{
"cells": [
{
"cell_type": "markdown",
"id": "f4e47f5f",
"metadata": {},
"source": [
"# Comparing Categories\n",
"\n",
"If we want to compare data distributions across categories, it can be useful to have a plot that highlights key features (eg, the median and quartiles) whilst eliminating unnecessary detail. Sometimes less is more!\n",
"\n",
"In this notebook we cover `Seaborn` functions that can be used to compare between categories:\n",
"\n",
"- `sns.boxplot()` - compare key descriptives for each category at a glance\n",
"- `sns.violinplot()`- compare the full distribution for each catcgory at a glance\n",
"- `sns.barplot()` - compare a single statistic (eg the mean) across categories\n",
"- `sns.countplot()` - compare the number of datapoints in each category\n",
"- `sns.swarmplot()` - plot individual datapoints in each category\n",
"- `sns.lineplot()` - plot individual datapoints in each category with linking lines\n",
"\n",
"\n",
"\n",
"## Oxford Weather example\n",
"\n",
"We will work with historical data from the Oxford weather centre, which has data for every day in Oxford since 1827!\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "c368db3e",
"metadata": {},
"source": [
"### Set up Python libraries\n",
"\n",
"As usual, run the code cell below to import the relevant Python libraries"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "159964a1",
"metadata": {
"tags": []
},
"outputs": [],
"source": [
"# Set-up Python libraries - you need to run this but you don't need to change it\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import scipy.stats as stats\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"sns.set_theme(style='white')\n",
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf"
]
},
{
"cell_type": "markdown",
"id": "d9ce162e",
"metadata": {},
"source": [
"### Load and inspect the data\n",
"\n",
"Let's load some historical data about the weather in Oxford, from the file \"OxfordWeather.csv\". The code below will load this automatically from the internet."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "0691586e",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"
Each row is a single day from 1827 to 2022. The columns YYYY,MM,DD give the date.\n",
"
The columns Tmax, Tmin and Tmean give information about the temperature\n",
"
We also have a record of the rainfall each day\n",
"
\n",
"\n",
"### Boxplot\n",
"\n",
"Say we want to plot the mean temperature in each month of the year. We have almost 200 datapoints for every date (and 30ish dates within each month, so 6000 measurements per month!)\n",
"\n",
"We can summarise the distribution of temperatures in each month using a boxplot:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a3b7b19e",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.boxplot(data=weather, x=\"MM\", y=\"Tmax\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b23d10be",
"metadata": {},
"source": [
"The boxplot is designed to show a handful of key features of the data distribution:\n",
"\n",
"* The top and bottom of the box are the 25th and 75th quantiles (1st and 3rd quartiles)\n",
"* The line within the box is the 50th centile (median)\n",
"* the whiskers are the 'robust range' of the data \n",
" * in datasets with no outliers, the whiskers reach to the smallest and largest values\n",
" * values more than 1.5 x IQR from the end of the box are treated as outliers and plotted as separate dots\n",
"\n",
"#### Less is more\n",
"\n",
"Using a simple boxplot for each month, we can easily see the **trend across months** for warmer weather in the summer and cooler weather in the winter.\n",
"\n",
"Within each month we can also see some information about the distribution - for example:\n",
"\n",
"* Temperatures are more variable in winter and summer, than in autumn and spring\n",
"* In winter, the distribution of temperatures has negative skew (there are some unusually cold years) but in summer the converse is true - this is evident from the position of the median within each box but is clearer in a violinplot (see below)\n"
]
},
{
"cell_type": "markdown",
"id": "7f32c45f",
"metadata": {},
"source": [
"## Violinplot\n",
"\n",
"Using Python, you can make a slighly fancier version of the boxplot called a **violinplot**. \n",
"\n",
"The violinplot shows the full distribution of data rather than the summary captured in a boxplot - the violin body is basically a KDE plot.\n",
"\n",
"Let's give it a try using the function `sns.violinplot()`"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c5843dab",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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aNzzHZQi/Dw4OqupvHyh2yPNDyAmJH4KYhPiOjlDTDRAQ8npcLpfY2wcAkCl4fvr6+hTPUWpoaAAAcFNCix/fdUqGvlwuF1pbWwV7snzEj8EAeCq+1FCRxhgvOT801X1iQOKHICYhvqMiAmdoKQ27YSMrVVzGGfWAUSjXVjJcY7VaxVwZltgcCpYI3dTUlAyzQtLV1SUICK3WL+EZADTZgjg7d+6cEqaFJFDsqFX80BiOiQGJH4KYhKhZ/LBQDfP2iGQLYkgURwogioUUEziTKex2rNxdSfFz9uxZwZasXKH/kA9czhQAytoXSKDnh0rdCTkh8UMQkxBfwTM6Oqqq5FJvA8FUv+WcR/wo6a0Qc2gCmhsGwmUL69va2hTzFJw5cwYAoMktCFqnyc0HoI5eRIzAcCaJH0JOSPwQxCQkcEK6miamix6LHP+hoVyOkKeipLdCDLllji1+4Bl7YTabFXtvxcTsvBDix7OsoaFBNWGcwMo4NbZgACjnZ6JA4ocgJiGBg0PVMjOL53nRY8Hl+g8NRZ7wWklvBRM/XFbGmNtxOh2QJniqlOinw/M8Tp48CQDQ5BcFredy8wGtFsPDw6opeQ8Mv6otHEtMLEj8EMQkw263Bz1Vq0X8dHZ2CtVnGg7IDvD8eMRPa2urYhVfYvVUJM8PvENPxRymJNLZ2SnM7tJoQosfrRaaKcLyY8eOJdu8kAQOsw0U6AQhJSR+CGKSETQxHeqZ8C2WhuekgdMGJOmmGoE0o2L9c3ieF/ONuJzgmV6BsLlfLIyXTA4dOiTYMKUInM9QU180RWV+2ypNoAAP9TklCKkg8UMQk4xQQkct4kfsnlwQWlxw+YLHhYV0kklbW5vgMfOZ3D4mucrN+Nq3bx8AQFs6New2mtJKAMD+/ftVkfcT+BlUyxBbYmJC4ocgJhlqFj9M1DCREwhXICw/ceJE0mxiHD9+XLBhSl5Q6XgoNAVCOfmJEyfgdrtltc0Xl8slih9NWVXY7TSFpYBOj76+PjHPSilcLleQ2FGr+FGDUCQSh8QPQciIy+VS2oQg1Cp+XC6X1/NTGMazUqCc5+fgwYMAAK4oP7odcnMAvR4jIyNJ7fRcV1cn5E0ZU6ApKAm7HafTQePxDH355ZfJMi8kvb29QQKxr6+PRlwQskHihyAkxvfJUE39cxhqFT/Nzc1CIrNOC+Skh9yGyxfCYZ2dnUlN0na5XNizZ49gQ3lZVPtwGg24smIAwK5du2SzLZCdO3cCALTl0yJ6qLQV0wEoL34CB9ZyOiMAdcxyIyYmJH4IQmJ8+4CosUV/qERSNVR7id6c/AxwmtC9VDijTuz0nEzvz5EjR4T3yGAAVxil5weApqIcAPDZZ58lLVzChIx2anXEbbUV0wAIuVa9vb2y2jUWge0A9JlCyFAtZfjExIPED0FIjK/7njw/0SPm+4RJdmaw9ckUPx999JFw7qoKcFpt1PtxleWAVoNz584lJa+mtbVVKMfnNGPm+4j2paaDyxe8U8yzpQSBI0v0mYLAJPFDyAWJH4KQGF/Bo0bxE+oJ32KxKN5R11vpFWF0hGc9215urFYrPv30UwCAZvq0mPblDAZwHu/P3//+d8ltC4QJGE1RGTiDMap9tOXC/2n37t2y2RWJQJFjIPFDyAyJH4KQGN8kTTWGvYLEjy7M8iRit9vFzs3hKr0YbH19fX1SQklffPGFIAzT08EVF8a8v2amEH768MMP4XQ6pTbPj7179wrnLI/s9WEw8XPgwAHZ7QtHYCNIfZYwfkPJIbbExIbED0FIjK+3R23ix+FwBOX3aD2NlJUUP2fOnBFuvCY9kBF+WjoAYEoGoOEwODiYlIRYFvLSzKjyy+finU64Pv5cfO36+HPwIcQDV1YCpJgwODiIAwcOyGan3W7H4cOHAQDaKEJeDG5KIWA0wWKxiOX8ycTtdgd5ePSZgvhRojt2JKjUfWJA4ocgJMZX8Kgt7NXb2ytcvH3yiZn46erqUsYo+Ob7ZEYcHMlpNUBeht9+cjE8POztmVPtLyhcn3wBvsk7YZ5vOgfXJ18EHYPTaKCpEkrKP/nkE9lsPXLkiOB1TE0XZndFCafRQFtWCcDrOUomnZ2dgt2cN5fKmC2M3ujq6lI8HDsWamxlQUQHiR+CkBg1e366u7sBABqfSnJtuv86JYg22ZmRrGaH+/btE25w2VngcrLF5bzTBf5sc9D2/Nlm8M7gGyLnET+7d++W7YbJcna0ZVUxTx7XlCmX98PGfxhyvCFFrSkd2lTlxoNEi1JhQiJxSPwQ4wqz2YyPP/4YVqtVaVPC4it+1HZxZAJH6zMzVE2eH0TI92H45v3IiZhAXBHQ22d0FAglYlwuYV0AXFEBYNBjcHBQloaHPM97+/tMnR7z/tqKaQDH4cyZM0nvrdPQ0AAAMOb6v8fGvDK/9WrBV1iq7ftNRA+JH2JcsWXLFjz00EPYunWr0qaERc3VXqL4CeH5UWqcwMjIiJjbEanSi8G2O3XqlKyhhyNHjgjnKy1O6DicRiMmS7NjSklDQ4MgWrTers2xwJlShXEXAP7xj39Ibd6YMAFryqvwW27KrwSApHbHjpVkji0hpIXEDzGu2L59OwDg5ZdfVtiS8PjejNX2ZCiKn1TvMk2q/7pkI3pvMlLApRii2yk7DdBrYbPZxEnrUtPd3S0ICo6LqbFhOLgiQfwcPXo04WMFwnKJNBXTwOmjfA8D0E6bDQBiWX8y4HleTLI2FlT6rUspEHKslEjCjhYSP+MXEj8EITG+gkdt4oc1MwwV9lKq0SHL2wk7zysEnIYTQ19y5f3U1dUJv+TlgNPrEz4eVyhUMB0/flzSiiG32y2KH920OUHreacD9o+3i6/tH28H7wz2SGqrZgIchxMnTgR1XJaLlpYWDA0NgdPqYMor91tnKhRaBJw7dw5DQ0NJsScaYs2nItQJiR+CkBg1ix8W2tKE8PwMDw8rMkhSFD9R5vuIyJz0zDwOmoLEvT4AwE3JBTQaDA4OSioujh8/LuRr6fXQVAQ3YXR88g7cTd7cKHdTPRyfvBNsX2o6NMVC6Onjjz+WzL6xYCFAU8E0cFqd3zpdSgYMOUK4UQ5vWbz4Clcqex+/kPghCIlRc84P6+Xj6/nhDADnue8k2/vD87y30qswukovBtteLvFz7Ngxz3kkEj9aLbgpeX7HlgLWh0hbOROczt9DxTudcJ0NThh2nW0I2ZNIO32O3zHl5tChQwCA1JJZIdenFs/y244gpILED0FIjFo7PLtcLm/Yy8fzw3HK5f20t7cLg1Y1nNC8MAaY+Dl79izMZrOkdo2OjuL06dOe8xRIdlyuSDiWVJ4Ml8sl5uhoq0OEvEZHAFcI76PLKawLQFs5E9BocfbsWbHjtlzwPO8VP6WzQ26TUqI+8UOen4kBiR+CkBhf8aOmkvyenh4hQVMDcKn+67Qe3ZHsMmfRA5KfCU4X/cBQAOBSjUBmil/SrFTU1dUJievpaeAy0iPvECUs6Vmqiq/9+/djcHAQMKVCU1qZ8PE4owkaz7iLHTt2JHy8sWhubkZ/fz84rR6mwtAz01JLBfHT2NgY1JlcKXwLGqjJ4fiFxA9BSIxvR1o1dadleSbadMHb44suw3+bZMHGMXDF2XHtz/aTunyceRrimeU1FlxxAcBxaG1tlaS1wPvvvw9AqNTiNNJcznUzagAIs8jkvLmz9zilqBoabeiEcl1KJgw5JQDkaREQD2qu5iSih8QPQUiI2+3GyIg3nOD7u9KwXjq67OB1bFmyB0l6xU9OXPtzJcJ+Bw8elMokAN4bs6akSNLjcgYDuLxcv3PEy8DAAL74QhinoZs1P2HbGJqKasCYgt7eXrHJoxx4831Ch7wYLCSmltCXrzdXiQIBQhpI/BCEhAwPD4/5WknYmABdCJ3BliVzlEB7ezs6OjoADQeuJNtvHe9wwb3DmxTs3nEMvCPE2IhSQUicOnVKsrwfi8Ui9h7iiqUVPwDAeQQVE37x8vbbb8PpdILLL4JminQeKk6rE8XUX//6V8mO64vb7Rb//+HyfRhqFj+jIbp5E+MDEj8EISGBCcNqyVMAhMnpAKDPC16nEzQEzp07l7QkbTYwFIVZ4PT+Zc7uj+vAN3rHbfCNXXB/XBd0DC7dBGSnwu12S+b9OXbsmJAblZEuab4Pg4mfRG7mVqsVb775JgBAN+88SezyRTt3McBxOHjwoCwdlhsbGzE4OAhOZxQ7OYcjtXgmAA7nzp0TqxWVxFdkqymsTcQGiR+CkJDBwUG/12ppzuZ2u8cUP9p0gDMK+QzJ8v6I09LL/A3inS7wTcFVZ3xTd+ihoZ79RTGVIOJIC4nzfRhcYT7AcWhvb4877+edd97BwMAAuIwsaKeFLhNPBE16JrTVQu6PHN3U9+/fD0AocQ/s7xOI1pQOU/5Uv/2Ugud5P4+dmsLaRGyQ+CEICQn09KjF89Pa2gqLxQJOFzrsxXEcDJ52NnIPCwWE/kfMU8OVB6gxix1whRgb4HIL6wJg++/bt0+S0mNWgaYpkq7E3RfOYAByhT9CPCXvdrsdf/nLXwAAugXLwWliq5KLFt3CFQCAL774Ak1NTZIee+/evQCAtLKaqLZP9WwnlcCNF5vNptqCBiI2SPwQhIQEen4GBgZUMf+HhS50ecJoiFDo8/23lZPjx48LNw6THsiPrb9PIFxJDqDVoLOzE83NzQkdy+l0evN9JOzvE4jG0zgxnhL9Dz/8UAj/pKVDO3Oe1KaJaHLyoKkSvEpSDhK2WCyi6EuriC5Rm223d+9eVZWXS91fikgeJH4IQkICxY/b7VbFBZJ1UTaMcT/Xe9Ylw/PDqoi48ryEZyVxeq1Y8s48CvHS2Ngo5DwZDUBWjOM2YoB1jY61OzXP83jjjTcAALp5SyOGjBJFv2A5AGHYaX9/vyTH3L17N5xOJ/RZhTBkRxdaTCmcBo0xDcPDw6opeQco7DWeIfFDEBLiK37YpAE1hL6YN0c/xqQGFvZqamqSvYRXFD8VUyQ5HjvO7t27EzqOOGdsSuKibCy4fMHe06dPxzQC5fjx40LnZZ1e0vL2cGjyi6ApKIHT6cR7770nyTE/++wzAEDGtCVR78NptMioWuS3vxIEhlVJ/IxfSPwQhIT4lrYbjcK/gd6gZONyudDQIMx3Gkv8aNIAjUnYniVHy0FnZ6dwA+cArixXkmNyFULez5EjRxK6IYkhrwJpRFlYMjMAowEOhyOmfBo2cFRbOQOc0SSPbQFoPSJLimGng4OD+PLLXQCAjOrYqtQyqpeKdig1NibwoYDEz/iFxA9BSIhvdZfBGLxMCZqbm2Gz2cDpAd0Ys0M5jktK3s+uXcLND0XZ4FIMkhyTy04DslLhdDoTSopl/2/mmYmGjRs34plnnsHGjRvBcRz4KJJgOY4Th5xGG2bkeV5saqidNnZvHCnRVs4EOA0aGxsT7gD+97//HU6nA8YpFTBNqYhp39TSOdCl58JsNovzzJJNYAhbDSFtIj5I/BCEhPheDPX64GVKwPJ99FPCJzszkpH3w27gmqnSele4yny/48eK1WoVy/yZMImGzZs3o7y8HJs3bwbP8+CHo/MGcPmxiZ+Wlhahj5RGC03p1KjtSxTOlAJNgTBi4sCBA3Efx+l0ik0Ts2vWxm6HRoPsOasBANu2bVNkqKiam5gSsUHihyAkxNcNrvc4NZS+QLI8Fn0UxUssITrWRNxoGR4e9o60qJK2mkpTJYifXbt2xZRHw2hqahIq81JM4NJSI+/gYdu2bWhubsa2bdsEj05GWlT7sTEX0YYYWYWUprAEnC70LCy50JRW+NkQDx999BG6u7uhTclE5szz4zpG9ty14HRGnDlzRtbRG+EI/C4r7dUl4ofED0FISCjxo3ReABMyhigKa5hAam5ulkW07d69WyhVzkkDlxW9wIiKwiwgxQCLxRLX6AiWe8PlxjZn7N1338Utt9yCd999FzzPg0uN7v/F5eaK542mHQLz4DEvTKwEh+ei90iyczIbYsXpdOKll14CAOTUboAmTvGmNaUje+4aAMAf//jHpHt/AjtMq6HjNBEfJH4IQiJ4nled+DGbzUJyMaITP9oUDlpPXhBr9iclO3fuBABwVWNkXscJx3Fi6IudJxbY4FcuxhJ3dgOO+UacmQ5wHOx2e1Sdns+dOyfYlxvfexccnovea6HJE1RxW1tbXMnG77//Ptrb26FNyUDOvHUx7+9L7sJLwemMqK+vj+vvnAiBf6eRkRHFH26I+BgX4mdgYAA///nPsXr1aixevBjf/va3/fp5HD9+HNdeey0WLlyItWvXYsuWLQpaS0xWrFar3w2QjatS8uJ49OhR8DwPbRagTYuudNtYLPyb6ODNQFwulzieQDNVevEDAJwnjyiefj+dnZ3CL5mJNV2MFk6jATyzw8Rzj0FbWxsAQJMVX4VccHguBpGXkgbo9XC73cIw2hiw2Wyi1ydv0eXQ6I1B27gdNrTveFZ83b7jWbgdodst6FIykVN7MQDghRdeSGrTQ/Y3AACTMSNoGTF+GBfi51//9V9x6NAh/Pa3v8Wrr76KuXPn4uabb8bp06fR39+PG2+8EZWVldi2bRvuvPNOPProo9i2bZvSZhOTjMAwkc7j+VEy4ZmJDWNp9PsYy/z3lYpTp04JQtCoA/LlaSDIleQAGs47MT4GWEsCLiVFDtNCwqUI5eqRekG5XC6vfWnxDVsNDs9FfxyO48TtY23d8NZbb6Gnpwe69FxkeUJWgXR8/DzMjd4qPXPjPnR8/HzYY+Yu+Ao0hlQ0NTVJUoIfLa2treLv2VnCgNpEu4oTyqB68XP27Fl8/vnnuP/++3Heeedh2rRpuO+++1BYWIi33noLr7zyCgwGAx544AFUV1dj8+bNuOGGG/D0008rbToxyQhMflRDqTvzgDBBEw0Gj1BqbGyMe/BmKFiyLFecHbHqLF44gw6YIjyRxxq2Ez10RmnK76PCYPA/dxgsFos3L8gYnziLOzzH8Jw3llyw0dFRcTRG3pIrodEG5/q4nQ6Ymw4GLTc3HYTbGTpxXWtMRe7CSwEAL774YlK8Py6Xy68n05Rs4Ut1+vRp2c9NSI/qxU9OTg7+8Ic/YN487wwbjuPA8zwGBwexd+9eLF26FDqdt837ihUr0NjYSMloMbJ//368/fbbSpsxbgl8ImZNDpXq8NzS0iI8qWpiEz/aFE5MfE60Y7IvYvfkwmzJjhkKrkg4fqxzs5xOp/CLTMIsJBrhEhzp5u23XqPMZZvTCgNUxfcpCt58800MDg5Cn5mPrDAVXi7LIHhXsMjhXQ64LOG9TDnz10FrSkdbWxv+/ve/R21TvLS2tvo1OczPFSrgkjELL16UaAcwXlC9+MnMzMSaNWtgMHifxt555x2cO3cOq1atQkdHB4qKivz2KSjwJucR0XPvvffiscceU/WXWc0EeknYA3pvb68iF6Evv/wSAGAoBjSG2G7opqn+x5AClnjNPDNywXmOL56PkIYYP8MWiwWvvvoqAMHrI/UcMo3ehNyFGwEAL7/8ckyiLB7q6ur8XhdOmQZAqIBT07BVxv/3//1/uOWWW2QfVTNeUb34CWTfvn346U9/ivXr12PdunWwWq1+wggAjJ5Hbvqjx0esuRKEQHd3t9/rFE/Fs81mU6TXD2v2l1IV+76mSuHf/fv3Y3R0NGFb7Ha7+DDC5caXsxIt7PisYWG0iNcRZxJvZJ6bZuA1LBCTyWeURZhQkNzwnvP62TIGb775JoaGhqDPKkTmjOWy2JQ9dy20KRno6OiQ3fsTGEbNzS6BwZAKq9Uq6ziYePnwww/R0tKS8LDficq4Ej9///vfcfPNN6O2tha//e1vAQhfxMDSSyZ6UqPst0H4Q67S+Aj0NGq1gCk19Dq56e/vF59UmZCJBV0uoM0EHA6HJBfPzs5OIWdFpwVSo8+pCe5NE8UDjad/0PDwcEyiMy3N05wwmXOjbHb/c4fBaDRC72kZzo9GHp8hC57zZmRE9tz5e32uAKfRymKSRm8UvT9/+tOfZPX+HDp0yO81x2lQWjgz5Do1oUavlBoYN+LnxRdfxJ133onVq1fj6aefFp8+ioqK0NXV5bcte11YGEVjEyIIOadZT2RYnxhf0j33iWRXhOzcuRM8z0OfD2jT/f+ebgePgR3e1wM7hGW+cBwniqZ4x0X4InoTM00xfb4Ce9Ng2BpxH06vBTwzw6IpIWfkepoO8pbEPV3RwuaAsXOHg+M45OcL7QH4keQn0PNut9gUkdkxFm+99RaGh4cFr8/0ZbLall2zBtqUTHR0dGDHjh2Rd4iDjo4OdHZ2ggu4ZZYV1QAADh48KMt5pYCu56EZF+Ln5ZdfxoMPPojvfve7eOSRR/xcxEuXLsW+ffv81O3OnTtRVVWFvLzo5/MQXtTq+VFqknM08DwvNqHzJcPTMDDUOjlhzd9CeX0GPgasPukw1kZhWSAmT7hs165dCT9Rs+IDLi22SeSBvWmQEeX+aULoO5ZqteJiocERPxBbKXe88HYHMCKIn8C8xVCUl5cL+/V2R9hSevj+HoDnkZqaGlGo2e12cYZX3qLLZPP6MDR6I3JqNwAA/vKXv0TVLTtWWNuHwvxpfsvLS+YCAI4cORLXSJVkoNbrudKoXvw0NjbiV7/6FTZs2IDbbrsNvb296O7uRnd3N4aHh7F582aYzWbcd999aGhowGuvvYYXXngBt912m9KmExLT19fn91qOi1y8dHV1hcyNyfSIn1jzTxJhdHRUHEBpCsj34Z08rE3B+1ibhHW+GAoBjUkow05kphPgU/EWQ8gLCNWbJrhBXig4z3liqbSrrq4GAPA9yakS5XuFz3NeXh6ys7Mjbj9jxgwAgLsr+YUc7JzTp0+HJkK12WeffYa+vj7o0nJky/UJJLtmDTSGFJw7dy6h4avhYOKnvLjGb3l+bgVSTJmwWq1BCdGEulG9+HnvvffgcDjwwQcfYNWqVX4/v/zlL5GXl4dnnnkGjY2N2LRpEx5//HHcfffd2LRpk9Kmj1vU+qQQmL+h9LR0X1j/D+bpYWRm+69PBgcOHIDD4YA2E9AFjKlyWQCESgFwedb5wGk4GD1VX4mOERD/dqbYZjrF3ZvGqPc/bxTU1NQIN/a+AfCRPlspKUJSVyBarbAuCvhzQpjUt43HWCxcuBAA4GptAp9k4e9qafSzYSzef/99AEDWnNWSV3iFQ2tMReaMFX7nlwqXyyUKqvIS/78Vx2kwtXQ+AKEYR42o9XquNKoXPz/4wQ9w8uTJkD+//vWvAQC1tbXYunUrjhw5gh07duDaa69V2OrxjVpjxIHNAmPtNCsnovgJaFzMxE9nZycsluQkqu7atQuAUK6e6N+Shc127dqV0EXUavXk6ujkDYGI6IXzxFLxmZ2djblzhTCG+3TTmNtyOi24qeXBy6eWg4vi/8i73XCfEbyBK1eujMq+mpoapKenA9ZRuNuTl0PG221wNwviZ9mysfN3+vv7xfyXrFkXyG2aH1mzhPfxiy++kLTS98SJEzCbzTAa0lCYF1w6ycSPmqqqSPBERvXihyAYgWJHTeKH5fRkBnh+jEbA6ElTSUbSM8/z2LNnj3DuisSPZywFoAHa29sTqlhjOUNcshr0aYXzxJontmGDkDviPnYiondFu+YCcJXeN5mrrIB2TXQ3fP5sM2A2Iz09HcuXRxca0mq1WL16NQDAVR9dGJJLSQNCeV+0OmFdFLjOnARcTpSXl2P69OljbiuOU5lSAX1GcnMujflToUvLgd1uTzhM6wt7mJhaOj9kyG9q6QIAHE6fPh3U7kIpfMWf3P2Pxiskfogg1Or5CRQ7/f39ClkSDBM/6VnB6zKTmPTc1NSE3t5ecDrvgNJE0Bg4GDy5uGp6so2I58E3Un5KIBdddJGQfzNiAX9q7LEFnE4H7Vqv10a7diU4XeQwD8/zcB8Ubs5XXHFF1H1zAOCSSy4BALgaT0RV8s7pdNBODRYs2qnTo7bVeVwI+WzYsCHitYENw00rqxlzOzngOA6pZXMASFt6zhp9TqtYHHJ9akomigum+22rJsgLFBoSP0QQav2yBCavKjU2IhCe58Uy91AtUFgeUDI8P+zJ21AMcDppRKyx3P/Y8SD2qElWropLOI8uihu8LwaDAV/72teEQ+w7BF6Gp2b+TBP4nl6kpKTEnJs4e/ZszJw5E3C54Dx+MKp99Gs2QlM5U3ytqZwJ/ZqNUe3r7mgB39MJg8GASy+9NOL2rNmfKb8yquNLjSlfCEtJ1d377NmzOHv2LDQaLSrLFobdrrpiCQAh2ZsYH5D4IYIYL54ftYS9ent7YbFYwHFAWijx48kDSobnhyVmxjLLKxJsIvzhw4fjbpgmNvGzJakc2C6IlvT02LtJf/WrXxVG5IxY4D4sbQUP73TCtVv4G33961+PqsrLF47jRMHkPLoPvCNyWI/T6WFYe5n42rD2MnC66BLPnQcFT8bFF1+MrKwQbs0AmMA35JZGdXypMeYJ55Xqu8Ymxk8tnQ+TMXyYcEaVkGx9+PBhVcyUVOsDrJog8UMA8P+yqKmE3JfAyh0lRkaEgpWxp2UAoVqaJMvz43Q6xVwHo4T3Hv0UgDMKXXvjnfsm3jgtSerVNCqcJzMzM8KGwRgMBtx8880AAPfBI5Erv2LAffgYYDZjypQp2Lx5c1zHWLNmjdCTyDYK57H4vXGRcHW2wt3SCI1Gg2984xsRt7dYLGK7B316ToStQxPY0ds5xmDTUOjShPP29/cnLABcLpdYOTa7etWY22Zl5KOkcBZ4nsd7772X0HmlQK3XcDVB4ocAMD4S5ALFTmD1l1Iw8ROY7Mxg4qetrU3WRo0NDQ0YHR0FZwR0EuaachpOzB+KN5eCdVvno+jQLAX80KjfeWNlzZo1Qgm6ywXXl9KUMPNDw2Kuz/e///2Ycn180Wq1YkWr8+CX4K3SVxHyPA/nro8BCHlGrAHkWIitJzRaaPTx/d8CO3o7hqNvUgkAWo93xmazJdx0cNeuXejp6YHJmI7qqedF3H7+rIsACL2plB4podZruJog8UMEoVaX6cjIyJivleL0aSExNivMw64pBTAYhacxOSeNHzlyBICQ6Cx16NLgufcFDneMltJSjytqYET2zxfvcAJmq/95Y4TjONxxxx3QaDTgG8/C3ZJ4Y0HXl3sAlwsLFizAmjVrEjrWunXrhKaMDjsce6TPM3GdPg53ZyuMRiOuu+66mPZN5LMX2NFbnzEltgNI9LnneR6vvPIKAGDezIug00YOE86oXI4UUyY6Ozvx6aefSmJHvPgKP7Vez5WGxA8BwP8Lotacn0Cxo5Ymhw0NDQDCix+OA7I9EwHiDRtFw/HjxwFArM6SEnbMurq6uC6m5eXlMBqNgMMFDMjc76hb8BBOmTIl5pwaX6ZNm4arrroKAOD6Yjf4BJ7m3c2t4M+2QKvV4o477kj4O6bRaPDDH/5QsO3EIbi72xM6ni+83QbHro8AAN/61rcwZUp0AkRMane54k5sD+zorUuNnGfkC+8UPKscx0EbqglllBw5cgTHjx+HVqvHorlfiWofnc6ARTXCtn/+858VDT35evKV9kKpFRI/BAD/GLFanxTU6Pkxm81i2Ct3jHsEWydnC/yTJ08CAPQyzPPVTwGgFUKP7e2x32i1Wq1QpQSAb5e3RQE7/pw5cxI+1ve+9z1BQA0OwX30eHz2uFxwfbEbAHD11Vdj6tSpCdsFAPPnz8f69esBAPZ/vC9ZJZ1j7z8AywhKSkrEyrdo8OZX8XDZ4nswibujtweXVThvRkZG3OKH53k899xzAIC5M9YgLTX6/KXaORtgMKSiqalJTJZWAt+GqmKDUcIPEj8EAPV7fnieD+qQrAbPz7Fjx8DzPNIyhPBWOPI8g7CPHj0qi7gcGBgQh3jqZegtx2k56D3eK+bpipXFi4U+Kfw5eath3J7js/MlQlpaGm666SbhuAeOgI/jRuKuOwkMDSMnJwff/e53E7bJl+9///tIT08H39MJV13iM63cPR1w1QlJ1HfeeaffEOlIaLVaMbHdOaJMJSZLkE7E47dr1y7U1dVBpzVg2cKrY9rXZEzDefMuBwD83//9n2LDTn2vjWq4TqoREj8EAPV7fmw2W1ASnxo8P6z3TX4Eb0tePsBphDEXiXRKDgcr7dVmCo0J5YCJqnjLiJcuXQoA4Ft6wTvGcMWnGsQOzX5oNREHo/IjNqBTuAGed17kJNVo2LBhg9DZ2OGAe//hmPblbXa4Dwj7fO973/OW/EtETk6OKM4cez8Db4n/RsfzPOyffwDwPNauXRuXeGQhMueIMg1InWbhvPn5+XHt73K58OyzzwIAFtRcgvQYvD6MhXMvRaopE+3t7XjnnXfisiNRfItB1NISRG2Q+EkCLpcLzz//vGoH3wH+4keNnp9QTy+jo6OKPVkxWNfjwpKxt9PpgSn5/vtISWtrq3Ce2FIkYkLrU7UWD9OnTxeqhpxu8E3hxwBwOi24yuCbF1eZH3FuFn+mE4AQ8iooKIjLzkA0Gg1uueUWAID7eD14c/Si2320DrDZUVFRga98JbrckVi59NJLhZBigsnPrlPHwHe1IyUlBbfeemtcx2CiQynx4xjpA4Co85QC+fDDD3H27FkYDWlYWntVXMcw6E1YvugaAMCLL74olv8nE98GsGppBhuKrq4uvPTSS4rYSOInCXz22Wf405/+hPvuu09pU8LimxSnRs9PuKcXJcvdz507h5aWFnAaoCCKJONCT+HRF198IbktbKaQNkSTRanQZfifK1Y4jsNFFwnlwHz92HlDmrU14Kq84oWrKoBmbeSRCe6TwnHXrl0bl43hWLRoEWprawG3G+5D0c2N4m12uI8IeULXXXddQgm4Y6HVanH77bcDAFz1R+Du7Yz5GLzTAcdeoULp29/+NvLy4oudMvHjGFam0Z/Tc954hK/D4cCLL74IAFi24KtjNjWMxLxZFyE7sxCDg4N488034z5OvPg2Wuzr60v6+aPliSeewP/93/+JOVbJhMRPEmBhAjWKCobam2IFPhmkGEIvTyZMxOQXAvooUiNKPGMiDh8+LLloYxc7baqkh/VDk+p/rnhgg0P55t4xe/5wei006+Z6z71uLjh9BK9PzxDQMwydTod169bFbWM4WL6O+2RDVLk/7hP1gMOBiooKrFo1dpO8RJkzZ44o+By7Pol5f+eRvcCIGYWFhTGP3PCF9QOyD8YuwKTAPiCct6Qkgis2BB988AE6OzuRmpKF2jkXJ2SHVqPD8oXC+/iXv/wlKF9RbnwfUNQybDUUbBbau+++m/Rzk/ghAKjf8xP49JKWEnp5MmHVHKVRTk9PzxDK4d1uN/7xj39IagsTU5oxkq4TRePpW5dIDkFJSQkWLFgAAHAfb5HCLBH3UeF4K1eujKuzcyQWLFgg5P64XHAfH7tlAe92w33sBADga1/7WswDVuPhxhtvhE6ng7u1Ca7Wpqj3462jcB4SJpffcMMNMSU5B1JZWQkAsPVK+7eNBp53w9YnhH9jrahzuVxiX5/z5l8Jvc6YsD2zpq1ETmYxhoeHk5774yt4enp6VP9wqwQkfggA6hc/rJKJkWoMvTxZnD17Fo2NjeA00YsfACjzXJM/+ugjSe1hOVGaGK7ZgaMEXBEeTtmxR0ZGErqYXnnllQAAvq4VvFOaHiS8zQG+ocPv+FLDcRyuvvpqAID75Kkxvyd8SxswYkFmZqYY6pOboqIiXH65UGnk2P1p1N9j58GdgMOO6urqhMOFM2bMgEajgWOwM+mhL1v3ObjtFqSkpKCiIoYvJYTUhPb2dpiM6Zg3S5q/l0ajwZLaKwAIzRvl7O4eSFdXl/i7y+VSxbwxtUHihwDgL37U2BSro6PD73VmWujlyeLDDz8EABQWC92bo6W8Uvj3yJEjfheoRGFudS6Gh/bAUQKuCKPSmPjheT6h3iHnn3++kJBqdYBvkCY8wte1Ak43qqqqhLEUMnHhhRcKFVvDZvBt4T977pNCO4CLL744IU9KrHznO99BSkoK+J4OuBtPRtzebR6C01Mif9NNNyXsocrMzBT7K5mbEi+9j4Vhz/mWLFkiNlyMBt9uzgvmXAJDnKM5QjG7eiXSUnPQ29uLHTt2SHbcsXA6nUHXFjkqTMc7JH4IAOofbBr45c1KC708GbhcLvFCNnVabPumpgNTCoT3mwkoKWBl/1z01/ygUQIRk6W1EK8YibQZ0Ol0+OpXvwoAcB8+m7CnkXe54T4qDI3dvHmzrNWKJpMJq1evBgC4T4ceVcLb7ODPCWEfluOULLKzs8XGhI49n4F3j/0g49z3OeByoba2FkuWLJHEBja6Y+DYx+D55FxL3C4HBo8LCdvs7xMte/fuxenTp6HXGbGw5pKw2zmcNrz36VPi6/c+fQoOpy3s9gCg0+qxZN5lAIBXXnklKQ+WHR0dQd8pVg1KeCHxQwDwH4SnxqF4rIsyIzdTuMHF23MmEQ4ePIju7m7oDUBRWez7V1QL/37wwQeShRhZOa0mBidD4CiBSMnSHMeB0/mfL142btyIlJQUoG8k4aaH/KkOYMSG3NzchGdmRQMLDfFN58C7g/9+/NlmwO1GRUUFqqqqZLcnkGuuuQZZWVngh/rhqg9fmeYe6IXrlLD+5ptvlkw0btiwAampqbAPdGDkbOS+SNrULHAhZmdxWj20UY63GKr/Eq7RYUyZMgUrV66M2lae5/HSSy8BAObPWocUU/gngA8++wMazu4RXzec3YMPPvtDxHPMm7UOJmM6Wltb8cknsSejx0rgtTLcsskOiZ8koMYcmkDULH76+/uDkmzzPPmszc3NSY2lA8D7778PQAhhxVO9XFoh7Nfa2irZuAsWhmLiJBriGSXAPEu+s4PiISMjA5ddJjwRuw82xX0cnufhPiRc2Ddt2pSUENP8+fOFTsY2O/jO4NCl+5zghVq1apUiPbNSU1PxzW9+EwDgPLAz7Ewy5/4vAJ7HihUrMHv2bEnPf8UVQq5Lz543Inp/NDo90isXBi1Pr1wIjS6yK9PtcqB3398ACMJPp4v+S7B//35xhteS+VeE3c7ptOP0ueA+bafP7YPTOfb1x6A3YbHH+/PSSy/J7v0JNTz5zJkzsp5zPBKz+GETrMPx17/+NW5jJiI8z4s3SzXj2yxQ6caBgdTX1wMAcnweytJTAJNBCEHJOSk9kOHhYXz++ecAgKnV8R1DrwdKPYnP7733niR2sQsqJ08rGRHOc8WQQiCLN6r2AfAdA3Edg2/qBvpHkJaWJib7yo1Wq8WyZcuE8zf7hxN4l0tIdoaQ26QUl19+OXJycsCbh+A6HTyTzD3ULy6PdWp7NHz9619HamoqbL3NGD4dualn0dobkF7lDbulVy1B0dobojrXYN2ncJr7kJeXJ4quaNm6dSsAweuTlpoddruR0UG4XMHXRZfLgZHRyNWPC+ZsgNGQipaWFln6fPnCBhz7curUKdXlcirtFIhZ/GzevFl0E/rS09ODH/zgB/jpT38qiWETBZvNplhFUiz4ek+S7UmJBBvYWZjtXcZxHAo9s6ZOnDiRNFt27NgBh8OBrGzvpPZ4qJwu/PvJJ59I0gMkaXlanHTnmzJlCi6+WOin4j7QFPP+PM+L+1155ZWSj44YC3FUR0DSM9/VAzicyM7OFsriFcJkMon9epxH9gbdaJxHhbEs5513nix2ZmZmYvPmzQCAnt2vg3eNLZY1eiOK190kvi5edxM0+siVBG6HFb373gIgJHsbjdFXH5w8eRKHDh2ChtNiyTx5hbPRkIoFc4R8IpZcLQdOpzPIm2zUmjA6Ohr3TD65SNR7nCgxi5/LL78cDz74IG677TaxfO7tt9/GFVdcgX379uHnP/+55EYS8uMreNTm+Tl6VMhLKA5oOluaJ9yJjx07lhQ7eJ4Xm3FNnQ4ERjScTmCvz0Pd3i+EZaHIyxf6/litVknyAFi4h5c5YsmOL1V46Wtf+xo4jgN/tgd8X4xzqdoHgK4h6PV6sQQ9WSxatEgIaQ34P/Xzre3i+mT09hmLjRs3wmg0gu/rAu/T9Zl3usRcn0QaGkaC5R45hroweFIeb0f/4b/DZR1GSUkJLr300pj23b59OwBg5rQVyEiXYRpwAAtrvgKtRof6+vqIEZR4OXnyJCwWC1J13gS+GbmzAEDV45WUIOZv5y9/+Us89dRTqKurw5VXXolbb70V//Zv/4Zly5bh7bffxre//W057CRkxrd0WYlZNOGw2+2iZ6c4z19tlOYLr48cOZIUF2p9fT3OnDkDjQaoCJHHun8n0OaTf912TlgWCo7zen+kaICWmipc7NwyOu14ngdv9z9fopSXl+OCCy4AALgPx5a8znJ9NmzYgJyc2AdQJkJmZmbIZGa+XfAE1dbWJtWeUGRmZorvrbPBGwpxt54B7Dbk5+fHNbw0WlJTU/Gtb30LANC7/y24Q4SNEsFls6DvkJBScN1118WU62Oz2fDpp0J12LyZyenDlJqSiWkVwvstVyoEC6nNzvOOgpk7RWj9sHNnmIvRJCWuR5O1a9fi/vvvx8DAAD799FPMmTMH//Ef/yHZIEEi+fiGXtQkfo4dOwabzYY0E5Ab0LS3OA/QaYUuz8moZmAipbQiuLePywW0hWhq29YirAtFRbWQQ3Py5MmEnwTZTCVX/EO9I8LbvJ6feAdHhoKFR/hTHeBHo1Nv/KAF/FkhnHzNNddIZkssBAoc3uUG3y3YNH/+fCVMCoI1WHQ3exNeXWeF39esWSO7d+qKK67AlClT4DT3YbBO2kqn/kPvw223YOrUqTFX+R05cgQWiwXpabkoLZolqV1jMataqETbtWuX5Md2u9347DNhsO2CAm/+1PyCBeDAob6+XrG+aGok5k/+wMAA7r33Xtx5551YuHAhHnjgAbS3t+Oyyy4T3YjE+MNX/CTSw0Vq2AT0qYVcUOWMTsuhzDP8e8+ePYG7SorFYhG7MlfNCF5vHQVCtVRxu4R1oTCZvPO+Ev3uFBUJk1Wd8U+eiAg7dm5ubky5FZGoqakRppK73OBPRNe3yX1MUJrLli1DeXm5ZLbEAmvmx+D7+gCXG5mZmSgri6MHggwsWLBACFGOeDtYuj2jL5YvXy77+Q0GA77zne8AAHr3vQ23I/7mmL44LYPoO/wBAOD666+PeWjsgQNCQ8SpJfPBcckLT5YX14DjNGhvb5dciBw7dgydnZ0wak2Ym+9t9JlpyMbMPOGzmqxGi9Ew7hKeN27ciO3bt+Ouu+7CSy+9hG9961t46623sGjRIvzrv/4rfvCDH8hhJyEzw8PeiyMblaA0PM+LbtyqMHMKq4oFQSS3S/fjjz+G1WpFRiaQJ6GDs8oT+vroo48SSgBkIRinjF3sHT3+55IKjuPEkRTuupaIF0Xe6QJ/UhBJco2yiIbA8nC+u1dcrkSJeyhMJhNqamr8F9pGYTAYgsSbXHzlK19BSUkJXNZh9B2UZoBlz943wTttmDVrlhjaiwVWRFFalJz3gGE0pKIgr8rPBqlglaOLi86DQev/cHJ+ieBxev/991XTxDbwPpNsu2IWP2VlZXjttddw0003iV/wvLw8PPHEE/j1r3+N/fv3S24kIT++U8alnjgeL01NTWhra4NWA1QVhb6ZTC8VltfV1ck6v4bF6EMlOidCfhGQmiZ42xIZdjpjhuCOsks3MSMIR7f/uaRk9erVnrERVvCt/WNuyzd2AzYnCgoKJOtKHA+FhYV+A1T5XmHI7qxZyQujREOQ+AEwc+bMmEZAJIJOp8NNNwmVXH0H30t45pe1t1ns5vz9738/ZqHJ87zYHiM/L7YBqFKQnyvMHZOyRYfZbBZzmC4sXxu0fnHRUph0KWhvbxe9XkrT2ek/2ibZ88diFj9bt25FdXXoBidXX3013nrrrYSNmsiorYyc0d/fH/J3JWHjHyqLAIM+9AUuI5VDcZ5wQWNT1qWmvb1d6J3BhU50TgSO8/YLSsR+5m1wDQGuEXncyTahkCnkzTRRTCaTt3PyybFDXyw0tmHDhpjDHVLCcRymTfOZb9I3AABhr49KMXPmzKiWycmqVatQW1sL3uVA1874S715nkfXZy8DPI8LL7wwrtyqoaEh0euQk1kUty3xkptdCkDa0TzvvfcebDYbSjPKMC07uHWBUWfEilLB+/Pmm29Kdt5ECPz/J3sER8ziR6PRoKOjA9u3b8frr78u/rz22mt46aWX8NBDD8lh54RBTcnEvviq7qGhIcV7MLhcLjHHpqZy7I9pzVRBGEk5LsIX5pHJLwBMKZIfXmx4uH///rhDjmlpaeKN2N4ulWVeXBYerkHhhi+H+AGASy4R+qDwjV3gHaFr9vkRG/hWwcOS7LlZofALAXrK3v0EkQoIJcaSLdA4jsPtt98OjUYD85l9GDkXfuzGWAzVf4HRjlMwGo249dZb4zpGd7fgwkxNyYJOl7yhs4yMNKFBmFSDjV0ulyho1lZcHNYTdlHFegBCsrUaBp0GFqkkuwt1DM3wBd555x3cddddcDqd4pvM87z4u9q++GpjeHhYaI2vMgKT7zo6OjB1avJdwozdu3ejp6cHKUagqnjsbWdVcPjkkODKPnnypKSt+gFv0nWJTHm1mVlAeiZgHnLi8OHDceUwAEKF0enTp2FrB1Ik7ltn91wrq6qqkJERaQJqfMyaNQvFxcVob28H39gNrio4uYo/LbjKa2pqUFwc4YORBPySrXkeJpNJdVWv+fn5SElJ8XvwUuK7XVVVhauvvhqvvfYaOv/xMiq/+QtoQsz0CofLZkH3l68CAL773e/G/T6zUTmpKcpch1NTsgEIxUNS8MUXX6CjowNp+nSsKA1/7ShKL8HcKfNxrOcI/vrXv+KOO+6Q5Pzxwjr3h3stNzF7fn7/+9+jpqYGr732Gq655hpcddVVePvtt3HXXXdBp9NRh+cIqCWk5Mvw8HBQnk9LS4i67STy9ttvAwDmVnLQaceO6ZsMHGaWC9v87W9/k9QOl8slJiZOKZT00H5M8VzHE5n1xUqv7TI81Nna/M8hBxzHiaXZfGPop2L3GUH8JGOAaTSUlpb6vS4rK1NNsjOD4ziUlPhXDChVjXbttdciJycHjqEu9B+MbbRL79434RodRnl5eULtDVhlq1Evgxs3CgwG4bxSRAF4nhc7Rq+tWB+U6BzIhqqNAIQwWeC8xGTidDqDxM6xY8eSWgEWs/hpbGzE97//fdTU1OD888/HyZMnUV1djZtuugnf+9738NRTT8lh54RBjaMuQiXeJXNeViDNzc1i6XptdXQ3kgWe7T7++GNJBWZbWxtGR0eh1QkeGrnI9bTNOXXqVNzHYPkPzn7ANSrtRYSF0hYsWCDpcQNhXi++uRe80793AG+xAR2DftspTaCoCHytFgoLvco9MzMTKSnK3PjT0tLEcFXfwXfgtER3A7YPdKL/mBAG/+EPf5hQsjbLu9TG4HXyZePGjXjmmWewceNGcByHEctATPvrPOeVIv/z4MGDqK+vh15jwEVTL464/ey8GlRkVsJms+H1119P+Pzxcvz4cb/GulpOg66uLjQ3NyfNhrhyfrKzswEAlZWVOHPmjFiiduGFF6pufojaUGOTqVA33ERuwonyxhtvAACmlQDZ6dGJn+I8DkW5whMF8xpJAft7paV7h3rKQbonkhRYARELmZmZ3ryfMLmD2lQAoXKEtZ51IXCN8HD2Cx6EefPmhd5IIqZPny40UHS6g4ad8i1Crk91dbVqQkuBIUBfkaEmfJtSsoaYSnHRRRdh5syZcDts6N0f3Xe1Z89fAbcLy5YtS7jCjzV2jNfLsHnzZpSXl2Pz5s3geR5D5u6Y9mfnlaLB5J/+9CcAwKryNcgwZkbYWvgOb6wWhr+++eabivV0C2zyODOnIuRyOYn53Z82bZo4I6SyshIOh0OcIjs0NKTaaialCExgTaayjZbDhw8HLTt69Kgi/SDMZjM++EBoXrZ4Rmwfz0UzBKH01ltvSTafTEyOlHlmZmq693yJuH4XLlwIALCFiVpyOg6myuDlpkphXShsHiE1ffp0v9JuOeA4Thy5EFjyzsSPkuXtgQSGuNQiygLxHf/BHl6VguM43HzzzQCAweOfRvT+2Ac6MHxauOewkvlEYA06Hc74Gi5u27YNzc3N2LZtGziOQ2Z6bGLS4bT52REvx44dw6FDh6DltLjEE86KhoWFS1CcVgKz2axI5RfP82JZvtcmofowcLmcxCx+vvWtb+Gxxx7Db3/7W6Snp2P58uX46U9/ij/+8Y94+OGHMXfuXDnsHLc0NTX5vZZroF282O32IPFj0AgiJNkJaIAQi7ZarcjLAspjvI/MLOOQliLkVUn1JWLNHwPHWUgNO77T6fRzB8cKEw7W5vBPttlrAZNPkZKpSlgWDptHry9atChuu2JBzCvqChga6vEEqWFuVjhyc3OVNiEkvqJVbgEbDQsWLMDs2bPBu5wYOPrRmNsK87t4rFixQpIGm0z8WUbj62f27rvv4pZbbsG7774LnueRlpod0/6WUeFzneg8updeegkAcH7pKuSmRD+YVcNpsLFaaA762muvJb0C+fDhw0Inao037Hhe4WxoOA3q6+uTMqoIiEP8fP3rX8d9990nPln/x3/8B2w2G375y1/C6XTivvvuk9zI8QzzijHOnj2rmg7KgBAztlgsyPSp+JybL8RFEmm6Fw9ut1tMWF40PXicRSS0Wk7M/ZEq8Zn9rSQaYh4WrdbbPNG323as1NbWwmg0wj0SvtuzRs8he533dfY6YVkoeDcPq2fe6LJly+K2KxbEUvoe7/vAW+3AkHCRlrqaT0rUWMkJ+A+iTUuT2Y0ZBRzHiTPdBk58Bj7UbBgAbocVQ6eEUMjXvvY1Sc7NQoDmkT444xi2yh4q4vXQDg53+tkRD3V1ddi3b5+fkImF84qXoyC1EENDQ0n3/rAZicuLvY6STEM6FhbM8FsvN3EFHb/73e/innvuAQBUVFTgnXfewRdffIEPP/xQdd1NlebIkSPi7wVpGeB5PmSYSSlYI8EFhd6uBws9v3/88cdwhZvKKQP79+9He3s7jHpgztT4KmbmT+Og0QiiU4q8JfZUpJO5GS7Hec+RiOfHaDSKHppRCXLW7e3CQNOMjAzZ+vsEUlJSItys3d6bC98niNDi4mLZSu2lQA1elVD4JjibTCYFLfFy/vnnIysrCy7LIEaaj4XcZvjMPvBOG0pLSyXLN8vPz0d6ejrcvAt9A8ltrAcA3X3C00QibWFefPFFAILXZ0pq7DlcWo0Wl0//KgDg1Vdf9ZvtKCe9vb3i8NULy/09yReVnwdA8P4nw564M67MZjPa2trQ1taG9vZ2WK1W8TUhMDIygqNHvc285k0RuokmM6lrLPr7+0Xvzvll3rt7bYEO6XoO3d3dSbWVzaaZM5WDPkz+SSTSTBxmeEZesJEUicCEiC7mjlixw86RqBt61apVAACrBD3DRj3HuOCCC5LWTZnjuODwRp+QmCn1XDGpSU9PV9qEkBh8XJcGud2YUaLX68Wu3sOnQw8mHm4Qll98cfjmfbHCcZzY4bq144Qkx4yF1g4hGhDvmJhjx455vD7auLw+jKXFK0Tvj9QtQsLxxhtvwOl0YmZOBSoz/ft0zc+vRnFaHiwWC959V5oZcGMRs/g5ceIErrzySixduhTr168P+UMI7Nq1y89zsqhY6K3xxRdfwOkM3cE2mbz++utwOp2Ylq1BRab3xqbXclhVIYihV199NSm9F4aHh8UhpvOqErvIzfXs/9FHHyWcgM/EjzYG8RNYChtuqnsgTPwk2l37/PPPh06ng7MfcPTG/7fjXTysnhS1Cy+8MCGbYiVwUjs/KIgfJRtvRoNSJeSR8E2uVYv4AbyfK3PTIfAu/2uiy2bBSOtxv+2kgiXNN7YclPS4kRgY6sDAUCe0Wm3cbSNefvllAMD5pSuRnxp/gn2g9ycRj3M0mM1mUWRtrDo/aL2G0+BSz/Jt27bJXjwVs/j5+c9/jv7+ftx999341a9+FfKHEAhUr7NyC5BlTMHQ0BC+/PJLhawSGBgYEPs8bKwOvhiur9RDr/E+ZcgNE4R5WUBBTmLip6IASDMJgurgwYMJHYsJkViqUgNLYS1RpnhptP7njJf09HQxP2c0gcifrRVwW4U8FpZInSwCxQ8GBAWpVHO+aFFLSCkQ3744iVYZSUlNTQ2ys7Phtltg6fAvBhk5dwRwu1BRURH8eUiQ5cuXAwBa2uowao0/xy5W6hsFT/r8+fPjyr06deoU9u7dCw5cQl4fxtLiFchPLcDQ0BC2b9+e8PHG4o033oDFYkFpej4WFYZOj1lVuhA5xgz09PSIVb9yEbP4qa+vx89+9jPceOON2LRpU8gfQuiQfOjQIb9lGg2H1RVCnFfKXjTx8Kc//QlWqxUVmRq/fB9GtkmDNVOFC+Zzzz0ne+4PC7/NKkvcta3RcJjhOU6iVV/s/x2L+AkshU2NMhLCziHFe71unZDRPNoQf2ImE06rV69O+gDRwM7JGBJyANQufqTo3SIHvt6eZE1zjwatVisKkZFz/tdLc9NBAIInU2rKy8sxY8YMuHkXTp75QvLjh4LneRxvEPJd2PczVv76178C8IqWRNFqtLik6jIAQiRAruu82WzGtm3bAABfnb4amjBN0/RaHS6vFgaw/ulPf5LV+xPzN7W8vFyR/i/jDfaHri3wj2teVDkDHDjs378/6YPcGOfOnRPdj5tnG8PG0i+rNiBFBzQ0NODvf/+7bPZYLBbs378fAETRkijsOIGhx1hhwiGWdIPAUtioh6Fy/udMhOXLlyM1NRUuc3yDTt0OHlZPwrQSoewg8WMRLoJqmOc1HvEVPGoSPwCwYsUKAPAbdsq7nBhpPuq3XmrYYNyjJz9KSmi/tfME+gfbYTQa4wrjDQwM4NNPhIe59VVfkcyuFaUrkaZPQ2dnJ3bv3i3ZcX3Ztm0bRkZGUJqej2XFY7fDWVu+BDmmDHR3d8ua+xOz+PnXf/1XPProo9i9e7fik7/VSm9vr+iyu7R6jt+6grQMLCsVulmymSzJ5umnn4bL5cKCAi1q8sMns2QYNbhihuAif+6552TrBrpv3z44nU5kpwO5YYplHE4e7+72iu53d7vhcIa/YJVOAUwGofFmIvOy2I0iFv0Ubyksq/aV4uZkMBiwcqXwBDUaR2sp21mAdwJFRUWKlJaH6pScmpqq2moqteNbIae20NyiRYug0+vhNHt7M4x2NcJtH0VWVpZsFcTr1q2D0WhET38z2rvk72l2+PiH4nl9Ww9EyyeffAKH04GKzEpUZkmX+G/QGnBBmSDG5HjIHRwcFD1W18y8KKzXx2uPHldVrwYg5DfJlYsUs/ipqqoCz/O4/vrrsXDhQsyZM8fvJ1nlsGrmlVdegcPhwIzcfMzIDXZNXjFDUL6ffPIJzp07l1Tbdu/ejd27d0PLAV+bE/kiuK5Sj4I0Dv39/WIrdanZuXMnAKC6JHxvn/f38Djl07X4VIuwLBwaDYeqYuFYieRXsfyIZFT8s3xPqXIy2PBP6xmhX08ssCqvNWvWKDKo02g0BjUMLCoqUt3Q0PGCb9hLbaG5lJQUzA8oYx9tFaqwFi1aJFvINSMjQ6w2O3Rc3vySEcsAGs4KXpUrrrgirmN89JHQDPL80pVjbmd32fD84T+Ir58//AfYXWM7KpaXCMfc9eUuycvMX331VYyOjmJqZhHOK5wTeQcAa8oXYUpKFvr7+2XLRYr5W3Dvvfeiv78f3/jGN3DHHXcE/dx+++1y2Dlu6OrqEvN5Ns9ZEDJcUpWdhyXFQvjwj3/8Y9Jsc7lc+MMfhC/F+io9itIj//l1Gg7f8Iikv/71r5LPJnO5XOIQ02kloW9sThePhrbgm3dDGw+nK/xNvdpzPCau4oE9MduT4ORk4W2p+tgsWrRI6GcyCthjGBnGO3nYPJo82VVevgTOoFLj3Cyj0aj4rKxoUFuoK5DA7uGWdsETI3ei/ZVXCknDpxp3Y8Qi3UDkQI7WfwS324WamhpMnz495v37+/tx4oRHEBadN+a2LxzZgv2de8XX+zv34oUjW8bcpzyzAgWphXA4HZIWuPg2UbxmxkVRP7zoNDpcNV3w/mzdulWWKFPM4qeurg6/+MUv8Itf/AL/9E//FPJnMvPSSy/B4XBgdl4B5nr6+oRi82yhzPHTTz9N2jDY999/H83NzUjXc7h8evTehdoCLeZM0cLpdOL//u//JLXpxIkTGBoagtEghKpCMWIN7XlxuYR14ZhaJCQRt7a2oqUlzLCrCLCOvTZ5q0DhdnsFllRdgnU6HZYuXQoAsDZFv5+tVQh5TZkyJa4LtVQEzslS49wsjuPE3BE1k+yE9VgJbGBo7RFGHMg9LmnGjBmoqamBm3fhyMkdspzD5Xbi8HEhnMTEVqwcOHAAPM+jInMqckzhR6g4XHYc6twftPxQ5344XGMnD88vWAgA2Lt375jbxcKbb74Jq9WKqZlFWFgwM6Z9V5UuxJSULAwMDEjSsy2QmMVPQUGBantZKE1LS4v4R/pGzaIxVW5FVg7OL6sEIOTTyI3D4RC7gl423YDUMOMMQsFxHDbPFsTSjh07JJ29wpooVhVx0GikDWkY9RzK8v3PEyt5ecLMnGh79cQLO75Wq5U0r4Uli9piiK5aPX/e5cuXKxpmYu89Q60elvEQilO7jdXV1f42ul1IT08PTnyXga9+Veh1c/jEh2HHXaSlZEGrDfaeabV6pKWM/bByqnE3RkYHkJubG7cnlVUOz8obO61k0DYIhzv4/+BwOzBoG3uA7GzPsaWaQGC320Wvz+XTVsX8GdRptLi06gIAwgwyqQutYhY/t956Kx555JGggZ0E8Pzzz8PtdmNRYSlm5kV+St08ewG0HIe9e/f6jcGQg48++gg9PT3IMnJYOzV2F/jULC0WFerA8zz+8pe/SGYXc7FWylTEU1XE+Z0nVtj8HYs8ud4iVk+YPS8vT9Kn9CVLlkCj0cDZDziHIuf98Lw35JWsWV7hCMz5CRRDRHwko7IpVkwmU1AlX1VVVVJE26pVq5CXlwfL6CDqz4TOD9TpDKiuWBK0vLpiCXS68E0jeZ7HgWPCrKrLL7887vAjGzJdnS2fJ5Ydu62tTZL5k59//jkGBweRa8rE0qLocn0CWV22ECadAW1tbUGtYxIlZvHz3nvvobW1FRs3bsTy5cuDujtffPHFkho4Xjh16hQ+++wzcBC8PtFQlJ6JtVOFFufPPvusbBclX8GyocoAvTa+C8rG6cKXfMeOHejtDTM1MwaGhobEKfcVBfJc5CoKheMePXpUHMYbCyzUMirzqBkmrqQO7WRkZGDOHOHCY4si8uccAFxmQKfXYeHChZLaEiuBU6/VOjF9vKFWL1BgI8Nk9XTS6XSi92f/0e1hr8MbLrwV06cuFV9Pn7oUGy68dcxjt3XWo7PnDPR6fdyJzi6XSyyMKc+Ur8N5miFdDKlJ4dxgFc+ryxZBq4nvgc6kM+KCklq/40lFzOInPz8fGzZswNVXX41169Zh2bJlfj8sx2Cy8cILLwAAzi+rQnlWToStvVw9az70Gi3q6urExF+pOXLkCM6dOwejFriwIv7Ex6psLabnaOFyuSSZvHv8+HHwPI+cDCA9RZ4L8pQsoeTdZrPF1VeJJdnabYAzdu0UNayLgBxJveedJyRIRhP6sjUL/86fN1/xkuhA8RP4mphYBH72k9nTaePGjZ6y93M413Y05DZ6nRFfWf0D8fVXVv8Aet3YuZP7jgrFL+vXr0d2dnZctvX29sLpdELLaZGbIq/3syBNyFPt7IyhQiIEQ0NDOHDgAADggtLahI7FxM/OnTslbXoY1cSi9evX44knnsDs2bPx0EMPSXbyicKxY8ewZ88eaDgO18yO7Q+dk5KKS6bNwtsNdXjhhRewdOlSyZ/MWPXZ8lJ9TLk+oVg7VY+GfkH8fPvb304oRMOmrhflyvckynEcCnOBsx3C+WLtGZKWlob09HSYzWaMjABZ2fLYyUZgyCV+XnjhBSGR2cWDG8Pzx8QPE0xKEpj4LVUi+GRHrZ4fJRPcMzMzcemll+KNN97AviNvYWrp/ISP2TfYhjPnhOTjzZs3x3+cvj7BRmNWxB45iZJjzAaAhD37e/fuhdvtRnlGIYrSEhNs03PKkG1Mx4DFjKNHj0pWARjVO9na2ir7kLHxDCtXv7CiGkXpsSerXjFjLkw6HRoaGhIqyw7F8PAwPv/8cwDA6gS8PozFRTqk6YGenh6xK3O8MNdqQXbCZo1JQbZwsW9sbIxrf/YEOiLjCCB27KKi8BWC8TJ9+nRkZWWBd4xd8s47edjahN/V4MENLPmXqgXAZEeNOT9AcFiT5dsli2uuuQYajQbn2o6itz++6lBfDh57DwCPFStWoKKiIu7jsOayqfrYGyPGislzjkR7/bAcy9r8xHOUNJwG86cIx0n0nuN3XMmONEmpq6vDgQMHoOU4XD0zvqeFDKMJG6YJXXRfeuklSS9OH3/8MRwOB8oyNKjITPzPrddyWF4qiKhEY7BtbcKdNidD3ifRHM89s709jjkP8I5aGB6SyqJg2LHlyHPQaDTiFGvm2QmFrR2AS7jpJHKxlor0dP+haGov1x4vqFX8BHr24g0TxUtRUZE4R+xA3XsJHctqG0GdZ45XovMuWa6iXiN/ryaDRsjrTNTZwQp4avKk6URdM6XK77hSQOInQdiIipXl05CfFuUEyxBcVj0HBq0WDQ0NkqrbHTuE3hXnl+klc3dfUCZ8CXfu3JnQyAsWV86MfbhxTGSlcX7ni5WpU4Ukw6EBqSzyx2H3JlSzc0kNcxWPlfTM1i1evFgVoRG1N+Ybr6jhbxsKNYQ5r776agDAydOfw+6Iv7/FidP/gNNpQ2VlJRYsWJCQTeJwZU5+8a/xfDYSmYfY29uLzs5OcOAwPac88g5RMCtXuC6eOnVKsoaHUeX8AMAdd9zh1yI9HBzHyToEU020trZi586d4OAdWREvGUYT1k6dgffPnMC2bdvEJ/VE6OjoQF1dHTgAy0qi/lNHpCJTg6I0DTpG7Pj8889xySWXxHwMp9MpllOmyZxXm+rJSRwcHLvPRTiqq6sBAP2JF7iFhB23sLAwyNshFewC7OgB3HZeHKLqi90T8grstktMLNQ6Hy0wrCnXd2Es5s+fj7KyMrS0tKD+zJeYN+uimI/B8zyO1n8MALjsssskE5vJkayJn+XkyZMAgLKMAqRESAiPljxTFrKM6Ri0mXH69GlJxmhFfUesqamhUtMAWCJxbWEpSjISf0q5tHo23j9zAvv27UN7e3vC1Q6ffSa4XWflaZFtks7Jx3EclpXq8Ga9HZ999llc4se3j4RR5gd8k8F7Tp7nY74YsVJx85DQ6dkosVjr6RL+lXMuXkFBAYqLi9He3g57O2Ao8V/vtvNw9Ai/z5+feLInoT7+3//7f2hsbEzYEyEXgcM+lZhBxnEcvvKVr2DLli2oa/gsLvHT09+Mnr5z0On0uOii2PcPhzqDlcGwQpbKLOmq9TiOQ1VWCQ521ePUqVPJFT933HEHamsTK1mTgieffBI7d+70m4l1/Phx/PKXv8TRo0eRnZ2N6667DjfffLOsdrhcLtHDtb5yhiTHLEjLwPyCEhzpasP777+P66+/PqHjsUTnxUXSeX0Yi4sE8XNg/36MjIwgLS222JXTKUzx1HCQvLNzIOwayvM83G53zLkjmZmZmDZtGs6cOYOONmDqtOBtTCmARuudzC6eWyusG4tOj8dF7u/X3LlzBfHTFSx+HF0AeMH7pNZOykRiXHbZZUqbMCZqSWi/6KKL8Oyzz6Kt8ySGzD3ITI8t8frk6S8AAMuXL1Otl01OWGHJ1Mzw4sfmsuMPh/8qvv7D4b/i1gWbYNSGjy5VZBTiYFd93IUrgYyrnJ/nn38ejz32mN+y/v5+3HjjjaisrMS2bdtw55134tFHH8W2bdtkteXw4cMYHBxEhsGIBYXStWBfVS4kdn366acJJSYODw+Lg/AWFI4tfmwuHs8e8g6vevaQFbYxBoYCQEm6BvmpHBxOZ1xJaOL/LQm+XL+u+XG2SGdjItrDJAxrtUBJiFzlkjJhXThGLd6w1/Lly+OyLVqYB8sRIvWJVYGxbdSAVNPt5YY9hapx9th4Qi25SPn5+eKssVONsY3F4Xke9Y1Cl2g2MT5R2DUrGe8PO0ci9x42/qgsI/z34ZnDb2BPx3Hx9Z6O43jm8BtjHpcdT6rxSuNC/HR2duKWW27Bo48+iqoq/+zxV155BQaDAQ888ACqq6uxefNm3HDDDXj66adltenLL4UP+JLicmgldM8uKiqDTqNBS0tL3MM4AWEWDM/zKE7XIDdlbPteOGTF/g6n+Hp/hxMvHBp7kifHcaiZIoiqeBK02Xw4txtwRRBaieLw/Nd0Oh10uvi8YKtWrQIAdLSGn/C++HygxKdIqqRCWDYWzU3CvzU1NbKPb2A9juzdQOC1zdHtv40aUMvNMBJLlizBPffcgwcffFBpUwiJWL1amCh+qml3TPt19TZhyNwNo9Eo2XgYlnysTULCMzsH88zHitPpREdHBwCE7e9jdzmwv/Nk0PL9nSdhDzNbTTie4IFrbW2Ny7ZAorprb9q0SdHuqseOHUNWVhbefPPNoHj13r17sXTpUr+b2ooVK9DY2CjJCIZwsDkj8wtKImwZG6l6A6bnCH/kRMr6mNdnZu7YXxiHi8fBzuAP+sFOJxwRRMnMPK3fuWIhJSVFvLlZY+icvHHjRjzzzDPYuHEjOI7DyGhk4WT1VG2mpaXFfUOdNm0aKisr4XYDLWEePHQ64LwLvK/Pu0BYFg6eB855mk4nYyxMZWUl9Ho9eBvgDuhZZPeInxkzpAnhTiY4jsO6detQWVmptCmERKxcuRIcx6GjuwHmkb6o92vwiKVly5ZJ1iGdVTcZtPJ7Qg3axErde3t74Xa7odNokWMMHcYctJnhcAffcxxuJwZt4WeK5admC/sPDkpS8RWV+HnooYeC5q4kk3Xr1uHhhx8OaUNHR0dQYzjmfmZ9ZKTGYrGIDfpmRzHANFZm5Qldfuvq6uI+Bks6m5o19p940MbDESIS5HAL68aiMksQP2fOnIn5SUGr1YoJ9MMx9NPavHkzysvLsXnzZvA8j6Eo9mXHT6RpGsdx2LBhAwDg7Om4D+NHf69QPm8wGMQnTTnR6/XiDdrh81zgHgXcI8L/kVW2EcRkJi8vD7NnC73XTp+L3rN9+pzQ3O+CCy6IsGX0WK2CF94wRj6MVLBzsHPGCnM4ZBvTJffcpupMMGiEp0nW9ToRxkXYayysVmtQCT7LFZCqH0Agzc3N4HkeWUYTssbIZrU5nfj9/i/E17/f/wVsUYiEqZ7ZYGyYXTywfcsy5XOV5qdyMGiFJlzx9NBhoxwGzdGHvbZt24bm5mZs27YNHMchM4qmp4MjwvETzcm4+OKLodPp0N8LDCT+3UNTg/DvhRdemLRkz+nThU6prLIL8Aqh0tLSoIobgpissIaHTS0Hotp+cLgbfQOt0Gg0knZIHx0V+g2ZtLF5kgK95IO2gYj7mLTC/SzeDs+sijddhm7UHMchzZDid55EGPfix2QyBbnomOiR60LOYo7F6WOXtz994AvsafMKmD1t5/D0gS/G2EOgOCPT7zyxYrVaRWVckCrfn5jjOOR7jh9P92TWRbgnhvY77777Lm655Ra8++674HkeaVEMRGXHT7SBYHZ2tveCmKD3x+kAWpqE3y+99NLEDhYDzLPj6/lhv5PXhyC8sPl2Le3H4XJFfmg91yakKcyZM0fShxlv2Cs2z0+gl7x3tCfiPiy0Fq/jQBRqOnm8VKxvUCLNdRnjXvwUFRWhq6vLbxl7LceQSAAYGBgAAGSP4fWxu1zY1x6csLyvvQX2CN0zs02CaDObzXElnjHhY9QCaQZ5k0ZzTcLxe3oif7ECmTZNqBnvHoje88OqEGKpRmDHD0yWjwcmVJobgQSaoKLlHOB0AiUlJUntqyN6fnw8VyR+CCKYqqoqZGVlweG0obMn8tNOS7uQpiB1k1A23kIX43iLQC95XkrksL9Oo/U7Z6yw5Gx2HKnReRKyE+lAzRj34mfp0qXYt2+f35uxc+dOVFVVyVY9I3YmHqPj9aB1FI7Api8AHG4XBq1jt01P03uPG497b2hoyGOf/NUy7BzsnLHAkms7+uWbN+R08egeEH6fOXNmwsdbtGgRpkyZAoddqPyKF5bofMkllyS1qqmyshIcx4H3+Qg6PUKIiVGCIIQmi3PnCp3727pORdyebcPK5KWC9SVz87Hd8AO95Fmeie1j4eKFBNB4q2LZfZiTqYcJm2ofb8sSv2MlfASF2bx5M8xmM+677z40NDTgtddewwsvvIDbbrtNtnOyN14r001Lw3k/OvH8kb0xYvlvqiYd53fOWKiuroZWq4XFiqgSl+OhewBwuYVGhYl2zAaEC9G6desAeAVMrFhGgB5PitT69esTtikWUlJSgt4HlycsSOKHIPxhPZzaI4ifEUs/hs090Gg0YqK0VLC2IKPO2K6x8XjJrZ5zxFupxrpyy9W8xO0RZ1J0/x734icvLw/PPPMMGhsbsWnTJjz++OO4++67E56kOxbsSd0tk7fCzfPihycerwD7sCfDoZDIKYxGoxhqae+V571kx50zZ45kHhYmfjrbhKGksdLqKZWfP3++Io3xQoX/MjIyaHwNQQTAhExH99hhr3bP+qlTp4piRSpYx/VocnYShZ0j3i7vTJQwkSI1LgnFj/RzD2Tm17/+ddCy2tpabN26NWk2sERqS5xx0UiM+hw31rERgHcatsMt/zQYp+czHuvICEZNTQ3q6+vR1gPMroi8fay0e/JZpOxcXFlZiYqKCpw7dw7tLUBFjA4T1idozZo1ktkUC1OnThVHn/guGy9NBQkiWcyYMQMajQYjln4MmXuQYgw9bLWjSyjdlKNJKGvx0jrcHNdswlhoGRZa2JeVhWhXHwUsXOYMkfIhBYmG5XwZ954fJWDzWszhWv0miNkhHNdoNAaV8UdDVpZQhWaO0KdHCobtwjmys7Pj2p9dLDr75bG1o4/3O48UcByHCy+8EADQGmM3AsuI0N+H4zisXLlSMptigVXZRVpGEJMdk8kkFgm0hehKzGjxjGqQOt8HEDy1er0eI44RdI50SH58Bs/zODMgiLh4Q3dMlLhizE+KFiaqSPwoBGuW12+VJ1Glf1Q4brwJ22w/ixOwOOQVQL2jbr9zxgoTJV39gFtiT9WojcegpyJS6s7FbNxFZ7tQth4tbZ7ZYHPnzlUszBTqqU7JJqYEoWZYNWZz27GQ6212C7p6Gv22lRK9Xi96rk/2xt/4NhLt5jYM2QZhMBjifliU3/ND4kdRWDy0xzIiS5VSj2XE7zyxkpaWJuaStAzJ8yEEAKebR9uwIH7iLSMvLi5GamoqXG6gbzjy9rHAqryKi4slbyJYVVWF4uJiuF2CAIoWJn6U8voAQjPDQEpKpB3TQhAThSVLlgAAzrYeDnm9b247BjfvQmlpadC0Aalg5fN1vaEFmBSc8Bx77ty5cUUcAG/KhUuCaqxQMFHFzpMIJH7igPUPGnU6ZAl9dY4IKiCR6iTmqj3dL5/4OTvohosXkmXj7amk0WhE4dQVQ7+faGD9feSoYuI4Tmxh3xZl6MtmBXo8LamkbH8fK6mpqWJolKFW8cPGflx11VUKW0JMVubPnw+j0QizpR+9/cG925paDgLwNkWUg8WLFwMA6nuPy5ZMfNwjfti54oF5ZELN7pICCnspjNFoFENfTKhISZfnmInckNiTwrEe+cTPsW7hA75w4cKEkvBYxVd3vyRmiXQN+B9fapj3pqMViMbL294KgBfEmFxPiNESWGUmV0PQRPnhD3+I2267Dd/73veUNoWYpBgMBvF62ugROgyed+NMs7Bs+fLlstkwY8YMpKSkwOK0oN0szVRzX9y8G6f7hXL+2trauI/DRkvZ3fIUA7Gp7/F6pnwh8RMnTJh0yCB+OiQQP8xV29DnwohMeT+Hu5x+54oXJk6k9vyw48klfubMmYPc3Fw4HEB3FKPNmIeI5QspiW9INTMzU7xoqY3c3Fxcc801SZt9RhChYMKmqfWQ3/Ku3iZYRgeQkpIia6d2rVYr5uGc7m+Q/Pjdli6MOEZgMBgSul6KczWd8U2FHwun2ylWe8Xbh8gXEj9xwvImOsyxdzaORKfnmImIn9LSUkydOhUuHjjUGZ0LMmgQnjW8e7XH4sbZQTc0Go047ypeWOfljj7pkp5tDh69g/7HlxqNRoMVK1YAiFz15bADXZ7cICXzfRi+ydbU34cgxmbZsmUAICY2M5paBDG0ePFiSbwRY8GKNlo95ehS0jIkXMBYZVm8sNYso06b5OE5i8ObYhJPC5hASPzECRM/Uoe9zHYbzJ7OeaESU2OBeRj2t0fnggwehBdeiOzvEATVvHnz4i5zZ7DGYA4n0CuRluzw9PcpLCyU9ebO3uP2ZmCs73pHK+B2C5VWiQ5YlQLfnJ/A/B+CIPyZMmVKyKKOs63CMFM5830Y7LrRJkPYix2zsrIyoeOwNjA8gBGHNeL2gQ/cA9bw99Nhh1AFnZ6eHndfOV9I/MQJ88p0mqUVP0xM5ebmJuzaYzfmYz0uWJ2RPSrBg/DC5/Hs73D4nSMRtFqt2Ea+uUsaz09zt3AcOfpu+LJgwQJkZGTAZvMmM4fCt8pLDc0ESfwQRGwsWLDA77XT6UBHd0PIdXLAenF1mGMoL42SjhHhmIm2vNDr9WKIetAW+d4Y+MDdMzoYdttBjzBK9GGbQeInTlglVpcl9sGjY9E9YvY7fiJUVVWhpKQETjdQ1xM59BU0CM8U+uMxbHfjTL/g5pCqamnhwoUAgHMSiZ9znbzfceVCp9OJYb+2MN5ol9M7BJU1R1QaX7exFC5kgpjoBCYCd/acgdvtQl5eXlKqJZkwGbIPYsQu7X2nbbjV7xyJwIqBekcju/EDH7inpIR/EOu1CseLtwVMICR+4oRV65jtNr9xFInCxJQU1UAcx4nu2OPdkcuRoh2Ed6LHBR6CuJLqg8iqKVq6AFdA3k+aCQjl5dRqhXWBWO08Oj2VY3KLH8Cbw9PWDIR66zrbAZdLqLBiLQiUhsQPQcRGYNfjrt4mcXkyvLmpqaliVWbrcHDJfbw43U50ejw/iYa9AG/laM/oQMRtAx+4s03hCxvY8aSqTCXxEyepqalITxfmvPSMSqfCez0NDqX6A7OeDSf7pCt5P9krHIsJFimorq5GZmYm7E4h8dkXnZbD9JLgi8v0Eg66EJPrm7sEEVJeXp6UwaGLFi2C0WjEqAUYClGu3+65Tp1//vmqCHkB/tUSUg9iJIiJSF5enl/+YHdfEwDpu8ePBXt4ahw8E3J9ljELek1wwrJeo0eWMbRXpXnoLFy8C5mZmZLcd7xRkci9S2KZPN9l6fM7fqKQ+EkAUeF6BEs4gpO6RsNu2zMqHEuqm7Y4ldjshi2KvJ9oOOfpGh3v/JdQaDQab+irM9jOS5ZymOEzlWFGmbAspH2e/aUUZ2NhNBpFkdnZ5r+O573L5OwDEiu+4keKslGCmAz4Fiv0DQihIjmaqIaDjblo6A89Z0yvNWBBYXCTwgWFi6HXhq5Ga+ivByCdB8srfvoibBkbTExJ1SONxE8CsNhm3+jYM76CkrrGyBPqG01stEUgOTk5yM3NBQ+gdTjx0kM3z6NlSDiO1P1zmFgJJX70Og6XLvN+XC9dpoFeF0b8dCVX/ADeao/Afj9DA4B1VBBIcvYBiRXfvj5q7fFDEGrDT/wMtgctkxt2TTvZewLOMF2Ur59/MxYXeqvPFheeh+vn3xz2mHU9R/2OnSixeH5igR1PqvwqEj8JEO2A06CkrtT0sNuyoabs2FLAPiw9o4mLnyEbD4db8NRI3aWYVUx09AFOV3xeqpFRHv3DQr6T3JVevjDPT2+3//JuzxDm+fPny94HJBZ8e3lIMSeHICYDvjdenndDr9cnJbTOmDZtGnJzc2FzWXGy93jIbQxaI26ovVV8fUPtrTBoQz/gjDos4nGkKtdn94UuS59ksy9tTjsGbdIVAwEkfhKCxX/HCmMBoZK6QudYOFwuscePlL1pWHiuVwLxw3r/5OXlSTJfxZeSkhLk5ubC5Q7O+4mWVk9/n8rKSrHnRDIoLi4OOdmeiSE1eX0Af8EjRc8MgpCCyy67DADwne98R2FLQhN44y0uLoZGk7zbqG9j1f0dexI+3uGug3DxLpSXl4ul9IlSVFQEjuNgczkwZB87JSRaOj0htPT0dMm6vZP4SQAmUAYjiJ9ok7oGbUJTKJ1OJ2k7/5ycHACA2Za4Cjfbeb9jSgnHcWJMu703Plvbe4T9WN+gZMFxXMhz9vZAEXsiwZL1AfL8EOrh5ptvxr333otvfvObSpsSksB0hGR6fRhs2O+Bzr1wJThAdF/HbgDStuAwGAzi+9Ix0ivJMTtHBPFTVlYWYcvoIfGTAKzZEhMtiTJoGxWPK2VVEPOADEsw44uJH7m8KiyJOl7x09HH+x0nmQSO0bBZAatFEEZqKXFn+IbgkvnkShBjkZ6ejrVr16o2CT/QuytVbmYs1NbWIisrCyOOEZwIE/qKhlGHBcd6hA7VTFBJBRMp7SM9khyPHSfRqQe+0FUvAZj3Y0gi8cOOI1UHS4Y4b0WCdkSjnooxX8+BlLDhfV1x5Mq53d7+Puw4ySQwAXxoQPi3pKQEqampSbdnLHxDXVLF5QliohOYtxcq1C03Wq1W7KzPPDfxcKjrAJxuJyoqKiTp7+MLa5bYZpZG/LDjSBWaA0j8JISv50eKGwgTP1KHlLziJ3EbLZ5jyHUzZx6SIQswGmOYrn8YcLqE6iUp3aPREngBGR4MvVwN+IoftfQeIojxhtQPqtHCPDWHOg/A5Y6vh9uBzr0AhBFFUl8DWAVcy3BnhC2jo8UszA4i8aMSmEhxuF2wOhOLvQL+YS8pYV6aUQn6/Mjt+UlLS/POTYvR+9PZL9hWXV2tSBJvbm6uX8PAYc9oGyWEGEEQ0mM0Gv0e/JQSP/Pnz0dmZibMjmGxT08s2Jw2HOsWQl5SzGcMhA2BbR4eY+BhlDjdLrSZhcoRKXsqkfhJAJPJJMammXBJhEGrvJ6fEQk8P+wYcokfwNsxtas/NntZqCyZHVd94TjOrxrE4hE/UsapCYJQDo7j/EbmSFmYEgtarVZsmnqwc3/M+9f1HIHD7UBRUZEsTRqZt3vQZsaQLbGKr46RXjjdLqSmpkqaYE7iJ0GiLXePhgGPgJJa/LCp3SxZORFYxZick8CZeGHJy9HS4RFLSokfwL/7qGdGrWR9KeSCcn4IInp8BY+cD4GRYDMFD3Tujfk7fKBzHwBhMLUcYe+UlBTxutecYOiL7V9ZWSlpcQaJnwQRuzxHaHQYDf0eASVlg0PAK6ZsLiQ84mLII6DkdPeKIzli6PXjdvOi50eJZGeG72wci+cjIXUzSKmhnB+CiB7fsJeShQyLFy+GyWRCv7UPZwcbo97P6XbicNdBAPKEvBjM+9Nq7h57wwi0ekJnUudOkvhJEJbt3x9hxEU09HtGW0hdQZCSkiJ+SfusiTU67PM0OZRaoPkyY8YMaDQamEeBYUt0Yq17UEh2TktLUzTHxq/0lRfKyJWoCCEIQh7UMhTYaDRi2bJlAID9nuTlaDjRewyjTgtyc3PFvmpywJKT2xIVP579pUx2Bkj8JAwTAb0Jih83z6NvVPD8SN07guM4MVbaG6WYCIXNxWPY4/mRs7mXyWQS49BtUfb7afM0N5wzZ46ifWsChU5OTo7qOyiT54cgosf3+qL0XDzWnHB/x56oQ1/7OwShtHLlSlmvlazcPdFGh3I0OARI/CQMEyqR5ntFYshmhYt3g+M4SUdbMMQKqpH4PT/dnn2lbDEeDtYRuS3KNhFsOzmfZKIhMF9Ljr+l1FDOD0HEh9LiZ+nSpTAYDOi2dKFluDni9i63S0yQljPkBXjvOYmIH57nxenwUg00ZZD4SZBoJ7tHgomnnJwcyWdmAV7V3GGOX/y0e/YtLy+X3Vswd+5cAEBrT+QbM8/z4nbJHGYaikDxI8cYEIIg1IHSXt2UlBRxIOlBTxLzWJzuP4URhxmZmZmyzxtkYqXfOgSHK75WMIM2M+xuJzQajV8+pRSQ+EkQFuYYSNDzw8STXPkhrOlUWwLip21Y2Ffq2GsomPjpHgDsEUr0hy2AeVRwRysx1sKXwCo4OavipII8PwQRPWr7vrBBp0e6D0Xc9nD3QQDAsmXLZBdu2dnZMBqN4AH0WgfjOkaXRahiyc/Pl9wpQOInQXxL3d0JfClYqbxc4oc1nWoZcvl9ebOMHPQhPgV6jbDOlxaP+GHHkpP8/HwUFBSA54H2CFVfzOszffp0xWcCBbrBlWqCFguU80MQ0aO27wvz/JwbbILZbh5z2zrPLK+lS5fKbhfHcWKlKwtdxUr3qCB+5KiYJfGTICys4eJ5mO22uI/DxI9cOSLl5eXQaDSwOIF+q1f86LUcFhYGK+qFhTrotf5f8tZhoY16MsQP4Jv3M7aobFPp5HRAuSZosaC2J1mCIKInLy8PlZWV4MHjZG9d2O2GbINoHW4BACxatCgptrFeP8yDEyss2VmOXmkkfhJEr9eLoY1Ekp5Zg0O5xI/BYBCz71uG/ENf1y8wYXGRVwAtLtLh+gX+HhSrk0e3p1IsWeKHhb4iih9PRRjbXk0o2QQtWtT2JEsQRGywrtMn+8JPeT/ZdwKAMCIiWeH4UOIny5gOvSb4gVuv0SHL6H+9ZPuR+FEpUnR5HpA55wfwipY2s/8gPKOWw00+YuemBSYYA7w+LN8nNzc3aV8cJmbae4UmhqGwOXj0DPpvrybGg/ghzw9BRI8aHxZqa2sBACd7w4ufes86tm0yYEnPvmEvg1aPxYXBjWgXF86CQav3W9bp2U+OEUEkfiSAVXwl0uiwT+awF+DTdGo49qRnliidjGRnRmVlJVJSUmB3Ar1Dobfp6AN4XuisrMZmgkp2gI0WNV7MCUKtqPFhYf78+eA4Dh0j7Ri0DYTchnl+FixYkDS7vC1W/HN+bqn9KpYWeduSLC2ag1tqvxq0PxNN5PlRKWKX5wQ8P6y7s9QNDn1hwqUjjl4/HR5vEasaSwZarVas3gpX8s5CYmr0+gDqFj9Tp06FTqdT7XtHEER0ZGZmorq6GkBo70//aB86R9qh0WhkL3H3hXlsuiz9cPPe+45Ra8CttZvE17fWboJRa/Db1+KwYtguOBSk7vEDkPiRBCZYekfjm15rd7kw5EmWllP8iB03ze6Yn146R4Ttkz06wpv3E3o9E0VqTHYGoHj12Vg8/PDD2LJliyo9ZgRBxAbL+6nrORq07oQnEXr69OlJLcIoKCiARqOBw+3EgG3sSrRAWL5PVlaWLA+RJH4kgAmWHotX/GSZUqDXBPdR0Gu0yDL5z4Pp84gmo9Eo6weTuQ5HncCII7Z9uzzeIjkU+FiMVfHldvNo9zQPVYv3wmg0+oUule4AOxYZGRmqH7pKEER0sAquE711QQ+3x3uP+W2TLLRarTgKqTvGiq9uGZOdARI/ksA6T/b4eH4MWi2WFAd7SZYUl8EQ0FyKiabCwkJZ8y98b8zdluhDXzzPo2dU2F6uD2I42KyuIUvwkNOeQcDhFEJLyQzHjQXHcVi3bp342mAwjLE1QRCENMybNw96vR791j50j3aJy3meFz0/ixcvTrpd7P7YOxpbo0PWGFHqzs4MEj8SIP5xLWa/RoffX3QBlpZ4E4SXllTg+4suCNq/22L2O46csHP0jUYvfsx2HnZPgZicYblQpKamilVqHQF9snyHmSrdZt4XvV4f8neCIAi5MJlM4mzDU57kZgDosnRi0DYAvV6vSHqAmBYSY5dnJpbkuueQ+JGA/Px8T1zTjUGfpGejTofbFnvFzm2LL4AxRItuJn7knJTO8Krw6HN++jxNEXNzcxXxZLAvbHufv81tvf7r1YLvpGQ1iTKCIBJHzdWRLJn5dH+DuOz0QD0A4SFRieu3tyBoOKb9+q1DfvtLDYkfCdDpdGK5e08cSc89HvGTjPwLsSzfGr3np9/jJWL7Jhv2NNMZ4Pnp8Ighped5BeIbbyfPD0EQyYLlPjYOnBaXNQ00AlDuIdF7zwnTryQM/bZhv/2lhsSPRDCPCvPixEK3J+cnGeKH5fwM2qL3/AzYvJ4fJZg5cyYAYcgpw2rnMWD2X68WfJ8MyfNDEBMLNfb5YbBrYa/VWx57bqgJADBrVnBjwWTAxEtfrOLHsz2JH5XDQla+FV/RwvZJRthLFD/W6L/AQwqLn9LSUqSmpsLl46zq9oSPi4qKkJmZqYhd4fC9OJL4IQgiWYSq4Gw3twMQytyVgOXs9MWQ8Oxyu0SxRDk/Kkes+IrR8+N0uzDgmQmWjIRnNoh1KAbPz6DC4kej0aCystJvWe+AYNO0adMUsCh6fPN/CIIg5CbwWsnDjbS0tKQXqzDYfW3QPgKbyx7VPn3WIbh5Hnq9nnJ+1I630WFsIy76Ri3gIeSGZGdnS29YAN6wV/Q5P4Oe/CAmnJQgSPwMhV6uNtScHEkQxMQj1Aii8vJyxa5FGRkZ4ozDwDEX4WDbFRUVyfYASeJHIryuvdjCXn0esTRlypSkfDiZnaNOYNQRnfen3xMiU+rJAfB2p2b0exxsyZw1Fi0keAiCUIpQjWiT3ZzWF47jxOt3m7k7qn3aRoScJTknCpD4kQgmDGIdbtrnCXklS1ikpKSIXaSjaXTI87y4XTLCcuEIFD8s2TnZ4zYIgiDUTKjcUSWv3YDXQ98y3DX2hh5ahjv99pMDEj8SweKSZocddpcz6v2YWErmfCXWDZlNah+LfiuPUaeQuMuG1ClB4Jd3VBiFRuMZCIIgfAhVHaX0/D7WqPbsUEdU25/zbMf2kwMSPxKRnp4uznGKZbp7v9Ub9koW4gdx0BVx23OebcrKyhTtWRNK5KSmpoqxZIIgCAIhc0eTkU86FqzSrGmoPeK2TrcLzR7Pj5wVaiR+JILjOFHA9MZQ7t6ngOeHNcI61RdZ/NR7tlF6cKjBYAgqaU9WnhRBEMR4IdQDodLtQKqrq6HRaDBoM0fs99My3AWH24W0tDRZZ0mS+JEQsddPDEnP3T5DTZMFa4F+btANs33spOfjPS6/fZQksNReqY7TBEEQakWr1SI1NdVvmdIecpPJJKZbnBloHXPbM4PC+pkzZ8raKoTEj4Sw0EzXSHQzTHieR7dn22SKnylTpqCqqgo8gKPd4fOT+kbdaBl2g+M4LFmyJGn2hSPQdatk6T1BEIRaCRQ7SosfwDuG6PRAy5jbsfVyd6Qm8SMhrPKobTi6Nt5DdivMDjs4jkt61dKyZcsAAEe6wosftm727NnIyspKil1jESh+lI5jEwQx+RgPoXa1eX4A74zGhijFD9teLkj8SAhz6zUP9Ue1ffPgAADBY8SSpZMFEz9Hu51wuUOHvpj4YdsqTaAAI/FDEESy0el0SpsQEV+xw3FckBhSAiZmGgda4XSHzjc12y1oM/f4bS8XJH4kZMaMGQCAdvMQLI7IbbzPDPT47ZdM5syZg4yMDFgcQONAcMm7083jeK/wAV2+fHmyzQtJYNKe0kl8BEFMPjZu3Ijs7GxceeWVSpsSFt9rY0ZGhiq8VWVlZUhPT4fd7cTZMFVfzCtUVlYme7SBxI+EZGdni3k/p/oid7I81SeIHxYLTSZarRYLFiwAAJzoDQ59nRlwwe4SvC1qmZ/FmjMySPwQBJFssrOz8fLLL+Of/umflDYlLL7XysDrplJoNBrU1NQAAE71N4fcpr7vHIDkVBeT+JEYVhV1vKdzzO1cbjdOeLapra2V3a5QLFy4EIC3nN2Xeo/Xp7a2VhVPDQCJH4Ig1IFWq1XahDHx9ZqoIV+TMW/ePADAqf5zIdez5SR+YsDtduOxxx7DhRdeiAULFuCmm27C2bNnk24HExRHu8Zu5tQ40ItRpwNpaWmKeVZYTLVpwAU375/30zQgiB+m1NUAhb0IgiAi45vzo4ZkZwa7n9T3N4MPuOc43U6cGWzz205OJoz4efLJJ/HnP/8Z//mf/4mtW7eC4zh8//vfh90eOfdGShYvXgwAaBrsw6AtfKfnQ51t4vZKPUVUVlbCaDRi1Al0WwLEz6CQByR3uWEskOeHIAgiMr6CRy1hL0Do3aPT6TBoM6PHOui37uxQBxxuJzIzM5NS/TwhxI/dbsezzz6LO++8E2vWrMHs2bPxP//zP+js7MQHH3yQVFtyc3PFltxHOsN7fw53CeLnvPPOS4pdodDpdN45X8Pe0Neww41BmyCG1JLvAwR3wVbTl5ogCEIt+PZAU9NDotFoFO8pjQHNDlmJ++zZs5OSajEhxM+JEycwMjKCFStWiMsyMzNRU1ODPXv2JN0e1hCQCZxAhu02nOkXkp2VFD+Ad2qu75DT9mHh9+LiYqSkpChhVkgCv8Rqj7sTBEEogW9pe1pamoKWBMOiCY0BFV9nBtr81svNhBA/HR3CBNjAOSAFBQVob488SE1qli5dCgA42tUGPkQLnWPd7eAhCA+lRzRUVFQAADp9xE/niNtvnVowGAxKm0AQBKF6TCaT+Huye8hFgombwHL3Rk++z8yZM5Nix4QQP6OjQm5N4M3RaDTCZrMl3Z7Zs2fDZDJhyG5D6/BA0PpjnmRolh+kJOXl5QCAjhEf8eMRQmwdQRAEMX7wvReq7aGxuroaANA85K2Itjnt6BgRoiFyTnL3ZUKIH6ZyA5ObbTabImEbvV4vlryfCFHyfsyzjFWGKQlLLPNNeO6yCOKntLRUEZsIgiCI+PHtQq3X6xW0JJiKigro9XpYXd77detIN3gIuUqBA6zlYkKIHxbu6urq8lve1dUlNh1MNkz81Pf6NzvsH7Wga2QYGo1G7HmgJEVFRdBoNHD4NHnuGiHxQxAEMV7xFT9qG8eh0+mCqrlazMK9u6qqKml2TAjxM3v2bKSnp2PXrl3isqGhIdTV1SmWUOxt5uQvfljn56qqKlUkoul0uiCB2Oup0E/2sNWJQrKeXAiCIELhWwyi0ajvNs8KbRhtw0LIi1UfJwN1ScI4MRgMuPbaa/Gb3/wGubm5KC0txX//93+jqKgIGzZsUMSm6dOnQ6fTYdjun3PU0J+coW2xUFJSgrY2b2UaDyFfim7i8XHJJZfgwIEDqhkISxDE5MJX/KixKjawmKbT0gsguXmmE0L8AMA///M/w+l04mc/+xmsViuWLl2KLVu2KJbsZTQaUVVVhVOnTvktP9Mv/JHV1DwwsEqOLVPLWIvxhsFgwL//+78rbQZBEJMUX2+PGj0/gSkVXSP9AJIbbZgw4ker1eKuu+7CXXfdpbQpIjNmzPATPzwPnB3sA5C8jPZoCCV+lMqVIgiCIBLDV/Co8SG2pKTE73XP6ACA0PciuVCfJJxABHZH7h0dwajTAb1er6oeOoWFhUHLSPwQBEGMT9QufgLvOW7w0Gq1QV385YTEj4wEJ3UJs0zKyspUlYEfSvwUFBQoYAlBEASRKGoMdfmSkZERlJIyZcqUpOYnqfsdGucEJm91mIdCLleaUEKHxA9BEMT4RO2eH47jggpqkun1AUj8yEpWVpbfjJWuETMA9fXPyczMDGqElZ+fr5A1BEEQRCL4ih+32z3GlsoRKH58h7EmAxI/MsJxnF/uTPeoIH7Ulk+jBhVOEARBSIMay9sDCRxUTeJnguHrQekdtQBQZ0hJaRVOEARBSIPac36AYPGTlZWV1POr/x0a5/h6UAY84kfpSe6h8P3gpaWlqSohmyAIgoie8SB+AsVOoBiSG/W/Q+McXw+K1eUEoM6QUnp6uvh7sj+EBEEQhHT4JjmrMeEZ8L/nAEIFWDIh8SMzgeEkg8HglwStFnw/eMn+EBIEQRDywPO80iaEJFD8BL6WGxI/MhMqqUuNStz3g6eGgasEQRDExIXEzwRH6bhmtPgKHhI/BEEQEwM1PmwDCIqAJPu+Q+JHZpTOaI+WlJQU8Xc1huUIgiCIiUPgfSbZ9x0SPzITmD+jVs+Pr/gxmUwKWkIQBEFMdALvMyR+JhiBrjy1ih/fDyKJH4IgiImBWhOeA+8zyb7vkPiRmcB4q1orqXyHzAUOnCMIgiDGJ2rN+TEajX6vk91bjsRPklFrMjGJH4IgCCJZBIqfZEPiJ8kku5wvWnzt8s3/IQiCIMYvag17BQ7TTjYkfpKMWj0/vi5H8vwQBEFMDNQa9lLaLhI/SUatZeS+4mc8TAQmCIIgIqNWz4/SkPhJMmqtpPIVPCR+CIIgJgY0pDo0JH6SzHgQP+NhIjBBEAQRnosvvhhlZWVYunSp0qaoEpKESUbpDPdw+Aoe8vwQBEGMb+666y7wPK94bo1aoUf8JKPWZGJf8UMxYoIgiPGPmoWP0o4AEj9JRunyvnBQqIsgCIJIFkoLM7rjJRm1Jp+R+CEIgiAmC3THSzIkfgiCIAhCWeiOJzNGoxH5+fnia7WKH18XJOX8EARBEBMZEj8yw3EcNmzYIL5Wq4fFt8JL6VgsQRAEQciJOu/EE4zxICbUKsoIgiAIQmrojkcAGB8CjSAIgiCkgMQPMa5YuXIlAODyyy9X2BKCIAhivKLO7FtCUdTsBbr99tsxa9YsbNy4UWlTCIIgiHEKiZ8koGYxEQo1V3tNmTIF3/zmN5U2gyAIghjHUNgrCahZTIRivIk1giAIgogFEj9EEONNrBEEQRBELJD4IQiCIAhiUkHihwiCPD8EQRDERIbEDxEE5fwQBEEQExkSPwRBEARBTCpI/BBBkOeHIAiCmMiQ+CGCoJwfgiAIYiJD4ocgCIIgiEkFiZ8kMN48KePNXoIgCIKIBRI/SWC85dCMN3sJgiAIIhZI/BAEQRAEMakg8UMQBEEQxKSCxA9BEARBEJMKEj8EQRAEQUwqSPwQBEEQBJF0srKyAADTp09P+rlJ/BBBULUXQRAEITc/+clPUF1djf/3//5f0s+tS/oZCdVDfX4IgiAIuVm8eDGefPJJRc5Nnh8iCPL8EARBEBMZEj8EQRAEQUwqSPwQQVDYiyAIgpjIkPghCIIgCGJSQeKHCII8PwRBEMREhsQPEQQlPBMEQRATmXElfu677z785Cc/CVq+c+dOXHPNNaitrcUll1yC119/PfnGTQBqa2uRlpaGxYsXK20KQRAEQcjGuBA/LpcL//Vf/4VXX301aN3p06dx2223Yc2aNXj99dfxzW9+Ez/96U+xc+dOBSwNzXjxpPz617/Giy++iPT0dKVNIQiCIAjZUH2Tw9OnT+Pee+9Fc3MzSkpKgta/8MILmD17ttghctq0aairq8MzzzyD888/P9nmjmu0Wi1SU1OVNoMgCIIgZEX1np/du3djzpw5eOutt1BWVha0fu/evVixYoXfshUrVmDfvn2UuEsQBEEQRBCq9/x8+9vfHnN9R0cHioqK/JYVFBRgdHQU/f39yM3NldO8qCARRhAEQRDqQVHx09LSgvXr14dd/49//AP5+fljHsNqtcJgMPgtY6/tdnviRhIEQRAEMaFQVPwUFhZi+/btYddH47UxGo1BIoe9TklJScxAgiAIgiAmHIqKH71ej+rq6oSOUVxcjK6uLr9lXV1dSE1NRUZGRkLHlorxUu1FEARBEJMB1Sc8R+K8887D7t27/Zbt3LkTixcvhkajjv8e5fwQBEEQhHpQhzpIgOuuuw6HDx/Gb37zG5w+fRrPPvss3nvvPdxyyy1Km0YQBEEQhAoZ9+JnxowZePLJJ/HJJ5/g6quvxl/+8hf893//N/X4IQiCIAgiJKovdfflj3/8Y8jlq1evxurVq5NsTfSYTCalTSAIgiAIwsO49/yMBzZu3IjS0lJ885vfVNoUgiAIgpj0jCvPz3glIyMDzz77rNJmEARBEAQB8vwQBEEQBDHJIPFDEARBEMSkgsQPQRAEQRCTChI/BEEQBEFMKkj8EARBEAQxqSDxQxAEQRDEpILED0EQBEEQkwoSPwRBEARBTCpI/BAEQRAEMakg8UMQBEEQxKSCxA9BEARBEJMKEj8EQRAEQUwqSPwQBEEQBDGpoKnuIejq6oLL5cL69euVNoUgCIIgiChpb2+HVquNuB15fkJgNBqh05EuJAiCIIjxhE6ng9FojLgdx/M8nwR7CIIgCIIgVAF5fgiCIAiCmFSQ+CEIgiAIYlJB4ocgCIIgiEkFiR+CIAiCICYVJH4IgiAIgphUkPghCIIgCGJSQeKHIAiCIIhJBYkfgiAIgiAmFSR+CIIgCIKYVJD4IQiCIAhiUkHihyAIgiCISQWJH4IgCIIgJhUkfpLIk08+ieuuu05pM4IYGBjAz3/+c6xevRqLFy/Gt7/9bezdu1dps/zo7e3FXXfdhRUrVmDRokW49dZb0dDQoLRZYWlsbMSiRYvw2muvKW1KEK2trZg1a1bQz1/+8helTfPj9ddfx2WXXYb58+fj8ssvxzvvvKO0SX7s2rUr5Ps4a9YsrF+/XmnzRBwOB/7nf/4Ha9euxaJFi/Cd73wH+/fvV9osP0ZGRvDggw9izZo1WLJkCW6//XacO3dOabNEQl27jx8/jmuvvRYLFy7E2rVrsWXLFoWs8xLuHtPY2IiFCxeipaVFAav8CWXjjh07sHnzZixatAjr1q3Df/3Xf8FqtcprCE8kheeee46fNWsWf+211yptShA33ngjf9VVV/F79uzhT58+zT/44IN8bW0t39DQoLRpIl//+tf5b37zm/zhw4f5hoYG/s477+RXrlzJWywWpU0Lwm6389dccw0/c+ZMftu2bUqbE8SHH37Iz58/n+/s7OS7urrEn9HRUaVNE3n99df5OXPm8M8//zzf1NTEP/744/zs2bP5/fv3K22aiM1m83v/urq6+H/84x98TU0N/8orryhtnsijjz7Kr1y5kv/ss8/4pqYm/r777uMXL17Md3R0KG2ayC233MJfeOGF/I4dO/iGhgb+Zz/7GX/BBRfwfX19SpsW8trd19fHL1++nL/vvvv4hoYG/tVXX+Xnz5/Pv/rqq6qyk+d5/sSJE/yaNWv4mTNn8s3NzQpZJxDKxj179vBz5szhf//73/NNTU38J598wq9Zs4b/yU9+IqstJH5kpqOjg7/55pv5hQsX8pdeeqnqxE9TUxM/c+ZMft++feIyt9vNb9iwgX/kkUcUtMxLX18f/y//8i98fX29uOz48eP8zJkz+UOHDiloWWgefvhh/rrrrlOt+Pnf//1f/qqrrlLajLC43W7+oosu4n/961/7Lb/pppv4p556SiGrImO32/nLL7+c/9GPfqS0KX5cddVV/EMPPSS+Hh4e5mfOnMm/++67ClrlhX2XP/74Y3GZy+XiL7nkEv7xxx9XzK6xrt1PPfUUf+GFF/IOh0Nc9vDDD/Nf+cpXVGXnk08+ydfW1vKbNm1SVPyMZeOPf/xj/sYbb/Tb/vXXX+dramp4m80mm00U9pKZY8eOISsrC2+++SYWLFigtDlB5OTk4A9/+APmzZsnLuM4DjzPY3BwUEHLvOTk5OC3v/0tZsyYAQDo6enBli1bUFRUhOnTpytsnT979uzB1q1b8V//9V9KmxKWkydPqu598+XMmTNobW3FlVde6bd8y5YtuO222xSyKjIvvfQS2tvbce+99yptih/Z2dn46KOP0NLSApfLha1bt8JgMGDOnDlKmwZACMkAwHnnnScu02g0mD17Nvbs2aOUWWNeu/fu3YulS5dCp9OJy1asWIHGxkb09vaqxs7PPvsM//3f/4177rknqTYFMpaNN910E+6+++6gfZxOJ8xms2w26SJvQiTCunXrsG7dOqXNCEtmZibWrFnjt+ydd97BuXPnsGrVKoWsCs+///u/45VXXoHBYMD//u//IjU1VWmTRIaGhnD33XfjZz/7GYqLi5U2Jyz19fXIz8/Hd77zHTQ1NWHq1Km4/fbbceGFFyptGgCgqakJAGCxWHDzzTejrq4OZWVl+OEPf6ja75LNZsNTTz2F66+/HgUFBUqb48d9992Hf/mXf8H69euh1Wqh0Wjw6KOPoqKiQmnTAAD5+fkAgI6ODlRXV4vLW1tbYbPZlDJrzGt3R0cHZs6c6beM/d3b2tqQl5cnu32Msex8+eWXAQj5aUoylo01NTV+r+12O5577jnMnTsXubm5stlEnh/Cj3379uGnP/0p1q9fr8obzfXXX49t27bhqquuwh133IFjx44pbZLIAw88gIULFwZ5LNSE3W5HU1MTzGYzfvSjH+EPf/gD5s+fj+9///vYuXOn0uYBgPi0d8899+CKK67As88+i5UrV+L2229XjY2BvPHGG7DZbKosaDh9+jQyMzPxxBNPYOvWrbjmmmtwzz334MSJE0qbBgBYsGABqqurcf/996O9vR12ux3PP/88jh8/DrvdrrR5IbFarTAYDH7LjEYjACgq2MY7TqcTd999NxoaGnD//ffLei7y/BAif//73/Fv//ZvWLBgAX77298qbU5IWLjmwQcfxMGDB/Hiiy/ioYceUtgqoTJp7969+Nvf/qa0KWNiMBiwZ88e6HQ68eI9b948nD59Glu2bMH555+vsIWAXq8HANx8883YtGkTAGDOnDmoq6vDc889pwobA3n99ddxySWXICcnR2lT/GhtbcVdd92F559/XgwrzZ8/Hw0NDfjd736HJ554QmELhb/3E088gZ/85CdYu3YtdDod1q5di6997Ws4evSo0uaFxGQyBQkzJnrU5I0eT7AHsl27duGxxx6TPU2EPD8EAODFF1/EnXfeidWrV+Ppp5+GyWRS2iSR3t5evPXWW3C5XOIyjUaD6upqdHV1KWiZl23btqG3t1csJ160aBEA4P7778fll1+usHX+pKamBj21zpw5E52dnQpZ5E9RUREABIUVpk+fropS3UD6+vpw4MABXHbZZUqbEsThw4fhcDgwf/58v+ULFiwQw4tqoKqqClu3bsXu3buxc+dOPPHEExgYGEBlZaXSpoWkqKgo6NrDXhcWFiph0rimq6sL3/3ud3HgwAE8/fTTSYk6kPgh8PLLL+PBBx/Ed7/7XTzyyCNBN0al6erqwo9//GPs3r1bXOZwOFBXV+eXI6Akv/nNb7B9+3a8/vrr4g8A/PM//zP+8Ic/KGucDydOnMCiRYuC+jgdPXpUNUnQNTU1SEtLw6FDh/yW19fXqyZPxZf9+/eD4zgsW7ZMaVOCYLlnJ0+e9FteX1+PqVOnKmFSEGazGddeey2OHj2KrKwsZGZmYnh4GF988YVq8tACWbp0Kfbt2+f3QLZz505UVVUlNd9nIjA4OIjrr78efX19ePnll7FixYqknJfCXpOcxsZG/OpXv8KGDRtw2223+VUqmEwmZGRkKGidwOzZs7Fq1Sr84he/wH/+538iMzMTTz31FIaGhnDDDTcobR6A8E97eXl5KC0tTbI14Zk5cyZmzJiBX/ziF7j//vuRk5ODV155BQcPHsSrr76qtHkAhM/dLbfcgieeeAKFhYWora3F22+/jc8//xzPP/+80uYFceLECZSXlyMlJUVpU4Kora3Feeedh3vuuQf3338/ioqK8Prrr2Pnzp1iMqzSpKeng+M4/OpXv8L9998Pnufx4IMPoqSkBFdccYXS5oVk8+bNeOaZZ3DffffhlltuweHDh/HCCy/gF7/4hdKmjTseeughNDc345lnnkFubi66u7vFdbm5udBqtbKcl8TPJOe9996Dw+HABx98gA8++MBv3aZNm/DrX/9aIcu8cByHRx55BA8//DB+9KMfYXh4GOeddx5eeukllJSUKG3euEKj0eCpp57Cb37zG/zoRz/C0NAQampq8Nxzz2HWrFlKmydy++23IyUlBf/zP/+Dzs5OVFdX43e/+x2WL1+utGlB9PT0IDs7W2kzQqLRaPDkk0/ikUcewb333ovBwUHMnDkTzz//PBYuXKi0eSIPP/ww/vM//xPXXnstNBoNLrroItx9991+peRqIi8vD8888wx++ctfYtOmTcjPz8fdd98t5qgR0eF2u7F9+3Y4HA5cf/31Qes//PBDlJWVyXJujud5XpYjEwRBEARBqBDK+SEIgiAIYlJB4ocgCIIgiEkFiR+CIAiCICYVJH4IgiAIgphUkPghCIIgCGJSQeKHIAiCIIhJBYkfgiAIgiAmFSR+CIIgCIKYVJD4IQhiXHPddddh1qxZ+Na3vhV2m3/5l3/BrFmz8JOf/AQAsG7dOsyaNQs//vGPw+7zjW98A7NmzcLvfvc7yW0mCEJZSPwQBDHu0Wg0OHjwINrb24PWjY6O4uOPPw65z44dO2Cz2YLWtbS0BA1WJQhi4kDihyCIcU9NTQ2MRiPefffdoHU7duyA0WgMGj67ePFiWCwWfPLJJ0H7bN++HXPmzJHNXoIglIXED0EQ457U1FSsWbMG77zzTtC67du349JLLw0aklleXo558+aF3efyyy+XzV6CIJSFxA9BEBOCyy67DIcOHUJbW5u4zGw249NPP8UVV1wRdp+PP/4YVqtVXHbmzBmcOHECl112mew2EwShDCR+CIKYEKxduxapqal+oa8PPvgAubm5WLJkSch9Nm7ciNHRUb/Q1/bt27Fo0SKUlpbKbjNBEMpA4ocgiAmByWTCunXr/MJYb7/9Ni677DJwHBdyn5KSEixcuNBvn+3bt4f1FBEEMTEg8UMQxIRh48aNOHz4MFpaWtDf34+dO3dGzN3ZuHEjPvnkE4yOjuLEiRNoamrCpZdemiSLCYJQAhI/BEFMGFavXo2MjAy89957+OCDD1BWVoZ58+aNuc+ll14Kq9WKTz75BO+88w5WrFiBvLy8JFlMEIQS6CJvQhAEMT4wGAxYv3493n//faSmpkZVsVVYWIglS5bg/fffx9GjR3HbbbclwVKCIJSEPD8EQUwoWNXXrl27oi5X37hxI95//320t7djw4YNMltIEITSkPghCGJCccEFFyAzMxMzZsxAdXV1VPtceumlcLvduPDCC5GZmSmzhQRBKA3H8zyvtBEEQRAEQRDJgjw/BEEQBEFMKkj8EARBEAQxqSDxQxAEQRDEpILED0EQBEEQkwoSPwRBEARBTCpI/BAEQRAEMakg8UMQBEEQxKSCxA9BEARBEJMKEj8EQRAEQUwqSPwQBEEQBDGpIPFDEARBEMSk4v8HCNWcOPlR0BEAAAAASUVORK5CYII=",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.violinplot(data=weather, x=\"MM\", y=\"Tmax\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "68544006",
"metadata": {},
"source": [
"This is a nice compromise - still easy to \"eyeball\" the pattern across categories (in this case, across months) but giving plenty of detail within each category also\n",
"\n",
"Note for example that the trend for:\n",
"\n",
"* negative skew in temperature in winter (outliers are cold days)\n",
"* positive skew in summer (outliers are hot days)\n",
"\n",
"...is much more clearly visible in the violin plot than in a box plot.\n",
"\n",
"#### Exercises\n",
"\n",
"Try the following quick exercise:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b71abe1f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# make a violin plot showing the minimum temperature in each month\n",
"# Your code here!"
]
},
{
"cell_type": "markdown",
"id": "41927590",
"metadata": {},
"source": [
"## Barplot\n",
"\n",
"Sometimes, we want to show even less information, for example just the mean or median for each category.\n",
"\n",
"We can do this using `sns.barplot()`.\n",
"\n",
"Say I want to plot the mean value of the maximum daily temperature (Tmax) in each month:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "31e8ea8f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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AAKAhBX0p6q677tKMGTN06tQpTZo0STfccIOmT5+un/70p3rttdd03XXX1UdOAACAiwp6xebOO+9UWlqaysvLJUm/+93vVFpaqlmzZqmiokJpaWl1HhIAAKAmgl6xkaR7773Xf/z9739fq1ev1vHjxxUdHV1nwQAAAIJVq2IjScXFxSoqKgoY279/vySpTZs2l5YKAACgFoIuNjt27NDkyZMv+O6ns5uJAQAAGlLQxebxxx/X8ePHNWXKFP/bvgEAANwg6GKza9cuzZkzRwMHDqyPPAAAALUW9Lui4uPj/R/IBwAA4CZBF5tJkyZp/vz5+uyzz1RaWlofmQAAAGol6EtR7dq1k+M4GjVq1Dkf93g82rZt2yUHAwAACFbQxWbatGk6fvy4fvaznyk2NrY+MgEAANRK0MVm27Ztmj17tgYPHlwfeQAAAGot6D02rVq1UpMmTeojCwAAwCUJutj88pe/1Lx585STk1MPcQAAAGov6EtR7733nvbt26dBgwYpKipKTZs2DXjc4/Fo7dq1dRYQAACgpoIuNrGxsRowYEB9ZAEAALgkNSo2/fv3V0ZGhtq3b6/Zs2fXdyYAAIBaqdEem3379qmsrKy+swAAAFySoDcPAwAAuBXFBgAAWKPGm4d/9atfKSws7KLn8a4oAABgSo2LTXJysqKjo+szCwAAwCUJasWmc+fO9ZlFmZmZ2rBhg/7zP//TP7Z9+3bNmjVLW7duVYsWLTRy5EiNHj26XnMAAIDGyTV7bJYsWaIXX3wxYOz48eO677771LZtWy1fvlwTJkzQ/PnztXz5ckMpAQCAmwX9AX117dChQ0pLS9OmTZvUrl27gMfefPNNhYWF6YknnlBoaKgSEhKUm5urV199VcOHDzeUGAAAuFWNVmxSU1PVsmXLegnw1VdfqXnz5nr77bfVpUuXgMd8Pp969uyp0NBv+1evXr20Z88eFRQU1EsemJGfn6+pU6dq6tSpys/PNx0HANBI1WjFpj4/bTglJUUpKSnnfOzgwYNKTEwMGGvVqpUkaf/+/YqJiam3XGhYGRkZ8vl8ks7steITrgEAteGaPTbnUlJSUu0t5uHh4ZKk0tJSE5FQT/Ly8vzHubm5BpMAABozVxebiIiIardyOFtoIiMjTUTCRThVVaYjuCIDAMAM45uHLyQuLk6HDx8OGDv7devWrU1EwkV4vF598eF/qPhEcPtkSk8dCzj+68oJtXr9pi3i1bnflFrNBQA0fq4uNj179tQf//hHVVZWKiQkRJK0YcMGtWvXjv01LlZ8Il8nC3YHNadl0wqdOHnmOLppZdDzAeBykJ+fr/T0dEnS+PHjFR8fbziR+7j6UtTw4cNVXFystLQ0ZWdna8WKFVq6dKnGjBljOhrqWMr1oWob51HbOI9uvT7EdBwAcKWzb7Tw+XzKzMw0HceVXL1iExMTo4ULF2rWrFlKTU1VbGyspkyZotTUVNPRUMdiorz6WcrF70UGAJcz3mhxca4qNnPmzKk21rlzZy1btsxAGgAA6p5T5cjj9Vz2GeqLq4oNAAC283g9OrL6hMqPVQQ9t/KbqoDj/a8fDfo5rogOVeygFkHPaywoNgAANLDyYxUqOxJ8sYlrcqWOFh+RJF0Z2aZWz2E7V28eBgAA37q740hdF9tJ18V20l3XjTAdx5VYsQEAoJGIa9pGk3o9ajqGq7FiAwAArEGxAQAA1qDYAAAAa1BsAACANSg2AADAGhQbAABgDYoNAACwBsUGAABYg2IDAACsQbEBAADWoNgAAABrUGwAAIA1KDYAAMAaFBsAAGANig0AALAGxQYAAFiDYgMAAKxBsQEAANag2AAAAGtQbAAAgDUoNgAAwBoUGwAAYA2KDQAAsAbFBgAAWINiAwAArEGxAQAA1qDYAAAAa1BsAACANUJNB0D9y8/PV3p6uiRp/Pjxio+PN5wIAID6wYrNZSAjI0M+n08+n0+ZmZmm4wAALJafn6+pU6dq6tSpys/Pb/DXp9hcBvLy8vzHubm5BpMAAGxn+pdpik0j4VRVmY7gigwAAHcz/cs0e2waCY/Xq6PvzVf5sb1Bz6385njA8YE/TA76Oa6Ivlr/cttvgp4HAEBDotg0IuXH9qr8yJ6g510ZWaWjxd8e1+Y5AACXF6fKkcfraXQZKDaXgbs7Rqrqy1P+YwAALsbj9ajwz39XxbHTQc2r+qYs4LjgjS9q9fqh0U3UfOC1wc+r1auhUbmyWYgeuamZ6RgAgEam4thpVRz5Jqg5bSL/RUeKj//jODbo+ZeKYgMAAOrMyI6DVfXlu/84HtTgr0+xAQAAdaZN01hNu/EXxl6ft3sDAABrUGwAAIA1KDYAAMAa7LG5BNxcEgAAd2HF5hKYvh8GAAAIRLG5BKbvhwEAAAJRbAAAgDUoNnLHXavdkAEAgMaOzcM6c+fsorV/UeXxoqDmXRnWRIf+cdwmLFLH/7SqVq8f0jJKUf96S63mAgCAb1Fs/qHyeJEqjh4Las7/Se6uqrIzN/samdwt6PkAAKBuUWwuQZtmzTW9922mYwAAgH9gjw0AALAGxQYAAFiDYgMAAKxBsQEAANag2AAAAGtQbAAAgDUoNgAAwBoUGwAAYA2KDQAAsAbFBgAAWINiAwAArEGxAQAA1qDYAAAAa1BsAACANSg2AADAGhQbAABgjVDTAWpi3759SklJqTb+1FNP6c477zSQCAAAuFGjKDY7d+5UeHi41q5dK4/H4x9v1qyZwVQAAMBtGkWx2bVrl9q1a6dWrVqZjgIAAFysUeyx2blzp6655hrTMQAAgMs1imKza9cuFRQU6J577tFNN92ku+++Wx9//LHpWAAAwGVcX2zKysqUk5Oj4uJiTZw4UQsWLFCnTp304IMPasOGDabjAQAAF3H9HpuwsDBt3LhRoaGhCgsLkyR17NhRu3fv1qJFi3TjjTcaTggAANzC9Ss2khQZGekvNWclJibq0KFDhhIBAAA3cn2x2bFjh7p16yafzxcwvnXrVjYUAwCAAK4vNomJibr22mv15JNPyufzaffu3Zo9e7Y+//xzjR071nQ8AADgIq7fY+P1epWVlaW5c+dq4sSJKioqUnJyshYvXqykpCTT8QAAgIu4vthIUnR0tJ5++mnTMQAAgMu5/lIUAABATVFsAACANSg2AADAGhQbAABgDYoNAACwBsUGAABYg2IDAACsQbEBAADWoNgAAABrUGwAAIA1KDYAAMAaFBsAAGANig0AALAGxQYAAFiDYgMAAKxBsQEAANag2AAAAGtQbAAAgDUoNgAAwBoUGwAAYA2KDQAAsAbFBgAAWINiAwAArEGxAQAA1qDYAAAAa1BsAACANSg2AADAGhQbAABgDYoNAACwBsUGAABYg2IDAACsQbEBAADWoNgAAABrUGwAAIA1KDYAAMAaFBsAAGANig0AALAGxQYAAFiDYgMAAKxBsQEAANag2AAAAGtQbAAAgDUoNgAAwBoUGwAAYA2KDQAAsAbFBgAAWINiAwAArEGxAQAA1qDYAAAAa1BsAACANSg2AADAGhQbAABgDYoNAACwBsUGAABYg2IDAACsQbEBAADWoNgAAABrUGwAAIA1KDYAAMAaFBsAAGANig0AALAGxQYAAFiDYgMAAKxBsQEAANag2AAAAGtQbAAAgDUoNgAAwBoUGwAAYI1GUWyqqqr04osvqnfv3urSpYvuv/9+5ebmmo4FAABcplEUm8zMTP3xj3/UU089pWXLlsnj8ejBBx9UWVmZ6WgAAMBFXF9sysrK9Pvf/14TJkxQ37591b59e73wwgs6dOiQ1qxZYzoeAABwEdcXmx07duibb75Rr169/GNRUVFKTk7Wxo0bDSYDAABu43EcxzEd4kLef/99TZgwQVu2bFFERIR//De/+Y1KSkr0yiuvBPV8nTp1UmVlpa688sqA8arTJVJVVZ1kDprXK2+TiIueVnW6SE5lRQMEqs4TEipvk6ganVtWUiinylBOb6jCIppf9LzTJSdUVVXZAImq83pD1CSixUXPO1l6QhWGMoZ6Q9QsvEWNzi0sPaUKQ987oV6vmodHXvS8wtISwxkv/v1dWFqmiiozP45DvR41Dw+r0bnFpVWqNJQzxOtR0/CL/z5eVuqoylBGr9ejsHDPRc+rPF0lmfn2lkKkkCY1W9eoOl0uVRqqCSEeeZtc4f/ywIEDCgkJ0ZdffnnBaaH1netSnT59WpIUFhb4TRceHq7CwsKgny88PPyce3NqUixMq2mxMK0mxcK0mhQL02paLEyrSbEwrSbFwrSaFgvTalIsTDtTLC5eLkyqabEw7bvFwrTQ0NBqXeCc5zVAlktydpWmrKwsYMWmtLRUTZo0Cfr5fD5fnWUDAADu4vrKePaS0eHDhwPGDx8+rLi4OBORAACAS7m+2LRv315NmzbVp59+6h8rKirStm3b1KNHD4PJAACA27j+UlRYWJhGjBihuXPnKjo6WldddZWeffZZxcXFacCAAabjAQAAF3F9sZGkX//616qoqNBjjz2mkpIS9ezZU4sWLarRJiIAAHD5cP3bvQEAAGrK9XtsAAAAaopiAwAArEGxAQAA1qDYAAAAa1BsAACANSg2AADAGhQbAABgDYpNHcnMzNTIkSNNx6jmxIkTevzxx9WnTx91795dd999t+tuBFpQUKDJkyerV69e6tatm375y18qOzvbdKzz2rNnj7p166YVK1aYjlLNvn37lJSUVO3Pn/70J9PRAqxcuVKDBw9Wp06dNGTIEK1evdp0pACffvrpOf8ek5KS1L9/f9Px/MrLy/XCCy+oX79+6tatm+655x5t3rzZdKwA33zzjWbOnKm+ffvq+uuv17hx45SXl2c6VoBz/fzevn27RowYoa5du6pfv35atGiRoXRnnO/fmD179qhr167au3evgVSBzpVx3bp1Gj58uLp166aUlBQ988wzKikpqd8gDi7Z4sWLnaSkJGfEiBGmo1Rz3333OcOGDXM2btzo7N6925k5c6bTuXNnJzs723Q0vzvvvNP5+c9/7nzxxRdOdna2M2HCBOfmm292Tp06ZTpaNWVlZc4dd9zhJCYmOsuXLzcdp5oPPvjA6dSpk3Po0CHn8OHD/j+nT582Hc1v5cqVTocOHZwlS5Y4OTk5Tnp6utO+fXtn8+bNpqP5lZaWBvz9HT582PnLX/7iJCcnO2+++abpeH7z5893br75Zufjjz92cnJynLS0NKd79+7OwYMHTUfze+CBB5zevXs769atc7Kzs53HHnvMuemmm5xjx46ZjuY4zrl/fh87dsy54YYbnLS0NCc7O9t56623nE6dOjlvvfWWazI6juPs2LHD6du3r5OYmOjk5+cbyXbWuTJu3LjR6dChg/PKK684OTk5zvr1652+ffs6jz76aL1modhcgoMHDzqjR492unbt6gwcONB1xSYnJ8dJTEx0Nm3a5B+rqqpyBgwY4MybN89gsm8dO3bMeeihh5xdu3b5x7Zv3+4kJiY6W7ZsMZjs3J577jln5MiRri02L7/8sjNs2DDTMc6rqqrKufXWW505c+YEjN9///1OVlaWoVQXV1ZW5gwZMsSZOHGi6SgBhg0b5syePdv/9cmTJ53ExETnz3/+s8FU3zr7vfzhhx/6xyorK50f//jHTnp6usFkF/75nZWV5fTu3dspLy/3jz333HPObbfd5pqMmZmZTufOnZ3U1FSjxeZCGR9++GHnvvvuCzh/5cqVTnJyslNaWlpvmbgUdQm++uorNW/eXG+//ba6dOliOk41LVu21IIFC9SxY0f/mMfjkeM4KiwsNJjsWy1bttTzzz+va6+9VpJ09OhRLVq0SHFxcbrmmmsMpwu0ceNGLVu2TM8884zpKOe1c+dO1/29fdfXX3+tffv26fbbbw8YX7RokcaMGWMo1cW9/vrrOnDggKZNm2Y6SoAWLVrof//3f7V3715VVlZq2bJlCgsLU4cOHUxHk3TmMokk9ejRwz/m9XrVvn17bdy40VQsSRf++e3z+dSzZ0+Fhn57O8VevXppz549KigocEXGjz/+WM8++6ymTp3aYHnO5UIZ77//fk2ZMqXanIqKChUXF9dbpkZxE0y3SklJUUpKiukY5xUVFaW+ffsGjK1evVp5eXm65ZZbDKU6v9/+9rd68803FRYWppdfflmRkZGmI/kVFRVpypQpeuyxx3TllVeajnNeu3btUmxsrO655x7l5OToBz/4gcaNG6fevXubjiZJysnJkSSdOnVKo0eP1rZt23T11Vfr3//93137vVRaWqqsrCyNGjVKrVq1Mh0nQFpamh566CH1799fISEh8nq9mj9/vr7//e+bjiZJio2NlSQdPHhQCQkJ/vF9+/aptLTUVCxJF/75ffDgQSUmJgaMnf1vv3//fsXExNR7PunCGd944w1JZ/aDmXShjMnJyQFfl5WVafHixbruuusUHR1db5lYsbmMbNq0SdOnT1f//v1d+Y/IqFGjtHz5cg0bNky/+tWv9NVXX5mO5PfEE0+oa9eu1VYa3KSsrEw5OTkqLi7WxIkTtWDBAnXq1EkPPvigNmzYYDqeJPl/S5s6daqGDh2q3//+97r55ps1btw412T8Z//93/+t0tJSV745YPfu3YqKilJGRoaWLVumO+64Q1OnTtWOHTtMR5MkdenSRQkJCZoxY4YOHDigsrIyLVmyRNu3b1dZWZnpeOdVUlKisLCwgLHw8HBJMl7IGquKigpNmTJF2dnZmjFjRr2+Fis2l4m1a9fqkUceUZcuXfT888+bjnNOZy+hzJw5U59//rlee+01zZ4923CqM+/g8fl8+p//+R/TUS4oLCxMGzduVGhoqP+HcseOHbV7924tWrRIN954o+GE0hVXXCFJGj16tFJTUyVJHTp00LZt27R48WJXZPxnK1eu1I9//GO1bNnSdJQA+/bt0+TJk7VkyRL/pZ5OnTopOztbL730kjIyMgwnPPPfOyMjQ48++qj69eun0NBQ9evXTz/96U+1detW0/HOKyIiolrxOlto3LSS3Fic/WXr008/1YsvvljvWzdYsbkMvPbaa5owYYL69OmjV199VREREaYj+RUUFOidd95RZWWlf8zr9SohIUGHDx82mOxby5cvV0FBgf8ttd26dZMkzZgxQ0OGDDGcLlBkZGS13zQTExN16NAhQ4kCxcXFSVK1Zf5rrrnGFW9X/WfHjh3T3/72Nw0ePNh0lGq++OILlZeXq1OnTgHjXbp08V/yc4N27dpp2bJl+uyzz7RhwwZlZGToxIkTatu2relo5xUXF1ft58/Zr1u3bm0iUqN1+PBh3Xvvvfrb3/6mV199tUGuFlBsLPfGG29o5syZuvfeezVv3rxq/+iZdvjwYT388MP67LPP/GPl5eXatm1bwDV5k+bOnatVq1Zp5cqV/j+S9Otf/1oLFiwwG+47duzYoW7dulX7nKKtW7e6ZkNxcnKyvve972nLli0B47t27XLNvpDv2rx5szwej370ox+ZjlLN2b1eO3fuDBjftWuXfvCDH5iIVE1xcbFGjBihrVu3qnnz5oqKitLJkyf117/+1TX7vs6lZ8+e2rRpU8AvXBs2bFC7du0abH+NDQoLCzVq1CgdO3ZMb7zxhnr16tUgr8ulKIvt2bNHTz/9tAYMGKAxY8YE7OaPiIhQs2bNDKY7o3379rrlllv05JNP6qmnnlJUVJSysrJUVFSkX/ziF6bjSTr/b2gxMTG66qqrGjjN+SUmJuraa6/Vk08+qRkzZqhly5Z688039fnnn+utt94yHU/Smf/vHnjgAWVkZKh169bq3Lmz3n33XX3yySdasmSJ6XjV7NixQ/Hx8WrSpInpKNV07txZPXr00NSpUzVjxgzFxcVp5cqV2rBhg39jqWlNmzaVx+PR008/rRkzZshxHM2cOVNt2rTR0KFDTcc7r+HDh2vhwoVKS0vTAw88oC+++EJLly7Vk08+aTpaozJ79mzl5+dr4cKFio6O1pEjR/yPRUdHKyQkpF5el2Jjsffee0/l5eVas2aN1qxZE/BYamqq5syZYyjZtzwej+bNm6fnnntOEydO1MmTJ9WjRw+9/vrratOmjel4jYrX61VWVpbmzp2riRMnqqioSMnJyVq8eLGSkpJMx/MbN26cmjRpohdeeEGHDh1SQkKCXnrpJd1www2mo1Vz9OhRtWjRwnSMc/J6vcrMzNS8efM0bdo0FRYWKjExUUuWLFHXrl1Nx/N77rnn9NRTT2nEiBHyer269dZbNWXKlIC3UrtNTEyMFi5cqFmzZik1NVWxsbGaMmWKf18YLq6qqkqrVq1SeXm5Ro0aVe3xDz74QFdffXW9vLbHcRynXp4ZAACggbHHBgAAWINiAwAArEGxAQAA1qDYAAAAa1BsAACANSg2AADAGhQbAABgDYoNANcaOXKkkpKSdNddd533nIceekhJSUl69NFHJUkpKSlKSkrSww8/fN45P/vZz5SUlKSXXnqpzjMDMItiA8DVvF6vPv/8cx04cKDaY6dPn9aHH354zjnr1q3z35H5u/bu3VvtXlUA7EGxAeBqycnJCg8P15///Odqj61bt07h4eHV7ufVvXt3nTp1SuvXr682Z9WqVerQoUO95QVgFsUGgKtFRkaqb9++Wr16dbXHVq1apYEDB1a771B8fLw6dux43jlDhgypt7wAzKLYAHC9wYMHa8uWLdq/f79/rLi4WB999NF57xI9ePBgffjhhyopKfGPff3119qxY4cGDx5c75kBmEGxAeB6/fr1U2RkZMDlqDVr1ig6OlrXX3/9OecMGjRIp0+fDrgctWrVKnXr1k1XXXVVvWcGYAbFBoDrRUREKCUlJeDS0rvvvqvBgwfL4/Gcc06bNm3UtWvXgDmrVq067woPADtQbAA0CoMGDdIXX3yhvXv36vjx49qwYcNF98oMGjRI69ev1+nTp7Vjxw7l5ORo4MCBDZQYgAkUGwCNQp8+fdSsWTO99957WrNmja6++mp17NjxgnMGDhyokpISrV+/XqtXr1avXr0UExPTQIkBmBB68VMAwLywsDD1799f77//viIjI2v0zqbWrVvr+uuv1/vvv6+tW7dqzJgxDZAUgEms2ABoNM6+O+rTTz+t8Vu2Bw0apPfff18HDhzQgAED6jkhANMoNgAajZtuuklRUVG69tprlZCQUKM5AwcOVFVVlXr37q2oqKh6TgjANI/jOI7pEAAAAHWBFRsAAGANig0AALAGxQYAAFiDYgMAAKxBsQEAANag2AAAAGtQbAAAgDUoNgAAwBoUGwAAYA2KDQAAsAbFBgAAWINiAwAArPH/AXcABw6g7R+dAAAAAElFTkSuQmCC",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(data=weather, x='MM', y='Tmax')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "240e506f",
"metadata": {},
"source": [
"The height of each bar is the mean temperature in that month; the error bars show the 95% confidence interval (but could be altered to show the standard deviation or standard error if you liked - don't worry if these terms are unfamiliar as confidence intervals and standard error will be covered later in the course)\n",
"\n",
"#### Exercises\n",
"\n",
"Try the following quick exercise:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "420def78",
"metadata": {},
"outputs": [],
"source": [
"# make a bar plot showing the mean rainfall in each month"
]
},
{
"cell_type": "markdown",
"id": "f1a579c8",
"metadata": {},
"source": [
"## Countplot\n",
"\n",
"Sometimes we are just interested in how many data points fall in each category.\n",
"\n",
"Since there isn't a straightforward and compelling example with the weather dataset, here is one using the *Titanic* dataset that comes with `seaborn`:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1a14a218",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"titanic = sns.load_dataset(\"titanic\")\n",
"sns.countplot(data=titanic, x='class', hue='alive')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "25cbf4f6",
"metadata": {},
"source": [
"Back to the weather data - one thing we could easily count is the number of instances of each date (1st of the month, 2nd of the month, 3rd of the month....)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a55e508e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(data=weather, x='DD')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "9dad95ec",
"metadata": {},
"source": [
"Another way we could use `sns.countplot()` is by creating a dataframe that contains only days fulfilling some criterion (eg, days with no rain) and then make a countplot, as follows:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "a7b37e92",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"drydays = weather.query('Rainfall_mm == 0') # creates a whole new dataframe with only the 0mm rainfall days\n",
"sns.countplot(data=drydays, x='MM') # then count the number of days in each month\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "0067a23f",
"metadata": {},
"source": [
"#### Exercises\n",
"\n",
"Can you use `sns.countplot()` to show the number of days with frost (Tmin < 0) in each month?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "3cd71deb",
"metadata": {},
"outputs": [],
"source": [
"# your code here"
]
},
{
"cell_type": "markdown",
"id": "93529a59",
"metadata": {},
"source": [
"## Swarmplot\n",
"\n",
"For small-ish datasets, it can be good to plot individual datapoints instead of, or as well as, a plot of the distribution.\n",
"\n",
"Consider the following made-up dataset containing interview scores for 10 Oxford applicants, who were each seen by three interviewers:\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "06d6277c",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"
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"\n",
"
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" \n",
"
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"
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"
Professor Green
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"
Professor Peacock
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"
Professor Plum
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" \n",
" \n",
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0
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45
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52
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55
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1
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47
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54
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59
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2
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50
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55
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60
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3
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51
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55
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61
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4
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53
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56
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64
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5
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53
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70
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8
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],
"text/plain": [
" Professor Green Professor Peacock Professor Plum\n",
"0 45 52 55\n",
"1 47 54 59\n",
"2 50 55 60\n",
"3 51 55 61\n",
"4 53 56 64\n",
"5 53 57 66\n",
"6 54 61 69\n",
"7 54 63 70\n",
"8 56 63 72\n",
"9 58 63 72\n",
"10 59 64 72\n",
"11 60 64 80"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"InterviewScores = pd.read_csv(\"https://raw.githubusercontent.com/jillxoreilly/StatsCourseBook_2024/main/data/CluedoInterview.csv\")\n",
"display(InterviewScores)"
]
},
{
"cell_type": "markdown",
"id": "898c69b6",
"metadata": {},
"source": [
"Given that this is a small data set we may wish to plot the students' scores from each interviewer.\n",
"\n",
"We can do this using a swarmplot:\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "41b1c860",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(data=InterviewScores, palette=['g','b','m']) # we may as well make the colours meaningful ;-))\n",
"plt.ylabel('interview score')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "30eda546",
"metadata": {},
"source": [
"Maybe it would be nice to add a violinplot for each distribution as well:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "ea9b5a62",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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hhBBt8Pv9fPjhhwDkdxoQ1cfO79QfCJ5CXFlZGdXHjmcSbIQQQog2LF++nKqqKmxWJ53a6A3VUdJScshIzccwjPCokdg7CTZCCCFEG/79738DkJ/TH123RP3xC3KDo0Tvv/8+fv/eWzIICTZCCCFEq4qKipoXDWsU5A40pYbcrN7YrE4qKyvDfarEr5NgI4QQQrTi3XffBYInDTvsaabUoOsWCnIHAfDOO++gVNvdwUWQBBshhBDiFyorK8OH43XpPNjUWgpzB6BpOj/99BNr1641tZZ4IMFGCCGE+IV33nkHv99PRlo+GWn5ptZis6aQn9MPgP/7v/8ztZZ4IMFGCCGE+BmXy8X77/8XgG55w0yuJqhL3lBAY+XKlRQVFZldTkyTYCOEEEL8zLvvvovb3USqMyfcs8lsKY5McrN6ATB//nyTq4ltEmyEEEKIZi6XK7xouHv+8Kj0hdpX3QuGA/Dll1+yZcsWk6uJXRJshBBCiGbvvvsuDQ0NpDiz6dQ8QhIrUp054Zr+/ve/m1xN7JJgI4QQQgC1tbUsXLgQgB75h8TUaE1I9/xDgOCozaZNm0yuJjZJsBFCCCEI7jhqamoi1dkp5kZrQtJScsjN7gPAvHnzTK4mNkmwEUIIkfQqKirC7RN6Fh4ak6M1IT0KRgAaX3/9NatXrza7nJgjwUYIIUTSe/311/H5fGSk5cfMTqi2pDgyKWju/P3yyy/LacS/IMFGCCFEUisqKuLjjz8GoFeXUTE9WhPSveAQdN3Kjz/+yJdffml2OTFFgo0QQoikFhr1yM3qTUZqntnl7BO7LZWunYcC8Oqrr+Lz+UyuKHZIsBFCCJG0Vq5cyTfffIOm6fQsPNTsctqla95QbNYUdu7cyXvvvWd2OTFDgo0QQoik5Pf7efHFFwEozB2E05FpckXtY7HYwmFs/vz51NbWmlxRbJBgI4QQIin997//Zdu2bVgtDroXHGJ2OfslL6cvqc5ONDQ08Prrr5tdTkyQYCOEECLp1NXVhYNAj4IRWC12kyvaP5qm07vraAA++O8HFBcXm1tQDJBgI4QQIum88cYbuFwuUp05FOQOMLucA5KVXkinrF4YyuC5555L+u3fEmyEEEIklS1btvD+++8D0LvraDQt/t8Kg9vUdVatWsWSJUvMLsdU8f+vKYQQQuwjpRTPPvsshmHQKbMnWeldzC4pIpz2dLrmHQzAiy++iNfrNbki80iwEUIIkTSWLl3KqlWr0DQLvbqOMruciOqWfzB2Wyq7du3in//8p9nlmEaCjRBCiKTg9Xp54YUXgOAZME57hskVRZZFt9GzcCQAb731FhUVFSZXZA4JNkIIIZLCO++8w65du7DbUumWf7DZ5XSIztl9yEjNx+Px8Morr5hdjikk2AghhEh4lZWVvPnmmwD0LByJRbeZXFHH0DQtvP37008/Zf369SZXFH0SbIQQQiS8efPm4Xa7SU/No3N2H7PL6VDpqZ3Jy+kHwPPPP590278l2AghhEhomzZt4n//+x8AvbuMjovu3QeqZ+Gh4e7fn3/+udnlRJUEGyGEEAlLKcWLL74Y7N6d3YeMtPjo3n2g7LZUujVv/37llVeSavu3BBshhBAJa+XKlc3bu3V6FR5mdjlR1SVvKHZbKmVlZUnV/VuCjRBCiIQUCAR49dVXAejSeTAOe7rJFUWXRbfSoyDY/futt97C5XKZXFF0SLARQgiRkBYvXkxxcTEWi52uecPMLscUeTkHkeLIxuVy8fbbb5tdTlRIsBFCCJFw/H4/b7zxBgDd8g7GZnWYXJE5NE2nZ5fgFNy7775LdXW1yRV1PAk2QgghEs7//vc/du3ahc3qpLDzYLPLMVVORnfSUzvj9XpZsGCB2eV0OAk2QgghEorf72f+/PkAdM07GItuNbkic2maRo+CEQD85z//SfhRGwk2QgghEsrixYspKyvDZnVSkDvQ7HJiQlZ6V9JT8/B6vbzzzjtml9OhJNgIIYRIGIZhhKdbunQemvSjNSGaptEtP7iA+v3336ehocHkijqOBBshhBAJY+XKlWzduhWLbqMgd0CHPpZSYPgtBLw2Al4bRqDlW6oKWOnf9XgGdDsJFbDx884GytAIeG34PXYCPivR6HqQk9GdFEcWjY2N/Pe//+34BzSJBBshhBAJ41//+hcA+Z0GYLXYO+xxlIKA147ht6EMC8qwYPjsGH4LAH6vDoEUstN7kZXWHQJOAt5ggDECOgGvHWVYQOmogJWAx9Hh4UbTNLrmDQXgvffeIxAIdOwDmkSCjRBCiISwY8cOvvvuOwAKOw/q0MdSgWAo+SXDb8UIaKhAK93DlRVl6Bh+K/DLflVa8+Udq3P2QVgtDioqKli5cmWHP54ZJNgIIYRICO+//z4A2RndcXbwKcPKaOvtU8MIaG022jT8tBqIfv0+I0fXLeR3Cnb+/s9//tPhj2eG/X4Wa2tr+fjjj/n73/9OVVUVmzdvTrrW6EIIIWKD3+/n008/BaCwg9fWAKC1/X4XMDxtX6e8QOvfq/3KfUZSQafg8/Ptt99SWVkZlceMpv0a93rqqad45plncLvdaJrG8OHDeeSRR6ipqeHFF18kMzMz0nUKIYQQbfruu++ora3FZnWSndGtwx9PtwQIBCz8ckpJ0wMo5aHJ7SfFkdPiOn/AA1YPmu5EBfZ8+9Us0Vnz4nRkkpGaT31jGYsXL+aMM86IyuNGS7tHbF577TUee+wxpk+fzptvvhkepbn44ovZtm0bjz76aMSLFEIIIX5NaLQmN6s3mtbxUzqartBtPtCM5ksUmh5ovgx+2vE+dY0l4ds3eir5acd/QFPoVj+axc/ukRuFbvWhW4xfPkyH6ZxzEBA88yfRtHvEZt68eVx++eXccMMNLVZUjx8/nhtvvJFnn32WO+64I6JFCiGEEG3x+XwsX74cgM7ZfaL2uLrFQNO9oDTQFD9fVuP11/Pj9n9hs6ahaxY8vrrwdZoGFpsfZfW3+r3RkJvVi6Idy9i8eTOlpaUUFhZGt4AO1O5YW1JSwpgxY1q97qCDDqKiouKAixJCCCH21dq1a2lqasJmdZKemhfVx9a04OhNW8HE529oEWra870dyWZ1kpmWD5Bwu6PaHWy6dOnCt99+2+p1q1evpkuXLgdclBBCCLGvQqM12Rnd29yNJPaUk9kd2P38JYp2B5szzzyTp59+mhdeeIHi4mIAGhsb+eCDD3jmmWeYOnVqpGsUQggh2rRq1SoAcqKwaDiRhBZZr1mzBp/PZ3I1kdPuNTaXXXYZ27dv58EHH+TBBx8E4KKLLgLglFNO4YorrohshUIIIUQbXC4XW7ZsASAjrcDkauJLiiMbq8WB1+th06ZNDBrUsYcaRku7g41SirvuuotLLrmEpUuXUlNTQ0ZGBmPGjKF///4dUaMQQgjRqvXr16OUwmnPxG5LMbucuKJpGhlp+VTXbWPt2rXJG2zOPPNMrrnmGiZNmkTv3r0P6MGXLVsWHu35pe7du/Pxxx+zbt067rnnHlavXk12djYXXnghl1566QE9rhBCiMSwadMmANJTO5tcyZ5s1jQCAQ+G8ptdSpsyUvOortsWfh4TQbuDzbZt20hPj8xR1YceeihffPFFi8t++uknLr/8cq688kqqq6uZPn06xx57LHPmzOG7775jzpw5ZGdnM23atIjUIIQQIn6F1nqmOnN+/YZRpCk7w3qfi9OehWH4qaj7ia3lX6FU7DWdTHVmA4Sn8xJBu4PNSSedxDPPPEPXrl3p0aPHAT243W4nL2/31jyfz8d9993H5MmTOeuss3jmmWew2+3Mnj0bq9VK37592bJlC88995wEGyGEEOE35NSU2Ag2ytDQVQZOe3B3lq5byc8egqbpFO+KvcPwQoFw+/bt+P1+rNaOb8TZ0dr9NyguLmblypVMnjwZp9NJp06dWlyvaRofffTRfhXz+uuvs3PnTl588UUguLd+9OjRLZ7ocePG8cwzz1BZWUlubu5+PY4QQoj4p5SitLQUgBR7bLTyMfxWtD06d0NuZn+2lS81oaJfZ7eloWkWAoEAFRUVCXFQX7uDTZcuXTjllFMiXojH4+Hpp5/m4osvJj8/eGhQaWkpAwa0bGYWuq6kpESCjRBCJLHa2trwNmW7LdXkan6drlmwWWNvcbOmaThsabi9dZSXlydnsLnvvvs6og7eeecdPB4PF154Yfgyt9uN3W5vcTuHwwEEg5AQQojkFTrp3mZNQdctJlfTrI0O3T5/Ix5v6ycQm81uTw0Hm0Sw35Npn3/+OcuWLaOuro6cnBxGjRrF+PHj97uQhQsXMnnyZHJyds+TOp1OvF5vi9uFAk1qamyncyGEEB2rri4YFGxWp8mV7KZb/fgDGhotg9aOypUootfksj1sluDzV19fb3IlkdHuYOP1ern66qv54osvsFgs5OTkUF1dzbPPPhte//LLUZa9qaqq4ttvv93jcL/CwkLKyspaXBb6uqBADmISIpmVlJSwZMkSDGPvbxa5ubkcc8wxctx+gmlsbATAYrGZXMlumgYBrZaKym1kpHbBUAY1ri1U1P1kdmltslqC79mh5zPetTvYPPbYY3z99dfcf//9nHTSSVgsFvx+P++99x5z5szhySef5MYbb2zXfX7zzTdomrZHc83Ro0fzj3/8g0AggMUSTL9LliyhT58+sr5GiCTm8Xi48847wwtH94XX6+X444/vwKpEtDU0NABg1dv3YbrDaQZV9ZvIyTgIhy2DjJRCunQ6hOJdn5ldWasszcEm9HzGu3b3inrvvfe49tprOfXUU8Nhw2q1cvrpp3Pttdfy3nvvtbuI9evX06NHD1JSWi6smjZtGi6Xi9tvv52NGzeyYMECXnnlFWnbIESS+8c//kFpaSmaxYk1q8+v/rGkBRvzvvzyy1RVVZlcuYikQCB4LowWK+trQhT06zYFhy0jfJHV4uSgwkmg2v222+E0LVhT6PmMd+0esamqqmLIkCGtXjdkyBB27drV7iIqKirIzs7e4/Lc3Fyef/557rnnHqZOnUpeXh6zZs2SRptCJLHVq1fz9tsLAHB0GYUto/uv3l4pg8biD2loqGbu3LnMnj0bXY+9NxfRfkoFF+rG2gSjhh27NW2Py3XdgsJhQkW/LrQ9fV+mdeNBu4NNz549WbFiBb/5zW/2uG7ZsmV06dKl3UXMnj27zeuGDx/O/Pnz232fQojEU11dzYMPPohSBtasPnsNNRD8NOrsOo7GokV8++23vPXWW5xzzjlRqFZ0tN1vxLEXbdq8RsVarYTLDQXFeNfujy3nnnsuzz77LM8++ywlJSV4vV5KSkp45plneP755+VEYCFEh/B6vdx3331UVlai2zNxFhy2z99rcWThaL7966+/ztKlsXdQmmg/my24aNiIsVYFCm+bNRmat9XLzaSaA2Lo+Yx37R6xOe+881i7di0PP/wwjzzySPhypRRTp07l8ssvj2iBQggRCAS4//77WbduHeg2UrofidbOnTD2nL4Ynmp81Rt54IEHuOuuuxg6dGgHVSyiIbQD1zBiK9igKXZULKdHXsuZjfLa9eTkxF6zzlCTzvbuaI5V7Q42uq5zzz33cMkll7B8+XJqa2vJyspizJgx9O3btyNqFEIksUAgwNy5c1m2bBloOindx6M79u/4fEfBYRi+RryuEu6668/MmTObQYMGRbhiES2hA1sNI/a6Z5dWr6K+aSe5Gf3RNAs1rmJqG7eRkxN7sxqB5ucv9HzGu/1aQbdixQr+85//cN5553HllVcybNgwHnnkEVatWhXp+oQQSczn8/HAAw/w6aefAhrObodjTcvf7/vTNJ2UbodjScmjsbGBO+64gzVr1kSsXhFd6enpAPgDsXkSfYO7nK3lX7Gl7HNqG7eZXU6b/IHg9Fjo+Yx37Q42n3zyCb/73e9azFFbrVZKSko4//zzWbFiRUQLFEIkJ5fLxezZs/nyyy9B03F2P2KfFgvvjaZbSel5FJbUfNxuN3fccUfwMUTcycwMjtzFarCJF35/8PkLPZ/xrt3B5vHHH+fUU0/l9ddfD182aNAgFixYwMknn8zDDz8c0QKFEMmnpKSEWbNmBUeBdSsp3cdHJNSEaLqNlB5HYU3vhs/n469//StvvfVWwuwKSRahN2Kf3yP/dgfAF3ADkJGRsZdbxod2B5vNmzdz2mmntXrdqaeeyvr16w+4KCFE8lq5ciUzZsxg27ZtaNYUUntNwpre/mMk9kbTrcFRoJz+KKV49dVX+etf/5owx8ong6ysrOY2GQqf3212OXHL6wu+5jt16mRyJZHR7mCTmZnJ5s2bW71uy5YtpKXteSiREELsjc/n46WXXmLOnDk0NDSgp3QmtfdkLM6cvX/zftI0HWfhSByFo0DT+fLLL7nxxhvZuHFjhz2miByr1Ro+3DX05izaJ2D4CTSvsUmUVkXtDjbHH388jz76aPNivt0WL17M3/72NyZPnhyp2oQQSWL79u3ceuutLFgQPFHYltOf1F7HoNtS9vKdkWHP6Udqz4lo1lR27tzJTTffzIIFCxLmiPlEFnoz9vpis8/RlClTeOqpp5gyZQqapsVcAAvV43A4EmZgot3bvW+44QZWrVrFlVdeic1mIzs7m5qaGvx+P4cccggzZszoiDqFEAnIMAz+9a9/8eqrr+L1ekG34ewyFltm5NbT7CtLamfSDpqCu2Q5ftcOXnrpJZYuXcqNN95I165do16P2DcFBQVs3LgRj89ldimtOv300+nevTunn346H3zwAR5vA8RQfvB46wHIz89vntaLf+0ONqmpqbzxxhssXryYr7/+mpqaGjIyMhg1ahQTJkyQHixCiH2yZcsWHn/88fC6PEtaIc4uY9BtqabVpFkcOLsfia9mM56yb1m3bh3XXXcdv/3tbznttNOwWtv9K1N0sIKCAgDc3tgMNgsXLuT0009n4cKFaJqGwx5DqQbwND9voecxEezXT6mmaUyYMIEJEyYA4Pf7cblcEmqEEHvldrt58803d0/16FYc+SOwZfeNiU+MmqZhz+mLNb0Qd8lyvI27ePnll1m8eDFXX321HOgXY0JvyB5PvcmVtG7RokV88MEHaJqGUgq7icG9Ne4EDDbtTiJ+v5/HH3+cd999F4AlS5Zw+OGH85vf/IaLL76Y2traiBcphIh/Sim+/PJLrr76at566y0CgQDW9G6kHXQi9px+MRFqfk63pZHScwLOLmPBYqeoqIibb76ZRx99lJqaGrPLE81CjZfd3tgMNqFt6LG6Hd3tqQNIqOnWdgebxx57jKeeeor6+uCL6N577yUnJ4fbbruNrVu38tBDD0W8SCFEfCsqKuKOO+7gL3/5C+Xl5WjWVJzdjiSlx3hTp572RtM0bNl9SDvoRKxZfQD46KOPuOKKK/jnP/+Jz+czuUIRekN2e+tRytjLrcUvhQJhUgeb9957jxkzZnD++eezefNmNmzYwFVXXcVFF13EH/7wB/73v/91RJ1CiDhUXV3NE088wQ033Mj3338Pmo49dwhpfU80ZYHw/tKtTlK6jiW117HozhwaGxt58cUXueaaa1iyZEnMfhpPBp07d8Zms6GUgSdGd0bFKqVUQo7YtHuNTVlZGYcccggAn332Gbquc9RRRwFQWFgYHskRQiQvt9vNwoULefvtt3G7gwenWTN64Mg/BN0ev/1oLKmdSe19HP7aYjxlq9i5cyf33nsvQ4cOZfr06QwcONDsEpOOxWKhS5cubN26lSZPHU57YpyeGw1eXwOGCmC1WhNqjU27g01+fj7bt29n1KhRfPjhhwwePDh8WuG3335LYWFhxIsUQsQHv9/Phx9+yD/+8Q+qqqoA0J2dcBSMwJq6/80rY4mm6diyD8Ka0QNv5Tq8VT+yZs0abrrpJo444gguvPBCunXrZnaZSaVbt25s3boVt6cWMmLludfIzx5CbkZ/dM1CdcMWSqu+N7uoFpqaR2sKCwuxWCwmVxM57Q42p556Kvfddx//+te/+Prrr/l//+//AXDPPffw97//nSuvvDLiRQohYpthGHz11VfMmzePkpISADRbGo78Q7Bm9Ii5hcGRoFlsOPKHY8vph6f8B/y1RXz55ZcsWbKE4447jvPOOy9hTnKNdd27B6c1m9yxs3mlT+EEOmcOCH+d6uxMVmp3iKFZyyZP8PlKtCDe7mBz/fXX43Q6WbFiBTNnzuS3v/0tAD/88AOXXHIJV199dcSLFELEJqUU3377La+++iqbNm0CgmfB2DsPDW7f1hPnU2BbdFsqKV3HEug0EE/5KgKuEj744AM++eQTTj75ZKZNm5YwXZNjVTjYNI9AmE5ZWoSakPSUAgLESI3sDjah5y9RtDvYaJrGFVdcwRVXXNHi8n/84x8RK0oIEfvWr1/PK6+8wurVq4MX6FbsnQZi7zQIzWIztzgTWJzZpPY4Cn9jOd6y7/E2VbBgwQL++9//csYZZ3DqqaeSkhKdFhHJZnewiY0RG+1X3lo1FTuHPIYWDid9sBFCJLfi4mLmzZvH8uXLgxdoOrac/thzB6NbneYWFwOsqXlYek0i4NqJp3wVjY01vPbaa/zrX//i7LPP5oQTTsBmS77g15FCUyk+fxP+gBerxW5qPYq2e4wpzWA/NiR3CBmxEaJZWVlZeKdLSEZGBjk5HdeFWZivtLSU119/ncWLFzdvbw6e8WLvPBTdFlvHxJtN0zSsGV2xpHfBX7cVT/kP1NbW8txzz7Fw4UJ++9vfcswxxyTUgk0zpaWlkZOTQ3V1NW5PHempnU2uyE+Du5w0Z16LS33+RjSbh1h46w0EfOEGmBJsRFL75JNPePjhh/e4XNd1HnzwQfr3729CVaIjVVdXM3/+fP773/+Gu11bM3rgyBuG7pC1I79G0zRsWb2wZvbAV7MZb8UaysvLefTRR1mwYAEXXXQRY8eOTcjF1dHWvXt3qqurafLUmh9sNPhpx/v0yj+S7PRe6JqFusYdbCn7ksEHTTS3tmah9UjZ2dmkp8fvEQytkWAj2iV8AKNVQ9ODv4xVQGEEDBYvXizBJoE0NTWxcOFCFixYEB6hs6QV4sgbjiWlk8nVxRdN07Hn9MOW1Rtf9UY8FWvZtm0b99xzD0OGDGH69OnSg+oAdevWjR9++CFmFhD7A01s2vkhumYFTcMwYuuU6kTdEQX7EWxuu+02Jk6cyBFHHEFqauwehS4iz+VyhReKZh/TDUtGcB7bs8OFa1kZy5Yt49JLL5VPn3EuEAjwv//9j3nz5lFdXQ00n0WTfwjWtMQ5xMsMmm7FnjsIW/ZBzWfg/MTatWu5+eabOeKII/jd734nZ4Htp9AbtDtGFhCHGMofU1u8Q0ILhyXYABs3buSdd97BarUyevRoJk6cyIQJExLyyREtLV26FL/fjyXDhp6+e/GjvSAVLBqlpaVs2LCBAQP23OYo4sPq1at57rnn2Lx5M5D4Z9GYRbPYceQfgi2nP97y1fiaz8BZvnw5p556KmeffbZ8cGyn0HtQrIzYxDoZsfmZt956i+rqaj7//HM+++wzHn/8ce6++2769+/PMcccwzHHHMOIESM6oFRhto8//hgAe4/0Fm9ymlXH3iUV7/YGPv74Ywk2caiyspKXXnqJxYsXBy/QbTg6D8WW0z8pzqIxi25Lxdl1DLZOA/Ds+hZf4y7efvttPvnkEy699FLGjx8vgXIfhZtheupRSsnztheh5peh7uiJZL/2nOXk5HDqqafy4IMP8tVXX/Hyyy+Tnp7OM888w3nnnRfpGkUM2LZtW3gaytFzz14sjt7Byz755BOampqiWpvYf4Zh8N5773HVVVeFQ40tuy9pfU/CnjtIQk2UWJzZpPScQEr38Wi2NKqqqnjggQe444472Llzp9nlxYWCggJ0XcdQfrz+RrPLiWmJ2vwyZL8WD7vdbr755huWL1/O8uXL+eGHH/D7/QwYMICxY8dGukYRA959910AbF1SsaTu+bKx5aWgp1lpamjio48+4pRTTol2iaKdtm3bxmOPPca6deuA4DoaZ+EoWRhskuAW8W6kpRUG199UruP777/n2muv5fzzz+e0006T7eG/ItTIcefOnbg99TjkCII2+QMeAoYPTdMScsSm3cHm3HPPZfXq1RiGwUEHHcTo0aPDWxblHJPEVFVVFZ6GSumf1eptNE0jpX82Dd9VsHDhQo4//ng5hCxGKaX4z3/+w4svvojX6wXdiiPvEGw5/eJ2+N5QGgoNHYNf/hWUAgMdDYWuxeAqzl/QdAuOvIOxZfXCvXMF3sYyXnrpJZYvX86MGTPIz0+MZqIdoUuXLsFg460ni9hYhO2wZaJrFpq81WaXEhYarcnNzcVuN/cww47Q7mDz448/4vf7GTJkCFOmTGHs2LEMGzZMPkkksPnz5+Pz+bB2cmDNbftkWUevdBrXVVNWVsaHH37IiSeeGMUqxb5wuVzMnTuXZcuWAcHt284uo+P2gD2lwK0c+JUV0ACFQ/Ni14Nba72GDY+yh6+zan6cmmeP8BOLdHsGKT2PwVe7Gc+ub1mzZg3XXXc9N954A7/5zW/MLi8mhXaUeTz1JlcSDDQHFU4kPSW4k9DtraVo12KTqwpK5PU1sB9rbFasWMHrr7/OxIkT+fzzz7nwwgsZPXo0v//973nuuedYtWpVR9QpTLJjxw4++OADAFKHdvrVT/SaRSd1UDYAf//732lslHnuWLJt2zZmzpwZDDWajqPgUFJ6HB23oQbAo+z4lY1gcAHQ8CgHPmXBryx4lKPFdX5lw60c5hS7HzRNw57dl7Q+U9BTcmlsbODee+/l9ddfxzAMs8uLOaE36tAbt2kUDOh2YjjUADjtWQzodjwo81N16PlJ1KMF2h1srFYrI0eO5Nprr+W1115j+fLl/O1vfyMlJYWHHnqIc845pyPqFCZQSvHss88SCASwFaRgy9t7Az9Hn0z0dBs1NTX8/e9/j0KVYl+sXbuWm266iZKSEjRrKqm9jsXeaWDcTj1BcLTGp1qf7vQZNrxG69f5lRUV+zNSLej2DFJ7TcLWKbjj8B//+AcPPfQQfr/f5MpiS0FBaHTE3GCjYcNp33Pa3qLb0TA/WHu8LiBxR2z2++ThiooKvvrqK5YsWcKSJUsoLS2la9euHH300ZGsT5joiy++4JtvvgFdI+2QfTuiXNM10obnUv9VKe+++y4TJkygb9++HVyp+DXff/89f/7zn/F4PFhSOuPsfmQCNatsPZipNi4PfY9CQ4vFU9N+habpOAsOw+LIwb1zOZ999hkej4dbbrlF1rM1C09FNb9xm6ftMQNNmd8AM9FHbNodbO69916WLFnCxo0b0XWdQw89lPPPP58JEybIcfoJpLq6mqeeegqAlAFZWNL3/RenvTAVe7c0vDsamDt3Lg8//LD84jVJUVERd999dzDUpBWS0v1IND0xOqloGugEMNhzfZ8FP5qm4VV7XqdhxF2o+Tlbdh80i4OmHV+wbNkynnjiCW644Ya4Hn2LlNCIjT/gMbXLt8KHUgaatmeIUZoPTB61CQW/0POVaNodHf/1r38xePBgHnroIZYsWcJrr73GZZddJqEmgRiGwdy5c6mvr8eSZSdlUPt3u6Ud0hnNrlNcXMyrr77aAVWKvXG5XNx111243W4sqfnBM1ISJNSEOHQve5xX72vAhhub5kPjl+tQFA49PhYP/xprRldSuh8JaHz88ce88847ZpcUE1JTU8nICJ6pZeqojWZQWv3DHhfXuLagMLdnlGEEwl29Jdg0++qrr7j//vs58cQT0TSNTZs24fV6w11/RfxbsGBBeAoqfVR+uNlle+hOC+mH5QGwcOFCli9fHukyxV68+OKLVFRUoNnSm0dq4n/nYkDp+AwrgebhfKsWIFVvwqb50PFBfTGULwtv7U7VG7FrHiz4seDHjhcrifG7ypreFUfBoQDMmzePkpISkyuKDaE3a7Ono7ZXLGXDjg+oqt9EtauYotJP2ViyqK3Z06jx+ILPi9PpJDMz09xiOki7g42maSxbtoyzzjqLMWPGcMopp7BhwwZmzpzJX/7yl46oUUTRN998w6vzgiMsaYfkYs3a/6Fce9c0nH2DPzgPPfQQ27dvj0iNYu+Ki4v58MMPAXB2HYtm0pB8pCgFjYEUGo1U3MpJo5FKY8CJUmDRDFABDGWFjN7QdSINfjuBgIGuBa8PYCGAFS8OXEYaPiMxRq5sOf2xpBXg9Xp55ZVXzC4nJsTKAmKAmoZiNu38iI0lH1BR9yNqjxHE6AsFvvz8/ISdvmx3sFmyZAmXXnopTqeTm266CdW8vWDIkCG8+uqrvPTSSxEvUkTH9u3buf/++1GGwtErPdwm4UCkDsvFmuugsbGRu+++m/p683/ZJIPQSdHWjB5YU/NMrubAeZSDwC/W0gSw4lV2/MqCDyct5pesqTT6FEpBk+Gk5cdkDbdyYMTAttsDpWkajoLDAFiydCm7du0yuSLzxc4C4tjkTvD1NbAfwWbu3LlMmjSJefPmcfHFF4eDzeWXX87vf/973nrrrYgXKTpedXU1s2fPpqGhAWsnB2kj8iKS5jVdI2NsAXqKhR07dnDPPfcET7sVHUYpFT6Az5bTz+RqIsOnWh9h8SkrPqONKTZbFl7DQutj/1rzoX7xz+LIwpKahzIMVq5caXY5pouVqahYlegLh2E/gs26deuYNm0awB5vfEcccQQ7duyITGUiahoaGrjrrrvYtWsXepqVjHGFaJbIfZrVnVYyDu+CZtVZs2YNDz30kKzJ6kClpaXU1dWBpmNJ3bdt+vFMqbaH9w2j7XNe4ndf1J4sqcE3qfXr15tcifl2T0VJsGmNp3mKToLNz2RkZFBeXt7qdTt37gyvSBfxwe12c9ddd7Fx40Y0u07m4YXozsgvMrVm2ckYVwC6xldffcVjjz0mJ6d2EJcr+AtdszjRtPhfMAy0ueDXqvmxKE/r3+Stw6qaaCvCWLXEOdxOswUPz2xoaDC5EvP9fCpKxdtJjFEQCnyJeoYN7EewmTRpEo888gg//LB7K5umaZSWlvL0008zYcKESNYnOpDb7ebuu+9m7dq1aDadzCO7YMnouEWmtvwU0kfngwYff/wxTz75pISbDhAeSVWJMyrm0D17bN3WCWDXvMHw4trS8hsMH+z6HAsGDm3PLeF2zYslDhpi7rPmn6NEXQzaHnl5wWl0Q/nx+d1mlxNzkmEqqt2TzDNnzuT777/n7LPPpnPn4DD3jBkzKC0tpUuXLsyYMSPiRYrIc7vd/PnPf2bVqlVoVo2MwwuxZnf8oVGObmkwMg/X1+V88MEHKKW45ppr0HXzT+NMFF27dgVABTwYfndCnDKsa4o0vRG/smKgo2Ng1fxoGsG4U/IhpHaD1K7gb4L6jRAIvqnZdR9W5W9ep6MFR3m0xArUhrcWgG7duplciflsNhu5ublUVFTg8dZjt+29FUyy8Ae8+APBEU4JNj+TlZXFW2+9xcKFC1m6dCk1NTVkZGRw4YUXcsYZZ5CSIi+iWBc6uG3dunXBUHNEF2y/0rU70hw9g9OVrq/LWbRoEV6vlxtuuAGrNTEWc5otNTWV3r17U1xcTMBVgp59kNklRYSmge3Xpo8adwT/tELXFA7N3IPROopSCn998AybwYMHm1xNbOjatSsVFRW4vfVkpOWbXU7McDd3Pc/OziY1NdXkajrOfr2T2O12zj77bM4+++xI1yM6WE1NDXfeeSebN29Gs+lkHFGIrVP0P9E7emaAruFaUcann35KU1MTN998Mw6H+Q3iEsH48eMpLi7GW70Ra1YfmaJIYAHXTpS/kZSUFEaOHGl2OTGhsLCQVatWhd/IRVDobJ9EbX4Zsk/B5vHHH+ess86ioKCAxx9//Fdvq2ka11xzTUSKE5G1c+dO7rzzTnbu3InmsJB5RHSmn9ri6J6OZtGoX1bGsmXLuPPOO/nTn/5Eenq6aTUlismTJ/Pmm2/icVcRcJVgzZApikSklIGnIrje8YQTTsBuj++DGCMl9Mbd5K0zuZLY4vYEpywl2BAMNkcddZQEmzi2ceNG5syZQ01NDXqqlcwjCjt0ofC+sndJI/OIQuqX7GLNmjXceuut3HnnneTlxf+hcmbKzs7mlFNO4f/+7/9w7/qatLR8NF0akSYaX/VGDHc1KSkpnHHGGWaXEzNCa43cHgk2P9fU/Hwk+lqsfQo2Pz8bQc5JiD8rVqzgr3/9a7DDc5Y9uKU7JXbWs9jyUsg8ugt1X5ayZcsWbrrpJu68804OOigx1oaY5eyzz+azzz6jrKwMz65vcXYZY3ZJIoICnjo85asAuPjii8nKyjK5otjRvXt3AJo8tSilZCq2mTtJgk27t6K8+OKLbZ5jI2LPv//9b/5895/xeDzY8lPIPKprTIWaEGuWg6wJ3bBk2qiqquKWW26RU1QPUEpKCtdffz2apuGr2YyvttjskkSEKMOPe8dXYPgZPnw4J5xwgtklxZTCwkJ0Xccw/OFO1slOKUVT81RUKPglqv1qqTBhwgQuvfRS3n33XZqamjqiLnGAAoEAzz33HE8//XRz76cMMg4vRLfF7rZqS6qVzKO6Ys1zBg8O/PNd/Pvf/za7rLh2yCGHhBf5u3euINBUZXJFHUS3Q84h0O14KJwAKYl7+JhSCnfJMgxPDVlZWcycOVOOS/gFm80WPvagyVNjWh056X3o13Uy/budQF7WYLT2v+VGjNfXSMDwYbFYws9Nomr3s/zll18ye/ZsAoEAt956K4cffjizZs3iq6++klMeY0So4WSoEWLq0E6kHdYZTY/94VjdbiHziC44emWgDMXTTz/NM888Iy0YDsB5553HqFGjQAVo2v45hi+xTqdVaNDjFMgbDWndIbMfdD8JMgeaXVqH8Fasxl+/DYvVym233UanTp3MLikm9ezZE4BGd40pj98j7zf06zqZnPQ+ZKf1pHfBUfTrNsW0Xh6NzQGva9eu2GyJvd5uv1oqnHXWWbz88sssXryYG264geLiYi699FKOOuoo/vrXv3ZEnWIf7dq1i1mzZgWncXSN9DH5pAzMjqs5Zk3XSDusM6lDg7+w33vvPe666y45Ln4/WSwWbrrpJnr06IHyN9G07TNUIHEakfq1FHDktLxQ06DzqITqBwXgq9mMt2INAFdfdRVDhw41uaLY1bt3bwAa3dXRf3ClU5B98B4XZ6f1RMOcUNHYFHweQoEvkR3QuFheXh6/+93veOCBBzj//POpqqri5ZdfjlBpor3Wrl3LzJkz2bJlC5rDQtZRXXB0j8+t05qmkTIwm/SxBWDR+Oabb7j55pvZuXOn2aXFpbS0NGbPnk1OTg6Gp5am7V+gjMQYBQtobezus6Zg7N9RXTHJ7yrBvXMFAGeddRaTJ082uaLY1qdPHwAaTJh+1bChaa2/vWrKnGDT0FQJQN++fU15/Gja72BTUlLC888/zxlnnMHxxx/PokWLuOiii/jnP/8ZyfrEPvrf//7H7bffTm1tLZYsO1nHdMNqwsF7kebolkbWUV3RnRa2bdvGzJkzW/QpE/suPz+f//f//h9Op5NAYxnuncsSYvpYa6u7t1J79JeKV4GmKpp2fAUoJkyYwAUXXGB2STEvtKuyyV2DEfUQ3/brTpnUziM0cpUMu03bHWzmzZvHueeey6RJk3jiiSfo27cvzz33HJ9++im33HILgwYN6og6RRsMw+CVV17hkUcewe/3Y++aStbRXbGkJs4nVWuOg6xjumHJcVBfX88dd9zBokWLzC4rLvXr148//vGPWCwW/HVb8TZvF45nVtUIrYWbhq3oCRBsDK+Lpm2LwfAzYsQIrr/+elksvA/y8vLIyMhAoWhwR3fUxmq14m7u3/VzgYAXqzX6ywL8AW94R5QEm1bcd999pKSkcN999/Hll1/ywAMPcOSRRx7QD9rChQs58cQTGTZsGCeddBLvv/9++Lp169ZxwQUXMGLECCZMmMALL7yw34+TaNxuN/fddx//93//BxCeutGsifdLT0+xknVUF+zd0wgEAjz22GO88MILsqh4Pxx66KFcd911AHgr1+Gt3mRyRQfGgh9KPwV/8xosZYCrGEoXm1lWRKiAt3lNlIc+ffpw2223JfzCz0jRNI0BAwYA4GqsiOpjWywWyuq+p76pNHxZk6ea0tpvsVgsUa0FoKExOA2Vn59PTk7OXm4d/9r9sf66667j2GOPpX///hEp4J133uGPf/wjt9xyCxMmTOC9995jxowZFBYW0rt3b6ZPn86xxx7LnDlz+O6775gzZw7Z2dlMmzYtIo8fryorK7nrrrvYvHlzcJHwYZ3DzSU7mt9i4LcGMHSFbmjYfBYsRseHKc2ikz46n6aMGprWVbNw4UJ27tzJzJkzpflqO02aNImysjLeeOMNPKUr0e0ZWOO5WWD9ZqgvAnt2sKt3IP6PoVDKoGnHEgxvHbm5udx5550J3biwIwwcOJCvv/466sFGGRo98w7H7w/Q5Kmiqn4T7kAF/XqMj2odIfVNwbPnBg5MzJ2Cv7RfB/RFagGnUopHH32Uiy++mIsvvphevXpxzTXXcPjhh7N8+XLefPNN7HY7s2fPpm/fvkybNo3f/e53PPfccxF5/Hi1efNmZsyYEWxk6dDJHN8liqEmgNfhx7Ao0MCwKDwOPwE9OkP+mqaROjiH9NH5oGssW7aMW2+9lcrKyqg8fiI599xzOeqoowCFe8dXGL54DwMKvNUJEWoAvBVrCDTsxG6386c//Ync3FyzS4o7oaUR9Q1lUXtMZWgEvHZQVqwWBymOTnTrPJq+XSdi0c1ZIhD6+0uwaUOvXr346aefIvLgmzdvZseOHZxyyiktLn/hhRe44oorWLlyJaNHj8Zq3f1iGDduHEVFRUn7RrZy5UpuueUWqqqqsGTYyJrQDVtu9BYJ+2ytTP1o4LdGd0rI0SOdzKO6oDl0Nm/ezMyZMykqKopqDfFO0zSuu+46evXqhQq4cZcsSYjFxInA37ArvK372muvpV+/fiZXFJ8GDRqErut4fC48XldUHtMIWIBW1tEE7Jjx46WUEQ42Bx+85xb0RNTu+DhhwgTmzp3Lp59+Sv/+/ff4FNGeJpjFxcVA8EC5Sy+9lLVr19K9e3euuuoqJk6cSGlpaXiONCQ/PzhcXlJSknSfYN5//32eevoplKGw5aWQPjYf3R69+VqFQrURhQ09+j+xtk5OsiZ0o/6rUiorK5k1axa33XYbhx12WNRriVdOp5PbbruNG264AU9jGb7qDdg7Ddj7N4oOowI+3CXLgGCX9mOOOcbkiuJXSkoKffv2ZcOGDdQ17CLPHoXjL1Rbi4O14HVadH9XNjRVEzB8pKamhs/2SXTtDjah7t4rV65stZdPe4KNyxVM0LfccgvXXnstN910Ex988AFXX301L730Em63G7u95RkVDocDAI/H097S45ZSitdee40333wTAEfPdNIOyzPlJGHNoNVwo7X5w9yxLGk2Mo/uSv2yXbjL3dx1111cd911TJo0yZR64lG3bt2YPn06Tz/9NJ7yVVgze6Jb4/+ogHjlrVyD8jdSUFDA73//e7PLiXvDhg1jw4YN1Lp2kpcThTNc2gwuKuqhBqDWFVw6MmTIEFMWLpuh3cEmkt29Q6v7L730UqZOnQrA4MGDWbt2LS+99BJOpxOvt+UJqaFAkyyL6AKBAE888QQffvghACmDskkZnGPKScIaGla/BZ/9F9NOCmw+835gdLuFzMO74PqmHO82F3PnzqWmpibpF5i3xwknnMBHH33Exo0b8ZavxtlllNklJSXD14C3KjjVf8UVV8ii+AgYMWIECxYsoNa1MyqdvnVLgEBr01G6DzMOgK91lQDB3ZDJ4oC2stTX17Np0ya8Xu9+bbstLAw2qvvldFO/fv3Yvn07hYWFlJW1XPQV+rqgoGA/q44fXq+X++67LxhqNEg7tDOpQzqZ2h7B5rdgbdIw6v3BXxIBcHisUdkV9Ws0i0b6qDyc/bMAePnll3nhhRdkzcg+0nWdSy65BABf7WYMv9vkipKTt+pHUAbDhg0L9vcSB2zIkCHY7Xa8vsaoNMTUdIXF7g0Ob6Pw+hvYUfk1WKI/yxAw/NQ17AIk2OzVsmXLOOussxgzZgynnHIKGzZsYObMmfzlL39p1/0MGTKEtLQ0vv/++xaX//TTT/Ts2ZPRo0fz9ddftwhNS5YsoU+fPgm/vqaxsZE5c+awbNky0DUyxhbg7JNpak2GpnA7fPidCj3DirHLg70pOlu994WmaaQNyyX14GCPqYULF/L444/LWTf76OCDDw5+yFAG/tpis8tJOkoF8NUEF8CfccYZcdXfLZY5HI7wotnquu1Reczd4caPzZJCt9yR4E9BGdH9Nw2OUhnk5eXRvXv3qD62mdr9jrRkyRIuvfRSnE4nN910U/gT8ZAhQ3j11Vd56aWX9vm+nE4nv//973niiSd477332Lp1K0899RRffvkl06dPZ9q0abhcLm6//XY2btzIggULeOWVV7jiiivaW3Zccblc/L//9/9YtWoVmlUj84hC7F3TTK1JofA4fOFt3gCWQiee1AAqxloNpgzIJu2wPNBg0aJFPPTQQ/j9frPLinmapjFx4kQAfPXReQMQuwUaysHwkZ2dnVSfrqNhzJgxQPSCjVI0b/n+Wc8oZSXgje7OqOq6bUDw759MQbndwWbu3LlMmjSJefPmcfHFF4eDzeWXX87vf/973nrrrXbd39VXX811113HI488woknnsh///tfHnvsMcaOHUtubi7PP/88RUVFTJ06lccff5xZs2aF1+MkolDLgB9//BHNppNxZBdseebPsxt6GzuidAhYYu/YemfvjOazbuDzzz/ngQcewOfzmV1WzAvtKDPcVai2ejDFsClTpvDUU08xZcoUNE3D8MfPmTaBpuAhcoceemjSLPKMltGjRwNQ31iOLwqvCWXore+yQEMFovNvq5QKB7lQsEsW7V48vG7duvCup18mwCOOOIJXXnml3UVMnz6d6dOnt3rd8OHDmT9/frvvMx65XC7+9Kc/BQ/es+tkHtkFa7bD7LKAX9/ObdKGqL1ydE9Hs2jULyvjq6++4v777+eWW25pcS6SaKmgoACn04nb7UZ5XWgOc6c/2+v000+ne/funH766XzwwQcoXwOQZ3ZZ+8Tw1gEkzZbcaMrPz6dv375s2rSJqtptFOSad6SBitIvzPrGMnz+JtLS0hg2bFhUHjNWtHvEJiMjg/Ly8lav27lzJxkZ0TkBN9G4XC7uuOOO5tOELWQe1TVmQg2AJdD2D6Me5Xnj9rB3SSNjXAHoGkuXLuXBBx+UNTe/Qtd10tODZ30oI/6m7xYuXMj27dtZuHAhmqah2cydwm0PFQiOKGZmxleYjBdHHHEEAJVRWD+m/cq2bi1Kp7RX1mwBYOzYsUnXX6zdwWbSpEk88sgj/PDDD+HLNE2jtLSUp59+mgkTJkSyvqTQ1NTEnDlz2LhxY3CkZnwXrJn2vX9jFOlKx+Lf8+Wi+7WYDjYA9sLUcLj58ssvmTt3LoYRf9Ms0RLPz82iRYu46qqrWLRoEUopdKv507j7rHkEXIJ3xzjyyCMBqHWVdvh0lKYrNEsrHww0IyrBRikjHOBCgS6ZtDvYzJw5k9zcXM4+++xwiJkxYwbHH388mqYxY8aMSNeY0LxeL/feey/r169HszVPP8VYqAmxey3YvBZ0PxjVXvwbXdiaNLTWjg+PMfbCVDLG5oMGn376KU8//bRsBW+Fz+ejpqYGAC2eQkGz0L9pPP7bhg5FbGtEXByYLl26NDdvVlTUFHf44+lWP1jc1DftpMFdDhYPFrs3KmfZhMJbenp6Ui5Eb/dig6ysLN566y0WLlzI0qVLqampISMjgwsvvJAzzjhDDpRqh0AgwEMPPcR3332HZtXIOKIwpqaffil4QJ9OwGag59jRc+x4lIHV78fms8R8wLF3SSN9VD6uFWW8//77ZGZmcsEFF5hdVkzZtGkThmGgWRxocvpwVOmObAA2bNhgbiEJbMKECWzYsIGK6s106Ty4Qx9L00Cz+Fi/7V0Axhz8WzQtOlNCFTWbgeAoVbJNQ8F+BJsVK1YwZMgQzj77bM4+++wW19XV1fG///2Pk046KWIFJiqlFM8++yxfffVV8JyacYXYOsX+G4nPFsCw/ezTsAZ+m4GmNGz+2N/J4eiRjvIbNHxbwfz588nOzubkk082u6yYEWqTYknNS6rtobHAkhpc5Lx69WqamprkQ2IHOOqoo3jhhRdwNVXQ6K4h1ZltdkkRFwj4qKwNrq9J1qUh7Z6Kuuiii9i0aVOr161du5bbbrvtgItKBm+//Tb/+c9/AEgflYctP/Z/iSkUfmvr88OxuOW7Lc4+maQMzgHg2WefZenSpSZXFBsCgQCffvopANaM5DnMK1bojmw0Wzperzf4gUdEXHZ2dnjrd1nVRpOr6RiVtcUYhp8uXbowZMgQs8sxxT6N2Nxyyy3s3BlspKWUYvbs2eGdEz9XXFxM586dI1thAvrss8/C2+JTh+fi6B6FjrOR0saHeGVCc7cDkTIoG6PJj6e4ngceeID77rtvj9YeyWb58uXs2rULdJsEGxNomoYtuw/e8h949913mThxooyadYDjjjuOZcuWUV69iZ6Fh6LrsT/S3B67qoJTmZMnT07a188+jdhMmTIFpVSLBXmhr0N/dF1nxIgR3HfffR1WbCJYv349c+fOBcDZL5OUflnmFtQOGhp6G9u+LYHYaKuwrzRNI21EZ2wFKXi9Xu6+++6kXrRpGEb4vCh7Tj80Xc76MYM9ux9oFjZv3szy5cvNLichjRo1ipycHPwBd/hk3kTR6K7G1ViOrutMmjTJ7HJMs0+/vSZOnBg+av3CCy9k9uzZ9O0bhfbvCaasrIy7774bn8+HrUsqqcPir9+V3WvB7fS3GLnRDLDGwfqaX9J0jYwxBdQuLqG6upo///nP3H///Tidsb/WKdI+++yz4BSzbsXWaZDZ5SQtzerA3mkA3sp1vPLKK4wcOVIOlIwwi8XC5MmTmT9/PqWVP5Kb3dvskiKmtPJHAMaNG0dOTo7J1Zin3R+z582bJ6FmP7jdbu655x5qa2uxZNnJGJ0fl8OEutJxuiz4VtXh39yAza3jdNvQY/X44b3QbDoZhxegOSwUFRXxyCOPxPU5LvujsbEx3OPNnjsY3Rq7O/NaowDSe0POMEgpNLmaA2fPHYxmsbNt2zb+/e9/m11OQpoyZQq6rlPXUEqju8bsciIiEPBRUR3cDXXiiSeaXI252v1RoKmpiaeffppPPvmEpqamPd4ENE3jo48+iliBiUApxd/+9rfmU4V1Mn5TgGaNr6mbn9OUhn9V8Pj3jFOz0KzxGWpCLKk2MsYVUPdZCV999RVvvvkm5557rtllRc3rr79OVVUVmi0de5yN1hhKo0nvDF2P3X1hwzYo+RDisNcVgGaxY887BE/pCl577TUOP/xw8vLioy1EvMjLy2PMmDEsXbqU0sr1HNRtnNklHbDy6k0EDB/dunVj+PDhZpdjqna/u95zzz08++yz5OTkcNhhhzFmzJgWf0IrzsVu//znP/n8889Bg4yxBVhSk+9cgVhny3WSdmhw4fsbb7zBihUrTK4oOn788Uf+9a9/AeAsHIkWZwsp3YYDpf3i81laD8g+2JyCIsSWfRB6SmfcbjdPPvlkXB44GOtCxzyUV2/C7/eYXM2BUUqxs2IdEPx7xeNsQCS1e8Rm0aJF/OEPf+Dyyy/viHoSzqpVq3j5lZcBSBuei61z7G/rTlbO3pn4q714iup46KGHmDt3LoWF8T+10Rafz8ejjz6KUgprVm+s6V3MLqldlIIAbQSxjD5QvSq6BUWQpmk4u4ymsegDVq5cyeLFi5P2TJKOMnz4cHr37k1xcTFl1Rvomhe/Ybimfgdubx1paWlJvWg4pN0jNn6/P+mHufZVZWUl999/P8pQOHqm4zgo/pvbKb+Ba2VZ+GvXyjKUPz6H/FuTdkgu1k4OGhoauO+++/B44vuT3K9588032bZtG5rFgTM/+Y5dj3UWRxb23OA5JM8++yy1tbUmV5RYNE3jlFNOAWBnxXqMOJ26BNhZsRYIbmWXgx33I9gceeSRfPbZZx1RS0IJBAI88MAD4cXCaSM6J8TwoOubcrwljeGvvSWNuL5JnG3Smq6RPqYAzaGzefNmnnvuObNL6hBbtmzhrf/7PwAchSPR4mzBMASPrLfQRsPI+qLoFtNB7J2HoDuyqa+vT9jXopkmTJhAVlYWXl8DVVHoH9URGpqqqHXtRNf1cFBLdu2eijrxxBO58847qaqq4pBDDmk1HZ5++umRqC2uvf7666xZsybYA2psfC8WDlEBo0WoCfGWNKICBpol/v+OAJZUK+mj86n/opQPPviAoUOHcswxx5hdVsQYhsETTzxBwO/Hmt4Na0YPs0vab07dQ2OAlutsGrZBzWrzioogTdODU1LFH7F48WKOPfZYRowYYXZZCcNut3PKKafw2muvUVK+htzsPnH3AbSkfA0QHHTIz883uZrY0O5gc+ONNwKwcOFCFi5cuMf1mqYlfbD59ttveeuttwBIOywPS3piLBY23AEwFKToWPuloWVYMap8BDY1YLgDWNISI9gA2PNTSRmUTdP6Gp588kkGDhxI165dzS4rIj799FPWrVsHuhVH4WFx94v853RNkWJU0Fi2FtJ6gW4HbzXYMsFbY3Z5EWFJycWW0w9f9QaefvppHn/8cTnbJoJOOOEE3nrrLRrcwZGP7Iz4+Tn3eF1U1ARHJ6dOnWpyNbGj3T8dH3/8cUfUkTBqamp4+OGHAXD0yYivdgn7QOtkwzEpD83RHGIOAmNgOsqbeLs2Ugbn4Ktw465wc//99/PAAw/Efadcj8fDvHnzALDnDkG3pZlcUYRkD/nZGTY9IGco7PzE1JIiyZE3DH/dVnbs2MGiRYuS/pySSMrMzGTy5Mn861//oqR8dVwFm5LytYBixIgR9OvXz+xyYka7P2J369Ztr3+SlVKKxx57jJqaGiyZNtKGx9/JwntjG5m9O9Q00zOs+FNNKqgDaZpG+qh8NLvOpk2beOONN8wu6YAtWrSIiooKNGsq9k6J0RvLr6XseTCfZoG835AocVuz2LF3Du7amT9/Pj6fz+SKEsvpp5+OruvUunbiaqwwu5x94vO7Kav6CYAzzzzT5Gpiyz6N2Nx2221cffXV9OjRY6/duzVN4957741IcfFm0aJFwf4uukb66PyEWXMSolBYClpfZGrYgQTcQGRJtZJ2aB6uZbt4++23GTVqFEOHDjW7rP0SCATC08f2zoMTph9UQGtj4bMtDSPQ1NaG8LhjyzkIb+Vaqqqq+OSTT5g8ebLZJSWM/Px8jj76aD755BN2lK9mYK8JZpe0Vzsr1mGoAP369ZOdyr+wT7/Zli1bxsUXXxz+/18Tz/P1B6KsrIwXXngBgNQhOViz4m+Xyb5QPgPNtmdg0+J3p+ReObql4euZjmeri0cffZS//e1vcdlP6vvvv6esrAwsdmxZfcwuJ2I0pdrsOq8lzJgNaJoFW6cBeMu+58MPP5RgE2HTpk3jk08+oap2C43uGlKd2WaX1CZ/wEtp5XoAzjrrrKR9323LPgWb//3vf63+vwhSSvH444/T1NSENdeBs3/8dOxuDw2NwOZGrAP3XDdkcUPCfDRuReohnfGVN7Fz507mzZvHZZddZnZJ7RY6psGW2SthRmsArKoJP62c3dG4E92RWL/wbVm98ZatYv369ZSVlckumAjq1asX48aNY+nSpZSUr6ZfjyPNLqlNuyp/JBDw0r17d8aNi/92EJGWWHMlJvn000/59ttvg1NQh+UldHr2fVNLYGtT+GtlKPzr69HdJhYVBbpNJ+3QYL+ef733LzZs2GByRe33ww8/AGBNj5/FkfvCghfKloDxs3UnTWVQmjiLh0N0awp6Sidg97+niJyzzjoLgPLqzbi99SZX07qA4Q8fyHfmmWei6/I2/kvyjByghoaG8BRUyqBsLBl2kyvqYAGF97NK3O+U4vm4HPc/d+JbWYvW1lxAArEXpmLvnoYyFE899VRcdQF3uVzBaSjAktLZ5GoiK4AdUruAtx5cW2HHItj2LvgbMbDgNhw0BFJoDDjxq/gfVgz9+23evNnkShLPgAEDms8JUpSUHdhZSEqBCtgY1P1UhvScigrYiUTLr7KqDfj87vC6ILEnCTYH6B//+Ae1tbXo6TZSBmSbXU7UqHo/xk4PNMXPm3skpA3PRbNqbNiwIa6mZSsqgjs9NIsdzRLfW9Z/zmdYces5kN4bnJ0gvScUHhU8x8aaTpPeCZ+yYWAhgJUmIwWfEd/TcKEt+qF/UxFZZ599NgBl1Rvx+vY8kHRfGX4rBJxkpHYhzZkPAQcB74GFG8MIhA/kmzZtmpxn1AYJNgegrKyM9957D2h+w9MTf9Qi2elOKymDcgB47bXX4qaXVCDQ3HpAi/8RixClwKPswd4KP2dxQqdDIGdYq39fj4rMJ2fTaMFf2+F/UxFRBx98MIMHD0YpIxwi2ksZGirQSuhQOsrY/7fd8prNeH0N5OTkcOyxx+73/SQ6CTYH4B//+Ad+vx9rnhN7YQIe5CJa5eybiZ5iobKykvfff9/scvZJqPWJCnhRcf2uvpsCVFu/wpx5wT+tfp+OiuOpUxXwAkizww6iaRrnnHMOALuqfsLnb/8CQqXafn3tb7BRymBHWXBd1RlnnIHdnuDLHg6ABJv9VFlZySefBBcnpg7pZHI1Ipo0ix4etVm4cGFcHJZWUFAQPDVZBVA+l9nlRETwraONkOZzgb+hje9Ucb0N3PDUANCjR/z2+Ip1hx12GP369cMw/OysWBfR+9a0/XvtVdQU4/HWk5GRwfHHHx/RmhKNBJv99N577wVHazo7seXG35km4sA4emagOYOjNl988YXZ5eyVxWJhwIDgScN+V4nJ1USGpoFdayVUKgU1a7B4K2gt+Ng03x6zV/FCKQN/QykAgwYNMrmaxKVpWniHVGnFOvzNo2T7/P260cbhXgrN0v4pRKUUO8qDozWnnXZaXJ6jFU0SbPZDIBAI98xy9k3MM2vEr9MsGs4+mQB8+OGHJlezb4444ggAfDWbE2Y6yq55sWtewgHGVw+li7FaNFI698epu9EIvcEobJoXh9a+N6lY4q/fDgEv2dnZcXsCdrwYN24cPXr0IGD42FX5Y7u+V9PAYvei6QHCr03NCF62H6G6um4bTe4aUlJSOOmkk9p/B0lGgs1++P7776murkaz69i7JM/aGqUpbGOzcZ7TFee53bAdkQMpwZeQQuGzBmhyemlM8eJ2+Ajoib1jytErAwieJxIPO1SOOeYYUlNTMTy1wTfIBKBp4NC9pGhN6PjAmgZ5Y9C6TADNik0LkKY3kqY3kK434NT3740lFihl4K0ILmY9/vjjsVgSZyF4LNJ1PdyDqaR8LQHD367vD4YbHxaHB4vDjdXhRdPb/4Hi56M1J510EunpidVYuSNIsNkPX3/9NQD2LmlJsxNKofBlgbV/OppNR7NqWPuk4TguD3QIpILPHkDpgAaGReFx+DESuNeCJdWKtVOwdUboNRHL0tPTOeWUUwDw7PoGFYj9tUH7wlAaTSoFA1twx5A1FR/O4I4pgm8wuqbiNtCE+Ko2YHhqSUtL49RTTzW7nKRw1FFHkZ+fjz/gprxq437dh6btuXGvPeoaduFqrMBut8u/+z6SYLMfVq1aBYCtMHl2JRi6QrVy/ImeacPSM4VAa0+FBj5b4gYbAFtBcMQu9JqIdWeeeSZdunRB+Ztwl65MiCkpr7LRWrMon7LF97bunwm4q/GUB19j06dPJyMjw+SKkoPVauWMM84AoKR8DUpF//dZaCfUscceS05OTtQfPx5JsGknn8/Htm3bALDmJM8CLuNXhlC1TrY2X0lqP3cAxAtrTnDEpqioyORK9o3T6eSGG25A13X8dVvwVf9kdkkHzFBt/RrTMBLgV5zh99C0/QtQAQ477DBpfhllkyZNIisrC4/PRUVNcVQfu6GpilpXCbquM3Xq1Kg+djyL/5/6KCsvLw8ejGXR0FOSZ45bN1p+IlYNfgKlblSDH6PCC218kNF+5TyHRGDJDA5j7dy5M25GP4YOHcoll1wCgGfXt/hqt5hc0YGxtDndqdDbemHGCRXw0bRtMcrXQEFBATfddFNC96KLRU6nMzyFGxy1id7PeUl5sK3D+PHjKSwsjNrjxjsJNu1UV1cHgO6wJNUvGIuhE9pM4t/YgHvhLrwfVeBeuAtjqxtLayePK7D5Ejv86fbg38/v99PU1LSXW8eOU089lZNPPhkAd8lSfHVbTa5o/9k0X6vn0tjjeFs3BA/ia9q2GMNdRWZmJnfeeadMQZnkhBNOwOFw0Oiuota1MyqP6fHuHiEKTYeJfSPBpp3Ch7ElwaJhQ1MYmkI1v2nYasH7TQ2+ZTVMmTyZp556iimTJ6NpGnp1ALvHgmZooMDi13C6regJPmKDZfffz+9v364JM2maxmWXXcYxxxwDKNw7luCric+mirqmSNUbseIFfxN4qrDT2LwNPD4Zfg+NWz8l0FRBamoas2fPlgP5TJSZmclxxx0HsN9tFtor2MFbMWLECA466KCoPGaikGDTTuGDkfzxPcT9awxN4Xb4cKc0/3EGt25raATWukApTj/9dLp3787pp5+OUopAox9rwEKK20Zqkx2H14be5tqHxKH8u0cKHA6HiZW0n67r3HDDDc1rNhTuncvxlP8QN1NqP6drCqfWCJtfhy0LsGvxu63b8NTRWLwoPFJz77330L9/f7PLSnqnnXYauq5T6yqh0V3doY/lD3jZVbUBgNNPP71DHysRJf47T4Tl5uYCYLgDqEBihhuPw49h2f3mpvTgZUpXWIakg6axcOFCtm/fzsKFC4Nb3rMTe8qpLUZDcAQvPT09Lnu3WCwWrr322vApq96KNbh3fIUyEmMreLzxu3bSUPxReE3NX/7yF/r27Wt2WQIoLCxk7NixABFvs/BLZVUbMAw/PXr04LDDDuvQx0pEEmzaKScnh7S0NAACdYn3yz+gG6jWdkBpEHCCbWgmtrHZLPpwEVdddRWLPlyEdUw2qlMrnWyTQKAuON3Ro0ePuF1zpWkaF110Eddffz0WiwV//TYaiz/C8NSZXVrSUErhqVhD07bFYHgZNGgQDz74oEw/xZjQ6El59ab9ao65L5QyKK1YDwRHieL194qZJNi0k6ZpDB48GABfWfwsFt1Xv7YkRumgOXSs/dJwnFaA/djOOE4rwNovjSSYdWqVd1fwNTBkyBCTKzlwxx13HPfddx85OTkYnloaihfhqy02u6yEZ/jdNG1bjLf5dNkpU6Zw7733kp2dbW5hYg+DBw+mX79+KGVQ1jxVFGnVddvx+FxkZGRw9NFHd8hjJLokfTs6MKNGjQLAsyMxuiT/nCWgtdkwWfeCURkcodDSrFgKnWhpwZEaPfEGr/ZKBQx8pcHtYCNHjjS5msgYPHgwc+fODfYhMvy4S5bSVLJMpqY6iL+hlMai/xJoKMVut3Pddddx7bXXBjuxi5ijaVq4V1Np5Y8dcmBfaWVwtGby5MnS7HI/SbDZD0ceeSRWq5VAjRd/tcfsciJKQ8Pq3/NloQc0dC/4vqlFBVomH+UOYG2IVoWxw7u9AeUzyM/PT4gRm5BOnTpxzz33cO6556JpGv7aIho2f0CgqdLs0hKGMgK4d31L09ZPUX43PXr04OGHH5bD9+LAUUcdRWZmJl5fA9V1ke251uSupda1E13XOeGEEyJ638lEgs1+yMrKCndKbvqxY1fHm8Hus2L3WLH4NfSAhs1rweGxoqFh7PLg+c8u/BtcBHa68a2px/OfsuA27ySilKLppxogOHWQaA0JLRYL559/Pvfccw+dO3dG+Vw0Fn+Ep2wVSgXMLq9VhtIg4yBI6RrTrRQCTVU0Fi/CVxXsGH3CCSfw8MMP06tXL5MrE/vCbreHt37vqorsyd2h+xs5ciQFBQURve9kIsFmP5111llomoa3pBFfVccsIjOTNaDj8NpwemzY/Ba0n/XiUbV+fMtq8H5cgf/bWlRjbL7RdSTPVheBeh/p6enhoelENGzYMB577LHmuX6Ft3ItjUUfEnDXmF1aCx7DTiOZ0GUi9DiRRjKCQSeGKGXgKV9NY/GHGJ5asrKyuOOOO7j66qtlyiHOhEbWaup34PZGZkmCYQQor94EBLu3i/0nwWY/9erVq/lwM2j4rgJlxPBHRBFRhjdA4+rgtMyZZ54Z3iWXqNLT07npppu45ZZbyMjIwPDU0Fi8CE/5alOaAv6SX1nwKjs/b4SpsNBkxE5YCLhraCz6EG/FakBxxBFH8MQTTzBmzBizSxP7oWvXrowYMQIgYouIq2q34A946Ny5c8Ks2TOLBJsD8Lvf/Y60tDQCNV7cG2rNLkdEScOqSpTHoGfPnpx66qlmlxM1Rx55JE888QTjxo0DZeCtWN08emPudKxPtX7UgIHF9FEbpQLNozSLMDzVZGRkhENiVlaWqbWJAxMatSmv3hSRgF9WvREIdvFOtKntaJNgcwBycnK49NJLAWhcW5WQU1KiJc/WerxbXWi6lpS7V3JycvjjH//IzJkzm0dvqmksWtR8YrFJU5K/El4U5gWbQFPV7lEaZTBu3DieeOIJjj76aDmbJAGMHTuW9PR0vL6GA+4f5fG6wvcxadKkSJSX1CTYHKBjjz02uJBYgWt5GYYn+dabJAt/rZeGbysAOO/c88LnGSUbTdOYMGECTzzxBL/5zW8AhbdiDY1Fiwg0VUW9HqvWeo8uDcOU7t7KCOApW9W8lqaGzMxMZs2axR//+EdycnKiXo/oGHa7nQkTJgCE18bsr/LqYJ+24cOHSxfvCJBgc4A0LfjJvUuXLhiNfuqX7ZL1NgnI8ASoX1KKCiiGDx/O2WefbXZJpguN3oSmVQxPLY3FH+Ip+x5lRC/gWzU/Fn4ZbhRO3RP1flGBpkoaiz7AWxlsYHjkkUfy5JNPMn78eBmlSUChdZZVtdsIBPbvrCelFBXNDWhD9ycOjASbCEhPT+dPf/oTKSkp+CvcuL4pj8tGgvtCy7RiHZaBdXgmWnZyTMOogEH9klKMRj+FhYXccsstMgf+M6G1N0cddRTBnVPraCz6gEBTRVQeX9MgRXeTojdh07zYNQ9peiNWLXrhShl+3Lu+C7ai8NaRnZ3dIvSJxNS/f//gh1rlp6pu637dR0NTFU2eWux2O4cffniEK0xOEmwipGfPnsyaNQtd1/FuddG4JvHOtwk4FY5TCrAdkoVteCbOkwuwDsswu6wOpQxF/fIy/FUe0tLSuOOOO8jMzDS7rJiTlZXFzTffzO233x5syeCto7H4Yzxl30Vl9EbTwKoFcOpeHLoPXYveB4vgKM0ifFXrAcWECRN48sknm6fpRCILTcsCVNQU79d9VNYWATB69GhSU1MjVFlyk2ATQaNGjeLaa68FwP1TDU0/1phbUAQpFP509hhOtx2ShZaVmA0wlVK4vinHt7MRm83GHXfcQc+ePc0uK6aFFsgGh9QV3sr1zaM30V9709GUCq2lCY7S5OTkcMcdd4QXVovkcOSRRwJQ6yrBH/C263uVUlTWbAFg/PjxEa8tWUmwibDjjjuO3/3udwA0rqmiaWNibAMPWAza2mBi6Z4S3WKiQClFw3cVeLe60HWdWbNmBfsnib3KyMhgxowZ3H777cG1N9664NqbijUxce5NJITPpWleSxNaTC3n0iSfnj170qNHD5QyqK7b1q7vbWiqxONz4XA45OyaCJJg0wGmTZvGOeecA0DjqkqaNiVGuGlTgi2WDoaaSjxF9Wiaxh/+8Ifg2S2iXUKjN8H2Iwpv+Q80bvkYI0IntZpBKYW36sfmc2lqyMjI4NZbb5VRmiQXGrWpqm3fOpvQupxRo0bJ6dMRJMGmg5x//vlMmzYNgMbv4z/cWAI6re2cVYbCv6Up+gV1kNBIjaeoDk3TuOGGG8Jz6KL9srKyuOWWW5g5cyapqWkYTZU0FP0XX22x2aW1m+F307RtMZ5d34IyGD169M+Cm0hmY8eOBaCmvoSA0frxA62pah7hkQ9OkWV6sNmxYwcDBw7c489bb70FwLp167jgggsYMWIEEyZM4IUXXjC54n2jaRoXX3xxy3Czocbcog6AhobdraO8u9ON8hv4vqoCt4HujP9dQkopGr6pCI/UXH/99XJYVgSEFlg+9tjfgl3QDT/ukqU0lSxDteNNwEz+hlIaN/+XQEMpdrudq666ijvuuEPOpREAHHTQQXTu3BlD+anbx8P63N56mtw16LrOqFGjOrjC5GL6qs8ff/wRh8PBRx991GJhakZGBtXV1UyfPp1jjz2WOXPm8N133zFnzhyys7PDgSGWhcKN1Wpl/vz5NP5QhQooUgfF5y9DK1aallUScIKlawpoCi3Lhr23Bc1iekY+IMpQuL4ux7steKrwH278g5wpEWH5+fnce++9vPnmm/z97//AX1tEY1Mlzu5HYnHE5k4zpYKHDwZ7PO3e/SiduMXPaZrG6NGjef/996mu30FOZo+9fk9N3Q4AhgwZQnp6ekeXmFRMDzY//fQTffr0IT8/f4/rXnnlFex2O7Nnz8ZqtdK3b1+2bNnCc889FxfBBoIv+AsuuACbzcZrr71G09pq8CtShubE5YFdKYd1xuP0o1mCtVu6poABhkehx1g35X2lDIVrRRneHQ1YLBZmzpwpOxQ6iMVi4bzzzuPggw/mwQcfpKqqisbiRTi7jMW2D28G0aQCXpp2LCHQEPwEPnnyZC677DJZCyFaNXLkSN5//31q6kv26fY19TvC3yciy/SP2T/++CP9+vVr9bqVK1cyevRorNbd+WvcuHEUFRVRWVkZrRIj4pxzzgn3lWr6qYbGVZVxeYif32mEQ02YDj5bfLaSCB2+593RgNVq5bbbbpNQEwXDhg1j7ty5DBs2LDg1tePL5n5TsfEzEfDU0lC0iEDDTux2O3/4wx+47rrrJNSINg0bNgyr1YrHW0+Tp+5Xb2sYAWobSgE47LDDolFeUjE92Pz0009UVlby29/+lsMPP5zzzjuPzz//HIDS0tI9+maERnZKSvYtFceS008/nauuugoA96Y6Gr6tiJlf5PtCoTAsrddr6PG3jVf5Deq+KsW3qwm73c4dd9wRXgQoOl5OTg5//vOfOf300wHwVqzBveNL09fd+F07aSz+EOVzkZ+fzwMPPMDEiRNNrUnEvtTUVAYNGgSw13U2rqYKDMNPdnY2vXv3jkJ1ycXUYOP1eikuLsblcnHjjTfy7LPPMmzYMC677DKWLFmC2+3Gbre3+B6HwwGAx+Mxo+QDduKJJ3LjjTei6Rqe4npcX5fHV2+pNkrV4mwayvAZ1H25E3+5G6fTyZw5c+STkwksFguXXnopN954I1arFX/9dhq3fILhd5tSj7dmE03bPgPDz9ChQ3n44Yc56KCDTKlFxJ/hw4cDUOsq/dXbhTp5H3zwwei66eMLCcfUNTZ2u50VK1ZgtVrDAebggw9m06ZNvPDCCzidTrzelic5hgJNPB89PWnSJOx2Ow8++CDerS5cAUX66Hw0PbbDgYaG1a/jt+05OmP1x88Pp+ENUP9lKf5qD6lpqdw15y4GDhxodllJbdKkSRQWFnL33XfjclXSuOVjUntOQLelReXxlVJ4K9fiLf8BgAkTJnD99ddjsyVHPzQRGcOGDQOgrqEUpVSb6yjrXLuA3UFIRJbp70apqal7jMoMGDCAXbt2UVhYSFlZWYvrQl8XFBRErcaOMH78eG699VYsViveHQ24lpfFxciNzWfB4tVQgeZaFdi8FqyB+NjubXgD1H0RDDUZGRncc/c9EmpixNChQ3nggQfIz89HeeuDrQr2slYhEpRSeMu/D4eas846ixkzZkioEe02cOBAbDYbPr8bt7e+1dsYRoD6xnIg+EFeRJ6pwWb9+vUceuihrFy5ssXlq1evpl+/fowePZqvv/6aQGD3wtQlS5bQp08fcnNzo11uxP3mN7/hj7fdhtVqxVvSgGv5rpgPN8HzbCy4F+zE/Z9dOOst2PzxFGp2EqjxkJmZyT333NPmwnVhju7du/PXv/41eES9v4nGrZ9gtPEGEQlKKTxl3+OtXA/ApZdeykUXXRSXOxaF+Ww2W/h3Sn1DWau3aXBXoVSAjIwMunXrFs3ykoapwWbAgAH079+fOXPmsHLlSjZt2sR9993Hd999x5VXXsm0adNwuVzcfvvtbNy4kQULFvDKK69wxRVXmFl2RI0ZM4bbb7+9Odw04loRHyM3eAxUlQ+trQZSMcbwBqj7spRAjZesrCzuvfde+vTpY3ZZohWdO3fmvvvuo1evXsFws+V/GL6GDnksb8Xq5q7ccNVVV4UXMguxvwYPHgxAfWPrwcbVEBytGThwoKyv6SCmPqu6rvP0008zbNgwbrzxRqZOncr333/PSy+9xMCBA8nNzeX555+nqKiIqVOn8vjjjzNr1iymTp1qZtkRN2rUKG6//fbd01Jfl8fVbqlYp/wG9V+VEqjePVIjB6zFtqysLO6+++6fjdx8GvEFxd6qn/BWrAHgyiuv5MQTT4zo/YvkFJradjW2fiSJq6kCILyDSkSe6Qf0derUiXvvvbfN64cPH878+fOjWJE5Ro0axW233sp9992Hd5uLBqtG2ojOMiR+gILn1OzCX+UhLS2Nu+++W0JNnMjOzuauu+5i1qxZlJeX497+BSk9j0HTD3zq01+/A8+ubwC44IILOOmkkw74PoUAwlNRTe5qAoYfi97ybTYUePr37x/12pKFjIPFkLFjxzJjxgw0TcNTVB88pVjsN6WCJwr7ypvCW7pl+im+dO7cmTlz5pCamkagqQJP6cq9f9NeBDy1NJUsAWDKlCmcffbZB3yfQoTk5eWRnZ2NQtHobvk73B/w4vYGF8T37dvXjPKSggSbGHPUUUdxzTXXAND0Y03cdwU3S6hLt7ekEavVyp/+9CfZ/RSnevTowS23zELTdHy1RXhrNu33famAD/f2L8DwM3z4cK688koZFRURpWla+OyjxqaWwSYUdPLy8sjKyop6bclCgk0MmjJlChdccAEQ7AruLemYhZOJzP1TbbhL90033cQhhxxidkniABx22GFccMH5AHhKv9nvbeDuXd9geOvJzc1l1qxZLdq1CBEpodOEG9xVLS4PBR05bbhjSbCJUWeffTbHH388APUryvBXx+dJy2bwbHfRuCb4C+Wyyy7jiCOOMLkiEQlnnnkmI0aMABWgqWQpSrWvjYe/fgf+2iI0TePmm2+WT8yiw4SCS1sjNhJsOpYEmxilaRpXXnll8Jj/gKJuSSlGk7k9dOKBv9qDa2VwO+Wpp57KKaecYnJFIlJ0XefGG28kLS0Nw12Fr3rDPn+vCvhwN6/POeOMMxg6dGhHlSkEPXv2BKDJ03IpQaOnpsX1omNIsIlhFouFW265Jbjl1R2gfumu3Sf+ij0Ybj/1S0rBUIwaNYpLLrnE7JJEhOXm5jJ9+nQAPGU/YPia9un7PBWrUf4munTpwnnnndeRJQoRPnjPH/Dg+9kxBU3uYNDp3r27KXUlCwk2MS41NZU//elPpKen46/20PB9hdklxSRlKOqXl2G4A3Tv3p2bbroJiyU+TkQW7XPccccFF4IrP96KH/Z6e8PrCo/uXH755eFGukJ0FKfTSX5+PrB71Mbnd+MPBJcUSLDpWBJs4kDXrl256aabgtvAi+txb+m4I+bjVePaKvwVblJSUvjjH/9IWlp0mieK6NN1PTwa56sp2mvLBU/FalAGI0aMYNSoUdEoUQi6du0KgLt5oXuod1SnTp1wOp2m1ZUMJNjEiZEjR4aH0Bu+q8Bf593LdyQP785G3D8FPxXdcMMN9OjRw+SKREcbMmQII0eOBBTeinVt3s7wuvDXbgHgwgsvjFJ1QkBhYSGwO9C4PcH/dunSxbSakoUEmzhy9tlnB3eFBFSwG3igfbtCIklLs6AXOFCauWt+jCY/rq+DPVlOPvlk2QGVREIH6/nqittst+Ct3gAoRowYwYABA6JYnUh2oQDj9roA8Hgl2ESLBJs4YrFYmDFjBllZWQTqvDT+ULX3b4owhcKbEsBxeiGO4/Jwpwfw2vwooh9wlFK4VpajvAYHHXSQLBZOMoMHDw4eS68MfDWb97heGf7w5aeddlq0yxNJLrTGxhsKNs2NXEOXi44jwSbO5OTk8Ic//AEA9+Y6vLsao/r4PluAgE3tPq1VA7/NwG+N/uiRe2MtvvImHA4HN998MzabLeo1CPNomsYJJ5wAgK+2aI/Gsf767WD4yM/PDx6bIEQUhQJMKNB4vMH/5uXlmVZTspBgE4dGjhzJySefDIDr63IMbyAqj6tQbQaYgCW6wcZf56VxTfCwq0svvVR2GSSpI488ErvdjvLWY/yiL4+vbisAEydORNflV52IrlCA8foaUcrA65NgEy3y0x6nLr74Yrp3745yB2j4vjJ6D9xGW51orrVRhsK1sgwMxciRI8MnNIvkk5KSEt7p5K/fFr5cBXwEXKVAMPwIEW1ZWVnhQO31N+H1BUfXc3NzzSwrKUiwiVNOp5Mbb7wRTdfwbnPh2dHx/aQ0NPRA68nGEojeS6nppxoCNV7S09O57rrrpIlhkhs3bhwAftfO8GX+xl2AQZcuXejVq5dJlYlkpus6nTp1AoJbvgOGDyB8meg4Emzi2MCBAzlz2plAcAu44en4KSmbz8Iv1wlrBlj90TkMz1/rpWldcMrhiiuukE8/Irx+xvDU4K8vwd+wK7zFO7glXAhz5OTkANDQFNzo4XQ6SU1NNbOkpCDBJs6dd955wZYLngANqzp+Sspi6DhcFnw/1OEvbsTq1nG6beiq40dNlKGCW7sVjB07lqOPPrrDH1PEvqysrHBTwabtn9G09ZPwtNTw4cNNrEwku+zsbGB388vQ16JjSbCJczabrcWUlHdnx09J6UrD/30dvi+qsHl1tLYW3kSYe0MtgRovaWlpXH311TIFJcLOOeccevfuTY8ePcJ/xowZI7uhhKlCQaaqNriQXTrKR4fV7ALEgRswYABTT5/KggULcH1bQXauE92eWH2S/HVeGpunoC6//HKZpxYtHHnkkbJIWMScUBfv0Poa6eodHRJsEsRvf/tbli1bxo4dO2j8oYr0kYmzpVApRcM35eFdUMccc4zZJQkhxF6dfPLJ9OzZE7fbjdVqZdiwYWaXlBRkKipBOByO8A4hz5b6qB/c15HcG2vxV3lISUnhmmuukSkoIURcsFqtHHbYYRx++OGMGTOGlJQUs0tKChJsEsjQoUPDB/c1fFOO4TOvl1SkBFy+FgfxyeFWQgghfo0EmwRz0UUXUVhYiNEUoPGHKB7c1wGUat4FZQSbGE6ePNnskoQQQsQ4CTYJxul0cv311wPgKa7HWxr5KSmlKaxDM7CNy8FvMzqsAaZ7Yy3+yuAUlBzEJ4QQYl9IsElAw4YNazklFcFeUoZm4E4LYDs0C2u/NHwpBm6nL+Lh5ue9oC655BLpiCuEEGKfSLBJUBdffDFdu3bFiHAvKa89sMerRunBrt+REjyIL7gL6rDDDmPKlCkRu28hhBCJTYJNgnI6nfzhD3/4WS8p1wHfp0JhWFofmYlkd++mH2sIVHtIS0uTKSghhBDtIsEmgQ0aNIizzjwLgIZvKzCa/Ad+p23OOEUmfPiq3DStD05BXXXVVXTu3Dki9yuEECI5SLBJcOeeey59+/ZFeQ1cX5ej1P6vhdHQsPpbf8m0dXl7KL+Ba0WwF9RRRx0lvaCEEEK0mwSbBGez2Zg5cyZ2ux1fWRPuTXUHdn8+C3rgZ6MzCqw+PSLBpmFVJUaDn86dO3PVVVcd8P0JIYRIPhJskkCPHj249NJLAWhcXYW/xrPf96Wh4fTYcDbZcLitON027D7rATfC9OxowFNcj6ZpzJgxg/T09AO6PyGEEMlJgk2SOOGEExgzZgwYCteKMpT/wBb76krDYujo6sDX1gQa/cFeUMAZZ5wh/VSEEELsNwk2SULTNK6//npycnII1PtoiJFTiZVSuFaWoXwG/fr14/zzzze7JCGEEHFMgk0SycrK4g9/+AMAnqJ6vCUNJlcU3Nrtr3DjdDq5+eabsdlsZpckhBAijkmwSTKHHnooU6dOBcD1TTmBSGwB30++KjdN64Jbu6+88kq6du1qWi1CCCESgwSbJHThhRfu3gK+suyAtoDvL8Nn4Foe3No9fvx4Jk6cGPUahBBCJB4JNknIZrNx00034XA48Je7cf9UG/UaGr6vwGj0k5+fz9VXXy2nCwshhIgICTZJqnv37lx++eUANK6twl+9/1vA28uzzYV3qwtN15g5c6Zs7RZCCBExEmyS2HHHHcfhhx8OCuojsAV8XwQa/TR8VwHAueecy5AhQzr8MYUQQiQPCTZJTNM0rrnmGjp16oTh8tGwuqpDH08phevr4NbugQMHcs4553To4wkhhEg+EmySXGZmJjfccAMAns11eMsaO+yx3Jvq8Je7cTgczJgxA4vF0mGPJYQQIjlJsBEcdthhnHjiiQA0fF2O4Yv8lFSg3kvjmuCI0CWXXCJbu4UQQnQICTYCgOnTp1NYWIjRFKAxwqcSK6VwfVMBAcWIESM44YQTInr/QgghRIgEGwGA0+nk+uuvB8BTXI+vvCli9+3ZXIe/Mni68LXXXitbu4UQQnQYCTYibNiwYeHRFNe3FajAgU9JGU1+GtcETxe+6KKLKCgoOOD7FEIIIdoiwUa0cNFFF5GTk4Ph8tEUgYP7Gn6oRPmDu6BC63iEEEKIjiLBRrSQnp7O73//eyDYoDLQ4Nvv+/KVN+Hd3oCma1x99dWyC0oIIUSHk2Aj9jB+/HiGDRsGhgrvZGovpRQN3wcXIZ9w/AkcdNBBkSxRCCGEaJUEG7EHTdO47LLL0DQN7/YGfFXudt+HZ0s9gTovaWlpXHDBBR1QpRBCCLEnCTaiVX369GHSpEkANK6ualcHcBUwaFoXXDB8zjnnkJGR0SE1CiGEEL8kwUa06bzzzsNqteKvcOMv3/dRG3dRPUZTgM6dO3PSSSd1YIVCCCFESxJsRJvy8/M5/vjjAWhcX71P36MCCvdPNQCcffbZ2O32jipPCCGE2IMEG/GrzjjjjPCozb6stfFsq8dwB+jUqRPHHntsFCoUQgghdpNgI35VXl4eRx99NADujb9+ro1SKnyb0047DZvN1uH1CSGEED8nwUbs1amnngqAd0cDRpO/zdv5K9wE6nw4nU4mT54crfKEEEKIMAk2Yq8OOuggBg8eDAo8W+vbvJ27OHjd0UcfTXp6erTKE0IIIcJiKtgUFRVx6KGHsmDBgvBl69at44ILLmDEiBFMmDCBF154wcQKk1doBMa9xdXq1m/DZ+Dd0dDitkIIIUS0xUyw8fl83HTTTTQ2NoYvq66uZvr06fTu3Zu3336b6667jkcffZS3337bxEqT0+GHH47dbsdw+QjUePe43lvSAIaie/fu9O/f34QKhRBCiBgKNo899hhpaWktLnvzzTex2+3Mnj2bvn37Mm3aNH73u9/x3HPPmVRl8kpNTWXMmDEAeHa49rg+NFpz1FFHoWlaVGsTQgghQmIi2KxYsYL58+fz17/+tcXlK1euZPTo0Vit1vBl48aNo6ioiMrKymiXmfR+85vfAODb2djicuU38JU1AcGRHSGEEMIspgeburo6Zs2axZ/+9Ce6dOnS4rrS0lIKCwtbXJafnw9ASUlJ1GoUQSNHjkTXdQL1vhZdv33lTWAo8vPz6dmzp4kVCiGESHamB5vZs2czYsQITjnllD2uc7vde5xc63A4APB4PFGpT+yWlpbGoEGDAMIjND///5EjR8o0lBBCCFOZGmwWLlzIypUrmT17dqvXO51OvN6WC1VDgSY1NbWjyxOtGD58OAC+it2nEIf+P3SdEEIIYRbr3m/Scd5++20qKyuZMGFCi8vvvPNOXnjhBbp27UpZWVmL60JfFxQURKtM8TNDhw4FwF8ZDDOGzyBQGwyfQ4YMMa0uIYQQAkwONg8++CBud8v+Q5MnT+b666/nxBNP5N///jf/+Mc/CAQCWCwWAJYsWUKfPn3Izc01o+SkF9rKbTT6aVhVifIGgGDrhU6dOplZmhBCCGHuVFRBQQG9evVq8QcgNzeXbt26MW3aNFwuF7fffjsbN25kwYIFvPLKK1xxxRVmlp3U0tLSwguE3Rtr8WwNbv0eOHCgmWUJIYQQgMkjNnuTm5vL888/zz333MPUqVPJy8tj1qxZTJ061ezSktqNN97IF198gWEYANhsNjltWAghREyIuWDz448/tvh6+PDhzJ8/36RqRGv69+8vpwsLIYSISaZv9xZCCCGEiBQJNkIIIYRIGBJshBBCCJEwJNgIIYQQImFIsBFCCCFEwpBgI4QQQoiEIcFGCCGEEAlDgo0QQgghEoYEGyGEEEIkDAk2QgghhEgYEmyEEEIIkTAk2AghhBAiYUiwEUIIIUTCiLnu3h2trKyMQCDApEmTzC5FCCGEEPto586dWCyWvd4u6UZsHA4HVmvS5TkhhBAirlmtVhwOx15vpymlVBTqEUIIIYTocEk3YiOEEEKIxCXBRgghhBAJQ4KNEEIIIRKGBBshhBBCJAwJNkIIIYRIGBJshBBCCJEwJNgIIYQQImFIsBFCCCFEwpBgI4QQQoiEIcFGCCGEEAlDgo0QQgghEoYEGyGEEEIkDAk2HWzixIkMHDgw/Gfw4MGMGjWKCy+8kJUrVx7w/S9cuJDx48czbNgwXn311QhUHD1KKRYsWMCFF17IuHHjOPjggzn22GO566672LVrl9nlxS15zbWuo5+XaNm+fTsDBw5k2bJlZpfSoeR13Lp9fV4mTpzIY489ZmKl5pFgEwWXXHIJX3zxBV988QWLFy/mjTfeIC0tjd///veUlpYe0H3fc889HH744fz3v/9l6tSpEaq44wUCAa666ir+8pe/cMwxxzBv3jwWLVrEHXfcwZo1a5g2bRoVFRVmlxm35DXXuo58XkTkyeu4dfI6/nUSbKIgNTWVvLw88vLyyM/PZ8CAAcyZM4empiYWLVp0QPddV1fHmDFj6NatGxkZGRGquOO99NJLfP7557z00ktccskl9O/fn65du3L00Ufz8ssvY7PZePHFF80uM27Ja651Hfm8iMiT13Hr5HX86yTYmMRqtQJgt9uB4LDhvffey4knnsjYsWNZunQpgUCAl19+mSlTpjBs2DCmTJnCm2++Cewejgb44x//GP5/r9fLAw88wPjx4zn00EM5++yz+eKLL8KPGwgEeOCBBzj66KM5+OCDOf744/n73/8evr6yspLrr7+esWPHMnz4cM4991yWL18evt7tdjN37lwmTZrEsGHDOP300/noo4/C1y9YsICJEydyzz33MGrUKK688so9/u5KKV5//XVOPfVUhg4dusf1KSkpvPbaa9x4440t/q5PPvkkRxxxBBMnTqSuro76+nruuOMOxo0bx8iRI7nooov44YcfWtzXJ598whlnnMHw4cM57rjjmDt3Ll6vN3z9wIEDefPNN5k+fTrDhw9n/PjxPPPMM/vwLxh/kvk1157nZW9/H4C3336b008/neHDhzNixAguvPBC1qxZE77e7/fz2GOPMXHiRA455BDOOOMMPvvss/D1mzZt4sorr2Ts2LGMHDmS66+/npKSkhaPMW/ePKZMmcLw4cM58cQTeeedd1qtv6ioiCOPPJKZM2cSCATa9XePR/I63rfn5ecWLFgQ/nuGLFu2jIEDB7J9+3YALrzwQubOncsdd9zBoYceyrhx43jyySfZvHkz559/PsOHD+fUU09l1apV7arLFEp0qGOOOUb97W9/a3FZaWmpuv7669WIESPUjh07wrc7+OCD1ZdffqlWrVqlPB6Puvvuu9Xo0aPVu+++q4qKitRrr72mhg4dql599VXl9/tVWVmZGjBggHr55ZdVWVmZUkqpGTNmqFNOOUUtWbJEFRUVqRdffFENHTpUffLJJ0oppV599VU1ceJE9fXXX6vt27erefPmqQEDBqgVK1YopZS69tpr1WWXXaZ++uknVVxcrG699VY1cuRI1dDQoJRS6qqrrlJHH320+vjjj9XmzZvVY489pgYOHKg++ugjpZRSb7/9thowYIC67rrr1NatW9VPP/20x3OydetWNWDAAPXuu+/u03O4bds2NWDAADVlyhS1YcMGtWrVKmUYhjrnnHPUBRdcoL777ju1ceNG9dBDD6mhQ4eqNWvWKKWUWrx4sRo2bJh644031JYtW9Tnn3+uJk+erK6//vrwfQ8YMECNHDlSLVy4UG3evFk98sgjLZ6PeCSvuT1fc+15Xvb291m0aJEaOnSo+uc//6m2b9+uvvvuO3XmmWeq0047LXy/c+bMUWPHjlX//ve/1ZYtW9TcuXPV0KFD1YYNG9T27dvVyJEj1XXXXafWrVunvv/+e/Xb3/5WHXPMMaq+vl4ppdTzzz+vhg8frubPn6+2bNmiXnvtNTV48GD1xRdfhH8eli5dqrZs2aLGjx+vZs2apQKBwP68XGKWvI4P7HX889uF7vvnli5dqgYMGKC2bdumlFLqggsuUEOHDlVPPPGE2rp1q3r88cfVgAED1LHHHqs++ugjtX79enXmmWeqqVOntv8fM8ok2HSwY445Rg0dOlSNGDFCjRgxQh188MFqwIAB6oQTTlCffvppi9tdc8014a/r6+vV0KFD1bx581rc33333acOP/xwZRiGUir4xvz2228rpZQqLi5WAwYMUKtWrWrxPbNmzVIXXHCBUkqpu+++W5188snhH2allPryyy9VRUWFUkqpU089Vd10003K7XaH6/jyyy+V2+1WGzduVAMGDFD/+9//Wtz/tddeq84880yl1O4foHXr1rX5nHzzzTdqwIAB6osvvmhx+RVXXBF+nkaMGKFOPPFEpdTuYPPKK6+Eb/vVV1+pAQMGqMrKyhb3cf7556tbbrlFKaXUeeedp+bMmdPi+iVLlrT4YR4wYIC6++67W9xm9OjR6umnn26z/lgnr7n9f1725e+zfPly9c9//rPF9fPnz1eDBg1q8Tz+/e9/b3Gbhx9+WH333Xfq/vvvV+PHj1cejyd8XUVFhRo+fLh6/fXXlVJKHXnkkerBBx9s8f3PP/+8Wrx4cfjn4f/+7//U0Ucfrf74xz8mXKhRSl7HkXhe2htsfh5aGhsb1YABA9TDDz8cvuyNN95QBx988K/WFwusZo8YJYNzzz2XCy+8EABd18nOzm51TrdXr17h/9+8eTM+n4+RI0e2uM2oUaN46aWXqKyspHPnzi2uW7t2LQAXXXRRi8t9vv/fzr2GRLWuARz/e0+yxMxCSLyMWpGUgoZiF8SE0r5IYqTSB7OLEJWRgpV3w9Rs8oKMZlGmfQg0QSrQxiQpQSpSqFQiGceIzKK8UF4YzwePg7NH97Zzzj47p+cHwsxa613zvi/PzHpmPa8zycqVKwGIjY3l4cOH7NixAx8fH4KDg9mzZw+Ojo4AHD9+nOTkZJqbm/H392fbtm2Eh4djY2NDT08PwLx9KioqMtjm5ua24Hw4ODgA8PXrV4PtWVlZ/PjxA5i5Dd/S0rLg/Mze9g8NDTU4ZmJigvHxcf18dHV1cffuXf3+6elpYKYUsG7dOgAUCoXBOezs7JicnFyw/0uBxNx/Ni+LGU9AQACrVq2ivLwcjUZDX18fb968QafTATOlocnJSXx9fQ3OkZSUBEBZWRk+Pj4GJQNHR0fc3d3p6enhy5cvDA4OsmXLFoP2hw4dAtCXDjIzM5mcnMTZ2Rlzc9NcVSBx/N/Ny89yd3fXP7a1tQXAxcVFv83GxsaglP+rksTm/8De3t7gjbeQZcuW6R/PXoDNzMwMjpn98Jytp84126a2tpbly5cb7Jv94HNzc6OpqYmOjg6ePHmCWq1GpVKRl5dHZGQkYWFhtLW10dbWxtOnT6mqqqK4uFhfn56PTqcz6s/csfyRi4sLTk5OdHR0EBERod++du1a/WN7e3ujdnPPqdPpsLOzo76+3ui42QuGTqcjISFh3v94cHJyMjp+rtm5XKok5ub3V/OymPHcu3ePlJQU9u7dy+bNm4mKiqK3t5fs7GwArKys/rQP09PTRnMMM2s4rKys9PE43zFzRUZG4u3tzcWLFwkLCzNaQ2EKJI7nt9h5+aO5sTc1NWW0f77YXYpJ89Lr8W/Cw8MDS0tLo99rePbsGU5OTvNe+L28vAAYHBzE1dVV/1dfX09dXR0A1dXVNDU1ERwcTEpKCo2NjQQFBXH//n0mJibIy8tDq9USHh5Obm4uzc3NmJub09raire3NwDPnz836pOnp+eix2ZhYcHBgwdpaGigu7t73mM+fPjwp+fw9vZmdHSUiYkJg7FevXoVtVqtn493794Z7P/48SMFBQWMjY0tur+/C1OOucVazHhUKhVRUVHk5+cTGxtLQEAAWq0WmLlwuLq6YmVlZbSQPSoqiqqqKry9venq6jL45js0NIRGo0GhUGBnZ8eaNWuM2p84cYLc3Fz984iICGJjY/Hx8SE1NXXeC9XvSOLY2GzCMjIyot+m0Wj+9tf9p0hi84tasWIF0dHRlJSU0NjYiEajoba2ltu3bxMfHz/vtzkvLy9CQkLIyMhArVaj1Wq5du0aFRUV+tuJnz9/Jjs7G7Vazfv373n8+DGvX7/Gz88Pa2trOjs7SUtL4+XLlwwMDFBfX8/Y2Bh+fn54enqyc+dOsrKyePToEX19fZSVlaFWq4mPj/+p8SUkJBASEkJMTAwqlYru7m4GBgZoaWkhPj6euro6AgMDF2y/fft2Nm7cyKlTp2hvb0ej0ZCfn09dXZ2+tHT48GGampooLS2lr6+P9vZ2UlNTGR4eNrhjI2aYeswtxmLG4+zszIsXL3j16hX9/f3cuHGDmpoaYKYUamtrS1xcHMXFxajVavr7+1Eqlbx9+5aQkBAOHDjA6OgoZ86cobu7m66uLk6ePImDg4P+DuaRI0e4efMmDQ0N9Pf3U1tbi1qtZteuXQb9NTMz48KFC/T29lJZWfk/n4+lSOLYmK+vL+bm5ly5cgWtVktra6tJ/5yGlKJ+YefOncPBwYGioiKGhoZwdXUlPT2d6OjoBdsolUqUSiUZGRl8+/YNFxcXcnJy2LdvHzBTB56amiInJ4ehoSGcnJyIiYnh6NGjABQXF5OXl0diYiIjIyN4eHhQVFSEv7+//vyXL1/m/PnzDA8P4+XlRWlpKWFhYT81ttk32YMHD6irq6O6uprh4WFWr16Nv78/NTU1BAQELNjewsKC69evU1hYSFJSEt+/f0ehUFBaWkpQUBAAu3fvRqlUUlFRQUVFBfb29oSEhJCcnPxTff2dmHLMLdZfjSctLY309HTi4uKwtrZmw4YNFBQUkJSURGdnJ1u3buX06dNYWlqSmZnJ8PAw69evp7KyUp9037p1i0uXLrF//36sra0JDg6msLBQv54jLi6O8fFxSkpK+PTpE25ubiiVSgIDA/VrbGYpFAqOHTtGeXk5oaGhJlmS+lkSx4ZcXFzIzs5GpVJx584dNm3axNmzZ0lMTPzbX/ufYDa91BcTCCGEEEL8m5SihBBCCGEyJLERQgghhMmQxEYIIYQQJkMSGyGEEEKYDElshBBCCGEyJLERQgghhMmQxEYIIYQQJkMSGyGEEEKYDElshBBCCGEyJLERQgghhMmQxEYIIYQQJuNfnd8eGbElblUAAAAASUVORK5CYII=",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(data=InterviewScores, palette=['g','b','m']) # we may as well make the colours meaningful ;-))\n",
"sns.violinplot(data=InterviewScores, palette=['g','b','m'], fill=False ) # we may as well make the colours meaningful ;-))\n",
"plt.ylabel('interview score')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4c1d9b3f",
"metadata": {},
"source": [
"**Note-**\n",
"\n",
"We can see that each professor gives a different mean and range of scores\n",
"\n",
"## Lineplot\n",
"\n",
"- `sns.lineplot(data = df.T)`\n",
"\n",
"In the violin/swarm plot above, an important feature of the dataset is lost. \n",
"\n",
"The data set contains three scores for each student (we can think of this as a *repeated measures* design), so an important question to ask is whether the professors were consistent:\n",
"* Professor Plum gives higher and momre spread-out scores othan Professor Green\n",
"* But do students who score well with Professor Plum also score well with Professor Green?\n",
"\n",
"Currently we can's answer that question, as we can see the students' individual scores from each professor, but we don't know which dot in Professor Plum's column corresponds to which dot in Professors Green and Peacock's columns.\n",
"\n",
"We can use the function `sns.lineplot()` to help us here:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "0dcae509",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(data=InterviewScores, palette=['g','b','m'])\n",
"#sns.violinplot(data=InterviewScores, palette=['g','b','m'], fill=False ) \n",
"sns.lineplot(data=InterviewScores.T, legend=False)\n",
"plt.ylabel('interview score')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "0ea4c5b4",
"metadata": {},
"source": [
"**Note-**\n",
"\n",
"We can see that, despite the different distributions of marks for each Professor, the students who do well with one professor tend to do well with the others; in other words the interviewers are consistent in their ranking of the students, if not in their numerical marks.\n",
"\n",
"For comparison, an inconsistent dataset would look like this:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "d364e850",
"metadata": {
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"InterviewScoresShuffle = pd.read_csv(\"https://raw.githubusercontent.com/jillxoreilly/StatsCourseBook_2024/main/data/CluedoInterviewShuffle.csv\")\n",
"sns.swarmplot(data=InterviewScoresShuffle, palette=['g','b','m']) \n",
"sns.violinplot(data=InterviewScoresShuffle, palette=['g','b','m'], fill=False ) \n",
"sns.lineplot(data=InterviewScoresShuffle.T, legend=False)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "68d7d267",
"metadata": {},
"source": [
"### Note - Transpose\n",
"\n",
"- `df.T`\n",
"\n",
"To get a lineplot of categorical data, the syntax is a little fiddly. If we just run `sns.lineplot()` on our dataframe, it will try to plot each **column** as a line.\n",
"\n",
"Repeated measures data such as these are most often tabulated as *wideform data* (each row is an individual, and each column is a measurement for that given individual), as in this dataset. Therefore we would like to plot each *row* as a line, not each column as a line.\n",
"\n",
"We trick `sns.lineplot()` into plotting each row (individual person) as aa line, by **transposing** the dataframe (making the rowns into columns and vice versa), hence instead of `data=InterviewScores` we told `sns.lineplot()` that `data=InterviewScores.T`:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "1acf567a",
"metadata": {},
"outputs": [
{
"data": {
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"source": [
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},
{
"cell_type": "markdown",
"id": "acf1ab81",
"metadata": {},
"source": [
"For **longform data** we can simply use the `hue` property of `sns.lineplot()` to get separate lines, no need to transpose anything.\n",
"\n",
"Here is the interview dataset in longform:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "75b2846d",
"metadata": {},
"outputs": [
{
"data": {
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71591
\n",
"
Professor Plum
\n",
"
59
\n",
"
\n",
"
\n",
"
26
\n",
"
71616
\n",
"
Professor Plum
\n",
"
60
\n",
"
\n",
"
\n",
"
27
\n",
"
72220
\n",
"
Professor Plum
\n",
"
61
\n",
"
\n",
"
\n",
"
28
\n",
"
74952
\n",
"
Professor Plum
\n",
"
64
\n",
"
\n",
"
\n",
"
29
\n",
"
75323
\n",
"
Professor Plum
\n",
"
66
\n",
"
\n",
"
\n",
"
30
\n",
"
75524
\n",
"
Professor Plum
\n",
"
69
\n",
"
\n",
"
\n",
"
31
\n",
"
75716
\n",
"
Professor Plum
\n",
"
70
\n",
"
\n",
"
\n",
"
32
\n",
"
76917
\n",
"
Professor Plum
\n",
"
72
\n",
"
\n",
"
\n",
"
33
\n",
"
77180
\n",
"
Professor Plum
\n",
"
72
\n",
"
\n",
"
\n",
"
34
\n",
"
77540
\n",
"
Professor Plum
\n",
"
72
\n",
"
\n",
"
\n",
"
35
\n",
"
78664
\n",
"
Professor Plum
\n",
"
80
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" studentID Interviewer Score\n",
"0 71215 Professor Green 45\n",
"1 71591 Professor Green 47\n",
"2 71616 Professor Green 50\n",
"3 72220 Professor Green 51\n",
"4 74952 Professor Green 53\n",
"5 75323 Professor Green 53\n",
"6 75524 Professor Green 54\n",
"7 75716 Professor Green 54\n",
"8 76917 Professor Green 56\n",
"9 77180 Professor Green 58\n",
"10 77540 Professor Green 59\n",
"11 78664 Professor Green 60\n",
"12 71215 Professor Peacock 52\n",
"13 71591 Professor Peacock 54\n",
"14 71616 Professor Peacock 55\n",
"15 72220 Professor Peacock 55\n",
"16 74952 Professor Peacock 56\n",
"17 75323 Professor Peacock 57\n",
"18 75524 Professor Peacock 61\n",
"19 75716 Professor Peacock 63\n",
"20 76917 Professor Peacock 63\n",
"21 77180 Professor Peacock 63\n",
"22 77540 Professor Peacock 64\n",
"23 78664 Professor Peacock 64\n",
"24 71215 Professor Plum 55\n",
"25 71591 Professor Plum 59\n",
"26 71616 Professor Plum 60\n",
"27 72220 Professor Plum 61\n",
"28 74952 Professor Plum 64\n",
"29 75323 Professor Plum 66\n",
"30 75524 Professor Plum 69\n",
"31 75716 Professor Plum 70\n",
"32 76917 Professor Plum 72\n",
"33 77180 Professor Plum 72\n",
"34 77540 Professor Plum 72\n",
"35 78664 Professor Plum 80"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"InterviewScoresLongform = pd.read_csv(\"https://raw.githubusercontent.com/jillxoreilly/StatsCourseBook_2024/main/data/CluedoInterviewLongform.csv\")\n",
"InterviewScoresLongform"
]
},
{
"cell_type": "markdown",
"id": "9daeb45f",
"metadata": {},
"source": [
"... and here is how we plot it:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "c1b9d706",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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n02PibevWrWPKlCkEBga22FdbW8vs2bPZuHEjr776KiNHjgRAp9MBtEjytVgs6PV69zGt7QcwGAxtOocgCILQUmNgozohv6aR0l/tcZzQRPTYtIEkSQSPHdsjh6LKy8vZv38///jHP1rsKy4uZtasWeTm5rJ06VKPXJjG4aPi4mKPbwPFxcUMGjQIgIiICPc6Js33A4SHh7vLfZ/qHIIgCEJLjWUxlP6aVvc3bhflM1oSPTZtJEkSCqXSK7ez6S3at28fkiQxfvx4j+1VVVXMnDmT8vJyPvzwQ4+gBmDQoEH4+vqyc+dO97bq6mqOHj3K2LFjARg3bhx79+51jQM32L59OwkJCQQHB7fpHIIgCEJLWVlZwOkDm8bjhCaix6aXS0lJISYmpsXQz/z58zl+/DjLli0jKCjIY82RoKAgNBoN06dPZ+HChQQFBREVFcWCBQuIiIjgyiuvBGDatGksW7aMp556ir///e8cPHiQd999110Lpy3nEARBEDxZrVb3VG5lQOuBjaohsCkoKMBisbjzGwUR2PR6paWlGI1Gj21Op5NvvvkGm83GzJkzW9xn48aNREdHc//992O323n66acxm82MGzeO5cuXu5OBg4ODWbZsGc8//zxTp04lNDSUOXPmMHXqVPe5TncOQRAEwVNOTg5OpxNJo3AvfnkiSadE0ihwWp3k5OTQv3//Lm5l9yXJsix7uxFdqXE5gY0bN7bYZzabyczMJCEhwZ34KnQ98XsQBOFctmHDBl599VVUoToCJvY56XHVWwuwFde7q8j3dqf6/G5O5NgIgiAIQjeSmZkJgCrg1MNLjcNUjccLLiKwEQRBEIRuJD09HQDVSfJrGjXuz8jI6PQ29SQisBEEQRCEbsLpdLoDFWXgaXpsjK79GRkZHrNTz3UisBEEQRCEbiI/Px+z2QxKqcXilydS+qlBKWGxWNwLZgoisBEEQRCEbuO3334DXMNMp6thJkkSqoZem8bhK0EENoIgCILQbbgDm9MMQzVqPK7xfoIIbARBEASh2xCBzdkTgY0gCIIgdAN2u92dOHymgU1GRgY2m63T2taTiMBGEARBELqBrKwsrFYrklqBwvfUicONFD4qJI0Cm80m6tk0EIGNIAiCIHQDx44dA1y9MG1d/FiSJHevTeP9z3UisOmldu7cycCBA1u9NZal/vrrr/nDH/7AiBEjmDx5Mu+88w7NV9jIy8tr9f6ffPKJ+5jk5GSmT5/OqFGjuPTSS1m+fLlHO5xOJ6+++ioTJ05k5MiR3H777WRnZ3fNkyAIgtCDpKSkAKAKOrMFLVVBOo/7n+vEIpi91OjRo9m6davHttTUVO68805mz57Nli1bmDNnDk8++SSXXHIJycnJPPbYY2g0Gm699VbAFf1rtVp+/PFHj28Pfn5+AFRUVHDbbbcxefJk5s2bR1JSEvPmzcNoNDJt2jQA3nzzTdasWcP8+fMJDw9nwYIFzJo1i6+++koshCkIgtCMO7AJPrM18lTBWo/7n+tEj00vpdFoCA0Ndd+MRiPz589nypQp3HjjjZSUlDBr1iz++te/EhMTw5QpU7jwwgvZtm2b+xypqakkJCQQFhbmca7GhSk//vhjNBoNc+fOJTExkWnTpnHrrbeydOlSAKxWKytWrOC+++5j0qRJDBo0iEWLFlFUVMSGDRu88rwIgiB0RxUVFRQWFgJNPTBtpQp0HV9cXEx5eXmHt62nET02bSTLMk673SvXVqhUbR5vPZnVq1dTUFDAihUrAPjTn/7k3udwOPj111/ZtWsX9957r3v7sWPH6Nev30nPuWfPHsaNG4dK1fQymjBhAm+//TZlZWXk5eVhMpmYMGGCe7+/vz9Dhgxh9+7dXHPNNWf1mARBEHqL5ORkAJT+GhTqM+tzUKgVKAM0OKqsJCcnc9FFF3VGE3sMEdi0gSzLHPvoO0z5JV65vk+fUAbe9Lt2BzcWi4UlS5Ywc+ZMwsLCPPbl5+czefJkHA4HF198Mbfccot7X2pqKqGhofzlL38hKyuLuLg47r77biZOnAhAYWEhAwYM8Dhf4/nz8/Pd3z4iIyNbHFNQUNCuxyIIgtAbHT16FDjzYahGqmAdjiorR48ePecDGzEUdQ5Yv349FouFGTNmtNjn7+/Pp59+yuLFizl27Bhz5swBXMNIWVlZ1NbW8uCDD/LOO+8wfPhwZs2axfbt2wEwm80t8mS0WtdYr8Viob6+HqDVYywWS4c/TkEQhJ7qyJEjAKiDzyxxuJE6ROdxnnOZ6LFpA0mSGHjT73rsUNS6deuYMmUKgYGBLfb5+voyZMgQhgwZgtPp5KGHHuLRRx8lKiqK3bt3o1Kp3IHJsGHDSE9PZ/ny5VxwwQXodDqsVqvH+RoDFoPB4M7FsVqt7v83HqPX69v9eARBEHqTurq6psJ8Ie17b1Q39PRkZmZiMpnw8fHpsPb1NKLHpo0kSUKpVnvldjZBTXl5Ofv37+f3v/+9x/Y9e/Zw6NAhj239+/cHXAlo4ApOTuxtGTBgAEVFRQBERES4j23U+HN4eLh7CKq1YyIiItr9mARBEHqTo0eP4nQ6URhUKA3t629Q6FUofFQ4nU73sNa5SgQ2vdy+ffuQJInx48d7bF+xYgXz58/32HbgwAFUKhXx8fGkpKQwevRo9uzZ43HM4cOH3QnF48aNY+/evTgcDvf+7du3k5CQQHBwMIMGDcLX15edO3e691dXV3P06FHGjh3b0Q9VEAShRzp8+DDQNJzUXuqG3p4Tv7Sea0Rg08ulpKQQExPTYujn9ttvJykpiVdffZXs7Gy++eYbFixYwN/+9jcCAwMZMGAA/fv3Z968eezZs4f09HTmz59PUlISs2fPBmDatGnU1tby1FNPkZaWxmeffca7777LP/7xD8CVWzN9+nQWLlzIxo0bSUlJ4aGHHiIiIoIrr7yyy58LQRCE7ujgwYMAqEPPboheHeoKjM71wEbk2PRypaWlGI3GFtvHjh3L22+/zSuvvMLy5csJCgri9ttvZ9asWQAoFAqWLFnCwoULefDBB6murmbIkCGsXLmSgQMHAhAcHMyyZct4/vnnmTp1KqGhocyZM4epU6e6r3P//fdjt9t5+umnMZvNjBs3juXLl4vifIIgCIDJZCI9PR0A1VkHNq77Z2RkUFtbi6+v71m3ryeS5OY19M8BjcsJbNy4scU+s9lMZmYmCQkJHsmuQtcSvwdBEM4VO3bs4Pnnn0fhqyZwSsxZn69yw3EcNTaefPJJLrjggg5oYfdxqs/v5rw+FGWz2Vi0aBGXXnopo0eP5i9/+Qv79u1z7z/dWkSCIAiC0FMlJSUBoA7rmJmijefZv39/h5yvJ/J6YPPWW2+xdu1annvuOdatW0ffvn2ZNWsWRUVF7rWI4uPjWbt2Lffddx+LFy9m7dq13m62IAiCIJy1xgBE08GBTWPAdC7yeo7Nxo0bufbaa7n44osBePzxx/nkk09ISkoiKyvLvRaRSqUiMTGR7Oxsli5d6l5kURAEQRB6osLCQvLz80E6+/yaRupQPUhQUFBAfn4+ffr06ZDz9iRe77ExGo1s3ryZ3NxcHA4HH330ERqNhsGDB590LaLMzEzKysq82GpBEARBODuN5TRUwbpTrg9lrQ6hMn0sZUcmUZk+Fmt1yEmPlVQKVA3Txk8s13Gu8Hpg89RTT6FSqbjiiisYPnw4ixYt4pVXXiE2NpbCwsIWhdyar0UkCIIgCD1VY+ChiTCc9BhrdQg1OSNw1PuDrMRR709NzvBTBjeN5xOBjZekp6fj7+/PG2+8wUcffcQNN9zAY489RkpKymnXIhIEQRCEnqi+vr6pfs0pAhtTYWwrWyXqS+JOeh91uOt8hw4doq6u7qza2RN5NccmLy+PRx99lFWrVrkr0Q4fPpy0tDRee+21065FJAiCIAg90b59+7DZbCh8VCj91C32y06Z0r1loPZB0contd1y8rWglH5qFL5q7LU29u3b585hPVd4tcfm4MGD2Gw2hg8f7rF95MiRZGVlnXYtIkEQBEHoiRqXmtFE+rRYD9BcYiZ1VRrHv87FVt16PqlKazrpuSVJQhPp+vK/Y8eODmpxz+HVwKZxkcRjx455bE9NTSUuLu60axEJgiAIQk9js9nYtWsXAJo+TaMPTruTgi2FJC85hinHhEKtQGVIA06soyujD80+5TU0fVw9Ort378Zms3Vk87s9rwY2I0aMYOzYsTz22GPs2LGDrKwsXnnlFbZv386dd9552rWIBEEQBKGnOXDgACaTCUmnRBXsmsFkyjWR8k4qBZsLkR0y/v38GHzPIMLGWvGNOgj1xeC0odRV4Rd7CI1/6SmvoQrSotApqaurO+eK9Xk1x0ahUPDmm2/yyiuv8MQTT1BVVcWAAQNYtWoVo0aNAjjtWkRC63bu3Mnf/va3VvdFR0ezceNGnnjiCT777DOPfeHh4fz8888AOJ1OXn/9dT755BOqq6sZM2YMzzzzDHFxTUlrycnJPP/88xw+fBij0ciMGTO444473Pvbcg5BEIRzyS+//AKAto8PTquT/E0FlOx0BSoqg5Loq6MJHGZ0D1Fp/Erg+G4AAq6LR1Kdvk9CkiQ0UT6Y06v55ZdfGD9+fCc9mu7H6wX6AgICeOaZZ3jmmWda3T9ixAg++uijLm5Vzzd69Gi2bt3qsS01NZU777zTvTr3sWPHmD17NtOnT3cfo1Qq3f9/8803WbNmDfPnzyc8PJwFCxYwa9YsvvrqKzQajbsy9OTJk5k3bx5JSUnMmzcPo9HoLqB4unMIgiCcSywWC9u3b3f93wGZb6ZgrXINFQWNCCT6qihUPh3z0ayJ9sWcXs2OnTswm83nzNp7Xp/uLXQOjUZDaGio+2Y0Gpk/fz5TpkzhxhtvxOFwkJaWxvDhwz2OCwoKAsBqtbJixQruu+8+Jk2axKBBg1i0aBFFRUVs2LABgI8//thdGToxMZFp06Zx6623snTp0jafQxAE4Vyye/duamtMlOabyfoyF2uVDU2Amn7T+xJ/Q1yHBTXQMBxlUGGuN7tzes4FIrBpI1mWsVtsXrl1xALsq1evpqCggCeeeAKArKwsLBYLiYmJrR6fkpKCyWRiwoQJ7m3+/v4MGTKE3btdXaKnqwzdlnMIgiCcK2RZZtXSD8k/ZsJUagUJwiaEMvjuQfj38+/w60mShDbGF4DNmzd3+Pm7K68PRfUEsiyzccFHlKUXeOX6IYl9uPzRP7eYEthWFouFJUuWMHPmTHfl5tTUVCRJ4t133+Xnn39GoVAwadIkHnzwQfz8/CgsLASaZq41CgsLo6DA9TwUFhYyYMCAFvvBVRm6LecQBEE4F+TnFvLvR/+PXduOAKAL1RJ3fRw+UZ1bk00b60v9sUr27dtHWVnZOTGjWPTYtJFE+4KK7mD9+vVYLBZmzJjh3vbbb7+hUCiIiopiyZIlPPbYY2zZsoW7774bp9NJfX09QKuVnxuLJJ6uMnRbziEIgtCbORwOPljxKVOvvJVd2/aDBEEJBgbPHtTpQQ2A0k+DKliH0+lk48aNnX697kD02LSBJElc/uifcVjtXrm+UqNqd28NwLp165gyZQqBgYHubffddx+33nor/v6u7s8BAwYQGhrKTTfdxKFDh9xJZlar1SPhzGKxoNe7VqE9XWXotpxDEASht0pNSWfuYws4nJQMgF+gHr9QBcYLw5GUXfdlWRvvh73MzIYNG/jTn/6EQtG7+zR696PrQJIkodKqvXI7m6CmvLyc/fv38/vf/77F42kMaho1DisVFha6h49aq/zcuDDp6SpDt+UcgiAIvY3FbOH1hcu5+ZpZHE5KxtfPh1vvupHAaBUaXxXaaN8ubY82ygdJraCwsPCcqGkjAptebt++fUiS1KKGwSOPPOJRbwZcC6YB9OvXj0GDBuHr6+su+w1QXV3N0aNH3et6na4ydFvOIQiC0Jvs3XWAG3//d9557T3sdgdXXDWRdRvfo85e6UrmjfNrUx2ajiSpFGhjXcHU119/3aXX9gYR2PRyKSkpxMTEtBj6ufbaa/n111956623yMnJYcuWLTz55JNce+21JCYmotFomD59OgsXLmTjxo2kpKTw0EMPERERwZVXXglw2srQbTmHIAhCb1BTXcuzT73MbTfeT1Z6DiGhQfx3ybMseuc5nLLdPRNU17fjZz+1ReN19+zZ0+snb4gcm16utLQUo9HYYvtll13G4sWLWbJkCUuWLMHPz48//OEPPPjgg+5j7r//fux2O08//TRms5lx48axfPlydzJwcHDwaStDn+4cgiAIPd3mH7by/NOLKC5yVQ+edsu1PPTEbPwD/AD48ssvcTqdqMP0KP28896n9NOgDtdjK6rniy++6NVLE0lyRxRJ6UGuuOIKgFazw81mM5mZmSQkJJwzFRq7I/F7EAShJygtLmP+M4vZ8M0WAOISovn3/H8y7oLR7mNqa2u57bbbMJvN+F0UgSb8zGdCyXYn5V9kARDUxiUVWmMtrqNmayFarZaVK1fi5+fXrvN4y6k+v5sTQ1GCIAiCcAZkWeazNV/zxyv+xoZvtqBUKrnjnr/yyXcrPIIagG+//Raz2YzSX4M6zLuzQdWhepQBGiwWC998841X29KZxFCUIAiCILRRTlYu8x5fyO7trtlFQ4YPZN5Lcxg4pF+LY81mM+vXrwdA3z/grGa4dgRJktD3D6B2Twnr16/nj3/8Y6/sFRc9NoIgCIJwGjabnRVvfci0Kbexe/t+dDot/3z6bj5Y92arQQ3ADz/8QFVVFQqDCk1M107xPhlNtC8KHxU1NTV899133m5OpxCBjSAIgiCcwtFDx/jrdf/glf97G4vFygUTx/LZhlX8bdZNHmvlNWexWFi7di0A+oFGJEX3qF4vKST0A4wAfPbZZ72yCrwYihIEQRCEVtTXm3nzvyt5f9nHOJ1OAoz+PPrve/jDDVeddljpu+++o7y8HIVeiTa2eyXpauP8qD9WSUVFBd9++y3XX3+9t5vUoUSPjSAIgiCcYMfWPUybchvvvrMGp9PJ1dddwbqN73HdtN+dNqipr6/nk08+AUA/KLBLl09oC0khoR9kBOCTTz5xr+vXW4geG0EQBEFoUFVZzcLn3mD9J678k4g+YTz93MNccsUFbT7Hl19+6cqt8VGhjetevTWNtLGuXpvq6mrWr1/PzTff7O0mdRjRYyMIgiCc82RZ5rsvN/HHK/7G+k++Q5Ikbpk5lc83vHtGQU1VVZU7t8YwOLDb5NacSFJIGIYEAa5cm6qqKi+3qOOIHhtBEAThnFaYX8zz/1rElh+3AZDYP565Lz7KyDHDzvhcH3/8MXV1dSgDNN1mJtTJaKJ9UP6mob6ynjVr1vSaasSix6aX2rlzJwMHDmz11li9sbi4mIcffpixY8dy/vnn88gjj1BeXu4+R15eXqv3bxw7BkhOTmb69OmMGjWKSy+9lOXLl3u0w+l08uqrrzJx4kRGjhzJ7bffTnZ2dtc8CYIgCKfgdDpZ897nTL1yJlt+3IZKreKuh27jo6+Xtiuoyc/Pdxe+MwwL8nrdmtORJAmfYcGAq5BgXl6el1vUMUSPTS81evRotm7d6rEtNTWVO++8k9mzZ2O1Wrn99tvR6/WsXLkSh8PBE088wWOPPcbSpUsBOHbsGFqtlh9//NHjD7SxDHdFRQW33XYbkydPZt68eSQlJTFv3jyMRiPTpk0D4M0332TNmjXMnz+f8PBwFixYwKxZs/jqq6/EelGCIHhNemoW8x5fQNLewwCMPG8oc1+cQ+KA+Hafc9WqVdjtdtRh+nYtneAN6jC9ew2plStX8vTTT3u7SWdNBDa9lEajITQ01P2zzWZj/vz5TJkyhRtvvJHPPvuMvLw8NmzYQEhICABPPvkk8+bNo7a2Fl9fX1JTU0lISCAsLKzVa3z88cdoNBrmzp2LSqUiMTGR7Oxsli5dyrRp07BaraxYsYJHH32USZMmAbBo0SImTpzIhg0buOaaazr/iRAEQWjGZrWx/K3VLH39A2xWGwYfPQ8+9g/+POOPKBTtH8Q4dOgQ27dvBwkMI4I7sMWdzzA8mKriXHbu3MnBgwcZMWKEt5t0VsRQ1Dli9erVFBQU8MQTTwDwyy+/MGHCBHdQAzBx4kR+/PFHfH1d48LHjh2jX7/WK2oC7Nmzh3HjxnkUqJowYQKZmZmUlZWRkpKCyWRiwoQJ7v3+/v4MGTKE3bt3d/RDFARBOKUDew/z52tm8eZ/V2Kz2rjkigtY9+N73Dxz6lkFNQ6Hw93TrY33R+Xfs3qjVf4atAn+ACxduhSHw+HlFp0d0WPTRrIsYzPbvHJttU59VmO1FouFJUuWMHPmTHfvS1ZWFmPHjuWNN95g3bp12O12Lr74Yh599FH8/V0v8NTUVEJDQ/nLX/5CVlYWcXFx3H333UycOBGAwsJCBgwY4HGtxvPn5+dTWFgIQGRkZItjCgoK2v14BEEQzoSpto7XFizlf+9+jizLBIUE8vjc+7nq2ss6JA/mhx9+IDMzE0mtwDAksANa3PUMgwOxHq8lKyuL7777rkf3qIvApg1kWebth5aQfdQ7Sa9xQ+P4x39nt/sPcP369VgsFmbMmOHeVltby7p167jgggt4+eWXqaqqYv78+dx99928//772Gw2srKy0Ov1zJkzB4PBwBdffMGsWbNYuXIlF1xwAWazuUWejFarBVzBVGPRp9aO6U1TCwVB6L5+3rid557+L4X5xQD88cbf8c+n7yHA6N8h56+pqeH9998HQD8kEIVW2SHn7WoKrRLDkEBMB8pYvXo1EydOdH/J7WlEYNNW3Tu5/ZTWrVvHlClTCAxs+iahVqsxGAy8/PLLqNVqAAICArjxxhs5dOgQI0aMYPfu3ahUKndgMmzYMNLT01m+fDkXXHABOp0Oq9Xqca3GdUcMBoN71Vir1eqxgqzFYkGv13fqYxYE4dxWVlrBS/Ne49svNgIQFRPJM//3TyZcPLZDr/PBBx9QU1OD0l+NLqFnBgKNtAn+mDNrqKmu4YMPPuDuu+/2dpPaRQQ2bSBJEv/47+weORRVXl7O/v37W9QniIiIwOl0uoMagP79+wOQm5vLiBEjMBhaZvUPGDDAPdsqIiKC4uJij/2NP4eHh2O3293bYmNjPY4ZNGhQux6PIAjCqciyzJeffc+C/7xBVWU1CoWCGX//M3c/fBt6ve70JzgD6enpfPvdtwD4jAzptsX42kpSSPiMCqb65wK+++47pkyZcso8y+5KJA+3kSRJaPQar9zOZgx43759SJLE+PHjPbaPHTuWlJQUzGaze1tqaioAcXFxpKSkMHr0aPbs2eNxv8OHD7tf6OPGjWPv3r0eiWbbt28nISGB4OBgBg0ahK+vLzt37nTvr66u5ujRo4wd27HfmgRBEHJzCpg94588/fB8qiqrGTSkHx9+sYRHnrqrw4Map9PJ22+/jeyU0UT7oA7tHb3Q6hA9mhhfZFlmyZIlOJ1ObzfpjInAppdLSUkhJiamxdDPzTffjFKp5JFHHiE1NZW9e/fy9NNPc/755zN06FAGDBhA//79mTdvHnv27CE9PZ358+eTlJTE7NmzAZg2bRq1tbU89dRTpKWl8dlnn/Huu++6e4c0Gg3Tp09n4cKFbNy4kZSUFB566CEiIiK48soru/y5EAShd7Lb7by39CNumHIr23/Zg1ar4cHH/8HqL95myPCBnXLNzZs3k5ycDEoJw7CeNb37dHyGBSGpJI4dO8amTZu83ZwzJoaiernS0lKMRmOL7UFBQaxevZr58+fz5z//GY1Gw+TJk93TwRUKBUuWLGHhwoU8+OCDVFdXM2TIEFauXMnAga43iuDgYJYtW8bzzz/P1KlTCQ0NZc6cOUydOtV9nfvvvx+73c7TTz+N2Wxm3LhxLF++XBTnEwShQxw7msbcx17iyMFjAIybMIp//9+jxCVEd9o1a2trWblyJeCaTaQ09K6PUoVehX5wIHWHylm1ahUTJkxwlwHpCSRZlmVvN6IrNS4nsHHjxhb7zGYzmZmZJCQkeCS7Cl1L/B4EQTgds9nC26++y6ola3A4HPj5+/LIU3cz9abfd/pSBm+//TZfffUVSj81AVdEd3pujWx3Uv5FFgBB18UjqTp/sEV2ylRtzMVRY+Oaa65x99R706k+v5sTQ1GCIAhCj7JnRxI3/u52lr+xGofDwZW/n8S6H9/jhpuv6fSgJjMzk6+/+RpwVRju6QnDJ+NKJHYVcP3m22/IyMjwcovaTgQ2giAIQo9QXVXDvMcXcPtND5CdmUtYeAivvPMcL7/1H0LDOz/PRZblpoThKJ8esx5Ue6lD9WiifJCdrkTinjLAIwIbQRAEodv78dufmTp5Jmv/9xUAN06/js9/fJfLr5rYZW3YsmULR44ccSUMD+9dCcMnYxgeDEqJ5ORkfvrpJ283p016V8aTIAiC0KsUF5Uy/1+vsPH7XwCI6xvD3BcfZcz4kV3aDrPZzKpVqwDQDzD2uoThk1EaVOgHGqk/WuFOJO7uBVZFj40gCILQ7TidTj798AumTp7Jxu9/QaVScud9f+PTb5d3eVAD8Omnn1JWVobCoEI/IKDLr+9N+v4BKAwqysvL+fTTT73dnNM6N0JOQRAEocfIyjjOf55YyJ4dSQAMGzWYuS8+yoBBiV5pT3FxMZ9//jkAhuFBSMpzq09AUiowDA+mdmcRn3/+OVOmTCE8PNzbzTqpc+u3IwiCIHRbNpudpa+/z59+dzt7diSh0+t49N/38v5nb3gtqAF4//33sVqtqEJ0aPr4eK0d3qTpY0AVqsNms7kX/eyuRGAjCIIgeN3hA8nc8oc7eW3BMqwWKxdOGs/nG1Yx444bUSq9t2J2WlqaO2nWZ3hwp08n764kScKnIWF6y5Yt/Pbbb15u0cmJwEYQBEHwmrq6ehY++wbTr7+b1OR0jIEBvLDoKd569yWiYiK93Tx3wrAmxhdVoNa7jfEylVGLJtZVgXjlypXddvq3CGwEQRAEr/h1yy5uuPJW3lv2MU6nk2uuv5J1G9/j2humdIuekQMHDnDgwAFQSBiGBnq7Od2CYUgQKCQOHTrkem66IRHY9FI7d+5k4MCBrd4ay1IfOnSI6dOnM3r0aCZNmsRLL72E1Wp1n8PpdPLqq68yceJERo4cye233052drbHdZKTk5k+fTqjRo3i0ksvZfny5R7723IOQRDOLZUVVTz50PPc9bdHyc8tJDIqnDdWvcj8xU8TFGz0dvMAVzG+xlwSXbwfSoPayy3qHpQGFboEP8CVe9Qde21EYNNLjR49mq1bt3rcVqxYgUqlYvbs2ZSXl/P3v/+dvn37sm7dOp599lk+//xzFi1a5D7Hm2++yZo1a3juuef46KOPkCSJWbNmuYOfiooKbrvtNuLj41m7di333XcfixcvZu3atW0+hyAI5w5Zlvl63Qb+eMXf+OqzH5Akib/e/ic+37CKiZdN8HbzPOzdu5djx46BUkI/0Ojt5nQr+oFGUEqkpqaye/dubzenBRHY9FIajYbQ0FD3zWg0Mn/+fKZMmcKNN97Ivn37qKysZM6cOcTFxXHJJZdw3XXXsXXrVgCsVisrVqzgvvvuY9KkSQwaNIhFixZRVFTEhg0bAPj444/RaDTMnTuXxMREpk2bxq233srSpUvbfA5BEM4NBXlF3Hvb4zzxwHNUlFXSb2AC73/+Jo89cx8Gn+63NMHHH38MgK6vPwq9qIzSnEKnQtfXH4BPPvmk2/XaiMCmjWRZpr7O7JVbR7xoVq9eTUFBAU888QQARqMRgP/97384HA5yc3PZsmULI0e6Cl+lpKRgMpmYMKHpW5S/vz9DhgxxR+h79uxh3LhxqFRNf/QTJkwgMzOTsrKyNp1DEITezeFw8OHKtVw/eSa/bN6BWqPm3kfu4KOvljJi9BBvN69VR44cITk5GRQS+n7nVjG+ttL3DwCFREpKCocPH/Z2czyIMLQNZFnmgelPcWT/Ma9cf9h5g3jl/efanUxnsVhYsmQJM2fOJCwsDICxY8dy5513snjxYhYtWoTD4WD8+PH861//AqCwsBCAyEjPWQlhYWEUFBS4jxkwYECL/QD5+fltOocgCL1XWmomc+e8xMH9RwEYPW44c//vURL6xXm5ZafWWF1XG+fbZb011uoQ6kricZh9UOpMGEKz0PiXItudVO/XQOx1oAmk4kg1PrG5aAPLTnm/zqbQqdDG+2HJqObTTz9l+PDhnX7NthI9Nm3UHTL022v9+vVYLBZmzJjh3lZdXU1WVhZ//etf+eSTT1i8eDE5OTnMnTsXgPr6esA1pNWcVqvFYrEArrVTWtsPrmCqLecQBKH3sVqsvPHfFfz593/n4P6j+PgaePr5h1n58avdPqjJz89n7969AOj7G7vkmtbqEGpyRuCo9wdZiaPen5qc4VirQ6g+oMGuvwR0YaBQIyuDqc0dgbU65JT36wr6/q7erH379pGXl9cl12wL0WPTBpIk8cr7z2Gu986HsU6vPavAat26dUyZMoXAwKbpigsXLqS6uprXXnsNgKFDhxIQEMCtt97KzJkz0el0gCtPpvH/4ApYGhdA0+l0LZKAGwMWg8HQpnMIgtC77N99iLmPvURmeg4Al155EU899xDhEaFeblnbfPPNN8iyjDpcj9K3a2ZC1ZXEt7JVoq44DoejTyu7XPto9XNBor4krkt6bZQ+atQRBmyFdXz99dfceeednX7NthCBTRtJkoTeoDv9gd1MeXk5+/fv5x//+IfH9r1793LZZZd5bGvMr8nMzCQqKgpwrZESGxvrPqa4uJhBgwYBEBERQXFxscc5Gn8ODw/Hbref9hyCIPQOtTUmFr/4Dh+9vw6A4NAgnpj3AFf+flKP6fG2WCz8+OOPAOgSuy63xmFufZkGh8kHTlIT0GHxAVp/Xu2Wrlv2QZfoj62wjh9//JG//e1vHl9ivUUMRfVy+/btQ5Ikxo8f77E9IiLCNZWxmdTUVADi4+MZNGgQvr6+7Ny5072/urqao0ePMnbsWADGjRvH3r17cTgc7mO2b99OQkICwcHBbTqHIAg9308//sr1k2e6g5qpN13D+o3vMeWaS3tMUAOwa9cuTCYTCr0KdXjX9SordbWtbpdM1Uimmtbvo6lFqTO1uk+lbX17Z1CH6VEYVNTX13u813uTCGx6uZSUFGJiYloM/dx222388ssvvPLKK+Tk5LB9+3Yef/xxJk2axODBg9FoNEyfPp2FCxeyceNGUlJSeOihh4iIiODKK68EYNq0adTW1vLUU0+RlpbGZ599xrvvvuvuHWrLOQRB6LnKSsp59J653H/HkxQXlhATF8XSDxcx76U5+Af4ebt5Z2zTpk0AaGN9Oz0gkx0y9uN2LF/Wo9iTAifOfpVl9GUZKMsPtLpPF5CBITQLOHHWrIw+tOuKoEqShLZhmYXG58/bxFBUL1daWuqe2t3cxRdfzNtvv80bb7zBu+++S2BgIFdeeSUPPPCA+5j7778fu93O008/jdlsZty4cSxfvtydDBwcHMyyZct4/vnnmTp1KqGhocyZM4epU6e2+RyCIPQ8siyz/pNvWfjcm1RX1aBUKpl5503MfvBWdLqeuZ5SVVUV+/btA3B/UHc02S7jOG7HfsSGI8eO7HRtV1CA6sgunLEDcPr4oVKY0MdmoexbRt33xyHfBkEjQRsIlgooT0LdV0bpo8Yv9hD1JXHYLT6otCb0odldkl/TnDbWj/qUSpKSkqiqqiIgwLtT5CW5u1XW6WSNywls3LixxT6z2UxmZiYJCQndYpzwXCV+D4LQfR3PzuM/T7zMzl9dM4cGDxvA3BcfZfCwAae5Z/e2adMmFi1ahDJAg/GK6A47r2yVsWfbcRyzYc+xg7NpnwSoFErUBhXKQSrk8xSgaeopcphsVH5/vNXzGq+KQenTfZZ5qNyYi6PKygMPPMDkyZM75Rqn+vxuTvTYCIIgCKdlt9t5f9knvLVoJWazBZ1Oy90P3870O/7kUaSzp9qxYwcAmsizr4Is1zuxZ9qxp9tw5Dg8RoskJNRKBWqNCkVfFfIYBfhLLQaUehpNpIH6Kis7duzotMCmrXr+q1EQBEHoVMmHU5n72AKSD7smGJx/0Rj+Pf8RYuKivNyyjuFwOEhKSgJAE9m+GUXOWif2DDuOdBuOfM9gRiFJrp4ZlRJllBJ5tBI5sucHM81p+vi4h6NsNhtqtfd6k0RgIwiCILSqvt7MkldW8d7Sj3E4HPgH+PHPp+/mjzde3aNmO51Oeno69fX1SGoFSmPb8/+cVU7s6Tbs6XacRQ6PfQpJQq1QolIqUYYokYcrkRPBqeg9z1tzygANkkaBxWIhPT3dqyU9RGAjCIIgtLDz133854mFHM92VZS96trLeOyZ+wgJC/Zyyzpe41pHqhDdKQM2WZZxljlxZLiGmZxlTo/9SkmBSqFArVSi9FciD1TgHC7hVPXOYKY5SZJQBeuwFdRx+PDhczew2blzJ3/7299a3RcdHc3GjRtJTk7m+eef5/DhwxiNRmbMmMEdd9zRxS0VBEE4N1RX1fDyc2/y+cffABAWEcpTzz3EZVde5OWWdZ6UlBQA1MEtJyvIsoyzyIE9w4493Y5c1TKYUSuVqBRKlHoFcoIC53kSDkPvD2ZOpA5xBTaNz6e3eDWwGT16NFu3bvXYlpqayp133sns2bOpqKjgtttuY/LkycybN4+kpCTmzZuH0Whk2rRpndauc2yiWLcjnn9B6HqyLLPhm5+Y/8yrlJWUA3DTjOt54LE78fXrukq23pCZmQmAyuiaqi47ZRz5DhzpNuwZdmST53uSSqFApWgIZtQSRClwjFHgCD73gpnmGp+/xufTa+3w5sU1Gg2hoU3rh9hsNubPn8+UKVO48cYbefvtt9FoNMydOxeVSkViYiLZ2dksXbq0UwKbxmSnuro6sZaRF9XV1QF4NflMEM4lhQXFvPCvV/hpw68AJCTGMvfFOYwe131WbO4sdXV1FBYWupJ9qxSYD9Vjz7SD+cRgRunKmVEokBQSUpgC5wgFjvhODmZ84iB4JGgCwVoBZQfA1HUF+M6EMsCVn1RcXIzJZMLHxzsBcbfKsVm9ejUFBQWsWLECgD179jBu3DiPqYQTJkzg7bffpqysjODgjh3rVSqVGI1G93pHBoOhVyXIdXeyLFNXV0dxcTFGoxGlUuntJglCr+Z0Ovlk9Re88n9vY6qtQ6VWccfdf2XWPdPRaHt/Ec36OjPffroBVYUfCrMGS0HTQseNNWZUjcGMJCEZJeTBCpxDJOiCJGCrKQyiRjdt0IVBn8mQ/yMeBXG6CYVGiUKnxGl2kJuby8CBA73Sjm4T2FgsFpYsWcLMmTMJCwsDoLCwkAEDPIs+Ne7Lz8/v8MAGXGsoAS0WdxS6jtFodP8eBEHoHJlp2cx9fAH7dx8CYPjoIcx98VH6D+zr5ZZ1rpqqWvb+nMSOzXs5sP0wNqsdZcNKk5IkoWrImVFKDcGMQULup8A5UgJd133RVdgl7KWJLXdIkqsKMfu7rC1nQuGjxml2UFxcLAKb9evXY7FYmDFjhnub2WxuUXpfq3W9AC0WC51BkiQiIyMJCwvDZrN1yjWEk1Or1aKnRhA6kc1qY+WS//H2a+9hs9rQG/Q8MGcWN/3t+l77t1dRUsmun/axc/NeDu9Jwelo6u1QKhUoceXMKCXJFcyoJYiVcIxRQEAXBTMy6GtUBJRo8C/V4FupZmOkb+srOmoDu6ZN7aAwqKAMSkpKvNaGbhPYrFu3jilTphAY2PQL0+l0WK1Wj+MaAxqD4eyrQ56KUqnstX/kgiCcmw7uP8rcx14i7ZgruXPiZRN4+vmHiYwK93LLOl5RXgk7N+1l5+a9pB5M95iUoNNpkG1OVAolioZgBgmkPgqcoxQ4+3RNMKOySviVaggodQUzaqvnZ47BWU+topU8FUtFl7SvPRR612MoKyvzWhu6RWBTXl7O/v373atCN4qIiGgxJNT4c3h47/tDFASh87W1J1ahUPSaLzd1pjpeW7icD1euRZZlAoMCeGzu/Vx93RW9Jo9QlmVyM/PZsdEVzGQdy/HY7+tnwGGxo5AllLICVEokSUJv1FJszYdRGgxDOrknxAk+VWp3IGOoUiHRbG0opZOaYBtVIVaqQyw4a21QNMo1/NT0QKE8qXPbeRYUatffTOMkEG/oFoHNvn37kCSJ8ePHe2wfN24ca9asweFwuN9gtm/fTkJCQqfk1wiC0Hs5HA7+/e9/c/DgwTYdr9frmTdvHoMHD+7klnWuXzbv4Lmn/ktBXhEAf5h2Ff98+m4Cg4zebVgHkGWZ9OQsV8/Mpr3kZxe690kKicCgAGx1VmS7E4VVRiEpQYKQiGAuumYCv/vrlfx30ctkb/sNH23nLLirrlfg39Ar41emQWX3HFuq87NRHWKlKsSKKdCG3Gy3Ri6mLv/HFit7Y8oBYjqlvWdLUrsegMlk8lobukVgk5KSQkxMTIsp1tOmTWPZsmU89dRT/P3vf+fgwYO8++67zJs3z0stFQShp/riiy/aHNQA1NfX8+qrr7J48eIWuX49QXlZJQv+8zpfr9sAQJ/oCP49/59ceMk4L7fs7DgcTo4d+M0dzJQWlbv3qdQqwiKCsdSasZgs2GssSLhyJ339fRhz6Sj+cPs1BIUZ3fcxm80Nd24tmeXMSQ7wrVDjX6oloFSDvtbzY9audlIdbKUq1Ep1sBW77jSzmxqndgc3BDfBo3DN2ep+s6IApIYqy/X19V5rQ7cIbEpLSzEajS22BwcHs2zZMp5//nmmTp1KaGgoc+bMYerUqV3fSEEQeqysrCw++OADAK7p58ew0FN/O7c6ZJbuLyc3N5d3332XWbNmdUUzO4Qsy3z9+QZe+s/rVFZUoVAomH77n7j7kdsxGHpmfS6bzc7h3cns3LSXXT/to7qixr1Pq9cSHRdJfVUdteXV1BZXA661mjRaNUPGDuK6O35P/KC4Vs/dmHvT7hE5GbR1So9eGYVTarZbxmS0Ux1ioSrESl2AHc7kWj5xEHVl088NU76tpiT0Pt0w16YbDG12i8Bm7ty5J903YsQIPvroo65rjCAIvUpdXR0vvfQSVquVfoEaxkboT5tXolfBH/r787+jlXzxxRcMHz6cCRMmdFGL2y/veAHPPvVftm3ZBcCAwYnMffFRho3secNp5noLSdsPsXPTXvb+fIA6U1MPgK+/D4mD4jGV11KaV0pJZlHDHgmFQkHC4Diu+stkxl42uvWTN9OeSucKu4RfuRr/Eg0BpVq09Z65WFatg+oQq+sWbMWhOfNrqGwSwcU+WENG0iJbRZKwVCWgD+uGgU0Dp9N7PUrdIrARBEHoDA6HgwULFnD8+HF8NQquHxDQ5mTZgcFazu9jYGd+HS+//DIvvfQSCQkJndzi9nE4HHy46jNeW7AMc70ZjVbD7AdmMvPOm1Gre87bvKmmjr2/JLFj016Sth3GammaFWsMDmDomIGYymrJTcsj80CGx30jYsK49I8TufxPk1Bp2v6Y3a+HU8UeDVOxG3tlfCrUKOSm15FTkqkNtFEdaqUqxILZ13FmvTIN1BYFQcU6gop1+FdoUMgS6eGtV+91WH3P/AJdwd0D5r2em57zihcEQTgDsiyzZMkS9uzZg0oBNw8x4qs5szyKKQm+FJvsZFaZmTdvHi+++GK3m5GZmpzO3Mde4vAB18KDY84fyTP/9yjxfbtncumJKsuq2L1lPzs37eXQrmQcDod7X1hUKKMvGEZ9VT3pB9I5tOWQx30DgvwZP3kMf7j9anz92/dB31gbTXZ4RjZKq4R/mcbVK1OmQW3x7JUxG+zuXpmaIBtOVfvWuNPWK93BjF+l2mOWlMlgRWWrwaENaHE/paa2XdfrbI3Po07XOcnYbSECG0EQeh1ZllmxYgXfffcdEjB1QADRfme+9phSIXHj4ABWHCintKyMf/3rX7zwwguEhIR0fKPPkMVs4Z3X3mflkg+x2x34+fvy0JOzueGma1AoOiYRtrOUFJSyc/M+dm7aS0rSbx7DQTGJUYy7ZDQOi43D24+y/csdHvfVGXSMvGAo1/39GiLjzr5CeWNiuGx34lOhwr9Ui3+pBp8WU7FlaoKs7mDG4uM42SlPTQa9SeUOZnxrPF+XNQFWysPMlIeaMWHGsrXYtYzCCVO+dQEZdEeNgY03E+5FYCMIQq/idDpZsmQJ3377LeDKlRl6mmThUzGoFfxteCArDlZQUFDAY489xnPPPUdkZGRHNfmM7dl5gHmPLyA74zgAV1w1kSeefZCwcO8HXCeTl1nAjs2umUwZyVke+/oNTWD8peeh12nZ8+M+Nq3Z7JGjoVIp6Tc8kWtn/o4h4wd1WJtqy2vQVysZoelPcJYRdYZnr0ydr53qUAvVIVZqT5iKfUZk8KlWE1SsI7hYh75O1WyXTHVgQzATZsbafJaUCdesqFamfKv7ykD3WyhYtrna782FpEVgIwhCr2GxWFi8eDG//PILEq4ZUOdFnP0brL9Wya3DA3nvUAXFxcU89thj/Otf/6J///5n3+gzUFNdyyv/9zafrP4CgNCwYJ74z4NMvvqSLm1HW8iyTGZKNjs372Xnpn3kZua79ykUEoNGD+D8y8YQ3ieUret/5fv3NmCzNhVPlCSJ6L59uOJPk7j4Dxd2SC+Uw2Yn/1guOUnpZB/IoCzHVfA1QhUMTrCrnE1JvyFWbKebin0qMvhVaghu6JnRmpuCJqckUxVsoSzMTEWoBbumDVO+W6zo3T2HGmWrqycrIKDl8FlXEYGNIAi9QkVFBc8//zzHjh1DIcH1A/wZEdZx3xqNOiW3jQzkg8OVFFVU8Pjjj/Pwww9z0UUXddg1TmXT97/wwr9eobioFIBpt1zLQ0/Mxj/Ar0uu3xYOh5PUg2kNwcxeSgqayuqrVEqGnz+E8y8bQ99Bcfy09he+W/U9phrPOT/B4UFc+LvzuXrGlegMZ5+nUVVYQfaBdLKT0sk7ko3N0qzytASaID3Jhb9RFWRBvsCv9bWZ2khyQkC5tmGYSYva1hTMOJROKkIslIeZqQyx4GhnTk5357S6gjQ/P++9LkVgIwhCj3fkyBFeeuklysvL0akkbhpsJMHY8WP8fholt40I5NOUKtIqrPzf//0f06ZNY8aMGZ22/EJJURnzn1nMj99uASAuIZp/z/8n4y44/VTmrmCz2TmyJ4Wdm/ey+6d9VJZVu/dpdRpGXzSC8y87j6FjBvHTZ7/w3bs/UF7sOU3Zx8/AeZeM5I9/v4ag8KCzao/VbCXvSDbZB9LJScqgqsjzWgajD7EjE4kb2ZeYEQns2rebrxZuRuXQEaA48w9jhUPCWOoKZgJLtR6Vhe0qJ+WhriGmqmALzt6xQscpOc12gFZr03UVEdgIgtBjORwOPvvsMz744AOcTiehBiU3DTYSYui8tzadSsEtQ438mFnL9rw61q5dS0pKCg8//DBhYWEddh1Zlvlszdf894W3qKmuRalUcuvsm/nH/TPR6bQddp32sNRbOLDjCDs272Xvz0kevS4GXz1jJ41mwmVjGH7+YHb9sJcNqzey6rkPPJKE1Ro1Q8YM4Nrbfk/isPZPo5dlmbLjJe7hpfyU4zjtTYm9CqWCyIExxI3qS+zIRELiwjymIjcmgjvr7W2+ptImEVjqGmIylmpRNivIZ9U43Pky1YHW9ufl9FDOetdz780EexHYCILQIxUXF7No0SIOHz4MwLBQLX/o749W2fmfJEpJ4qq+fkT7qVn/WzVHjhzh/vvv56677uKSSy456xoe2Zm5/OfxBezekQTA0BEDmfviHAYO6dcBrW8fU00d+7YeYOfmfez/9SAWc1ONmYAgf8Zfdh7nXzaGoWMHkbrvN75+73uWPrMSR/MgQ6EgbmAsV91yBWMvH93uvBlzbT3HD2WScyCD7KR0TBWeU5/9w4zEjexL7KhEoofGodGfPBBsXHfQWe9AluWT/u7UFgWBJVqCi3X4l2s96tiYdXbKw82UhZmpDbC1q4ZNbyDLsjtA9OZ6jiKwEQShR5Flme+++46VK1dSX1+PWiHx+0Q/RoXrurwo2NBQHZG+KtYeqyavxsTChQv59ddfueuuuwgMPPOVom02O+8t/Yglr6zCYrGi02m595938JfbpqFSdf3bdVVFNbt/2s/OzXs5tPMo9mZBSmhkMOdfPobzLxvDgBH9KM4tZv3Sr3nn6eWY6y0e5wmPCuWS6y7iypsuP6PieY2cTifF6QWuQOZAOkW/5Xv0/qg0KqKGxhE3MpG4UYkERAS2+bUQHByMJEnIThnZ4kDSNbVPU68kqNgVzPhVajymf9f52CgPcwUzdX5nuExCO1x11VVcf/31rFu3jh9++AGn2Y7Sp3vNipKtTnC4gkPRYyMIgtAGubm5vPXWW+7FLKP91Ewd6E+w3ntvZUF6FbePCOTn4yZ+OW5i+/btHDp0iDvuuIMrrriizR+wRw8dY+6cl0g5mgbABRPH8q8XHiE6tk9nNr+F0sIyV42ZzXtJ2Z+K09kUQETFRzLhClcwkzAoDlOViS9Xfss7/1pBVXm1x3n8A/0Yf8UYrr31d/gH+Z9xO0wVNeQczCQ7KZ3jBzMx13ouqhgUHdowvNSXPoNi2xUwAajVakJCQigpKcFhsmNwuAKZoCIdvjWeeVq1/lbKGoaZzO2tY9NO119/PdHR0Vx//fV8//33OOrsqL3XKdIqh8mVmB0cHCzq2AiCIJyKxWLh008/5dNPP8Vut6NWSFwe78P5fQwousGie0qFxGVxvgwK1rI+tZrC2loWL17Mjz/+yF133UVcXOsLMALU15t5878reX/ZxzidTgKM/jz673v4ww1XdVkPVH52oWu17M17STuS6bGv76A4V8/M5WOITuiD3Wpn46c/sWzuKgqPF3scq9VrGX7+EP54xzVEJZ5ZQOawOyg4ltuQ9JtOabbnuTUGLbHDE4gd6cqV8Qs582CpNbIsE2OMJKhKT5/DYfhYm4atZGRqjFbKwl0F86x6761/tG7dOnePjSRJKDsxj6y9nCbXMJS3q3N3v2dGEAShgSzLbNu2jRUrVlBc7Pqg6xeo4feJfgR5sZfmZCJ91cwaFcTO/Do2Z5vcuTfXXnstt9xyC76+nmX/d2zdw7zHF5J3vACAq6+7gjnP3EdwyJkPY50JWZbJSj3uDmaOp+e590mSxMCR/dzDTGF9XEMKezbvZ9Xzq8lKyfYonqdUKuk3rC9Xz5jCiAuHnlE7qoorG5J+08k9nI2tWd4OEoT1jXTlyoxMJKJ/FIoOyp+SnTJFv+WRufsYmbtT6VPiB1o/sDbUmAlyTcuuCLVg03ovmGnuhx9+4Pvvv3cNm8kyCl33e/07al09Nn36dG0v44m63zMjCIIAZGRksHz5cvewk79Gwe8S/RgcrPXqAnuno1RIXBjtw9BQHd+m15BSZuGLL75g8+bN/PWvf+Wqq66itsbEy8+/yfpPvgMgok8YTz/3MJdccUGntcvpdJJ6KL0hmNlHcV5JU5uVSoaNG8T5l49h3KTzCAxxFVfLPJrNq4s+4ejuFKwnFM/rEx/B5dMmcckfL2rzVHebxUbe0Wyyk9LJOZBBZUG5x359gA+xI/q6hphGJKD3b30ByPZw2B0UJOeQuSuVrL2p1FWamnYqJQrMJZT4mzCfr8Wh7n41ZhpzitqzGnlXEYGNIAhCK0pLS3n//ffZvHkzsiyjUsCFUT5cHOODRtl9A5oTBWiV3DzESHqFhe8yaiipqeGtt95i5TurKcisoqaqFkmSuGXmVO57dBY+voYOb4PdZufovmPs3LSXXT/tp6K00r1Po1Uz6oLhnH/5GMZMHIlvQxBRXlzJqhc+YN/PB6itNnmcLyjUyAVXn8/V06dg8D198UNZlinPLXUFMgczyE/OwWHznIodMSCauJF9iRuVSEhcOJKi437HdquN3IOZZO5OJWvvb1jrmpKaNQYtcef1I2HcAArMpXz10v+h1GkwqqM77Prnmh4f2FitVj799FO2bdtGSUkJL7zwArt27WLo0KGMGDGiI9soCMI5oKamhrVr1/Lll19itbqGJIaF6rgi3pdAXc+tbJYYqGX2eRq2pNfw+fYyaqtrAPD11/PY3Pv447RrOvR6FrOVgzuPsHPTXvb8nOQRnBh89Jw3cSQTLh/DqAuHo2uYBm0xW1m/7Gt+/WY7pYWevSgGXz2jJ47kj3f8npA+p5/pYjGZOX4ok+wDGeQcSKe2rMZjv19ogHsqdszQeDSGjq3JY62zkJOUTuauY+QcyMDerNKw3t9A/NgBJIwbQJ+hcShVrteV6rgrqHTU2E455Vs4OVmWcda4/m6jo70bHLYrsCkvL2fmzJlkZGTQt29f0tLSMJvNbNmyhf/7v/9j1apVjB7dPapiCoLQvZnNZr788kvWrl2LyeT6EI71VzOloU5MT+eUZX46XMWn20sx22QUEgSEafELVbFs1RIOJe9nxowZp0wwPp262nr2/XqQnZv2sv/Xgx7Trf2Nvoy79DzOv3wMw8cNRq1xPadOp5OtX23jx49/4nh6nuf0abWKQaMH8Ifbfkf/kaeunSM7ZYozC8hJck3FLvwtD7nZTCqlWkXU0FjiRiYSO7IvgX2COzxwqK+uI3vvb2TuTiX3cJZHgT7fEH8Sxg0gYdxAwgdEtVo7JzIyEqVSicPhwFnv6JaJud2dbHYg22UUCoVXF4iFdgY2L730EiaTiW+++YaoqCiGDRsGwOLFi7njjjt49dVXWblyZYc2VBCE3sVms/Htt9/yySefUFlZCUCYQcUV8b4MCNL0im/NeeUWVm0uJq3QDEC/CB23XhaGr4+KLTkm9hfWs3PnTnbt2sUll1zCX/7ylzZ341dX1LD75/3s3LSPgzuPYLc1Vc4NDg/k/MtcM5kGjRqAslnSbcreVL5a9S2pB9I86tIoFBKx/WOYcvPljL9y7CmL59VV1rqnYucczMR8wnpPgVEhDXkyfYkaEotK0/EBam1ZNVl7UsncnUpB8nGPwMwYGUTC+IEkjBtISEL4aV9LKpWKyMhIcnNzcdRYu19g4xMHwSNBEwjWCig7AHSPpOZGjhpXz1hERARqtXe/kLTrt7d582aefPJJ4uLicDia/jC0Wi233347jz/+eIc1UBCE3sVut7Nx40Y++ugjSkpcCaxGnZLLYn0YHqbrFtO3z5bN4eTrvRV8tbcchxN0aokbLwjh0mEB7sd3XX9/LogysDm7lqOlFrZs2cIvv/zCFVdcwc0339zq8gxlxRXsalhg8ui+Yx41ZiJjw5nQMC07cUiCx4d5YU4x65d9xcFth6mvM3ucM7RPCJf84UKuvOlyNLrWa4847A4KU/PcU7FLsoo89mv0WmKGx7unYvuHds7KzlUF5WTuTiVz9zGK0ws89oXEhzcEMwMIjDrz4nDR0dENgY0NvDtb2ZNPHERd2fSzLgz6TMZqSkLvU3Hy+3Uxe8MwVEyM91cdb1dgY7FYTrrAlVKpxGaztbpPEIRzl8PhYMuWLfzvf/+jsLAQAD+NgkmxPowO16PswKRRb0orrGflpmLyK1xv9CPjfZhxSSjBrQyrhRpU/HmwkYJaG5uyavmtwsqGDRvYvHkzV155JTfddBPWOju7Nu9j56a9pB5K97h//MBYzr9sDBMuH0N03z4ewYyp2sTXq75nx4bdVJZVedzPL8CXsZefxx9u/z3G4NbrwVQXV7or/R4/nIWt3uqxPzQhwr3+UkT/KHe+SkeSZZnynGIydqeStTuV8uNNM7mQIGJAdMMw0wD8Qo1nda2YmBh27NiBo8Z6+oO7kCJ4dMu+GUnCUpWAPqz7BDaNPTbezq+BdgY2w4cP58MPP2TSpEkt9n355ZfuoSlBEASHw8HWrVv53//+R16eq16Kj1rBxTEGxkYYUPegmU6nUm91snZHKZsOVSED/nolf50Yyrh+vqcdCon0VfPXYYHkVFvZlGkiu8zBDx//xMb3diDZPAOGgSP7uYaZLjuP8GjPXh273c7mtT/z0+dbKcgp9Nin1WkYOn4w193+e2IHtPxWbbfayDua456KXZFf5rFf52doSPrtS+zwBAxG3xbn6AiyU6YoLZ/M3cfI2p1KdXGle59CqaDPkDgSxg8gfkz/Dm1D4wdy4we0N6mtCkKL9YQV6PlJ1/pq5w5r5zz/7eXoJonD0M7A5oEHHuDWW2/lj3/8I5MmTUKSJL766itee+01tm7dyrJlyzq6nYIg9DCyLLN9+3ZWr15NTk4OAHqVxEXRPozvY+hRU7dP50CWiXe3FFNR68pzuXiQPzddFIJvG2dzybJMfjmk56ow5/qjabamo4wMOgfDzx/ErffMID4xtsX99/9ygG/f20BGShZOR/PieQr6Dkng6hlXMupiz9mqsixTkVfm7pXJO5qDo1mejqSQPKZih8ZHdOhU7OYcdgcFKcdd07J3p1JX2fQEKNUqYkYmkDBuIHGj+6H11XVKGxqHULwV2CgcEFymJ7zIQGC5zr3Ipr/KQoW65dR6paa2xTZvanzeeuxQ1NixY1m5ciUvv/wyy5YtQ5ZlVq1axZAhQ3j77beZMGFCR7dT6CGysrJYvXq1e7puI19fX+68804CAjpn7F3oPmRZZu/evbz//vtkZGQAoFNJXBhl4Pw+BrSqzl99u6tU19n5cGsJO39zfciE+quZeWkYQ2NOX5PG6ZQ5XgLHcmVS82Rqmi2FpFRAQgQEBTpIs5goqLOy97cdHH08iev++Eeuv/56yvMqWL/8a47sTsFqafp7k4DIuAgum3oJk2642GPxTEudmdzDWWQnuaZi15R6ru/kG+zvHl6KGRaP1qdzgggAu9VO7iFXjZnsfb9hqW3K/dHotcSOTiRh/ABiRvRFfZLcn47U2NMgWxw4rQ4Umi4oMSCDsVJLWJGB0BI9KkfT30aNr5WCwBpq0nMh8jJo3usny+gCMjq/fW3ktDmRza582x7bY7Nt2zZGjRrFmjVrMJvNVFVV4evri49Px1WJFHqm//3vf+zYsaPVfVFRUfzlL3/p4hYJXenw4cO89957JCcnA6BRSlwQZWBClAF9LwpoZFnm12M1rNlagsniRJLgd6MC+eO4ILTqkz9Ou0Mmq8gVzPyWJ9M8bUWjgsQ+EgOjJRIjQKOWACWXy2p+q7CyKauW4hor367YwKYlv4LTs/fEGBzABVeN55qZV2HwcwVWslOmOKPAVVMmKZ2C1NwTpmIriRocR+yovsSN7EtgVEinzkaz1lvIScogc/cxjidleCyhoPPTu2vMRA2NQ6nu2plJer2ekJAQSktLcdTYUAR3XmDjU6sirMiH8CI9WmvT4zRr7RSF11EcXkedjx2HyYb9wHHId0DQSNAGgqUCypNQ95WB7lEOoXEYKigoqFvEAe165cyZM4fHHnuMP/zhD+h0OnS6zovqhZ7DarWyf/9+ALRhI5FUrteFo74cW8Vv7Ny5UwQ2vVRmZiarVq1i3759AKgUEuP76Lko2gefU3zQ90TFVTbe/amIo7muLpbYEC23XRZGfFjr74NWm0x6oSuYSc+XsTaN9qDXQP8oVzATHw6qVobnHA6J6hIDPqV+BHvOqkZSQOyQaO588jYi4121Q+qrTRz75bBrBtOBDOqrPe9k7BPcsP5SX6KGxKHWdu6Ho7mmnqy9v5G5+xh5h7M8Kg/7BPm5kn/HDyRiQHSHrQXVXtHR0e7ARh3csZ9rGouCsCID4UUGfE1NPVA2lZOSUFcwUxVgdXW5nciU7bp58P6QT6PulDgM7QxsNBoNWm3HVosUer49e/ZQX1+PpNKjDhrk/uan9InEVpFGRkYGeXl5REVFebmlQkc5cfkDhQTnheu5JNYHf23PrRbcGodTZsOBSj7fVYbVLqNWSvxxfBBXjQxsEZDUW2R+y5dJzZXJKIRmaS/46mFgQzATE+qqH3MipxN+y1VwIF1FaRU0Xx1IqQB/PwfFqgoqqaek4DgLny/mwsHjsZXUU5JZ6HEHtU5D9LB49xBTQJixY5+YVpjKa8h015jJ8eglCogIdNeYCe0b0a3qFUVFRZGUlISjtmNmRintEiElrrwZY6UWqSFqcUoyZcFmisNNlAWZkXv4n4qzIbDpLu/t7Qps/vGPf/Dvf/+blJQU+vfvT0hIy5oB48aNO+vGCT3Lpk2bAFAHxHm8WSlUOpQ+EThMBWzevJnp06d7q4lCBzGbzXz22WesXbvWnU81NETL5fG+BHfDVbfPVk6JhZWbi8gqcVX0HRSlZ+alYUQYm75519a7cmWO5cpkF0PztQqNvjAoWmJAtESfIE76YZ5fKrEnVUV+qeQRDElASACMSLQzINqJza6krLIPWcUa7GYfVNUq8ndmuo8PiQ8nbmQicaP6EjEgulOmYp+oqqiCrN2pZOw6RnFavse+4LgwEsYNJGH8gE4f7jobHTEzSnJCYIWO8CIDwaU6lM6mXqiqAAtF4XWUhNZh74YLbbZXYyDYo3tsnnnmGQDefPNNwPOPtHGdjcYxduHcUFJSwu7duwFQBSS02K82JuAwFbBhwwZuvvlmj4RGoeeQZZlff/2V5cuXU1paCjQsf5DgR7R/9xjv70hWu5P1u8v5bn8FThkMWgU3XRjCxMH+SJJERa2rV+ZYrkye5+xowgJgQLSrZyY04OTBTFUt7D6mIqtQgeWEz1N/AwyOdTC8r5N6s46KKl8OJOupNzcFVCoJZMlOkb2SEnslFXI1l8dP5g/XjcPXt/OmBMuyTEVuKZm7j5G5O5Wy7GKP/eH9o0gYP4CEsQPxDzd2Wjs6UmPVZ2ftGQY2MvjVqAkrMhBWbEDTbIp+nd5GUUQdxWF1mPWOU5yk52pc/LJH99i89957Hd0OoYf75ptvcDqdKA2hKLUtZz6p/KKQlDrKy8vZunUrl156adc3UjgrhYWFLFmyhL179wIQoFUwJcGPISHabvsN/Gyk5NWxanMxRVWuN+2xib785eIQ7A4Vvx6VSc11UlTpeZ8+wTAwWmJAlESQ38mfE6sV9v6mJPW4klrPQsDoNdC3j5Nh8RI2q56KKj37D+twys3zT2T8fCwYA+ox+tfha7BSaXGwIbOGglIr33zzDb/++iuzZs3ikksu6bDfj+yUKckocFf/rSpsKhAnKST6DI4lYfxA4sf2xyfQr0Ou2ZUaP5gdprYthqmrVxJeZCCsyIChvimwt6odFIfVURReR62frfW8mV5ClmUcDWUOenRgM378+I5uh9CD1dbW8s033wCgDhrY6jGSpEQd1B9rySE+/fRTLrnkklOuRSN0H06nk6+++op3330Xq9WKUoKLY3y4ONqn1xTXa67O4uCjbaX8fNQ1Fdroo+Sa0aGoJB8+/lmmvKZpjEiSIDa0KZjxM5z8+XA64UiWgsOZKso9F7xGpYToEJmBUSok2UBltZ7UdM8eMI3ajtG/HmNAHUY/MyqVZz3aQJ2SPw82kllp5eu0akqrqli4cCGbN2/mvvvuIzg4uF3Ph9PhpCDluHtdJlOzxivVSqKHJ5AwbgBx5/VH59ey3kpPEhISgkqlwm6346yzo/Rp2QupsrmK54UXGQiobso1dSiclIaYKQ6vozzQDOfI25uz3gFOGZVKRWhoqLebA7QzsAHXLIjXXnuNnTt3Ul1dTWBgIGPHjuWee+4hMTGxI9sodHPr1q2jrq4OhTYAle/JI3ZNYH+sZclkZ2fz66+/MnHixC5spdAepaWlvPLKKxw4cACAuAA1f+jnT0h3WySwg+xJr+WDn4upqnMNGfQL98dXHcTuFAWNGbmNNWYGRkn0i5IwaE8d3GUXSexLVVNYDs1yaJEkCPWXiA9To1f5UlOro7hEarZfxt/XjNG/DmNAPQadjbZ0vCQYNcw+L5hfc038nGNi79693Hfffdx1111t/ptz2OzkHs5y1ZjZ8xvm2qYiO2qdhthRDTVmRvZFo+89E0mUSiWRkZEcP34cR63NHdhIzYrnBTUrnicjUxHoypspC6nHoeo9eTNt1ThsFx4ejlLZPbKg2/XulJaW5s6TuOyyywgJCaGkpITNmzfz008/8cknn4jg5hxRVlbGunXrANCEDDtl162k1KAJGoS19DDvv/8+EyZM8PoqsMLJJSUl8dJLL1FTU4NaIXFlgi/jIvW9Ytgp2RzBL6Z+lNj9CFXVcJ7qGNt+PcD+TBMA/jEDMQ6agM03gEpTDdrcVAZpCxkQDYmRElr1qZ+D0iqJPSkqcoolbCekVfjrJfoEavFV++FwarCZoTGjQ6e1uQOZAF8zSmX7PihVColJsb4MCdHx2bEqCmpqeOmllzhy5Ah33HFHq393NrOV4wcyXMHM/jSPtaG0vjrix/QnYdxAoobFo9L0zsAWcAc2zlo7AVoN4UUGQosNLYrnFYe78mas2i5YZbsbr+7dmF8TGRnp5ZY0aderc+HChURHR/P+++/j59c0jlpTU8PMmTNZtGgRr7/+eoc1Uui+VqxYgcViQaEPRuV3+ox4TfBAbBVpFBQUsG7dOm688cYuaKVwptatW8fKFStwyjKRviqmDQzoNb00yeYIPqpqmrWZbw8kz3Y+JZYiIJ2w+BHox05275f9AzEPGc/AgD0M1hW2ckaXOjPsOaYiPV9BncVzn06tIMRXS6AhAJXC9a3W4QSFwkmAXz1G/3oCA+rRae2tnLn9Qg0q7hgZxJYcE78cN/H111+TkZHBU089RUBAAObaenL2pZG5O5XjBzM9llQwBPqSMHYACeMHEDko1us1ZrpKpH8YQ/XxxOZFoD/elKRt1topDq+jKKyOOt+O/T2dUjdf3dthcgU2jYnX3UG73ql2797N888/7xHUAPj5+XHnnXe6Z00Jvdu+ffv4+eefAQld+Jg2fZOXFGq04aMw5+9gzZo1XHzxxd0q0j/XybLMypUr+fzzzwEYHa7j9/38UffglbctNif55RYyimykF1rJSzgf6YQFrSVJInDQBOIdFqQRYzC1OIvEVlO/FoGN3Q4HM5QczVZSdcKdVAqJAL2OMD8/dM16SAx6izuQ8fMx09mpZiqFxBXxvkT7qfnsWBUZKWm89NBzjI0bTmlaocfaUv5hxoYaMwMIS+zTaWtDdTd1lbVk7EgmfdtRlNnVDNTHghPsSiclofUURZhOXjyvk0hOCKk1YAsb1fL12I1W93Y2BDYRERFebkmTdgU2KpUKjab1tTs0Gk2LdYKE3qe2tpZXX30VAHVgf5T61legbY3KPw5lZQbWumIWLVrE/Pnzu83Y7Llu2bJlfPHFFwBcmeDLhVGGHjP0VFPvoKDCSl65hewSKzmlNoqrrJgsnt+uY4YGtvr5pA8M5tFpOl4obn02T7HDtd3phLR8BQfSVJRUedarUUgSPhoN4f5++OlcuScqpYMA/1oC/V09MxpN10/5tVhUBDiMXBuUgLlej2SWKD7mqjUTFBPqrv4bFBPaY37fZ8tmtpK99zfStx2l4Eg2cuMvUiGRby4hV1mOeaKhS4vnKZwSIVV6IsoNhFUY0DiUfGhofYmC7rK6t8Pk+vvq8YHN8OHDWb16NZdddlmLGjYffPABw4YN67AGCt2PLMu89dZblJWVIal90YaNOP2dmpEkCV3keEyZ35GcnMzatWv585//3EmtFdpq/fr17qDmuv7+nBfR/Wa4yLJMea2d/AorBRVW8sut5JZZya+wUm89ec6BUlKgUWkI0KtRm6tw+LYsKhqmrkGSJEJVNeTbA1vsD5Rr+Gq7mrwSCfsJlzKo1YT6+mI06FAoJHx9LAT6V2D0r8fXx9KmpN+OJMtgtqipqPSlssqHuvqm5QEkCWrkGnKtZagi9PznmfsxGE6/aGdv4HQ4yT+STfq2I+TsTcNubapXE9qvD/0uHII2xp/7H3kQlBJBinh3teDOorJLhFYZiCg3EFppQNWsoJ9FaUdnN2FStwy2u8Pq3rIs954emwceeIBbbrmFa6+9lquvvprQ0FBKSkr49ttvyc7OZuXKlR3dTqEb+fbbb91DUPo+E5AUZ/4yUmh80YWfh7lgFx98sJrBgwczfPjwjm+s0Ca//fYbK1asAFw9Nd4OauwOmZJqmyuAKXcFLo3BjNV+8oRalUKFRqlGq9IQ7KsmJlhDYqSGhHAVYUbXWkzJ5kw+qgrGY1xBlrlQ/xsAE33S+KhqbIv95mOZZFc0bdOqVAQZ9IT6+aLTOl3DS/6lBPjXo1Z1fWKnLENdvZaKSh8qq3wxW5r3qsv4+dYTGGDCGFCLyWllT1I5phwnK1as4N577+3y9nYVWZYpyyoifdtRMnYkY262dpZ/eCCJFw6h7wWD8Q93BbM2mw1JkpAdMrLFiaTr+C4btU1BeIWBiAofgqv0KOWm11W9xk5hkInCwDpKFTWYfs2CPpO75erestWJ3PD3GB4e7uXWNGl3j82yZct4+eWXeeONN9yFjIYNG8bSpUvFcgq92NGjR1m6dCngWuhSaWj5zbetVAEJqOqKsVdl8eKLL/Lf//6XsLCwjmqq0EYOh4NXX30Vp9PJ0BAtF0Z13bd3i81JQWVT8FJQYaWgwkZRldVjSYETaZTqhpsGrUpNeICG+DANMaEKIgIldxDTmsG6Qm5iD1tN/Si2+2GrL4fyJAaEmgGJRFUho6v3cUSZiFXni6quFkNeBtqKElQKBUa9nogAH4KN9obhpXwM+rZNxe5osgy1Jp27Z8Zqa8rlkSQZf786AgNqCQgweQRbGpT8aVAA7x6q4Pvvv2fSpEm97otFTUkVGduPkr7tKFUF5e7tWj89fc8fROKFQwlpZa0qtVpNcHCwazFMkw1FBwU2OouS8AoD4RU+BFfrPHqCanVWCoPqKAo0UeXTLJfHhGvxy/wfu+Xq3o2Jw0FBQSdNT/GGdk9zmDBhAh9++CF2u53q6mp8fHyw2+0YjcYObJ7QnRQVFfHCCy9gt9tR+UWftBhfW0mShC5iLHXmSqqqKnn22Wd56aWX0Ou73xBIb7Zr1y6ysrLQqSR+38+/U3Isas0O8ssbho8qmv4tqzn57BIJyRW8qDQeQUyfIDV9ghREBEJEkERYAKhVrbf5xGndE33SGKwrZLCukER1Ae9l+JOrGQKRl/Fybg2BBTk4CouAUnSBCpzRfbEb/LDE9CM22Jfz/Esx+tcR4FfZ7qnYZ8vphJpaAxVVPlRW+WC3N72NKxROAvxNBAaYCPA3nbKNCUYNYyL07C2s5+OPP+4VgY3FZCZr1zHStx2lKDXXvV2pVhF7Xj8SLxxC1LB4FKdZOys8PJzS0lKcdXZoX11DAAxmFRHlPoSXGwg0ea4WXmWwuIOZWv1pqhN309W9nQ35Nd2ptwbaGdhYrVb+85//cOTIET7//HP0ej3btm3jzjvv5JZbbuHxxx8XyaC9TFVVFc888wxVVVUotIHo+kzokA9ASaFCHzORuswNZGVlMX/+fP71r3+J+jZd6PvvvwdgbKQeH3X7p+g05r80D14KKlzDSTX1J0+YVSoUaBQNwYvKFcBolGrUShVhARIRQVKbgpgTtTat+6OqsdyEa9r2qrQA8o2T3PstuiAK4wPxtyQhAdWDRjft8/HnsI8fQwOqCNLV09UcDonqGgMVVb5UVRlwOJveX5VKB0Z/E4HGWvz96lEo2h5wTYzxYX9RPUlJSRQWFnarPIm2ctjs5B7IIH37UY4nZeC0N7zWJIgcHEvihUOJG9v/jAoJRkREcOTIEXePRJvJ4FevbghmfPCv1zTbJVPha6GoYZipXteFU8Y7ibOu+9WwgXYGNq+++irffPMNDzzwgHvb0KFDeeyxx1i8eDHBwcHMnj27wxopeFd9fT3PPvsseXl5SCoD+piJ7cqrORmF2scV3GRvYv/+/SxevJiHH35YLLnQBRwOB0ePHgVgWIjuNEc33MfZkP9S7tn7UlhhxWw7+YeqTq1ErdCglBqCl4YgRqVQNlThpd1BTGt+MfVrZavE+oL+bDlUTunQUa3slpATEtHp5MZCwx73bW3Kd2ex2xVUVbuCmepqg8daUWqVHWOAK5jx9a2nvbOyjTolUX5qjlfbOHz4cI8JbGSnTNFveaRvO0LWrmNYmxUOCowJdeXNTBiMT1D71qtqfB4aeyRO3Rgw1mpdOTPlPvhYmr6UOZEp8zdTFGSiKLAOixdmxHWm7jgjCtoZ2Hz99dc89thj3HTTTe5tAQEBzJgxA4VCwapVq0Rg00uYzWaeffZZjh07hqTUoI+dhELd8TkYSn0w+uiLqT/+M1u2bEGr1XLPPfeI4KaTVVZWUl9fjwSE+Xi+HVjtTgobelya98IUVdqwO1sPYCQJ/HVqV90WWYMkNwUxCknhPqajg5jmTGYoqZQowq/V7n2z1heHE+z61qfRmrUGzCeJzxqnfHcWm01JZZUPFVU+1NQYkJs9AI3GRmBALYFGEz4Gc4fl9ET4qDhebSM/P79jTtiJKvPLXEnA25OpLa1ybzcYfel74WASLxhCUOzZ5+k1flCfrMdGkiGoWkd4hQ8R5QZ0tqa/HYfkpMRYT1FgHcWBddi8kEjeVRqfn14xFFVRUUF0dOtVZhMSEigqKjqrRgndg9ls5vnnn+fQoUOgUKGPmdTqyt0dReUbiS7qAsx52/nhhx9QKpXMnj1bBDedyGaz4bDLyDYHW5Ormw0hWSmttrfstGigVkoE+Wrw0ahRKtTYbWqcTtcQUvMhSkmCEH+IbAxiGhJ7OzqIKa6UKKlUUFIpYTK7zi0NN4Fvy9erpt5ERICeSmstNr2xxf4gZTVKSWp1yneYsqbFtrNlsaqorPShosqXWpOO5tGYTmchMMBEYEAter21UxKUVQ3dPTbbGQ67dJH6KhMZO1PI2HaU0sym3jK1TkPc2AEkXjSEiEExHfo+0dRj0/ScKJwSwVU6Iip8CK8woLE3DQfaFE5KAusoDDRRYqzH4aX8q67W2KPVK4aiEhMT+f7777nooota7NuwYQNxcXFn3TDBu+rq6tx5VO6gRn8WWXRtpPaPBdmBOX8n3377LTabjXvvvVfkbJ0lWZYpLiolMy2bjN+yyUjLJjMtm/S0bMpLXR/WK3+ra3E/H62C8AAN/noNaqUa2ammzqzGZlO5AhgZcIBaAZLSFcREBEpEBnVeEOMKZDyDmBNJSPjkZVI1YGSLabLXhqUTE1XOoaO7W51GO06bio9a2XLKNzITfX7rkMdSb1ZTWeVLRaVnjRkAg8Hs6pkJMKHTdX6wUWVxDY8EBbW9yGZns1ms5OxLI33bUfIPZyE39BBKSgXRwxPoe+EQYkclotJ2Ti5eY2CjMEN4iZ7IKl9CKwyom9WYsaocFAXWURhkosy/Huc59v1Ldsqu5Gp6yVDU7bffziOPPEJlZSWTJ08mODiY8vJyfvzxR3744Qfmz5/f0e0UulB1dTX/+c9/OHbsGCjU6GMuQWXouuXo1QEJgIQ5fyc//vgjZrOZhx9+WCQUt4HdbifveKE7cMlouGWl51Bb03KhgEZKtUR0kIb4YB16tQYJNRarmvJqBXUWiboT7qpQNAUxEUEQ6c0gRgIJBQpJQiFJrqBGq8FHtmItSacgJJxqhZ4wVQ0TfX5jkK6ICjMnnUabOKSOQJ2yaUq4w48wZdN926OxxkxllQ8VlS1rzPj6mAk01mIMMKHVdF1SqVOWyalyBU8JCQlddt1W2+J0UnAkm/RtR8ne+xt2S7PieYmR9L1gCH3PH4TOv3PLEVhMZiqO5nFF6GjC1QEoM5q+VNWr7e7k3wp/M3In9KD1FI29WTqdrtvNhm5XYHPNNddQU1PD66+/zg8//ODeHhgYyL/+9S+uv/76jmqf0MVKSkp45plnOH78uCunJubSM1ouoaOoA+JBUmLO387WrVupra3lySefFFPBG5jNFrIzjrsDl8YgJjszF5u19W/5SqWS6Lg+9O0XR99+cYSFhaCSlOzaupu0o5loHCoKilt+7WwcTmoMYiICJcKNHRfE1JlpGEo6XRAjo1VLyLKE06lwBzGSJKFWKvDRavDVavDRqggJNBMaXEOgfxEKRfLJL97qNFpXbabGaeHt1VhjxpUz44vV6lljxs+3jkCjCaO/CbXaO0ml6RVWam1O/Pz8GDp0aJdfX5ZlynOK3cXz6iubImi/0ABXEvCFQwmIaDks2JHqq0zkJaWRtz+d4tTjyE6ZPhrX+16tykJRaD2FQSfUmDnHNV/Vu7stw9HuqS0333wzN910E5mZmVRWVuJ0Ounfvz8BAZ2XgyF0rqysLObNm0dpaSmSSo8+9tJOzak5HbV/DJJCRX3eryQlJfHkk0/y73//m8DAzn2T606qq2qa9bzkuP+fd7ygaW2bE+h0WuL7xpDQEMAk9IsjODgQq8lGTlou6UezOLTxKJVlTcmXSjQ4AAmZkACpWwQx/gbQqsFmV1BnViChQJJdZc1USjBo1K6eGa0GjVJJgJ+Z0KAaggNNqLyUsOmUoaZWT2VDwTxb8xozkhN//8aCeXWolN5NKpVlmS05rkDisssu69Ie0dqyajK2uxadrMwrdW/X+uhIOH8QiRcNITSxT6d+YNaWVJGXlEbu/jTKMgs8ZsEZo0PIrC1k67E9WAdq0ccaO60dPVVjYNOdVvVudEaBzcGDB3nzzTf53e9+x/XXX48kSfz6668sXLgQq9WKVqvlvvvu44477uis9gqdJCkpifnz51NXV4dC498w+6n1WSNdSeUbiSH2MuqP/0xaWhr//Oc/mTt3LjEx3i9O1VFkWaakuIyM3zyHjzLTsiktKT/p/fwD/NyBS99mQYxOqyHr2HHSk7PISM5i99f7PYKYRgqFRHRCH/oOjierIIPU7GT6BErcPjoQRQd8oDQPYkoqFRSfIogJ9IMgPxmVAixWBeXVaqxWBY3r6SokMGglDGoteo0Wg0aNQpLQ66yEBlUTEmRCp/VOXRCnU6KqxkBlpQ+V1T44HM1qzCgcBAS4Cub5+9ehPIMaM53tYImZ3BobGo2GadOmdfr1LCYz2XtSSd92lMKU4+7tSrWSmFENxfNGJKA8TfG89pJlmeqCcnL3p5GXlEbl8RKP/cF9I4ka1Y/o0Yn4hhr54IMPqDxiQms6x5Jn2qgxsImKivJyS1pqc2CTnJzM9OnTCQoK4oYbbgBcgc4LL7xAv379eOCBB8jIyGDRokXExcUxefLkTmu00LG+//573nrrLRwOB0pDKProiUjK7lMeW6kPxhA/mbqcLRQXF/PPfz7KE088zqhRo7zdtDPicDjIO15wwvBRDlnpOdRUn3xBu7CIUPr2i20RxASFBFJZWkV6chbpyVls/WIH7yV/REVpZYtzNA9iXLc44gfEomsoWlZSUsI999xDnqmeHXl1XBh9ZkFtnaVhdlJFw+ykKona+pMHMaEBTkICZFRKMNWrKChTklfs+YGmVsoE+inQKnVolXrUDQnkapWdkKBqQoNr8emkmUKn43BIVFb7UFnpS1WNAWezzFFVY42ZABN+vnV0x0l91RYH36a7ksZvvvnmTkscdtgd5B7MIGPbUY4npeOwNQ25RQyKIfHCIcSNHYDWp201lM6ULMtUZBc1BDPp1BRVuPdJConQ/tFEje5H1MhEDIGeq2U3fnly1HTP2WLe1vi8dMcvmW0ObN555x0GDx7MqlWr3HkO77//PgALFixg0KBBAJSWlvL++++LwKYHcDgcvPvuu3z++ecAqPzj0EWOR1J0vxlICo0fhvgrMef+Ql1dKc888wx33XUXv/vd77zdtBYsZgvZmbmt5r9YLdZW76NQKIiJ6+MxfNS3XxwJibH4+rmCjIqSSlcvzKEsfvxoCxnJ2ScNYqIS+tB3UByJQxJaBDGtCQ0N5fbbb+eNN97gx6xaYvzVxPi3Htw2BjGuQOY0QYwvhBqdhBllQo0yOg0UVSjJLVZzKE2JzeF5v2B/B0ZfJWpJDw4f91CEQuEk2FhLSFAtRv96rwQzNruCyirXApPVNQbkZpmjGrUNo9E1LdvXp+NqzHQGh1Pmk5QqzHaZxMREpk6d2qHnl2WZ4rR8MrYdJXNnChaT2b3P2CeYxIuG0veCwfgG+3fodRs5nU5K0/LJawhm6iqapugrVErCB8cSPboffUb0Ret78py9xpImjhqrez1EoYmjxvVe1qN7bHbv3s3jjz/ukby5detWYmJi3EENwMUXX+z+oBS6r7q6OhYsWMCePXsA0IQMQxMytFv/8SpUWvSxl2Eu2IW9Ops33niDnJwc7rjjDq9MB6+prm0x+ygzLYe84wU4na3nT2i1GuITY0lo6IFpDGLi4qPRaJsCicYg5pv/bSAjOZv0o1mnDWL6Do4ncUj8aYOYk7nqqqs4cOAAW7du5aOjVcwaHYQaZYvZSacLYkKNMmFGmZAAGYUCCsqU5Bar2HZIRdUJ3fo6jZM+IU6MPkoUsoE6k48rYJABScboX0doUC1BxjqvrM1ktarcazLV1OrxqDGjtWI0uqZlG/SWbh3MNJJlmW/TazhebcNgMDBnzhxUqo6pIl5VWEHGtiOkbztKTUnT0Kfe6EPfCYNJvNBVPK8z3mMcNjvFx46Tuz+d/IPpWGqalr1QadVEDosnanQ/IocloNa1rTc6Ojratcq31YlscSDpOq7aek/nNDtcK59LUs/usamsrPSYq56enk5FRUWLnhm9Xo/V2vq3UqF7KCgo4Nlnn+X48eMgKdFFjkcd0DNqD0kKJbo+E7Bq/LCWHubLL7/k+PHjzJkzBz+/jq8KK8sypcXlrQQw2ZQUl530fn7+vh6BS99+cfTtH0dkVHiLIKyitIqDO4+SkZJFRnI2GclZlJdUtjhniyBmcDzxA9sXxLSmpqKWy8+fTPqubEyldXzwgwYcrQWMrQcxGrVrJlBlrURuiYoDaUqKypU4nM0L9smEBTqJDrVj9FFis/hQXulLfW1TwONjsBAaVEtIkAlNZ88W8omD4JGgCQRrBZQdwGq1UlDlT2WVL6a6E2rM6M3upQz0XVBjpqPtyK9jT2E9kiTx8MMPn3Xip7m6zlU8b/tRStIL3NtVWrWreN6FQ4gcEtspRTbtFhuFR7LI3Z9GwaFMbOamzx2Nj44+I/oSPbof4YNjUarPPCjRarVERkaSn5+PvdqKxpuBTSuvU/Be8rmj2vVcR0REoNN1zjDi2Wjzb8poNFJa2pS9vmPHDiRJ4oILLvA4Lj09vVsVehI8JSUl8eKLL1JbW+ua+RR9cZcU3utIkiShDR2GQhuAOX8HSUlJPPLIIzz99NPExsa265wOh4P8XFf9l+ZJvJmnyX8JDQtukbzbt18cIWFBrX4zrSitIqMhqbcxufdkQUyf+EgSG3JiOjqIqa6oIftYDlkprlv2sRzKm+UfaGmsFSJj9JXdAUzzIKaRxQZ5pa5embwSJSaz54eYj95JdKiD6FA7Ab4Kqqt8KSn3Jb+66e1Ho7ETGlRLaFAtBn0XBQw+cRB1ZdPPujDoM5ndeblEWBp/564aM8aGgnlaLyUod4RDxWa+z3A9rttuu43zzz+/XeexW2zk7HcVz8s7lNlUPE8h0WdYPIkXDiH2vH6otR2fp2c1mck/lEne/jQKj2Z55OzoAnyIGpVI9Oh+hPaPQtEBvbhxcXHk5+fjqLJCWOfWzzmpk7xOraYk9D4VJ79fJ7I3BDbtfb/tbG0ObMaPH89HH33ElClTcDqdrF27Fq1Wy8SJE93HWK1WVq9ezXnnndcpjRXaT5ZlvvjiC1asWIHT6UShC0IfPRGFuufWhVH7x6DQ+FKf+wsFBQX885//5J///Cfjx48/6X2sFitZmcfdibvu/JeM41hOkf8SFRPZYviob784/Px9W70PnBDEpGSRcfTUQUxjANOZQUzjv82DmEaSJBEeE0b8oFh8gvV8ueEL6py1hIdpmTzQ3z1TSpahpFJBXomS3BIVxRUKj3wTpUImItjhDmb0GgWllT6UlAWTn9/0mJRKByGBJkKCTPj7dm1eitMpoQoeQ4swRZJI8w1hgKaYwABXwTxv1ZjpSOkVFtaluoaHrr322jOuNeZ0OilMPu4qnrcn1aN3JCQhgr4Xuorn6QM6fiZlfZWJ/APp5CalUZySi9xsmNcnJIDo0f2IGp1IcHwkUntXAz2Jvn37sn37duyV3hmF0CvUWCLH0GI9eUnCUpWAPsw7gY2j0rXoaGJioleufzptDmzuuusubrrpJvfQU35+Pvfcc4+7+3/t2rWsXr2azMxMXnrppc5prdAuVquVN954g02bNgGgCohHFzGuWyYJnymlLhBD/BTMeb9SX1fCc889x1//+ld+f/U1ZKbntBg+ys05ef6LRqshLiG6xeyjuIRotLpTBxmVZVWkH20WxCRnU17cevAQldAQxDQMKcUPjEVv6Jju3BODmOyU45QVtT5lPCI2nPhBscQNjCV+UAyxA2LQ+zQFuoMvGsB//vMfDpeY0aJkkE8AeaWuXhmz1bNXJsDXNbwUHeogItiBhERZpQ95BcFU1TStfyRJMoEBrryZwIB6FF00/VmWod6sobrGQFW1gZpaPXK4sdVjTRo1A2K6/4KQbZVXY2PN0SocMlx00UX8/e9/b3OeS3lOMenbXYtO1lU09Vz6hjQUz7tgMMY+Hd/jayqtIjcpnbykNErT8z1qzAT0CSZqdD+iR/cjICqkU/MCGz+4Gz/IO5ufQku8OpA4dSDx6kDCQ/14MNPW6qiTw3ryL1Wdzd5bApv+/fvz8ccfs2LFCsrKypg1axa33HKLe/8rr7yCSqXijTfeYPDgwZ3SWOHMlZWV8cILL5CamgpIaMNHoQ4c0K2ThNtKlmXs5nos1ZVYrOHUlVZjqS7n/558i+fnvHnS+/n6+TQELrEeAUxUTGSbkpAry1w9MelH2xDExEfSd0jnBDE1lbVkp+SQdSyHrJTsUwYx4bFhJAyKO2kQcyKH3YG/MoArhk3hwK+HKK7SUtxsv1ol0yfYQXSYnahQB34GGacMVdV6MrJ9Ka804JSbgh8/HzOhwbUEB5pQd1HxPLtd4QpkagxU1xiw2Tzf7gz2emo0LXsYgpTVXdK+rlBaZ2f14QpsTplRo0bxyCOPnPY1biqvIWOHq3heRbNaLxofHQnjB5J44RDC+kV1eO9I8xozFTnFHvuC4sNdwcyofviFd12BTndgU2NDtjuRVB2bKxSkNHgEMkHKlsNdIToH+XUtf2dKzcmHyDuTbHe6p3r3+MAGoF+/frzwwgut7vv0008JDQ1tV5LYunXreOeddzh+/DixsbHce++9XH311YCrfs7zzz/P4cOHMRqNzJgxQxQAbKOUlBTmz59PeXk5KDTooy9E5dO9FitrC1mWsZlqXAFMdQXm6kos1ZVYaypxWE/+TUqjVTFk2EAGDunf1AvTP47QsOA2B3buICY5m/TkzNMHMYPj3HkxnRXEZB/LISs555RBTPzAWOIHxbUpiGlUVlhO8q4UjuxM4di+VMwN03Q1uHqrrAoLMWEOxiRAeKAThaJh2YA6DZnHXXkz9mYrHuu0VkKDTYQG1XZJ8TxZBlOdtqFXxgdTnZbms5gUkhM/v3r8/epAW0NNWu5JF8HsDWqsDj44XEGdXaZfv3488cQTJ60ubK23kL07lfTtRylIznH3kChUSmJG9SXxgiFEj+zbriTck5FlmYqcYvL2p5GblEZNYbMaM5JESP8o1zDTyEQMQR0/MaAtgoKCCAkJobS0FHuFBXVo+4fuJSBc6ecOYuLUgfgpPXuCnbJMgb2abFsF2bYKsizl5KdbIeKKFq9TfeiJS4F0DXulBWQIDg4mOLh75md22Ks0PDy8Xfdbv349Tz75JI899hiXXnopX331FQ8//DARERHEx8dz2223MXnyZObNm0dSUhLz5s3DaDR2SaXMnmzTpk289tpr2O12FNoA9NEXo9B4582hrZwOB9baqoYAxhXEWKorsdRUIjtOnueg9vFD5x+I1t+I1t+ISgPO6iMoJBsOfRV/vPlKhg0bdtrrNw9iMpKzyEjJouwkuSiNQUxjwbuEzgxiUnIoKzx1EOPqiYkldkAMhlPU5mjOarGSdiCdoztTOLIzmaITviX7BPgwZNwghpw/iEOZB1n/9TpKzDBIYcRq86Gk3JfSMh/qmy3oqFI5GmY01eJr6PzieVabkurqpl4ZxwmzuHQ6CwF+dQT41+HrY3YPfVWYHWAqOOkimNCzh2mtDpn/Hamk0uIkMjKSZ555BoPBszfAaXeQdziL9G1HydmXhsPWFHyGD4gm8cIhxI8f2KHF85xOJ2XpBe6embryZjVmlArCB8cS1VBjRufnpWTdEwwcOJDS0lJsZeYzCmyUSPRR+ROvDiJObSRWHYhe4RlY2mUnufYqsq3lZNkqOW6vwCI3e6+TQBNQgvWE16lKkYLW6J1EdnuZ68vkwIEDvXL9tvDqxHxZllm8eDH/3955x8lR1///ObO93V5Ncnfp5VIuufRCCRC6IB1RaQqCCIICAgqK0i2AoPDFhgIKKPwEEcVClxYSWhISUghJLpdckuvb28x8fn/M3t7ttdzl+uXzfDz2cbtTPzs3O/Oad/3KV77CV77yFQC++c1v8uGHH7J69WpWr16N3W7nlltuwWq1MmXKFCorK/nd734nhU0n6LrOH//4R5599lkArN5SnCXLUCwD1wcmJSwkDTsGKioGdjWJTWn5seqpZIt4CbUImGQ4aD52d4Ciqth9fhytBIzDl4fD50ftoA6HkRpHbNdbBION/OAHP+Dyyy/nhBNOyMwPNATNir3puJiuREzJhDFMmTWxRcR00wLSHcKBcFZmUpciJh3YeyAiBszf276dNXyyaiOfrN7Ep2s+y2qYqagKk8snMmvJTGYumcH4srGoFtMCu0Qsoqmpgc9WbeLTrUXUqC0iWVUM8nOjFBWE8efE6GMPRRaGAeGIKxMrE4tnP/FaVJ0cX4ycnAh+Xwz7/jpld9EEc7gihODvWwJUhzV8Ph+33HJLpvuyEIK6bXvMppOrNmXVe/EX55vF85bNxFfUdz3idE2ndnMVu9ZsZfeabSRC0cw8i91K8exJjJ0/hTGzJ2Hvo4D5vmTGjBm8/fbbaPXxLpezYWGczZ+xxoy15WJXsgVywtDYqTWZ1phUI7tTAbT9pG3bp80itXMsQsmBZCNWNpEzNwkMTknrVIN5HFrXrxtqDKqw2bZtG7t37+aUU07Jmv773/8egEsvvZTFixdnFZBatmwZv/nNb6ivrx+yZrDBIhqNcu+997J69WoA7AWzsBfNGdB4mpSwEDdabrYGFmK6k8Yda4js2kIi2IQWi3S6vmq1pYVLKwGTk4fd40PpgZtTtXlwTzjGLObXWMVD9/yG1/72NrmuArZvruxSxEye2Vyxt39ETOs0665ETLOAORAR00wsEmfzB1tMMfPeJhr2Zn/v3KJcypfOYNaSmUxfOA13m6dkLamx46OtbH7zY1zrNGbZJwMgEPh9MUYVRCjIjfRr8bxEwmpaZIJuguHs9gUgcLtNq0yOLzrkq/4OBCt3R9lQl8BisfD973+fkpISgvsaM00ng63OfZffzaSlZvG8gomj++xaoSVT7N1Qye41W6let41UrCWryOZ2mDVm5k1l9KwJWO1Du/Bds7VXq49nVSB2KlYmtIqPKbHmYFGyr1ERI5kRMZWpRvZqIQy6/1tJBgsJ765oMSA6R6FRRCr6Mfacui7X7Q+EEGh1prAZjG7w3WVQz6gdO3YA5g35a1/7Gp988gljx47l8ssv5+ijj2bv3r2UlZVlrTNq1CjAzMqSwqaFmpoabr/9dvOYDmLRvaTRvnaFoiio/jFEPngtM83qdLVYXVoJGKvL3auLq0gmEcEgIhTECIWwBHUsCfM82dpQBVRlxtQsYprTrCdNH99PIqaKys07qdvTcUG/FhEzjglpt9KBiBgwTf27Pt3NJ+9t4pNVm9i2fjuG3vJEaLVZmDp3KrOWmC6m4olj2h1vYQiqN1Wx+a2P2fpudkn8vLGFrNu7kW2hnczxW5ndD2XxdV0hFHZlAn8TiexzymrVTCGTY4qZgQpGHg5Uh1O8ssMMKv3ahReh7k3yz2efoHZrS5aX1W5j/MKpTDm0nJLyCRmrXG9JxhLsWbedXWu2snf9jizXljPHTem8KZTOm8qo6WP7pMbMQDFp0iTcbjc2YJZWyOS8UUy05THK4m3XLDagxzIiZkeqkTo90gMZ04KKwihHDlUNZR3MVYjVThgUYaMHkoiUgcvlGrKBwzDIwiYcNn+A3/3ud7nyyiu57rrr+O9//8sVV1zBI488Qjwex27Pvqg5HKapMpEYmPS74cCnn37K7bffTmNjI4rFiWvc8kErumd0Yh61+4soWXwEzrSAsdh7b3IWySQiFEQETREjgkHo7Lxw2tGVEMKWYtS4Im6+/UbGTeibUuDhYMSMidlUuV8RM2psUSaot7cipplQU5hN721mw+qNbFy9iVBjdrbEqHFFppBZMpNp86bg6MTc37Crjs1vfczmtzZklcT3FvgoO3w2Mw6fTcH4UXz00Uf88Ic/5P09KWYVOpmc27tCbEJAPG4nkHYvhSOurLo4CgKPJ44/J4rfF8E1SI0vhzq6EPx9c4gx1kLmFs+g/p9bqdPNQGhFUSgun8DUQ2cxfuG0brcV2B/xYJTqddvY9dFWajbtzBLRnoKcTCZT/uQx/VJ9uL8QQqBHo8QbGkg2NPLDL3yRnA4q7NZpkVZCpoEmo2t3VUeYIsZHqTOPselXscOPXbVy+ZqOLbpaou/rBXWHVI3puiwvLx+UNjbdZVCFTXOE/te+9rVMI7aZM2fyySef8Mgjj+B0Otu1Z2gWNG0D4Q5WVq9ezc9+9jMSiYQZJDzuCFTb4Jz0ACoGRgeBlxaLQs7kA/fJtoiYEEZazHQqYtxuVF8OSo4PxZeD4vOhWK3osXpiVW+yp7GKH/zwB/zoRz9i8uTJPRpHi4hpiYvpUsRMH8/EmaaAmVA2rp2r50DQNZ0dGyvNoN/VG6navAvRKjbJ4bIzfUEZs5bOYNaSGRSWdB4zEmkKs+XtDWx+cz212/dmpttdDqYum8H0w2dTOmtCVmrv/PnzOemkk/jXv/7Fv7YGuXxBAZYeBtZomkow7EoH/nrapWLbbSn8aYtMjm9w+kQNF8xsMBdbqt0ssU/F5rRCGAQG+RNGMfXQciYtm4E7t2/qnkQbQma8zEdbqdtanXXu5RTnZ8RM7riiYVNWQghBKhQi0dBAoqGRRH0DRqvrS47TiSEE1YEGquzhjEUmInpWuK8rEdOWuJ6iwCvYE2h/DK2Ozt35/UmzsJk/f/6g7L+7DKqwae491dbdNHXqVF5//XVKS0upqcnO1Gj+fKBZWCOJf//73/zqV79GCAOLZwyu0sMGNEi4I+xqkrjRUpDNRGBXu38BaCdiQiGId/Ik1ImI6QiLqwD3pOOIVb1BQ0MD3/ve97jxxhs7/ZG2FjGVm80spbrqrkXMhHRMTF+JmGYa9jWyMe1e2vTBZmLh7OMxdmoJs5bMZNbSGUyePQlrF2m5yXiSbe9tZvOb66latz1zY1ItKhPmT2H64XOYtHAqVnvn59IFF1zAW2+9RV0wyPq6OHNHdW11EgKiMQeBdAZTJJJ9jiiKgc8bS1tlojgcKWmV2Q/xuJ3GQA5NgRxSKZt5MVdBdduYffQCJh8yi7yxfRMIHdrXaGYyfbSVhsp9WfPyJoxm7HzTzZQzZni00xGGQTIQTAsZ0ypjpNq08lAU7Lm5OPLziADf+cH3iaWS5J8ysVv1bNqKmFJHHiXOzkXM7kQTu+ON7Io3sjveSF0yTMJfCIE5tL2eDkaqt9AMUnVS2OyXWbNm4fF4WLt2LYsWLcpM37JlC+PHj2fBggX85S9/Qdf1jNlr5cqVTJo06aCOrxFC8Oc//5k///nPANj8k3AUL0ZRBt/Ua2Y/RYnHIuDIQ1UV7GoqKyuqNaaICaXdSX0nYjqjOag4tustYtEabr31Vq6++moWLVhM5eYqdmys3L+IKS0yxcuM8elU674VMQCpRIqt67ZlMpj27NibNd+T42bm4ulmBtPi6fgLu85iMXSDqo+3s/mt9WxbvZlUouUiPqaslOmHz2baIbNw5XTve3i9Xk4//XT++Mc/8s6uaIfCJpWytAT9htxobVOxHcmMVcbnHbgqxMOZVMpCUyCHxkAO8XiLa0QoGjtitYQ8SX72i/uwdSFKu4MQgqZdtez+yGxlEGz9W1CgaGoppfOmUjpvCp5+iLPqawxdJ9nY1CJkGtuXkFAsFux5uTjy83Hk52PPy83EAvmFwJ+fT2zvXpL7YjhKs63iKgpFdh9jXfsXMYm0iNnVRsR0dPbbc+rwjf+YaM0E9KgbEo14p+7BntN5A97+IlUTA8OMcx07duyA778nDKqwcTqdXHLJJfzf//0fo0ePpqKighdeeIG3336bRx99lKlTp/Lwww/z/e9/n0suuYR169bx2GOPceuttw7msAcVXdf5zW9+w7///W8A7IXl2AtnDxmTb0pYSGIDhx2SjdidHmyK+ZPNiJhQECPYHRHjQ8nJOWAR0xmKoeDxzUMPb8QSivLID57kj8bTHS47qrSICTPGmXEx/SRiwLyR1OyqTQuZzWz56NMs8aGoChNnTqB86QxmLpnBhOnj9xv0KYSgdvteNr+1ni1vbyDa1GK+9o/JY/rhs5m+fDa5B/iUfeKJJ/Lkk0+yL6JRG9UocFmJRJwEgh6CIRfRWHZMgkXV8flimcBfx/5SsSWAGUwdDPlobMohHHHTuj2FzxsmLzfIczuq2B5N8tVzvnrAokYYgvrtLTVmInUtFZhVi8qoGeNMMTN3Ms6cwXN3dwcjlTJdSs1CpinQrpSEarNhz89rETL+nE4zLxVFYcmSJTz//PPoe6OMnlRsChhnLmOd+X0iYjrDnlOH0AXhpmJw5BGrd6BYlAEPHk7uMa8fS5YsGTL3m84Y9Dy7K664ApfLxX333ce+ffuYMmUKDzzwQKbz7MMPP8ydd97JGWecQVFRETfccEMmHudgQ9M07r//fv73v/8B4BizEHvetEEeVQtZqd4q4BxFXAj07ZtQqyv3L2J8OWkh03ciBk1DDYdRwmHzbyiMmhWb0yJSXH4nsxfOSqdYT+g3EdNMPBpn8wefZjKY6tvE6vgL/emg3xnMWFSGp5s3k2BtgM1vrWfzm+tp3N1y8XP6XEw7dBYzDp/D6Gklvb44+Xw+Fsyax96Nu9i+o5AqzdcmFRvcrjg5afeSxxPv1xo3IwkhIBT20BTIIRD0Ilq1p3C7YuTlBvDnhLBaDZK6YEfAdPUedthhPdqPoevUbtmdETPxYKsaMzYrY2ZPZOy8qRTPmYi9jwpQ9gd6PJERMYmGBlLBULtlLA4HjoK0iMnPx+bz7vc3IIRAj0VJhcMcN7+CWX4v48eMxtFBBefWIsZ0KTVRlwwdUFZUazIp387m7+ontHMOvvEDl/IthCC5xzw3li1bNiD77A2DLmwALrroIi666KIO51VUVPDUU08N8IiGHqlUip/97Ge8++67gIKz9BBsOUOrZXxHqd4oClruaOzbNpufs0RM+m9/iZhwBLUTMWU4nQivB8PjJaHXEY9sRqiCxVMrOPG84/rliUQIwa6tu822Bas38dm6bVlZJBarhakVk5m1dCazlsygZHJxt8cRD8fYumoTm99cT/XGnS3btFmZvKiM6ctnM37uZCzW3mUyaMkU1RurqFq7jV1rtzFqj4NRzimQNPv0Wa0aOb4Yfl+EHF9sWHTGPuGEEzj99NN57rnnePHFFwkldfKcA5/xYTbqdNDUZMbNaHrL78JuT5LnD5KbG8Rhz44FqYloCCAvLy8Tt9gVWlJj38ZKdn9k1phJRluEvs1pp7hiMmPnT2XMrAlYHYMbs9cRptiIkahvETJaJNpuOavHnbHGOPLzsbhdXf6eWosYLWK+UpGwWRUS8xFo2jjTBRPXUlQn+17EgGmPK7T7GOfMo9SZx4tV+bSXaQOb8q3VxhFJA6/XO6Tr1zQzJISNpGtSqRR33XUX77//PigqrtLDsPpKB3tY7egs1Vt4/VgXLBh8EeP1IrxeDK8XWo3Dyljs9U4SNWt45pln0HWdiy++uE/ETTgQYdP7mzMupmBDdoPFotLCdE2ZmUybNxWnu/tp8HpKY8eaz9j85nq2f/AphpYWEQqMLZ/I9MNnM2XpdBy9eNIWQtBUXU/V2m1Urd3Onk070VPZJd/rUwF0W4gjpwncrsSwC/o9/fTTGTt2LKeffjr//e9/CcR1GMCwkWTSRmPAR1NTDolky//fYtHI9YfI8wdxuTovPBhKmv+PrhIqUrEEe9bvYNdHW9m7YQdaKzenw+eidO4USudPZdT0cb0Wv32NmbEUJpmxyDSid/Bbt/l8GYuMIz8PSwfp2a23qceipCJhtHB7EdMaRbVg9Xiwer289s5K/vHiSzT5UngWFPX6uzWLmOYMqbGuPEocuThbJYE8Ge44nmYgU74Tu8wSEoccckhWwdyhytAf4UFOtqix4Bq3fMg2suws1VtVQc3rRbZEH4qYzrAXzADVSmLv+zz33HMYhsEll1zSY3GjazqVm3byyepNfLJqI5WbqrLSYe1OO2ULplG+xIyVGTW2ZxdHIQR7Nu9i85sf8+nKjVnF8wrGFTF9+RzKDivHV3jgd+ZENM7u9ZWmVebj7YTrssWYtyCHsRWTGDd3MrvCe7n7vnsYb7PhcQ+PjJi2PPfccxmLjaIo+AfAWqPpKoGAj8ZADtFoi7tTUQxyfGbcjM8b6ZZI1Azz/Grb4DIRjrF77TZ2r9nKvo07W4Qv4M7zUTp/CmPnT6VgSsmQqjEjDINkMEii3sxWSjQ0dJyx5PenhUwejrx81E5iiw5UxNg8PqweLxZXi6VnQiDM3j8/hRJScc8r7FGH87YipjQdo+PsIJM1aWhUx02LkNPlJhluL9IGKuVbGIJktbmvI444YkD22VuksBnCpFIpfvrTn7YSNUdg9QzdNPe+SPXulYjxeKCT7sXdGn/eVAASe9/n+eefx2az8ZWvfGW/4qaptskUMqs3sfG9zcTCsaz5JZOLmbV0JuVLZjB5zmRsB1BCvrG6ns1vmsXzgjVNmemePC9lh89m+uGzKZp4YOeGMAR1O/ZRtW4bVeu2sW/LboTRIsYsNgvFM8Yzbu4kxlVMJre0pTv65n9vA8BlGzo3xp7y4osv8t///hdFURBC4LP3j7AxDIVQ2ENjUw6hsKdV3IzA64mSmxvE7wtjsfSsknLzsQ8Gg0QbQ+xe8xm712yldsvuLFHtG51n1piZP5W88aOGTACooeskm5rSrqVGko2N7TOWVBV7Xl5GyNjz8jqsXtwzEaNi9Xg7FTEdMXv2bPLy8mhsbCS1N4q9pGOriSlivIx15vdIxDS/ahMtrRdEfiGEBy/lO7Uvikga5ObmMmfOnAHZZ2+RwmaIous69957L6tWrWplqRm6ogbSqd5qnKRhwzAEJMynDVtn14meiBiHwxQvvr4RMZ3RWtw888wz2O12zj333KxlUkmNzz5Op2Kv2kT19j1Z811eFzMXT6d8qZmKnVuUe0BjiQYifPrOJ2x682NqPmvZh81pZ+rSGUxfPpvS8gkH9LQdC0So+ng7VWu3s+vj7VlBowC5xfkZq0zxzPHYOom1qKw0L655jqHlvugJzTd/Ifo+3VwIiEZdNAZyCAR86EbLcXI642bcjD+EzXbgGWI5VhezvDlMiI3inzf+Pmte7rgixs6fataYKc4fEmLGSKVINDa2CJmmpnYZS4rNiiMvv0XI+P3tMpY6EjFaJIzoSsR4vNi83RMxHWGxWDjqqKP429/+RmJnCHuJJyNiWoru5R+wiOkIe04d3tJ1hLeaWVEWdxT3qMoBi69JVJpuqKOOOmpIVxtujRQ2QxAhBA899BBvv/22GVMz9vAh635qi1mvxiCeNOvYJFFApLDpiVYiJmL+3Z+I8XoRvv4TMZ1hz5sKQiex7yP+/Oc/4/V6WbbgED5ZtYlPVm9ky0dbScZbrFCKojBh5vhMBtOEGeMPOE4hlUix/f0tbHrzY3au3ZaxnCiqwoR5U5h++GwmLSrrVGh0hq7p1GytpmrddqrWbqNue3ZdHJvTTmn5BMbNnczYiknkjMrd7zaFEKxbtw6AcTlDL8h0MIkn7DQ1mfVmUqmWY2OzpshNBwG7nD2rWtuMEJBMOohE/ESiOSSTTha2KmNUOKWE0vlmjRnvfuobDQR6Ip2xVN+YzlgKtltGdTjM2JgCM/3a5vNliQ4hBFo00mMR02yNORAR0xFCCI498giqt2xiYvEYpoybyFhX3n5FTHPhvZr9iJjOsPtqoeo9APyndq9AYF9gJPRMmvfRRx89IPvsC6SwGYL88Y9/5MUXXwQUnCWHYPUWD/aQuk1KWIjjAqdpojWAuG7BvnkT9saadstniRivF8M7sCKmM+z+qdiCcawNtfzj5//lP8arWfNz8nOYtWQ6s5bOZMai6Xj9Bx7IZxgGu9ZXsvnNj/ls9WZSrUTT6KklZvG8Q2fh7uE+QnUBdqWFzO71lSRj2S0oCiaMYtzcyYybO5nR00p7LMZ27NhBVVUVFoVe94saCaQ0s3heU1MOsVbF81RVx58TJi83gMcdO6DgaiEgkXARieQQjuSgaa2DzAUho4kNgX1MXVbOOdec0/svc4BkMpYaGjNZS1qkfSyI1e02a8ikg32t7pbmt83bSEVC+xUxqCq2LBHjxdLLRrpZ3yUeR4uEzDGEw2jRCC5d57LTT81aNmXoVMebqIo39FrEDCUSO0MgYPLkyUyaNGmwh9NtpLAZYjz//PP89a9/BcBRvAhbTt80ahwoOkv5jpZOwhYNDEkRA4AQqNEYtkAAa1MAayiMIgRgPvEKBCVTx7D0mMXMWjqT0im9qwMjhKCuch+b3zSL50VaNa7MGZXL9OVm3ExeSfcrbGtJjT2bzFTsqnXbaNqdnU3h9LpM91LFJMZWTOp176B//vOfAJTlO4Z1jE1vMAyFQNBLU8CMm2mJgxD4fBHy/EFyfOEDqqpspn97iERyiERy0PWW34qiGLhcYbyeIG53iJ2hGJ/uaaTqnXouuOSr+Hy+vvmC+x2jQAuHs4RMpxlLrYRMc8ZSRgjV1ZIKh4aAiEkLqXAILRppF+sDgKISTqVYtWYNlQ21NExRqE0OfxHTFiEEiR1movmJJ544yKPpGVLYDCHefvttHn74YQDsRXOw5w7dtvCd0VnKt+b1k1y8qMN5g4WiaVgDQaxNAWxNAdQ2mRe6w0HKn0PU2EM0uZO6UDXnHfJFxk4+8FT7UF2QLW+bxfPqq2oz051eF9MOmcn05XMYU1barYu1EILAnoa0kNnOno070ZItsRqKojBqWgnjKkyrTOGk0X2W/VJTU8Orr5pWrENKD66GtEJAOOKmsSmHYCi7KKHbFTNdTf4QVmvPa/gYhmKKmbCfSNSHYbRcohVFx+MO4fEEcbvDqGrLzX+i38Zoj5V9kTjPP/885513Xu++ZCcIwyAVDLYImcZGjDaNijMZS2khY8/Lw2K3t1hiQkGie3dnrDGDLmKaxVQnIsbq8ZixOemxWFxuPLEYz/zyQeKxODnOYmxFXfdKG45o9XH0UAqn08mRRx452MPpEVLYDBE2bdrEz3/+c4QQ2HKnYi+YNdhDOiA6TflWepbp0S8IgSUcwRowhYwlHMnOM1BVtBwfqVw/mt+P4XSAoqCIcag7Y8TTvaXuueceioq6n6adiMb5LF08b9cnlTQ/2FlsFiYtmMb05bOZMH9qt1xByWiC3RsqzQymtdvapWJ78n1pi8xkxs6eiMPbP9ViH3/8cTRNY4Lfxnj/yHdDCQHxuCPTdFLTsovn5fqD5PmDOBypLrbSMYahEo16TctM1IcQLeeBqmp4PEFTzLgiKErHVgFFUThinIf/tynAc889x+c+9zny83uffi90nURTIKuGTKcZS81CJjcXxWJBj8XQImGi1VVpERNBGB2Ih6EqYjxeLO6Ox+F2u1lx1Ar+/e9/E/8sOCKFTfwz89py5JFH4nYPr4cXKWyGAPv27eOOO+4gmUxi8ZbgGLNgSGQvHAh9kvLdhyjJJLamINZAAGsggKplX9B0l4tUbg6a34+W4zOL7rTdhmLBNfZwopWv0NDQwO23385Pf/pTXK7OL2a6prNz7WdsemM92z/YklXUrnTWeKYfPpupy2bi8HQtPIQhqN+5j6q12zOp2K2rFatWC8UzxjEuncGUN7aw38+djRs38tprrwFw/KSBcXkMFsmkNdN0MpFoUzwvJ0RubhB3F8XzOkPXLUSiPiKRHGKx7JYJFksKb1rMOJ3dq2UDMKvQQanPxu5QnEcffZRrr722Z4MCDE3L9FhKNjSQaAq0S5VWrFZTxOSbWUu2nByMZAItHCYVDhDbu3tEiZjOOPnkk/n3v/9NsjqCHtWwuEfO7VSPapnaNZ///OcHeTQ9Z+T8J4Yp0WiU22+/nUAggOrIxVV6yJDo0n2g9LS7d59jGFhDYdO9FAhgiWbXlBEWCyl/Dlqun5Q/B+HoXqVfxWLHNe4IottfYvv27dx7773ceOONWemPQgj2frqbzW+u59OVnxAPtew7r7SQGctnU3b4bHKKus5UiQWj7F6/I+NiigWygy/9Y/IyqdglM8djcw6cxSSVSvHQQw8BMG+0k1LfEImR6iGfpYph/KFgz4NkI9SvhYiZum7oKvWNfpqacoh0UjzP64l0pIG7RNOsRKI5aTHTOh4HbNZExjLjcBxYgLGiKJw0xcfDaxp47bXXOOaYY5g7d26X65gZSy3NIlOBjjKW7K06Xueh2q3oETNDKbp7J9qWbogYjxebd/BFjNXjacmS6qVbdsKECVRUVLBu3Tri2wJ4Znc/Hm6ok9geBGHW7Zk4ceJgD6fHSGEziBiGwb333ktlZSWK1Ylr3BEo6vC8UbTGqqSg6nkA3NPPRlH69zRT43GsTUEz8DcQRGn1hCkA3eNBy80hletH93o50Jr/qs2Da9xyopWvsGrVKp544gkuvPBCmvY0ZJpOBvY1ZpZ353ooO2w2M5bPpnDi6E4v6IZuUPNZdaZtQe32PbSOQ7Q6bFmp2P7ReQc0/r7gr3/9Kzt27MBtVThumFprNsbH8M/o4kxTQZyjoORY8mpWMU3X2V1ZAK2K53k8UfL8Qfw5PS+el0rZMsG/8URLZ24Auz2WETN2W9+0oij12VhU7OK9PTF++ctf8uCDD2ZZFrWsHkuNaOFwu21Y3C5TyOTlYfW6EbqOFo2ghQPEa6s7Fg/9LGKMRDyrh1PnIkZpSfX2eFosQv1UWfmUU05h3bp1JLaHcM/IG7A07P5EaAbxbabAPeWUUwZ5NAeGFDaDyJNPPsnq1avTtWqWo9qGlx9z0NB1rMFQJoPJEs9OYzZsVjS/Px0rk4Pow8wri6sAZ/ES9Or3efdvb5B6v4novpYWdTaHjclLZjBj+WzGzp6Iaun4QheuD2ZSsXet35HViBAgf3yRmYpdMZkxZaVYbIP/U922bVumIe3npuTgGaaZUG9GprafqCiQP5exgSoQ4HAkMk0n7T0onicEpFIOwmkxk0xmuysdjiheTwCPJ4TN1j/u2WMnetnSkKCmpoa/PvEEZxx3fEuPpVis3fJWnxdHXh42nxfVZsPQkmjhELF9uxDVHYsYq9uTKXQ3qCLG7cHq9Q2IiOmIxYsXU1xczJ49e4hXhnBNGfy6Qb0lURlCpAyKi4tZunTpYA/ngBj8q+VByjvvvJO5STiLl2BxjRwzZp8jBGos1hIrEwylU7HTsxUF3es1Y2Vy/ehu9wFbZbpCNQzyYjEKEy5y3QtRUUxRoyiMnzuJGYfPYfLisg5dQ1pSY+/mXZmg38Zd2VVDHR4nY+dMYtxcMxXbkze0rCGpVIr77rsPXdeZUeBgdlH3m3UOFkJAMmUjkbATT9hJJBwkEnb2uf3ZIWBpghY7W2JVLJ+WZFSO1u1TKFNjJu1mSqWya8y4XBE8btMyY7UeeIXh7mB15uJyF3Dd55di9xTic7lo/Hh9ywKKgi0nB7vfh8XhAIuCEY+hRUNokab2G8yIGC9Wj28IiBhvJi5moEVMR1gsFk477TR+/etfE98awDkpp0f9o4YaQghiWwMAnHrqqcOm0nBbpLAZBKqqqrjvvvsAsOVPx+afOLgD6kOEoRGvfjfzOV79Ls6SZShqz061rFTsQAA1mZ1tYtjtpkUm108qJwf6qyOxEOTE4xRFIuRHI1gzgkohSILq5B70PJWLrvoWXq+31WqC4N7GtJDZTvXGnVkdlVFg1JSStFVmEkVTiodUI8K2/L//9//YsWMHLqvC56fmDKngdsNQSCRtGeFiihg7iaQ9Kyi3mRx7kkZb+6BtPVHP+th2jnEUoihdn09mlpQ742bS9BYx21xjxuMJ4nGHsFj6Kb5MUbE587C5C7B5CrG5ClDbVMBNaRo1oSCTZ87A6nSA0NFjUbRIAK1t3bx0LEpGxBxAQG1njAQR0xnHHHMMTzzxBKFQiGR1BMfY3tWHGkySuyMYEQ2fz8cxxxwz2MM5YKSwGWBisRg//vGPicfjWNyjcIzqOrhvuBHfsxottCvzWQvtIr5nNa7SQ7teUQgskYgZK9MUwBIOZ+dVKQpaTk7GKmM4nf1ilWnGnUxSGAlTGIngaHXxjVss1Hm81Hk9RFVBZPsWRG2Ee++9l+9edwN7N+2iat12dq3dltWsEsCd680E/Y6dPRGnb3ikiO7YsYOnn34agJOn5uC1D84NRtfVLOEST5pCJpm00aEJBlNkOOxJHI4kTof59yg1wt+i87LXEQIa1nS5fyEUorGWgnndrTHTVyiqFZsrH5u70BQzrnwUNVuACUNDT0VAFagOO1a/n8mj8yAVQ0vFWm+s/0VM2/YHI0DEdITT6eSUU07hySefJLa5CXupZ0gJ/+4ihCC2pQkwM766yvoc6khhM4AIIXjwwQepqqpCsbpwlh46rDOg2iIMHS20u910LbQbYejtLsJKMpWpKWMNBFG1bDO97nKS8ptWmc5SsfsSu6ZREIlQFAnjaVWsT1NV6t1uaj1eQg5HRlApQlA05hB8+zZh3RDjsa//IivoV7WojJk+NtO2IH9c0bC74BmGwUMPPYSu60wvcFBe2L8uKCFA0ywkknbiaQtMs5jRtM5jpVRVzwgXhyOReW+3pdrp31xCpEjyz/pJ4MiDRKMpaiI7223XMBSiUR+RaA7RiA+jbY2ZtJhxuQ6sunBXKBY7NncBdnchNnchVqe/3fXCMFIIkUK1WrB5vKh2L4qSHVyeTKWoqqll7OQpFI4dN/gipm2q9zASMZ1x8skn88wzz5AIJEjVxLCPHn7xkqmaGHpTErvdPixTvFsjhc0A8p///Ic33ngDUHCVHoZq7Z/iaYOF0GIgdPBMgIK5Wam0QouhWN1YwmFTyDQFsUazO0pnUrH9ZgZTd1Oxe4NqGBREoxRGwvjj8cwzvAE0utzUeT00ulyI9A3FquvkJRLkx2PkxeM4DAMcE9JfABy5bqYsnsG4ikmUlk8Y0FTs/uD1119n48aN2C1mKnFfCbPW8S9tY2Bad8Bui9Wq4XQkTAFjb7bCJLBa9R4Z8KbY9kDVxy3navGKzLlqGHFCoVwikRyiHdSYac5kcvWgxkx3UK0u0xLjLsTuLsTqzGm3jDA0sAisTheqw4GiKln/E0PXSEYaSIYbSIXrSYbqeeqjStbVxJg+fTp33333Af8POxYxEYTeQdxQGxFj9XixjhAR0xE5OTmccMIJPP/888Q2NQ1LYRPb3ATACSecgN8/vIOgpbAZIHbs2MHvfvc7AByj5mJxFw7yiPoJzwQoPa7lczqV1lq9Fd++zSh6tole87gzGUy619PvVhkwLS3+WIyiSIS8WBRLq0DkoMNBrcdLg9uNZrGAEPiSSfLjcfITcXzJZJbTQ1cUmuwO9iX3sjf0GS67hzPP+io5Oe1vSsONZDLJn/70JwCOGOfB7+h5HJNhKCSTtoxwiadjXxKJjuNfTAR2eypLuDS7knqabt0lnZyr62r3MV5vcdtYrUk8ngDeXtSY6QiL3ZtxK9ndhVjs7ZucCgwsdiuq3Y5qtaC0yrIzdI1kqJFkuD4jYlLRJmjTs+i4SR421sXZvHkzb7/9Nocffvh+x2aKmARaJNyqh5MUMV1x5pln8q9//QutPk6qLoatcPi4clL1cbS6OFarlTPPPHOwh9NrpLAZABKJBD/72c9IpVJYPMXY8qcP9pD6j4IOYoYUhZh/NDnVuzCsVrOmjN9sWyDsA1S3Rwi8reJmbK1q3cSsVmq9XurcHhI2G3ZdpyAeIz8eJy+ewCayb6Zhq41Gp5MGp5OAw4FQFISRRzy+k2h9Pb/85S/5/ve/P+zcTm155ZVXqKurI8eusnQ//aB0XTGFS1q0mFYYRzfiX1JZwqXZEtPXbh0wRZammS6teMyCu2ge0bYLKQrrbblMVRtbaszYe15ZuCOsDn9LoK+7EEsbi61AoFpUVJsVxWpBtVky4sC0xNRni5hYk2n62g8+u4VDx7r5384ITz31FIceemhWoHqWiGluAClFTI8pKCjgmGOO4b///S+xTU3YDh8+wia2yay/dfTRR1NYOPwfuqWwGQAee+wxM67G4sRZsnTY3/C6xN5x8bik20No9ix0T/+kYneGI5WiMB0342oVw5NUVeo9Hmo9XqI2G/5kktJIhLxEHG+bZpgpRaHR6TTFjMNJ0tr+Z6OoVpylhxLd8RKrVq3ipZde4vjjj+/379dfCCH4+9//DsBhYz3YVMWMf9EtaeHiaMk+SthJdTv+JWm6kuxJ7Pb28S8HPl4wDAuaZiOl2UwBk7Khpd+nNFtWsC9Awt1x9krQYmVcydZejkjB6srLxMfY3PmolvZuyWYBo1otKFYLiqpg6BqpSCPJ+rSICactMd0QMZ2xrMTNyt1RduzYwYY1ayibMN4UMWm30n5FTLOQkSKmS84++2xeeuklUjUxUg1xbPlDP9xAa4iT2hdDVVXOPvvswR5OnyCFTT+zdu1a/vGPfwDgLFk64uJq2pFsNE36bVAV3XQ1DQBWXacgGqEwEiEn0VL4TlcUGtJxM3GrjfxEnImhIHmJRJY7SgAhmz1jlQna7d0SYxZnHo6iChI1a/jd735HRUUFY8aM6Y+v2K8IQ7B29UdoNVGmu8YyRuSzdZuDRNKOrncd/+JwJHDas0VMT+NfOhyTAE1PC5WULWN5MUWM+blz11YLqqJjtaUQSgKnFiFia18vKN/Svq3AflEs2Nz5LUKmg4wlACUtYlSbKWQQBslwA7GmvhMxrbE4vdi9Bfi9hXx/hp+8/CK8ySjBTze1GZgUMX3BmDFjWLFiBa+88opptTl06P/+o5uaADjqqKMoLi4e3MH0EVLY9COxmFnWHMCWOxWrd2ScNF1SvxZKjs0WAkJgMyJA/7mdFGGQF41RFAmTG4vRUhAfAk4n9W4PuqqSl0wyLRDA3SYDK6mqNKSFTKPDacbXHAC2/DK08G7i0VoefPBBbr/99iFrodM1ndC+Rpqq62mqridQ3WD+3duAntQ4zDcHgECg9VoCuy3VSri0xMBYexH/YrqJ2goWe3qaLZ0R1Q1xaUlhtTa/kthavbdaU5kYnca4TuST2g7P1cWOLfvdj6LaMvExDu9oLI4OavsoSkbAqDYLKIJUpJF4kylg+kvE2L0F2H2F2L35WFrV62kOB9V0HYcvJ1M5WIqYvuWcc87h1ddeI7U3itaYwJo3dItZak0JUnujKKrCF77whcEeTp8hhU0/8sQTT1BTU4NidY+4ejWdEqmE6pchf25WKq11TAV9LmyEICeRoDASpiDSungeRGw2Ai4XQlXJTSaZHmii9WXbAIJ2R0bMRGy2PnGRKYqKs3gJkW3/Ye3atbz88sscd9xx+1+xH0nFkwT2pEVLs4jZ00BwXyPC6PimKhAEtSg+d4oxfs0UMWlLTE/jX1q7iUzRYm+xvOg2Uil7OzdRxxhYrVp7wWJLv7ekeja2Ts7VKbOiQLawVa1ObO5CHL5ibJ5CLNYO4idUpcUaY1FIRZtIhAZCxJh/LR0UHRSGTjJiBhgnQnX89u2t7NhXy/2/+AUTJkzok7FIsikpKeHII47g9ddfJ7qpkZxDhq7VJrrRjK05YvkRjB07dpBH03dIYdNPbN++vcUFVbwYxTL8m1t2m0hlplNyCxV9tnlXMpmJm2ldPC9hsRCxO1AVBX8qRV4ku7RqzGJJu5dcNDkc6P30hKrafTiKZpOoWcujjz7KsmXL8Pn6v0VCPBg1rS97WllfquuJNIQ6XcfmtOMvzsdfUkBuSQH+knxySwq4+nvfoS5YxyWT8xmznw7eQoCut3ILpVriWprFjBD7t4Apim4KFluyldUlhS1jbel+m4P90a67957XW52zhWzWJvBWtIx9CQfFHoUTJliYV5R9viiqipIWMXoqRCpc1z8ixuHNiJf9iZhUpJFEOrg4Ga4nFWmEVsHv0WA9mq6zd+9eKWz6kS9+8Yv8743/kdoTRWtKYM3tndUmGSqC8RVgzyOwI4p7VCX2nLr9r9gFWlOC1J4oiqLwxS9+sVfbGmpIYdMPCCH43e9+h2EYWH3jDg4XVD9j0zQK03Ez3mRL80BdUYjbbFgBj6bhS7aKqUGhyemg0WFaZWJW64AFLtvyp5MK7CAYDPDkk09y2WWX9cl2hSGINARpqm5oZX2pp6m6gUS4fYPDZpw5blO4FOenBYwpZNx53g5dZcGQGWfitirt3EQduYp67iZqESzNlhdVNQbk39NZd+8jC/dx1KQc9sS9/Hl9ixioDMHv1ut8vUJhfokNQ4+RitaTDNUMuogxLTEdi5iOcKcbl4ZCnYtdSe8ZO3YsRyw/gv/9739EN/bOapMMFhLeXZE5X/W4n9DOOfjGf9wrcdOcCXX44Yczbty4A97OUEQKm37ggw8+4OOPPwZFxTF63mAPZ9iiGgb50ShFbYrnCUCzWLEhcAqBq9lqoyhErFYzTsbpIuCwYwxSZWdFUXGMnk9s5+v85z//4dRTT+1RYJ6h6QRrmrLdR9UNBPY0oLXpm9WyU/AW+DNWl9ziFguMw9tx6qkQgkQkTrQ+SLQhSKQhRLQhxOH+WTiw0bTPRaPRHWuj6CCupZWrqKduon7CYvPwdqC8/QxFoTJZzGiflUc3t88QEsALmxsprvlf/4iYtJDZn4hpFjLdETEd0VxGytpBZp+kb/niF7/IG2+80SOrjctiJ8/uyXr9e5ef9jJUIVY74YCFjRZIkKwemdYakMKmzxFC8MQTTwBgyytDtQ1MJtCIQQhy4zEKIxHyo9nF8wxFwQaoioIjXYRMU9VMGnaj00liCF2wrZ4xWDxj0CJ7+ctf/sI111zTbplUImkKlup6mlrFwQRrmhB6xzcu1aKSMzqvnfvIPyYfqyNbhBiGQTwQoW5rNZGGINGGkClg6s2/0YZQdnPONKV2s9t8871TUfS0lSU7rqU/3ES9RlGx2L1YHb50c8g8LHYvimpDQaGmumNhWB0RVDXVUx3xAu0F8b6k64BFjcXhaRXUuz8R00Sy2a0Vqid5gCKmI+rjpmgbCbVKhjrjxo1j+fLlvPHGG8Q2NZKzbAw5Nhd5di+5dg/5zeLF0SJinB2UBHgyXE3boosAWuLA7y2xdCbUYYcdNiJdkkPnLjBCWLNmDVu3bgXFgr1gxmAPZ3ggBJ503ExhJIzdyL6IWxQFVWkpHR+y2WhwumhwOgnZ7Yghc0dtj6NoDtHIXla+8TafO+RYlJiR5T6K1HeeWmx12kyrSxv3ka/Ij5ruZq6nNKINISL1QXa+t9l83xBMW2BCRBvDCGP/N0WHz40n34e7IAd3vo/V6z7go43rmFIAR0ywo6q9T9nuaxTVisXhw2rPweLwYXPlYXX4UCyOLjPRir0KlcH2N4pkpIbnX/kvRaM+T7XRvh7TKEv33DctIqYAu7ewCxFjtLLE1PW5iGlLY1wnmDBQFIVJkyb1yz4OZoRhYKSSGMkkRiqJnkxw4ec/x6HTJlHgzyE/z4+1gxIAbQmn4jQmIzQmwzQkI3hcLpKh9oLH6mjbnr17aIEkyd3mul/60pcOaBtDHSls+pgXXngBAFvu5JFfs6aXOLR08bxwdvE8MK0yqqKgACmLhbpWqdipA0zF7neEwGnoeDTNfOkaHk3gzjsUh2Jl5a/+0+FqTp+7xepSUkBuOpjXnedFiyXTQsUULNu37zEFS73pNkqE2tXObYeiqrjzvLhbCRdPfvpvQQ6uPB9We/alIFpi5R8fvUqwVuWISYWDmrKuWp1Y7D6sDp8pZBw+rI6crn9fCigWNV3wLoEWD5CM1JEI7GGZ6qCShbTt7j02tYHTyvx8ltrKU4FF2fMRLPd82m437USMtwCLfX8ipp5kqK5fRUxHfFxjxmDNmTMHj0daknuKoWsZ0WIkkxjJhClg0p+F1t4SaANmTp6Y+awLg0AymhYurV9hGhPm+5TIbiCq5RVCaA5tz0dXUdsEje4R22zG1hx66KEj0loDUtj0KY2Njbz33nsA2PKmDvJohiaWdPG80eFwVhAwtIgZgGDatdTgdBLuo1TsvkIRApfeWrxoeDUNt65lpZy3rGD+zOIkmTy7jLxSU8DkjMnD6XWjJ5It7qG6ANu2VJmxLvXBDt1EbbE6bKZoyc/BU+BreZ+fg7vAh9PvySqh3x0WLVqE3+8nEAiwribO/NH9Xx5etbmxOnLSVpgWIdNRxd4MimIKGIuKooKeipCKNpAM17b0TmojHmY64Iv+93krMpUazUcq1gANa7hwbhy7RWGmZS9fJD1f9zHKEmK551PK/WHs3vEHKGKazAaxg0RCN3i32hTBxxxzzKCNY6gihEBoKfSMcElkWV+MZBJhdOP/p6iodjsWm93s72WzUx8Ict8vH6CuqQmxxI+6nyzDtthz6vCN/5hY7QS0hAerI4Kr6MCyovRQkuQu01ozEmNrmpHCpg9ZtWoVhmGgOvOxOIZ3d9QDpoPO3kpkJ0XROI6QwR53LtudY6i1xpkcrGV0PISqKKSsVupcpnupyeHst1TsnqAKo431xXy5da2DCAwTA4harESsVqIWKylVxVAgVbcOt2plqn0akb0N1H6yg1hjGKOTOJrWOHyutFDxtREwptXF7nH2uUXFbrdz5pln8sgjj/DqjjAzChy4rH3wP2mOf7G3WF+ahUxHlXozqApqs4CxWEAVaPEgqUh9JhalIxHTGTOde5np3MvH0dE8E58IxSt4pCnMEZ6tzHTuZbY/xILSna1EzIrORUy0MZNePRRETEe8sTNCNCUoLi7myCOPHOzhDDgduYmyhEsq2a34KcVizQiWFgHjyHxWLNZ2v8Wxo0soKCllS+VO7JsMfIvbV2bfH/acul6ndwNE0x28ly5dyuTJk3u9vaGKFDZ9yAcffACA1Vc6yCMZHDQcHXZLrqjfiZKANYUlmVlBu5s1BeMpTTai2RSiA5iK3RabYeDRUu0EjKuLJzRNUYhZLCQsFjRVBVVFVcAOuIRBidBxigQ0byJ3GgCNG6uztqOoCq5cL56CnIxQaXYRNb+3DlSj0DacfPLJ/Oc//2HPnj3857MQp5d1UF23ExTV2s59ZLH7zCDeLraRsb60eqEItGiTWZ/lAERMZ2yMj+GZUEva9x4tj6cDi7h8upNFE9r3kRouIqYtO4NJ3tllWmu+9rWvYRmqrtxe0M5NlEpgJLt2E3WEamsRLaaAcWRZYLoU311wzjnnsHLlSpK7wugz87B4B/43rUdSJKvCmfGMZKSw6UO2bDFLsVvdowd5JINDSu3Ab68obM8p6ngFRWGPw4/H0nn9lT5DCBzNAkY3XUfNAsbexQ0ypSgkLRYMVQVFwaK2iBe/AqaNxjD/dIAGRFULET1OKLoP/6h8Tj3nTNwFZpyL0+9BtQy+daojHA4H3/72t7npxhtZWxOn1GdjSUl2l2/F4kjHvPhaCZkcLLbOXVcCgWJRzcaPaQuMalFBVUCYbpxEoFXF3khTn8aiKKoFh380K6vmdDA2hX9v1Vk4ro2ICdeTDDcOeRHTlmBC5+mNAQRw5JFHsnTp0sEeUo9pdhO1FirNwuVA3ESqzY4lY3VpsbaoNnu/xZJNnTqVRYsW8f777xPb3IR3YSfXxH4ktrkJBCxYsICysrIB3/9AIoVNHxEIBGhoaABAdR6cbiij9emUikAqADY/IasD0Uk9GaNTp86BoaTr2jQLmNaupA7jX9JoioKhmsGmNgXsCKyq0upCJ8hKuUxPTigKUcVCTFWJqhZiivk3qqpEFQspRQFFQY/VE63eTC65XLV0+GTLlZeX85WvfpXn//pXdqbymOkopiQ/P2OF6Sr+RQgNFPMp2GKzoVibLTDmcc3UZ2nqPxHTjNXlx5VXgjO/FId/DKrFyt5P6ztcdndjgqq3nx92IqYtsZTBExuaCCcNxo8fzxVXXDHYQ+qQjJuoC1dRt91Erawt3XETDSTnnHMO77//PomdIVwz87C4B+72a8Q0EjsPDmsNSGHTZzQ2mpHmisWBoh5E7RNaoaJhYIfAZqh5y7wYKQoitwK1cK45r906B3YTM+Nf2guYruJfBCAUBTUtXlRFQVEVVIUOLngKBmSESiwtVKKqSky1EFXMv3p3XTM209IRCATQdX1IugOEYaBFIqRCYVLhMFo4TCocYYnTzeJzz+94HSEQegKhGKgWKxanC4vdkclIatl2c32W+kyNlv4SMQCKxYYztxhnXimu/FKszmzXkpaIMMalsTPc/hJYZAkOf1GjGTy+oYl9EY3c3Fx+8IMf4Ha7979iPyB0vX1MSzLROzdRK9HSbH1RhuBvqjUzZ86kvLycDRs2EN8awFNRMGD7jm0NgCGYNWsW5eUdFKgcYUhh00dEmvsSHaSiBsBmREjoSah5ixOOP57TTz+d5557jhdffBFrTglJRwltUxbtarKzzQFgTbuPvG3iX5yG3mURf1UhLVpMIWPWwckWMM1uomgb8dJsfYkrap/VyFFUU9QJIYjFYni97WM4BgpD01qESyiMFo6Yn6PRzp+MFYVgPE5doAlUhTF5Hnw5fiwOJ4qSk7WoKWIaWrlw6vpVxDRj8+Tjyi/FmVeKI2dUVrdqYejEA/uIN+wm3ribVLSJQyxj2En30rqHE6GkzuPrTVHj8/m4/fbbe1T1uieYbiKtXUxLJqsolUTo3XETKRmxYrG3FjCO9F8byiBVEe9LvvCFL5jCZnsQ1/RcVEf/izEjqZPYbtbLOvvss/t9f0MBKWz6CJstLWgGsC7FUMNKgsRe01Jz+umnM3bsWE4//XT++9//oqYacbrySRp2DFRUDOxqEpuit4p/0fDopojxaSncmoZtPyZoNW1xUdNuo9YCptlN1NrK0uwmiikWkmk30YDQ6rzInCv9uTshMJLJVgImknmvx+OdrqdYrVi9HqwuF6otHdBtpNAScYp0L0Ul2RVrhaGTDDe1EjEHXu6/p6g2B87ckoyYsdiz43pS0QDxxt3EGnaTCOxDGNm1kmY693KW8R7P1EwERx4l9jBHeD5lhnNfv4+9v6iJaDz5SRNNcZ3c3Fxuu+02Jk6ceMDbM91EqayYFr1NjEv33ESWdjEtGVfREHATDRQLFixg0qRJbN++nfj2IO4Z7QtB9jWJ7UGEJpg4cSKLFi3q9/0NBaSw6SOan8CFnkAIMeJ/pClhaSdSLADxfYDCc889l7HYKIqCYvNgQ8MvEvi0JLmpVKb2i13Xu4y0UZrdRoqCqra4kOKqhUgb11D0ANxEA4HQTTFhs9mw27uoy9LT7QqBHot1KGCMVOcmftVhx+b1YvV4sbgcaeuGgR6PoUUjGMkIRltjmqJgcbnZWrWLN1evZseefRQQ4nOTPdgsA3GsFew5RbjySnHmlWD3ZRcONPQU8cY9pphp3I0eD+93i9Mde6FqHQBfPXQU9gH5Hv3D5voEz2wOkNQFY8aM4bbbbtuvpUboetrK0spVlBYueiqJ6OIcao1qs3UYjKvaHViGgZtooFAUhTPPPJN7772X+GdBXNP8ZtxZPyF0QWyraa0544wzRvx9qRkpbPqI0aNHY7Va0TQNkYqg2AfP1dDfpISFuNHydGxgIW44cRA369h4x/Piiy/x3//+F0VREUWHMSfhoDS0p0v3UbOAUVUFkc5GilosxCzWjJUl2g9uooHASJgXl7Fjxx7QxSUT/5KOe9Ga42AikS5N/Ra3C5vXmxYxHixOR9qaE0cLh0hFQmiRxvYrKgpWtxurx5cRQFa3B0VVKZi7gDrFwpu//S2VhkF1KME5M/3ku/r+cmJxuM04mbSYUa3ZojAZbiCWdi8lgjUHpcVUF4LXKyO8WWW6w+fMmcP3vvc9fD5flrVFbxPj0nM3kR1Ls2soK85lZLiJBorDDz+cxx57jLq6OhI7wzgn5ex/pQMkURVCJHQKCws54ogj+m0/Qw0pbPoIi8XCxIkT2bp1K3q0FnUEC5uk0ZHFQTHTvQvmgnMUwj0WUgGEzQ82D5+mYoxNmk/QqgJCVdFUlbjFQtRqJWSxZgRMdKDdRAOAFq0F2G9RLEPTMjEvWXEw+4l/sXo9LQImLWJUuxU9FkOLmNuJ1exGaO07V2eJGE96/bSI6YyTTz6Z0tJS7r77bvYGg/zmowZOmZbD7KJethFRLDj9o3DmleLML8XuyTbV66k48cbq9Gs3enIASgUMVRSVmOpkVZ2KUTCGU6fmMn/ObKZNnoRRXUljr91EZoyLYj043EQDhdVq5bTTTuP3v/898a0BHBN9/XJ8hRDEtwYAOOWUUw6qju4HzzcdABYuXMjWrVvRwrux5Y7cJnOdpWgbWM2KwwA2j/lKE7A6+MSfS9BqI2qxDik3UX8jhEAL7wbMcwRATyYzVpeWDKQweqyL+BeLxRQuPm8rEePB4nIhtFTaghMmFWggWl3ZZyKmM+bNm8cvfvELfvazn7Fx40b+uinAZ40JTpziw9ED87rVlYMzrwRXXimO3GJUS8tlSQiDZLCOWKNplUmG6umo0/FIRLFYsbp8WJ0+rC6v+XL60tO8WBxuFFVlVpv19Ei2C06x2Uyh0oG1RbqJBofjjjuOJ554gngoTqomhn1032esabVx9GAKp9PJ8ccf3+fbH8pIYdOHHHbYYTz11FNo4WoMLYZq7f/+OoOBioFB+4uhioaRbDIrDrdDY7dzcNJNB5Nch0KBJUze9EmUFhQwFZXdL76Mkew8G0y12zOixeb1YvOZAsTiNK0hRjJhCqFImMTOWlKRUOcixuXG6vVi8/h6JWI6o7CwkLvuuou//OUvPP3003y0L86OQIrTy3KY4O84lkixWHH6i3Hmmy4mq8uXNV9LRIg37ibeUE28qRpD6zpzbrii2p0tQiUjWrwtwqWDFg5tSaY0QtEouYWFuLw57TOKbLY+/X9L+gaPx8Nxxx3HP/7xD+JbA/0ibGJpa82xxx47qFmYg4EUNn3IpEmTmDFjBps2bSLV8CmOURWDPaR+wa4miRtO2qbJ2owIifq1UHJsthtJmPPMXrcjD1WBAqfKKLcl/TLfF7ktOCwKkAuMA0ALBDLrWVyujgWMvSU1vFnExGv3pcXM/kWM1ePF5vX1uYjpDKvVyvnnn8/cuXO57777qK2t5dF1jSwrdXP0BC82i4LNk5epKWOmYrcIY2HoJAL7TKtMg5mKPexRVKxOD1ZnG0uLy4slLVxaW6Y6Q08l0GIhtHgYLRZiX0MTb27dx666JhoCAY494UTOPffcAcm0k/Qtn//85/nHP/5Bal8MPZzq0zYLeiRFam80s5+DDSls+pgzzjiDH//4xyQbtmDLL0O19jLmYAhiU3RQ4+2zovQEiUglVL8M+XPBkQeJRmhYg3VMBcNd2NhUKGotXlzm+0KXikXt2LWmG4KaQCN7m5qYv3Qp+SUlpoDxeFCtrV0uaRETChKLpF1K4XDHxcvaihiPD6tnYERMV8yZM4cHHniAhx9+mJVvv4Xun0DjqMlUTJmMvY21LhULEm8ws5cSTXvbpWIPdRSLtWMXkctrWlucnv0G1Aoh0BPRLOGixcJo8fTfWAihm///uGbw4vYwH+41Y4qKi4u58Qc3M2tWW0eUZLhQUlLCggUL+PDDD4lvD+KZ03cF++LpujXz58+ntPTg610ohU0fc8ghh1BWVsaWLVtI7PsIV+khgz2kfsGm6Nja9HjK5KNEKs1XFsPHeuW2KhmrS/OryK2S7+w8FiGhC2qjOjVRnZqoQU1UZ18kRdWmF9FiDRx33HGcumQx0FJjJhFsaomLGWYipi1mHFEImhq58Jij+PLShVn2vFQqRSKwh2Q66FeLhwZtrK3ZnBgD45eBPS+ru7dqc3bqIrK6vO1q5nSEMPSMQMkIlywBE+5WFtfm+gT/3BoklDSX/fznP8+FF16IyzUyXd0HEyeffDIffvghicoQ7ll5fZL6LXRBYof5+zrppJN6vb3hiBQ2fYyiKHz961/n+uuvRwtWovknYPWW7H9FyYDjdyimcHFlu5C89s4vLuGkQU1MpzYtXppfgYRoF9KaqN+IFmugdPRozj3tVMI7d3QtYgCr22OmVnuHrohpRk8mSDY1kmpqIhloQugtVhcFUBxONmzfwT9ffY2tu3bjsQpOmZbD1DzH4A26FR13917MlfP8LJq4/5iEZjeRHg93KGD0RLRX4wsnDf6zLcT6WjOgvLi4mG9961vMnj27V9uVDB0WLlxIUVERtbW1JKujOMb1PhYmWR1BJA0KCwtZvHhxH4xy+CGFTT8wffp0Tj31VP7+978Tr16Fe9KJqF10O5b0HyqQ72of/zLKZcFh7TwzqzHeYnlpbYWJal1n5OS6LIzLtVPq1SmpmMbEMYeT4/FgVFfR9jaXLWLSgb1DOENFGAapUJBkUyPJQCN6NPsbKRYLdn8e9tw8bLm5WOwOjpy/CN/Eyfzf//0fNTU1PL6+iYpRTk6Y7MNjG3jBptqduArG4S4ax2Mf5ADZdVwE8MKGKIsmetHikVZuoWYXUYu1RfRTULMQgrU1cf67LURME6iqwhlnnMmXv/xlHI6hIQolfYPFYuG4447jySefJL492CfCptlac+yxxw7JnnQDgRQ2/cQFF1zA2rVr2bFjB/Hqd3CNXyGLWPUjNhWKXJZ2LqQCl4q1i/iX+nh78VIb1Ul2o86b32lhfJ6dsbl2xqVfvk7cVcNNxDSjx2OmkGlqJBkMgJF9YKxeH3Z/LvbcPKzejutxLFiwgAcffJDHH3+cf/zjH6yrifNpQ4ITJ/uoGOXs3xopioojdxTuwnG4Csfh8Ldk7O1+rbrDVXbVx9n+398OSrG/hpjGP7eG2NZkiqbJkydz1VVXMXXq1AEfi2RgOOaYY/jzn/+MVhfvdRCxHkmRqo2hKArHHXdcH45yeCGFTT/hcDj47ne/yzXXXEM8Wkti7wc4xiySha56iauD+JdRbpVch4raybFN6qJD8VIXNzC6WRLF77QwLq9FwHQmYnRDUF3fSGX1LuojUc654EJyCgqHhYgBs8R+MhjIiBkjkV1XR7XZsKWtMnZ/Lmo3s3FcLheXXnopRx55JA888AA7duzgb1uCrKuJ8/lpOeR1Eb/UUyxOb0bIuApKUW3ZVo5EoJZYXRWjrF52aZ5265vdvQdW1OhC8O7uKK9XRkgZArvdzpe//GVOP/30g6qw2sHIqFGjmD9/vhlrszOEe1b+AW8rsdOsYTR37lxGjeqo7MbBgfzF9CNjx47l+uuv54477iDV9Bmq3Ye9YMZgD2tY4LcrmZTp1i4kXxfxL5GUkSVemt8HEkaPSrq1FjFjc+2M70LE7A2l2NWUpKoxyc7GBNs2v0Os4TNcLhd33303/lGjD+DbDxxmr6loRsikQsHsarWKgs2Xk3Yx5WJxe3olzsvKyrjvvvt49tln+ctf/sJnTUke+qCeoyd6WFri7lScdoWiWnDmFeMqMsWM3Zt9Y9CTMWJ1u4jVVRGrq8pUKz7MMYan4oPf3XtPOMXznwbZEzZjlCoqKvjmN79JSYmMzTtYWLFiRVrYhHHNzDuwtitCkNhpuqGOPvrovh7isEIKm35myZIlXHTRRfzhD38gUbMGxeIY0VWJ8Uww2yrY8yDZCPVrO8iQMsmOf2mJfSlyW3B2Ef/S1Np9FGsRMpFUzyvSthUx43Lt5HRDxFQ1JakOpEi1MvnE960h1fAZqqpyww03MGHChB6PZyAwtBTJQBOppkaSTU1mh+ZWqA5H2iKTh83v71a9lZ5gtVo555xzOPTQQ3nwwQfZsGED/90WZn1tnNOm+Rnl2f/+bB4/rsLxuArH4cwvRrW0WI6EMEg01RCr20m0topksI6OqhXPdO7li7zPW5Gp1Og+RllCLB/A7t4pQ/C/nWHe2RXFEGbRtosvvpjjjjtOWnYPMpYtW4bL5SIWjaHVJ7AV9rxMiNaQwIhoOF1ODjlkZGbjdhcpbAaA008/nYaGBp577jnie1aDasGWM36wh9XnaDigtJVf1zkKSo7FsvdVir02xvhtrdKnLRR1Ff8iBPWxA49/6Qi/02JaYPL2L2L2hVJUdSFi2pKoXU+qYRMAV111FYsWLTqwQfYDZip2mGTAtMpo4Tap1qqKPcdvBv3687A4+znuJc3YsWO56667ePHFF3nkkUfYHYrym4/qWT7Ow+HjPFnnhmKx4SooNd1LReOxta1WHA8Tq60iWldFvH5Xt6sVz3TuZaZzb59+r+6wM5jk+S1B6mJm8PJhhx3GZZddRl5e3n7WlIxEnE5TjLz66qskdoUPSNgkd5luqGVLl+F0jrz6aT1BCpsBQFEULr74YsLhMC+//DLx3StBUbH5xg720PqUlNo+XgFFYWzZMVy7qONYjGRz/ZdYtgupPmag96IlULOIGZdrz1hk+krEtCVRt5Fk3XoAvva1r3Hsscce+MD7CD2ZJJUWMslAU7tqxRaXOxMnY8vxD1pKuaqqnHjiiSxevJiHHnqI1atX8/rOCJvrE3x5yWTGjZ9sWmVyR7erVhxv2EO0biexuipS4Q46lA9BUrrg1cow7+6OIoC8vDwuv/zyg/4JWwLLly/n1VdfJbk7gqgoQOnkoa8jhBAkdpnd3Q+mLt6dIYXNAKEoCldeeSWapvH6668T3/U2lB6KLWfcYA+tzzA6OZ32RiGS1KmJtS5iZwqZph7Gv3REjtPSEtTbXRHTlGRXU5LdgRSpXiioRN0GkrUfA3DhhRdy+umnH/C2ekMmFTvQRLKpET0ayZqvWCzY0tlLdn8eliGWNlxQUMBN3/seH7+3ij3bP2P6xAnk+rJTX1ORJqJ1VcRqq4g3VmfVzRkO7Aql+NvmAPVpK83RRx/NpZdeetD18ZF0zLx58/D5fIRCIbS6OLZR3S8RotXFEQkdr9fLvHnz+m+QwwQpbAYQi8XC1VdfjWEYvPHGG8R3vwNiGTb/0IzF6CkqGgbtGx+monXc8oaGau/9BbytiBmba8ffgYgxhGBvsG9FTGuEECTr1pOs2wDA+eefzxe+8IU+2XZ30ePxTE2ZVCCAMLJrslg9XlPIdJGKPZgIIdCiEVKhAKlQAD0WZbzXyfg55QDEE0k+2baNXTt3MEmpwWv0ruDdYKEbgjeqIrxZFcEQkJ+fz5VXXnnQFk+TdIzVamXZsmW89NJLJPdEeiRsktXmg8zSpUtl3zCGgLDZvXt3hxHcd9xxB1/4whfYuHEjd955J+vXryc3N5cLLriAr33ta4Mw0r7BYrFw7bXXYrVaefXVV4lXr0QYGva8KYM9tF5jV1LEha1dA0yjfi1Kac9jTnoqYnY1JdnZDyKmLUIIEjVrSDVsBuCrX/0qZ511Vr/sK2u/6VTsZheTHs9OxVZstkxNGbs/r9up2AOJkUySCgdIhoJo4SBCzxZjFqcLm8+P1ZvDuvc/4OG//YNIJIpNVfjcFB/zRw9M/E9f0RDTeGZzgN0h07p0xBFHcPnll0srjaRDMsKmOoK7oqBb57oQgmR1NLO+ZAgIm82bN+NwOHj55Zez/ok+n4/GxkYuuugijj32WG699VbWrFnDrbfeSm5u7oDcSPoLi8XCt7/9bRwOB//+979J7H0PjNSwTwW3WQTJujUYztLsBpgWsuIjOqK1iBmbFjL7EzHN1pj+FDFtEcIgsfd9Uk3bALj00ks59dRT+2lfrVKxA02kgoH2qdheX7rSb55Z9G+I3fSFYZhtJJqtMm3q4igWCzZvDjafH5svB9XWYvE7asUKymfP5v7772fdunU8/2mQrY0JTp2Wg9M69ItdrquJ8c+tIZK6wOPxcMUVV8j4B0mXzJs3D6fTSTwWR29KYu1G+xE9kMSIadjtdumGSjPowmbLli1MmjSpw2JCjz32GHa7nVtuuQWr1cqUKVOorKzkd7/73bAWNmAGTV5++eW4XC6effZZEjVrEHoSe9GcIXdz6gnu/ElE67dhKJjipmgJVruN1um2OQ6VcXmOVinWNvyu9qfiYIuYtghDJ179LlqoCkVRueqqK/u8uqehaaQCTZkMJiPZJhXb7si4l2w5/qwO4UOB5i7lppAJkgqH2hW7s7g92NNCxuLqWowVFRVx22238be//Y3HH3+cT+oS7Ak38IWZfkp6UaG1P0npgn9vC2U6cZeXl3Pttdce1AXTJN2jWZy8++67JPdFuyVskntNa02zKJIMAWGzefPmTsuFv//++yxevDir8uayZcv4zW9+Q319PQUFfdfmfTBQFIWvfvWreDwe/vSnP5Gs/wRhpHCMXjBsxY2mODDyF7RMsOcSR7CgxMLS8Y4uRcy+UCqTmdScnZQcJBHTFmFoxHa9hR7Zi8Vq5frrruOwww7r/XaFQIuEM1YZLRTMXkBRseX4seeaLiaL0zXkzg2h66TCIVJhU8wYyUTWfMVqw+ZLW2W8OT0WYxaLhbPPPpuKigp++tOfUlNTw+/XNHDSVB8Lx7j78qv0msa4zl8+aWJfRENRFL785S9zzjnnHLQ9eyQ9Z9GiRbz77ruk9kZhxv7T/1P7Ypn1JCaDLmy2bNlCUVER5557Ljt27GDChAlcccUVLF++nL1791JWVpa1fPNTT3V19bAXNmCKm3POOQev18uvf/1rUo2fIvQkzpKlw7K3VNJoHzwMCnvCCrOLzWC4jIhpk2I9VERMW4SeJFr1P4xYPQ6Hg5tuuokFCxbsf8VOMJLJTPZSMtDYQSq2q6WZZE7Oft14A40QAj0ey1hltGi4nYvM6vFi86atMn0kxsrKyvjFL37B/fffz6pVq/jHpyGqQxqfm+LrtB7SQPJZY4K/bgoQ0wR+v5/rr7+euXPnDvawJMOMhQsXAumCe0kd1d75799IGWgN8az1JIMsbJLJJDt27MDlcnHDDTfgdrt5/vnnufTSS3nkkUeIx+PY7dk3yubutolEoqNNDltOOukkPB4P9913H1qwkpiRwlV6KIo66NqzRxh0LMaqAjrPrm3IuJOGqohpi6HFie18HSPRhMfj4ZZbbmHGjJ7FQgnDIBUOmS0LmhrROkvFbm5b4Bh65mRD00iFgxkxI7RU1nzV7mixynh8/dYby+v1ctNNN/HXv/6Vxx9/nA/2xqiPaZwzMxf3IHQLb2Z1dZT/bAthCFOA3XjjjRQWFg7aeCTDl8LCQsaOHcuuXbvQ6uLYSzqoD5ZGq42BgNLSUunqbMWg3jXtdjvvvfceVqs1I2Bmz57NZ599xu9//3ucTifJNjEGzYLG7R5aJui+4Mgjj8TtdvOTn/yEZLiaWNUbuMYuR7EMzViCjlAxMOgg6NfQeWNbbBBGdOAYqQjRytcQqTC5ubncdtttTJrUvXYYejyeiZNJBQPtsn+sHq9ZHC83D5vXN2gF8jpDCIEejZAMBUiFg+3q4qCo2Ly+TNDvQIoxVVU555xzmDRpEnfffTc7AjEeXtvA+eW55Hfg5uxPDCF4cVuYd9NZKUcffTTf/OY32z2QSSQ9Ye7cuezatYtUTaxLYZOqNa+pFRUVAzW0YcGgmwM6EihlZWW89dZbjBkzhpqamqx5zZ9Hjx7azQUPlMWLF3PLLbdw++23E4vWEN35Ou7xR6JYhseF0q4miRtO2jYWtKvdK3E/VDCSIVPUaFFGjRrF7bff3mVTQmHopILBTDNJPZ4t4hSrzYyTSVtlWmf/DBWMVNIM+E2LmQ5TsdMZTFaPd9DF2OLFi/nZz37G7bffbsbdrG3k/Nm5FA9QULFmCJ7bEmB9rfmwdeGFF3L22WcPuRgoyfBj7ty5vPDCC6Tqun4YTNXGM8tLWhjUK9OmTZuYP38+77//ftb09evXM3XqVBYvXswHH3yA3uoCu3LlSiZNmjQi4ms6Y86cOdx55534fD6MeD3RylcxtOHherMpOk6iEKsBI4WKhlONY1P0/a88RNATAaKVryC0KKWlpfz0pz9tJ2qEEGixKNE9u2nauJ6691YR2LSB2N7qjKix+nJwj5tA7ux5FCxcQs7U6TiLRg0ZUWO6yIJE91QR2LKBpo3riOzaYcb96DqKxYLdn4dn7ERyZ1TgLyvHXTIOmy9n0EVNMxMnTuTuu+9m0qRJRFIGj65rpCrY/yI6ZQie+qSJ9bUJrFYL3/nOd/jCF74gRY2kT5g1axYAejCFkez42mkkdfT0ud68vMRkUC02ZWVlTJs2jVtvvZUf/ehH5OXl8fTTT7NmzRr++te/UlhYyMMPP8z3v/99LrnkEtatW8djjz3GrbfeOpjDHhCmTZvGXXfdxQ9+8AMCgSZiO1/FNX4FqnXoxV+0xaqkoOp5ANzTz0ZRBt0w2G30eBOxna8h9AQTJ07ktttuyzQmNDSNVLCJZFNTOhU7W2yaqdi56aDf3CGXig2gJ+ItVplICIw2qdguTyZWZijWxemI/Px8fvzjH3P77bezYcMG/rS+ifPLcxnv7x8BmTIEf97QxLamJHa7ne9///u9CiaXSNri9/spLS1l9+7daPVx7MXt3VFavXn9KSkpkc1T2zCoV15VVfn1r3/NPffcw9VXX00wGGTWrFk88sgjTJ8+HYCHH36YO++8kzPOOIOioiJuuOEGzjjjjMEc9oAxceJEfvzjH/ODH/yAhoYGYjtfGzbiZjjSWtRMnjyZ2267DbfFQmR3FammRlLtUrGVdCp2uv+SawimYhvpVOy0mGmfim1Nx8n4sXl9qNbhE8/VmubA7ttvv51169bxxIYmvlKR1+e1bnRD8P82mqLG6XTywx/+kDlz5vTpPiQSMK0wu3fvJlWf6FjYpLOhZs6cOdBDG/IM+iNlfn4+d911V6fzKyoqeOqppwZwREOLcePGcdddd3HTTTdlxI17/NEo1qHVxHC4oycCxHa+htehcvQhKzjjhBNIfbqJpjbZPxany7TI+HOx5/j7LfvnQBFCpK0yZqVfLdImFZt0KnbaKjMU6+IcKE6nk5tvvplbbrmFDRs28PjHjVwyL7/PAoqFEPz90yBbGkxLjRQ1kv5k+vTpvPTSS+iNHYchaOnpzUYASQuDLmwk+6e0tJS77rqLG2+8kcbGRjOgeMKKYRNQPJRRFRjv05nmjjP7qC8yYcwYFEXBCDQCZisIm7+VVWYIVvY0NA0tHCQZCpIKBxCpNqnYNnsme8nmzRlyYqwvabai3HTTTXz22Wc8vqGJS+bm90kq+Os7I6yriaOqKt/73vekqJH0K8013LTGOEKIrAcQIURG2LSt9SaRwmbYUFpayp133smNN95IINBopoKPP2rY1bkZCuS5LMwY7WLmaCdlRU5cdgswOTPf6vZga25bMFRTsWORjHupbV0cMxXbm3ExqXbHiLHKdAe3280Pf/hDrrvuOmpra3lmU4DzZuei9uIYfFIX5387zeN8xRVXyM7ckn5n/Pjx2O12kskkRkTD0sqtakQ0RMrAZrMxYcKEQRzl0ETeFYcR48aN47bbbuPGG28iGq0jtvsdXGMPH5YVigcSqwpTCp3MHO1ixmgnxTnZlq5QNMq2PfuYf9jh5JWUog7BGiRGKpVJw06Fggi9TbVihzNjlbF6hp4YG2jy8/O5+eabuf766/msKcHrlRGOnnhgHbXrYxrPbTHjq0477TROOOGEvhyqRNIhFouFCRMm8Omnn6IFElnCRguY2VATJkzIajkkMZFHZJgxefJkfvSjH3LzzTeTDFeT2PM+juLFB9UTeXcY5bWmhYyLqYUO7K26QRtCsKM+wbotG1i3aT2hZIqf/vSnFAyh2kjCMNCi4YxVpl1dHNWCNe1asvn8WIagGBtsJk2axFVXXcU999zDm1URJufZmdjDTCnNEPx1U4CkLigvL+eiiy7qp9FKJO2ZNGkSn376KXpTEkpbpuuBRGa+pD1S2AxDZs2axfXXX89dd/2YVGAbit2Do7B8sIc1qDisCtOKTKvMzNEuCjzZp3ZTTGPjvhgb98bZXBOjsfJttODOTKXnoVDwUc/qih3sIBXb3WKVcXukpa4bHHnkkaxZs4aXX36Z5zYHuHxhAQ5L94/bW1UR9oQ1fD4f1113nWxmKRlQmoWL1qY2U3P9mokTJw70kIYFUtgMU5YtW8Y3vnEZv/rVr0jWfoxq92HLGT/YwxowFKDEb8tYZSYXOLC0aoSo6YLP6uJs3BdjU02cPcGWgNpE7cdowZ1YLBZuuummQXvqMVOxw5kMpg5TsdMWGZsvZ9imYg82l156KWvXrqW2tpbXKiOcONnXrfVqoxpvVplxNZdffrns/SQZcMaNGweAHspOCNDS17Px4w+ea35PkMJmGHPSSSexe/dunn/+eeLVq1DtPizOkVuoyWNXmT7KmREzOc7sp+eaUCojZLbWxjtstJkKVpGs2wCYQaADWYpcCIGRiJv9l0JBtEioTSo26VRsPzZvDhaXW7oY+wC3280VV1zBrbfeyurqKAtGuxjl6frSJ4Tg35+F0IXZuuHwww8foNFKJC00CxcjnELoBopFRRgCI2IKm2bhI8lGCpthzsUXX8yuXbv48MMPiVW9iXvSCagjpMaNqsD4PAczR5tiZlyePSuzJaEZbKmJs6kmxsZ9ceojWhdbMwvwxavfBcwg0OOPP75fxw9g6BpaOJRxMRmpbJOymYqdrvTr9aFa5E+yP1i0aBFLly5l1apVvLQjxHnlXT8AbG1Msq0pidVq5dJLL5UCUzIo5Obm4vF4iEQi6BENa44dPZwCAS6Xi/z8/MEe4pBEXkWHORaLheuvv55rr72WPXv2EK9eiWvcEcM2/sLvsjBzlJm9NH2UE7c92yqzuylpxsrsi7G9PkEHRpkOEXqS2O63QejMmzev34JAzVTsaEbIaNFw9gKKgs3T0hVbdTjlTXOAuPjii3nvvff4tCHJrmCKsTkdu/aEELxWaf7fPv/5z1NcXDyQw5RIMiiKQnFxMVu3bsUIpyDHnrHWFBcXy2tHJ0hhMwLwer3cdNNNfOc73yEZ2UuybgOOouFRPMyiwpQCJzPSVpmSNlkrkaTO5n0tsTLBeM+baQohiO9ZjUiGKCoq6vMgUCOVSqdhBzpMxVYdzoxVxiZTsQeNkpISVqxYwSuvvMKbuyJ8eVZuh8tta0pSHdZwOBycddZZAztIiaQNJSUlbN261bTUQOavFNydI4XNCGHixIlceeWV/PznPydZtwGLexRWz+Bn+nREkceaKZA3tciJo00qdmVDkk1pq8zOxiTdNMp0SqpxK1poFxarle9973v4/f5ebU8IAy0ayQgZPRbNXkBVs4J+LfaR4RocCZx11lm88sorbKlPUB/TKOig3cLK3eb/8/jjjyc3N3eARyiRZNOcsalHzQcmI+1yHzNmzKCNaagjhc0IYsWKFXz88ce89NJLxKtX4p70uUGJt9GEDcafCvY8okLBo2iUj7alU7GdFLZpTBiIaWxMW2W21MSJpoxOttxz9HgTiZqPALjoq1894PLjZip2utJvOIQwsi1HFpc7I2asHpmKPVQZN24cCxcu5IMPPuDDvTGOm5SdIdUY1/ms0YyDOuWUUwZjiBJJFs3CxkgLm2aBMxRKVAxVpLAZYXz9619n06ZNVFVVkdizGufYwwfUD5sSFuK4wGl2ozWAsGZl0QQfC0pNN5NmCLbVxdm4L86mfTGqg6kutnjgCEMjvvsdEAaLFy/m1FNP7cG6BqlIq6DfRDxrvmKxtriXvDmoNpmKPVw44YQT+OCDD1hbE+eYid6sgPS1+2IIYN68edLULxkSFBUVAWBEzeukEdOypkvaI4XNCMPpdHLdddfxne98By28m1TTZ9jzpg7Y/pNG+8quAvj7hgjheJxN++J82kkqdl+TqFmLkQySl5fHt7/97S4FXnMqdirdSDIV7iAV292qK7ZMxR62LFq0CK/XSzgcpjKQYlJuyzm7vtYUsCtWrBis4UkkWWSETcy0EjdbbqSw6RwpbEYgkydP5sILL+QPf/gDiZo1WD2jUe3dK0rWWww6dsFUBXSeWRsckDEAaOG9pBo/BeDqq6/uMK5G6Hqm91IqFOggFduWaSQpU7FHDjabjWXLlvHyyy+zqT6eETZ1UY26mI7VamXp0qWDPEqJxKSgoAAAkTIwEjoi7apvni5pjwwEGKGcdtppVFRUgKERr16FEH0Xt9IVKh3vp7Pp/YHQk8T3rALMdN0FCxaY04VAi0aI1ewh+NkmGjesIVz5GYmGWlPUKApWbw6u4rHklJXjn1GBZ+xE7P48KWpGGEuWLAHg04YWMftpo1n5efbs2Xg8nkEZl0TSFpfLhdPpBEBLn6N2u12eo10gr9YjFFVV+fa3v82VV15JLFZHsmEzjoKZ/b5fu5okbjgxmx40I7Cryc5W6XPiez9AaDFKSkq48LzzSDTWZ1xMQmuTim13ZLKXbF4fiip7AR0MzJ07F1VVaYjr/OrDehQgkDBN/fPnzx/cwUkkrVAUhby8PPbs2YOe7uqdn58vXeFdIIXNCGbUqFFceuml/PKXvyRZ+zFWbwkWR+9SnfeHTdGBKPFYBBx5qKqCXU2lp/c/emg3k3INKpYczeeOPpLYtk3ZC2RSsZu7YstU7IMRt9tNRUUFa9asYV+ritWqqrB48eJBHJlE0p7c3Fz27NlDssYsRdDbkhUjHSlsRjjHHnssK1eu5L333iNe/S7uicf1eyqyVUlB1fMAuKefjaL072mW67Yys8TDzDFOZoyegNt1tDkj7X6zOF2tumJ7ZYE8CQA33ngjmzdvRrQKEi8sLJT9dyRDjubWCVo6uD0vb+T2BOwLpLAZ4SiKwpVXXsmVV15JKNRIsu4THEWzB3tYvcKqKkwd5TLFTImHktxsq0s0Hidn1BgcOblm2wJb+0wticTtdku3k2RYcMoppxAKhUilUthsNk477bTBHtKQRgqbg4D8/Hwuu+wy7rnnHpJ1G0yXlGt4NU8b5bNlhEzZaDf21tWKDcH2fQHWbviIDZ9t58prriVn4sCluEskEkl/Ul5ezp133jnYwxg2SGFzkHDEEUewcuVK3n77beJ7VuGeePyQDpR1WBXKxriZWexhVomHQl+21aUpmuKT6ggbqyNsrGqgdtM/wUhy7rnnMmWqFDUSiURysCKFzUGCoihcfvnlrF+/nkAgQKL2Y5yj5w32sLIozXUws8QUMpOLXFgtLVH/Kd3gs5qYKWT2RKhuMrMDhBDEqlaCkWTq1Kl84QtfGKzhSyQSiWQIIIXNQYTf7+eqq67ijjvuINWwCauvBKt71KCNx2NXmVHsybiY/G0aEtYEkxkhs2VflKTWvlpxqukz9MgebDYb11xzDVarPKUlEonkYEbeBQ4yli5dyrHHHsvLL79MvHoVnkknolj6ts9R2yaYdmGmeysKTCxwZqwy4wucWX16EimDLfuibKyO8El1hLpw1z2kjGSIxD6zweWFF17I+PHj+/R7SCQSiWT4IYXNQcill17KunXrqKmpIb7vA1wly/ps2x01wYwbVo4pd3LynFw8juy4nt2NiUyszLbaGJrRvR5SQhjEdq8EoVNRUdGjBpcSiUQiGblIYXMQ4na7ufbaa7nxxpvQAjtIeUuw5fSNtaOjJpgAG/fpnLPIQiShs2lPOuh3T5RATOtw+f3up24DRrwBj8fD1VdfjSpr00gkEokEKWwOWsrLyznnnC/w1FNPEd/zHhZXAaqt971HOmuCubMhxb3/qaSyPk43jTKdokVrSdZ9AsA3v/lN2eVWIpFIJBnkY+5BzJe+9CXKysrASBHf/W6fNMrsrNmlYehsr+u9qBF6kvjulYDg6KOPZvny5b3boEQikUhGFFLYHMRYrVauu+46XC4XeqzFCtIbzGaXbdVL3zTBFEIQ37MaoUUpLi7msssu6/U2JRKJRDKykMLmIKe4uJgrrrgCMONWtEhNr7ZnU3ScahwVHRComJ/7oglmqukztNAuLFYr119/PW63u9fblEgkEsnIQgobCUcddRTHHHMMIIhXr8TQEr3ank3R8Vhi+CwRPJZYn4gaPd6USe3+6le+wrRp03q9TYlEIpGMPKSwkQBw2WWXUVpaitBixKvfzep4PNgIQyO++x0QOosWLZKp3RKJRCLpFClsJAC4XC6++93vYrPZ0CN7SDVsHuwhZYjvfR8jGSQ/P1+mdkskEomkS+QdQpJh0qRJXHrppQAkataix+oHeUSQatqOFtiBoqhcf/31+P3+wR6SRCKRSIYwUthIsjjxxBM5/PDDAUFs9zsIvffZTAeKnggS3/s+AOee+2Vmz549aGORSCQSyfBAChtJFoqicOWVVzJmzBhEKmKmVw9CvE3ruJq5c+fKrt0SiUQi6RZS2Eja4fF4uOGGG7BYrWihXaSaPhvwMSRq1mAkmvD7/XznO9/BYrHsfyWJRCKRHPRIYSPpkGnTpvHVr3wFgMS+D9HjTQO271RwF6nGrQBce+215OXlDdi+JRKJRDK8kcJG0imnnnoqCxcuBGEQr16JMA6sYWVPMFJREntXA3DmmWeyYMGCft+nRCKRSEYOUthIOkVVVa6++mpyc3MxEgESNWv7dX9CCLOGjp5k6tSpnH/++f26P4lEIpGMPKSwkXRJbm4uV199NQCpxk/Rwnv6bV+phs3o0RocDgfXXXcdNput3/YlkUgkkpGJFDaS/bJw4UJOPvlkADNLqh9SwPVEgETtOgAuueQSSktL+3wfEolEIhn5SGEj6RZf/epXKSkpMVsu7PuwT7cthEG8ehUIg0WLFnHCCSf06fYlEolEcvAghY2kWzidTq655hoURUUL7EALV/fZtpMNmzHiDXg8Hq688koURemzbUskEonk4EIKG0m3mTFjBqedZjagjO95H6Gner1NIxkiWbseMF1QBQUFvd6mRCKRSA5epLCR9IjzzjuP0aNHI7Qoibr1vdqWEIL43g9A6MybN49jjjmmj0YpkUgkkoMVKWwkPcLpdPKNb3wDgFTDll4V7tNCu9Aje7HZbFx++eXSBSWRSCSSXiOFjaTHLFq0iEMOOQQQJGo+OqBeUsLQSNR8BMBZZ51FSUlJH49SIpFIJAcjUthIDoiLL74Yq9WKHtmHfgC1bZINWxCpKIWFhZx11ln9MEKJRCKRHIxIYSM5IMaMGcOpp5qBxInatT2y2gg9SbJ+IwAXXHABTqezX8YokUgkkoMPKWwkB8zZZ5+Nx+PBSATQQlXdXi9ZvwmMFBMnTuTII4/sxxFKJBKJ5GBDChvJAePz+TjttNMASNZt6JbVRuhJko2fAnDuuedisVj6dYwSiUQiObiQwkbSK0455RTcbjdGItCtWJtk49aMtWbp0qUDMEKJRCKRHExIYSPpFV6vN9MCIdmwqctlhdBJpa01Z5xxBqoqTz+JRCKR9C3yziLpNaeccgqqqqJHa9ATgU6X00K7EVqMvLw8li9fPoAjlEgkEsnBwpASNtu3b2f+/Pk8++yzmWkbN27k/PPPZ968eRx11FH8/ve/H8QRSjqiqKiIxYsXA5Bq/KzT5ZrnHX/88dhstgEZm0QikUgOLoaMsEmlUlx33XVEo9HMtMbGRi666CImTpzIM888w1VXXcUvfvELnnnmmUEcqaQjmt1RWrASIYx2841UBD26D4DjjjtuQMcmkUgkkoMH62APoJkHHngAj8eTNe3pp5/Gbrdzyy23YLVamTJlCpWVlfzud7+TRd2GGPPnz8fv9xMIBNAj+7B6i7Pma0EzHby8vJzRo0cPxhAlEolEchAwJCw27733Hk899RQ//elPs6a///77LF68GKu1RX8tW7aM7du3U19fP9DDlHSB1Wrl0EMPBeiwpk0qPU3G1kgkEomkPxl0YRMMBrnhhhv4wQ9+QHFx9lP+3r17GTNmTNa0UaNGAVBdXT1gY5R0jxZhszurpo2hxTBiphBdtmzZoIxNIpFIJAcHgy5sbrnlFubNm8cpp5zSbl48Hsdut2dNczgcACQSiQEZn6T7lJeX43K5EHoCI96Yma6H9wIwdepUCgoKBmt4EolEIjkIGFRh89xzz/H+++9zyy23dDjf6XSSTCazpjULGrfb3d/Dk/QQm81GRUUFAFpkX2a6FjGFzfz58wdlXBKJRCI5eBjU4OFnnnmG+vp6jjrqqKzpP/rRj/j9739PSUkJNTU1WfOaP8sA1KHJ7NmzWbVqFXq0BpgJgB6tBciIHolEIpFI+otBFTb33HMP8Xg8a9rxxx/Pt771LU466SReeOEF/vKXv6Dreqan0MqVK5k0aZJ0aQxRZs2aBYAer8fQYggtgdCiqKrK9OnTB3l0EolEIhnpDKqw6czqUlBQQGlpKWeddRYPP/ww3//+97nkkktYt24djz32GLfeeusAj1TSXSZNmoTVakXTkkQ+/Xtm+vjx43G5XIM4MolEIpEcDAx68HBXFBQU8PDDD7N9+3bOOOMMHnzwQW644QbOOOOMwR6apBNsNhvHHXccqqqiKAqKomC1WmVRPolEIpEMCIponZd7EHDMMccA8MorrwzySCQSiUQikXSX7t6/h7TFRiKRSCQSiaQnSGEjkUgkEolkxCCFjUQikUgkkhGDFDYSiUQikUhGDFLYSCQSiUQiGTFIYSORSCQSiWTEIIWNRCKRSCSSEYMUNhKJRCKRSEYMUthIJBKJRCIZMUhhI5FIJBKJZMQghY1EIpFIJJIRgxQ2EolEIpFIRgxS2EgkEolEIhkxWAd7AANNTU0Nuq5nuoRKJBKJRCIZ+uzZsweLxbLf5Q46i43D4cBqPej0nEQikUgkwxqr1YrD4djvcooQQgzAeCQSiUQikUj6nYPOYiORSCQSiWTkIoWNRCKRSCSSEYMUNhKJRCKRSEYMUthIJBKJRCIZMUhhI5FIJBKJZMQghY1EIpFIJJIRgxQ2EolEIpFIRgxS2EgkEolEIhkxSGEjkUgkEolkxCCFjUQikUgkkhGDFDYSiUQikUhGDFLYSCQSiUQiGTFIYTPIHH300UyfPj3zmjlzJosWLeKCCy7g/fff7/X2n3vuOZYvX86cOXP44x//2AcjHjiEEDz77LNccMEFLFu2jNmzZ3Psscdy2223sW/fvsEe3ohCnocd09/HZaDYtWsX06dPZ9WqVYM9lAFHntsd093jcvTRR/PAAw8M4kh7jhQ2Q4CLL76Yt956i7feeov//e9/PPnkk3g8Hi655BL27t3bq23feeedHHroofznP//hjDPO6KMR9z+6rnP55Zfzk5/8hBUrVvCnP/2JF198kZtvvpkNGzZw1llnUVdXN9jDHFHI87Bj+vO4SAYGeW53zEg9t6WwGQK43W6KioooKipi1KhRlJWVceuttxKLxXjxxRd7te1gMMiSJUsoLS3F5/P10Yj7n0ceeYQ333yTRx55hIsvvphp06ZRUlLCkUceyaOPPorNZuMPf/jDYA9zRCHPw47pz+MiGRjkud0xI/XclsJmiGK1WgGw2+2AaQ686667OOmkk1i6dCnvvvsuuq7z6KOPcsIJJzBnzhxOOOEEnn76aaDF9Axw0003Zd4nk0nuvvtuli9fzvz58znnnHN46623MvvVdZ27776bI488ktmzZ3PiiSfy5z//OTO/vr6eb33rWyxdupSKigq+9KUvsXr16sz8eDzO/fffzzHHHMOcOXM4/fTTefnllzPzn332WY4++mjuvPNOFi1axDe+8Y12310IwRNPPMGpp55KeXl5u/kul4vHH3+cq6++Ouu7PvTQQxx22GEcffTRBINBQqEQN998M8uWLWPhwoVceOGFfPzxx1nbeu211zjzzDOpqKjguOOO4/777yeZTGbmT58+naeffpqLLrqIiooKli9fzm9+85tu/AdHBgfzediT47K/7wPwzDPPcPrpp1NRUcG8efO44IIL2LBhQ2a+pmk88MADHH300cydO5czzzyTN954IzP/s88+4xvf+AZLly5l4cKFfOtb36K6ujprH3/605844YQTqKio4KSTTuLvf/97h+Pfvn07hx9+ON/5znfQdb1H332kIM/t7h2X1jz77LOZ79nMqlWrmD59Ort27QLgggsu4P777+fmm29m/vz5LFu2jIceeoht27Zx3nnnUVFRwamnnsq6det6NK4eISSDyooVK8Qvf/nLrGl79+4V3/rWt8S8efPE7t27M8vNnj1bvP3222LdunUikUiIO+64QyxevFg8//zzYvv27eLxxx8X5eXl4o9//KPQNE3U1NSIsrIy8eijj4qamhohhBDXXnutOOWUU8TKlSvF9u3bxR/+8AdRXl4uXnvtNSGEEH/84x/F0UcfLT744AOxa9cu8ac//UmUlZWJ9957TwghxJVXXikuvfRSsWXLFrFjxw7xve99TyxcuFBEIhEhhBCXX365OPLII8Urr7witm3bJh544AExffp08fLLLwshhHjmmWdEWVmZuOqqq8TOnTvFli1b2h2TnTt3irKyMvH888936xhWVVWJsrIyccIJJ4hPP/1UrFu3ThiGIb74xS+K888/X6xZs0Zs3bpV3HvvvaK8vFxs2LBBCCHE//73PzFnzhzx5JNPisrKSvHmm2+K448/XnzrW9/KbLusrEwsXLhQPPfcc2Lbtm3ivvvuyzoeIwV5HrY/D3tyXPb3fV588UVRXl4u/va3v4ldu3aJNWvWiLPPPlucdtppme3eeuutYunSpeKFF14QlZWV4v777xfl5eXi008/Fbt27RILFy4UV111ldi4caNYu3atOPfcc8WKFStEKBQSQgjx8MMPi4qKCvHUU0+JyspK8fjjj4uZM2eKt956K/Mbeffdd0VlZaVYvny5uOGGG4Su6wdyugwr5Lndu3O79XLN227Nu+++K8rKykRVVZUQQojzzz9flJeXi//7v/8TO3fuFA8++KAoKysTxx57rHj55ZfFpk2bxNlnny3OOOOMnv8zu4kUNoPMihUrRHl5uZg3b56YN2+emD17tigrKxOf+9znxOuvv5613De/+c3M51AoJMrLy8Wf/vSnrO39+Mc/FoceeqgwDEMIYd6Yn3nmGSGEEDt27BBlZWVi3bp1WevccMMN4vzzzxdCCHHHHXeIz3/+85kfqRBCvP3226Kurk4IIcSpp54qrrvuOhGPxzPjePvtt0U8Hhdbt24VZWVl4tVXX83a/pVXXinOPvtsIUTLD2Pjxo2dHpMPP/xQlJWVibfeeitr+mWXXZY5TvPmzRMnnXSSEKJF2Dz22GOZZd955x1RVlYm6uvrs7Zx3nnnie9+97tCCCG+/OUvi1tvvTVr/sqVK7N+pGVlZeKOO+7IWmbx4sXi17/+dafjH47I8/DAj0t3vs/q1avF3/72t6z5Tz31lJgxY0bWcfzzn/+ctczPf/5zsWbNGvGzn/1MLF++XCQSicy8uro6UVFRIZ544gkhhBCHH364uOeee7LWf/jhh8X//ve/zG/kr3/9qzjyyCPFTTfddFCIGiHkud0Xx6Wnwqa1aIlGo6KsrEz8/Oc/z0x78sknxezZs7scX2+w9p8tSNJdvvSlL3HBBRcAoKoqubm5HfpqJ0yYkHm/bds2UqkUCxcuzFpm0aJFPPLII9TX11NYWJg175NPPgHgwgsvzJqeSqXIyckB4LzzzuPll1/miCOOYPbs2Rx22GF87nOfo6CgAIArr7yS66+/npdeeolFixZx+OGHc9JJJ+FwONi8eTNAh2O69957s6ZNnDix0+ORl5cHQFNTU9b0W2+9lXg8Dpgm91dffbXT49Ns4j/mmGOylkkmkyQSiczxWLduHX/7298y84UQgGn2Hzt2LABTpkzJ2obX6yWVSnU6/uGKPA8P7Lh05/ssXryY/Px8HnroISorK9m+fTsbN27EMAzAdA2lUinmzZuXtY1rrrkGgAcffJDZs2dnuQcKCgqYNGkSmzdvpqGhgZqaGubOnZu1/te+9jWAjJvglltuIZVKUVxcjKoePJEI8tzu3XHpKZMmTcq8d7lcAIwbNy4zzeFwZLn8+xopbIYAfr8/6wfVGU6nM/O++QasKErWMs0XymY/aWua13niiSfweDxZ85ovchMnTuTFF19k9erVvP3227zyyiv8+te/5sc//jFnnHEGxx13HG+++SZvvvkm77zzDg8//DC/+MUvMn7njjAMo914Wn+XtowbN46ioiJWr17NySefnJk+evTozHu/399uvdbbNAwDr9fLs88+22655puDYRhccsklHWYyFBUVtVu+Nc3HciQhz8OO2d9x6c73eeGFF7jhhhv4/Oc/T0VFBWeffTZbtmzh3H1ESgAAC4NJREFUtttuA8Bms3U5BiFEu2MMZryGzWbLnKMdLdOaM844g7KyMn7yk59w3HHHtYuXGKnIc7tjuntc2tL6fNQ0rd38js7ngRTSB49kH2FMnjwZq9Xarg7D+++/T1FRUYc3/mnTpgFQU1PDhAkTMq9nn32WZ555BoA//vGPvPjiixx22GHccMMN/OMf/+CQQw7hX//6F8lkkh//+MdUVVVx0kkncccdd/DSSy+hqiqvv/46ZWVlAHzwwQftxjR16tRufzeLxcKFF17Ic889x6ZNmzpcZs+ePV1uo6ysjHA4TDKZzPquv/vd73jllVcyx2Pbtm1Z8/ft28fPfvYzIpFIt8d7MDOSz8Pu0p3v8+tf/5qzzz6bn/70p5x33nksXryYqqoqwLxJTJgwAZvN1i64/eyzz+bhhx+mrKyMdevWZT3l1tXVUVlZyZQpU/B6vYwaNard+t/61re44447Mp9PPvlkzjvvPGbPns2NN97Y4U1JYiLP7fY0C5ZQKJSZVllZ2e/77SlS2AxTfD4f55xzDr/85S/5xz/+QWVlJU888QRPPvkkF198cYdPbtOmTWPFihX86Ec/4pVXXqGqqorf//73/OY3v8mYCevr67ntttt45ZVX2L17N2+88QaffPIJ8+fPx263s3btWm6++WbWrFnDrl27ePbZZ4lEIsyfP5+pU6dy5JFHcuutt/Laa6+xfft2HnzwQV555RUuvvjiHn2/Sy65hBUrVnDuuefy61//mk2bNrFr1y5effVVLr74Yp555hmWLVvW6frLly9n5syZXH311axcuZLKykp++tOf8swzz2RcS5deeikvvvgiDzzwANu3b2flypXceOONBIPBLIuNpHNG+nnYHbrzfYqLi/nwww/ZsGEDO3fu5NFHH+Xxxx8HTPeoy+Xi/PPP5xe/+AWvvPIKO3fu5L777mPr1q2sWLGCL3/5y4TDYa677jo2bdrEunXr+Pa3v01eXl7Gqvn1r3+dxx57jOeee46dO3fyxBNP8Morr3DsscdmjVdRFO688062bNnCb3/72z4/HiMFeW63Z968eaiqyv33309VVRWvv/76kCy7IV1Rw5jvf//75OXlce+991JXV8eECRP44Q9/yDnnnNPpOvfddx/33XcfP/rRjwgEAowbN47bb7+ds846CzD9u5qmcfvtt1NXV0dRURHnnnsul112GQC/+MUv+PGPf8zll19OKBRi8uTJ3HvvvSxatCiz/Z///Of84Ac/IBgMMm3aNB544AGOO+64Hn235h/Pv//9b5555hn++Mc/EgwGKSwsZNGiRTz++OMsXry40/UtFgt/+MMfuPvuu7nmmmuIxWJMmTKFBx54gEMOOQSAE088kfvuu4/f/OY3/OY3v8Hv97NixQquv/76Ho31YGckn4fdZX/f5+abb+aHP/wh559/Pna7nRkzZvCzn/2Ma665hrVr17JkyRKuvfZarFYrt9xyC8FgkOnTp/Pb3/42I8T/9Kc/cc899/DFL34Ru93OYYcdxt13352J3Tj//PNJJBL88pe/pLa2lokTJ3LfffexbNmyTIxNM1OmTOEb3/gGDz30EMccc8xB45LqKfLczmbcuHHcdttt/PrXv+bpp5+mvLycm266icsvv7zf990TFDESgwUkEolEIpEclEhXlEQikUgkkhGDFDYSiUQikUhGDFLYSCQSiUQiGTFIYSORSCQSiWTEIIWNRCKRSCSSEYMUNhKJRCKRSEYMUthIJJIBQ1aXkEgk/Y0UNhKJpMc88MADPS7q9qtf/Yrf//73/TSibFatWsX06dNZtWrVgOxPIpEMHaSwkUgkA8L9999PLBYbkH2Vl5fz1FNPUV5ePiD7k0gkQwfZUkEikYw4vF4v8+bNG+xhSCSSQUBabCQSSa949tlnmTVrFmvXruWLX/wic+bM4aijjuJ3v/tdZplmt9WDDz6Y5cLasmULl112GQsWLGDBggV885vfzHS9hhaX0l/+8hdWrFjBoYceynPPPcf06dPbdX7/3//+x/Tp01m3bl2Hrqiu9rVp0yamT5/OSy+9lFn+ww8/ZPr06dx7772ZaeFwmNmzZ2c6NTc1NfHDH/6QQw89lDlz5nDOOeewcuXKrHFNnz6dBx98kLPOOouFCxfy0EMPHfCxlkgk+0cKG4lE0msMw+Dqq6/mpJNO4re//S0LFy7knnvu4c033wTgqaeeAuDss8/OvN++fTtf+tKXqK+v5yc/+Ql33nknVVVVfPnLX6a+vj5r+/fddx/f/e53+e53v8uxxx6Lx+PhhRdeyFrmn//8J5MmTaKioqLd+Pa3rxkzZlBcXMw777yTWefdd98F4L333stMe+edd9B1naOOOopEIsFXvvIVXnnlFa655hoefPBBxowZwyWXXNJO3PzqV7/ihBNO4Oc//znHHHPMgR5miUTSDaQrSiKR9BohBFdccQVf+MIXAFi4cCEvvfQSr7/+OsuXL8+4hcaMGZN5/+CDD+J0Onn00Ufxer0AHHLIIRx77LE8/PDDfPe7381s/0tf+hInnnhi5vMJJ5zAv/71L77zne8AEI/HeeWVV7j00ks7HF939nXEEUdkCZuVK1dSXl7O+vXriUajuN1u3njjDSoqKigoKODpp59m06ZNPP3008ydOxeAI444ggsuuIB77rknY9UBqKio4Otf/3pvDrFEIukm0mIjkUj6hPnz52fe2+128vPziUajnS7/7rvvsnTpUpxOJ5qmoWkaXq+XRYsWZQkMoF0G1qmnnsquXbtYu3YtAK+++irRaJRTTjnlgPd11FFHsWPHDvbs2UM8HmfNmjV84xvfIJVK8dFHHwHw5ptvsmLFCsAUPkVFRZSXl2e2qes6K1asYP369QQCgcz+y8rKunsYJRJJL5EWG4lE0ic4nc6sz6qqdlm3pqmpiX/961/861//ajcvPz8/63NBQUHW52XLllFcXMwLL7zA3Llz+ec//8miRYsYO3bsAe/rkEMOweFw8M477zBmzBgsFgsrVqxgypQprF69moKCAvbu3ZsRNk1NTdTW1naaeVVbW4vf7wegsLCw0+MgkUj6FilsJBLJoODz+Tj00EO56KKL2s2zWru+NCmKwimnnMLf//53vvnNb/LGG2/wox/9qFf7crlcLFmyhHfeeYeSkhIWLFiAzWZj6dKlrF69Go/HQ2lpacZ65PP5mDhxIvfcc0+H++xMZEkkkv5FChuJRDIgqGq253vJkiVs3bqVmTNnZsSFEILrrruOCRMmMHPmzC63d9ppp/Hb3/6WBx54AEVRsmJw2tLdfR111FH86le/Yty4cRnLzLJly/h//+//kUqlMtOat/n6669TUFBASUlJZvpvf/tbNmzY0KngkUgk/YuMsZFIJANCTk4OH330Ee+9914m2Hjnzp1cdtllvPzyy7z55ptcddVVvPDCC8yYMWO/25s6dSrl5eU8+eSTHH300fh8vk6X7e6+jjzySOrq6vjoo49YunQpYAoYTdP4+OOPs4TNmWeeSUlJCRdddBF/+9vfePfdd/n5z3/Offfdx6hRo7DZbL04WhKJ5ECRwkYikQwI3/jGN/j444+59NJL2bNnDzNmzOCJJ55AURRuuOEGvvWtb1FbW8v//d//cfzxx3drm6eddhq6rnPqqad2uVx39zVu3DimTJmC2+1m9uzZAOTl5VFWVobb7WbJkiWZZd1uN0888QQLFy7k7rvv5tJLL+XFF1/kO9/5DjfeeOMBHCGJRNIXKEJ2pZNIJBKJRDJCkBYbiUQikUgkIwYpbCQSiUQikYwYpLCRSCQSiUQyYpDCRiKRSCQSyYhBChuJRCKRSCQjBilsJBKJRCKRjBiksJFIJBKJRDJikMJGIpFIJBLJiEEKG4lEIpFIJCMGKWwkEolEIpGMGKSwkUgkEolEMmKQwkYikUgkEsmI4f8DmUXZXyJBMBMAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.swarmplot(data=InterviewScoresLongform, x='Interviewer', y=\"Score\") \n",
"sns.violinplot(data=InterviewScoresLongform, x='Interviewer', y=\"Score\")\n",
"sns.lineplot(data=InterviewScoresLongform, x='Interviewer', y=\"Score\", hue='studentID')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "966a9d2a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
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