a9/hZ+fnzVjImrQ+Fe3iGwgOzsbsbGx2pnY9dmAAQOwePFiu/7OOFF9x8PgRDbg\n5OSEgoKCel/gBgwYgKysLDg7O9t6KEQOjXvWRA6gV69euHPnjtF9a9euRWBgoI1GRER1icWaiIjI\nzvEwOBERkZ1jsSYiIrJzLNZERER2jsWaiIjIzrFYExER2bn/A6uXtvhLs2N/AAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "tt.boxplot(by='state', figsize=(8,12), vert=False)\nplt.title(\"Urinary Bladder, count by state\")",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 12,
"text": "<matplotlib.text.Text at 0x4bc5810>"
},
{
"output_type": "display_data",
"png": 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M096oqCgiIyOxtLSkadOmTJgwgXr16uWpFxAQgKOjIwA2Nja4u7trd0PN/kZR\n3srZjEYjwcGwapVv9po8j5tCe6X8UBlMqz1PUPb19TWp9phCGTJnqs/xDAMwc6YvgYFo22TXDwgw\nkjnbUuHql/T5Pf14lu/zL0w5MjKSpKQkAOLi4tCrXAy+HjJkCP7+/uzatYspU6Zw+fJlQkNDsba2\nJj4+nhdeeIFjx47x+eefM3bsWGJiYujfvz+9e/fGzs6Ovn37MnbsWDp27KjtMyoqigkTJrBv3z4A\nfvjhB/71r3/x1Vdf0bBhQ0JDQ6lTpw4//vgjH374Id9//z3//Oc/2bJlC6+99hq9e/emXr16xMXF\n4e/vT3R0NMHBwYSGhrJ06VIAXn75ZT744APatGmT63xk8HVehY2JwfBH140wIfLElFlF/dTK+5/Q\nS27wmI82bdpw6NAhoqOjcXFxoVWrVoSGhhIaGkrr1q1z1f3iiy/429/+xsWLF/Hy8iIha9Tgw0F9\n+HKuUirXuuyrQebm5qSlpQEwbdo0li9fzt27d2nTpk2+87DlvIpkbm5Oenr6nzhzkS37W4UoPImZ\nfhIz/SRm+ki8il+5SIxat27Njh07qFGjBgaDAVtbW5KSkggLC6NNmza5kp6YmBi8vb0JCgrCwcGB\nixcv0rlzZ5YsWaIlKYmJiTRp0oS4uDhiYmIAWLNmjTYmqSAxMTE4OTnx3nvv8eKLLxZqglr5ZlQ4\nEichygd5rYviVubHGAE4OzsTHx/PkCFDtHWurq7cuXMHOzs7DAaDdrXnvffe4+zZsyil6NSpE25u\nbjg7O3PmzBlcXV2pUKECo0eP5q233mLlypX069ePtLQ0vL29GTNmDJD3alJ2ecGCBYSEhGBmZoaz\nszPdu3fn8uXL2uM52/HwtuLPydk/LyEtLN+ndiRFWXlefEu6ASbH1vbRj+d8bYrHk3gVv3Ixxqis\nkT52IYQQonBkjJEQ+ZB+ef0kZvpJzPSTmOkj8Sp+khgJIYQQQmSRrrRSSLrShBBCiMKRrjQhhBBC\niCdk8onR5MmTWbBggVbu2rUro0aN0srvvPMO8+bN07XPffv2adOE5BQXF0f9+vXzrHd3d+fIkSOM\nGjWK06dP6zrWkiVLWLNmzSPrhIeHa5PciuIh/fL6Scz0k5jpJzHTR+JV/Ez+5/pt27Zl48aNTJw4\nUZsE9tatW9rjYWFhzJ8/X9c+Q0JCsLKywsfHJ9d6R0dHGjRowP79+2nfvj0AP//8M7du3cLb2xtv\nb+9895dcAUFoAAAgAElEQVSRkYGZWf455ptvvvnY9nh5eeHl5aXrHETRs7N7/ISXouQpDBiQruTS\nztYWsu6fK4RJMfkrRoWZBNbT05Pw8HB8fX1p0aIF3bp14+rVqwAsXLgQJycn3NzcGDx4MOfPn2fJ\nkiXMmzcPDw8PDh48mOt4gwYNYv369Vp5/fr1DBo0CMi8f8Tx48cBqFatGu+++y7u7u6EhYWxfPly\nmjZtSsuWLRk1apQ2KW1gYCBz5szRtp8+fTotW7akadOm2rGNRiP+/v4AHDlyhNatW+Pp6UmbNm04\nc+ZMcYW2XCnMvT8SE0t+JnLTWnxNoA15Fyj5NpS2mJnikv0lRO7Lo4/Eq/iZ/BWjx00C6+rqCsD4\n8ePZvn07NWrUYMOGDXzwwQcsX76cf/7zn8TFxVGhQgVSUlKoXr06Y8aMwcrKiilTpuQ5Xr9+/fDw\n8GDRokWYmZmxceNGNm/eDOS+2eKdO3do1aoVs2fP5sqVKwwZMoSIiAiqVavGSy+9hLu7u7ZNzhs4\npqen8+OPP7Jr1y6CgoL4/vvvcx2/WbNmHDhwAHNzc/bs2cP777+vHV/oI4PUhSi/5PUvnpTJXzGC\nzCk9suc28/HxwcfHh9DQUG1Kj19++YWTJ0/SqVMnPDw8mDVrFpcvXwYy73A9ePBg1q5di7m5ubbP\ngl4wtWrVwtnZmT179hAZGYmFhQXNmzfPU8/c3Jw+ffoAmVd5fH19sbGxwcLCgn79+hW4/969ewPg\n6emZ76y/SUlJ9O3bFxcXF6ZMmcLJkyd1xUrkT/rl9ZOY6Scx009ipo/Eq/iZ/BUjyDsJbP369Zk9\nezbW1ta8/vrrKKVwcnIiNDQ0z7Y7d+5k//79bN++nVmzZhEdHf3Y42V3p9WqVYvBgwfnW6dSpUq5\nrgTlTIQe9S0lv8llc/q///s/OnbsyJYtWzh//nyBl00DAgJwdHQEwMbGBnd3d61u9gunvJezGY1G\nIiMjtccDAoysWgV/TN+QXd+02l/S5Wym0h6tnLnSdNoj5Scqg2/WNDCRWhlg+HAjAQF56xuNvgQF\nwcOv14LqZzOV8y2qcmRkpEm1xxTLkZGRJCUlAeR7AeKxVCkQGRmpGjZsqDp37qyt8/T0VLVr11bx\n8fHq/v376rnnnlNhYWFKKaVSU1PVyZMnVUZGhoqNjdXW1a1bVyUlJak5c+aomTNnFni8pKQkVbNm\nTdWwYUNte6WU8vX1VeHh4UoppapVq6atv3TpknJ0dFSJiYnqwYMHqn379mr8+PFKKaVmzpypZs+e\nnWf769evK0dHR6WUUiEhIapHjx5KKaV69eqlvvrqK23b7Do5lZKnrcTpjZOEtZSQJ6pMKO6nUd4n\nRTa9fwuloistexLYVq1aaetcXV2xsbHBzs4OS0tLNm/ezLRp03B3d8fDw4OwsDDS09MZOnQorq6u\neHp6MnHiRKytrfH392fLli14eHhw6NChPMeztramdevW1K5dW7sq87Cc443q1avH+++/j7e3N23b\ntqVhw4ZYW1tr9QqaCDbn+pyT2M6YMQNPT0/S09NlElkhhBDiKZI7XxeR27dvU7VqVdLS0ujduzcj\nR47kL3/5S7EcSwYV6mfM0fVSEMlBH2bEFGeLN+2f6xsxxZiZouyf6xfmtSn+IPHST+9nZqkYY1Qa\nBAYGsmfPHu7du0fXrl2LLSkSxUdyzdyMRjDN919lummR0VRjJoQoLLliVArJFSMhhBCicGSuNCGE\nEEKIJySJkSgXHv4Jr3g8iZl+EjP9JGb6SLyKnyRGQgghhBBZZIxRKSRjjIQQQojCKXdjjCZPnsyC\nBQu0cteuXRk1apRWfuedd5g3b16h95dz0teHtWnT5onbuW/fPm0yXCGEEEKYplKfGLVt21abCiQj\nI4P4+HhOnTqlPZ49n1phPeqGivndDLKwQkJC8p2yRBQvO7vM+xMZDMasf2Up/GIaMcNgKPE2lLaY\nla5Ff8zs7Er6naXkyBij4lfqEyMfHx/tSszJkydxdnbGysqKpKQk7t+/z+nTp/nuu+/w9vbGxcWF\nN998U9t24cKFODk54ebmlmtOtFOnTuHn50fjxo35/PPPtfXVqlUD/rjBVr9+/WjWrBlDhgzR6nz7\n7bc0a9aMFi1aMGHCBPz9/Tl//jxLlixh3rx52t224+LieOmll3Bzc6NTp05cvHgRyJwDbeLEibRp\n04bGjRvz1VdfFWv8ypL8ktrExMz7E4WEZP4rS+EXU4kZlHwbSlvMStPyJDFLTCze9w1RvpWJMUaN\nGjVi37597Nq1C6UUly9fxsfHh+rVqzNjxgy2bduGjY0NAMOGDaN///706NGDevXqERcXR4UKFUhJ\nSaF69eoEBgby/fffYzQaSUlJoWnTply7dg1zc3OsrKy4efMmRqORnj17curUKerUqUObNm2YPXs2\nnp6eNGnShAMHDvDss88yePBgbt26xbZt2wgKCsLKyoopU6YA4O/vT//+/Rk6dCgrV65k27ZtbNmy\nhYCAAO7evcuGDRs4ffo0r776KmfPns11vjLGKH/5xcVgyHwjFaWYPIniIUX5JyHvp2VfubzzdevW\nrQkNDSU0NJQpU6Zw+fJlQkNDsba2pk2bNuzdu5fPPvuMO3fukJCQgLOzMz169MDV1ZXBgwfTs2dP\nevbsCWQGsEePHlSoUIEaNWpQs2ZNrl27Rt26dXMd09vbW1vn7u5ObGwsVapUoVGjRjz77LMADBo0\niKVLl2rb5HxiDh8+zDfffAPAkCFDeO+997TjZ7elWbNmXLt2Ld9zDggIwNHREQAbGxvc3d1Nanbj\nkihD5hvmw7Nvm0r7pPyE5cyVptMeKZtE2WDILOd8vc+cCb6+eesHB8OqVfnXz65T0ucj5aIrR0ZG\nkpSUBEBcXBy6FcHEtSVu8eLFavz48crT01NlZGSohIQE9dJLL6levXqpbdu2qVq1aqlLly4ppZQK\nDAxUgYGBSiml0tPTVUhIiJoyZYpq1qyZSktLU4GBgWr27Nnavp2dndX58+eVUkpVq1ZNKaVUSEiI\n6tGjh1Zn3LhxKjg4WEVGRqoOHTpo67du3arVe3i/9vb26sGDB0oppVJTU5W9vb1SSqmAgAC1efNm\nrV72MXMqI09bkcsvLtmrQkJCnm5jygCTiVkp+ns3mZiVIk8Ss6L8kyht76fyN6af3ue41I8xgswr\nRjt27KBGjRoYDAZsbW1JSkri8OHDtG7dGoAaNWpw69YtNm3apF1Wu3DhAr6+vvzjH/8gOTmZW7du\nPfElVYPBQNOmTfn11185f/48ABs2bND6r7O74XK2ef369QCsXbuW9u3b/5kQCCGEEKIIlImuNGdn\nZ+Lj43MNgnZ1deXOnTvUqFGDUaNG4ezsTO3atWnZsiUA6enpDB06lOTkZJRSTJw4EWtrawwGQ4GD\n8XKuz69OpUqVWLx4Md26daNq1aq8+OKLWj1/f3/69u3L1q1bWbRoEZ9//jkjRozgs88+o2bNmqxc\nubLQxxH5e1RSm32ZVRSexEw/iZl+JR2zJ/0yXFJKOl7lQZkYfG1Kbt++TdWqVQF4++23adKkCRMn\nTizSY8hgwcKTvLL0UxgwIH/v4g+2tpCQUNKtEKVFubvBo6lZtmwZHh4eODk5kZKSkuv2AOLp++Mn\nwcYS/1lyaVtMJWYoVeJtKG0xK03Lk8SsPCdF2YONRfEpE11ppmTSpElMmjSppJshhBBCiCcgXWml\nkHSlCSGEEIUjXWlCCCGEEE9IEiNRLki/vH4SM/0kZvpJzPSReBU/SYwe8tJLL7F79+5c6+bPn0+j\nRo349NNPde3rypUr9OvX77H1XnnlFVJSUnTtWwghhBBFT8YYPWTZsmWEhYWxYsUKbZ2Pjw+fffYZ\nbdu2zVM/PT0dc3Pzp9nErHsblb+nTX6iK4QQQi8ZY/Qn9enTh507d5KWlgZkzrNy5coVzp07x/jx\n44HMecrGjBlDq1atmDZtGjExMbRq1QpXV1c+/PBDrKystG1dXFwACA4Opnfv3nTv3p0mTZowbdo0\n7ZiOjo4kZH3i9+rVixYtWuDs7MyyZcsKbGdJ/8S2JJainFFbiKL2NHs49B6roPrSKyNEXpIYPcTO\nzg5vb2++/fZbANavX8+AAQPy3IH6ypUrhIWFMXv2bCZOnMjkyZM5ceIE9evXL3DfUVFRbNy4kejo\naDZs2MDly5eB3He3XrFiBceOHePo0aMsXLhQS5hEwQpzd3Dpl9dPYqaP0fj0YlaWEiP5O9NH4lX8\nJDHKx6BBg7R5zDZs2MCgQYNyPW4wGOjXr5/2gXz48GFtLNHDdXPq2LEjVlZWVKxYkebNm2tzquW0\nYMEC3N3d8fHx4dKlS5w9e7aoTksIIYQQjyE3eMzHq6++yuTJk4mIiODOnTt4eHgQFRWVq06VKlV0\n77dixYra/83NzbXuumxGo5G9e/dy+PBhKlWqhJ+fH/fv3893XwEBATg6OgJgY2ODu7u7NodO9jeK\nslYG36wpPv4oZzMajYXYnkc+LmUp6y0bjRAcnFletcoX8CU42Ii7O0yaVLTHg8zjxcUZWbUqswxg\nY5N5vMLWv3HDyK1b4OjoS1BQ5uMAAQG++Po+/XhmrzOF57M0lLPXmUp7TLEcGRlJUlISkDmkRTcl\n8jVgwADl5uamAgMDlVJKrVy5Uo0bN04ppVRAQIDavHmzVveVV15RGzZsUEoptWTJElWtWjWllFKx\nsbHK2dk5z/ZKKdWjRw+1b98+pZRSjo6OKj4+Xm3dulX5+/srpZQ6ffq0qlSpklYnp/L6tBV02uU1\nHsK0zJxpuscqqP7TbLMQJUXvZ4R0pRVg0KBBREdHa11jBoOhwFnv58+fz9y5c3F3dycmJgZra+s8\n9R7ePj/dunUjLS2N5s2bM2PGDHx8fIrylMosVYhfG/zxLVoUlsRMP4mZfhIzfSRexU9+rl8E7t69\nS+XKlYHMwdobNmxgy5YtxXY8+bm+fjkvPYvCkZjpk/l59XRiZjSCnsMUVF/vfoqD/J3pI/HST+/P\n9SUxKgIHDx5k3LhxKKWwtbVlxYoVNGrUqNiOJ3OlCSGEEIUjiVE5IImREEIIUThyg0ch8iH98vpJ\nzPSTmOknMdNH4lX8JDESQgghhMgiXWmlkHSlCSGEEIUjXWlCCCGEEE9IEiNRLhR1v7ydHRgMZX0x\nmkAbin7BYJCYmdSiP2Z2dkX6ci5VZIxR8SvXidFLL73E7t27c62bP38+b731Vgm16I823L17t0Tb\nIB4tMREy78VddpeQkJJvQ3EsIDEzpeVJYpaYWLKvf1G2lesxRsuWLSMsLIwVK1Zo63x8fPjss89o\n27btI7fNyMjAzKx48sqGDRty7NgxatSoke/jMsbo0Z5GfAyGPz5kRSkjT16pJ0+h6SgNn0cyxkiH\nPn36sHPnTm0y17i4OK5cucKdO3do3bo1Xl5e9O/fn9u3bwPg6OjI9OnT8fLyYtOmTTg6OvL+++/j\n4eFBixYtOH78OF26dOG5555jyZIlACilmDp1Ki4uLri6urJx40bgj7uX9uvXj2bNmjFkyBAAFi5c\nyJUrV/Dz86Njx44lEBUhhBCi/CrXiZGdnR3e3t58++23QOZ0Hl26dGHWrFns2bOH8PBwvLy8mDt3\nLpCZddrb2xMeHs6AAQMwGAw8++yzRERE0L59ewICAtiyZQuHDx9m5syZAHz99ddERUVx4sQJ9uzZ\nw9SpU7l69SoAkZGRLFiwgFOnTvHrr78SGhrKhAkTqFu3Lkajkb179xbY9oCAAAIDAwkMDGT+/Pm5\n+p2NRmO5LgMEBOR+fP78+QAEBmaPaTDmGuPwcP3s/RVUH0znfIurnL3OVNpTZGUotv0/HDuTOF8T\nLz/J+xfkfj1mvz4DA/OvHxBQlurPN6n2/PGcFP75K+7y/Pnztc/HgIAAdPuTk9aWemvXrlWDBg1S\nSinl5uamgoKClL29vXJ3d1fu7u6qefPm6o033lBKKeXo6KguXLigbevo6KiuXLmilFJqxYoVavTo\n0dpjDRo0UElJSWry5Mlq5cqV2vqhQ4eqbdu2KaPRqDp37qytHzt2rFq7dq223/j4+ALbLE/bo+UX\nn5CQkCI+RpHuziQVdcxMRjE+eWU2ZsXoSWJWHl5/BTG1v7HS8Hmkt40W+lOpsuXVV19l8uTJRERE\ncPfuXTw9PencuTPr1q3Lt37VqlVzlStWrAiAmZkZlpaW2nozMzOti0491LdpyEqzs7cFMDc31+qL\noieTLuonMdNPYqafxEwfiVfxK9ddaQDVqlXDz8+PESNGMHjwYFq1asWhQ4eIiYkB4Pbt25w9e/ax\n+3k4+YHMBKhdu3Zs2LCBjIwMrl+/zv79+/H29n7kQDArKytSUlKe/KTKuUfFVgghRNEpi++35T4x\nAhg0aBDR0dEMGjQIe3t7goODGTRoEG5ubrRu3Zpffvkl3+2yr/xk///hMkCvXr1wdXXFzc2Njh07\n8tlnn1GzZs089XMaPXo03bp1k8HXRShnH3RRKfn7vxT3Yizh4xfPUrzPXdmMWfEu+mNma1vkL+dS\nozjey0Ru5frn+qVVafh5pKkxGo1yCVoniZl+EjP9JGb6SLz00/uZKYlRKSSJkRBCCFE4ch8jIYQQ\nQognJImRKBekX14/iZl+EjP9JGb6SLyKnyRGQgghhBBZZIxRKSRjjIQQQojC0fuZWe5v8Pik4uPj\n6dSpEwBXr17F3NwcBwcHDAYDR44cwcJCQvuk7Oxk9uw/Q2HAgCTOpsrWFhISSroVQoiCSFfaE6pR\nowYRERFEREQwZswYpkyZQkREBMePH5ek6E9KTMycObsol5AQY5Hv01QXkJiV1FKYmEnSn5uMmdFH\n4lX8JDEqIkopwsPD8fX1pUWLFnTr1o2rV6+SnJzMCy+8wJkzZ4DMm0kuX74cgLFjx/Liiy/i7OxM\nYGCgtq/p06fj5OSEm5sbU6dOLYnTeSoKusGlEOWZvC6EKFlyaaOIKKWYMGECW7duxd7eng0bNvDB\nBx+wfPlyFi1aREBAABMmTCA5OZmRI0cC8Mknn2Bra0t6ejqdOnUiOjqaunXr8s033/Dzzz8DFDg1\nSEBAAI6OjgDY2Njg7u6u3fQr+xuFqZch+07E2WXfrH+NGI3Fc7ySPN+nVs5caTrtKUdlX1/fx9bP\nnhk+5987wMyZvmR/PzKWo+evvJ2vxKv4y5GRkSQlJQEQFxeHXjL4uggEBQVhYWHBp59+SqNGjQBI\nT0+nbt26/O9//wMyp/n4+uuvOXHiBHXr1gXg3//+N8uWLSMtLY3ffvuNRYsW0adPH7y8vPDy8qJH\njx706NGDChUq5DpeWRl8XdB5GAx/dAmJJyABNGmPe3rKyutbCFMhN3gsIUopnJyctHFHJ06c0JKi\njIwMTp8+TdWqVUnIGnUZGxvLnDlz+OGHH4iKiuKVV17h7t27mJubc+TIEfr27cuOHTvo1q1bSZ5W\nmZH9rUIUnsRMP4mZfhIzfSRexU8SoyJSsWJFrl+/zuHDhwF48OABp06dAmDevHk4OTmxdu1aRowY\nQVpaGikpKVStWpXq1atz7do1du3ahcFg4Pbt2yQlJdG9e3fmzp1LVFRUSZ5WsZJvxULkJa8LIUqW\njDEqIubm5mzevFkbR5SWlsbkyZOxsLBg+fLlHD16lKpVq9K+fXtmzZrFzJkz8fDw4IUXXqB+/fq0\nbdsWgJs3b/KXv/yFe/fuoZRi3rx5JXxmJaPox5/6FvUOTZaiqOLnWxQ7KWd8H1ujPM8Mn5+cY2fE\n40m8ip+MMSqFZAyCEEIIUTgyxkiIfEi/vH4SM/0kZvpJzPSReBU/SYyEEEIIIbJIV1opJF1pQggh\nROFIV5oQQgghxBOSxEiUC9Ivr5/ETD+JmX4SM30kXsWvzP5cPz4+nk6dOgFw9epVzM3NcXBwwGAw\ncOTIkVI/0Wt5nE5JZo0XIn+2tpB171ghxJ9ULsYYBQUFYWVlxZQpU0q6KUWi3I4xkqkuhMiXvDSE\nKJiMMSqAUorw8HB8fX1p0aIF3bp14+rVq0DmDbOmT59Oy5Ytadq0KQcPHgQgODiY3r170717d5o0\nacK0adO0/e3evZvWrVvj5eVF//79uX37NgDTp0/HyckJNzc33nvvPQA2bdqEi4sL7u7udOjQAcic\nS23q1Kl4e3vj5ubG0qVLtX1/9tln2vrA7FklhRCimBjK4yVoIQpQrhKjCRMmsHnzZo4dO8aIESP4\n4IMPgMw3hfT0dH788Ufmz59PUFCQtl1UVBQbN24kOjqaDRs2cPnyZW7cuMGsWbPYu3cv4eHheHl5\nMXfuXBISEvjmm284efIkUVFRfPjhhwB8/PHH7N69m8jISLZv3w7A8uXLsbGx4ciRIxw5coRly5YR\nFxfH7t27OXfuHEeOHCEiIoLw8HAOHDjw9ANWxki/vH4SM/0kZvpJzPSReBW/0j3QRof79+/z008/\n0blzZyDzik32LPcAvXv3BsDT05O4uDhtfceOHbGysgKgefPmxMXFkZiYyKlTp2jdujUAqamptG7d\nGmtraypVqsTIkSPp0aMHPXr0AKBNmzYMHz6c/v37a8fZvXs30dHRbN68GYCUlBTOnj3L7t272b17\nNx4eHgDcvn2bc+fO0a5du1znExAQgKOjIwA2Nja4u7trt4rPfuGUuXLWuT/J9pGRkSXf/lJWzmYq\n7ZHyo8sGQ2YZjFn/+jJzJvj65q0fHAyrVj1cnxJpf2Rk5FM9XmkvS7weX46MjCQpKQkg1+d5YZWb\nMUbm5uZ8++23hIaG5nncz8+POXPm4OnpyY0bN3jxxReJjY0lODiY8PBwPv/8cwD8/f159913uXnz\nJuvWrWPdunV59pWamsrevXvZvHkzcXFx7N27F4AjR46wc+dOVq9eTXh4OKNHj+bNN9/UErVs7777\nLk2aNGH06NEFno+MMRJC5PRnXxrl9j1FlAsyxqgAFStW5Pr16xw+fBiABw8ecOrUKd37MRgMtGrV\nikOHDhETEwNkXtU5e/Yst2/fJikpie7duzN37lyioqIAiImJwdvbm6CgIBwcHLh48SJdu3Zl8eLF\npKWlAXDmzBnu3LlD165dWbFihTZm6fLly1y/fr0oQiCEEEKIxyg3XWnm5uZs3ryZCRMmkJycTFpa\nGpMnT6Z58+Z56mYPRDQYDPkOSrS3tyc4OJhBgwZx//59AGbNmoWVlRV/+ctfuHfvHkop5s2bB8B7\n773H2bNnUUrRqVMn3NzccHV1JS4uDk9PT5RS1KxZk2+++YbOnTtz+vRpfHx8ALCysuLLL7/EwcHh\noTYWaXhKhT83a7wRmS1eLyMSM72MlETMbG3/3PYlebXIaDRq3SDi8SRexa9cdKWVNXLZWz95M9FP\nYqafxEw/iZk+Ei/99H5mSmJUCkliJIQQQhSOjDESQgghhHhCkhiJciH7J52i8CRm+knM9JOY6SPx\nKn6SGAkhhBBCZJExRqWQjDESQgghCkfGGAkhhBBCPCGTT4xmzZqFs7Mzbm5ueHh4cOTIkSfaz759\n+wgLC9PKAQEBfPXVV4/dztzcHA8PD5ydnXF3d2fu3LmPzTyNRiP+/v6Fbtv8+fO5e/duoeuXN3Z2\nmfcvKuyCwZDPeqOufcgiMStLMbOzK+lXccFkzIw+Eq/iZ9I3eAwLC2Pnzp1ERERQoUIFEhIStBsq\n6hUSEoKVlZV248TCziZdpUoVIiIiALh+/TqDBw8mJSWlSGe9X7BgAUOHDqVy5cpFts+yJDFR53QH\nhrz1jUaQW3/oIzHTz1RjVsi3O/EUyFAI02fSV4yuXr2Kvb09FSpUAMDOzo46deoAsHfvXjw9PXF1\ndWXkyJGkpqYC4OjoSEJCAgDHjh3Dz8+P8+fPs2TJEubNm4enpycHDx4EYP/+/bRp04bGjRsX6uqR\ng4MDS5cuZdGiRUDm5HTt27fHy8sLLy+vXFeksh09ehRPT09iY2PzbfPChQu5cuUKfn5+dOzYEYCx\nY8fy4osv4uzsXKQJWHkmN0TTT2Kmn8RMP4mZPhKvp0CZsFu3bil3d3fVpEkT9dZbb6l9+/YppZS6\ne/euql+/vjp79qxSSqlhw4ap+fPnK6WUcnR0VPHx8UoppY4ePap8fX2VUkoFBgaqOXPmaPsePny4\n6t+/v1JKqVOnTqnnnnsu3zZUq1YtzzobGxv1+++/qzt37qh79+4ppZQ6c+aMatGihVJKqZCQENWj\nRw916NAh5eXlpS5evFjoNiulVEJCglJKqbS0NOXr66tOnDiR6/iAGj58uJo5c6aaOXOmmjdvngoJ\nCVEzZyqVea0kJGvJLA8fHqJCQkK07UNCQkpVfci/foFl0FdfylIu4+WHX0/Z5Zkz868/fLjUL776\n8v5U3OV58+Zpn4/Dhw9XelMdk06MlFIqPT1dGY1GNXPmTFW7dm0VHBysIiMjVfv27bU6e/fuVb17\n91ZKPToxmj17trZNQECAWrdunVa2srLK9/iPSoySkpLUkCFDlIuLi3J3d1dVq1ZVSmU+MY0bN1bO\nzs7qt99+U0qpQrdZKaW++OIL5enpqVxdXZWDg4Nav359ruObeD5b5HSfbj4b5HzhiMKRmOlnqjEz\n5bcMU41Zcfmz79/lLV5FQW/MTXqMEYCZmRkdOnSgQ4cOuLi4sGrVKjw8PHLVUUppY4YsLCzIyMgA\n4N69e4/ct6WlZa59FMavv/6Kubk5Dg4OBAYGUqdOHdasWUN6ejqVKlXS6tWpU4f79+9z/PhxXn75\n5TxjmnK2OafY2FjmzJnDsWPHsLa2ZsSIEY89DyGEEEIUDZMeY3TmzBnOnj2rlSMiInB0dKRp06bE\nxcURExMDwJo1a+jQoQOQOcbo2LFjALnGDVlZWXHz5s0/1Z7r168zZswYxo8fD0BKSgq1a9cGYPXq\n1aSnp2t1bWxs2LFjBzNmzGDfvn00adKkwDZbWVmRkpKi7bNq1apUr16da9eusWvXrkIPFBcFk355\n/aQ0i0oAACAASURBVCRm+knM9CtvMSvsl/CClLd4lQSTvmJ069Ytxo8fT1JSEhYWFjz//PMsXbqU\nihUrsnLlSvr160daWhre3t6MGTMGgJkzZzJy5EiqV6+Or6+vllT4+/vTt29ftm3bxsKFC4Hcv0wr\nKPm4e/cuHh4ePHjwAAsLC4YNG8bkyZMBeOutt+jTpw+rV6+mW7duVKtWLdf+atasyY4dO+jevTsr\nV64ssM2jR4+mW7du1KtXj7179+Lh4cELL7xA/fr1adu2bdEHthTSkxsqnfWFKOtsbUu6BUKUHnLn\n61JIfu6pn9FolG9aOknM9JOY6Scx00fipZ/c+VoIIYQQ4gnJFaNSSK4YCSGEEIUjV4yEEEIIIZ6Q\nJEaiXJD5hfSTmOknMdNPYqaPxKv4SWIkhBBCCJHFZMYYzZo1i//+97+Ym5tjZmbGkiVL8Pb21r2f\nffv2YWlpqU0WGxAQgL+/P3369HnkdlevXmXSpEkcO3YMGxsbatWqxfz583n++eef6HyyxcXF4e/v\nT3R0NMeOHWPNmjUsWLDgT+2zvI4xsrPLnFBWFB2FAQPl72+pNLK1haxpIIUQOuj9zDSJ+xiFhYWx\nc+dOIiIiqFChAgkJCdy/f/+J9hUSEoKVlZWWGBXm5ohKKXr16sWIESNYv349ACdOnODatWuFSoyy\nA/64Y7Vo0YIWLVo8dn8if4mJWTMNiaJjkJiWFnJvLiGeDpPoSrt69Sr29vZUqFABADs7O+rUqQOQ\n74z0kHmH64Ssr0/Hjh3Dz8+P8+fPs2TJEubNm4enpycHDx4EYP/+/bRp04bGjRvnuht2tpCQECwt\nLRk9erS2ztXVlbZt23L79m06deqEl5cXrq6ubNu2Dci8EtS0aVOGDx+Oi4sLFy9eZOrUqbi4uODq\n6srGjRvzHMdoNOLv7w9AYGAgr7/+On5+fjRu3JjPP/9cq9erVy9atGiBs7Mzy5Yt+9PxLS2K8w7f\n0i+vn8RMv9IQM1O7k35piJkpkXgVP5NIjLp06cLFixdp2rQpb7/9Nvv37wcy5zobMWIEGzdu5MSJ\nE6SlpfHFF18A+b+4n332WcaMGcOUKVM4fvw4bdu2RSnF1atXOXToEDt27GD69Ol5tvvpp5/w8vLK\nt22VKlViy5YthIeH88MPP/DOO+9oj507d463336bn376iaNHjxIVFcWJEyfYs2cPU6dO5dq1a488\n7zNnzrB7926OHDlCUFCQNqXIihUrOHbsGEePHmXh/7N373FR1fnjx18DSl4LcGVLdwuX0i8KwyCK\nmoh4K78p5S39lpsO5fpV87pql18Xhty+m98wFNsuuqZmlJUtXupbD1dlNDUjiRGkTC0xW7bCC6F4\nCeTz+wPnyAjoHGSYGeb9fDzOQz/nfM45n/M+cw6fOZ/PnE96ulYBFEIIIYRreURTWuvWrcnJyeHT\nTz8lKyuLcePG8cILL2AymejUqRO33347ABMnTuRvf/sbs2bNuur2qrclGgwGRowYAUB4eHitlZWr\nfYOqrKzkySef5NNPP8XPz4+ioiJ+/vlnoKoiZu8HtWvXLh588EFtKJD+/fuTnZ1NZGRkrds1GAwM\nGzaM5s2b065dO0JCQvjpp5/o0KEDS5YsYf369QD88MMPHDp0iF69ejmsbzabCQ0NBarGZTOZTNrb\nUO3fKLwtffnYrKxeDZBwaY59ecNs31OOV9JNL52QkODC6yPhUnPa5TTAxIlWzOaa+a3WBFJSaua3\n5/GEeHlieTw9bZ/nKeXxxLTNZqOkpASoat3RTXmgdevWqcTERLVv3z4VHx+vzd+yZYsaPXq0Ukqp\n22+/XRUXFyullPr0009VQkKCUkopi8WiUlNTtXXMZrNat26dlm7Tpk2N/W3dutVhP9WtXLlSjRs3\nTlVUVCillAoNDVVHjx5VR44cUREREVq+OXPmqDfeeENLP/TQQ2rTpk0O+bKystTw4cNrLWdERIQ6\nevSoysrKUnFxcercuXNKKaUSEhLU9u3bHcrkoaftul3ruJroYbuXBNVrNNSpaqr3DyHqovcz7xFN\naQcPHuTQoUNaOjc3l9DQULp06VLniPShoaHs3bsXwKHfUNu2bTl9+rSu/Q8cOJALFy449OfJy8tj\n586dlJaWEhISgr+/P1lZWRw9erTWbfTr1493332XyspKiouL2bFjx1V/Vadq6fGqlKK0tJSgoCBa\ntGjBgQMH2LNnj65j8Wa1xaShXP7WLZwlMdPPG2LmyuusPrwhZp5E4uV6HtGUdubMGWbMmEFJSQnN\nmjXjjjvuYNmyZdxwww11jkifnJzMI488wo033khCQoLWHJaYmMiYMWPYuHEj6enpgGNTWV3NZpmZ\nmcyePZuFCxfSokULOnXqxOLFixk/fjyJiYkYjUZ69OhBeHh4rdsaOXIkn332GVFRURgMBl588UVC\nQkIoLCysdf8Gg6FGWQwGA0OHDuW1116ja9eudOnSRft1najiYf1GvZ5CYuotgoLcXQIhfIPHvMdI\nOM9X32MkhBBC6CVjpQkhhBBC1JNUjIRPkHZ5/SRm+knM9JOY6SPxcj2pGAkhhBBCXCJ9jLyQ9DES\nQgghnCN9jIQQQggh6skjfq4vhKtVf1NsYwgOrhr01rtZqf62ZF+hMGCgvk9krfhizK6PFYmZHlbq\nG6+gIJARpq7Na54Y+fv7Ex0djdFoZNSoUZw5cwao+oNnH5i1PvSuX1hYWOcwH3Zt2rSpd3n07kt4\nplOnqkat9+YpK8v9ZXDHBBKzxpwkZo0XL+//stY4vKZi1KpVK3Jzc8nLy+PGG2/k9ddfd3eR6uRp\no1cLdD0tkvNXpTGfsDUVEjP9JGb6+FK83HUv9pqKUXV9+vTRhgmBqjdn33///YSHh/PHP/5Rm791\n61a6d++O0WjkkUce4ddffwXgk08+ITw8nJiYGDIzM7X8ZWVlPPzww/Tq1Yvu3buzcePGq5ajoKCA\nXr16ER0dTVRUlEOZ7OUaPHgwMTExGI1GbXuFhYWEh4czefJkIiIiuPvuuzl//jwAOTk5REVFYTKZ\neOWVV64vUEIIIYTQxesqRhcvXmTz5s1ERERo83Jzc1myZAlfffUV3333Hbt37+b8+fMkJSXx3nvv\nkZeXR0VFBa+++irnz59n8uTJfPjhh+Tk5PDjjz9qtdLnn3+eQYMG8fnnn7Nt2zbmz5/P2bNn6yzL\na6+9xqxZs8jNzSUnJ4eOHTs6LG/ZsiWZmZnk5OSwbds25s6dqy07fPgw06dPZ//+/QQGBmrjvSUl\nJfG3v/0Nm8121TiYzWYsFgsWi4XFixc7vNvCarVK+or04sWLnc4PYDBYMRi4NFkxm2vPb7HY8zrm\nvzyiuWccf33S9nmeUp5GS0O9178ydh5xPB6elvtX48artvuV3vubu/I7m168eLH299FsNqNbAw5g\n61L+/v7KZDKp9u3bq549e6qLFy8qpapGrB8yZIiWb+rUqeqtt95SNptNxcfHa/O3bt2qRo0aVWP+\nxo0btRHvY2JiVEREhDKZTMpkMqnbbrtNHThwwKEcR44cUREREUoppd5++23VrVs3tXDhQnXo0CEt\nT5s2bZRSSv3666/q0UcfVUajUZlMJtWqVSv1008/qSNHjqg77rhDy79w4UL1l7/8RZWUlKhbb71V\nm5+Xl6ftqzovOm0eIysry+m8DRHfpnCK9MSsSbmOk+ezMbsOEjN9ride3nZfaqi/dXq34zVPjFq2\nbElubi5Hjx6lRYsWbNiwQVt2ww03aP/39/enoqKiRttkVWxqunL+P/7xD3Jzc8nNzaWwsJAuXbrU\nWaYHHniATZs20bJlS+655x6ysrIclmdkZHD8+HG+/PJLcnNzCQkJ0ZrMaivztcom6s+X2uUbisRM\nP4mZfhIzfSReruc1FSO7li1bkp6ezlNPPVVnxcFgMNClSxcKCwu1fj9r1qwhISGB//iP/6CwsJDv\nvvsOgHfeeUdb7+677yY9PV1L5+bmXrUs3333HZ06dWLGjBncd9995OfnOywvLS0lJCQEf39/srKy\nOHr06FW3d9NNNxEYGMiuXbuAqoqVaHxSIRVCCPdz173YaypG1Z8AmUwmbr/9dt59910MBkOtPddv\nuOEGVq5cyf3334/RaKRZs2ZMmTKFG264gWXLljFs2DBiYmL47W9/q63/zDPPUF5ejtFoJCIiguTk\n5KuW5b333iMiIoLo6GgKCgqYMGGCw/Lx48ezd+9ejEYja9asITw8vNbjqZ5euXIljz76KNHR0bXm\nE/VTvQ26sVxuM/fWyerm/btnur5z55sxu75JYtZY8QoKavTboFeSIUG8kAwJop/V2rgveGwKJGb6\nScz0k5jpI/HST+/fTKkYeSGpGAkhhBDOkbHShBBCCCHqSSpGwie4o4+Rt5OY6Scx009ipo/Ey/Wk\nYiSEEEIIcYlX9DHy9/fHaDRSUVFBeHg4q1evpmXLlm4py6pVq8jJyWHp0qUNts2ioiJmzZrF+++/\n71R+6WMkhBBCOKdJ9jGyDyCbn59PQEAAr732mtvK4oqfz3fo0MHpSpFwreBgd/8UV6bGnjAY3F4G\nmdw7BQe7+84jPIlXVIyqi4uL4/Dhw5w9e7bWAV9XrVrFqFGj+M///E86d+7M448/rq3bpk0bnn76\naUwmE3369OHnn38G4P333ycyMhKTyaT9DLJ///7s27fPYb95eXlaurS0lNDQUC1dVlbGrbfeSkVF\nBcuXLyc2NhaTycSYMWM4d+4cUDW+2axZs+jbty9hYWHa+GiFhYVERkZq/4+PjycmJoaYmBg+++yz\nhg+iD3K2Xf7UKah6cb5MWVlWt5ehMSaQmLlz8oSYnTrluntPQ5M+Rq7nVRWjiooKPvnkE4xGI3/5\ny1/qHPB13759vPfee+Tn5/Puu+/yr3/9C4CzZ8/Sp08fbDYb8fHxLF++HIAFCxawefNmbDabVsF6\n5JFHWLVqFQAHDx7kwoULGI1G7I/jbrzxRkwmk/Yh/fDDDxk6dCjNmjVj9OjRZGdnY7PZCA8PZ8WK\nFdox/Pjjj+zatYsPP/yQJ554osYx/va3v+Wf//wnOTk5rF27lpkzZ7oklr5OXpwphLhech9pmpq5\nuwDOOHfunPYm6Pj4eB5++GH69OnDpk2bSE1NBeDChQt8//33GAwGBg0aRNu2bQHo2rUrR48epWPH\njgQEBDBs2DAAYmJi+Oc//wlA3759mThxImPHjmXUqFEAjBkzhgULFvDiiy/yxhtvkJSUVKNc48aN\n49133yUhIYG1a9cyffp0APLz83n66af55ZdfOHPmDEOHDgWqLqIRI0YAEB4ezk8//VRjm7/++ivT\np09n3759+Pv7c/DgwVpjYjabtSdWgYGBDk+77JU1STum7ezpy/c0+3LPKq+kGyldNbNBtpeQkOD+\n4/GytH2eu8tjMNjLY730bwLJyZCQUDP/qlWwerV7ymuf5+54eXLaZrNRUlICVLXC6NYQI9e6mn20\n+upiYmLUwYMHa8xftWqVmj59upYePny42r59e43tvP/++8psNmvpzz//XD377LMqNDRUnTx5Uiml\n1NSpU9X777+v/vCHP6iSkpIa2z99+rSW/9Zbb1WVlZVKKaVCQ0NVXl6elt++H7PZrNatW1fjuI4c\nOaIiIiKUUkolJyer+fPnK6WUqqioUM2aNatxjF5y2jxaXTGU0PogOek+r74fAbkXewe958mrmtKq\nq2vAV3WpqUuPb7/9ltjYWFJSUmjfvj3Hjh0DYNKkScycOZPY2FhuuummGttv06YNPXv2ZObMmSQm\nJmqPVc+cOcPNN99MeXk5b731lq7HraWlpdx8880AvPnmm1y8eFH38Yia7N8qhPMkZvpJzPSTmOkj\n8XI9r6gY1VaxqGvA17oGlb1yO9XzPfbYYxiNRiIjI+nbty9GoxGA7t27c9NNNzk0o125/XHjxvH2\n228zbtw4bd6CBQvo1asXcXFxDgPH1laGK/8/bdo0Vq9ejclk4ptvvqFNmzbXiI6oj/pUoIUQojq5\njzRNXvEeI3cpKipiwIABfPPNN+4uigN5j5HrSF9K36MwYECuJ18WFAQnT7q7FMJV9P7N9IrO1+7w\n5ptv8vTTT5OWlubuoohGJPVNX6SkWiSE0HhFU5o7TJgwge+//57Ro0e7uyiiAUi7vH4SM/0kZvpJ\nzPSReLmeVIyEEEIIIS6RPkZeSPoYCSGEEM5pkmOlCSGEEEI0BqkYXcUPP/zAfffdR+fOnbn99tuZ\nPXs25eXl7i6WqAdpl9dPYqafxEw/iZk+Ei/Xk4pRHZRSjBo1ilGjRnHw4EEOHjzImTNneOqppxzy\nVVRUuKmEQq/gYPeP4u1N04ABrt0+hqY3qr2rY+aNk4xcL7yN9DGqw9atW3nuuefYvn27Nu/06dN0\n6tSJBQsW8PHHH1NWVkZlZSUfffQR06dPp6CggPLyciwWC/feey9nz57FbDZTUFBAly5dKCoq4m9/\n+xsxMTG88847/PWvf0UpxbBhw3jhhReAqrdpz549mw8//JCWLVuyYcMGQkJCHMomfYzqx2CQn+N7\nFDkhPkFOs3A36WPUQAoKCoiJiXGY17ZtW2699VYqKirIzc3lgw8+ICsri7/85S8MGjSIzz//nG3b\ntjF//nzOnj3LK6+8Qrt27SgoKGDBggXk5ORgMBgoKiriiSeeICsrC5vNxhdffMGGDRsAOHv2LH36\n9MFmsxEfH8/y5cvdcfheQUa2FkK4mtxnfI9UjOpwrYthyJAhBAYGArB582ZeeOEFoqOjGTBgABcu\nXOD7779n165d/Nd//RcA3bp1w2g0opTiiy++ICEhgXbt2uHv78/48ePZsWMHAAEBAQwbNgyAmJiY\n+o0MLGqQdnn9JGb6Scz0k5jpI/FyPXnzdR26du3KunXrHOaVlpby/fff06xZM1q3bu2w7B//+Ad3\n3HFHje3U9vjuykqXUkqb17x5c22+n59fnX2YzGYzoaGhAAQGBmIymUhISAAuXzhNPW135XKz2crq\n1QAJ9hyATUt7Svk9PW3nsv25evuS9og0WKm6vV1OAyQnJ2CxgM1mc8hf+/V7Ob9z13vD5bcfk6fE\n88p4ubs8npi22WyUlJQA1OvhgvQxuoqePXsyc+ZMHnroIS5evMiUKVMIDAwkIiKCvXv3snTpUgCe\neuopSktLtXRubi7R0dGkpqby3Xff8corr/DVV19hMpnYs2cPHTp0oHfv3uTk5BAYGMjQoUOZOXMm\niYmJtG3bltOnTwOwbt06PvroI1auXOlQLuljVEVvHKSvg4eRE+ITvP00y/3W+0kfowaUmZnJ+++/\nT+fOnenSpQutWrXi+eefBxyf+jzzzDOUl5djNBqJiIggOTkZgGnTplFcXEy3bt145pln6NatGzfd\ndBM333wzL7zwAgMGDMBkMtGjRw8SExNrbNdgMEj7thBCCNGI5ImRC1VWVlJeXs4NN9zAt99+y5Ah\nQzh48CDNml1fC6Z8g9HParUyYECCu4vhZaxcbm5oeE1zVHsrroyZN7rWyPXVm6nEtUm89NP7N1P6\nGLlQWVkZAwcOpLy8HKUUr7766nVXikT9SV1SH6sVXHv/bXqj2rs+ZkIIV5MnRl5InhgJIYQQzpE+\nRkIIIYQQ9SQVI+ET7D/pFM6TmOknMdNPYqaPxMv1pGIkhBBCCHGJ9DHyQtLHSAghhHCO9DESQggh\nhKgnn6gY/fDDD9x333107tyZ22+/ndmzZ1NeXs6qVauYMWNGjfwWi4VFixZddZtms5kPPvjAVUUW\nVxEcXPU2XX2TtR7r+PpUe8wwGDygbJ461R6zxpqCg919deonfWb0kXi5XpOvGCmlGDVqFKNGjeLg\nwYMcPHiQM2fO8NRTT1HXW6Wdedu0vJG6cdQW51Onqt5JpGfKytK/jq9PdcUM3F82T53c/Tk7dco1\n15wQvqTJV4y2bdtGy5YtmThxIlA1MGtaWhpvvPEGZ8+e1fJ99NFH3HnnnZw4ccJh/eXLlxMbG4vJ\nZGLMmDGcO3dOW7Zjxw769u1LWFiY9vRIKcX8+fOJjIzEaDTy3nvvAVW1/P79+zNixAjCwsJ44okn\nWLNmDbGxsRiNRr777jsANm3aRO/evenevTtDhgzh559/dml8fIW8KVY/iZl+EjP9JGb6SLxcr8m/\nhrmgoICYmBiHeW3btuXWW2/VRq7PzMwkLS2Njz/+mJtuuskh7+jRo/nTn/4EVI2JtmLFCqZPn45S\nih9//JFdu3bx9ddfc++99zJ69Gj+8Y9/sG/fPvLy8iguLqZnz57Ex8cDkJeXx4EDBwgKCqJTp078\n6U9/Ijs7m/T0dJYuXUpaWhr9+vVjz549APz973/nf//3f0lNTa1xXGazmdDQUAACAwMxmUweNbpx\nQ6YNBuulo0649K/10huGPaN8Ppeumuk55ZG0Q7q262XiRFi1qmZ+iwVSUq7M71mjyUta0nrTNpuN\nkpISAAoLC9FNNXHp6elqzpw5NeZHR0er9PR01bVrV9W7d291+vRpbZnFYlGpqalKKaWsVquKi4tT\nkZGRqlOnTmrq1KlKKaXMZrN6++23tXXatm2rlFJq9uzZauXKldr8hx56SG3cuFFZrVY1ZMgQbX58\nfLzavXu3UkqprVu3qhEjRiillMrLy1NDhgxRkZGRqkuXLmro0KE1yu4Dp01T27HW5/CzsrKuvzA+\nps6Y+dDnTy93f84a4tQ09v3F3THzNhIv/fR+ppt8U1rXrl3JyclxmFdaWsr3339Ps2bNCAsL48yZ\nM3zzzTcOeezt7GazmVdeeYW8vDySk5MdmtICAgK0/6tLnS9q+1mgfVs33HCDNs/Pz09L+/n5aU+v\nZsyYwcyZM8nLy+P111/n/Pnz13X8QgghhHBek68YDRo0iLNnz7JmzRoALl68yNy5c0lKSqJVq1bc\ndtttrFu3jgkTJvDVV19p69krN2fOnOHmm2+mvLyct95665odE/v168e7775LZWUlxcXF7Nixg9jY\n2BqVpbqUlpbSoUMHAFatWlWPI25anI3btdgfswrnScz0awoxa6hrzllNIWaNSeLlek2+YgRVfYje\nf/99OnfuTJcuXWjVqhXPP/88UPU0p0uXLmRkZHD//fdrnaDtFaAFCxbQq1cv4uLiCA8Pd9hu9UqS\n/f8jR47EaDQSFRXFoEGDePHFFwkJCcFgMFz1V3D2ZRaLhfvvv58ePXrQvn17+YVIHdz/s2zfnST+\nnjsFBbn3uhSiKZA3X3shefO1ftU7kwrnSMz0k5jpJzHTR+Kln7z5WgghhBCinuSJkReSJ0ZCCCGE\nc+SJkRBCCCFEPUnFSPgE+0vAhPMkZvpJzPSTmOkj8XI9qRgJIYQQQlwifYwa2A8//MCjjz7K119/\nTWVlJcOHD+fFF18kIyODnJwcli5dWmOdYcOG8c4773DjjTc6tQ/pY6RPcHDDDK4pXENhwIB8nn1B\nUBCcPOnuUghfo/dvplSMGpBSil69evHoo48yceJEKisrmTx5MsHBwXTr1o29e/fWWjHSSypG+hgM\nl0eFFx5ITpDPkFMt3EE6X7vRtm3baNmyJRMnTgSqhvpIS0vjjTfe4OzZsxQVFfGf//mfdO7cmccf\nf1xbLzQ0lJOXvka99NJLREZGEhkZyZIlS9xyHN7E2RdgSru8fhIz/SRm+jVUzHzlZbjyGXO9Zu4u\nQFNSUFBATEyMw7y2bdty6623UlFRgc1mw2azERAQQJcuXZg5cyYdO3bULuicnBxWrVpFdnY2lZWV\n9OrVi/79+2MymdxxOEIIIYTPkYpRA7rWN5ZBgwbRtm1boGpw26NHj9KxY0egqhlu586djBo1ipYt\nWwIwatQoPv3001orRmazmdDQUAACAwMxmUza21Dt3yh8LW21JpCSAlCVhoRL/9rTeFR5JX0pXTXT\nc8pzHemEhASPKo8npg2GqvTl6xMmTrSyalXN/BYLpKRcmd/KxInUyG/n7uNzddo+z1PK44lpm81G\nSUkJAIWFheglfYwa0NatW3nuuefYvn27Nq+0tJQ//OEPLFiwgK+++krrY5SYmMj8+fOJj4+nU6dO\n7N27l4yMDE6cOEFK1V93nnnmGX77298yffp0h/1IH6PLnImF9GvwcHKCfIYrT7XcF0VdpI+RGw0a\nNIizZ8+yZs0aAC5evMjcuXNJSkqiVatWV13XYDDQr18/1q9fz7lz5ygrK2P9+vX069evMYrutZz9\nsF/5rVJcm8RMP4mZfg0VM1+pFMlnzPWkKa2BZWZmMm3aNBYsWEBlZSXDhg3j+eef55133rlmU1t0\ndDRms5nY2FgA/vSnPxEVFdUYxW7yBgxwdwlEXRRVTxJE0xcU5O4SCHFt0pTmheSRsRBCCOEcaUoT\nQgghhKgnqRgJnyDt8vpJzPSTmOknMdNH4uV6UjESQgghhLhE+hh5IeljJIQQQjhH+hgJIYQQQtST\nVIyE1woOrvqZt3OTVUfe2icMhuvehndN1x8z35t8N2bBwfW7jqXPjD4SL9fzioqRn58f8+bN09Kp\nqana26GdtX37dj777DMtbTab+eCDD665nr+/P9HR0URERGAymXjppZeu+UjOarWSmJjodNkWL17M\nuXPnnM4vqpw6VfUWXWemrCzn89Y1wfVvw5umhoiZr02+HLNTp9x7PxCioXhFxSggIIDMzExOnDgB\ngN5RlCsqKsjKymL37t3aPGe30apVK3Jzc9m/fz///Oc/+fjjj3VXyq5lyZIlnD17tkG3KRxVH2dI\nOEdipp/ETD9Pi5nevy+NzdPi1RR5RcWoefPmTJ48mbS0tBrLCgsLGThwIFFRUQwePJhjx44BVU+E\npkyZQu/evRk3bhyvv/46aWlpdO/enZ07dwKwY8cO+vbtS1hYmFNPj9q3b8+yZct4+eWXtX3Hx8cT\nExNDTEyMwxMpuy+++ILu3btz5MgRtm7dSvfu3TEajTzyyCP8+uuvpKenU1RUxIABAxg0aBAAlvRq\nlQAAIABJREFUU6dOpWfPnkRERGCxWOobNiGEEELopbxAmzZtVGlpqQoNDVW//PKLSk1NVRaLRSml\n1PDhw9Wbb76plFLqjTfeUCNGjFBKKTVx4kSVmJioKisrlVJKWSwWtWjRIm2bEydOVGPHjlVKKfXV\nV1+p22+/vc59XykwMFD9/PPP6uzZs+r8+fNKKaUOHjyoevTooZRSKisrSw0fPlzt2rVLxcTEqGPH\njqlz586p3//+9+rQoUNKKaUmTJigFi9erJRSKjQ0VJ04cULb/smTJ5VSSlVUVKiEhASVl5fnsH9A\nwUQFyZemNAVZKjlZafvPysqqdqxZCrKqP/BvEvntn94r89eWTktLu+pyp9KXdljv9b0sbZ/nKeXx\nhvSVsXN3eRozXdv1CVXXb235k5Pt+dN05te7fb358Yh41pVOS0vzqPJ4YjotLU0lJyer5ORkNXHi\nRKW3quM1FSOllHr22WfVggULHCpGv/nNb1RFRYVSSqlff/1V/eY3v1FKKWU2m7UKk1JVFaPU1FQt\nbTab1dtvv62l27Zte9V9V2evGJWUlKg//vGPKjIyUplMJtW6dWulVNWJCQsLUxEREerf//63Ukop\nm82m4uPjtW1s3bpVjRo1SilVs2L06quvqu7duyuj0ajat2+v1q5d67B/L6nPupyeMFS/cBplh01A\ng8TMx/hyzOp7eXhazDz9/upp8fIGes+pVzSl2c2ePZsVK1ZQVlbmML/quGu61oj2AQEB19zGlb77\n7jv8/f1p3749aWlp3HLLLeTl5bF3714uXLig5bvlllto2bIlX375JVCz3VopVWtb9pEjR1i0aBHb\ntm1j3759DBs2jPPnzztVNlE3aZfXT2Kmn8RMP4mZPhIv1/OqilFQUBBjx45lxYoVWqXizjvvZO3a\ntQBkZGQQHx9f67pt27bl9OnT17X/4uJipkyZwowZMwAoLS3l5ptvBuDNN9/k4sWLWt7AwEA+/PBD\nnnzySbZv307nzp0pLCzk22+/BWDNmjX0799fK1tpaam2zdatW3PjjTfy008/8fHHH3t8Z0AhhGgq\nnP2SLJour6gYVa8YzJ07l+PHj2vppUuXsnLlSqKiosjIyGDJkiW1rpeYmEhmZqZD5+vqy+uqfJw7\nd077uf6QIUMYOnQozz77LADTpk1j9erVmEwmvvnmG9q0aeOwvZCQED788EMeffRR8vPzWblyJfff\nfz9Go5FmzZoxZcoUACZPnszQoUMZNGgQUVFRREdH8x//8R+MHz+euLi46wldk9eY75fRt7+mMF1/\nzHxv8t2YBQXV7xqW9/LoI/FyPRkSxAvJkCD6Wa1WeQStk8RMP4mZfhIzfSRe+un9mykVIy8kFSMh\nhBDCOTJWmhBCCCFEPUnFSPgEaZfXT2Kmn8RMP4mZPhIv15OKkRBCCCHEJdLHyAtJHyMhhBDCOV7d\nx8jPz4958+Zp6dTUVN0Dtm7fvt1hzDKz2ezUOGg//vgj//Vf/8Xtt99Ojx49GDZsGIcOHdK179oU\nFhYSGRkJwN69e5k1a9Z1b1NUCQ6u+ZNhDAa3/2xZJpm8dQoOdvdVLYT7eVTFKCAggMzMTE6cOAGA\n3hcbVlRUkJWVxe7du7V5zmxDKcXIkSMZOHAghw8fZu/evfz1r3/lp59+cmq/qmpolWvm69Gjh8N7\nlsT1OXXq8uhM2ihH1JynFGRlWWudL1Pdk8TM92J26lTjX8fSZ0YfiZfreVTFqHnz5kyePJm0tLQa\nywoLCxk4cCBRUVEMHjyYY8eOAVVPhKZMmULv3r0ZN24cr7/+OmlpaQ4vctyxYwd9+/YlLCys1qdH\nWVlZBAQEMHnyZG2e0WgkLi6OsrIyBg8eTExMDEajkY0bN2rl6dKlCxMnTiQyMpJjx44xf/58IiMj\nMRqNvPfeezX2Y7VaSUxMBMBisfDwww8zYMAAwsLCWLp0qZZv5MiR9OjRg4iICJYvX34dERVCCM8g\nb/AX3sKjKkZQ9TbpjIwMbYgMuxkzZpCUlMS+ffsYP348M2fO1JYVFRXx2Wef8cEHHzBlyhT+/Oc/\n8+WXXxIXF4dSih9//JFdu3bx4Ycf8sQTT9TY5/79+4mJiam1PC1atCAzM5OcnBy2bdvG3LlztWWH\nDx/m0UcfZf/+/XzxxRfs27ePvLw8tmzZwvz586/5xOngwYNs3ryZ7OxsUlJStCFF3njjDfbu3csX\nX3xBeno6J0+erLGuwWDGYLBcmhZjMFixWKqWWa1Wh28VZrMVxzfyWptEfrsr89eWrs6Z/JK+/BI5\nTymPN6QTEhI8qjz1Sduvr+rXm9lce36LRV/+2tL2eZ5y/J6ets/zlPJ4Ynrx4sVYLBYsFgtmsxm9\nPKrztX08s+TkZJo3b07Lli05c+YMycnJtG/fnh9//BF/f3/Ky8vp0KEDxcXFJCUlMXDgQB566CEA\nUlJSaNOmjVaBSUpK4q677uKBBx4A4MYbb6xR6Vq6dClHjhzhpZdeqlGm8vJy5syZw6effoqfnx8H\nDx7kyJEjnD17loEDB/Ldd98B8Oc//xmj0aidhAkTJnD//fcTGRlJYmIi+fn5WK1WFi1axKZNm0hJ\nSSEgIIAnn3wSgK5du7JlyxY6dOiAxWJh/fr1ABw9epRPPvmEXr16aWWSztdVDIaqx//XnimEcIYr\nLx+5bwl38erO13azZ89mxYoVlJWVOcyv68BatWp11e0FBARcdRvdunUjJyen1nUzMjI4fvw4X375\nJbm5uYSEhGij3bdu3fqq5bvWo+Pq5fL396eiogKr1crWrVvZs2cPNpsNk8nEhQsXrrodcW1XfuMS\n1yYx009ipp/ETB+Jl+t5ZMUoKCiIsWPHsmLFCq1yceedd7J27VqgqrISHx9f67r2p056DBw4kAsX\nLjj058nLy2Pnzp2UlpYSEhKCv78/WVlZHD16tNZt9OvXj3fffZfKykqKi4vZsWMHsbGxde6ztgqa\nUorS0lKCgoJo0aIFBw4cYM+ePbqORQghPJE8LRLeopm7C1Bd9Scsc+fO5eWXX9bSS5cuJSkpiRdf\nfJGQkBBWrlxZ63qJiYmMGTOGjRs3kp6eXmN5XU9xMjMzmT17NgsXLqRFixZ06tSJxYsXM378eBIT\nEzEajfTo0YPw8PBatzVy5Eg+++wzoqKiMBgMWjkLCwtr3b/BYKhRFoPBwNChQ3nttdfo2rUrXbp0\noU+fPs4Fz0ddeTpVLfOqJLi+ME1OgrsL4IUS3F2A6xIU1Pj7lAFR9ZF4uZ5H9TESzpG2eiGEEMI5\nTaKPkRANTdrl9ZOY6Scx009ipo/Ey/WkYiSEEEIIcYk0pXkhaUoTQgghnCNNaUIIIYQQ9SQVI+ET\npF1eP4mZfhIz/SRm+ki8XM8nK0Z+fn7MmzdPS6emppKSktIg2z5//jzh4eHs379fm/fiiy8yZcoU\np9a3WCwsWrSoQcoi9AkOdv/o5p40DRjg/jI4O2EwuL0M3hYzT5kaKmbBwe6+g4imwqPeY9RYAgIC\nyMzM5Mknn6Rdu3Y05OCGLVq0YPHixUybNo0dO3bwr3/9i9dff73ON2tXV1FR0aBlEZc58+6PU6dk\nNBFHCe4ugPMMnnLuEtxdAC+U0CBb8ZVbp7zHyPV88olR8+bNmTx5MmlpaTWWFRcXM2bMGGJjY4mN\njWX37t0AGI1GSktLUUrRrl071qxZA1SNibZlyxaHbdx9993ccsstrF69mjlz5pCSksKpU6cYOHAg\nUVFRDB48mGPHjgFgNpuZMmUKvXv35vHHH3fYzvLly7nnnnu0IUiE86SCKYSoi9wfxNX4ZMUIYNq0\naWRkZNQYUHbWrFnMmTOH7Oxs1q1bx6RJkwDo27cvO3fupKCggLCwMHbu3AnAnj176Nu3b43tL168\nmKeeeooTJ04wfvx4ZsyYQVJSEvv27WP8+PHMnDlTy1tUVMRnn33m0IT28ssv83//939s2LCBFi1a\nuCIEPkXa5fWTmOknMdNPYqaPxMv1fLIpDarGVJswYQLp6em0bNlSm79lyxa+/vprLX369GnKysro\n168fO3bs4LbbbmPq1KksW7aMoqIigoKCHNa3u+WWWxg0aBCJiYlAVQVq/fr1APzxj3/kscceA6q+\nudx///3aNxilFG+++Sa///3v2bBhA/7+/rWW32w2ExoaCkBgYCAmk0l7xGq/cHw9bbFUTVarFZvN\npi03m62sXg2XH+FbL/3rWeV3d9rOU8pzzbS3lVfSANhstgbZHiRcak67nAaYONGK2dwEPt8NHK+m\nnLbZbJSUlABQWFiIXj75HiP7QLOnTp2ie/fuJCUloZQiOTmZ9u3b869//YuAgACHdX744QfGjh1L\naGgozz//PLNmzdKaxF588cVa95OUlERiYiKjRo2iffv2/Pvf/6ZZs2aUl5fToUMHiouLSUpKYvjw\n4YwePRqAlJQUDh06xL59+9i0aZNW+alO3mN0bfWJkcFj+qkI3eTk+Tw9HwG5h/oWeY+RDkFBQYwd\nO5YVK1ZoT2zuuusubfBZuFw7/93vfsfx48c5fPgwnTp1Ii4ujtTUVOLj453a15133snatWsByMjI\nuOp60dHRvPbaa9x77738+9//ru/hCSGEEEInn6wYVe94N3fuXI4fP66l09PT2bt3L1FRUXTr1o1l\ny5Zpy3r37k3nzp0BiIuLo6ioiLi4OKf2uXTpUlauXElUVBQZGRksWbKk1vLY03379iU1NZVhw4Zx\n8uTJeh2nL7vy28GVj8/r4u6fLnvWZPWAMjg3ec65856Yec7UMDELCqr//cGbOHsvE/Xnk01p3k4e\nA+tntVq1NmjhHImZfhIz/SRm+ki89NP7N1MqRl5IKkZCCCGEc6SPkRBCCCFEPUnFSPgEaZfXT2Km\nn8RMP4mZPhIv15OKkRBCCCHEJdLHyAtJHyMhhBDCOT7dx8jPz4958+Zp6dTUVFJSUhps+4WFhURG\nRjbY9oQQQgjhWZpUxSggIIDMzExOnDgBVNUS3amiosKt+xeXXU+7fHCwu9/z4t3vl3HXhMEgMfOK\nyftjFhzcYLeqa5I+Rq7XpCpGzZs3Z/LkyaSlpdVYVlxczJgxY4iNjSU2Npbdu3cDYDQaKS0tRSlF\nu3btWLNmDQATJkxgy5Ytde7r4sWLzJ8/n9jYWKKiorQXQVqtVvr168d9991HREQEZ8+eZdiwYZhM\nJiIjI3nvvfcAyMnJISEhgR49ejB06FB+/PFHvv32W2JiYrR9HDp0yCEtGo6eSvOpU1VDDfjalJXl\n/jJczwQSM2+YmkLMTp1y3/1JNLwmVTECmDZtGhkZGZSWljrMnzVrFnPmzCE7O5t169YxadIkAPr2\n7cvOnTspKCggLCyMnTt3AlWDvvbt27fO/axYsYLAwECys7PJzs5m+fLl2mB1ubm5pKenc+DAAT7+\n+GM6duyIzWYjPz+foUOHUl5ezowZM/jggw/Yu3cvSUlJPPXUU4SFhXHTTTexb98+AFauXMnDDz/s\ngij5Hnkhmn4SM/0kZvpJzPSReLleM3cXoKG1bduWCRMmkJ6e7jDq/ZYtW/j666+19OnTpykrK6Nf\nv37s2LGD2267jalTp7Js2TKKiooICgpyWP9KmzdvJj8/n3Xr1gFQWlrK4cOHadasGbGxsdx2221A\n1ROpefPm8cQTTzB8+HDi4uLYv38/BQUFDB48GKh6+tShQwcAJk2axMqVK3nppZd47733+OKLL2rd\nv9lsJjQ0FIDAwEBMJpNHjW7sDWk7e9pqTaCqS5p9eYI9B1ar+8sraZ1p8KzySLpJpw2GqnT1+0dy\nMiQk1My/ahWsXn31/HaecnzelLbZbJSUlABoDyx0UU1ImzZtlFJKnTx5UoWGhqqUlBRlsViUUkr9\n5je/URcuXKixzrFjx1SfPn3UAw88oL777juVmJiolixZoubNm1cj75EjR1RERIRSSqnRo0erzZs3\n18iTlZWlhg8f7jDv1KlT6q233lL9+/dXzz33nMrPz1d9+vSp9RjOnz+vOnfurDZs2KDGjRtXa54m\ndtoaRVZWlkNaTwx9NdxXxszruOHEeX3M3KApxKyhP2pXuz81hXg1Nr1/M5tcUxpAUFAQY8eOZcWK\nFVpb7V133UV6erqWx2azAfC73/2O48ePc/jwYTp16kRcXBypqanEx8dfdR933303r7zyitbB+uDB\ng5w9e7ZGvn//+9+0aNGC8ePHM2/ePHJzc+nSpQvFxcXs2bMHgPLycr766isAbrjhBu6++26mTp1K\nUlLS9QdDCCGEEE5rUhWj6h3W5s6dy/Hjx7V0eno6e/fuJSoqim7dummdpQF69+5N586dAYiLi6Oo\nqIi4uLga26+oqOCGG24Aqpq8unbtSvfu3YmMjGTq1KlUVFRgMBgcypGfn0+vXr2Ijo7mueee4+mn\nn6Z58+asW7eOxx9/HJPJRHR0NJ999pm2zoMPPoifnx933XVXwwXHx9kfs9pVfYkQV3NlzMS1Scz0\nk5jVdLX7k8TL9eQFjzps2LCBd955h7Vr17p0P6mpqZw+fbrOdzDJCx4bl/xAxDspDBiQ60S4XlAQ\nnDzp7lKIuuj9m9nkOl+7yrPPPsvGjRtZvXq1S/czcuRIjhw5wrZt21y6H19jtVrr/U3LV+ug1xMz\nz6AavVrk/TFrfBIzfSRericVIyc999xzPPfccy7fT2Zmpsv3IYQQQojaSVOaF5KmNCGEEMI5Pj1W\nmhBCCCHE9ZCKkfAJ9peACedJzPSTmOknMdNH4uV6jV4x8vPzY968eVo6NTW1zl9f1UdhYSGRkZEO\n8ywWC4sWLWqwfTjravu92nAjQgghhHCPRu98HRAQQGZmJk8++STt2rVrlMHy3DUg39X2u2vXrhrz\nKioqaNZM+sO7QmP9iiM4uOEHlHSfBHcXwGtcfjVAgruL4oUS3F0At9Pzc3/5RZrrNfoTo+bNmzN5\n8mTS0tJqLCsuLmbMmDHExsYSGxvL7t27garxxkpLS1FK0a5dO9asWQPAhAkT2LJlyzX3Wb3T1fLl\ny4mNjcVkMjFmzBjOnTsHVI09Nm3aNPr06UNYWBhWq5WJEyfStWtXhzdQt2nThj//+c9EREQwePBg\n7SWS6enpdOvWjaioKB588EEt/1dffcWAAQMICwtj6dKlDtuBqsei/fr147777iMiIoLKykrmz59P\nbGwsUVFRDi+iFJ7v1Cn3j/QtU+NP4P4yyOS9U9P5MtU0uKWP0bRp08jIyKC0tNRh/qxZs5gzZw7Z\n2dmsW7eOSZMmAVXNTjt37qSgoICwsDB27twJwJ49e2ptkvr222+Jjo7Wptdff117ejN69Giys7Ox\n2WyEh4ezYsUKoOrpTklJCZ999hlpaWnce++9PPbYYxQUFJCfn09eXh4AZ8+epWfPnuzfv5/+/ftr\nzYALFy7EZrOxb98+XnvtNQCUUhw4cIDNmzeTnZ1NSkoKFy9e1PZnl5ubS3p6OgcOHODvf/87gYGB\nZGdnk52dzfLly+s3CJ5wcD3t8u564uhu0pdBP4mZfhIzfTwxXk3tHumWdpu2bdsyYcIE0tPTHUaw\n37JlC19//bWWPn36NGVlZfTr148dO3Zw2223MXXqVJYtW0ZRURFBQUEO69uFhYWRm5urpVNSUrA/\nNcrPz+fpp5/ml19+4cyZMwwdOlTLl5iYCEBERAQ333wz3bp1A6Bbt24UFhZiNBrx8/Nj3LhxAPzx\nj39k1KhRQNVTrQcffJARI0YwYsQIoOrDMnz4cJo3b067du0ICQnhp59+okOHDg7ljY2N5bbbbgNg\n8+bN5Ofns27dOgBKS0s5fPgwoaGh9Yi0EEIIIfRwW4eW2bNn0717d4dmKqUUn3/+OQEBAQ554+Pj\nefnllwkNDeX5558nMzOTdevWXXOg1+rsNVqz2czGjRuJjIxk9erVDrVv+379/Py0MdHsaftgsdUp\npbTtfvTRR+zYsYNNmzbx/PPPk5+f77BNAH9//1q307p1a4f0yy+/zJAhQ656PGazWassBQYGYjKZ\ntLZn+zFJ2jFtp3d9+7zqy1etgtWr7cvt2/es45V0I6cvzfOY8nhJ2j7PU8rjrrTBUJWufj9JToaE\nBMf8AGaztdb7T235rVe5XzVU/uo8IZ42m42SkhKA+rW4qEbWpk0b7f+PPfaYuvXWW1VKSopSSqkH\nH3xQvfjii9ry3Nxc7f933HGH6tmzp1JKqYULF6rf//73auPGjTW2f+TIERUREeEwz2KxqNTUVKWU\nUr/5zW/Uzz//rH799Vc1ePBglZSUpJRSymw2q3Xr1tW6DbPZrD744AOllFIGg0GtXbtWKaXUggUL\n1MyZM1VlZaU6cuSIUkqpX3/9VXXo0EGVlJSo5ORkbb9KKRUREaGOHj3qEIesrCw1fPhwLc+yZcvU\niBEjVHl5uVJKqW+++UaVlZU5HI8bTptP0xNvOTU+Sk68uA7e/vHx9L9JesvX6H2MqrdFzp07V+u8\nDFUdmPfu3UtUVBTdunVz6Hjcu3dvOnfuDEBcXBxFRUXExcVdcx9XzluwYAG9evUiLi6O8PDwOter\nq820devWZGdnExkZidVq5dlnn6WiooKHHnoIo9FI9+7dmTVrFjfddBMGg6HO7dS1r0mTJtG1a1e6\nd+9OZGQkU6dOrfUpk9Dnym81eqhLzbC+5npi5qskZvpJzPTxxHg1tXukDAmiU9u2bTl9+rRbyyBD\nguhX/VG9KzWtPohW5KfUzrn8c30rEjO9rPh6zPT8XL+x7mVNid6/mVIx0unGG2+s8Wu6xiYVIyGE\nEMI5UjHyAVIxEkIIIZwjg8gKUQtPbJf3dBIz/SRm+knM9JF4uZ5UjIQQQgghLpGmNC8kTWlCCCGE\nc6QpTQghhBCinqRiJHxCbe3ywcFVP6+vz4TBUO91vWeyekAZvG2SmF1PzIKDG/3W4HWkj5HrScWo\nFn5+fsybN09Lp6amaoPFukpoaCgnnX2RhWgQp07VfzRscP+I3K6esrLcXwZvmyRm1xczGWVeeAKp\nGNUiICCAzMxMTpw4AUBjjBzc1EYn9jTyQjT9JGb6Scz0k5g5x/43QuLlelIxqkXz5s2ZPHkyaWlp\nNZYVFxczZswYYmNjiY2NZffu3VRWVtKpUyd++eUXLd8dd9xBcXExmzZtonfv3nTv3p0hQ4bw888/\nA3DixAnuuusuIiIi+NOf/kT1jmEjR46kR48eREREsHz5ctcfsBBCCCEAqRjVadq0aWRkZNR4y/Ws\nWbOYM2cO2dnZrFu3jkmTJuHn58d9991HZmYmAJ9//jmdOnWiffv29OvXjz179vDll18ybtw4/vd/\n/xeAlJQU4uPj2b9/PyNHjuT777/X9vHGG2+wd+9evvjiC9LT02ttYjObzVgsFiwWC0OHLr6ib4MV\ng8GKxVKV12q1OrRLm81WH8y/uEZ+uyvzO5Wudi7qtb4XpO3zPKU83pC+MnbuLo83pBcvXuyQtl+f\n1a9Xs7n29S0W38pfW7zcff48Mb148WLt76PZbEYv+bl+LezjoSUnJ9O8eXNatmzJmTNnSE5OJiQk\nhI4dO2p5jx8/zjfffMO+fft47rnn+Pjjj5kzZw4RERE88sgj5OfnM3fuXH788Ud+/fVX/vCHP/B/\n//d/REdHk5mZSWhoKADt2rXj0KFDBAcHY7FYWL9+PQBHjx7lk08+oVevXto+5ef6+lmtNccXMhiq\n+jXUy3Wt7B1qi5m4OomZftVj5gOXVb3Z7/vyGdNPfq7fgGbPns2KFSsoKyvT5iml+Pzzz8nNzSU3\nN5djx47RqlUrevfuzeHDhzl+/DgbNmxg1KhRAMyYMYOZM2eSl5fH66+/zrlz5xy2dSWr1crWrVvZ\ns2cPNpsNk8nEhQsXXH+wTZzcSPSTmOknMdNPYqaPxMv1pGJ0FUFBQYwdO5YVK1ZoHd/uuusu0tPT\ntTw2mw2oqpGOHDmSOXPm0LVrV4KCggAoLS2lQ4cOAKxatUpbLz4+nrfffhuAjz/+mFOXfo5RWlpK\nUFAQLVq04MCBA+zZs8flxymEEMKzSStB45GKUS2q/0Js7ty5HD9+XEunp6ezd+9eoqKi6NatG8uW\nLdOWjRs3joyMDMaNG6fNs1gs3H///fTo0YP27dtr205OTmbHjh1ERESQmZnJbbfdBsDQoUOpqKig\na9euPPnkk/Tp08fVh+sTqrdBV1ffd69cz7reM1ndvH9vnCRm1xOzS98nxVXUdS8TDUf6GHkh6WOk\nn7TL6ycx009ipp/ETB+Jl356/2ZKxcgLScVICCGEcI50vhZCCCGEqCepGAmfIO3y+knM9JOY6Scx\n00fi5XpSMRJCCCGEuET6GHkh6WMkhBBCOEf6GF2Dn58f8+bN09KpqamkpKRcdR2LxcKiRYsavCwJ\nCQnk5OQ0+HZ9XXCwu39+7BsTBoPbyyCTe6bgYHdf5UK4js9VjAICAsjMzOTEiRMAODOqvTN5Kioq\ndJfFYDA4tW2hz6lTVcMKVJ+ysqw15sl09elaMQP3l9HTJl/5nF16H22DkD4z+ki8XM/nKkbNmzdn\n8uTJpKWl1VhWXFzMmDFjiI2NJTY2lt27d2vL9u3bx5133knnzp35+9//DlR9QPv168d9991HREQE\nACNGjKBHjx5ERESwfPlyAC5evIjZbCYyMhKj0ciSJUsc9ltZWYnZbObZZ58FYOTIkTW24auk4iiE\nb5JrX7hLM3cXwB2mTZuG0Wjksccec5g/a9Ys5syZQ9++ffn+++8ZOnQoX331FUop8vLy+Pzzzzlz\n5gzR0dEMGzYMgNzcXAoKCrQ3V69cuZKgoCDOnTtHbGwso0eP5siRIxQVFZGfnw9UDfthV15ezvjx\n4zEajTz55JMAvPHGGzW2EXzFs2uz2UxoaCgAgYGBmEwm7aVf9m8UTSVtNlsxm2sut1oTqGoFrUpD\nwqV/rVitNfPbuft4mkwaPKs8HpBOSEjwqPK4Mm0wVKWrX3/JyZCQUDP/qlWwenVd+R2ft1dvAAAg\nAElEQVRfWmjPb+cpx+spafs8TymPJ6ZtNhslJSUAFBYWopfPdb5u27Ytp0+fJjk5mebNm9OyZUvO\nnDlDcnIyISEhdOzYUct7/PhxDhw4QGpqKkopLBYLABMnTmTUqFEEBgaSkpLCtm3btHUsFgvr168H\nqk7I5s2b6dy5Mz169OCee+5h2LBh3HXXXRgMBhISEigpKWHcuHFapejKbRw9epRPPvmEXr16act9\nqfN1fY7VYLjc1CNcSALtsxrj1PvSfU64lnS+dtLs2bNZsWIFZWVl2jylFJ9//jm5ubnk5uZy7Ngx\nWrduXev6fn5Voau+3Gq1snXrVvbs2YPNZiM6Oprz588TGBjIvn37SEhI4LXXXmPSpElA1cm68847\n2bZtGxcuXKh1GyaTSVsm6s/+rUI4T2Kmn8RMP4mZPhIv1/PZilFQUBBjx45lxYoVWlv2XXfdRXp6\nupbHZrMBVRWmDRs2cOHCBU6cOIHVaqVnz541aqClpaUEBQXRokULDhw4wJ49ewA4ceIEFy9eZNSo\nUSxYsIDc3FxtnUmTJnHPPfcwduxYLl68WOc2fJV8YxTCN8m1L9zF5/oYVe/QN3fuXF5++WUtnZ6e\nzqOPPkpUVBQVFRX079+fV155BYPBgNFoZMCAARw/fpxnn32Wm2++mW+++cZhe0OHDuW1116ja9eu\ndOnShT59+gDwr3/9i6SkJCorKwF44YUXHMo0Z84cfvnlFyZMmMDKlStr3YbQp2a/zQQ3lMLbJVx1\nqaK2OPu6BHcXoFEEBTXctqr3nRHXJvFyPZ/rY9QUSNu7EEII4RzpYyRELaRdXj+JmX4SM/0kZvpI\nvFxPKkZCCCGEEJdIU5oXkqY0IYQQwjnSlCaEEEIIUU9SMRI+Qdrl9ZOY6Scx009ipo/Ey/V8vmLk\n5+fHQw89pKUrKipo3749iYmJ9dreL7/8wquvvtpQxRMNKDjY/aOSe9M0YEDj7xODwe3H7W0x89Tp\nilGMhPAaPt/HqG3bttxxxx3s3r2bFi1a8PHHH/P//t//4/e//z0bN27Uvb3CwkISExO1cdFcQfoY\n1Y/BICNYeDw5SU2GnErhKaSPUT3cc889fPTRRwC88847PPDAA1oQT548yYgRI4iKiqJPnz5ahcdi\nsfDwww8zYMAAwsLCWLp0KQBPPPEE3377LdHR0Tz++OOUlZUxePBgYmJiMBqNWmWrsLCQ8PBwJk+e\nTEREBHfffTfnz58HYPny5cTGxmIymRgzZgznzp1r7JB4LBlxWwjhCeRe1HRJxQgYN24ca9eu5cKF\nC+Tn5zsM2JqcnExMTAz79u3jf/7nf5gwYYK27ODBg2zevJns7GxSUlK4ePEiCxcuJCwsjNzcXBYu\nXEiLFi3IzMwkJyeHbdu2MXfuXG39w4cPM336dPbv309gYCAffPABAKNHjyY7OxubzUZ4eDgrVqxo\nvGA0UdIur5/ETD+JmX4SM30kXq7nc0OC1CYyMpLCwkLeeecdhg0b5rBs165d/OMf/wBgwIABnDhx\ngtOnT2MwGBg2bBjNmzenXbt2hISE8NNPP9V4XFdZWcmTTz7Jp59+ip+fH0VFRfz8888AdOrUCaPR\nCEBMTAyFhYUA5Ofn8/TTT/PLL79w5swZ7r777hplNpvNhIaGAhAYGIjJZNJeFW+/cJpq2mCoSicn\nJ2Cx1FxuNltZvRouD89gBWxa2t3l95a0naeUR9LelYaEqn5jXE4DTJxoxWy+nN8+JqXVmkBKyrXz\n27fv7vx2jR1fe7zcfX49OW2z2SgpKQHQ/q7qIX2M2rbl9OnTLFiwgCVLlrB9+3aKi4tZtGgRmzZt\nonv37nzwwQd06tQJgFtvvZWCggJeeukl2rRpoz0BioyM5KOPPqKystKhj9GqVav45JNPyMjIwN/f\nn06dOrF9+/Ya+RYtWkRZWRnPPvssnTp1YuPGjURGRrJ69WqsVisrV67UyuzLfYyu59ilz4MXkJPU\nZDT1U+nL92FvI32M6unhhx/GYrHQrVs3h/n9+vUjIyMDqKqJtm/fnrZt29YZZHtFy660tJSQkBD8\n/f3Jysri6NGjta6nlNK2eebMGW6++WbKy8t56623GuLwhBBCCOEEn29Ks3eg69ixI9OnT9fm2efb\nO1lHRUXRunVrVle10Tjkqa5du3b07duXyMhI7rnnHh577DESExMxGo306NGD8PDwGvu+cnsLFiyg\nV69etG/fnl69enHmzBnXHLwXqu83tKrHrfZH+8I5Vhp7tHgFXn6OrDR2zDxVUJBz+axWq9YM4k3c\n9bTIW+PlTXy+Kc0bySNc/eRmop/ETD+JmX4SM30kXvrp/ZspFSMvJBUjIYQQwjnSx0gIIYQQop6k\nYiR8wuWfEAtnScz0k5jpJzHTR+LlelIxEkIIIYS4RPoYeSHpYySEEEI4R/oYCSGEEELUk1SMLvHz\n8+Ohhx7S0hUVFbRv357ExEQANm3axMKFCxu9XK+//jpr1qxp9P16i+DgqvfeXHuyOplPJr0xw2Dw\ngLJ6yuRczDxxCg52zzUsfWb0kXi5ns+/4NGudevWFBQUcP78eVq0aME///lPfve732F/6WJiYqJW\nSWosFy9e5L//+78bdZ+e5lqPQE+dcm7YAasV5NUf+jgdM0PTHvpBD2/+nF261TXi/qRLgPBM8sSo\nmnvuuYePPvoIgHfeeYcHHnhAu3BXrVrFjBkzAHj//feJjIzEZDLRv39/AAoKCujVqxfR0dFERUXx\n7bffAvDSSy8RGRlJZGQkS5YsAaoGtYuMjNT2m5qaSkrVaIUkJCQwZ84cevbsyZIlS0hJSWHRokWN\nE4AmTF6Ipp/ETD+JmX4SM30kXq4nT4yqGTduHM899xzDhw8nPz+fRx55hE8//VRbXn3Ijs2bN3PL\nLbdQWloKVDV5zZo1iwcffJCKigoqKirIyclh1apVZGdnU1lZSa9evejfvz+BgYEO+60+HIjBYKC8\nvJwvvvgCQKswXclsNhMaGgpAYGAgJpPJo0Y3buj0qlWwenXCpaO3XvrXc8rn0+mqmZ5THknXK315\nyJzLaXDlaPV41PFLuumkbTYbJSUlQNWDCN2UUEop1aZNG6WUUj169FArV65UTz31lLJarWr48OFK\nKaVWrlyppk+frpRSasqUKWrIkCFq+fLl6sSJE0oppd5++23VrVs3tXDhQnXo0CGllFKLFy9WycnJ\n2j6eeeYZlZ6ergoLC1VERIQ2PzU1VVksFqWUUgkJCWrHjh3aMovFolJTUx3K6kun7VrH6mwosrKy\nrr8wPsbpmPnQ5/FavPlz1tin0X5te3PM3EHipZ/ev5nSlHaFe++9l3nz5jk0o13p1Vdf5S9/+QvH\njh0jJiaGkydP8sADD7Bp0yZatmzJPffcQ1ZWVo02dKUUBoOBZs2aUVlZqc0/d+4c1QeUbd26tesO\nUAghhBB1korRFR5++GEsFgvdunWrM8+3335LbGwsKSkptG/fnh9++IEjR44QGhrKjBkzuO+++8jP\nz6dfv36sX7+ec+fOUVZWxvr16+nXrx8hISH8/PPPnDx5kgsXLvDhhx824hF6l7oqp3rZH7MK50nM\n9JOYOc9+bUvM9JF4uZ70MbrE/sSmY8eOTJ8+XZtXve+P/f+PPfYYhw4dQinF4P/P3r3HRVXmDxz/\njLfYBAN8aRdLUUtTGRhAIUUQ85IpWt5qNY3RytzCS5vm2o2hbdtM3TDLdXUT1NQ0XS26+FuzGTWt\nNQmETPM62sVMA8QLUsDz+wNnZASFgwwzw3zfr9d56XPmXJ7zPWcOz5znOc/Tty8hISHMmjWL5cuX\n07hxY26++Waee+45/P39MRqNREZGAvDYY48RGhoKwIsvvkhkZCStWrWic+fO1cqbqJyEx7UUcg7q\ng4AAV+dACPcgPV97IHnNVTtLucbBonokZtpJzLSTmGkj8dJOer4WQgghhKgheWLkgeSJkRBCCFE9\n8sRICCGEEKKGpGAkvMKlTuxEdUnMtJOYaScx00bi5Xz1tmDkrEFho6OjNa+TlJTE5s2bNa8HkJGR\nwZQpU2q0rhBCCCG0qbdtjPz8/LjjjjvYsWMHPj4+fPLJJzz77LPcdtttfPDBB67O3jUpe32/Xp62\nChQ6dF5yrMK9BQRAbq6rcyGE0EraGJXjjEFhfX19ATh+/DixsbGEhYWh1+vZvn07paWlGI1G9Ho9\nISEh9kFjjUYj69atAyAoKIgZM2YQEhJCVFSUfbtGo5GJEyfSrVs3OnbsaM+3xWKxP+Uqr6wD//o/\nedOxyuTeU15erd+ihBBuqF4XjB588EHeffddioqKyMnJISoqyuHzyweFzcrKIj09Hbg0KGxmZiYZ\nGRm0atXKYZ2VK1cyYMAAMjMzyc7OJjQ0lMzMTH766SdycnLIzs5m3Lhx9nXKdxTp7+9PdnY2iYmJ\nTJ061Z6fY8eO8dVXX/HRRx8xceJEioqKnBsgLyL18tpJzLRzRcw8vQNYuc60kXg5X70uGOn1eqxW\nK6tWrWLQoEEVPrc9PYqOjiYhIYF///vfFBcXA9C9e3deeeUVXnvtNaxWKz4+Pg7rRkZGkpqaSnJy\nMtnZ2fj6+tK+fXsOHz7M5MmT+b//+z/8/PwqzdeoUaMA+OMf/8gXX3wBlN3cHnjgAQBuv/122rVr\nx759+2onEEIIIYSolnpdMILaHRS2vJiYGLZt20arVq0wGo0sX74cf39/du/eTVxcHAsXLuTRRx+t\nMn9X+7XXoMGVT4/RaMRkMmEymUhJSXH4FWGxWCR9Wbo8d8iPJ6Rtveu6S37cIa3TgU5nuTiVpY3G\nS5/HxcXZlzeZql6+/PZrurxtnjvEpyZpT8+/xMv90ikpKfa/j0ajEc1UPeXr66uUUuqHH35Q8+fP\nV0opZTabVXx8vFJKqdTUVJWYmKiUUurgwYP29bp166Z2796tDh8+rEpLS5VSSk2bNk3NmzfPYbtH\njx5VxcXFSiml3nzzTTV16lR16tQpdfr0aaWUUjk5OSosLEwppZTRaFTr1q1TSikVFBSkXn31VaWU\nUsuXL1dDhgxRSimVkJCgBg4cqEpLS9XBgwfVrbfeqoqKihzybFOPT1tF3nSswq2566XoVfcDIWpA\n63ek3g4i64xBYctv12w2M2fOHBo3boyfnx/Lli3jxx9/ZNy4cZSWlgLw6quvVpq3vLw8QkND8fHx\nYdWqVfbttm7dmsjISAoKCvjXv/5FkyZNHPIpas5ikfGFtJKYaeeKmKkrPAn3FHKdaSPxcr56+7q+\nu2rbti0ZGRkEBgY6zB83bhyDBw9m2LBhVW5DXtevCQsQVwvb8SYWJGaXVOd1ffmjpZ3ETBuJl3Za\nX9evt0+M3FVtPf3xnuKsqqUiYFytbMW7xLk6Ax5H/mBpJzHTRuLlfPLEyAPJILJCCCFE9UgHj0JU\n4vK3OkTVJGbaScy0k5hpI/FyPikYCSGEEEJcJFVpHkiq0oQQQojqkao0IYQQQoga8tqCUYMGDRg7\ndqw9XVxcTIsWLewDtqanpzNr1qwrrm+1WtHr9ZV+lpSUxObNm2s3w+KaXK1ePjAQey/DMpWfLC7e\nv/YJnU5i5nFT7cfsst5Q6hVpY+R8Xvu6ftOmTdmzZw8XLlzAx8eHTZs2ceutt2J7nX7w4MGVjmpf\nHcnJybWZVeFkeXne1P1B9Vks4HFvButcey49MmYu5oyYXbyNC1EjXvvECGDgwIF89NFHAKxatcph\nPLW0tDQmTZoEwIkTJxg6dCgGgwGDwcCXX34JQElJCRMmTCA4OJh77rmHCxcuAGXjmK1btw6Ajz/+\nmE6dOtG1a1cmT55sL2zt3LmTHj16EB4eTnR0NPv377fvd9iwYdx777106NCBGTNm1F1A6iFbQVf6\n/tBOYqadxEw7T4qZO4xC4Enx8lReXTB68MEHeffddykqKiInJ4eoqKhKl5s8eTK9e/cmKyuLr7/+\nms6dOwNw4MABEhMT+eabb/D397cXhmzDeFy4cIGJEyeyceNGdu3axalTp+xfrE6dOrFt2za+/vpr\nkpOTefbZZ+372717N2vWrCEnJ4fVq1fz448/OjkSQgghhAAvrkoD0Ov1WK1WVq1axaBBg664nNls\n5p133gHK2iY1a9aM3Nxc2rZtS0hICAARERFYrVb7Okop9u3bR7t27WjTpg0Ao0aNYtGiRQDk5+fz\n8MMPc/DgQXQ6HcXFxfZ1+/Tpg5+fHwCdO3fGarXSqlUrhzwZjUaCgoIA8Pf3x2AwOIyGDki6XDor\nK4v8/KmU1XKWfX6pZ2fLxcf57pNfd0jb5rlLfjwhfXnsXJ0fT0inpKQ45f6l05Wly3/fk5IgLq7i\n8mlpsHRp9Zd3ZdpZ8apP6bL7fT6Aw9/laqut0Ws9ja+vr1JKqZdeekk1b95cffPNNw4j2aempqrE\nxESllFItWrRQRUVFDusfOXJEBQcH29Nz5sxRJpNJKaWU0WhUa9euVVlZWapXr172Zd5//3379hMS\nEtT8+fOVUkpZrVYVFBRUYb9KKRUfH6+2bNnisG8vPm2a2WJlNpuvskwdZcbDXC1mbsvFJ9MjY+Zi\nzoiZsy4Dd7j3yjWmndbz5tVVaQDjx4/HZDLRpUuXKy7Tp08f/vnPfwJl7YoKCgqq3K5Op6Njx44c\nPnyYo0ePArB69Wp7VVpBQQG33HILAKmpqVfdlpKWwdfM9mtCVJ/ETDuJmXYSM20kXs7ntQUjWwGl\nVatWJCYm2ufZ5pf//7x58zCbzYSEhNC1a1f27t3rsI3Lt2nj4+PDggULGDBgAF27dqVZs2Y0a9YM\ngGeeeYaZM2cSHh5OSUlJpfu90nZF9UmhUghRW+R+4h2k52snO3fuHE2bNgXgySefpEOHDkyZMuWa\ntik9X2tnsViu+EtLyp1XYuFSOyzPoNChw5XfDQueFjPXs1DbMQsIgNzcWt2k27javUxUTuvfTK9u\nfF0XFi9ezNKlS/ntt98IDw/n8ccfd3WWxGWkjFk5z+yTR7m2WGTxxJi5lsRMuBt5YuSB5ImREEII\nUT0yVpoQQgghRA1JwUh4hfL9y4jqkZhpJzHTTmKmjcTL+aRgJIQQQghxkbQx8kDSxkgIIYSoHo9s\nY9SgQQPGjh1rTxcXF9OiRYsaj25/rSwWi1P3ffr0aXuHkQBHjx5l1apVTtufqH2BgWWv+cvk3hM6\nncvzIFP9mwIDXX0HEs7kFgWjpk2bsmfPHvvo9Js2beLWW2+lvnZsmJeXx4IFC+zpI0eOsHLlShfm\nqP6r7Xr5vLyy1/zr82Q2W1yeh2udQGLm7pMnxiwvr1ZvJ5pIGyPnc4uCEcDAgQP56KOPAFi1ahWj\nRo3C9uhr586d9OjRg/DwcKKjo9m/fz8Ae/bsISoqirCwMEJDQzl06BDnzp1j0KBBGAwG9Ho97733\nHgAvvfQSkZGR6PV6h76EDh48SN++fTEYDERERHD48GF0Oh1nz55l5MiRdOrUiTFjxtiXDwoKIvdi\nz2G7du2id+/eAGzZsoWwsDDCwsIIDw/n3LlzAMyePZvIyEhCQ0MxmUwA/OUvf+HQoUOEhYXZe8De\ntm0bYWFhzJs3jz179hAZGWk/roMHDzox8t6pvha6hRCeSe5JbqSWxmi7Jr6+vio7O1uNGDFCXbhw\nQRkMBmWxWOwDrhYUFKji4mKllFKbNm1Sw4cPV0oplZiYqFasWKGUUur3339XhYWFau3ateqxxx6z\nb/v06dNKKaVyc3Pt88aOHavS09OVUkpFRkaqDRs2KKWUKioqUufPn1dms1ndcMMN6scff1SlpaWq\ne/fuavv27UoppYKCgtSvv/6qlFLqq6++UnFxcUoppQYPHqx27NihlFLq3Llzqri4WP3f//2fmjBh\nglJKqZKSEhUfH6+2bt2qrFarwwC05Y9VKaUmTZpU4bjKA1RCQoJKSkpSSUlJ6vXXX3cYWNBsNku6\nijRQ/jerSkiofPmkpLLPy6ZLy4N7HY+kr5AG98qPpOtFurL7AZTdLypbPiGh6uVtf47d4fg8Pf36\n66/b/z4mJCQorUUdtykYKaVU165dVWpqqnruueccCgvHjh1T999/vwoODlZ6vV516tRJKaXUypUr\nVZcuXdSsWbPUgQMHlFJK7d+/XwUFBakZM2aobdu22fexdu1aFRUVpfR6vWrVqpWaNWuWKigoULfe\nemuF/JjNZtWvXz97+k9/+pO9oHKlgtGrr76qoqKi1BtvvKF++OEHpZRSTz/9tAoKClIGg0EZDAZ1\nxx13qCVLlqgjR444FIzMZrNDwaiy4yrPTcqzHu1aYyinwEPIiRJO4IzLSu7rzqM1tm5TlQYwZMgQ\npk2b5lCNBvDCCy/Qp08fcnJySE9Pp7CwEIBRo0aRnp7OH/7wBwYOHIjZbOaOO+4gMzMTvV7P888/\nz1//+leKiop48sknWbduHdnZ2Tz22GNcuHDhqo8ur7vuOvv/GzZsSHFxMQCNGjWitLQUwN4mCmDG\njBm8/fbbFBYWEh0dzXfffQfAzJkzyczMJDMzk/379zNu3Lgq41DZcYlrI/Xy2knMtJOYaScx00bi\n5XxuVTAaP348JpOJLl26OMwvKCjglltuASA1NdU+//Dhw7Rt25ZJkyZx3333kZ2dzfHjx/Hx8eGh\nhx5i2rRpZGZm2gswzZs35+zZs/Z2R76+vtx66628//77ABQVFdkLXVcSFBTErl27AFi3bp19/qFD\nh+jSpQvPPPMM3bp147vvvuOee+5hyZIl9vZGP/74IydPnsTPz48zZ87Y123WrJlD+siRIw7HlZOT\noy2QokrlC95CCOFqck9yH24xiKztyU2rVq1ITEy0z7PNf+aZZ0hISODll19m0KBB9vlr1qzhnXfe\noXHjxtx8880899xz7Ny5k+nTp9OgQQMaN27MwoULueGGG3jssccIDg7mpptuIioqyr7v5cuX8/jj\nj/Piiy/SpEkT1qxZ47DvyyUlJfHII4/QrFkz4uLi7MvNmzcPs9lMgwYNCA4O5t5776Vx48bs3buX\n7t27A2UFsRUrVtC2bVuio6PR6/UMHDiQv/3tbzRs2BCDwYDRaKSoqIjly5c7HJe4Ns4Yjbr+t5WM\nc3UGrpmirs9TXF3urJ6Ic3UGNAsIcN2+nXEvE46kg0cPJB08CiGEENXjkR08CuFsUi+vncRMO4mZ\ndhIzbSRezicFIyGEEEKIi6QqzQNJVZoQQghRPVKVJoQQQghRQ15ZMHL2oLW1OQhtWloakyZNqpVt\neTOpl9dOYqadxEw7iZk2Ei/nc4vX9eta+UFrfXx8ajRobXFxMY0aeWX4PEZgoGsHe/QGCh06pFq3\nLgUEwMXhGoUQTuCVT4ygZoPWpqWlMWTIEPr06UPfvn1JSEiwdw4J8NBDD/HBBx84FLCutq1hw4Zx\n77330qFDB2bMmGFfJzU1lY4dOxIVFcWOHTucHov6Ki+v/IjYcS4fkdvzpqpjBq7Oo7tNVcfsWqf6\nVtiXfnm0kXg5n9cWjB588EHeffddioqKyMnJcej0sVOnTmzbto2vv/6a5ORknn32WftnmZmZrFu3\nDovFwiOPPEJaWhoAp0+f5osvviA+Pp7yjbyutq3du3ezZs0acnJyWL16NT/++CPHjx/HZDKxY8cO\nPv/8c7799lsZdfkKJC5CuC/5fgpP5bUFI71ej9VqZdWqVQwaNMjhs/z8fEaMGIFer+fPf/4z3377\nrf2z/v374+/vD0BsbCwHDhzg1KlTrFq1ihEjRtCgQYNqb6tPnz74+flx3XXX0blzZ6xWK//73/+I\ni4ujefPmNG7cmAcffBB5A+3aSb28dhIz7SRm2knMtJF4OZ9XN5KxDVq7ZcsWTp48aZ9vG7R2/fr1\nHD161OHR5fXXX++wjYcffpjly5ezevVq+9Oj8q62rcoGqr38V9aVCkVGo5GgoCAA/P39MRgM9m3b\nvjj1PW1jNFpYuhQuDS1g+/zS8llZWS7Pr6elbdwlP5IuS4Pl4jAnl9IASUlxmEwVl7/S98PZy9tU\ndTxZWVmajt/b0xKvqtNZWVnk5+cDYLVa0Ux5IV9fX6WUUj/88IOaP3++Ukops9ms4uPjlVJKDR06\nVK1bt04ppVRSUpIKCgpSSimVmpqqEhMTHbZ14sQJ1bp1a3XXXXfZ59VkW/Hx8WrLli3q+PHjqk2b\nNurXX39Vv/32m+rZs2eFfXrpaaugqjhImOqABLnOeUrI5T4l3IXWa9Erq9KqM2jtzJkzCQ8Pp6Sk\nxD6/ssFlW7ZsSefOnRk3bpzD9muyLYCbbroJk8lE9+7d6dmzJ126dJG6eiGEEKKOSM/X1+j8+fOE\nhISQmZmJn59fnexTer6uHsfypAVPHMXbtSxUFTN5Xf9yFpx9ndW31/UtFku5akJRFYmXdtLzdR36\n9NNP6dy5M5MnT66zQpGovvKvOJvNrn6N2/Om6sQMpVyeT3ea6uI6q0+FIiHckTwx8kDyxEgIIYSo\nHnliJIQQQghRQ1IwEl7B9kqnqD6JmXYSM+0kZtpIvJxPCkZCCCGEEBdJGyMPJG2MhBBCiOqRNkZC\nCCGEEDUkBaMaaNCgAWPHjrWni4uLadGiBYMHD77qehkZGUyZMsXZ2ROVqIt6+cDAsr6T6s9kcYM8\neNpUeczQ6dwgb+46VR6z+jYFBtbOfUbaGDmfV4+VVlNNmzZlz549XLhwAR8fHzZt2sStt95KVT1U\nR0REEBERUUe5FNeiJtWVeXkX+/apJywWkH7ktLlizHT169qoTd5ynVXx56He86QmIPLEqIYGDhzI\nRx99BMCqVasYNWqU/aTv3LmTHj16EB4eTnR0NPv37wfKSvq2p0omk4nx48fTu3dv2rdvz/z58+3b\nfuedd4iKiiIsLIyJEydSWlpax0dX/0hPsdpJzLSTmGknMdNG4uV8UjCqoQcffJB3332XoqIicnJy\niIqKsn/WqVMntm3bxtdff01ycjLPPvtspdvYv38///3vf9m5cyfJycmUlJSwd6NVGmoAACAASURB\nVO9e1qxZw44dO8jMzKRBgwasWLGiwrpGoxGTyYTJZCIlJcXh8arFYpH0NaYBTKbKPzcaLZc9/i9L\nu1P+Je1madC2vKTrZbr8/cJ2/zAaK1/eZKpfy9dlvFNSUux/H41GI1rJW2k14Ofnx5kzZ+jWrRtP\nPvkkBw8epF+/fsyZM4f09HS+//57Jk+ezMGDB9HpdPz+++/s3bsXi8XC3LlzSU9PJzk5mSZNmjBz\n5kwAOnfuzKZNm1i/fj1///vfadmyJQCFhYWMHj2aF1980b5/T3ok6S4sFm3jC9Ukxrp6Vl2iNWbi\nKjGrbxdHLfKW66y2LgFPjZcr/25p3be0MboGQ4YMYdq0aWzZsoWTJ0/a57/wwgv06dOH9evXc/To\n0StexE2aNLH/v2HDhhQXFwOQkJDAK6+84tS8CyGEEKIiqUq7BuPHj8dkMtGlSxeH+QUFBdxyyy0A\npKamVrpuZaVXnU5Hnz59WLt2rb2glZuby7Fjx2o5595H6y8seSInbRlqQmKmncRMG0+NlyfdU+WJ\nUQ3Y3j5r1aoViYmJ9nm2+c888wwJCQm8/PLLDBo0yOFtNdv/yy9fXqdOnXj55Zfp378/paWlNG7c\nmAULFtC6dWtnH5aoBd7+5omonEKuDW8XEODqHIjqkjZGHkjaGGnnqfXyriQx005ipp3ETBuJl3bS\n87UQQgghRA3JEyMPJE+MhBBCiOqRJ0ZCCCGEEDUkBSPhFcp3ACaqR2KmncRMO4mZNhIv55OCkRBC\nCCHERV7XxsjX15ezZ89e0zYyMjJYtmwZ8+bNq/Tzn376iSlTpvDee+9d036uxNvbGAUGlg3YKlxL\noUOH916HniAgAHJzXZ0LIVxL699MrysY2Ybz8GTeXjCS0RXchJwItyenSAhpfF0jWVlZ3HXXXYSG\nhjJs2DDy8/OBsh5GMzIyADh16hRt27YFyup4Bw8eDMCWLVsICwsjLCyM8PBwzp07h9VqRa/XA2C1\nWomNjSUiIoKIiAi++OIL+zbi4uIYOXIknTp1YsyYMfb8/PWvfyUyMhK9Xs/jjz9eZ3FwN5V1gFlT\nUi+vncRMO2+OWU2/r94cs5qQeDmfFIyAhx9+mNmzZ7N79270ej3JycnAlXunLm/u3LksWLCAzMxM\nPv/8c3x8fBw+v/HGG9m0aRMZGRm8++67TJ482f5ZVlYW8+bN49tvv+Xw4cNs374dgMTERHbu3ElO\nTg6FhYV8+OGHtXzEQgghhKiM1w8Jcvr0aU6fPk1MTAxQNoDryJEjq71+dHQ0Tz31FA899BDDhg2j\nVatWDp//9ttvJCYmsnv3bho2bMiBAwfsn0VGRtrHVDMYDFitVqKjo/nss8+YPXs258+fJzc3ly5d\nuhAfH++wXaPRSFBQEAD+/v4YDAZ7b6i2XxSengbbMAq2dNzFfy1YLDXbnjsdn8enwb3y4wbpuLg4\nt8oPgE5Xli7//UlIgLS0isubTJCcXNPlqVH+bPPcJV7unrbNc5f8uGM6KyvLXvNjtVrRTHkZX19f\nh3R+fr5q3bq1PX3w4EEVHh6ulFKqb9++6quvvlJKKfX999+roKAgpZRSZrNZxcfH29f55ptv1KxZ\ns1SbNm3Uvn371JEjR1RwcLBSSqmkpCQ1ffp0pZRSxcXFqlGjRpVuIzExUS1dulQVFhaqG2+8Uf3w\nww9KKaVMJpMymUwOefaW03al4/SSw3d/ciLcXl2eIm+5LwnPo/Xa9PqqtBtuuIGAgAA+//xzAJYv\nX24veQYFBbFr1y4A1q5dW+n6hw4dokuXLjzzzDN069aN7777zuHzgoICbrrpJgCWLVtGSUnJVfNz\n4cIFAJo3b87Zs2d57733arWtjSdRtdhq1ParQlSfxEw7b45ZTb+v3hyzmpB4OZ/XVaWdP3+e2267\nzZ5++umnWbp0KRMnTuT8+fO0b9+e1NRUAKZNm8YDDzzAokWLGDRokEMBxfb/efPmYTabadCgAcHB\nwdx77738+OOP9s+feOIJhg8fzrJlyxgwYAC+vr4VtlGev78/jz32GMHBwdx0001ERUU5JQ6ezkvL\nim5FRox3fzKiuxDaed3r+vWBt7+uL4QQQlSXvK4vhBBCCFFDUjASXkHq5bWTmGknMdNOYqaNxMv5\npGAkhBBCCHGRtDHyQNLGSAghhKgeaWMkhBBCCFFDXlkwKv/K/Mcff0zHjh35/vvvNW/n/fffZ+/e\nvTXOR1BQELky9LXTBQaW9f6r0yGTpsm1MUOnc4MYeFbM3HkKDKz8+yltZrSReDmfVxaMbP0Hbd68\nmSlTprBx40aHvo2qa/369Xz77bfXnA/hXHl5YDaXjTIuU/UnV8cMXB8DT4uZO095ea69DwhRXV5Z\nMALYunUrEyZM4KOPPqJt27YAvPPOO0RFRREWFsbEiRMpLS0Fyp4wPf/88xgMBrp3784vv/zCjh07\nSE9PZ/r06YSHh3P48GHi4uLIyMgA4NSpU/btlpSUMG3aNPR6PaGhobz11lsOeSksLGTgwIEsWrSI\nDh06cOrUKQBKS0u54447+PXXX+sqLB6pOgXM8uMMieqRmGknMdOuLmJWn36EyjXmfF5ZMLpw4QJD\nhw7l/fffp0OHDgDs3buXNWvWsGPHDjIzM2nQoAErVqwAynrL7t69O1lZWcTGxrJ48WJ69OjBkCFD\nmDNnDl9//TXt2rVDp9NV+gVctGgRx44dY/fu3ezevZvRo0fbPztz5gxDhgxh9OjRTJgwgTFjxtj3\n++mnn2IwGGjevHkdREUIIYQQXjckCECTJk2Ijo7m3//+NykpKUBZtVpGRgZdu3YFyp7i2MY4a9Kk\nCYMGDQIgIiKCTZs22bdVnZbumzdv5k9/+hMNGpSVQwMu9tOvlOK+++5jxowZjBo1CoDx48dz3333\nMWXKFJYsWcK4ceMq3abRaCQoKAgoG0bEYDC41ejGdZm2zbNY4khOBrBcnGv73EJKShZTp051i/x6\nSto2z2X5uZgHd4lHddKXx87V+XGnNMSVtR277Pt5zz0p/OUvFe9fV/o+JyRYMBorbv9qy5fnLvGo\naTolJcWr7/fVSWdlZZGfnw+A1WpFs1ocwNZj+Pr6qsLCQtW9e3f1yiuvKKWUmj9/vpo5c+YVl7d5\n7733lNFoVEopZTQa1bp16+yf9e3bV3311VdKKaW+//57FRQUpJRSavjw4WrTpk0VthsUFKSefPJJ\nNXbsWIf59957r9q8ebNq166dKi0trbCel562K6oqHqCU2Wyum8zUIy6PmQde5y6PmRu70umsi5jV\np3umXGPaaT3/XlmVBuDj48NHH33EihUrWLJkCX369GHt2rWcPHkSgNzcXI4dO3bVbfj5+VFQUGBP\nBwUFsWvXLgDWrl1rn9+vXz/+9a9/UVJSAkBeuVaIL730EgEBATz55JP2eY8++ihjxozhgQceqFd1\n465k+zUhqk9ipp3ETDuJmTYSL+fzyoKRrbAREBDAxo0befnllzl06BAvv/wy/fv3JzQ0lP79+/Pz\nzz87LG/7vy39xz/+kdmzZxMREcGRI0eYNm0a//znPwkPD+fXX3+1L/foo4/SunVrQkJCMBgMrFq1\nyiE/8+bNo7CwkBkzZgAwePBgzp07d8VqNOFIVaM6UwjhveQeIbSQnq/d0K5du3j66afZsmVLpZ9L\nz9faXGrXEOfSfHgeC66MmUKHDk+7zi3IdVa5gACorNs2i8UiT0E0kHhpp/Vvplc2vnZnr776KgsX\nLmTlypWuzkq9oRRYLCD3Em1cHzPlecUii6tjJoS4VvLEyAPJEyMhhBCiemSsNCGEEEKIGpKCkfAK\n5fuXEdUjMdNOYqadxEwbiZfzScFICCGEEOIiaWPkgaSNkRBCCFE90saoFvn6+tr///HHH9OxY0e+\n//57F+ZIVCUwsOz1fJlcM6HTuTwPMl3bFBjo6m+xEK4lBaOrsHXQuHnzZqZMmcLGjRu57bbbXJwr\ncTV5eWWv518+mc2WSufLdOWpJjED1+fb02LmblO5jvnrhLSZ0Ubi5XxSMKrC1q1bmTBhAh999BFt\n27YFYPHixURGRmIwGBgxYgSFhYVA2cCuU6ZMITo6mvbt27Nu3ToAjh8/TmxsLGFhYej1erZv3w7A\nE088Qbdu3QgODsZkMtn3+Ze//IUuXboQGhrK9OnT6/aA3YwMiSKE95HvvXAlaWN0FY0bN6ZZs2Zs\n2bKF4OBg+/zc3FwCLz5vfuGFF7jxxhtJTEzEaDRSWFjI6tWr2bt3L0OGDOHAgQPMnTuXoqIinn32\nWZRSnDt3Dl9fX/Ly8ggICKCkpIS+ffvyxhtvcMsttxAdHc2+ffsAKCgooFmzZg750ul0JCQkEBQU\nBIC/v3+9HW1Zp9NhNpsrfJ6WBkuXxl2MiOXiv2Vps9l98u91aZ0OSyXnS9Kek9bpytKXevAuSycl\nxWEyVVzeaLSwdGntLt+7d29sf5pcHQ9Je146KyuL/Px8AKxWK0uXLkVLUUcKRlfRtGlT+vTpQ7t2\n7UhJSbHP37JlC88//zynT5/m7NmzDBgwgAULFjBu3Dj69+/PqFGjAGjWrBkFBQVs27aN8ePHM2bM\nGO6//35CQ0MBWLhwIYsXL6a4uJjjx4/z5ptvMnz4cCIiIoiIiCA+Pp74+HgaN27skC9vanyt9Vh1\nuktVOsIF5AR4PHc4hd50jxPOJ42va1GDBg1Ys2YNO3fu5O9//7t9vtFoZMGCBWRnZ5OUlGSvSgNo\n0qSJ/f+2ExETE8O2bdto1aoVRqOR5cuXc+TIEebOnctnn33G7t27GTRoEIWFhTRs2JCdO3cyYsQI\nPvzwQwYMGFB3B1yP2X5ViOqTmGknMdNOYqaNxMv5ZKy0Kvj4+PDRRx8RExPDjTfeyPjx4zl79iw3\n3XQTv//+O++8806VDbKPHTtGq1atePTRRykqKiIzM5PQ0FCaNm1Ks2bNOHHiBJ988gm9e/fm3Llz\nnDt3jnvvvZcePXrQvn37OjpS9yS/GoXwPvK9F64kBaOrsDUADAgIYOPGjcTGxtKiRQv++te/EhUV\nRYsWLYiKiuLs2bMV1in/f7PZzJw5c2jcuDF+fn4sW7aMNm3aEBYWxp133sltt91Gz549AThz5gz3\n3XcfFy5cQCnF66+/XodHXD9U3m4zro5zUR/EaV5DcaX4e4s4V2fgmgUE1O3+bG1DRPVIvJxP2hh5\nIKl/F0IIIapH2hgJUQmpl9dOYqadxEw7iZk2Ei/nk4KREEIIIcRFUpXmgaQqTQghhKgeqUoTQggh\nhKghKRgJryD18tpJzLSTmGknMdNG4uV88rr+Ffj6+jq8hl8Vi8XC3LlzSU9PJz09nW+//ZYZM2Y4\nMYfiSgID634gTFFGoUOHVPN6uoAAyM11dS6EcA1pY3QFfn5+nDlzptrLly8YOZu0Mbo6dxjSwGtJ\n8OsFOY2iPpE2RrXMYrEQFxfHyJEj6dSpE2PGjLF/tnHjRjp16kRERATr16+3z09LS2PSpEkApKen\nc9dddxEeHk6/fv345ZdfADCZTIwfP57evXvTvn175s+fb19/6NChdO3aleDgYBYvXlxHR+oZZNRt\nITyPfG+FJ5GCUTVkZWUxb948vv32Ww4fPsyOHTu4cOECEyZM4MMPPyQjI4Off/650i9/TEwMX375\nJV9//TUPPvggr732mv2z/fv389///pedO3eSnJxMSUkJAEuWLGHXrl189dVXvPHGG+TKM+1rJvXy\n2knMtJOYaScx00bi5XzSxqgaIiMjueWWWwAwGAwcOXKE66+/nrZt29rHMhszZgyLFi2qsO7333/P\nAw88wM8//8xvv/1Gu3btgLJfUIMGDaJx48Y0b96cli1bcuLECW655RbmzZvHhg0bAPjhhx84cOAA\nUVFRDts1Go0EBQUB4O/vj8FgsHcVb/vi1Pe0xRJHcjJAWfrScAwWLBbH5bOyslyeX09L27hLfiRd\nt2mdrixd/vuVlARxcRWXT0uDpUuvvrzN5fvLyspyi+P1lLTEq+p0VlYW+fn5AFitVjRTolK+vr5K\nKaXMZrOKj4+3z09MTFRpaWkqKytLxcbG2ue///779uVSU1NVYmKiUkqpXr16qfT0dKWUUhaLRcXF\nxSmllDKZTGrOnDn29YODg9XRo0eV2WxWPXv2VIWFhUoppeLi4tSWLVsc8ubNp606x+7F4XE9CX69\nUNun0ZvvWcL1tF5/UpVWAzqdjjvvvBOr1crhw4cBWLVqVaXLFhQU2J82paWl2eerShqCKaUoKCgg\nICAAHx8f9u3bx5dffln7ByCEEEKISknB6ArKtxeqrO3Qddddx6JFixg0aBARERHceOON9uV0Op39\n/yaTiZEjR9K1a1datGhR6TLl9zNgwACKi4vp3LkzM2fOpHv37s46RI9UWYGyMjrd5ZOlknkyXX3S\nHrPKY+9Nk/aYueMUEFB331tbVYioHomX88nr+h5IXtfXznLx7UJRfRIz7SRm2knMtJF4aaf1b6YU\njDyQFIyEEEKI6pF+jIQQQgghakgKRsIrSL28dhIz7SRm2knMtJF4OZ8UjIQQQgghLpI2Rh5I2hgJ\nIYQQ1SNtjIQQQgghakgKRhr4+voCZV2M6/V6oKy+d/DgwUDZgLGzZs2q0bZ/+uknRo4cWTsZFRWU\nr5cPDHR9PzGeMVncIA+ATufyPHhazDxrcoxZYKDLbhMeQdoYOZ+MlaZBVSNEDx482F5I0uqWW27h\nvffeq9G6ouzcVPdRaV4eSE1k1crGm3N1LgCd55wvt4mZB7k8ZlXcZjWRZgeiJuSJUS1KS0tj0qRJ\nQNkgr1OmTCE6Opr27duzbt06oKwH2OnTp6PX6wkJCWHNmjWA41OoPXv2EBUVRVhYGKGhoRw8eNA1\nB1SPSIdo2knMtJOYaScx00bi5XzyxMiJfv75Z7Zv387evXsZMmQIw4cP5z//+Q+7d+8mOzubkydP\n0q1bN3r16uWw3sKFC5kyZQqjR4+muLiY4uLiCts2Go0EBQUB4O/vj8FgcKvRjV2RtrGlLZY4kpOh\n/GjfF5e4+CvVvfIv6Suky2a6T34k7dQ0WC4+NbqUBkhKisNkqri80Whh6dLKl3eH45F03aezsrLI\nz88Hyh46aFYbI9d6C19fX6WUUkeOHFHBwcFKKaXMZrOKj49XSimVmpqqEhMTlVJKGY1GtXLlSvu6\nfn5+Simlpk6dqlJTU+3zx44dqz744AOHba5cuVJ16dJFzZo1Sx04cKBCPuS0VVRVTMxmc7llnZyZ\neqJ8zFzKg06Y28TMg1wes9o83fXxXinXmHZarwOpSnOiJk2a2P+vLtZzV1bnfXnbpVGjRpGens4f\n/vAHBg4ciNlsdn5mhRBCCCFtjOpaTEwMq1evprS0lJMnT7J161YiIyMdljl8+DBt27Zl0qRJ3Hff\nfeTk5Lgot57j8sLm5S49phfVJTHTTmKmnTNjVtV9wRPJNeZ80sZIg/JPdir7v06nq3KZoUOH8sUX\nXxAaGopOp2P27Nm0bNkSq9VqX2bNmjW88847NG7cmJtvvpnnnnvOqcfljWrzzRfhXAo5X94kIMDV\nORDeTnq+9kDyCqp2lnKNd0X1SMy0k5hpJzHTRuKlnfR8LYQQQghRQ/LEyAPJEyMhhBCieuSJkRBC\nCCFEDUnBSHgFWydgovokZtpJzLSTmGkj8XI+KRgJIYQQQlwkbYyuga+vL2fPnq0w32g0MnjwYIYP\nH37FdePi4pg7dy4RERGa9yttjBwFBpYNDCtcT6FDh1yb9UFAAOTmujoXQlw7rX8zpR+ja3B5j9Xl\n51/ps6rWFdrl5XnO6Ov1nk7ORX0htyjhraQqrRYopUhMTOTOO++kX79+/PLLL/bPXnrpJSIjI9Hr\n9Tz++OMO67333ntERUXRsWNHPv/8cwAuXLjAuHHjCAkJITw83Ovqk51VYPS2ONYGiZl2EjPt6iJm\n9emHqFxjzicFo1qwfv169u/fz969e1m2bBk7duywfzZp0iR27txJTk4OhYWFfPjhh/bPSkpK+N//\n/kdKSgrJZcPA89Zbb9GwYUOys7NZtWoVCQkJ/Pbbb3V+TEIIIYQ3kqq0WrB161ZGjx6NTqfj5ptv\n5u6777Z/9tlnnzF79mzOnz9Pbm4uwcHBxMfHAzBs2DAAwsPDsVqtAGzfvp3JkycD0LFjR9q0acN3\n332HXq932KfRaCQoKAgAf39/DAaDvTdU2y8KT00bjRaMxoqfWyxxlJUfLRejEHfxXwsWS9Xbt3H1\n8Um6/qbj4uLcKj/Xkoa4i9Vpl9IACQnavp9VL29bx1nbty3PNcXDXdK2ee6SH3dMZ2VlkZ+fD2D/\n26qFNL6+Bn5+fpw5c4annnqKkJAQxo0bB8Dw4cN56KGHGDhwIEFBQWRkZNCqVSuSk5PR6XS8+OKL\n9O7dm7lz5xIeHs6pU6fo1q0bR44cYdiwYUyaNInevXsDEBsby4IFCwgODrbvtz43vq7JsemkXYv7\nkJNRb9SnU1mf75miatLBowvExsayevVqSktLOX78OGazGShrLwTQvHlzzp49y3vvvVfltmJiYlix\nYgUA+/fv59ixY3Ts2NF5mXczzrp5XfoVLKpLYqadxEy7uohZfSoUyTXmfFKVdg1sDfqGDh3KZ599\nRufOnWndujU9evQAyqq4HnvsMYKDg7npppuIioqqcltPPPEEf/rTnwgJCaFRo0YsXbqUxo0bO/9g\nPFw9alvp0RRyLuoLGeVeeCupSvNA8lhYCCGEqB6pShNCCCGEqCEpGAmvIPXy2knMtJOYaScx00bi\n5XxSMBJCCCGEuEjaGHkgaWMkhBBCVI+0MRJCCCGEqCEpGF3mxIkTjB49mvbt29O1a1d69OjBhg0b\nnLrPxx57jL179zp1H/VFYGDZ6+DaJ0sN1/Pm6VLM0OncID+eMFnqdH+Bga7+Rl47aTOjjcTL+aQf\no3KUUtx///2MGzeOlStXAnDs2DE++OCDa9pucXExjRpdOdSLFy++pu17k7y8mvXGWzZkSG3npn5z\niJmu/vSC7Ex1fZ3pdHW3LyG8hTwxKuezzz7juuuuY8KECfZ5rVu3JjExkZKSEqZPn05kZCShoaEs\nWrQIKCtMTZ8+Hb1eT0hICGvWrAHKSvUxMTHcd999BAcHo5TiiSeeoFOnTvTv359Bgwaxbt06oGyM\nl6+//hoo6+CxW7duBAcHYzKZ6jYAbqY2R8SOk1KRZhIz7TwhZu420rwnxMydSLycT54YlbNnzx7C\nw8Mr/eztt9/G39+fnTt3UlRURM+ePenfvz8ZGRns3r2b7OxsTp48Sbdu3YiNjQUgMzOTPXv20KZN\nG9auXcvRo0fZu3cvJ06coFOnTjzyyCOA443qb3/7GwEBAZSUlNC3b19ycnIqDCArhBBCCOeQglE5\nl/+SevLJJ9m+fTtNmjShTZs2ZGdns3btWgAKCgo4cOAA27dvZ/To0eh0Olq2bEmvXr346quvaNas\nGZGRkbRp0waA7du388ADDwBw44032geJvdzq1atZvHgxxcXFHD9+nG+//bbSgpHRaCQoKAgoG3rE\nYDC41ejGtZEGW1WBLV3z7WVlZTF16lS3Oj53T9vm2T+/OM9d8ueO6ctjVxf71+ls+4y7+K+FhARI\nS6u4vO0htMWNRmdPSUmpl/cviZfr0llZWeTn5wNgtVrRTAm7zZs3q169ejnMO3XqlAoKClIjRoxQ\n//3vfyus89RTT6klS5bY02PHjlXp6enKYrGo+Ph4+/ypU6eq1NRUe3rYsGFq3bp1Siml4uLiVEZG\nhjp8+LC6/fbbVX5+vlJKKaPRqNLS0irs01tOW2XHWdNDN5vN15YZL+QQMy+55q5VXV9nNTkt7nb/\nkO+mNhIv7bRe89LGqJy7776bCxcusHDhQvu8c+fOAXDPPfewYMECiouLgbKR78+fP09MTAyrV6+m\ntLSUkydPsnXrViIjIyv0mRAdHc26detQSnHixAmHX5Y2BQUFNG3alGbNmnHixAk++eQTt2sP4Kls\nvyZE9UnMtJOYaScx00bi5XxSlXaZDRs28NRTT/Haa6/RokULmjZtymuvvcaIESM4cuQI4eHhKKVo\n2bIlGzZsYOjQoXzxxReEhoai0+mYPXs2LVu2ZO/evQ6FmuHDh7N582Y6d+7MbbfdRnh4ODfccIPD\nvkNDQwkLC+POO+/ktttuo2fPnnV9+G7l8sKlEOLayfdKiKuTnq/r0Llz52jatCm//vorUVFR7Nix\ng5YtW2rejjf3fF3zB2gWLrXBENVjwRYzhQ4d3nnNaWOhLq+zgADIza2z3TlF+fZOomoSL+20/s2U\nJ0Z1KD4+nvz8fH777TdefPHFGhWKvF1Ny4PSj5F2jjFTUiyqBrnOhPB88sTIA3nzEyMhhBBCCxkr\nTQghhBCihqRgJLxCZW8BiquTmGknMdNOYqaNxMv5pGAkhBBCCHGRtDHyQNLGSAghhKgeaWPkBA0b\nNiQsLMw+HT16FIvFwuDBgzVtJyMjgylTplT6WVBQELme/t6tmwoMLHvNXybnT+h0Ls+DTO4zBQa6\n+tsvhHZSMKqG66+/nszMTPtkG/9Mi+LiYiIiIpg3b16ln0sP186Tlwdms4WyARRkqu5Uk5iB6/Pt\naTGrz1NeXtXfT2kzo43Ey/mkYFQLcnNzuf/++wkNDaV79+7k5OQAYDKZGDt2LD179uThhx9my5Yt\n9qdMv/76K/379yc4OJjHHnuM8o/5hg4dSteuXQkODmbx4sUuOSZ3IQVGIURNyf1D1IR08FgNhYWF\nhIWFAdCuXTvWrVvn8HlSUhIRERFs2LABs9nMww8/TGZmJgD79u3j888/57rrrnMo6ScnJxMbG8vz\nzz/Pxx9/zNtvv23/bMmSJQQEBFBYWEhkZCTDhw8n8LJn0kajkaCgIAD8/f3r9WjLl48enpBgwWis\nuLzFEkdyMpT1Pnxp+Utp3OJ4JF1/03FxcW6VH3dIX/79BQsJCZCWZktfSFosvgAAIABJREFU6s3Z\nZILk5KsvX377WpevD2nbPHfJjzums7KyyM/PB8BqtaKVNL6uBj8/P86cOeMwz2KxMHfuXNLT0wkP\nD+c///mPvaDSunVr9uzZwz/+8Q8aNGjACy+8UGGdsLAw1q9fb1+nefPmHDhwgMDAQEwmExs2bADg\n6NGjbNy4kaioKPu+vanxdW0cq05X9lhf1AEJtijH1ZeDN90rxZVJ42sXuVLQr7/+ek3rWCwWNm/e\nzJdffklWVhYGg4GioqJay6e3sv2qENUnMdNOYqadxEwbiZfzScGoFsTExLBixQqg7KJt0aIFfn5+\nVy2hxsbGsnLlSgA++eQT8i62UiwoKCAgIAAfHx/27dvHl19+6fwDcGPya08IUVNy/xA1IW2MqqGy\nBnw6nc4+32QyMX78eEJDQ2natClLly6tsMzl6aSkJEaNGsWqVavo0aOH/U23AQMGsHDhQjp37kzH\njh3p3r27sw/PK/TuHefqLHigOM1rKMqqT7xXnKsz4FYCAqpepnzbGVE1iZfzSRsjDyT15kIIIUT1\nSBsjISoh9fLaScy0k5hpJzHTRuLlfFIwEkIIIYS4SKrSPJBUpQkhhBDVI1VpQgghhBA1JAUj4RWk\nXl47iZl2EjPtJGbaSLycr8qCkW1k+eDgYAwGA//4xz/sj6SuNlo8lPXavGrVqit+/tNPPzFy5Mir\n7j8lJYXCwsKqsulg27ZtdOnShfDwcC5cuODw2c8//8wf//hHbr/9drp27cqgQYM4cODAFbdltVrR\n6/Wa9n8laWlpTJo0qdLPoqOja2Uf9UlgYO2N8t27d8V56GQkeK0xc8YkI7ALIdxJlW2Myg+HcfLk\nSUaPHk10dDQmk6nKjZcfAuNyxcXFNGpUdTdKbdu2ZdeuXTRv3rzKZW0mTpxITEwMDz30kMN8pRQ9\nevRg3LhxTJgwAYDs7GwKCgro2bNnpduyWq0MHjzYPjDstVi6dCm7du1i/vz517Qdb2ljpHP2cAJO\n34GoDjkNQghncmoboxYtWrBo0SLefPNNoKzgYxstfsuWLYSFhREWFkZERARnz57lL3/5C9u2bSMs\nLIyUlBSWLl3KkCFD6NOnD/369ePo0aMEBwcDUFJSwrRp09Dr9YSGhvLmm28yf/58fvrpJ3r37k2f\nPn0q5Gfz5s2Eh4cTEhLCI488wm+//ca///1v3nvvPV544QXGjBnjsLzZbKZJkyb2QhFASEiIvVA0\nffp09Ho9ISEhrFmzpsL+Ln/iEx8fz9atWwHw9fXlmWeeITg4mH79+vHll1/Sq1cv2rdv71Aw/P77\n7+nduzcdOnTgpZdess/39fUF4OzZs/Tt25eIiAhCQkL44IMPNJwhIYS7kJHdhfBQqgq+vr4V5vn7\n+6tffvlFmc1mFR8fr5RSavDgwWrHjh1KKaXOnTuniouLlcVisX+ulFKpqanq1ltvVXl5eUoppY4c\nOaKCg4OVUkotWLBAjRw5UpWUlCillMrNzVVKKRUUFKR+/fXXCnkoLCxUt912mzpw4IBSSqmHH35Y\npaSkKKWUMhqNat26dRXWmTdvnnrqqacqPc61a9eqfv36qdLSUnXixAnVunVr9fPPPzvkMTU1VSUm\nJtrXiY+PV1u2bFFKKaXT6dTGjRuVUkoNHTpU9evXTxUXF6vdu3crg8FgX//mm29Wubm5qrCwUAUH\nB6uMjAyHOBcXF6uCggKllFInT55Ut99+e4W8VuO01Qu1eZhms9m5O6iHKo2ZE9Sn01A+Zt7yPb1W\ndXWd1RcSL+20fhdrrfF1dHQ0Tz31FPPnzycvL4+GDRtWeHSl0+no378//v7+FdbfvHkzjz/+OA0a\nlGUpoIq+5L/77jvatm3L7bffDkBCQoL96Q1UPkbO1X7Bbd++ndGjR6PT6WjZsiW9evVi586dV81D\neU2aNOGee+4BQK/X07t3bxo2bEhwcDBWq9W+XP/+/e1joQ0bNoxt27Y5bKe0tJSZM2cSGhpKv379\n+Omnn/jll18q7M9oNGIymTCZTAwYkIJOZynXbsOCTmfBVttpsVgcGuwZjRaPWN7m8uVrks7KyqrV\n7Um69tLgGddjdZYva5dV+9dvfU5nZWW5VX7cPS3xqjqdkpJi//toNBrRrKqS0+VPjA4dOqSaN2+u\nlFIOT4yUUuqbb75Rs2bNUm3atFH79u2r8HlaWprDE5fyT2OGDx+uNm3aVGH/V3pitHv3bhUbG2tP\nf/rpp2rYsGFKqbInRmvXrq2wzubNmx3WKe+pp55SS5YssafHjh2r0tPTHfK4fPly9cQTT9iX6du3\nr/2JUfk4mUwmNWfOHHva9llqaqpKSEiwz3/hhRfUG2+8UWGZBx98UBUXF9uP/+jRow55rcZpqxec\nfpheEkd3V19Pg7d8T4Vwd1q/i5qeGJ08eZKJEydW+mbVoUOH6NKlC8888wzdunXju+++o1mzZvaG\n2xcLYVfcdr9+/fjXv/5FSUkJgH20eT8/PwoKCios36FDB6xWK4cOHQJg+fLlVQ6ud/fdd1NUVMTi\nxYvt87Kzs/n888+JiYlh9erVlJaWcvLkSbZu3UpkZKTD+kFBQWRlZaGU4vvvv9f0RMlm06ZN5OXl\nUVhYyPvvv1/hbbSCggJatmxJw4YNMZvNHD16VPM+hBBCCFEzVRaMCgsL7a/r9+vXjwEDBpCUlASU\nVU3ZqqfmzZtnbzjdpEkT7r33XkJCQmjYsCEGg4GUlBQuH23etg2ARx99lNatWxMSEoLBYLC/5j9h\nwgQGDBhQofG1j48PqampjBw5kpCQEBo1asTEiRMrbPdy69ev59NPP+X2228nODiY5557jptvvpmh\nQ4cSEhJCaGgoffr0Yfbs2bRs2dJhWz179qRt27Z07tyZKVOmEBERccX9lU/b/q/T6YiMjGT48OGE\nhoYyYsQIwsPDHZZ56KGH2LVrFyEhISxfvpxOnTpd/QTVc7X3Wrilwrza3X59nCrGzBlTdUZg9xTl\nH+lf7YeguKR8zETVJF7OJ0OCeCBveV2/NlksliqfKApHEjPtJGbaScy0kXhpp/VvphSMPJAUjIQQ\nQojqkbHShBBCCCFqSApGwitIvbx2EjPtJGbaScy0kXg5nxSMhBBCCCEukjZGHkjaGAkhhBDVI22M\nhBBCCCFqyOsKRg0bNrT3y2QwGPjHP/5RZUnSarWi1+vrKIfCGapbLx8Y6Oq+g9xpqpt+jNDp3OBY\nPStm9Wu69pgFBjr19uFWpI2R8zVydQbq2vXXX09mZiZQ1pP36NGjKSgowGQbCMnFSktL7ePFico5\nsyoxLw+klrKMxQJ10l2Krv7EvM5iVo/URsx0utrIiWtI0wj349V/gVu0aMGiRYt48803ASgpKWH6\n9OlERkYSGhrKokWLKqxjtVqJjY0lIiKCiIgIvvjiCwCefPJJ0tPTARg6dCiPPPIIAEuWLOH555+3\nz+/atSvBwcEOw5L4+voybdo0DAYDX3zxBe+88w5RUVGEhYUxceJESktLnRoHbyAdomknMdNOYqad\nxEwbiZfzeXXBCKBt27aUlJTwyy+/8Pbbb+Pv78/OnTvZuXMnixcvxmq1Oix/4403smnTJjIyMnj3\n3XeZPHkyALGxsWzbtg2AH3/8kb179wKwbds2evXqBZQVknbt2sVXX33FG2+8YR8P7vz589x1111k\nZWURGBjImjVr2LFjB5mZmTRo0IAVK1ZUyLfRaLSPHpySkuLy0YzrMm2bV/7/ZSOcl380X5Y2mSrf\n3pWWd4fj87o0Fc+npCWtJQ218/13xfKXjsF94unp6ZSUFPvfR6PRiGa1MnStB7GNYl+ev7+/OnHi\nhBo+fLjq0KGDMhgMymAwqHbt2qlNmzapI0eOqODgYKWUUvn5+WrMmDFKr9crg8Ggrr/+eqWUUj/8\n8IO666671LfffquMRqO6//771fHjx9Wdd96pzp49q5RSKikpSYWGhqrQ0FB1ww03qP/9739KKaUa\nNWqkSktLlVJKzZ8/X91yyy32PHTs2FElJyc75NcLT5uDmhy/2Wyu5rY1b7reqm7Mrlk9Cnqdxawe\nqY2YefIlpPV+JteYdlpj7HVtjC53+PBhGjZsaB8w9s0336Rfv34Oy5R/avT6669z8803s3z5ckpK\nSvDx8QGgVatW5Ofns3HjRmJjY8nNzWX16tX4+vrStGlTLBYLmzdv5ssvv8THx4fevXtz4cIFoGxA\n3PKDziYkJPDKK684+ciFEEIIcTmvrko7efIkEydOZNKkSQDcc889LFiwgOLiYgD279/P+fPnHdYp\nKCjgpptuAmDZsmWUlJTYP7vrrrtISUmhV69exMTEMGfOHGJjY+3rBQQE4OPjw759+/jyyy8rzVOf\nPn1Yu3YtJ0+eBCA3N5djx47V7oF7OFWDhopSL6+dxEw7iZl23h4zrfczb49XXfC6J0aFhYWEhYXx\n+++/06hRIx5++GGeeuopAB599FGsVivh4eEopWjZsiUbNmwAsD/ReeKJJxg+fDjLli1jwIAB+Pr6\n2rcdExPDpk2baNeuHbfddht5eXnExMQAMGDAABYuXEjnzp3p2LEj3bt3t69X/mlRp06dePnll+nf\nvz+lpaU0btyYBQsW0Lp1a6fHRpTx5DdcPJFCYi6uTUCAq3Mg6hPp+doDyeud2lksFvmlpZHETDuJ\nmXYSM20kXtpJz9dCCCGEEDUkT4w8kDwxEkIIIapHnhgJIYQQQtSQFIyEV7i8QzVRNYmZdhIz7SRm\n2ki8nE8KRkIIIYQQF3l1G6Off/6ZqVOnsmvXLvz9/bnxxhtJSUnhjjvuqLCs1Wpl8ODB5OTk1Ho+\nTCYTfn5+PP3009VaXtoYOQoMLBv8VdScQocOuaY8RUAA5Oa6OhdCeAatfzO9rh8jG6UUQ4cOZdy4\ncbz77rsAZGdnc+LEiUoLRloVFxfTqFH1wquTTlyuSV5e/Rmd3WXq0Qj33kBuGUI4j9dWpZnNZpo0\nacKECRPs80JCQujZsyfTp09Hr9cTEhLCmjVrKqx74cIFxo0bR0hICOHh4fY637S0NIYMGUKfPn3o\n168f586do2/fvkRERBASEsIHH3xg38bf/vY3OnbsSExMDN999519flZWFnfddRehoaEMGzaM/Px8\n5wXBA9RWoVHq5bWTmGnnTTGT76ZrSLycz2ufGH3zzTdERERUmL9u3Tp2795NdnY2J0+epFu3bvTq\n1cthmbfeeouGDRuSnZ3Nd999R//+/dm/fz8AmZmZ5OTk4O/vT0lJCevXr8fPz49Tp07RvXt3hgwZ\nQkZGBqtXr2b37t38/vvvhIeH07VrVwAefvhh3nrrLWJiYkhKSiI5OZnXX3/d+QERQgghhPcWjK70\na2f79u2MHj0anU5Hy5Yt6dWrFzt37kSv1zssM3nyZAA6duxImzZt2L9/Pzqdjn79+uHv7w9AaWkp\nM2fOZNu2bTRo0ICffvqJEydOsG3bNoYNG4aPjw8+Pj4MGTIEKBtP7fTp0/ZhRBISEhg5cmSl+TQa\njQQFBQHg7++PwWCw94Zq+0VR39IWSxzJyQCWi1GIu/ivBYul6vVt3OV43C4N7pUfD0zHxcXV2f50\nurJ0+e9DUhLExVVcPi0Nli6t3eVtrvV4bPPc4fx5Qto2z13y447prKwse21L+UHgq8trG19/9tln\nJCcns2XLFof5f/7zn9Hr9YwbNw4oe4LzwAMPEBwcbG98PWzYMCZNmkTv3r0BiI2N5a233uLrr79m\n165dzJ8/HyirWtu4cSMrVqygYcOGtG3bFovFwoYNG8jNzSW57K88f/7zn7n11lt59NFH0ev1HD16\nFIBDhw7xwAMPkJGR4ZBHb2p8XZ1j1Un7mGsnQfQo7nC6vOk+JDybdPBYTXfffTdFRUUsXrzYPi87\nOxt/f39Wr15NaWkpJ0+eZOvWrURGRjqsGxMTw4oVKwDYv38/x44d484776wQ+IKCAlq2bEnDhg0x\nm80cPXoUnU5HbGwsGzZs4MKFC5w5c4YPP/wQgGbNmhEQEMDnn38OwPLlyx1+JXij2rrx2n5ViOqT\nmGnnTTGT76ZrSLycz2ur0gDWr1/P1KlTmTVrFj4+PrRt25bXX3+ds2fPEhoaik6nY/bs2bRs2RKr\n1Wqvfnvi/9u797ioysSP45+RTM1IpUU0b/DKG8ptAKVM9kehxipYgl1cNxez2rW1i3txzdXENctq\nzVCzdn1VohValrdafaXFJGppCgReSjMI89aaIoKaiuf3BzCKXJxD4sw43/frdV76nDnn8JwvM8Mz\n53nmPI8+yujRowkJCeGaa64hLS2Nxo0bY7FYqnTRDR8+nISEBEJCQoiMjCQwMBAAq9XKfffdR2ho\nKK1bt67S8EpLS+OPf/wjJ06c4Oabb+bNN9+8sqG4KX1L55fRDPfuRbPJizQcj+1Kc2e6hC0iIuIY\ndaWJiIiI1JMaRuIR1C9vnjIzT5mZp8zMUV4NTw0jERERkQoaY+SGNMZIRETEMRpjJCIiIlJPahiJ\n2/HxKf9qubnFVo99PH2pOTMsFheom6suNWd2pRcfH2e/Sh2nMTPmKK+G53ENo4MHD3L//ffTuXNn\nIiMjGTRoELt37651++uvvx6A/fv3V5meY9iwYYSGhpKamvqL67R161aeeOKJX3wcT3H0aPldf80s\nGRnm9/H0pbbMwPl1c9XFVZ5nR4869zUq4s48aoyRYRj06dOHkSNH8sgjjwDld7suLi6mb9++Ne7j\n7e3N8ePHq6w7ePAg0dHRdTaoLlZWVoaXl1f9K38BTxljVNt5Wizn/0CLE+gX4PLM/oo85T1FPJPG\nGNUhIyODa6+91t4oAggJCcFqtdKvXz8iIiIICQlhxYoV1fYtKCiwTyQ7YMAA9u3bh9VqZf369eTk\n5HDLLbcQGhpKYmKiffK6mJgYxo4dS69evUhNTSUmJobx48cTFRVFt27d7FN/2Gw2EhISANi8eTN9\n+vQhPDyc2267jV27djV0LCIiIlLBo6YE2bZtGxEREdXWN23alKVLl+Lt7c3hw4e59dZb7TPe12Tl\nypXEx8eTnZ0NlDeuXnnlFaKjo5k8eTJTpkxh5syZWCwWzpw5w5dffmnfr6ysjE2bNrFq1SqmTJnC\nmjVrqhw7MDCQzMxMvLy8WLt2LRMmTGDJkiXV6pCcnIy/vz8ALVu2JCwszKVmN74cZagY03LB7N7l\nbNhs5mdbfvLJJ13q/Fy9XLmu2uPlGzm9fq5Yvjg7Z9bHYompqEllnWKYPBliYmrevtKVru/LL798\nVb5/KS/nlXNycuwXKAoKCjDN8CCzZs0yxo4dW2396dOnjT/96U9GSEiIERYWZlx33XXGoUOHDMMw\njOuvv94wDMPIz883goKCqv2/qKjI6Nixo/1Ye/bsMcLDww3DMIyYmBhj3bp19sdiYmKMjRs3GoZh\nGAcPHjQ6d+5sGIZhZGRkGPHx8YZhGEZhYaFx9913G0FBQUZwcLDRvXv3avX1lF9bbedZn9PPyMj4\nZZXxQLVm5iHPv/pwleeZ2V+RM99TXCUzd6G8zDP7/PaorrSePXuydevWauvffvttDh8+TFZWFtnZ\n2bRu3ZpTp07V62cYF/VjNm/evEq5SZMmAHh5eXH27Nlq+0+aNInY2Fjy8vJYuXJlveshVVV+mhDH\nKTPzlJl5yswc5dXwPKphdMcdd/Dzzz8zb948+7rc3FwKCwtp3bo1Xl5eZGRk8P333zt8zBYtWtCq\nVSv7eKGFCxdWeeJe3FC6lOLiYm666SYA3nzzTVP7Xm3MZici9aPXmsh5HtUwAli6dClr166lc+fO\nBAUF8Y9//IOBAweyZcsWQkJCWLhwIYGBgfbtLeWDXOr8f1paGn/7298IDQ0lNzeXp59+usbtLlbT\n8caNG8dTTz1FeHg4ZWVlde7vydz1/jLutdScWf3y95Sl5syu9NKqlXNfn2ZcPMZJ6qa8Gp5HfV3/\naqGv1ppnu2CwsDhGmZmnzMxTZuYoL/PM/s1Uw8gNqWEkIiLiGN3HSERERKSe1DASj6B+efOUmXnK\nzDxlZo7yanhqGImIiIhU0BgjN6QxRiIiIo7RGCMHLVu2jEaNGvHNN9/U+PiFc6O5Imd/HdhZCxaL\n0+ugRUtDLj4+zn53EfFsHtswSk9PJz4+nvT09GqP1XRHaldTftN/z1vqe+4ZGTan193dFmXmnMyO\nHnXue8uVpjEz5iivhueRDaOSkhI2bdrEnDlzWLx4MVD+ZIuOjuauu+4iKCiIC2+s+N133xEeHs7W\nrVv58ssv6dOnD+Hh4dx2223s2rULgPnz55OYmMhvfvMbunbtyt///ncAysrKSE5OJjg4mJCQEFJT\nUwGYN28evXv3JiwsjKFDh3Ly5EkA3nvvPYKDgwkLC+P//u//rmQsInIV081iRRxzjbMr4AzLly8n\nLi6Ojh074uvrS1ZWFgDZ2dls376dTp062Wfk/eabbxg2bBhpaWkEBwdz/PhxMjMz8fLyYu3atUyY\nMIElS5YA8NVXX5GTk8O1115Lt27deOyxxzh06BD79+8nLy8PgGPHjgGQlJTEww8/DJTPj/b6668z\nZswYpk6dyscff0zbtm0pLi6u9RySk5Px9/cHoGXLlppt2YFyJVepj8pXXzkmJuYXHw9slLdhzpcB\nJk+OISWl+vbJyTbS0i69fSVXyuvCOrlKfVy9XLnOVerjiuWcnByKiooA7H/LzfDIwdfx8fGMHTuW\n2NhYZs+eTWFhIfHx8UyZMoVPP/0UKA8zKioKHx8fli5dSvfu3QHYu3cvjz/+ON9++y0Wi4WzZ8+y\nY8cO5s+fz8aNG/nPf/4DwMCBA5k4cSI9evQgMjKSgQMHMmjQIAYMGIDFYuGzzz5j4sSJHDt2jJKS\nEuLi4pg7dy6jR49mz5493HvvvSQmJuJTw4ADjx58bbGU9zeIXKUa6inu0e8b4tE0+PoSjhw5QkZG\nBqNGjSIgIIAXX3yRd999F8MwaN68eZVtW7ZsSadOncjMzLSvmzRpErGxseTl5bFy5Up7FxhAkyZN\n7P/38vLi7NmztGzZkq+++oqYmBhee+01HnroIaD8is/cuXPJzc1l8uTJ9uO8+uqrPPPMM+zdu5eI\niAiOHDnSkHF4jIs/NculKTPzlJl5yswc5dXwPK5htGTJEkaMGEFBQQH5+fkUFhYSEBDAunXrqm17\n7bXX8sEHH7BgwQL7IO3i4mJuuukmAN588806f5ZhGPz000+UlZWRmJjI1KlTyc7OBsrHObVp04Yz\nZ87w1ltv2ffZs2cPvXv3ZsqUKfj6+vLDDz9crlMXEQ+mq0UijvG4MUaLFi1i/PjxVdYlJSXx6quv\n0rlz5yrrLRYL1113HR9++CH9+/fH29ubcePG8fvf/55nnnmGQYMG2Qc0WiyWaoMbLRYL+/btY+TI\nkZw7dw6A6dOnAzB16lSioqLw9fUlKiqKkpISAMaNG8fu3bsxDIN+/foREhJS43l46jhKg/qee8zl\nrYhHiHF2BdxQzC8+QqtWv7wW7uTCsTNyacqr4XnkGCN3p7ECIiIijtEYI5EaqF/ePGVmnjIzT5mZ\no7wanhpGIiIiIhXUleaG1JUmIiLiGHWliYiIiNSTGkbiEdQvb54yM0+ZmafMzFFeDc/jvq5vxrJl\ny0hMTGTnzp1069atxm1uu+02NmzYcIVrJhfy8fG8iTevhAxux4K6bN1dq1ag+8SKOE5jjOpw3333\ncfLkScLDw0lJSany2NmzZ7nmGue0KzXGqCrNEtJAFOxVQb9G8XQaY3SZlJSUsGnTJubMmcPixYuB\n8kuY0dHR3HXXXQQFBQFw/fXXA/D0009jtVqxWq20a9eOBx98EICXXnqJ4OBggoODSU1NBcrnYQsM\nDOSRRx4hKCiIO++8k1OnTgEwb948evfuTVhYGEOHDq0y5Yin0+zgIlcHvZbFlalhVIvly5cTFxdH\nx44d8fX1JSsrC4Ds7GxmzZrF119/DZx/gf/zn/8kOzsbm83GjTfeyGOPPcbWrVuZP38+mzdv5osv\nvmDevHnk5OQA8O233zJmzBi2bdtGy5Ytef/994Hyu3Bv3ryZnJwcAgMDef31151w9lcf9cubZ3N2\nBdyQnmfmKTNzlFfD0xijWqSnpzN27FgA7rnnHtLT04mPj6d379506tSpxn0Mw2D48OH85S9/wWq1\nkpqaSmJiIs2aNQMgMTGRzMxMBg8eTEBAgH26j4iICAoKCgDIy8tj4sSJHDt2jJKSEu68884af1Zy\ncjL+/v5A+WS3YWFh9lvFV75wrrYyVE4HUlmOqfjXhs1W9/45OTlOr7+7lSu5Sn1Url8ZbBWvm/Nl\ngMmTY0hJqb59crKNtLSG3f5ClR8WXSUvVy8rr0uXc3JyKCoqArD/bTVDY4xqcOTIETp06ICvry8W\ni4WysjIsFgtpaWnMmDGDlStX2rf19vbm+PHjAEyePJn//e9/zJ07F4BZs2bx008/MWXKFAAmTZqE\nn58fCQkJxMfHk5eXB8CMGTMoLS3l6aefJiAggBUrVhAcHExaWho2m63aZLWeOsaotvPWGIoGomCv\nCq74a/TU9zBxDo0xugyWLFnCiBEjKCgoID8/n8LCQgICAli3bl2t+6xcuZJPPvnEPo4IIDo6mmXL\nlnHy5ElKS0tZtmwZ0dHR1X5BhmHY15WUlNCmTRvOnDnDW2+91TAnKCIiIjVSw6gGixYtYsiQIVXW\nJSUlsWjRomqDBivLM2fOZP/+/fTu3Rur1UpKSgpWq5Xk5GR69+7NLbfcwsMPP0xoaGiV/Sr/X1me\nOnUqUVFR9O3bl8DAQA1SvEBdLX6L5VKLzYFttFy42BzKVUvVxeYCdai6tGp1xV6iDrvwtVzZFSKO\nUV4NT11pbkiXoc2z2WwXjLkQRygz85SZecrMHOVlntm/mWoYuSE1jERERByjMUYiIiIi9aSGkXgE\n9cubp8zMU2bmKTNzlFfDU8NIREREpILGGLkhjTESERFxjMYYiYiu1VQdAAAPXUlEQVSIiNSTGkYm\nLFu2jEaNGvHNN98A5bcaDw4OrtexKieflSujsl/ex8f595Vxn8X17snj+ov7ZYbF4haZ+fg49S3E\nZWiMUcNTw8iEyvnS0tPTf/GxdOPGS2uIjI4eLZ8eQcull4wM59fB3RZ3zAzcI7OjRy/728Flo/fz\nq4saRg4qKSlh06ZNzJkzh8WLF1d7vKCggF//+tdEREQQERHB559/DsCBAwf49a9/jdVqJTg4mA0b\nNlTZ7/Dhw/Tp04dVq1bx/fff13gM+eV0QzTzlJl5ysw8ZWaO8mp41zi7Au5i+fLlxMXF0bFjR3x9\nfcnKysLngmu7fn5+rFmzhiZNmrB7925++9vf8uWXX/LOO+8QFxfHhAkTOHfuHCdOnLDv8+OPPzJ4\n8GCmTZtGbGwsJ0+erPEYNUlOTsbf3x+Ali1bEhYW5lKzG1+OciWbzcb8+ZCWFlO5puLfGCZPhpiY\n6vvXtr0rnZ/KKrtEuXyl69Sn1veDmPKuv4tez7//vY3k5Orb22wxlM/ffaW2p0HPX2XHyzk5ORQV\nFQHlFy3M0rfSHBQfH8/YsWOJjY1l9uzZFBYWMmbMGOLj48nLy+PYsWOMGTOGr776Ci8vL3bv3k1J\nSQmZmZk8+OCD/O53v+Puu++2z5XWpEkTunbtyty5c4mOjgaodoxdu3ZRWlparS6e8q20y3metoo3\nfovlfPeB1K0yM3GcW2bm5BeFo5m58mv3Sr4nu+VzzMn0rbQGcOTIETIyMhg1ahQBAQG8+OKLvPfe\ne1WCnjlzJm3btiU3N5ctW7bw888/AxAdHU1mZibt2rUjOTmZhQsXAtC4cWMiIyNZvXp1rcc4ffr0\nlT1RERERD6eGkQOWLFnCiBEjKCgoID8/n8LCQvz9/SksLLRvU1xcTJs2bQBYsGABZWVlABQWFuLr\n68tDDz3EqFGjyM7OBspbsG+88QZff/01L7zwQp3H8FSX8xOYPmGZp8zMU2bmXQ2ZXckr+FdDXq5O\nY4wcsGjRIsaPH19lXVJSEtOnT7d/G+HRRx8lKSmJBQsWEBcXZ/86fkZGBv/6179o3Lgx3t7eLFiw\nAChvGFksFtLT0xk8eDA33HBDrceQy0tfIBE5z8A9XhOtWjm7BuIpNMbIDXnKGKPLSf3y5ikz85SZ\necrMHOVlnsYYiYiIiNSTrhi5IV0xEhERcYyuGImIiIjUkxpG4hHO3yROHKXMzFNm5ikzc5RXw1PD\nSERERKSCx48xWrZsGYmJiezcuZNu3bpRUFBAQkICeXl5te5js9mYMWMGK1euvII1Pe9qHmPk4+PY\nZJEGFixcnRmIZ2rVCo4ccXYtRK4+Zv9mevx9jNLT04mPjyc9PZ2UlBRnV8fjHT3q4G3/XXh6AJH6\ncId7CYl4Ao/uSispKWHTpk3MmTOHxYsXV3u8oKCg1tnui4uLiY+Pp3v37owePdreGn300Ufp1asX\nQUFBVRpa/v7+TJgwAavVSmRkJFlZWQwYMIDOnTvz73//216ffv36ERERQUhICCtWrGjYADyI+uXN\nU2bmuVpmFjdobblaZq5OeTU8j75itHz5cuLi4ujYsSO+vr5kZWXh4+Njf9zPz6/W2e43b97Mzp07\n6dixI3FxcXzwwQckJSUxbdo0WrVqRVlZGf369WPbtm0EBQVhsVjo1KkT2dnZ/PnPfyY5OZnPP/+c\nkydPEhQUxB/+8AeaNWvG0qVL8fb25vDhw9x6660MHjzYWfGIiIh4HI++YpSens4999wDwD333EN6\nenqVT1inT5/moYceIiQkhHvvvZedO3faH+vduzf+/v40atSIYcOGsX79egAWL15MREQE4eHhbN++\nnR07dtj3qWzkBAcHc+utt9K8eXN+9atf0aRJE4qLizl37hxPPfUUoaGh9O/fn/379/Pjjz/WWPew\nsGQslpSK5WUsFhsWC6SklH+iuPBThc1mIzm5/PHyxeay21c+fvH21coXZOHI9pjcXuXzd9d1lfq4\nQzkmJuYX7X/x68FigeTkmrdPSTG3vauWK9e5Sn1cvVy5zlXq44rll19+mZSUFFJSUkhOTsYsjx18\nfeTIETp06ICvry8Wi4WysjIaNWqEzWazD75OSUnhxIkTvPDCC5SVldG0aVPOnDmDzWYjJSXF/st4\n44032LZtG48//jj9+/dny5YttGjRgpEjR3L77bczYsQIAgIC2Lp1Kz4+PqSlpbFlyxZmz54NQEBA\nAFu2bGHlypWsXr2at99+Gy8vLwICAvjss8/o2LFjlbpfzYOvLY6OHXJ4QxH30BBP6av5vULEUbrB\no4OWLFnCiBEjKCgoID8/n8LCQvz9/SksLLRvU9ds95s3b6agoIBz587x7rvvEh0dTXFxMc2bN+eG\nG27g0KFDrFq1qsafXdsvqLi4mNatW+Pl5UVGRgbff//9ZTxjz3bxJy65NGVmnqtl5g6NIlfLzNUp\nr4bnsWOMFi1axPjx46usS0pKYvr06fbutNpmu7dYLPTq1YsxY8bw7bffcscddzBkyBAArFYr3bt3\np0OHDvTt27fGn22xWKp02VWWhw8fTkJCAiEhIURGRhIYGNgQp+7yHBkvan5G8Bwgpl718VzKzLz6\nZ+aps8fn5ORoUlQTlFfD89iuNHemy+PmVfY3i+OUmXnKzDxlZo7yMk9daSIiIiL1pIaReISCggJn\nV8HtKDPzlJl5yswc5dXw1JXmhtzhpm0iIiKuQlOCXOXUlhUREWkY6koTERERqaCGkYiIiEgFNYzc\nzOrVq+nevTtdunTh+eefd3Z1XNKDDz6In58fwcHB9nVHjhyhf//+dO3alQEDBlBUVOTEGrqWvXv3\ncvvtt9OzZ0+CgoKYNWsWoMzqcurUKaKioggLC6NHjx489dRTgDJzRFlZGVarlYSEBECZXYq/vz8h\nISFYrVZ69+4NKLO6FBUVMXToUAIDA+nRowebNm0ynZcaRm6krKyMMWPGsHr1anbs2EF6enqV+duk\n3MiRI1m9enWVddOnT6d///7s2rWL2NhYpk+f7qTauZ7GjRszc+ZMtm/fzhdffMErr7zCzp07lVkd\nmjZtSkZGBjk5OeTm5pKRkcH69euVmQNSU1Pp0aOH/UskyqxuFosFm81GdnY2mzdvBpRZXZ544gkG\nDhzIzp07yc3NpXv37ubzMsRtbNy40bjzzjvt5eeee8547rnnnFgj15Wfn28EBQXZy926dTMOHjxo\nGIZhHDhwwOjWrZuzquby7rrrLmPNmjXKzEGlpaVGZGSksW3bNmV2CXv37jViY2ONTz/91IiPjzcM\nQ6/NS/H39zcOHz5cZZ0yq1lRUZEREBBQbb3ZvHTFyI3s27ePDh062Mvt27dn3759TqyR+zh06BB+\nfn4A+Pn5cejQISfXyDUVFBSQnZ1NVFSUMruEc+fOERYWhp+fn70rUpnVbezYsbz44os0anT+T48y\nq5vFYqFfv35ERkYyb948QJnVJj8/H19fX0aOHEl4eDgPP/wwpaWlpvNSw8iN6P5Fl8fFc9VJuZKS\nEpKSkkhNTcXb27vKY8qsukaNGpGTk8MPP/zAunXryMjIqPK4Mqvqww8/pHXr1lit1lpvOaLMqtuw\nYQPZ2dmsWrWKV155hczMzCqPK7Pzzp49S1ZWFo8++ihZWVk0b968WreZI3mpYeRG2rVrx969e+3l\nvXv30r59eyfWyH34+flx8OBBAA4cOEDr1q2dXCPXcubMGZKSknjggQe4++67AWXmqBYtWjBo0CC2\nbt2qzOqwceNGVqxYQUBAAMOGDePTTz/lgQceUGaX0LZtWwB8fX0ZMmQImzdvVma1aN++Pe3bt6dX\nr14ADB06lKysLNq0aWMqLzWM3EhkZCS7d++moKCA06dPs3jxYgYPHuzsarmFwYMHk5aWBkBaWpr9\nj7+U3zB01KhR9OjRgyeffNK+XpnV7vDhw/Zvtpw8eZI1a9ZgtVqVWR2effZZ9u7dS35+PosWLeKO\nO+5g4cKFyqwOJ06c4Pjx4wCUlpby8ccfExwcrMxq0aZNGzp06MCuXbsAWLt2LT179iQhIcFcXg0w\n/kka0H//+1+ja9euxs0332w8++yzzq6OS7r//vuNtm3bGo0bNzbat29vvPHGG8ZPP/1kxMbGGl26\ndDH69+9vHD161NnVdBmZmZmGxWIxQkNDjbCwMCMsLMxYtWqVMqtDbm6uYbVajdDQUCM4ONh44YUX\nDMMwlJmDbDabkZCQYBiGMqvLd999Z4SGhhqhoaFGz5497e/5yqx2OTk5RmRkpBESEmIMGTLEKCoq\nMp2X5koTERERqaCuNBEREZEKahiJiIiIVFDDSERERKSCGkYiIiIiFdQwEhEREamghpGISIWCggKa\nNWtGeHh4rdu8/PLLnDx58pLHcnS74cOHc+ONN/L++++bqquINAw1jERELtC5c2eysrJqfTw1NZUT\nJ05c8jiObvf2228zePBgTesg4iLUMBIRqUFpaSmDBg0iLCyM4OBg3n33XWbPns3+/fu5/fbbiY2N\nBWD06NH06tWLoKAgUlJSAJg1a1a17T7++GP69OlDREQE9957L6WlpVV+nm4pJ+IarnF2BUREXNHq\n1atp164dH330EQDHjx/H29ubl156CZvNho+PD1A+1UWrVq0oKyujX79+bNu2jccff5yZM2fatzt8\n+DDTpk3jk08+oVmzZjz//PO89NJLTJo0yZmnKCI10BUjEZEahISEsGbNGsaPH8/69evx9vaucbvF\nixcTERFBeHg427dvZ8eOHdW2+eKLL9ixYwd9+vTBarWyYMECCgsLG/oURKQedMVIRKQGXbp0ITs7\nm48++oiJEycSGxtb7QpPfn4+M2bMYMuWLbRo0YKRI0dy6tSpGo/Xv39/3nnnnStRdRH5BXTFSESk\nBgcOHKBp06YMHz6cv/71r2RnZwPg7e1NcXExAMXFxTRv3pwbbriBQ4cOsWrVKvv+F24XFRXFhg0b\n2LNnD1A+fmn37t1X+IxExBG6YiQiUoPc3FzGjRtHo0aNaNy4Ma+99hoAjzzyCHFxcbRr145PPvkE\nq9VK9+7d6dChA3379rXvf/F28+fPZ9iwYfz8888ATJs2jS5dujjl3ESkdhZDX4UQEQHK72OUkJBA\nXl7eFf25ycnJJCQkkJSUdEV/rohUp640EZEK11xzDceOHavzBo+X2/Dhw8nMzKRZs2ZX7GeKSO10\nxUhERESkgq4YiYiIiFRQw0hERESkghpGIiIiIhXUMBIRERGpoIaRiIiISIX/Bz6Eid/CjrY3AAAA\nAElFTkSuQmCC\n"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "\"\"\"\nI want those boxplots sorted, damnit. \n\"\"\"\nsorted_df = tt.groupby(by='state').age_adj_rate.sum()\nsorted_df.sort()\nsorted_states = list(sorted_df.index)\n\nfig, axarr = plt.subplots(nrows=len(sorted_states), sharex=True, )\naxarr[0].set_title(\"Urinary Bladder occurrence, age adjusted\\nby State\")\nfor ipos, state in enumerate(sorted_states):\n mask = (tt.state == state)\n tt[mask].boxplot(\n ax=axarr[ipos],\n positions = [ipos+1], \n vert=False, \n rot=90, \n widths=0.75,\n )\n \n #Cosmetics (axis)\n axarr[ipos].set_yticks([])\n axarr[ipos].set_ylabel('{}'.format(state), rotation='horizontal')\n axarr[ipos].set_frame_on(False)\n \n\n#Cosmetics (figure)\nfig.set_size_inches(8,25)\nfig.subplots_adjust(hspace = 0)\n\nfig.show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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Fzp07o2HDhnBwcMCoUaPQt29f9O3bFwDQpUsXREdHY9CgQcp2EhIScPDgQaxf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3AAAg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}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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