{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Grouping data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A single pandas DataFrame can often be decomposed into smaller subsets of data that need to be visualized. One of the key advantages of fivecentplots is its incredibly easy syntax to isolate data sets based on other columns in a DataFrame. The following grouping options are available:\n",
"\n",
"* ``filter``: simple string which a more convenient syntax than standard ``numpy`` filtering used to select only DataFrame rows which meet certain criteria\n",
"\n",
"* ``legend``: color lines and markers according to unique values in a DataFrame column\n",
"\n",
"* ``groups``:\n",
" * for xy plots: separates unique subsets of data so that plot lines are not continuously looped back to the origin (useful for replicates of similar data)\n",
" * for boxplots: groups boxes by unique values in one or more DataFrame columns\n",
"\n",
"* ``row``: makes a grid of subplots with each unique value of a single DataFrame column grouped in rows in a single column; group labels are on the right side of each plot\n",
"\n",
"* ``col``: makes a grid of subplots with each unique value of a single DataFrame column grouped in columns in a single row; group labels are on the top of each plot\n",
"\n",
"* ``wrap``: \n",
" * Option 1: similar to row and column grouping, makes a grid of subplots for each unique value of one or more the DataFrame column names; group labels and values are on top of each plot\n",
" * Option 2: wrap by `x` or `y` to create a uniqe subplots for each column name listed\n",
"\n",
"* ``figure``: makes a unique figure for each unique value of a DataFrame column\n",
"\n",
".. note:: We can achieve an extra grouping dimension using the kwarg ``filter`` followed by a string matching DataFrame column names with values (``filter='Column1==5 & Column2>3'``)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Import packages:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import fivecentplots as fcp\n",
"import pandas as pd\n",
"from pathlib import Path"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read some dummy data for examples:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df1 = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data.csv')\n",
"df2 = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data_box.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Optionally set the design theme (skipping here and using default):"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#fcp.set_theme('gray')\n",
"#fcp.set_theme('white')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## filter"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Consider the following set of fake current vs voltage data, which comes from multiple samples at multiple conditions:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', lines=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To isolate these data to particular subsets of interest we need to filter the original data set. Because our data comes from pandas DataFrames, this is fairly straight forward as shown below. However, depending on how our DataFrame columns are named, the syntax could get ugly quickly:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1[(df1.Substrate=='Si')&(df1['Target Wavelength']==450)&(df1['Boost Level']==0.2)&(df1['Temperature [C]']==25)&(df1['Die']=='(1,1)')],\n",
" x='Voltage', y='I [A]')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For convenience, **fivecentplots** provides an alternate filtering syntax which allows the user to specify matching criteria is a more human-readable way. Here we apply the same filter as above using this option:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(1,1)\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This new syntax also allows for more complicated filter schemes to be easily defined:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]',\n",
" filter='Substrate not in [\"GaAs\", \"InP\"] & Target Wavelength <= 455 & Boost Level==0.2 & Temperature [C]==25 & Die in [\"(1,1)\"]')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## legend"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `legend` keyword can be a single DataFrame column name or a list of column names. The data set will then be grouped according to each unique value of the `legend` column(s) and a separate plot line will be added to the figure for each group. A different color and marker type will be used for better visualization."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Single legend column"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In our sample data set, we have fake IV data for various devices, each labeled with a unique \"Die\" address. By setting the kwarg ``legend='Die'``, we can separate the data set for each test site and display it clearly:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Die',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Multiple legend columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also legend by multiple DataFrame columns. In this case, we pass a list of column names is passed to the `legend` keyword and get a result where the unique combination of values of each legend column is listed, separated by a pipe character (|):"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend=['Die', 'Substrate'],\n",
" filter='Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Multiple x & y values "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Legends are also useful when plotting more than one DataFrame column on the y axis without a specific grouping column. The legend shows automatically in this case to identify which data set below to which DataFrame column, but can be disabled by setting `legend=False`:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y=['I [A]', 'Voltage'], lines=False,\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Secondary x|y plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When plotting with a secondary axis (i.e., twinning), there are three options for the legend: (1) no legend; (2) legend based on the values of the primary/secondary axes; or (3) legend based on another column."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### No legend"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True,\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### With legend"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Force the legend to show with kwarg ``legend=True``:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend=True,\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Legend by another column"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Legend by the name of another DataFrame column (each value in the legend will also state if it is linked to the primary or secondary axis):"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], twin_x=True, legend='Die',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Location"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default, fivecentplots places the legend in the upper right corner of a figure, outside of the plot axes as this is the only way to be certain the legend will never obscure the actual data. However, the legend can be placed inside the axes area by specifying the keyword `legend_location` with one of the following values (which align roughly with `matplotlib` syntax):\n",
"\n",
"* 'outside' or 0\n",
"\n",
"* 'upper right' or 1\n",
" \n",
"* 'upper left' or 2\n",
"\n",
"* 'lower left' or 3\n",
"\n",
"* 'lower right' or 4\n",
"\n",
"* 'right' or 5\n",
"\n",
"* 'center left' or 6\n",
"\n",
"* 'center right' or 7\n",
"\n",
"* 'lower center' or 8\n",
"\n",
"* 'upper center' or 9\n",
"\n",
"* 'center' or 10\n",
"\n",
"* 'below' or 11"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Outside right"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No ``legend_location`` is required to place the legend to the right of the axes area. This is the default for **fivecentplots**, completely eliminating the need for the complex syntax required to do this with other plotting solutions (like ``bbox_to_anchor`` with pure ``matplotlib`` code). \"Everything... in its right place\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Die',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Inside the plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Locations 1 through 10 will place the legend within the plot window. While this can result in a more compact figure, there is a also a significant risk that the legend will obscure the data in the plot. Care should be exercised when placing the legend inside the plot."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Die',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', legend_location=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Below the plot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Long legend values can by annoying to deal with. If the legend is placed in the default location outside the axis, the figure size will have a large width. If the legend is placed within the axis window, it can extend longer than the axis itself. fivecentplots also provides the option of placing the legend \"below\" the plot to deal with this case:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df1.loc[df1.Die=='(1,1)', 'Long Legend'] = 'Sample #ABCDEFGHIJKLMNOPQRSTUVWXYZ'\n",
"df1.loc[df1.Die=='(2,-1)', 'Long Legend'] = 'Sample #RUNFORYOURLIFEWITHME'\n",
"df1.loc[df1.Die=='(-1,2)', 'Long Legend'] = 'Sample #THESKYISANEIGHBORHOOD!!!!!!!!!'\n",
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Long Legend',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', legend_location='below')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Note on location"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
".. note:: Relocating the legend is straightforward when dealing with a single plot axes, but the ideal situation is a bit murky for grid plots with legends. For the default ``legend_location`` on the outside right of the axes area there is no issue: one legend will be placed in this space for all subplots. When placing the legend inside the axes area however, a duplicate of the legend will be placed in *each* subplot window unless keyword ``nleg=1`` is included, which will enable the legend only within the upper right subplot."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## groups"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Kwarg ``groups`` adds another level of grouping to a plot. This keyword requires a DataFrame column name or list of column names which are used to identify subsets in the data and make sure they are properly distinguished in the plot. This option behaves differently for xy plots and boxplots as described below."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### xy plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some data sets contain multiple sets of similar data (think replicates of a measurement or a large quantity of parts in a production line). Consider the following example where we plot fake measurement data from a large sampling of parts with ``lines`` enabled. Notice how the line loops from the end of the data back to the beginning repeatedly. This occurs because the arrays used for the plot come from a DataFrame which has results for multiple parts concatenated together. Without any additional information provided, it is not possible to know if these data are from one part or multiple parts."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Temperature [C]',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To handle cases like this, we can add the keyword `groups` and specify another DataFrame column name that tells **fivecentplots** how the data are separated within the table (in this case we use the column \"Die\" which has an unique x,y address for each part). Now we get distinct lines for each instance of the measurement data and we can clearly tell one part from another. Unlike with ``legend`` however we do not know which part is which. \n",
"\n",
".. note:: The `groups` keyword can also be combined with a legend from a different DataFrame column"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1dXV06tSJ119/nSeeeILVq1czfvx4tm7dGpcYW0MJnYiIyF6Ee+iU0O2LNVucAIwb3g2rtfl0Y1jfAvKzHXj9QbaUt3/x5s8//5zTTjuNvn378tRTTwFw1113MX/+fB544AHGjx/PRRddxAcffIDT6WTWrFntHmNraQ6diKSUgY/Mom7JMsoe+2f0mPbmlD0xQyGCdXVYNeS6XywWo8VzhmFgacz1TLPFy9rESy+9xNSpUxk0aBDvv/8+hYWFABx66KFNru3Xrx9Dhgzhu+++a98g94F66EQkpVgcDkLuhibHtD+ntCRYWwemiTVHCd2+6NM1/Ly+/n5bzArXXa3aWE2Vy4vNaqF7Udsvioi47777uOCCCxg3bhyffPIJ3bp1AyAQCPDMM8/w5ZdfNmnjdrspLi5utxj3lRI6EUk5QVctRnp6vMOQBBHZJUJDrvvmmEO7k5VhZ3tVA2/MX9PkvNcf5Mm3vwdg/KjuZGemtUtcjz32GDfddBNTpkzh/fffJy8vL3rOZrNxxx13cNNNN8W0WbRoEaWlpZx44ontEuP+0JCriKScgNOJJd1BKBBg4D/+1mSytsiugtr2a7+kp9m44JTBPPHWMp78z/f8sLGKiUeWUJSfzg/rq3nzkzVs3F5LhsPGlJMHtUtM27Zt47rrrqOkpIRf//rXLFq0KOZ8//79uf3227n00ku55JJLuPjii9mwYQO33noro0aN4tJLL22XOPeHEjoRSTkBVy2GzYY1N1fJnOxVwBWuWageun334+P6Uef28eKHq/hiSRlfLCmLOZ+dYWfGZWPp1aV9hrPfffdd3G4369evZ/z48U3OP/XUU0ydOpX09HRmzpzJWWedRVZWFmeffTZ//etfozXqOiIldCKScoIuF4ZhwZrXfnN2JHEFXS4MhwOLo32GBJOJYRhcdNoQjh7ZnXc+X8eilTvweAMU5KZz4hG9OGVsb/Ky22/u6uWXX87ll1++1+umTJnClClT2iGig0cJnYiknIDLBWYI2y5zZ0RaEnC51Dt3gPp1z+M3546KdxhJTYsiRCTlBJ0uQv4AViV00gpBV61KlkiHpx46EUkpIa+PkMeDAdjyldDJ3gVrVVRYOj710IlISomUoDA9Hmx5+pCWvQtv+6UeOunYlNCJSEqJlKAAsOWqh072Lqg5dJIAlNCJSEoJ7JrQachV9sIMhQjUag6ddHxK6EQkpQSdLmisPWfVkKvsRaihAYIh9dBJh6eETkRSSniXiHQwDGw5+pCWPQtolwhJEFrlKiIpJeCqxUhLw2qzYdg6btV36RiC0V0iNOQqHZsSOhFJKUGXE8NqwZqTHe9QJAGoh04ShYZcRSSlhPflNFRUWFol6KrFsNvDw/SS8ObNm4dhGC3+ueOOOwA49thjmz2/cOHCOH8HLVMPnYiklKDThRkKatsvaZVIDTqjcSGNJLbDDz+cL7/8ssnxGTNmsGDBAi644AJM02TJkiVcf/31nHvuuTHXDRkypL1C3WdK6EQkZZimScDlwrDbVFRYWiXoqsWWo/lzySI3N5ejjjoq5thbb73F3LlzeeWVVxg0aBClpaXU1tZyxhlnNLm2I9OQq4ikDNPrxfT5CLk96qGTVgn30Cn5PxiCHg+f/finfPbjnxL0eOIdDgBut5vf/OY3TJo0iXPOOQeAxYsXAzBq1Kj4BbYflNCJSMoIOJ3hL0IhFRWWVtEuEclt1qxZbNmyhYceeih6bPHixWRnZ3PjjTdSVFREeno6Z5xxBitXroxfoK2ghE5EUkagsQQFoEUR0ioBl3aJOBBBj2eXP95djntjzsWDz+dj1qxZnH/++QwYMCB6fPHixdTV1dGpUydef/11nnjiCVavXs348ePZunVrXGJtDc2hE5GUEYz00IF6XWSvTNNUD90B+vK8C5s9/s2ll8f8/dg3Z7dHODFeffVVtm3bxk033RRz/K677mL69Okcd9xxAIwfP56jjz6aIUOGMGvWLO655552j7U1lNCJSMoIuGrBYtGQq7RKyO3BDAQ0hy5JvfrqqwwbNoxDDz005vjufwfo168fQ4YM4bvvvmuv8PaZEjoRSRlBlwuLwwGmGf6vyB4EG4sKa5eI/TfupeejXwc93mjP3NhnnsSaHr9/g36/nw8++IDf/e53MccDgQDPP/88gwYNYty4cTHn3G43xcXF7RnmPlFCJyIpI1yyxI4lIyPeoUgCCNSG51yqh27/WVsoyGxNd7R4rj0sXbqUhoYGjjnmmJjjNpuNO+64g+7du/PZZ59Fjy9atIjS0tImCWBHokURIpIyAk4XWAzVoJNWUQ9d8lq6dCkAQ4cObXLu9ttv5/PPP+eSSy7hww8/5IknnmDy5MmMGjWKSy+9tL1DbTX10IlIygg6nWCiGnTSKgGXC6wWLJmZ8Q5FDrLt27cD0KlTpybnLrnkEtLT05k5cyZnnXUWWVlZnH322fz1r3/FarW2d6itpoRORFJGwFWLGQioh05aJbJLhGHRYNbBYE1Pj8tq1uZMnz6d6dOnt3h+ypQpTJkypR0jOnBK6EQkJURKUGAYqkEnraJdIiSRKKETkZQQcrsxAwEAlSyRVlENOkkk6kcWkZQQcLqiX+tDWlpDu0RIIlFCJyIpIbJiEdRDJ62jHjpJJEroRCQlxPTQaQ6dtEK4h04JnSQGzaETkZQQdDnBag3vEpGVFe9wpIMLeX2YXi/WHA25SmJQQiciKSHgqsWSloYlIx3DMOIdjnRwARUVlgSjIVcRSQkBpwvDZtVwq7RKZM6lhlwlUSihE5GUEP6ANpTQSavs7KFTQieJQQmdiKSEgNOFGQqpqLC0StBVGy5CnZMd71BEWkUJnYikhKDLiRnwa9svaZWAy4U1O1vbfknC0KIIEUl6ZihEwFULoZCGXKVVgtr2SxKMfvUQkaQXrG+AUAhQDTppnYCrVitcJaEooRORpKddImRfBWtVVFgSixI6EUl6gV0SOqvm0EkrhLf9Ug+dJA4ldCKS9GJ66HKU0MneadsvSTRaFCEiSS9SVNiSkYlhs8Y7HOngQn4/oYYG9dBJQlEPnYgkvYDTiWG3q2SJtEqwthbQLhGSWJTQiUjSC7pqwWJVUWFplaArnNBplwhJJEroRCTpRbdxUg+dtEIguo+rhlwlcSihE5GkF3S5IBhQDTpplcgiGi2gkUSihE5Ekl7A6SLk8yuhk1YJuGqxZGVpAY0kFK1yFZGkZoZC4UnupqmiwtIqQZcLW46GWyWxqIdORJJasLYOTBPQqkVpnXANOiV0kliSLqHbvHkz+fn5zJs3b4/XlZaWYhhGkz/Dhw9vn0BFpF3sukuEhlylNcK7RCj5l8SSVEOumzZtYuLEiTidzr1eu3jxYgDmzp1LZmZm9PiuX4tI4tM+rrKvAq5a0rp3j3cYIvskKRK6UCjEs88+y4033ojZOLSyN4sXL6Znz56cdNJJbRydiMRTwBlO6AyHA4vDEedoJBFoH1dJREkx5LpkyRKmTZvGJZdcwnPPPdeqNosXL2bUqFFtG5iIxF3Q5cKw2dQ7J61iBoME6+s131ISTlIkdL1796a0tJQHHnig1UOmixcvpra2lqOPPpr09HS6du3KzTffjN/vb+NoRaQ9hfdxtWn+nLRKZBGN5tBJokmKIdeCggIKCgpafX1FRQVbtmwhEAgwc+ZM+vTpw9y5c7nnnnvYtGkTzz//fBtGKyLtKeBygmEooZNW0S4RkqiSIqHbV1lZWcyZM4eBAwdSUlICwPHHH4/D4WDGjBnMmDGDIUOG7PV1CgoKyN3Db3GhUGiPc/osFkv0dWQnPZeW6dk0b0/PZZvbgwFkd+mccs9N75fm7em51GzcBEBh716kt9Fzs9vtbfK6ktqSYsh1X2VkZHDKKadEk7mISZMmAfDdd9/FISoRaQu+6hpCfj/2Tp3iHYokAH9NuEqCPS8/voGI7KOU7KFbvXo1H3/8Meeddx75+fnR4263G4Di4uKDch+3201DQ0OL5yO/HVZVVR2U+yULPZeW6dk0b0/PxVddhRkI4LPbU+656f3SvD09F2fZVizp6Tjr66C+be5fX99GLywpLSUTurKyMqZNm4bFYuGKK66IHn/ppZfIzc3liCOOaNXrVFVV4fV62ypMETlAZiBIsC784WnL0yR32TvtEiGJKiUSOpfLxfLly+nfvz/FxcUce+yxnHzyydxwww243W6GDh3KO++8w8MPP8wDDzwQ02snIokrWFcb/VplS6Q1tEuEJKqUmEO3aNEixo0bxzvvvAOEJ8S+9tprXHHFFTz44INMnjyZOXPm8Pjjj3PttdfGN1gROWgiRYVB235J64R76JTQSeJJuh66E044ocnK0uaO5ebmcv/993P//fe3Z3gi0o4CkW0ALRYsWVnxDUYSQtDlIq1/v3iHIbLPUqKHTkRSU9AVHnK15uViGEaco5FEEHC51EMnCUkJnYgkrUDjtl92zYuVVjBDIYK1dZpDJwlJCZ2IJK2gywVWq+bPSasE6xsgFMKao1WukniU0IlI0oosirCqZIm0QlDbfkkCU0InIkkr4HJBKKgeOmmVyD6uGnKVRKSETkSSVtDpxPQHlNBJq0QW0agItSQiJXQikrQiQ65K6KQ1Ai4XRpodw+GIdygi+0wJnYgkpZDfT6hxf2btEiGtEdklQiVuJBEpoRORpBQZPgNUV0xaRbtESCJTQiciSSkywR00yV1aJ9xDpxWukpiU0IlIUgo2zp+zZGVh2KxxjkYSQbC2VjXoJGEpoRORpBRwhfdx1fw5aS1t+yWJTAmdiCSloKsWw2bDpm2/pBVM0yToqtXwvCQsJXQikpQCTidYLKopJq0ScrsxAwHtEiEJSwmdiCSlgKsWTFM16KRVgtolQhKcEjoRSUpBpxMzoF0ipHUCjWVuNIdOEpUSOhFJSgGnC0wTq4ZcpRV29tBpyFUSkxI6EUlK0VWu6qGTVgi4XBg2G5bMzHiHIrJflNCJSNIJeX2YXh+ghE5aJ+gK16DTtl+SqJTQiUjSidklQkOu0goBl4oKS2JTQiciSScyHwq7HUt6enyDkYSgbb8k0SmhE5GkE+mh0y4R0lraJUISnRI6EUk6kX1ctUuEtJZ2iZBEp4RORJJOeMWiFbsSOmmlcA+dhlwlcSmhE5GkE3C6AEMLIqRVQh4Pps+n94skNCV0IpJ0gi4nZiiEVSVLpBW0S4QkAyV0IpJ0AjVOCIVUg05aRbtESDJQQiciSSdQE9klQj0usneB2sYeOtWhkwSmhE5EkoppmgTr6gCVLZHWCbpcYBhYs7PjHYrIflNCJyJJxfR6Mf1+AKy5Suhk7yK7RBgWfSRK4tK7V0SSSsAZHm7FYsGanRXfYCQhaJcISQZK6EQkqURXLOZka6N1aRXtEiHJQAmdiCSVoDOyIELDrdI62iVCkoESOhFJKgFXLRgGtk758Q5FEoR2iZBkoIRORJJK0OUCi0X7uEqrhefQqYdOEpsSOhFJKgGXCzA15CqtEvL7Cbk9qkEnCc8W7wBERA6mQI0TgnveJaK61sfcb8vYVF5PepqVY4Z3Zni/fCxaRJFygo2LaFSEWhKdEjoRSSqB6mqg+Q9o0zR5bs5a/vu/7THHv1lRSX62nZsvHE6XThntEqd0DIHGbb80h04SnYZcRSSpRD+gm+mhe/6jdTHJXKbDirXxp2BNnZ/bn1pCvcffLnFKx7BzH1f10EliUw+diCQN0zQJ1jZu+7VbQtfgCfDxom0AFOU5uH7KELoVZuLzB3n3qy28+flmPL4gL3+8gcvOGNDusUt8ROsWZquHThKbeuhEJGmE3G4IhYCmPS7vfb0F0wQDuPXSEXQrzGRHjQfDMDhrfG8O6R1OAL/5obK9w5Y4CrpcWLOzMGzWeIcickCU0IlI0gg4w8NnloyMJh/QG7bXA1CQ6yAnMw3TNLn5sUU8+8EaAI4/tDMAXl+wHSOWeNMuEZIslNCJSNIIRie4N/2ATreHEzy3NwDAtioPpgmZ6eGZJ9urPQBooWtq0S4RkiyU0IlI0oj00DW3S8T4keEeuAZvkE+XbKd0S/jakq7ZeH1BPlxYBkCXgvT2CVY6BO0SIclCiyJEJGkEXc4Wt/0a3i+fnEwbtQ0Bnnx3DYW5aQCs2eri+Q/XUe8J99ydfWzv9gxZ4ixYW4ujZ494hyFywNRDJyJJI7KPq72Zbb8Mw2D6BcOwWcNjqpUuHwBzv90eTeaOHlbMmCFF7RavxJ+2/ZJkoYRORJJGwOkE02yx6r/DbiUzveXVjF0LNdyaSsxAkGBdvRZFSFLQkKuIJCSPL8j8xdv5dMl2dtR4SU+zMtCTzyh7Ht1a2Pbrn/9Zjas+QNeCdCpdXjIdNn7z00P4ctkO5i7azmufbGJIn3wG9NCcqlQQrGvc9ktz6CQJqIdORBKOq8HPXc8t5cWP17Olwo0/EKK2wc+iUDFP95rMd7WOJm02bKtj9eZarBaDG84bSiBoUpyfTv/uOVx0an+OGhYeav3o27L2/nYkTgJ7WBUtkmiU0IlIwnniP6vZXN5AbpadSyb247HfncifrzyK/p4yQoaFZxbWUlbpjmnzw8bwh/egXjms3VqHaUK9x88PG50AnHBoFwBWNv5dkl/QFemhU0IniU9DriKSULZUNLB0bQ2GAdPPH0aP4kwKCrLo0imDc7Z8xEvdTmZ9Znde/3QjowYUsK3KzbYqN6s2hRO6FRtcrNgQ/rreHcBZH9671ZEWnlsXDJnx+cak3UXK3KhsiSQDJXQiklCWra0BYHjffHoUZwIwb9Fmfli+mUNNk1HOVazP7M6CHypZ8EMl+dl2uhZkUNI1i+/W1JBms3DU0CI+WbKDa88dSt9u2QB8s6ICgD5dsuPyfUn7C7hcWDIysNjt8Q5F5IApoRORhOILhPdqzcsKfwj7/EEeemkxh6R7OBTItIV72LIzbMycdjgZjvCPuZBp8sd//o9tVR7+V1oFQM/iTIIhky+W7WDOgvDcuRMP69LO35HES9BVq945SRpK6EQkoXRt3Mlh2TongWCISpcX04Tzx3XDvRS2FPYDwslaJJkDsBgGl50+gPteWk5tQ7ju3J3PLsFZ58fVEB52PXJIEaMGFrTzdyTxEqzVtl+SPLQoQkQSymEDC8jNtFNT5+P/5qxjW1V48UOO6WF9Rle+tPQE4PhRTXvaBvXK5eafDcPS+JNv044GXA1+sjNsnHVsL375o4FYtJlrytC2X5JM1EMnIgnFZrXws1P68uibq5j/3Xa+Wl4OwEPfNLCxx6kADC3JY8whze/40K97DgYG3QocnH9yXxx2C/2652C36ffbVBN0uUjr0jneYYgcFEroRCThHDmkCKth8MLH66hq3MJrY72BxQwyujDI5T89BKul+Z42ry9IMGTSvTiTkf07tWfY0sEEXLWqQSdJQwmdiCSk0YcUctigAmb+exl1niDjA+vp/L959D/+fBz2lrf32rijHoCeRZntFap0QGYw1DiHTkOukhw0xiAiCctqMfAFQgztW8jIhvVkBT0t7uMasWZLuJhs3+4qT5LKArW1YJrqoZOkoYRORBJahdNLl4JM/NU1ANha2Mc1YtOOBgD6dlVCl8p8zvCOIFrlKslCCZ2IJCyPL0idO0DnThn4I/ty7iWh21btxjAgJ1PFZFOZv6YGAGuOhlwlOSihE5GEVeH0ANA5P51ggxsMA2t21h7bVNf6SE+zYqg8SUrz10R66JTQSXJQQiciCauixgtAoS0IpoklK3OviVqd20+ueudSnt/lxEhLw5KeHu9QRA4KJXQikrAqnF5sVoPMQHhenG0vw2eBYAh/wKQoz9Ee4UkH5q9xav6cJBUldCKSsMqdHoryHAQb58/ZOuXv8fodNeEh2m6FKlmS6vw1Tu0SIUlFCZ2IJKwKp5fCvPSdK1wLC/d4/drGkiUl3fY8z06Sn9+pHjpJLkroRCRhVdR4Kc5zhEtQGAb2Tnve+WH99nBR4X7dVLIk1flralSDTpKKEjoRSVgVjUOu/qpqMM29FhUuq3ADUJyvifCpLjyHTkOukjyU0IlIQmrwBGjwBinKslD2n3cAsGTueW5chcuL3WbBZtWPvlRmmiZ+l1M9dJJU9FNNRBJShbOxZEnuzhWre/uAdtX7yc7QFtapLlBXjxkIqodOkooSOhFJSOU7XNhDfgp3GT21ZmQQ8noJeb1Nrg+ZJh5fkIKctHaMUjqiQOO2X+qhk2SiX1VFJCFlz7qDG4AdM3Ye2/Cnu6JfD37i0Zjra2p9AHQtyGiP8KQD27mPq3roJHmoh05EUsLGHeEVrr06q2RJqovu46oeOkki6qETkYT04YRfETJNrjgql4133QNA/wdmYnE0vwvE2q11APTrrpIlqSzk9bL6/ofCf7GoT0OSh97NIpKQttWH6FSYg7/aGXPc4nA0m9RtLg9vD9a9SLtESNje9v0VSSRK6EQk4ZimSWVjDbpAdXWr2pTXeLAYkJWugYlUFFkss+uCmeaOiSQq/WQTkYRT5w4Q9HgpzrAQ3BLbQxf5cN69l66mzkemkrmUtfrqa5ocW3P99OjXuy+iEUk0+ukmIgmnwunlhrUvwMNQtcvxlj6gTdOkwRPQcKuIJC0ldCKScCqcHvZlfWKdO0DI1JZfqWzgI7OAcA9uJPHf0yIakUSjhE5EEk6F08uzh1zEQ78ezfrb7yRQUQm0/AFdVhleENGzWDXoUlXkfRHy+2OOKaGTZKGETkQSTnmNh06dsrGmpxNwuqLHW/qAXlfWWLKkm0qWpLpAVesW0YgkGq1yFZGEU+H0UpjnIOTxwC49Li3ZuCPcQ9ejWEWFU12wthaAw/7f39Q7J0lFCZ2IJJwKp5fi/HT8VeElEWnFRYx77eUWP6C3VboBKMjVB3iq81dWgWGQVlgY71BEDioldCKSUEzTpMLpDdegaxw+S+/ceY9tqmp9OOwWrBYVkk11gaoq0jp1wmLXjCNJLq1K6H7zm9/w7LPPsmLFiraO54Bt3ryZ/Px85s2bt9drX3jhBYYNG0ZGRgZDhgzhmWeeafsAReSAuOr9+AMhivLS8UcSuu7d9timzu0nN9PeHuFJB+evrMRRXBzvMEQOulb9ivLII49Et0jJzs7m8MMPZ8yYMdE/JSUlbRljq23atImJEyfidDr3eu3s2bO58MILueaaazjttNN44403mDp1Kg6Hg/PPP78dohWR/VHuDBcOLspzEFhRDYZBepcuLV7v8QUJBE0K8zTcKuEh18wue+7RFUlE+9TnbJomtbW1fPLJJ3zyySfR4wUFBYwePTomyevatetBD7YloVCIZ599lhtvvBHTNFvV5g9/+APnnnsuDz74IAATJ06kqqqKW265RQmdSAdW4fQAUJzvoHpHOZgmjuKiFq/fUR2eP6eiwgKNPXTDh8U7DJGDbp8Sur/97W8sWrSIhQsXsnz5coLBIACVlZXMmTOHOXPmRK/t3r17TII3evRo8vPzD2rwEUuWLGHatGn86le/YsKECUyaNGmP169fv55Vq1Zxxx13xBw/55xzePnll1m9ejUDBw5sk1hF5MBU1HjJSreR4bCxY0c5wB6H0DZurwegpItWuKY6MxgkUF2zx18ARBLVPiV0V111FRZLeNqdx+Phf//7HwsXLoz+WblyJaFQCIAtW7awdetW3nzzTQAMwyAQCBzk8MN69+5NaWkpPXv2bNXcuchcwEGDBsUcHzBgAAArV65UQifSQUUWRAAEqsNz6NL2kNCt3xZO6Hp1Vg9dqgvUOCEU0hw6SUqtSujKysr46quvoskcQHp6OuPGjWPcuHHRY3V1ddEevMifNWvWtHoYdH8VFBRQUFDQ6usjc+xyc2M3D8rJyQHA5XI1aSMiHUO500NxvgPTNAnU1oZLUHTKb/H6rY27RHTupF0iUp2/MryjiBI6SUatSui6dOnCj3/8471el52dzXHHHcdxxx0XPVZZWUlxB/vHE+lFbMmuieueFBQUNEkKd7/PnpLZyH32JRlNBXouLdOzgepaP4N6F5Jrt0MwiC0vD6st/KOsuedSXRvAZjXo2T31JsLr/RIr6A0vqMnoXIzFYonbc7HbteJaDr42r0PXVvPmDkReXh4AtY0VwyMiPXOR8yLSsQRDJuU1bjoXZOJr3L/VsZcCsTV1XnIy09ojPOngvOUV2LKzsWaot1aST5tUVtywYQPLly/n9NNPx2q18sQTT/DVV1+1xa32y+DBgwEoLS3lsMMOix4vLS0FYMiQIQflPm63m4aGhhbPR347rGqsdi9hei4tS/VnU+XyEgiaZNoCVK7fBIBRWBDtdd/9uQSCITy+IN0KMlLymaX6+2V3rs2bsRZ0avH90l7q6+vjcl9Jbvud0IVCIVavXs2KFStYsWIFy5cvZ8WKFaxcuZKGhoaYRRCXX345l19++UEL+kANGDCAvn378uqrr3LuuedGj8+ePZuBAwe2uq5eVVUV3sYufBFpexWRGnT56fg3Nm771bXlGnSR67sUpLd9cNLh+SursBdq+FmSU6sSuiVLlsQkbcuXL6e0tBT/bptit/Xih/3lcrlYvnw5/fv3j87nu/XWW7nssssoLCzkzDPP5M033+Tll1/mxRdfjHO0ItKSSA26olwHzsYh17Silodct1aEe8i1wlUAApWVZKkGnSSpViV0o0aNiu4UAS0nboZhcNJJJ3HIIYdwyCGHHJwID4JFixZx4okn8tRTTzF16lQApk6ditfr5b777uPJJ5+kX79+PPvss5x33nnxDVZEWlRe4yU3044jzYpv23YA7HuYQ7euLFKDLrtd4pOOyzRN/FVV2LRARJLUPu8U0a1bNwYMGBDzp6qqiquuugqADz/8sE0Cba0TTjihScLZ3DGAK6+8kiuvvLK9QhORA7RrDTp/RQUAtj0MoW2pCCd0XQo0CT7VBWtrMX3+Pf4CIJLI9imhMwyDYcOG8fDDD8f0wM2fP/+gByYisrsKp4ei/Maiws7wqnR7p04tXr+jOjxE2ylHq1xTnb8yPOdSc+gkWbWqbMmzzz5Ljx49ME2TuXPncuihh3LDDTc0KfshItKWwj106ZihEKGGBiyZGRi2ln8vranzkemwYrEYLV4jqSHQWFTYph46SVKtSuguuuii6N6nWVlZ+P1+HnroIQYNGsTTTz/dYRdDiEjyCIZMqlzhIdeA0wmmiTW35ZqRoZBJgzdIXrZ65yTcQ2ekpWHN1p6+kpxaXVg4PT2dW265hVWrVjF16lQMw2D79u38/Oc/56KLLmrLGEVEqHZ5CZmEE7qq8B6u9uKWe1uqa32YJhTnq2SJ7CxZsusCP5Fkss87RXTt2pUnn3yShQsXcuKJJ2KaJmVlZdHzzz333EENUEQEoLyxplxxfjr+qkgNuq4tXr+92g1Az2KVLBEIVFVqQYQktf3e+mvUqFHMnTuXN954g4EDB0aPT506ldGjRzNv3ryDEZ+ICLCzBl1hriO6yXpal5b3Z924o7FkSVcNsUm4h25PK6JFEl2rErpFixYRDAabPXfmmWeybNkyHnzwQTp16oRpmixatIgJEyYc1EBFJLVV1HjJz07DbrPgK9sGQFpRUYvXb9weLircVSVLhMiQq3roJHm1KqEbPXo0+fn5LS5+sNlsXHPNNZSWlvLb3/4Wu92uhRIiclDF1KDbUQ6wxyKx26rCQ66aQychj4dQQ4NKlkhSa/WQa0NDw16TtPz8fB566CGWLVvGmWeeecDBiYhElO9Sg85f3bgoYg8f0FUuL3abhfQ0a7vEJx1XZIheu0RIMtunwsLnnnsuY8aMYfTo0dFeu+YMHDiQ119//WDEJyIChHvoBvcOlykJ1tZipKVhcTiavdY0TercAfKy7e0ZonRQO4sKa8hVklerEzrTNHnjjTd44403osf69u0bTe7GjBnDEUccQXZ27J6JwWCQHj16cNRRR8W0FRFpLX8gRE2tj+I8ByG/H9Pr2+ME91p3gGDIjA7RSmrzV1aC1YItv+W6hSKJrlUJ3UMPPcSCBQtYsGABq1evjg69rl27lnXr1vHKK68A4a3BBg4cGE3yRo8ezciRI9mxYwdvv/12230XIpLUqmq9mDTWoKuuAcDWqeWELrLlVzctiBAgUFmFvVMBhmW/CzuIdHitSuh++9vfRr92uVwsXLgwmuAtWLCATZs2AeFevJUrV7Jq1Sr+/e9/A2DRPyAROUAVNeEadEX56QS2bQcgrXNxi9dvrQivcO3TJbvFayR1qGSJpIJ9mkMHkJuby0knncRJJ50UPbZjxw6++eabaIK3cOFCKioqAFosdyIi0lrlTg+GAQU5adR/H54P5ejercXrN2wP16DroaLCQnjINa1rl3iHIdKm9jmha07nzp2ZPHkykydPjh5bv359NMH75ptvWLRo0cG4lYikoAqnl4KcNGxWC75t4Rp09j0UFY700BXnaw6dhHvosoYNjXcYIm3qoCR0zSkpKaGkpIRzzz0XQHXpRGS/VdR4KcoL15PzNQ657mnFYoXTi2FAXnZau8QnHVfI7yfodKoGnSS9dpvgpg2RRWR/VTg9O4sKN07n2NMHtKveT3a6DYt+7qS8QFW4ZqFNJUskyWnFgoh0eOVOL0WNOz4EnC6wWrFkNj8/zu0N4guE6JSj4VYBf1VjDToVFZYkp4RORDo0nz+Iq94f7aELNtRjzcpssde/vCZcsqRLgRI6gUB0l4hOcY5EpG21KqF7/vnnWb16dVvHIiLSRIUzXLKkOM9B0O2GQBBbXn6L10f2cO1VnNUe4UkH56+swpqXh8WuXUMkubVqUcTFF1+MYRjk5eVFd4UYO3YsY8aMoXv37m0do4iksEhCV5SXTqAq3NtiL2p5PtTGHeGSJT1VskQIlyzRgghJBfu09VdNTQ1z585l7ty50eNdu3aNJneR/+blaXsVETk4KpwerBaDTjlpNGwMz4dK69a1xeu3lIdLlnTupF0iJNxDpz1cJRW0KqH74x//GN0doqpxgmlEWVkZb731Fm+99Vb02IABAxg7dizPPffcwY1WRFJOhdNLQW4aFosRLVmS1qPlkYHtjdt+FakGnRDe9iujb0m8wxBpc61K6O68887o12vXro3ZFWLRokU0NDTEXL969WpKS0uV0InIASuv8VIcqUG3dSsAacUtb/tVU+fDYbfgsFvbJT7puMxQCH+1tv2S1LDPhYX79etHv379OP/88wEIhUJ8//330STvm2++YdmyZdryS0QOigqnh16dwwscfOXlQMs16PyBEG5vkM6d1DsnEKhxQjCkIVdJCQe8U4TFYmHEiBGMGDGCn//85wB4PB4WL158oC8tIkKF08vhg8IfyIGqGjAMrDk5LVwbHm4tbqxZJ6nN31iyRIsiJBW0SR269PR0jjrqqLZ4aRFJIW5vkDp3YGcNuro6LBnpGJbmf3TtaJw/16NIK1wFApGiwuqhkxSgwsIi0mFFetyK8hyYpknI7W6xdw5gS0W4Bl3vzkroJLzC1ZKZiSVdPbaS/JTQiUiHVblLDbpgXR2Y5h63cNrUWINOJUsEIjXo1DsnqUEJnYh0WOVOLzarQV62PbrJur1z5xavL6sM99B11hw6IVyyxF6oLb8kNSihE5EOq8LpoSjPgcUw8G2P1KDr1uL1VbVeLBbIzdI2TxLuobMVqIdOUoMSOhHpsCpqvBQ11qDzbt4CgKNHj2avDYZM6twBcjLtGIbRbjFKx2SaZuMuEVrhKqlBCZ2IdFgVTm90hatv+w4A0lrYx7XS6cY0oTBHNegEgnX1mD6fEjpJGUroRKTDKnd6olt4RWqK2fLzm722rCK8Y033Qi2IEAhE3i9aFCEpQgmdiHRIDZ4Abm8wOuQadDox0tIwrM1v6VVWEV7h2qtLVrvFKB2XvzJSg049dJIalNCJSIdUXtO460OkqHB9A9aslpO1tWVOALoUqIdOwj26Rpp9j3ULRZKJEjoR6ZAqojXoHJjBIKbPhy0/r8XrN2+vA6BzvubQSXiXCHtBgRbISMpQQiciHVKF00ua3UJOpp2AM9z7Zi8qavH67VXhOXSRIVpJbf7KSs2fk5SihE5EOqRIDTrDMPCXVwBg79ql2WtN06S6zkuGw4rdph9rgkqWSMrRTz4R6ZDKa7wUN/a2eTZvBiC9V89mr3XW+QgGTTplp7VbfNKxRYZcRVKFEjoR6ZAiPXQAvq1lADi6d29yndcXZOmacA+eFkQIQMjrJVhXryFXSSm2eAcgIrI70zRjigr7d5QDYNtlCK28xsNbn2/i6xWV+AMhANZureWbFRWMHdLyXDtJfpGahRpylVSihE5EOpxadwCvP0RRfnjI1V9dDVYrFnt4j9Yt5Q3c/e9l1LkDAFgtBsGQibPezz/eXMXWSjdnHdsrbvFLfO2sQaceOkkdGnIVkQ6nwhmuQRfpoQvW1mHNDA+nmqbJ42+vps4doHeXLP548QgOHRjukRs3LPzfNz/bROmW2jhELh1BoLIKLJY9lrkRSTZK6ESkw6moCdegK27soQt5PNECsaVbatm4o540m4WLT+3Ld6VVLF8X7pEZ1jc/mtTN/bYsDpFLR+CvrMTWKb/FXUVEkpGGXEWkw6lwhkuQZDqshPx+CAaxNa5YXLXZBUCnnDTuem5ZTLsn/lNKYW5azHWSesIlSzTcKqlFPXQi0uHE1KBrnOCe1rkYANMMX7O9OjwsO7RPeFgtw2ElK91GpcsHQChktnPU0lH4Kyu1IEJSjhI6Eelwwitcw8Ot3k3hGnSOHuGSJV077dwJ4qJTSvjRMeHadAN7deKuX4wiPS38Yy07w96eIUsHEqhSD52kHg25ikiHU17jZWS/fAC8m7cA4OjdGyC6shXg21VV1DaE/96rOIuvV1Tg8YVLmHj9oXaMWDoKMxAgUOOMDtGLpAoldCLSoZimSaXLS2GkqPC27QCkNW775WrwA2CxGKzY4GLFhvBcuTkLNkXr0QF4fQEk9firq8E0NeQqKUdDriLSoTjr/fgDoegK10BlFRgG1oxw2ZKczPBQateCdEY09uIB+AMhCnMdHDU0vMo1N0vbgKWigGrQSYpSQiciHUqFM1yyJFKDLuB0Ykl3RM8fMagAq8Vga4Wb8SM7Y7cZANx15ThumzqS9dvqAThyqHaLSEWRRTQ29dBJilFCJyIdSnnNbkWFGxqwZmVFz+dmpXHS4V0B+Mebq/AHTDLSrCxbW8ltT33Htio3eVl2jj+0S/sHL3Hnr6zCmpsb3VVEJFVoDp2IdCiVTi9Z6TYyHOEfT6bPh3W3iv9TTuxDgyfA58vCe7y6fUFe+HAVAAW5aVx7zpDo0KyklnANOvXOSepRQiciHUq500NxfuNwa31DeIJ7UXHMNTarhV9MHkhWuo05C8vo0imDvj3yGNYnm7GHFJJm1w4BqSqgGnSSopTQiUiHEq5BF07ovFvCJUsiK1x352xc8XrppCEcM7I7VVVV7ROkdFj+yiocfXrHOwyRdqc5dCLSoVTU7Cwq7Nu4CYD0Xj2bvXbDtjoASrrltk9w0qGZoRCB6mr10ElKUkInIh1GKBSuQRftoSsrA2i2xyVkmpTXeLFaDLoWZjU5L6kn6HJhBgLYC1SyRFKPEjoR6TCq63wEQyZFjTXo/DvCix5seXlNrq1wegmGTIrzHVgtRrvGKR2Tv7EGnUqWSCpSQiciHUbl7jXoamow7HYMo2nCtqW8AYA+XdU7J2GRGnQqKiypSIsiRCTunHU+vvi+nKVrqqN/716YQbC2DkvjDhG727gjXEC4f/ecdotTOjZ/ZRWWjAysmc2/Z0SSmRI6EYkb0zR547NNvPPlFoIhM3r83heXM7BnDhP9UFDcfMK2ZkstAL07q4dOwlSyRFKZhlxFJG7e/mIzb32+mWDIpH+PHHoVZ5KdYcNmNVi9uZaXOp8InZofPosMufZSQieN/JVV2DTcKilKCZ2IxEW9J8A7X4brzF04oS8zLh5BVoaNoSV53PnzUeSkWyl3dGJZZp8mbQPBENV1PrLSrWSma6BBwrRLhKQyJXQiEhcLf6jEFwjRoziTk48I781a3liDrmtBBic1lp5b5Mtv0nZ7tQfThG6FmislYaZp4teQq6QwJXQiEhdVrvCK1kE9czAMI9zrVuuNbvvVy1cBgDPYtAcuMtzaTwsipFGovgHT68VWoIROUpMSOhGJi8hQaVmlGwj3uoVM6FoQ7nXbWh5exZqV5WjSdm1ZeIcIrXCVCH+VSpZIalNCJyJxccSgAgzgh40uftjgpKwinNh1L8zA4wvyaUMnAMYc0vQDeu3W8ApXLYiQiEhRYQ25SqrSbGIRiYui/HTGDSvmi+/LeeCVFfTunInDbuHrFRXM/XYb5UYWGUEvJ4zq0qTttio3FgO6dEqPQ+TSEQUqKzFsNqw56rWV1KQeOhGJm0tO68fI/vn4AyHWbK3D6w/x74/Ws73aQ2bQw8/cC8nNSotp4/MHqW0IUJDrwKItv6RRuGRJAYZFH2uSmtRDJyJx47BbueacIXy/roZ/vLkKq8WgR1Emhw8qoMsTd9OpX+8mbSJz7noUZ7Z3uNKB+SursGtBhKQwJXQiElcWw2BY33yCQZMfH9OLiWO7E/R4KA36sBcVNbl+U+MK18E9c9s7VOnA/JWVpPfqFe8wROJGfdMiEneVTi++QIjuReEVrt4NGwCwd2s6f27VRhcAfbtnt1+A0uEFqqqxaUGEpDAldCISd1sbh1EjhYI9GzcDkN6zaY/Lhu3hkiVa4SoRIa+PYG2tSpZISlNCJyJxV1bRQJrdQkFuuOacr6wMgPS+Tbf92lHjJT3NQpa2/JJG/iqVLBFRQicicbe10k23ggwsRnjVqn9HOQC23UpQuL0BPL4gnfNVrkR2ClRGigoroZPUpYROROJua6Wb7kU7V636a2ow7PYm121pLD7cp6uGW2Unf2UVGAa2/E7xDkUkbpTQiUhcmaZJWUUD3RvnzwEEa+uwZGY0uXbNlvAOEYN757VbfNLx+SsrsXXKx7BZ4x2KSNwooRORuHLV+2nwBqMLIgBCHg+23KZlSVZtDq9w7ddNK1xlJ39llRZESMpTQicicRVZ4RopWWIGgxAMYmumSOyW8gYMAzp3atp7J6krUFXV7PtFJJUooRORuCqrbMBqMShuXOjgK68AwN65uMm1VbVecjPtWLXll+zCX1mpBRGS8pTQiUhcbalw06UgHZs1/OPIsz5cVNjRo3vMda4GP/6AGTM0K2IGggSqazTkKilPCZ2IxFVZpTtmQYR3yxYA0vvE7uO6aUc9AP17xJYykdQWqKkG01QPnaS8pEno5syZw5gxY8jMzKRv377cd999mKbZ4vWlpaUYhtHkz/Dhw9sxahEpq2ygW+EuJUu2bQcgrUvstl8/bHACMFQrXGUX/spwUWGbeugkxSVFqfWvvvqKyZMnc95553HnnXfy2WefMX36dAKBADfffHOzbRYvXgzA3Llzyczc+WGy69ci0rYaPAFq6vwxw6j+qiqwWLCkpcVcu3ZreMuv3qpBJ7uIJHR2LYqQFJcUCd1tt93GYYcdxnPPPQfAaaedht/v5y9/+QvXXHMNGRlN59wsXryYnj17ctJJJ7V3uCLSqCyywnWXhC7gdGFxOJpeW+UmzWYhO6NpwWFJXf7KSqw5OVgcaXu/WCSJJfyQq9frZd68eZx99tkxx8855xxqa2v57LPPmm23ePFiRo0a1Q4RikhLtlY2YABdd61B19CANTu2F840TZz1Pgpy9aEtsQKVVZo/J0ISJHRr167F5/MxaNCgmOMDBgwAYOXKlc22W7x4MbW1tRx99NGkp6fTtWtXbr75Zvx+f5vHLCJhWyvcFOU5cNjDFf5N08T0+bDl58dcV13rIxSCnsWaEiGx/JWV2JTQiST+kKvTGZ4onbtbVfmcxk29XS5XkzYVFRVs2bKFQCDAzJkz6dOnD3PnzuWee+5h06ZNPP/8820fuIhQVummW1HscCuAvago5rrSxi2/BvXUggiJ5a+qIrvnyHiHIRJ3CZ/QhUKhPZ63WJp2QmZlZTFnzhwGDhxISUkJAMcffzwOh4MZM2YwY8YMhgwZ0hbhisgutlY2cPignasTfVu3ApDWLXaF64rGFa5DSppuByapywyFNOQq0ijhE7q8vPBv7LW1tTHHIz1zkfO7ysjI4JRTTmlyfNKkScyYMYPvvvuuVQldQUFBk57BXYVCoT2WTokkmwVanRVDz6VlyfRsvP4gFU4vA3sXRb8fT+OKxaKhw+i0y/e4pfJ7DGDYgB5YrU1/SUum53IwJftz8VXXYAYCdCrps0/fY7yfi92uhT1y8CX8HLr+/ftjtVopLS2NOR75e3OJ2erVq3nssceoqamJOe52h1fcFRc33XJIRA6ureX1mCb06rKzULB702YAMnr1iLl2W2UD2Zn2ZpM5SV3e8nIAHPqZLZL4PXTp6ekcd9xxvPbaa9x4440YRniPx9mzZ5OXl8fYsWObtCkrK2PatGlYLBauuOKK6PGXXnqJ3NxcjjjiiIMSm9vtpqGhocXzkd8Oq6qqDsr9koWeS8uS6dmsWBv+MM62+6mqqiLk9bLj4/8CUOv10tD4PYZCJnUNfkq6Zbf4fSfTczmYkvm5hLxeVt/8RwDqggG8+/A9xvu51NfXx+W+ktwSPqEDmDFjBhMmTGDKlClcfvnlfPHFF9x7773cfffdZGZm4nK5WL58Of3796e4uJhjjz2Wk08+mRtuuAG3283QoUN55513ePjhh3nggQfI322FXUuqqqrwer1t+82JJKmyCjd5WXYy05v+GDKs1ujX26rdmECfLiooLM2zqCC8SOIPuQKcdNJJzJ49m5UrV3LWWWfx/PPPc++99zJ9+nQAFi1axLhx43jnnXeA8PyJ1157jSuuuIIHH3yQyZMnM2fOHB5//HGuvfbaOH4nIqlja6WbboUZhLxeQl4vAdfOebABV230+PJ1NQAMLdEKVyH6vgjt8su06fM1OSaSapKihw7g7LPPblJcOOKEE05osjghNzeX+++/n/vvv789whOR3ZRVNjC4dx6rr76mybl1v58R/XrV5OsAOKS3VrgKzb5f1lw/Pfr14Ccebc9wRDqMpOihE5HEEgyZbKvyxGz51ZIt5Q3YrAY5mdolQkSkJUnTQyciiWNHtYdgyKRb4d7nPlXVesnNUpkHCRv4yCwA/DU1rP/jbQD0f2Bms/v/iqQS9dCJSLsrqwyv/u5etPceOo8vRLeCvV8nqcHicGBxOPCVbWtyTEmdpDL10IlIu9ta6SbDYSUvy05uY4/L2lvvINhYWLjv3X/GlpMT3vLr5VX075Gzp5eTFORZtz7eIYh0KOqhE5F2V1bhpnthBoZhYHE4MKw2grvUBLPl5GBxOPh+c7gnb3jf/DhFKh2Vd+MmMocNZfATj6pnTgQldCISB1srG2Lmz3m3boFmdslbU1YHQL/u6qGTnUzTxLNuHRn9+sY7FJEOQ0OuItKuTNOkrNLN2CFF0WMNK1YC0OWSi8g/7tjo8W2VDaSnWbBajHaPUzouf3kFwbp60pXQiUSph05E2lWVy4fXH4opWVK3bBkAmYMHxlzrrPdTkKPhNInlWbsWgIy+JfENRKQDUUInIu1qa+MK125Fuwy5btyMYbdj79w5eqzBGyAQNOnZWds6SSz32vXYu3TGmp0d71BEOgwldCLSrsoq3dhtFopywz1vwfp6QvX1pHXtgmHsHFqNbPk1qKd2iJBYnrVryeir4VaRXSmhE5F2tbXSTdeCdCyN8+Lca9cBkDl4cMx1yzc4ATi0f6f2DVA6tJDfj2fTZs2fE9mNEjoRaVdlFW667zLcWrdkKQBZh46IuW7DtnosBhTlp7drfNKxeTdugmBQK1xFdqOETkTa1dbKhpgFEe5Vq4GmE9zLazxkZWghvsRyr12HYbfj6Nkj3qGIdChK6ESk3bga/NS5A3RrTOhM08S/fQfW3Fws6bE9cfWeAJ3VOye78axbh6N3Lwybkn2RXSmhE5F2U1bRuIdrY1Fh/45yzECA9JI+MddVOD2ETOjTJavdY5SOzbNWBYVFmqOETkTazdZKNxYDuhSEe94aVvwAQNaI4THXLS6tBmBoSX67xicdW8Dlwl9RqQURIs1QQici7aas0k3nThnYrOEfPdEFEUOHxFy3epMLgKElee0boHRonrXrAdRDJ9IMJXQi0m62VsQuiPBs2Ihhs2HvXBxz3ebyBmxWgwyH5knJTu61a7Hm5WIrKIh3KCIdjhI6EWk3WyvddCsKJ3Qhv5+g04m9S+eYgsIAVbU+8rLs8QhROjDPuvVk9O3b5P0iIkroRKSduL1Bqmt90R46z/oNAGQOit2/NRQy8fiCdCvUll+ykxkK4Vm3XvPnRFqghE5E2kVZVeMero2JWt3i7wDIHjUq5ro1W2sB6Ndd+3TKTr6ybYQ8Hs2fE2mBEjoRaRdlFW6AaA26hh9WAZAxoF/MdUvX1gAwvF9+u8UmHZ977TowjCYlbkQkTAmdiLSLrZVuCnPTSE+zAuDbtg1rTg4WhyPmurVljT103XLaPUbpuDzr1pHWvXuTAtQiEqaETkTaxdaKhuhwa8DpwvR6cfTu1eS6sgo36WlWrBZNfJedwgWFS+IdhkiHpYRORNpFWaU7uiCiYcUKALKGD2tynavBT0FOWrvGJh1byOPBu2Ur6f367f1ikRSlIk8i0ub8gRA7ajzRkiW1i5cAkDUyvENEKGTyw0Ynm8sbCARNuhZqWE128qzfAKapHjqRPVBCJyJtbnu1G9PcuYerZ916sFlJ69yZb1dW8uLcdVS4fNHrF6+u5vkP1zLlxBLsNg0kpDr32nUYDgdp3brFOxSRDks/KUWkzZVVhle4di/KwAyFCFRXk1ZUzIIfKvn76ytjkjmAkAkffbuNv7/2AyHTjEfI0oF41q0jo28JhkUfWSIt0b8OEWlzWyrc5GTayM6w492yBUIh7AP68+S7pdFrcjJtZKZbY9otWVvDtysr2ztc6UBM08S9dp0KCovshRI6EWlzZZUN0eHW2kXhgsIrOw/F6w8BcOJhXbj/V6OxGAbZGTZuPG8olsZVrv/5YnN8gpYOIVBVTdDpUkFhkb1QQiciba6swr2zoHDjCtfv68N/d9gtXHhKPwwD6t0BOuenM6xvPkcNLQq3bRyuldTkWbcOgPS+SuhE9kQJnYi0qVDIpKxqZ0Ln21qGJTsLTyDcO5eTYcdqMfh+nRMTGNgzXFA4UuIkqCl0Kc29Zh22wgJsebnxDkWkQ1NCJyJtqsLpJRA06VGUScjjIdTQgKNHj+gQbIXLy/ZqNx99WwbAMSOKCZkmXy6vACDdrh9Tqcyzbh0Zqj8nslf6SSkibWprZQMQ3sO1fsUPAGQNG8rxo7pEr/nLc8tYvr6GDIcVtzfIw6+uYEt5uN3hgwraP2jpEMxAEM+GjaT3LYl3KCIdnurQiUib2tq4lVennDS2LVoMQPbhh1HYOYuBPXNYvbkWV4MfALc3yF+f/z7a1mIx+NHRTbcHk9Tg3bwZ0+8no7966ET2Rj10ItKmyiob6FaYgWEYuNeuBauVtC6dAbj67MF0Lchotp3VYnDVjwfRuZN2jUhV7nXrwGptds9fEYmlhE5E2tTWyvCCCNM08VdUYi8sxDDCJUnystK45dIRWCwGhgFpdgu5mXaOH9WFOy4/lNGDC+McvcSTZ+060nv1xGK3xzsUkQ5PQ64i0mZM06Ss0s3hgwrwV1RAMEhG/9jyExu31xMKmRw9vJgrJg+MU6TSEbnXridr2JB4hyGSENRDJyJtpqbOj9sbpHthJrXfLgIg+7BRMdd8uDC8unXimO7tHZ50YMG6evzbt6v+nEgrKaETkTaz6wrXhu/DBYWzhg2NnjdNk+/X1ZDpsNKrc2ZcYpSOybN+PYB2iBBpJSV0ItJmyirc2KwGxfnpeDZvxpKZicXhiJ5fs7UWrz/EyP6dovPqRADca9dhzc7C3rk43qGIJAQldCLSZrZWNtClIANLKEioto607t1izs9ZsBWA08ZquFViedauI72kRIm+SCspoRORNlNW6aZ7YQYNq1YDkDXkkOg50zRZujZcTLh3l6x4hSgdkGmauNeuI13150RaTQmdiLSZrY0JXe23/wMgZ8zo6LkN2+vw+EKM7JevXhiJ4d++g1BDAxnaIUKk1ZTQiUibqHP7cdX76VaUibu0FCwW0rp1jZ5//5vw6tbTxvaIV4jSQbnXrQPQll8i+0AJnYi0ibJKNwDdCzPwl5djKyiI6YlbuqaajDQrfbpquFViedauI61rF6xZem+ItJYSOhFpE1sr3RgGFNn8mD4/GX37RM9tLq+nwRtkmIZbpRnutetUf05kHymhE5E2UVbREC5XsngxAFmjRkXPvfd1eHXr6UdqdavECvl8eDdvJl3150T2iRI6EWkTkQUR9UuXAZB96Ijoue9Kq0lPs9C3a3a8wpMOyrNhIwRDKigsso+U0IlImyirdNOtMAPPxk1Y0tOxpqcDsK2qgXpPgKElGm6Vpjzr1mOk2XH00GIZkX2hhE5EDjqvL0iF00v3ggyCLhf2XVa3vvtVeLj1DA23SjM8a9eR3qcPhs0a71BEEoot3gGISPLwB0IsWVPNqs0uALKc28E0yRo8KHrN4tVVOOwW+vfIjVeY0oG5164jZ/Th8Q5DJOEooRORg+KzJTt4ed56ahsC0WN//6KW4cXj+PnhRwBQXuOh1h3gsIGd4hWmdGCBGieBqirNnxPZDxpyFZEDNv+77fzr3VJqGwLkZ6fRvSgDq8UghMGSvIH8c0E9oZDJu19tAeCMozQ/SpqKFhRWQieyz5TQicgB8fiCvPTxegBOG9ude686nG4FGQzuncv5O+ZhM4MsW1fD/1ZXsWhVeLh1gIZbpRmeteuw5edh66QeXJF9pYRORA7Iwh8qcXuDdO6Uzrkn9sFmtbC10k3PXAslro2Mc1QCMPfbMlwNfg7prWROmudZt570vn21+llkPyihE5EDsq06vMXXiL75WAyDBk+AHdUeSmrWA3DooCIA1m+vB+D0IzXcKk2ZoRDudes13Cqyn5TQicgBSbOFf4zU1PkA+OCbrVgsBt0q1gPg7Rn+gPb6g6TZLAzunReXOKVj820tw/R6tSBCZD8poRORAzKyf3i+0+LSakq3uJizcCsnH96V4JZNmI50Pl4SHnINhWBwLw23SvPca9eCYZDep3e8QxFJSEroROSAlHTN5pDeuQRDJve9uJxA0OSIQQWs9GTyYo9TWbO1DkvjTxrt3Sot8axdj6NnDyyNO4qIyL5RQiciB2zamYPoWpCO1x8iEDS56/+W8Uq3k9hgycdus5DpsGG3WRhSkh/vUKWDcq9dR3pfDbeK7C8ldCJywPKy0xjcKxe71aBfrsnNpc9yc+mzTOhlMv2CYdS5AwzqmRPvMKUDCnm9rPzFNHxbt+Lo1TPe4YgkLCV0InLAKpwePltazpnH9uL3F42IHp8yeTjfrgrPoZs4VsOtsmfpffvEOwSRhKWtv0TkgL31+WYKbT5OGJhFoLYuejxYV8/S7zaSYwYY0U/FYmWnkNcb818AW36n6N8tDkdc4hJJVEroROSAbKty8/nSHUxf/QJbbn4h5tyG2/7ExdG/ndTeoUkHtvrqa5ocW3vj76JfD37i0fYMRyThachVRA7Im59tIi87Ld5hiIikNPXQich+21xez9fLK7h4Yj/6XzyT6o/nUfWfd6PnXxl6Dju8Fh64enQco5SOaOAjswh5fWz460wC5eUA9H9gpoZaRfaTeuhEZL+9/ukmivIcjB/ZGTMQpOrd92GXOmJbGwy69+6MLVcFhSWWxeGg8j/vEKiujjkW+SMi+0YJnYjsl/Xb6li0qoozj+2FzWph8wOzCIVMtp9+Qcx1p4zuFqcIpSOr/345NR/Po/jsH8c7FJGkoCFXEdkvr32ykW6FGRw9rJjKd99jvqeQzwdMILA0CAMuiV738f+2MbJ/PnabNY7RSkcSrK9n29PPkjnkEDqdcjIFE0+Jd0giCU89dCKyz1ZtcrF0bQ1nHduLQHU1r83bwPyiIwg0/kix24zotcvXO7nlye8ImWa8wpUOZvu/XyTk8dL1skswLPoYEjkY9C9JRPaJaZq89slGenXOZPQhhax54GG+7BQuJtwpJ40/XX4ok8eFK/4P6JENwPYqD3MWbI1bzNJxuBYspPbrBXS58HzsBQXxDkckaSihE5F9snyDk5WbXPxkfG+q33mP/wZ6YBoGhgF//vkoenXO4otl5VgtBn+4aATdCjMAmLOgLM6RS7wFapxs/78XyD7icHKOHBvvcESSihI6EWm1SO9cv27ZDMkPUfHm25RldgGga0EGmek21pfVsb3aQ0nXLAzD4NgRxQC46v3xDF3izDRNtj39LIbNSteLf4ZhGHtvJCKtpoRORFrtu9Jq1m6t4yfH92bLA7PANEnvEV7F6g+EWLu1lj8/txTDgPNOKgGg3hMEQJ/fqc35yafUL/uerpdejDU7O97hiCQdJXQi0ioh0+S1TzcyuFcunRd/gr+8nNxjxjHm0B4AVDi93PnsUkzT5IYpQxnYM5dQyOTT77YD0KVTRjzDlzjybd/BjpdeJe+48WSPHBHvcESSkhI6EWmVhT9UsmlHA2ePyKLqnfewZmfT5dKLmTC6G1bLzu63Y4YX07Uwg/+truR3jy2i1h0A4KfH945X6BJHZihE2ZNPY8vLpfOUn8Y7HJGkpTp0IrJXwZDJ659uYkS/fOwv/Au/adLj2l9jsVhYsd5JMLSzJMmnS8v5dGl5TPuxQwo5bKBWNKaiqvfn4Fm7jl7Tb8Cyyy4iInJwKaETkSZM02RtWR2VTi8ZDitVLi/bqtxcnlGKv7yCvGOPIaOkhKVrq3nwlRVYLQaXntaXD77ZxpaKhujrZKXbOOOoHpxxVI84fjcSL56Nm6h4820KTjuVzIED4h2OSFJTQiciMb4rreLl/25ga6U7eswwoFeOQfCTj7Hl5ND5kgtZXFrFw7N/wGoYzLhkBH26ZjN+ZFfq3H6qa31kpFkpzHNoNWOKCvn9lP3rKRzdulJ45uR4hyOS9JTQiUjUgh8q+McbqzCBNLuFPl2y2FzegNsbZFOtyXtFRzHtyhNYXFrN319bidVqcNvUkfQszoq+RnaGnewMe/y+CekQKt54C//2HfSZ8Xssdr0fRNqaEjoRAcDnD/LM+2sxCS9s+NmEvthtFqY/+i0jvJtZYHZhSd5APthk8NbnK7FZDW6/7FC6F2XGO3TpYBpWraZ6zkcU//RsHD013C7SHpTQiQgAC1dWUu8JUJjr4KQjuvL07O84+b//ZBrwQ2ZPRnby8l1GCW9+vpk0m4U7Lh9J1wIlcxIW8npZffU1ANgKC8gY0J9Op06Ic1QiqUMJnUgSM02TTTsaqHJ5yUy30a97NjZr89WKNpeHFzMEgyHufGYpGQE3Jzee+6DzOAJpGRACA7jz54fSWXXlpAWB2jp63XgdhkWVsUTaS9L8a5szZw5jxowhMzOTvn37ct9992Ga5h7bvPDCCwwbNoyMjAyGDBnCM888007RirS9pWuruf2pJdz21HfMmv0Df31+GTf9YxFzFmxt9t9GpPSI1+kiI+AmM+iJnssMerD53GQE3HQpcCiZk6iQ1xv9E1H84zOx5ebGHBORtpUUPXRfffUVkydP5rzzzuPOO+/ks88+Y/r06QQCAW6++eZm28yePZsLL7yQa665htNOO4033niDqVOn4nA4OP/889v5OxA5uBaurOSR11c2OV5T5+OFueupdHq5YEJf/IEQS9ZU8+X35Xy7qgqAa9a/0qTdFZvejn797x5XtV3gklDMQDA6zLqr8ldepfyVVwEY/MSj7R2WSEpKioTutttu47DDDuO5554D4LTTTsPv9/OXv/yFa665hoyMpr0Jf/jDHzj33HN58MEHAZg4cSJVVVXccsst7ZLQvf35RuZ9twivP0Cmw8p5J5ZwxODCvbZ758vNfPRtGT5/iKx0G+cc35uxQ4v32u69r7fw4cIyvP4gmQ4bPzm+N+Na0W7Ogi188E0ZnsZ2Zx/bm6NH7L3dx9+W8c5XW/D4gmQ4rJx5TE+OO7TrXtv9939lvPf1Ihq8ARx2Cz86uicnjNp7u0++28Zbn2/G7Q2SnmZl0lE9OOmIbntt99nSHbzx2Sbc3gDpdiunHdmdU0Z332u7L5eX89r8jY1xWpk4uhsTj9z75O9vlpfz6vyN1HsCpNktnDK6+15rtFW7vDz29mpWbXZhmuEhzy4F6fx88kAGdM9pcr3XH+SJd1ZH/54RcEeTtFkl5+K2ZTBnYRnlTi8rNzoJ1ddzgrmBAWY+pWld9vo9VDg9e71GEteuc+EGPjILi8MRcz7gdFK/9Hvqli6jYfnyeIQoIs0wzL2NS3ZwXq+X3Nxc7rjjjpjeuAULFjB27FjmzJnDKaecEtNm/fr19O3blxdeeCEmeXvllVeYMmUKq1atYuDAgS3e0+Vy8cEHHzBmzBiysrJavK45G7bXceczS2Mq60dkZ9i4/6ojSEuzNjm3eUc9dzy9hEAz7bLSbdz7qyPIaKZdWaWbW59cTCDYtF2mw8rMaYeRlZHW5Nz2Kje3/Gsx/mbapadZufeqw8hupl2l083v//kd/kCoaTu7hbuvPJy87Kbtqlxefv/4//A1085ht/CXKw6jINfR5JyzzsfvHluE19+0XZrNwl+uOJTCvKYJfZ3bx03/+B8eX7DJObvV4K4rRlGc37RdvdvH9Ef/R4O3aTub1eBPl4+iW2HTdm5fkJv+37fUewJN21kaS390bvpeWrnRxd3/XgY0n5j99LheTD66V0ybT77bxlPvrQXC9ePG98vi6A/+AcDf+02hzhKu1t/DXc4F5f/F5gsnaE/3PINt6UVk+hswDYPMoCfaM/fPXj+iwRpu53dk8s+bxjWJNZ4KCsK7UFRVVcU5ko5jb4lZa9sZdjuedeupX7qMuqXL8G7YCIZBet8SskYMJ3PwIBy9emL6/ay5fjoA/R+YGb1fa+/bnuL9fqmvr2fBggVMnDiR3NzcuMQgySfh59CtXbsWn8/HoEGDYo4PGBCuSr5yZdNhpxUrVgDsU5uDwe0LcsfTSwiGTHJ8tdxc+iw3lz5Lnr8WgDp3gBv+8W2Tdj5fkNue+o5AyCQj4I62ywqFC7/WewLc+P8WNm0XDDLjX+Fkbtf75QfqAGjwBrnp0f81aRcMBvnjE+Fkbtf7ZYfCH/weX5Ab/9+iZtvd/Phi/IFQs/fz+ENMf7SFdo8twhcINXs/rz/EzY81bQcw/dGdyVx+oC7aNsdXiy8Q4ubHFxMMNk2+bvx/i6LJXHbIE22XEXDjD5r8vqV2/9iZzO1+v0DQZMa/FuNr9n4Lo8lc1m73C4RMbnvqO3y7JZch02TmC8uif++ctfOfqy0Ufq3Zn2xiS3ldTLsvloW33coIuDl5cDZp3trouZ9teIcsfz0ZATc70vIIhGBNdm9mdzmebY5wD3GDPRO/I5OAZWcH/uD+RfQb0BW3LSNm39aDKeT1svIX01j5i2ntMvcq2e+3ryLz4IKenT2wZU8+Q+l1N7HxrzOp/ngeaV260PXnl9H/gZn0+cPvKPrRJDIHDcSakRGTuFkcjugfEWkfCZ/QOZ1OgCa/5eTkhIeiXC7XQWlzMPzz7VVE+kPPOHLnsN7MaUcwrCQPCCd1366sjGn3r3dLiXTMnTZ25zDiQ78ew6H98wFo8AT5cnns/pnPvb+WUGPDkw7fOWx5z5WHc8Sg8G+obm+QT77bFtPu/z5aH+1BPOmwnUNwD/56NEcOCX/oe/0hPly4Nabdy//dGO0JHL/LsOw9Vx7OMcOLAPAFQrzz5eaYdm9+vjnaE3h043WR+x1/aGcA/EGT1z/dENPu7c83Rnv0jh1RzD1XHh49d+zw8P0DQZNX52+KaffB11uiSeBRQ4t48Nejo+ci328wZPLC3Nj7/fd/ZdEk8IhBBTH3O6Hx+YZCJv/3/tqYdl8sLafBE243qn8nHtrlfpH/nyETnnp/TUy71z/ZSMgMJ2YXH13E787qGz13/aReZATCixRmvfIDH73xBe889BLv/HEWG9aF3wfXrH+F0f/5f4ye93/RdgXBen6zYTbXrH8Fv8XOw/3O48MBp2AdNiJmyP/S0/px9y7f34+P6ckPG8P/Lg7pnYd0XM0tUtj1mGmaBJxO3GvW4vpmAZXvfcC25/7N6quvYfXV17D2ht9F29V9u4hQfT0AAx68l+6//Dl5447EltN0qF9E4ivh59CFQk2H2nZlaWbZ/P60ORiWrq0hx1dLbpaN8SXFRNKatR9/yeTsLDb5/LjScvi/d1eStW3nsOS3K33hD28bDGqojx4v/fhrTstxUBr0U2/N4MUPVtOpfGcS8tX3PnJ8taTb4JD6nUni2o+/ZEJWFqV+P057Dq98tJbONTuTrM+/C98vzQrD/bH3OyHdwfdBP3XWDN6cv55e9TuTuvn/C9/PboURvtj7HZuVxfKAn2pbDu98vpH+vp1J5IffhO9ns8BoYu93VLqDRSE/tZYM5ny1hSGhnUnrewt8AHQK1HKM6WHtxz8Q6Tsa6d/C14E0/CH477dbOdRaEW331sJwu+ygm+PTtlH68YZou+H+Mj4zLfiC8OnibYx27BySea2xXZ6/lglpHtZ+vDrabmj9Rr4MpuENwpffw9HZzmi7F78Nt8sKupmYE6D0483Rdj13rCY/lIU3ZLBg+Q4Gb/0O0++HQIC53j6APTzMuh42spP3Hw8TmYp+j/Uiei3ambQ5eh+Ch71vgm6xGDx25bCYY9dvcuKp9/Ds2z/wRaGdHzce//O/f8Bi2LAA544tJOA8eL/0hLzh5xPy+aLHfOWVWNLC/wYsjqZD9LvzNf6bbU1cB+N++6LZ+23fgWG3YYZCWGx2MEOYoRCYJmbIhOjXu/x3t69NM3xd5Jrw1yZljz/RJIbIUCiAYbeH32ONLJmZ2Av3Pn/XsDad0rEri8OhBRAicZTwCV1eXri3oLa2NuZ4pJctcv5A2zSnoKBgj/MfQpEfuo2CQZOrN74OwOYVO68zPnwHgF8Bdw+4BE+DF+O5Z3e+Tv+Ldq48LN2l3X9mA/CbaDtfTLtg/4ui92OXTqPI/a5qbOf1+Ju0uyFyv106jSL3+3WknTe2nb/fhVwXud+6pve7srGdzxdo0u6myP12jbPxflc3tvP7gxjP7fyw8vX7GVhsXLn+dVhPDOPDd/hl49cz+124W7sLwGLn1+teiYkzcs/IGs6Z/S+KaeftewFY7Vy14XXYsFu7D9/hF41f39Ok3flgTeM3zdwva957TNulXbeFc6PnQn17wZ4/QwHYfZZjV28lzrQcZpWcS5GnihOqF9PDG06wPy48nKU5/QHI8Dew5obpMW1/ZsuiU6Axqd7l/8XV63aufK27E2IHeQ++Dbf/qY3vEOf7/emudr3frvpcciGO4s44iotwdC7G1jgPODLUGvJ4WXj5FQCMfvKfWNLDw6bW9L3/kpAoIr+0R+bStTe7tkKTNpDwCV3//v2xWq2UlpbGHI/8fciQIU3aDB48OHrNYYcd1qo2B4OllXOPDAN29Bi8z69v3a1da2c6WSz72W73+7Wy4f622/25WAxoOlutde1adT/M2Hat7Lg12M/7GeA67DisaTYsNjsZlVa8TddQNGG3Whj8+52J2c/rAkx/rwK3LYNN2T14Nb0g+gvB0pz+uG3hRRs/GZ7N4AumN3m9lX+ducf77Xqvg+Fg3M9ihP/nhMw9974frPvti73db+ifbsMwDLBYwoV4G/8be8wIH7NYwNjlOiN8HOvO60NeP1gMTL+fRb8M/3rSmsSsueOWdEdSJXIiySzhE7r09HSOO+44XnvtNW688cbwDzXCdeby8vIYO3ZskzYDBgygb9++vPrqq5x77rnR47Nnz2bgwIGUlJQclNjcbjcNDQ3Rv/fqnMkjnrMBuPqkrvB0eOVhz5tu4JN1bt77pgyAM04YwPijT4y2++S5JcwKhuO85vSe8I9wqZU+d9zKp6tqef3z8HDphGP7Mv64E6Ltvvj3Uh7xh+837fjOWJ97LHq/hVv8zP4sPLfshLG9GX/y8dF237z0ffR+V57cnfR/zYre75uNDbzYOLfs6MN7Mn7iznaLXl0Rvd/UowvJevGJ6P2+Kw/x4sfrAThyZDfGT7ou2m7p6z9E73f58V3Ieebv0fstKfPydOOctCOGdmb8j3e2++HtVXzxfQWP9D6b808q4dBiC5vvvR+A+vN+wdNfhnulRg4qYvxPd7Zb834p8xfvYFbJuZx/ch/G9s5kw23hHhrPz6/hsbnhYeSh/QsZP2Vnu80frWPOwjIe6X02Pz22F6N72KP381/8Sx6fHx4OHlySz/gLdrbbMX8D//lyC7NKzuUn43ty7ICc6P246jpmvRf+/9e/Rx5jLv5ZtB2lVcx69Qfu73cBfbpmc+0pXdh8x58BWDbxcj5YHV4Uc/ghRdC/X7RZMXB4aYhFq1tewZeXbWfSGcObzVIHPhL+/x3yeptdtchBnuh+MO6Xvw+rFjva9xc8oPuZEAqG/+wqCCH/ziFep7sBS+SaXX4mNWfXuXfV1dVJubChI6xyFTnYEj6hA5gxYwYTJkxgypQpXH755XzxxRfce++93H333WRmZuJyuVi+fDn9+/enuDg8Wf7WW2/lsssuo7CwkDPPPJM333yTl19+mRdffLHV962qqsK7D6vVpp05iJsfD/9DfuTjbVzdePyvb29kSyAD0nKwWowmZSimnTmQG/8RHuSa9d7m6NypO15ezTavHWwZWCzhieux7QZz7d/Dw8qPzt8Rvd8972xiky8d0nKwGHDuCb1j2l155kB+Mys8B+yxuVuj97vzlVK2emxgy8Aw4KIJJTHtfnnmIH5VWg3A019URu83851NbGy8n2HAxaf1i2n3i0kDuXJl+Afrk/O3R+9316tr2Oy2QmOP0uWnD4hpd+kZ/fny+wpq03L452eV9EnzcEHjuae/rKQ2LTxx+4ofxa5mvviUvnzy3Q7ctgyemr+DD9IDXNJ47rG5W6M9WL/8Uez9ppzYm4++LaM2LYenv6lhbpqHCxvPPT6/PHq/K3e731nH9uTdr7fgtmXw/JeVzF20jamN52a9tzl6vyvPjL3fqAEF5GXZcdZD6Q4vf3jqe37VeG7+imr8aTlYLHDZ6f3Z3W9+egiPvrWKr5eHe+ruHnBJ9FyPokz+cNHwFueKNvcB3pYrFnW/jkVz4UQSU8KvcgU46aSTmD17NitXruSss87i+eef595772X69PBvw4sWLWLcuHG888470TZTp07l0Ucf5cMPP+Sss85i/vz5PPvss5x33nltFmeXggwuPqVvk+OuhvC4mmHAbZeOaHK+MC+Dy07v1+S4s35nuxkXj8C626TlvOw0rpjUtJ5eTZ0/2u73Fw1v0i47I41pZzZtVx1pB0y/YGiTdhlpVn59dtOh4kg7gOunDCFtt3ZpaVauPeeQJu0qa3f2MFx7ziFN6vOlWa1cf97O4fGqXe4T8euzBzepz2e1Wpl+wdDo0HJ1M+2uOnNgkzp7VquVm382PDpEXNNMuysmDWxSZ89qtfLHi0ZE20X+v+3qstP7NVsvb+ZVR5CfHZ5v47btHPry2NKxWw3u/PkoHPbmJ9pNO3MQj1w7loljujFqQCeOGV7MXb8YxZ9/MYrM9KT4XU72wOJwMO61lxn32ssdNnkUkYMn4QsLx8OBFBaGcNHex95excbtDYRCJlarwcj++fxi8qBmiwNHlNe4eeyt1azbVo/Z2G5433x+eeae21U63Tz61mrWljW2sxgM65vHFZMHNFtUOKLK5eWxt1axZmsdoZCJxWIwpCSPK380oNmiwhHOOh//eHMlpVt2tjukdy7Tftw0Sdq93WNvr2LV5lpCwXC7Qb1yuPJHg5otRhxR5/bx6Jur+WGjK3q/gT2zmXbm4L22e+ztUlasd0bb9e+ezZVnDmq2iHFEvdvH4/8pZfk6J8GQiWEx6Ncti2lnDmw2KYtw+4I8/tYqlq2rIRgMt+vbNYsrzxzYbBHjXX2/rpoX5m6gzhMgPc3GqUd0adVOGKki3kNoHZWeS/Pi/VxUWFjaghK6/XCgCV1EvH+odFR6Li3Ts2menkvz9FyaF+/nooRO2kJSDLmKiIiIpDIldCIiIiIJTgmdiIiISIJTQhdHhmFgGAaZmZnxDqVD0XNpmZ5N8/Rcmqfn0jw9F0lGSujiyGKxYLFYDmhhRTLSc2mZnk3z9Fyap+fSPD0XSUZK6EREREQSnBI6ERERkQSnhE5EREQkwSmhExEREUlwSuhEREREEpwSOhEREZEEZ4t3AIkoFAoB4Ha7D+h1HI6dG8DX19cf0GslEz2XlunZNE/PpXl6Ls2L93OJfHZEPktEDgYldPuhoaEBgGXLlsU5EhERSVQNDQ3k5+fHOwxJEoZpmma8g0g0Pp+PiooKMjMzsVg0ai0iIq0XCoVoaGigqKiItLS0eIcjSUIJnYiIiEiCU/eSiIiISIJTQiciIiKS4JTQiYiIiCQ4JXQiIiIiCU4JnYiIiEiCU0LXxubMmcOYMWPIzMykb9++3HfffextYfELL7zAsGHDyMjIYMiQITzzzDPtFG372dfnUlpaimEYTf4MHz68HaNuP5s3byY/P5958+bt9dpUeL9EtPa5pML7JRQK8eijjzJy5Eiys7Pp168f1113HS6Xa4/tkv39sj/PJRXeL5L8VFi4DX311VdMnjyZ8847jzvvvJPPPvuM6dOnEwgEuPnmm5ttM3v2bC688EKuueYaTjvtNN544w2mTp2Kw+Hg/PPPb+fvoG3sz3NZvHgxAHPnziUzMzN6fNevk8WmTZuYOHEiTqdzr9emwvslYl+eSyq8X2bOnMmMGTO46aabOPnkk1m1ahW33HILy5YtY86cORiG0aRNKrxf9ue5pML7RVKAKW3m1FNPNceOHRtzbPr06WZOTo7Z0NDQbJtBgwaZU6ZMiTk2ZcoUc8CAAW0WZ3vbn+fyxz/+0ezZs2d7hBc3wWDQfOqpp8zCwkKzoKDABMz//ve/e2yTCu+X/Xkuyf5+CQaDZn5+vvmrX/0q5viLL75oAuaCBQuabZfs75f9fS7J/n6R1KAh1zbi9XqZN28eZ599dszxc845h9raWj777LMmbdavX8+qVauabVNaWsrq1avbNOb2sD/PBcK/QY8aNaodIoyfJUuWMG3aNC655BKee+65vV6fCu8X2PfnAsn/fnG5XFx88cX87Gc/izl+yCGHALBmzZombVLh/bI/zwWS//0iqUEJXRtZu3YtPp+PQYMGxRwfMGAAACtXrmzSZsWKFQD71CbR7M9zgfAP3NraWo4++mjS09Pp2rUrN998M36/v81jbi+9e/emtLSUBx54oFVDPanwfoF9fy6Q/O+X/Px8Hn74YY455piY42+88QYAw4YNa9ImFd4v+/NcIPnfL5IaNIeujUTm+eTm5sYcz8nJAWh2gu7+tEk0+/M9VlRUsGXLFgKBADNnzqRPnz7MnTuXe+65h02bNvH888+3feDtoKCggIKCglZfnwrvF9j355Iq75fdff3119x999386Ec/anYyf6q8X3a3t+eSqu8XST5K6NpIKBTa43mLpWnn6P60STT78z1mZWUxZ84cBg4cSElJCQDHH388DoeDGTNmMGPGDIYMGdIW4XZoqfB+2R+p+H75/PPPmTx5Mn379uWpp55q9ppUfL+05rmk4vtFklPy/QvuIPLy8gCora2NOR75LThy/kDbJJr9+R4zMjI45ZRToj9sIyZNmgTAd9991waRdnyp8H7ZH6n2fnnppZeYMGECvXv3Zu7cuRQWFjZ7Xaq9X1r7XFLt/SLJSwldG+nfvz9Wq5XS0tKY45G/N/cb3+DBg2OuaU2bRLM/z2X16tU89thj1NTUxBx3u90AFBcXt02wHVwqvF/2Ryq9X+677z4uuOACxo0bxyeffEK3bt1avDaV3i/78lxS6f0iyU0JXRtJT0/nuOOO47XXXospmDt79mzy8vIYO3ZskzYDBgygb9++vPrqqzHHZ8+eHTMckMj257mUlZUxbdo0XnnllZjjL730Erm5uRxxxBFtHndHlArvl/2RKu+Xxx57jJtuuokpU6bw/vvv77WHLVXeL/v6XFLl/SIpIN51U5LZ3LlzTcMwzHPOOcd89913zRkzZpiGYZj33HOPaZqm6XQ6zS+//NLcsWNHtM1TTz1lAuZVV11lvvfee+a0adNMwHzxxRfj9W0cdPv6XILBoHnyySebOTk55qxZs8wPP/zQvPbaa03DMMwHH3wwjt9J2/nvf//bpN5aqr5fdtWa55IK75eysjIzIyPDLCkpMT/99FPzyy+/jPmzY8eOlHy/7M9zSYX3i6QGJXRt7LXXXjNHjBhhpqWlmX379jXvu+++6LnIh9NTTz0V0+bRRx81BwwYYDocDnPIkCHms88+285Rt719fS5Op9O8/vrrzZKSEtPhcJhDhw41//nPf8Yh8vbRXOKSyu+XiNY+l2R/v/zrX/8ygRb/PPXUUyn5ftnf55Ls7xdJDYZp7mVjURERERHp0DSHTkRERCTBKaETERERSXBK6EREREQSnBI6ERERkQSnhE5EREQkwSmhExEREUlwSuhEREREEpwSOhEREZEEp4ROREREJMEpoRMRERFJcEroRERERBKcEjoRERGRBKeETkRERCTBKaETERERSXBK6EREREQSnBI6ERERkQSnhE5EREQkwSmhExEREUlwSuhEREREEpwSOhEREZEEp4ROREREJMEpoRMRERFJcEroRJLQpEmTMAwDwzBYsWJFi9f97Gc/wzAMLBYL3377batf/5133om+/t/+9rcm551OJ/X19fsVu4iI7DsldCJJaOTIkdGvly9f3uw13377LS+++CIQTuyOOOKIVr/+ggULol+PHTs2+nUoFOLxxx9n+PDh2O32fQ1bRET2kxI6kSS0a0L3/fffN3vN9OnTMU0Th8PBXXfdtU+v/8033wBgt9sZNWoUAMFgkCOOOIIrr7ySnj17kpaWtn/Bi4jIPlNCJ5KE9pbQvffee3z88ccA/OY3v6FPnz779PqRHroRI0bgcDiAcE/g4sWLATjqqKP2J2wREdlPSuhEktDgwYNjEq1dhUIhfve73wHQqVMn/vCHP+Dz+fj73//O0UcfTV5eHg6HgwEDBnD99ddTVVUV037dunVUVFQAMGbMGABOP/30mCTyoYcewm6343a7AVi2bBkXX3wxJSUlOBwOCgoKOP3005udt/f111/zox/9iE6dOtGlSxduuOEGvF4vF198MYZh0LVr1ybXn3feeXTv3p20tDR69+7NjTfeSENDw4E8QhGRxGKKSFIaNWqUCZhpaWmm3++PHn/yySdNwATM+++/36yurjaPPPLI6LHd//Tv39/csWNHtP1LL70UPffEE0+YpmmahYWFTdqNGjXKNE3T/OSTT8ysrKxmX7tTp07mli1boq/98ssvm3a7vcl1Z599tjly5EgTMCdPnhy9/uGHHzYtFkuzr33SSSeZoVCorR+ziEiHoB46kSQV6THz+XysXr0aAI/Hw6233gpASUkJv/71r7n88sv5+uuvAfjJT37CqlWrqKysZMaMGQCsWbOGO++8M/q6uy6IiPTQbdu2jUMPPRSAoqIi/H5/tPftjjvuwOv10q1bNxYtWkRdXV00hurqaubNmwdAWVkZv/jFL/D7/eTl5fH2229TWVnJ7bffzuuvv86SJUuAnYsw5s+fzzXXXEMoFOLUU09l+fLlVFdXc9tttwHw8ccf89FHHx3MRyoi0nHFO6MUkbZx3333RXurXn31VdM0TfOvf/1r9Ni///1vc+nSpdG/jxw50gwEAjGvUVJSYgLmwIEDo8eOO+44EzAzMzOj19fV1ZlWq9UEzEmTJjWJJRQKmQ0NDdGvH3vsseh933zzTdM0TfNPf/pT9NhTTz0V037EiBHRc++//75pmqY5YcIEEzCzs7PNqqoq0+/3m36/3/T5fGZGRoYJmLfffvvBeZgiIh2crd0zSBFpF7svjDjhhBO4++67ARg9ejTnn38+Dz/8cPSaq6++GqvVGvMaOTk5ALhcLiA8/27RokUAHH744dHrv/nmG4LBINB0QcT777/P7NmzWb58OWVlZZSVleHxeKLnI6tkP/jgAwDy8vK48MILY16jd+/eLF26FAj30Pl8PubPnw9AXV0dBQUFzT6DXe8jIpLMNOQqkqR2T+juvPNOnE4nAPfeey+GYbB169boNYcddlhM+/r6elatWgVAr169gPACi7q6OmDncCvAV199Ff1614Tuz3/+M6effjpPPPEE2dnZTJs2jZdffpkePXoA0L17d3r37g3Axo0bAZqtYRdZqTtgwAA6depEdXU1fr9/r8+ge/fue71GRCQZqIdOJEl16dKFzp07s2PHDj799FMqKysBmDx5MieccAIQ7g2L2DW5A3j44Yfxer0A/OhHPwKanz+363HDMKLHg8FgtL7dVVddxf/7f/8PCM/J27JlCwDjxo2Lvkakty+ygjZizpw5rF+/Htg5fy4/Px+bzUYgEOBXv/oVjzzySPT62tpa0tLSoqt8RURSgXroRJJYpJeurKwMn8+H1WrlnnvuiZ6fOHFi9Oubb76ZRYsWUV5ezqxZs6KLC7p3785vfvMbYGdBYYhN6JYtWwaAw+HA5/PhdrtxOp3RIc/169dTU1PD0qVLY4ZTd92dYvDgwQCsXLmSWbNm4XQ6ee+997joooui10QSOofDwamnngrAs88+yzvvvENdXR2fffYZo0aNIjMzk0mTJu33cxMRSTjxnsQnIm3n+uuvjynlccUVVzS55uqrr26xZElRUZG5YMGC6LVHHHFEtNzIriLHd7/P7seBmBImzzzzTPQ15syZ02wMNpst+vVXX30VvX7VqlVmUVFRs226detmLl269GA/ThGRDks9dCJJbNd5dFlZWdxxxx1Nrvn73//OM888w7HHHhstKjxw4ECuu+46li5dyujRowHwer3R0iGRYxGPPPIIY8aMITMzk7y8PE4++WQAXnnlFc444wyys7Pp0qULV111VXTxAxAdSgU45ZRTeOmllxgxYgTp6ekMGTIkWuwYICMjI2ae38CBA/n222+57LLL6Nq1K2lpaZSUlPDb3/6Wb7/9luHDhx/g0xMRSRyGaZpmvIMQkdQ2b948Vq9eTb9+/TjssMOiq1bdbjdFRUU0NDRwyimnMGfOnDhHKiLSMamHTkTibtGiRfzyl79kwoQJ/PKXv6SyspKysjJ++9vfRrfwOu+88+IcpYhIx6UeOhGJu3Xr1jFs2LDo3q+7O/LII/nkk09IS0tr58hERBKDeuhEJO769u3Lp59+ytlnn02XLl2wWq3k5OQwdOhQbr31Vj7++GMlcyIie6AeOhEREZEEpx46ERERkQSnhE5EREQkwSmhExEREUlwSuhEREREEpwSOhEREZEEp4ROREREJMEpoRMRERFJcEroRERERBKcEjoRERGRBPf/AdvtNxZeJ+XIAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', groups='Die', legend='Temperature [C]',\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`groups` also supports multiple column names. Here we remove \"Temperature [C]\" from the ``legend`` and add it to the list of ``groups``:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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LF3PjjTfy8MMPs2DBApYsWcLf//53fvCDH8S3sUKIo8bWuS4wSE9aDEwi1e2GFOxJn3766T0yqnvblpeXx0MPPcRDDz00lM0TQgyhyLrAOgWyM1PudicGgd3lp3RYbrybEZUWPWkhRHqyd/ak83OMKIoS59aIZGBPoJKgIEFaCJHCbC6tJGhBTmJMpxGJLaxqa4/LM2khhBgCdlcAvU4hX55HiwFweYKEVchNoGfSEqSFECnL5vKDQkL1jETiipQETaTrRYK0ECJl2V0BwiFVetJiQGwJVrcbJEgLIVKYzRkgEFKxyBxpMQB2rdA7eVmJ86VOgrQQImV1dGZ3WxIoW1ckLrsrQIZBR2ZG4oTGxGmJEEIcRYFgGI9PW9FIhrvFQNg6S4Im0nQ9CdJCiJQUSQKCxEoEEokr0ep2gwRpIUSKsrm7SoIm2o1XJCa7259QJUFBgrQQIkXZnVpPOtusx6CXW504OOlJCyHEEIlMpymQpDExQHZ3YpUEBQnSQogUZXP5MegV8nOlJKg4OFVVtWUqZbhbCCEGn80VQKcoWBJs+FIkJo8vRDCkynC3EEIMBbsrgIpUGxMDk4jVxkCCtBAiRdlcfoIhFYsEaTEA0WVNJUgLIcTgszn9qGri3XRFYrK7Iz3pxPpSJ0FaCJGSIsOX0pMWAxFZezzLpI93U2JIkBZCpBxfIIQvEAYgXxbXEANgdwXIzUqskqAgQVoIkYJiS4JKT1ocnN0dSLhqYyBBWgiRgiJD3RkGhcyMxBq+FIkpEauNgQRpIUQK6srUlV60GBi7y5+QSYYSpIUQKSdaEjRXgrQYGK0nnXjXiwRpIUTKiWTqWiRIiwGyyTNpIYQYGnaXHwWwJGDPSCQerz+EPxCWZ9JCCDEUbM4AIVUlT6ZfiQGIzAaQZ9JCCDEEOpx+wmHpSYuBsXUmGkpPWgghhkCHU7vpSrUxMRCOSElQeSYthBCDS1XV6E1Xqo2JgbC5AigK5JgT73qRIC2ESClef5hASAVknrQYmEhJUJ0usUqCggRpIUSKiTxf1CmQYzbEuTUiGdjdAfITcKgbJEgLIVJMJFM3ERdLEInJ7vInZNIYSJAWQqSYSE9aksbEQNkStNoYSJAWQqQYuyugFTKRpDExQIm6uAZIkBZCpBibK4BOp1CQa4p3U0SSsLsDCVnIBCRICyFSTLR6lAx3iwEIBMN4fCFyEzRxTFIfhRAppcPpJxRW+x3ubnf4Wbq6kfoWF5kZek6aWsrU0RZ0kmiWdhK5JChIkBZCpJh2hw/ofY60qqo8vaSOD75sitm+YnMrlhwjd105lbIC85C0UyQGm7uzJGiC9qRluFsIkVJsrr6rjT3z350xATrLpEffeRfscAb4xRPrcHkDQ9JOkRgiPelEze6WnrQQImWoqorTEwR6Lq7h9gZ5v2Y/AMX5Jn502SQqirLwB0K8tXwfr326F68/xIvv7+a6r4wd8raL+OiaV5+Y4VB60kKIlOHxhQiFtZKgB06pefuLfagqKMDPvzWNiqIsmju8KIrCRaeMZOLIfABWbGkd6maLOLK7AuSYDRj0iRkOE7NVQghxGCKFTMwmfY+b7u4mFwCFeSZyszJQVZW7Hq3hqXd3AHDajFIAfP7QELZYxJstgedIgwRpIUQKiTyP7i0JKNOoB8Dj04bD97d5UVXIytSGOZvavQBIgnd6sbv9CZs0BhKkhRApJBKkC/J6FjI5ZbrWU3b7Qny8ronafXYAqspz8PlDvLeqEYCywswhaq1IBHZXIKFXS0vMJ+VCCHEYbE4/igKFvWR2Tx1tITfLgMMd5PG3dlCUp92YdzTYeea9nbi8Wg/74pNHDmmbRXzZ3QGGl2THuxl9kp60ECJl2N2ddbt7KQmqKAp3fmMKBr02nt1q155fL13dFA3QJ04pYe6k4iFrr4g/rSctw91CCDHobE4/qtp39SiTUU9Wpr7P48uLZKg7nQRDYZyeYEInjslwtxAiKXn9IT5c08TH65po7vCRmaEVJlHpe5nKf7yxHbsrSHlhJq12H1kmA7d8fSKfb2hmaU0Tiz+qZ9IoC2OH5Q7tLyPiwuHWRlAkSAshxFFkdwd44LmN7G1xR7cFguHozw1WT49jdu93sn2vA71O4fbLJ3Pn32oosWQypjKXMZW5uHwhlm+08t/VjRKk04S9c8peIgdpGe4WQiSdx97Yzt4WN3nZRq45dzSP/u8Z/Po7x6PXac+b3/h8L42tsYF6yx4tm3v8iFzqGpyoKri8AbbssQFw+owyALZ2/l2kPru7s4RslmR3CyHEUbHP6mZ9XQeKAndeMYVhJVkUFmZTWpAVrTYWCqu88vEeZo4tZH+bh/1tHrbVa0F68247m3drP7s8wei0LVOGPnqsSA/RefUJ3JOWIC2ESCob6joAmFptYVhJFgDLavby5daWmP1Wbmll5RZtdavyQjNV5dms3dFBhkHH8ZOL+WhdMz+4dDLVFTkArNhsBWBUWc7Q/TIiruyuAGaTHqMhcQeVJUgLIZKKv/PZcySD2x8I8fsX1lCUp2VmZxh0+INhcswG7r/pGMwm7TYXVlV++o8v2d/m5cvaNgCGl2i97882NLNkpVbM5IxZZUP9K4k4sbsSu9oYyDNpIUSSKe+sCLZhp41gKEyr3YeqwoUnjwaITrEaXpIVDdAAOkXhuvPHYjToolm99zy1jh/9aRWPv7WDUFjluEnFzBxXOMS/kYgXuzuxp1+BBGkhRJKZNa6QvCwjHU4//16yk/1tWoKYrnP6c2TpwdNm9uwRjx+Rx13fnIKu885X3+zG7tZWQbro5BF8+4Jx6KR4d9qwu/wJXcgEZLhbCJFkDHod3zy7mr+9to0P1zaxfJP2LPqVZXUAhFWYXJXP3Im9Vw4bXZmLgkJFoYkrzqrGZNQxujI3oZ9LisFhdwUoKzTHuxn9kiAthEg6x00qRq8oPPf+Tto6y3u22rVVrKrKs7n16xOj07EO5PNra05XlmQxfUzBkLVZJB6bOyDPpIUQYjDMmVjE/TfNZvzwXCqLs5gw0gLAvNkVmIx9l/7c06ytKz28OGsomikSVCis4nAn9lrSIEFaCJHE9DoFfzDM5Ooi9HrtdtZXSdCIHfscAFRXylSrdOZw91/nPVFIkBZCJDWrzUdZYRbtdh9w8MIU9c1aKdHqcgnS6azDEbleErfaGEiQFkIkMa8/hNMTpLTAjN2l3XQP1pPe3+5BUSA3wZ9FisHV4ewM0gl+HUiQFkIkLatNSxYrsZhxe4MoCuSY+8+HbXf4yczQo8hUq7TW1ZOWIC2EEIPC2qHdaM0mAyqQnWk4aPB1ehI/o1cMPpvTT4ZRR2ZG30mGiUCCtBAiaVltPgx6BbVzTYyDBd9gKEwgqFKcbxqC1olE1uH0kZ8EX9YkSAshklaLzUtxvgm7W5srbcnp/6bb3KENj1cUyfSrdNfh9CX8UDdIkBZCJDGrzUdRfibtnc8Xi/Iz+92/rnP6VVVF9qC3TSQ2m8OX8JndIEFaCJHErB0+SvJNdDh8KEBhXv/D2LuatEImoytk+lW663D6k6InLWVBhRBJKRAMs7/NjcMT4NMNLajA1j029rcVU95HPeZGq7YYR4ml/x63SH0dTh9TRuXGuxkHJT1pIUTScXoC/Prp9fiDKu0OP4HONaa37LHzs3+uoWZbW6/HWe0+jAYdBr3c+tKZqqrY5Jm0EEIMjsff2sGezqHreXPKGVmm9YhGlWcTDKn89bWtNLd7exxndwUOOo9apD6nJ0AwpEqQFkKIo21/m4cvt3f1lC84YTgeXxCA7180gQkj8giGVJbWNMYcF1ZVvP4QhbmJnywkBpfNqc0GSIb58hKkhRBJZW1tOwDlhZlkGHXkZhlxRKZg5WZwztxKANZ07hfR4fB3HpfY6weLwZcsdbtBEseEEEnGFwgBoCgKRXkZrKvrwOsPYdQruH0hCvO0G6+/c7+IyBKVI0pl+lW6anf4+WhtExt22QGo2dbKGbPKycpM3FCYuC0TQohelHX2hJvbvSgK/P6lzQAEQiq3/3kVI0q0QiVlBbE95roGJwCjZYnKtLR0dSPPLd1FKKxGt7384R7eXL6P71w4nhljCuLYur7JcLcQIqkcM66QzAw9obBKMKRiMmq3MZNRTzCksnO/1mM+eVppzHF7W7QlKiuLpdpYulm5xcq/39tJKKwydlguM8cVk5VpoLLIjMcX4k+Lt7BrvzPezeyVBGkhRFI5cP0MvU7bcOBCCTpd7I4tHV50irYIh0gfqqry6sf1AJwzp4KfXDWVkgIzlcXZ/PL6GUwfYyEYUnnz831xbmnvJEgLIZLKmu3teP3a8+bMDD1un/azzeVHUWBYsTbM/cn65pjjOpz+hH72KAbHniYXDa0eMow6LjplBIqi0OHwY8kxYdDruOS0UYD2fNrnDx3k3YaeBGkhRFJpbPNEf7798klMqcoH4MRp5dx/0zHcMH+ctl+rO7qfqqq4vUEsOYmfzSuOLrs7AECZJROzSfuS1uH0YsnVSsiOKM1Gr1MIq+D0BuPWzr5IkBZCJBWjvmsYu/t0qlNnDqM4PxO7S5tqZTR03d6cniBhVcqBpqPIXOimdm90Pn1Lu5cSi3bt1De7CIVVdArkJOBIiwRpIURSmTa6KwvX5vTTYtPmvJYUmAmrKu+t3t9jv0iveniJzJFONyPLsqksMuMPhnnl43r8gRAdTh8lBWaCoTAvLdsNwDHjizAdkNeQCBLva4MQQvRjWEkWBbkZtDv8PPjCJpwerXfUbvfx9Fu1bNzZgV6ncNYx5dFjdjZ2Tr+S1a/SjqIoXHTKCP7y6jbeW9XIlj02ADbvauPF/1rZ3+bBoFeYf8KwOLe0dxKkhRBJp6wgE48vSIczEN3263+tBLRs7xvmj42ZarWnWetJDyuRQibpaO7EYq4+J8iz/91Jfee18N4KLePbbNJz04XjqSpPzC9wEqSFEEnH5gpwwpQSTEY976xoACDbbGTmGAvnzK1kZFlsMN7fqiWbHWy9aZG6zjymnGPGF/LUu3V8ub2N46eWM6bCzElTS6IJZYkocVsmhBC9UFUVq81HeaGZiiIz76xoYMroQn5z04m0tfW+RGWbw4/JqIvOqRbpyZKTwfCSLPY0u/l/18zp83pJJANKHLvlllt46qmn2Lx582C354jt3bsXi8XCsmXLDrrvc889x5QpUzCbzUyaNIknn3xy8BsohDgidleAQDBMcX4mbZ2LZgwr7n+o0ukJJMWKR2Lwtdp80czuZDCgnvSf//xnlM4yPzk5ORxzzDHMnTs3+qeqqmow2zhg9fX1nHvuudhstoPuu2jRIq688kpuu+02zjvvPF599VWuvfZaTCYTV1xxxRC0VghxOCLZ3MX5JnY3OVGAsqK+S316/SGCIZWifBnqFtBq91FWlJjPn3tzSMPdqqricDj46KOP+Oijj6LbCwsLmTNnTkzgLi8v7+edjq5wOMxTTz3FHXfcgaqqBz8A+MlPfsKll17Kww8/DMC5555LW1sbP/vZzyRIC5HArDYvACUWE83tXlSgtJ+eUXO79jxaanYLAKvNx9SxJfFuxoAdUpD+4x//SE1NDatWrWLTpk2EQloJtdbWVpYsWcKSJUui+1ZWVsYE7Tlz5mCxWI5q4yPWrVvHTTfdxHe/+13mzZvH/Pnz+91/165dbNu2jV/+8pcx2y+55BJefPFFtm/fzrhx4walrUKII2Pt8JGdacBsMtDc3hmwC/oO0nuatAU3qsokszvdhcIq7Q4fJZbk+cJ2SEH65ptvRqfTHmN7vV6+/PJLVq1aFf2zdetWwuEwAPv27aOhoYHXXnsN0OaqBYODU3Jt5MiR1NbWMnz48AE9i448Wx8/fnzM9rFjxwKwdetWCdJCJCirzUdx59B15Jl0aT9Betf+yDrSyXNjFoOjw+EnrPZ/vSSaAQXpxsZGli9fHg3QAJmZmZxwwgmccMIJ0W1OpzPa04782bFjx4CHoA9XYWEhhYWFA94/8sw6Ly8vZntubi4Adrv96DVOCHFUtdi8lFhM2uM3dwBFgYLcvst9NnRWG0umG7MYHK32rup0yWJAQbqsrIyvfvWrB90vJyeHU089lVNPPTW6rbW1lZKSxBr/j/T2+9L9y0h/CgsLewT6Az+nvy8okc85lC8Y6UDOS9/k3EC7I8D4kUUYM3MJhVUsORkYDFo5x97OS7sjiEGvMLyytMdrqU6ul1jeXdoXtrLCbHQ6XdzOi9E48JkGg167e7CeQx+J/Hxt1RyHwxGzPdKDjrwuhEgsobBKS4eH0sIsrB1aQlhRfv+9og6nj9wsWf1KaEmEuVnGhC5ecqBBaenu3bvZtGkT559/Pnq9nscee4zly5cPxkcdlgkTJgBQW1vLrFmzottra2sBmDRp0lH5HI/Hg9vt7vP1yLe4ZJhQP5TkvPQt3c9Nm91HMKSSZQiyc28LAEW5hujo2IHnJRgK4/WHqCg0p+U5S/fr5UB793dQkJvR5/UyVFwu14D3PewgHQ6H2b59O5s3b2bz5s1s2rSJzZs3s3XrVtxud0yi2PXXX8/1119/uB911I0dO5bq6mpefvllLr300uj2RYsWMW7cuAHP+25ra8Pn8w1SK4UQB7JG5khbMtm8W8stKS/quycd2b+sUJaoFGC1+yhOstKwAwrS69atiwnEmzZtora2lkAgELPfYCeIHS673c6mTZsYM2ZM9Pn4z3/+c6677jqKioq48MILee2113jxxRd5/vnn49xaIURfInOki/NMWDs6p1/l95M0ZtVGsiSzW4BWbWzaaEu8m3FIBhSkZ86cGa04Bn0HY0VROPPMM5k4cSITJ048Oi08CmpqajjjjDN44oknuPbaawG49tpr8fl8PPjggzz++OOMHj2ap556issvvzy+jRVC9Kmlw0delhFThp79bVqQ7q+S2M7GyBzp5KkwJQaHqqq02X0UpWJPOkJVVSoqKhg7dmzMn7a2Nm6++WYA3nvvvUFp6ECdfvrpPb5E9LYN4Dvf+Q7f+c53hqppQogj1H2OdKRX3V+Q3mfVgnRZYfJMuRGDw+EO4A+Gk6487CEFaUVRmDJlCo888khMT/nDDz886g0TQogDWW1eii3aTTaylnRhbt+Z25GKZAX97CPSg9XeVfM9mQxoCtZTTz3FsGHDUFWVpUuXMmPGDG6//fYeU5iEEGIwaT3pTMJhFbc3SJZJj0Hf922sw+kny6RHJ0tUpr3WziTCZBvuHlCQvuqqq6K1rrOzswkEAvz+979n/Pjx/Otf/0rYhDEhROoIhbVnisX5JmwuPyqQn9N3DzkcVnH7Qv3uI9JHq81HhlFHjjl55kjDIRQzyczM5Gc/+xnbtm3j2muvRVEUmpqauOGGG7jqqqsGs41CCEG73UdY1YYrW+1aze6SfoYu2x1+VBVKLDL9SmglQYvzTDFJ0MngkCuOlZeX8/jjj7Nq1SrOOOMMVFWlsbEx+vrTTz99VBsohBDQtY50iSWTts7ni/3NkW7qXKJyeIlMvxLao5JkSxqDIygLOnPmTJYuXcqrr74as2LUtddey5w5cwa0GpUQQgxUNJs7z9RVpKSg717ynubO6VflskSl0HrSyfY8GgYYpGtqaqJrRx/owgsvZMOGDTz88MMUFBSgqio1NTXMmzfvqDZUCJHerB0+LDkZGA06GjtXtupvKHtPk7ZPuUy/EkCb3Z+6Pek5c+ZgsVj6TBAzGAzcdttt1NbWcuutt2I0GiWZTAhxVHWfIx2ZWtVfz2h/mzbcLc+khccXwuUNpm5PGsDtdh808FosFn7/+9+zYcMGLrzwwiNunBBCRLR0myPd5tASx/q76bbZfRgNOjIz9EPSPpG4Wu2d5WSTsCd9SLnol156KXPnzmXOnDnR3nVvxo0bxyuvvHI02ieEEIDWk54wsnOZWXeADIMOUx8BWFVVnJ4g+TkDX7dXpK5knSMNhxCkVVXl1Vdf5dVXX41uq66ujgbsuXPnMnv2bHJyYmvkhkIhhg0bxvHHHx9zrBBCDFQgGKbD4ack30QgGMYXCFOU1/f8Z4cnSCisJmXPSRx9rXYfep2CJQnnzA8oSP/+979n5cqVrFy5ku3bt0eHvevq6ti5cycvvfQSoJUNHTduXDRwz5kzh+nTp9Pc3Mzrr78+eL+FECKltTl8qGjDle2dQ92F/fSKIs+sKyRpTKCNwhTmZiRl5bkBBelbb701+rPdbmfVqlXRoL1y5Urq6+sBrbe9detWtm3bxrPPPguATnfYs7yEEALQMrtBW0e6bQDTryJLVI6S1a8EndOvknRU5ZDro+Xl5XHmmWdy5plnRrc1NzezYsWKaNBetWoVVqsVoM+pW0IIMVAtNi+Koi2msa3eDkBlcd9FSnY3aXOkh0khE4H2TDpZp+IdlSKmpaWlLFiwgAULFkS37dq1Kxq0V6xYQU1NzdH4KCFEGooMVxr0XXOkywr6vulGetIlluTsPYmjq9XuY0q1Jd7NOCyDVmm8qqqKqqoqLr30UgCZNy2EOGzWDm31K4D9bQefTmO1+VCU/hfgEOkhEAzT4QwkZWY3HEFZ0EOVbEXNhRCJw2rzRoOytaOzkEk/QdruCpCTaUAn95201+ZIznWkIySrSwiR8FpsPoo7K4fZXAH0OoUsU+9zpD2+EP5gmILc5Lwpi6MrOkdagrQQQhx9/kAIuysQ7Qm5vEGyzYY+R+daOnvaZYXJeVMWR1dkMZbCJP3SNqAg/cwzz7B9+/bBbosQQvQQucmW5Jvw+IIEQyqW7L6fNUdqdo8okdWvhJY0ZskxYjQkZ590QIljV199NYqikJ+fH60uduyxxzJ37lwqKysHu41CiDQWCdLF+Zm02bVCJsX9ZG1HlqiUdaQFaMPdyZo0BodYFrSjo4OlS5eydOnS6Pby8vJowI78Nz8/f1AaK4RIP1abF71OoSA3gw072wGoKOp7+tW+Fm36VWk/U7RE+kjmQiYwwCD905/+NFplrK2tLea1xsZG/vOf//Cf//wnum3s2LEce+yxPP3000e3tUKItGO1+SjM00o6RqZfDe+nkElTZ0nQ/nrbIn202nxUVyRv5bkBBel77rkn+nNdXV1MdbGamhrcbnfM/tu3b6e2tlaCtBDiiLV0+CjpnCO9L1KkpJ+SoB1OPyajDpNRlqhMd+GwSpvDn7TTr+AwipmMHj2a0aNHc8UVVwAQDofZuHFjNHCvWLGCDRs2SDlQIcRRYbV5GVGqJYFFFs4o7uMZYyAYxuMLUVqQvDdlcfR0OP2Ewmp6PJPui06nY9q0aUybNo0bbrgBAK/Xy5o1a470rYUQAqvNxzHjiwBod/hRFMjN7n2daKtNC+Illr572iJ9tNqTe440DNI86czMTI4//vjBeGshRBrx+EI4PcHocKXDHcCcoe+zklikpz2sn2fWIn1EZgYU5SXvl7bknDgmhEgLkZ5xcb4JVVXx+EN99qIB9lm1OdIjSyVIC60nnZ1pwNxHdbpkIEFaCJGwWrvNkXZ4gqgqFOX2XcikvnOOtEy/EpD8c6RBgrQQIoG12HwY9Ar5OUbaOp8v9heAG1u1nnSpPJMWaD3pwrzkXglNgrQQImFFVr/SKQpNneU+h5X0HaTbHD50OsjrZ0hcpI9Wmy+pp1+BBGkhRALrvo703s5KYn0VMgmFVZyeILlZRlkaV6CqKla7DHcLIcSgsXbrCUUWzijuYyi71ebpfGad3DdlcXQ4PUH8gXBST78CCdJCiATWYvNGy3tGptP0tU50Y2c1ssp+6nqL9JEKc6RBgrQQIkG5vUE8vlB0uNvmCpBh1KHX9T6U3WjVMrtHlMkSlaLb6mky3C2EEEdfS0dn9bDOnpDLEyQns+8iiXWNNgDKCqUnLbSksQyDjtys5E4ilCAthEhIXetImwiFVfzBMJacvqfT7G1yAlAqq18JItOvTEmfRChBWgiRkKw2HxlGrSfU4fQD/S8/2dSmPZOODI+L9NZqS+51pCMkSAshElJkjrSiKNGh74o+ksJUVaXd6cNs0mM0yG1NgNXuS/rn0SBBWgiRoLqvIx0p9zmypPekMJvTTyikUtDPcLhIL2126UkLIcSgifSkARo6F86oLOlZyMTnD7F+hxWQpDGh8fm11dOSvZAJHIX1pIUQ4mhTVTWmkElkCcruN92WDi//+bSeLza3EgiGAahrcLBis5VjJxUPfaNFwrDau5IOk50EaSFEwnF4gvgC4Wh1sTaHH71eiT5v3tfi5r5nN+D0BAHQ6xRCYRWbK8BfX9tGQ6uHi04eEbf2i/hqja4jnfxBWoa7hRAJp/s60gBOT4CsDG1NYFVV+fvr23F6gowsy+anV09jxjit53zCFO2/r31ST+0+RxxaLhJBq92HTgFLP8uaJgsJ0kKIhGPt0HpCJZ09aY8vFF3Zqnafgz3NLjIMOq4+p5q1tW1s2tkGwJRqSzRQL13dGIeWi0RgtfkoyDX1WZ0umchwtxAi4Vht2nSqLJOeQDBMKKxS2Dl0uW2vHYCC3AzufXpDzHGPvVFLUef6wZH9RPpptSf/EpUR0pMWQiSc7nOkrXZt6Lu0s1etqto+TZ3JZJNH5QNgNunJzjTQatcKn4TD6hC3WiSKVlvyL1EZIUFaCJFwtMzuzjnSTdoc6WGd06/KC7oqil11dhUXnDQcgHEjCrj3f2aSmaHd1nLMyV2zWRy+1hSZIw0y3C2ESEAtHT6mj7YAUN+slfsc1bm6VSSjG2D1tjYcbu3vI0qy+WKzFa9fm47lC4SHsMUiUQRDYTocfgnSQggxGFRVjekJRYa1IyVB7e4AADqdwubddjbv1p49L1lZH50vDeDzBxHpp83hRyX5l6iMkOFuIURCsbkCBILhaGa31eZDUcBs0voUkaUHywszmdbZ2wYIBMMU5Zk4frKW3Z2XnfzTb8Shi86RTpGetARpIURC6b5EJWh1uTON+ujrs8cXotcpNFg9nDK9FKNBm2Zz73dO4O5rp7Nrv/YM+7jJUnUsHaVSIROQIC2ESDCRFa8iQdrlDZJt7noyl5edwZnHlAPw19e2EQiqmDP0bKhr5e4n1rK/zUN+tpHTZpQNfeNF3FntPvKyjSmzGpo8kxZCJJRWm4/sTEN0eNsfDGM5YHWry84Yhdsb5NMNLQB4/CGee28bAIV5GfzgkknRYXGRXlptqbFEZYQEaSFEQmmxeSmxRHrRAVSV6N8jDHod/7NgHNmZBpasaqSswEz1sHymjMrh2IlFZHQbHhfpJZWmX4EEaSFEgum++tXeFm36VUUfS1DaOjO9vzV/EidNr6StrW1oGikSVqvNF52ulwpSY9BeCJEyrB1dhUz2dBYyGVHa+013934nAFUVeUPTOJHQwqpKmyO1etISpIUQCSMcVmPqLjdYPQCMqsjpua+q0tLhQ69TKC9KnZ6TOHw2Z4BgSE2pZ9ISpIUQCaPd6ScUVqPrSDd3FjKxZPdMArPafITCKiWW1FjtSBy5VntqzZEGCdJCiATSesAc6XanH6NBh6L0DML7Op9XjyqXXrTQpNocaZDEMSFEArA5/Xy2sYX1O9qjf68sMuNwBzCbes/U3tOsPa8eU5k7ZO0Uic1q92pLnGamTmhLnd9ECJF0VFXl1U/qefPzfYS6LS35wPObGDc8F48vSEVRVq/H7tjnAGBkH0llIv2k2hxpkCAthIij1z/by38+3QvAmGG5+P0h2p1+vP4Q2/dqQbggp/ca3JHh7r4yv0X6SbU50iDPpIUQceLyBnnz830AXDmvmoVXTyPbbGByVT733DCTnM5SoMFuPeyIYChMu9NPdmZqDW2KI9Nq86XU82iQIC2EiJNVW1rxB8MMK8nirNlaLe6WzjnS5YVmpnaucBVJBuquqd2LqnYtXynEgUucpgoJ0kKIuGjrnC4zfnguiqJovWOHL1oCVN+Z0e0NhHocGxnqHi1JY6KTyxvE6w9LT1oIIY6GyDB1Y6tWsKSp3UtYhfLOEqD7rFogzutloYy6Rq3SmGR2i4hUW0c6QoK0ECIuZo8vRAG27LGzZbeNxs7qYpVFZrz+UDRIz51Y1OPYugYtqUySxkREpJCJZHcLIcRRUGzJ5IQpJXy2sYXfvbSZkaVZmIw6vthsZenq/QSCWsLY6TN7rgu9v82DToGygsyhbrZIUFabD4NeIbeX6nTJTIK0ECJurjlvNE5vgHU7OtjRoA1hP/vfXdHXLTlG8rJjp2D5AyEc7iDF+SZ0Ug5UdGq1a5ndul6q0yUzGe4WQsSNyajntksm8aPLJmE26ckxG5gwIo9vnFUFQKmlZ0858gx7WEnvRU5Eemq1pV5mN0hPWggRZzpFYUq1hVBI5asnjeDcYyvx+kM8t3QXxZaeN936zszuCcNleUrRpdXuS8kcBelJCyHirtXmwx8MU1msZXbv6lwnuqKwZ2952x47ANWVPZevFOmr+xKnqUSCtBAi7ho6h7AjxUn2NGmLZ4ws69kz2t2kBfBU7DWJw+PrzFNItTnSIEFaCJEAGq1uMow6Cjtvsg2d06+qKnoG4uYOH5kZOrKlHKjo1JaC60hHSJAWQsRdQ6uHikJzNDO3uUO76eZlxWZ2e3xBvP5QrwllIn1Zbak5RxokSAshEkBDq4fK4q7nz+0OH0ZDz9vTvs6CJ6PKZahbdGm1+1AUsOT2vmJaMpMgLYSIK1VVabS6qey2WIbTEyTLpO+xb2QN6Qkj84esfSLxtdp8FORmYNCnXkhLvd9ICJFU7K4Abl8oZkUrjy9EXi+Vo7bt1TK7R1dIZrfoYrWn3hKVERKkhRBxFcnsjky/CoVVQmG115vuvhY3igKlBbJEpeiSqoVMQIK0ECLOGlvd6HUKJZ3JYC3tXgBKe6nL3ebwkZdlRC/lQEU3rXZfSiaNgQRpIUSc7bN6KCvMjD5PjBQyObDsp90dIBBUY4bFhdDWIfdLT1oIIQZDY6snJmksUvazqiz2uXN9s1bgZMwwWUNadOlw+FFV5Jl0oluyZAlz584lKyuL6upqHnzwQVRV7XP/2tpaFEXp8Wfq1KlD2GohRGOrm4qirl5zU5v2jLq8MHa4e8tuGwCTJbNbdGONrCOdoj3plCjZs3z5chYsWMDll1/OPffcwyeffMKdd95JMBjkrrvu6vWYNWvWALB06VKysrpuEN1/FkIMLrc3SIczEDOE3Wr3oVMgwxg7BauucynLkTJHWnTT2lnIpDBFe9IpEaTvvvtuZs2axdNPPw3AeeedRyAQ4De/+Q233XYbZnPPZ1hr1qxh+PDhnHnmmUPdXCFEp8iyk92HuzucAUwZPedIN7Z5yDDoyDH3nJol0ler3UdulgGTsec1kwqSfrjb5/OxbNkyLr744pjtl1xyCQ6Hg08++aTX49asWcPMmTOHoIVCiL40tLpRgPJuQdrtC5Jrju0/qKqKzeWnMC/1KkqJI2O1pe4caUiBIF1XV4ff72f8+PEx28eOHQvA1q1bez1uzZo1OBwOTjzxRDIzMykvL+euu+4iEAgMepuFEJoGq4fifFO0F6SqKv5AGEtObDBud/gJh2F4iTyOErFSdYnKiKQf7rbZtGSSvLzYBeBzc7UMULvd3uMYq9XKvn37CAaD3H///YwaNYqlS5fy29/+lvr6ep555pnBb7gQgsZWDxXFXb1om8sPEJ0zHVHbWQ50/HBJGhOxWm0+RowtiHczBk3SB+lwONzv6zpdz8GC7OxslixZwrhx46iqqgLgtNNOw2QysXDhQhYuXMikSZMGo7lCiG4aWt0cM76o6+/WSGZ3bB7J5s7M7klVsV/GRXoLqyqtdh9F+am7KlrSB+n8fO2btcPhiNke6UFHXu/ObDZz9tln99g+f/58Fi5cyNq1awcUpAsLC3v04LsLh8P9TgOLfIEoLCw86GelEzkvfUulc+MLhLDafIwbWUxhYSGhUJh6awsAU8aWx/yO+1o3ogBTxg5D38siCql0Xo6mVD8v7Q4vwZBK1bCiQ/od431ejMaBJz8mfZAeM2YMer2e2tramO2Rv/cWbLdv387777/P5ZdfjsViiW73eLRv8SUlJYPXYCEEAA0tLlQV8rIz+PtrG/hg9V7c3iAAL7+/Hb1OYeZ47d/i/lY3OVnGXgO0SD91+2y8s3w3m3a2AbBiUxOjK/MpScGa7kkfpDMzMzn11FNZvHgxd9xxB0rnovGLFi0iPz+fY489tscxjY2N3HTTTeh0Om688cbo9hdeeIG8vDxmz559VNrm8Xhwu919vh75FtfW1nZUPi9VyHnpWyqdm811Wq/5zy+vxeaKTdjctKudux/7givnVXPmMeU43QGqKnL6/L1T6bwcTal2XlRV5eUP9/DW8n0x2/+7sp5lNXu5/itjOWHKwTtZ8T4vLpdrwPsmfZAGWLhwIfPmzeOyyy7j+uuv57PPPuOBBx7gvvvuIysrC7vdzqZNmxgzZgwlJSWcfPLJnHXWWdx+++14PB4mT57Mm2++ySOPPMLvfve7mN51f9ra2vD5fIP7ywmRohpa3Oh0YHMFMOgVgqGuR0N6nUIorPLMf3dSkJeBCowqkyIm6e79mv3RAD13YhFGvcLKLa1UVeSwfa+Dx97YTnG+iXHDUyd3ISXGjs4880wWLVrE1q1bueiii3jmmWd44IEHuPPOOwGoqanhhBNO4M033wS05xGLFy/mxhtv5OGHH2bBggUsWbKEv//97/zgBz+I428iRPrYttdBJO8zGFLJMOrQKaAo2nKVEW8v3wvA5CrJ7E5nobDKm50B+rIzRvHdiyaQaTJQWmjmriunMndiEWGVHr3sZJcSPWmAiy++uEdBk4jTTz+9RwJXXl4eDz30EA899NBQNE8IcYB91q4hv+MnF3P1OaO55Q8rGFZk5isnDOexN7YTVmF3k/bIaOLI1OkdiUNX1+Cg3eEnO9PAvNkVgDb9qjjPhE5RuOjkEazc0sraHe34AqGUqUCWEj1pIURyCYVVnJ4QAEaDjuu/MhavP0RYhZKCTE6YUsLszqlZwZCKQa+QmyXVxtKZqzOpsMRiwmjQQldTu5cSi1bIJFK1TlXB6w/Fp5GDQIK0EGLINbd7u/6iqqiqGi1YUlWuLVEZ6jb6lZct9brTXWGuFoz3WT24vEHc3iD72zzR66V2r3b9ZBh0ZGemzCBx6gx3CyGSR2Nr16yHQEjl0de1KVcAoyty+XBNE19u68q8rShMvak14tCMKM1iRGkW9c1unl+6k7kTiwFtfXG3N8gL7+8C4PgpxRhSaKqeBGkhxJBraPVgMurwBbTMsZpuAfnvb2zD4Q7G7D9mWO6Qtk8kHkVRuOS0Ufz+pc18sr6FL7e3Y9Qr/HdVI19stuL0BMky6Zl//PB4N/WoSp2vG0KIpNFo9TCs2MyYSm2o0qBXoq853MGYvwNMrbYMZfNEgpo+poDvfHU8ZpMelzdIIKSytGY/Tk+Q4nwTP/7GFEoLUqtEqPSkhRBDrqHVzfCSbL560nDue3YjrfbYegPBkIqiQEWRmQarh9GV0pMWmuMmFTN9tIUf/mkVFUVmxg3PY8KIPGaOK4w+Mkkl0pMWQgwpVVVpbPVQWWym2JLJz6+dzqRRXdOr9DqF2eML+X9XTsXnD5GZoUvJm684fA53EF8gzMWnjOSb86qZPaEoZa8R6UkLIYZUm92PLxCmsnPKTF6Wkcjt9ZfXz2B4cRa6zhuuzRWg1JJaw5fiyO1o0DK5R3c+LkllEqSFEEOqoTOzu6I4K7ptT7Mbo0FhRElWtP6+2xckGFIZXprV6/uI9FXX4KCsIJMcc+pPzZPhbiHEkGps9WA06CjO0+a9urxBnJ4gFYXmaIAG2LSzA4DxKVSHWRwdOxqcaZOnIEFaCDGkGlo9lBdmRoe0d3QWMZk4KrY296bdNgBmjCkY2gaKhBYIhtnT5IrODEh1EqSFEEOq0eqhsttQ95pabY70gcF4934XOgWK5Zm06GZPk4tQWJWetBBCDIaGVnc0aQxg2147QI+bbkuHl2yzpM2IWDsaHBgNOkakSa6CBGkhxJCxuwPa8+foYggqTW1e8rONZGbErlrk8gYls1v0UNfgZFRZdkqV/uxPevyWQoiE0GjVMrsri7ReUHOHl2BIpao8O2Y/q81LWIVRZdk93kOktx0NjrSYehUhQVoIMWQaWj3oFCgr1HrIm3ZpyWHTD3gevaa2HYDJVZYhbZ9IbHaXH6vNx5g0eR4NEqSFEEOosdVDaYE5OlS5tjMYTzmgNvf2eu059eSq2Ixvkd7qGpxAehQxiZAgLYQYMg3W2KSx3U1ODHqlx7PnvS1uDHoFs0kSx0SXHQ0O8rONFHXOsU8HEqSFEEOmodVDRbEWpAPBMB3OAGUFsUVMANocfvKzU7+alDg0dZ1FTA68XlKZBGkhxJDw+EK0O/zRnvTORm3ocsLI2Ipi4bCK1x+ioig9ptiIgQmHVeoanWlTxCRCgrQQYkg0tnXW7O4Mvl9u14qYHDMuNmksnRZPEAPX2OrB6w+lTRGTCAnSQogh0Wj1AETnSG/Zo2V2jx0W25NeX9cBwNTRliFrm0h8OxocKEBVeXp9eZMgLYQYEg2tHoryMqJFSxpbPeRmGTAdUMSkrrGzJ12RXj0m0b+6BifDSrIwm/QH3zmFSJAWQgyJBqs7OtRtc2lrSvdWrKTR6iEzQ49elz7JQeLg6tKsiEmEBGkhxJBobPVEk8YiRUymje65wpXdHaAwN2NI2yYSm9cfYq/VnVZFTCJkEqIQYtAFgmGaO7zR6VeRpLHpYyyAlrm7ZY+NvS1ugiGV8iKp2S267Gp0oqrpmUwoQVoIMeia2j2oalfN7rpGrYhJWYGZ1VtbeX7pTqx2f3T/Ndvbeea9Oi47owqjQQb80t2OBgeZGbro9ZNO5OoXQgy6xlYts7uy2Ew4rNJu91FiyWTlllb+9MrWmAANEFbhv6v386fFWwirajyaLBJIXYOT6opcdGmYpyBBWggx6PZZtUzuHLORvS0uwiqMqcjh8bdqo/vkZhnIyozN3F1X18Hqra1D3VyRQFRVTbuVr7qTIC2EGHSNre7oUGXNNu15dHaWEV8gDMAZs8p46Ltz0CkKOWYDd1w+OdpreuOzvfFptEgIbXY/NlcgLZPGQIK0EGIINFo90SImG3drmd1NbdoQuMmo48qzR6Mo4PIEKbVkMqXawvGTi7VjO4fKRXqKzpuXnrQQQhx94bBKY1tXkG5ocZNjNuALhADINRvR6xQ27rShAuOGaz2myHStkDySTms79jkoyjORn52e0/IkSAshBpXV5iMYUhlWnIXHF8LtCzG8JCs6/G21+2hq9/Df1Y0AnDSthLCq8vkmKwCZRrlNpbO6RidjhqVnLxokSAshBllDa2RhDTObd3cAMLXawmkzy6L7/ObpDWza1YHZpMfjC/HIy5vZ16Idd8z4wiFvs0gMwVCYXftdaV0iVoK0EGJQNXSW+SzIzYgmjc0eX8SI0uzo0LbdHSCsastZ/t8zG1m7owMAnU7hghNHxKvpIs72trgJBMOMGSZBWgghBkVjq5uKIjOKolC7z4Fep1BWqFUU+97FEygvNPd6nF6ncPNXx1NaINXH0lVdg3a99FbjPV1IkBZCDKqGVi1pTFVVrDYfxfkmFEWbXpWfncHPvjUNnU5BUSDDqCMvy8hpM8v45fUzmDOhKM6tF/G0Y5+TEaVZaV11TsqCCiEGjaqqNLZ6OGZ8IS0dXkJhtcfQ5Z4mF+GwyolTS7hxwbg4tVQkorpGB1OqLPFuRlyl79cTIcSg63AG8PhCVBZlsXqr9jz6wESw91ZpWd3nzq0c8vaJxOX0BNjf5mV0mhYxiZAgLYQYNN0zuzfsbAdgareekaqqbNzZQZZJz4jS9Fs8QfRtZ6MTIK2nX4EEaSHEIGq0ejDoFUosmdS3uMnK1GPK6KrPvaPBgS8QZvqYguhzaiEAdjQ4yTEbKLWkd+KgBGkhxKBpaHVTVqgljTncQYYVx/aWl6xsAOC8Y2WoW8Sqa3BQXZGT9l/eJEgLIQZNY6uHyiIzW/fYAZg8Kj/6mqqqrK/TCpiMTOMpNqInVVWpa3Cm7aIa3UmQFkIMmobOIL2qc7nJYycVR1/b3eTE6w8zfbQl7XtLIlZTuxeXN5i2i2p0J0FaCDEonJ4AdleAiuIstu91oNMp0UU2AN5ZoWV1n3fssHg1USSouobIylfSk5YgLYQYFJElJiuLzLR0eCnKzYjpMa/f0Y45Q8+ochnqFrF2NDgpLzSTnSmlPCRICyEGRUOrB0WBLJMefzBMdbehy70tLty+EFNkqFv0oq7BIUPdnSRICyEGRaPVTYklkzW12vzoWWO7ipi8/YWW1X3+cZLVLWL5AyHqm92SNNZJgrQQYlBEksbW7dCC9MyxBdHX1ta2k5mho7pceksi1u4mF6GwKj3pThKkhRCDorFzYY09zS7MGXoyTdrzxf1tblzeIJOrZKhb9FTX4CTDoGN4iVSgAwnSQohB4POHsNp8VBSasbkCMVndby3Xhrq/IkPdohc7GhyMKs/GoJfwBLIKlhDiKAoEw6zb0c62vVrxEqcviKrCxJFdRUzWbG/DZNQxZlhevJopElhdg4M5E4sPvmOakCAthDgqPlnXzIvLduFwB6PbXnp/NwDHjNeeR7d0eHF4gswaV9Dre4j01uH002r3M0aeR0fJeIIQ4oh9uLaJf75Vi8MdxJKTQWWxGb1OQe18/dVP9hIOq7y1fB8AXzleCpiInqSISU8SpIUQR8TrD/HC+7sAbaGMB24+hopCMxNG5mHUa4lhG3Z28OX2Nmq2aUPdY2WoW/RiR4MTS04GhbkZ8W5KwpAgLYQ4Iqu2tOLxhSgtyOTSM0Zh0OtoaPVQajERCKmUFWhLDS5d3YjdHWDiSAnQoneRIiaS9d9FgrQQ4ojsb9fKf06rtqBTFNzeIM3tXnwBbbA78vx5V5MLgPOPk6Fu0VM4rLJrv6x8dSAJ0kKII5Jh0G4jHU4/AO+uaECnU3B5AgBUFGnzXX2BEBkGHRO6ZXoLEbHP6sbrD0sRkwNIkBZCHJHpY7Se8pradmr32VmyqoGzjilnn9VDhkHho7VNAITDMGGEDHWL3tU1OFEUqJIqdDEkSAshjkhVeQ4TR+YRCqvc/+wG/IEwNpefVrsPVVXZ0eBE13mnkVrdojehsErtPjvDS7LIzNDHuzkJReZJCyGO2E0XjmfhP7/E6QkB8PlGKwCBECgKZBp1BEIwqcoSx1aKRBIIhvlwbRPLvtzPPquW12DJyeDL7W3MGld4kKPThwRpIcQR++DL/dEAfSBVBbcvzKSRkhAkND5/iIdf2szWenvM9g6nn0cWbeH84yq59PRRkuWNDHcLIY6Q1x/kP5/uBcBs0nPft2dFK0YdP7mrvGOJxdzr8SL9vLRsN1vr7ZhNeq48u5qbvzoegBOnlgDaUqartrbGs4kJQ4K0EOKIvPJxfbSy2K9vmElZoZnGVg+WbCPfuXB89Hn0+p0d8WqiSCBub5CP1zcD8J0LxzNvdgXN7V7MJj03zB8bzVt4b1VjPJuZMCRICyGOyJY92pBlXraRwjwTHU4/bl+IkWXZuDwBwmFtP7srEMdWikRRu8+BPxCmxGJi+mgLoK18VV2Rg05ROGt2BQDb9zrwBXp/hJJOJEgLIY5Iu90HgLFzacEHnt8IwPzjh/H2Fw3R/eTxogAIhrRvbdmZBhRFYUeDg3U72pk+WpvKl2PuSpUKhdRe3yOdSJAWQhy2vS0uHB5t1atWu4/n/ltHg9XD3IlFjB+Zz+cbm6P7lhXKM2kBlcVacZvdTS4aW9089sZ2RpXncNbscgBqtrUBUJCbgdkk07EkSAshDtsrH9dTlGuMLqSxZNV+jHqFa86rZsXmFtocXUPcl5w6Ml7NFAmkvNDMxJF5qCr89tmNWG0+blwwDoNeR12DI7pYy2kzyiS7G5mCJYQ4TLv2O6nZ1sYN88eSl2Xk4Zc2AxAIqdzy+1Ux+544pYSZMvdVdPrmvGp+/fR6bK4AigJPvrMDjz/Ens767iNKsjhnrhS+AQnSQojDtPijPVQUmTlxSglvfbGvz/3KCjK59vzRQ9gykegK80yYjDr0OgWPLxSdL63XKcyZWMRVZ1fLUHcnCdJCiEO2rd7O+roObv7qeNodPhZ9uCfmdb0OOvODaGr38rPH1/KbG2ehk+FLAfx7SR3BkMo9N8zE7Q1S3+xGr1cYPzyPAllLOoY8kxZCHBJVVVn80R5GlGYxZ2IRv312Q/S1gtwMfnX9DC48aQQAY4dpRU2a2rwsWdnQ6/uJ9LJis5Xlm6xcfc5oivJMjCjN5sSpJRw3qVgCdC8kSAshDsmm3Ta21tv52ikjeeOzvbTYtCUqFUUrZjKiNJvPNrSg1yn85KppVBRpWd1LVkpxinTX4fTz1Lt1zJlQFFONTvRNgrQQYsAivejRFTkMKzHz6if16DpHsMsLzWRlGtjV6KSp3UtVeTaKonDyNK3UoxQzSW+qqvL4W7UY9ArfOm+0ZG4PkARpIcSAra1tp67ByddOG8mDL2xCVWF4iTbvNRAMU9fg4NdPr0dR4PIzqwBwebWqUXJPTm/L1jSxvq6D674ylhyzMd7NSRoSpIUQAxJWVRZ/vIcJI/LYVm+nud3HSVNLOGlaKQBWm497nlqPqqrcftlkxg3PIxxW+XhtEwBlBVLMJF01tXt4/v1dnDazjBljCuLdnKQiQVoIMSCrtrRS3+zmjFnlvP7ZXnLMBq7/yhjmzalAr+vqJp80tYTyIjNfbm/lfx+tiVYk+/ppUswkHYXDKo+9UUt+tpErOkdXxMDJFCwhxEGFwiqvfFzPtNEWFn20G1WFH102CZ1Ox+ZdNkLhrhrLH69v4eP1LTHHHzupiFlSzCQtvf3FPnY0OPh/V04lM0PmPh8qCdJCiB5UVaWu0UmrzYfZpKfN7mN/m4exw3NZX9fBqTNKqa7IZX1dOw+/tBm9TuFb51Xz7or97LO6o++TnWngK8cP4yvHD4vjbyPiZU+Ti1c+ruf844YxbnhevJuTlCRICyFirK1t48UPdtPQ6oluUxQosZj4ZF0zuVlGvnXuaNbUtvHIoi3oFYWF10xjVHkOp0wvx+kJ0O7wY87QU5RvkizeNBUIhvn7G9upLDJz0ckj4t2cpCVBWggRtXKLlb++ug0V0Okg22TA7QsSCkNLh7Yk5Q8vncia2nb+tHgrer3C3ddOZ3hJdvQ9csxGyd5NM602Hx+ta2JvixuDXmHyKAv7rC6a2jz8/FvTMRok/elwSZAWQgDgD4R48p06Ik+Xw2GiSV/dra1t5z+f7sWgV/jFdTOiSw+K9PTW8n0s+nA33dISWLG5FYAzZpUxojS7jyPFQMjXGyEEAKu2tuLyxgbl3gaqX/t0L0aDjl/dIAE63X20tomXlmkBeuLIPK6cV80FJw6PFrj5bEMLjd0em4hDJ0FaiBSmqip7mlys2d7Gtno7wciqF72o3WfveXwf+95zwwzKCyVAp7NQWOXVT+oBuPCk4fzvN6cyb04FHU4/RoNCVXk2vkCYd1b0vUKaOLiUCdJLlixh7ty5ZGVlUV1dzYMPPoiq9nWL0Tz33HNMmTIFs9nMpEmTePLJJ4eotUIMvvV17fzv32q4+4m1/GHRFv7vmQ3c+oeVvPPF3l7/bWzd4+ixzaDv2ZdWFCiVwiQpyeEO8O6KBh5/q5an3t3B6q2tMdPruttWb6fd4Sc708CCE4YDULOtlY/XNfONeaOjFee+2GQlfJB7sehbSjyTXr58OQsWLODyyy/nnnvu4ZNPPuHOO+8kGAxy11139XrMokWLuPLKK7nttts477zzePXVV7n22msxmUxcccUVQ/wbCHF0Ld/YwqOvb++x3eMP8cIHe6hvdnPjBeMJBMOs29HO5xtbYrK5czL1ZJoMWG0+Mk06vL6uHrjcb1PT+zWNPLd0F8FQ1//gD75soiTfxPe/NpGRZbHPlu1urRZ7YV4Gr3y8h3U72tln9TBzbAGnTi/FH9CuGV8gjM8flvWhD1NKBOm7776bWbNm8fTTTwNw3nnnEQgE+M1vfsNtt92G2dzzW/9PfvITLr30Uh5++GEAzj33XNra2vjZz342JEH6/ufWs2W3I5pFe+6cSi4bQDWev722lVVbWwmHtV7OV46v5KJTRh30uIdf2sT6HR3a5ylw2qwyrjlnzEGP++eb2/h8o5WwCgadwjlzKrjkjIO386+vbGHl1jZUtOeaJ0wt4sYFEw563NPv1vLRuhZCYRWdAqfPLOOqAbTzH29s5fMNrdHPmzuhkJsvnnjQ4158fyfvrd4f/bwTp5Zw/VfGHfS4p5bs4MMvmwir2ufNGGPhtksnH/S4Vz/ezVvLGwiGVHQ6mDuxmO9cOL7fY/Y2u7jv2Q3RGtig/b+/Yf4Yjp9c2mN/XyDUa4Du7rONVhzeIDv2OnD7QliyY7Oxnd4QLl+IDIOC1xdGUQY3ONucfj7b2EJLh5fMDD2zxhUydljuoE3fsrv8fL7RSlO7hwyjnpljC5gwIm/QPs/pCfD5RiuNrW4yDDqmjylg0qj8Qfm8sKqyZns7H67dz/42Hwa9jsmj8jhrdjnlhb2PgHy2oZmnl+wEYGRZNseMK8TtDWr/T2w+Hnh+I7+4bgZFeSZsTj/r6tr5pLNgTX2zmw6nnxljCvjqySOYObYQRVHYtd8JQIZRh8mYMoO2Q05RDzYmnOB8Ph95eXn88pe/jOk1r1y5kmOPPZYlS5Zw9tlnxxyza9cuqquree6552IC8ksvvcRll13Gtm3bGDeu7xu13W7n3XffZe7cuWRnH1rm4vJNzTz6n9o+X//j9+eQk9NzTdUNde089OLmXo9RFHj4lrnkZ/Wc9rJuRxsPv7Slz8974NszKe7l2eL2vTZ+8++NvX8ecP/NMynOP7TjAH59w3SGleT02L632cXPHl/b53H3XD+D4b1kie7Z7+Tuf63r87ifXDWFccPze2y32tzc+dc1fT5z/fk1U6mu7Fl8wdrm5sd/X9Pn5/3w0olMH9OzspbNHeCHf1zZZ6C7/bJJTB3ds6bxh2v286936vr8vFljC7j1kkkx215etpM3l3ctC3nilBKOm1zMl9vb+GhtU0wWrtGgEAge+i3gibtOPORjeqOq2nPNNz/f12NYddzwXL530QTye/n3cKDCQu2ct7W1HfTz3lq+j1c/qY/pMQJUV+TwvYsnUJRnOsTfon9LVjbw8od7CARj8wFGlGbx/a9NpNSSedQ+KxgK89dXt1Gzved50OsUbpg/lhOmlMRsD4dV7vzbalrtfs4/rpJLTx8V/fLg9ga579kN1De7GV2RQ1hV2bXfhQJUVWTT2OrF6w9x4UnDufiUrrKvgWCYh17YxNZ6O6dML+X6r4w9ar/j0TDQ62WwuFwuVq5cybnnnkteXv9FXpL+601dXR1+v5/x42N7I2PHahfF1q1bexyzebMW7A7lmKOhzenvEaAP/CJ9y59W9TjO7Q70CND6bv/nVBV++MeVPY5z+v09AvSB39t7CziBQKBHoI35PODHf+15nN/v73HcgZ+38J89A2ogEOgRoA98FtpXAD8wQB/4eb/590b8fn+P4358QIDWH/Av4VdPbSAQ6Lm04oHn68DPe/ilLTh7+bwDA/SBn/fQi5txu2M/LxgKxQRoBSi1ZKLvdm6+rG1nXW1rzHEffNkc/fn0mWWoapinl+xg2ZrYAA0Q6uzRHwpjL8+pD9frn+3lP5/uJRRWGTMslwtOHM4JU0ow6BW273XwwAub8AdCB3+jAVqyspGXP9xDMKRSVZ7NghOHc/K0EjIMOnY2OnnguY14fEfv85at2c9zS3cRCIYZWZrNghOGccr0UjIzdNQ3u7n/2Y04PUdvCc+Xlu2mZnsbBr3CecdWct93T+Qn35rD5Kp8QmGVx97YHu3hRmzZY6fVrj1bjgRam9PP8k0t/Pu9nbR0eAGoa3RSWpDJjQvG8ftb5/Lzb82I1uL+z6d7uf+5jSxd3cgbn+1l4WNr2Fpvx2TUcf5xlUft90tHST/cbbPZAHp8G8nNzQW0Xu/ROOZo+NUTa6I/T63O596bTwG0b3Pf//0X0eHMF9/fFTP0/etnNkR/PrDn9OO/rsJq86OqsOij3Xz91K6h73seXx/9eWxlDj+9Znr07z/840o6Otf3/ccbW2OGon/7XNcXgkkj87jzm1Ojf//pP76MPrt8/K3tMUPD9/57U/Tn4SVm7rlhVvTvd/51NS02rRjGQy9s5PbLp0Rf+/OrXUOzoyuyefiHZ0TPy6+eXMvORhcAf3h5E7dd0jWkfP9zXb9fqcXEb2+aHf37wse+ZJ9Va+f/PbOZu6+bEX3tsde3RX8eVmzm1//T1c77n93A5j3a//8Hnt/CT66eFn3tb691feGxZBt5+Ja50b/f8+Q66hq1m9+vH1/Pfd3a8vIHu6IBuiTfxP03d732yMub+bK2HYDfPLshpi0PPt91PiePyuPH35ga7QG8/N8NPL1kl/Yei7dxyowSdjW6sNq8uLsFmWVrmuiXopCXZaC80EyGQWFdna3//YGKoqOT1e3yBnnzcy3z98p51cybUxF97cKThvN//97AvhY3n2+0ctrMsiP+PJ8/xGufatnIl5w2kvmdyU4AXz1pBL95ZgNN7V4+XtfEOXOPPLAEgmEWf7QHgAtPHM5Fp4yI9lAvPmUE//fvDbTYfHzwZRMXnDi8v7caELc3GP3/fdOF45k9oSh6vYwpN/KnxVv5cnsb765o4Iozq7DafFhtPlZv077kKQrc/cRaWm0+/J29/pGl2Zw6o4wlK7WRmf+ZPy6mMMlpM8tweAIs/mgPm3fb2Ly76/rJzjTw/a9NOGrXS7pK+iAdDvc9pQRA10s34XCOORpsLm0OqgLcfvkU9uy3s2ZrM26PmwtPHMZz72v/oN9Z2YAlp+t/TWSeoQJMHJnLkhV7o6+dPbs8etxby/eRm9mVnNHcWSEKYO7Ewpjjzj+uInrcZxtaGVXa9dqOhq5v2jPHWmKOO21GSfS4T9a1MLy46xnXnuaums2nTCuJOW7e7LLocRt22mJeW7ujI/rzcZOK+M+H2miD2+Pm+ElF0SC9prYj5rjNu7uykc86pizmtVOnd7VzV5Mr5rXPNlpj9uv+2syxlmiQ3r7PEfPaF5u7hsbOP64i5rXjJhVGg3RThy/mtbdWNMSchyUr9hIKgzcQjhnq3Gf18ODzGwgEwwRDKnWdvzdoS/398I8rCavg9gVjhmpDYZVl3XrPfTHoFQpyjNqXus5tv/te1xeGZWuaBhSk9XqwuXqOFhyqzza04A+GqSgyM2diYcx7mk16Tp9Vxn8+3cuHa/czc1z/yxvqjNq13l+7Vm1txeMLUZxv4sRpJTH7Go06zppdzsvL9vDh2iaOm1x8hL8drNvRjsMdJD/byGmzyrREKxXCqjb6debscl54fzcfrmlizoQiwqqKqqqEw3T+3O2/YTVmWzjc/WdtGH/7Xjv+QBhLjhGvP8Sn65sxZznpcPjZs7+dDqf2+y7fZGX5pq5/A6bOoOsLhDi+qpgSSyZFeSZGV+ZQkGtiW72dJSsbMRl1vWb7LzhhOMdPKubDdc3sbXZpz8Cr8jlhSoksqHEUJP0z6Y0bNzJ16lQWL17MxRdfHN3e1tZGUVERf/nLX7j55ptjjnnzzTdZsGABNTU1zJrV1XOpqalh9uzZvPXWW5x//vl9fmbkmfTBnieEw+GYqS5fvfMNAEosmTz2k3lcf+97tNp8fR0uhBBHLDfLSInFjCXPRM0WLdnrrqtnU16UTUmBmQyDjuvv/S8Od4BvXzSV+SdWRY8NhsL88p8rWFdrZd7cEdxy6Yw+PiW5RDpiB+uwDRaHw8F77703oGfSSd+THjNmDHq9ntra2Ge9kb9PmjSpxzETJkyI7tM9SPd3zNHU7tAC8wWnjOb1j7ueOXYP2EX5poNul+OS+zi9TkGv09HY2jUCMbmqgAyjjgyDjpWbW6I93otOrcaUoSfTZKQ430xmhp57/9WVh/DTa7uG3tsdXv6yqOtRQF9OmFLGmXO7kn0+WdvAh1/uY3RlHsUWM+t3WPH5w+j1CqPKcykvyuKTtY0MK8nm2vkHz2Q/mC827ue/K+sZVZ7LVef1zMRfV2vl9U92Ulpg5savTu3lHbroOoeR+5uPW7O1mbc/301lcTbXLejZ/s272li8bAcFuSa++/XpvbzDodmwo5XXPq6jxGLmxq9OiQ516xTQ6RS277Xx7Ltbyc0y8v+umYNOp6BTFJTO13WK0nNbZLuioNOB0m2fLbvauPfJVWRlGvjb/55BlsmIQa9Dr9cRDodZVrOXmi0tlBaYOWFaRUxbv3b6GJ58awt/f3UDG+taOX6KtlDKu1/sZlejgwyDjq+eMvqIz4k4dEkfpDMzMzn11FNZvHgxd9xxR/QfwqJFi8jPz+fYY4/tcczYsWOprq7m5Zdf5tJLL41uX7RoEePGjaOqquqotM3j8eB2d92AI5m0wZDK4qUb+dpZU7j41DG0tbXx4PMbojfzKVV53HFF103p1j+siNZQvuikYZw8vTz62mOvb+PTzuNmjLHwg27TgL778BfRJJizZpZxfrdncH99ZUv080aVZfGL62ZGX7v9zytpc2jPq8+ZU845c7uWGXz2vzt4b5X23GtMZQ4Luz3nvu2RFdjdWjuPn1gUM1XrybdrWbZWG5I98PnxT/5eQ2Oblpxy8tRirv+q9sWpra2NVz/ezWufas8tK4vM3Htj15eqH/91NdbO32FaVT7fOr8rg/TF93fxducwc362gQe7PQe+58m10aHkY8ZZ+Oa8rileS1bu47mluwEoysuIOe7ux9dEh/THlGfHTPF6/fM9LP5QG+LOMuljjnv4xU2sq+sAYNLIXG6Y35Ww+Mm6/fzzLe2LWq7ZwI+v6PqCWJir550V+wF4Z/lu/nDLHMrLSlFVldv/sCy6nyXHyNjybpn95UamjbawvvMze5Odqed/5lfHPNrJNpbw4Zf72Nlo55tnjeLmC7vOi9sb5JdPakl6p0wrif28w2TJLGHpynp273cQ8LmZNKorC9/rD/GvLdrvftLU4oN+3kCydUtySljyxR4arC5cTgczxnZl4fsDIZ55R/u8EwfweQNRYSnm7c930dLhocNmZ+7EriH0QDDMs+9q1+dxk4qpsESGkdUD/tsHFehMPQh3/hldbqTUkklzh5d/vLKWa84dTWlJMeFwmC11DTz1lpZrctLU4h7n6bRpBTQ2V7BkVSOfrtP+RGRm6PjuRRPIyQjELRv6aEuE7O6BSvrhboD333+fefPm8fWvf53rr7+ezz77jHvvvZf77ruPO++8E7vdzqZNmxgzZgwlJdr0g3/9619cd9113HzzzVx44YW89tpr/O1vf+P555/n8ssv7/fzDncK1sadbTz4QlfykUGvUJBrimZPRhw4vWX3fge/+FdXzyjDoKM430RTu4fuVR7/fvtcjMaum8uB05P0OrDkZNBm98fcAh790RwyMrqmuVht7pjsbaNBodSSyf62/j+vzenn9m7Z6TpF+7x2R+zn/fFHc8jp9nlud4DvPdLVKzQadFQWZ9HQ4iLQ7dnrn2+dS1a3aWZOv59bftf1eQpaYYV2hz8mi/mh78+hsNs0nkAgwLcf6vo8vQ7KC800d3hjpiM9cMA0M7/fz3cO+LyC3Aw6XH66j5odOM2st88rKzBj7ZagA/CLa6cxqjyX7q6777OYvyv0vH0/+L1jKMrtOY3nr69uYcWWnjehisJMFl4znazMnt/R/7R4C6u3tZFh1HHGzDImjsqnqc3L0tWNtNh85GcbuffGWWT3cuzh+Mfr2/lsYwtGg47TZpQxpTofa4eP/65upKndS47ZwL3/M5O87P6nYQ30pvvUuzv44Msm9DqFU2eUMn10AW0OH0tX76eh1YPZpOfXN8yk8ChNw3r+/V28u6IBvU7h5GmlzBhbQIfTzwc1+6lvcWMy6vjV9TMpLTg607C+3N7GHxdtQUW7NudOKsfu9rNyUxOhsEqpJZOfXzu9z/9/e5pcLFuzn30tHm01q+p8Tp1eRm4v0zuTWSIE6YFOwUqJIA3wyiuvcPfdd7N161aGDRvG9773PW6//XYAli1bxhlnnMETTzzBtddeGz3m0Ucf5cEHH6S+vp7Ro0fz//7f/+Pqq68+6GcdyTzpv76yhRVb+74wbr5wHMdOLumxvXsPtjffv3g8syf0THbp3oPtzbfOreb0WRU9tr/y0W7+81nfNXevP380p8wo77G9ew+2N187bTgXnDCyx/buPdjefOOsUTE9+ojuPdjenH9s70ViPl67n8ff7nv+8VdPGtZrkZilqxv593s7+zzu9BmlMT36iJWbW/jLa30XGDl7TllMjz6i1e7ljr/U9Hncty8Y12Pea3dub5D/fFpPU7uX7EwDXzl+WL+LYnh8If64eEtMlm6EJcfIjy6bfFRXNfIFQvzl1a2s65Y8GJGbZeAHl05idEVuzwMPMNCbbiAY5tH/bGP1tp77ZWcauPXrExk/ov+b5qEIhsL8883amEStCLNJz/cvnsDkKstR+zzQlht9ekkdDnfsYinjh+fxnQvHHbUvIMlMgnSKO5IgDVqP+pFFW/F367XlZxv4+XUzY3p8B9rZYOd3L23B2W35wBKLiZ9eM73XQiYR2/fa+N0Lm/EGunptuVkGfn7V1F4LmUTsbXbxwPMbo0PYoA0B33Xl5F4LmUTs2e/kvmc34vF3TQXKztSz8JoplBf2LGQS0dTm5r5nN9Lh7Jo3askxctc3p1DWTzv3tzn59VMbYypymU167vrGFEaW9/15Vpub+57ZRKu9K8s3L8vAj6+Y0mvhlOhxbW5+9e8NMTfBTKOOH10+qdfCKRE2d4B7n1oXXZcZIMds4EeXTuy1cEpEKKzy/NKdfFCzn5CqTZWZNDKPW74+aVCyZ8NhVasota4Zq82H2aRnzoQiTpxagtl09J+QhVWVjTs7+GhtM1abF5NRzzHjCzl5Wmmvvf3eHMpNV1VVNu228dHaJprbtc+bMbaAU6aXDso62KqqsrXezodrm9jf6sFo0DFjjPZ5BxshOFyBYJia7W20u1QyDHpGl2dQ1c+/hXQjQTrFHWmQjoj3hZKo5Lz0Tc5N7+S89E7OS+/ifV7SquKYEEIIkaokSAshhBAJSoK0EEIIkaAkSMeRoigoikJWltS27U7OS9/k3PROzkvv5Lz0LpnOiwTpONLpdOh0uiNKPktFcl76Juemd3JeeifnpXfJdF4kSAshhBAJSoK0EEIIkaAkSAshhBAJSoK0EEIIkaAkSAshhBAJSoK0EEIIkaCSfj3peAh3rkvo8XiO6H1Mpq7VaA5lfdFUJ+elb3JueifnpXdyXnoX7/MSiR3h7mvc9kGC9GFwu90AbNiwIc4tEUIIkazcbjcWi6XffWQVrMPg9/uxWq1kZWWh08kTAyGEEAMXDodxu90UFxeTkdH/cqUSpIUQQogEJd1AIYQQIkFJkBZCCCESlARpIYQQIkFJkBZCCCESlARpIYQQIkFJkB5kS5YsYe7cuWRlZVFdXc2DDz7IwRLqn3vuOaZMmYLZbGbSpEk8+eSTQ9TaoXOo56W2tja6UHv3P1OnTh3CVg+dvXv3YrFYWLZs2UH3TYfrJWKg5yUdrpdwOMzf/vY3pk+fTk5ODqNHj+aHP/whdru93+NS/Xo5nPOSyNeLFDMZRMuXL2fBggVcfvnl3HPPPXzyySfceeedBINB7rrrrl6PWbRoEVdeeSW33XYb5513Hq+++irXXnstJpOJK664Yoh/g8FxOOdlzZo1ACxdupSsrKzo9u4/p4r6+nrOPfdcbDbbQfdNh+sl4lDOSzpcL/fffz8LFy7kxz/+MWeddRbbtm3jZz/7GRs2bGDJkiUoitLjmHS4Xg7nvCT09aKKQXPOOeeoxx57bMy2O++8U83NzVXdbnevx4wfP1697LLLYrZddtll6tixYwetnUPtcM7LT3/6U3X48OFD0by4CYVC6hNPPKEWFRWphYWFKqB+8MEH/R6TDtfL4ZyXVL9eQqGQarFY1O9+97sx259//nkVUFeuXNnrcal+vRzueUnk60WGuweJz+dj2bJlXHzxxTHbL7nkEhwOB5988kmPY3bt2sW2bdt6Paa2tpbt27cPapuHwuGcF9C+6c6cOXMIWhg/69at46abbuKaa67h6aefPuj+6XC9wKGfF0j968Vut3P11VfzzW9+M2b7xIkTAdixY0ePY9Lhejmc8wKJfb1IkB4kdXV1+P1+xo8fH7N97NixAGzdurXHMZs3bwY4pGOSzeGcF9D+ETkcDk488UQyMzMpLy/nrrvuIhAIDHqbh8rIkSOpra3ld7/73YCG2dLheoFDPy+Q+teLxWLhkUce4aSTTorZ/uqrrwIwZcqUHsekw/VyOOcFEvt6kWfSgyTy3CwvLy9me25uLkCvSQyHc0yyOZzf0Wq1sm/fPoLBIPfffz+jRo1i6dKl/Pa3v6W+vp5nnnlm8Bs+BAoLCyksLBzw/ulwvcChn5d0uV4O9MUXX3DfffdxwQUX9JrwlC7Xy4EOdl4S/XqRID1IDrYEWW8LcxzOMcnmcH7H7OxslixZwrhx46iqqgLgtNNOw2QysXDhQhYuXMikSZMGo7kJLR2ul8ORjtfLp59+yoIFC6iuruaJJ57odZ90vF4Gcl4S/XpJvf8rCSI/Px8Ah8MRsz3ybTXy+pEek2wO53c0m82cffbZ0X9AEfPnzwdg7dq1g9DSxJcO18vhSLfr5YUXXmDevHmMHDmSpUuXUlRU1Ot+6Xa9DPS8JPr1IkF6kIwZMwa9Xk9tbW3M9sjfe/tmNmHChJh9BnJMsjmc87J9+3YeffRROjo6YrZHFk4vKSkZnMYmuHS4Xg5HOl0vDz74IN/4xjc44YQT+Oijj6ioqOhz33S6Xg7lvCT69SJBepBkZmZy6qmnsnjx4pgiHYsWLSI/P59jjz22xzFjx46lurqal19+OWb7okWLYoZiktnhnJfGxkZuuukmXnrppZjtL7zwAnl5ecyePXvQ252I0uF6ORzpcr08+uij/PjHP+ayyy7jnXfeOWhPOF2ul0M9Lwl/vcR7DlgqW7p0qaooinrJJZeob731lrpw4UJVURT1t7/9raqqqmqz2dTPP/9cbW5ujh7zxBNPqIB68803q2+//bZ60003qYD6/PPPx+vXOOoO9byEQiH1rLPOUnNzc9U//OEP6nvvvaf+4Ac/UBVFUR9++OE4/iaD54MPPugxHzhdr5fuBnJe0uF6aWxsVM1ms1pVVaV+/PHH6ueffx7zp7m5OS2vl8M5L4l+vUiQHmSLFy9Wp02bpmZkZKjV1dXqgw8+GH0tcsN54oknYo7529/+po4dO1Y1mUzqpEmT1KeeemqIWz34DvW82Gw29Uc/+pFaVVWlmkwmdfLkyeo//vGPOLR8aPQWjNL5eokY6HlJ9evln//8pwr0+eeJJ55Iy+vlcM9LIl8viqoepJC0EEIIIeJCnkkLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLkYLmz5+PoigoisLmzZv73O+b3/wmiqKg0+lYvXr1gN//zTffjL7/H//4xx6v22w2XC7XYbVdCNFFgrQQKWj69OnRnzdt2tTrPqtXr+b5558HtGA9e/bsAb//ypUroz8fe+yx0Z/D4TB///vfmTp1Kkaj8VCbLYQ4gARpIVJQ9yC9cePGXve58847UVUVk8nEvffee0jvv2LFCgCMRiMzZ84EIBQKMXv2bL7zne8wfPhwMjIyDq/xQogoCdJCpKCDBem3336b999/H4BbbrmFUaNGHdL7R3rS06ZNw2QyAVqPfc2aNQAcf/zxh9NsIcQBJEgLkYImTJgQEzy7C4fD/O///i8ABQUF/OQnP8Hv9/OnP/2JE088kfz8fEwmE2PHjuVHP/oRbW1tMcfv3LkTq9UKwNy5cwE4//zzY74Y/P73v8doNOLxeADYsGEDV199NVVVVZhMJgoLCzn//PN7fQ7+xRdfcMEFF1BQUEBZWRm33347Pp+Pq6++GkVRKC8v77H/5ZdfTmVlJRkZGYwcOZI77rgDt9t9JKdQiMSgCiFS0syZM1VAzcjIUAOBQHT7448/rgIqoD700ENqe3u7etxxx0W3HfhnzJgxanNzc/T4F154IfraY489pqqqqhYVFfU4bubMmaqqqupHH32kZmdn9/reBQUF6r59+6Lv/eKLL6pGo7HHfhdffLE6ffp0FVAXLFgQ3f+RRx5RdTpdr+995plnquFweLBPsxCDSoK0ECnqmmuuiQasTZs2qaqqqh6PRx0+fLgKqFVVVarP51Mvvvji6H5f+9rX1G3btqmtra3qwoULo9tvueWW6Pvecccd0e1r165VVVVVA4GAOmPGDBVQi4uL1UAgoIZCIVVVVfWss85SDQaDWlFRodbU1KhOp1P9+c9/Hn2PZ555RlVVVW1oaFDz8vJUQM3Pz1dff/11tbW1Vf3FL34RE3x/9atfqaqqqsuWLVMVRVEB9ZxzzlE3bdqktre3q3fffXd03yVLlgzlKRfiqJMgLUSKevDBB6PB6uWXX1ZVVVX/7//+L7rt2WefVdevXx/9+/Tp09VgMBjzHlVVVSqgjhs3Lrrt1FNPVQE1Kysrur/T6VT1er0KqPPnz+/RlnA4rLrd7ujPjz76aPRzX3vtNVVVVfVXv/pVdNsTTzwRc/y0adOir73zzjuqqqrqvHnzVEDNyclR29ra1EAgoAYCAdXv96tms1kF1F/84hdH52QKESeGIx0uF0IkpgOTx04//XTuu+8+AObMmcMVV1zBI488Et3ne9/7Hnq9PuY9cnNzAbDb7YD2PLumpgaAY445Jrr/ihUrCIVCQM+ksXfeeYdFixaxadMmGhsbaWxsxOv1Rl+PZIe/++67AOTn53PllVfGvMfIkSNZv349oE358vv9fPjhhwA4nU4KCwt7PQfdP0eIZCSJY0KkqAOD9D333IPNZgPggQceQFEUGhoaovvMmjUr5niXy8W2bdsAGDFiBKAloTmdTqAraQxg+fLl0Z+7B+lf//rXnH/++Tz22GPk5ORw00038eKLLzJs2DAAKisrGTlyJAB79uwB6HWOdSRDfezYsRQUFNDe3k4gEDjoOaisrDzoPkIkMulJC5GiysrKKC0tpbm5mY8//pjW1lYAFixYwOmnnw5ovdaI7gEb4JFHHsHn8wFwwQUXALFFTLoH6ch2RVGi20OhUHT+9c0338xf/vIXAHbs2MG+ffsAOOGEE6LvEemVRzLHI5YsWcKuXbuArsIpFosFg8FAMBjku9/9Ln/+85+j+zscDjIyMqLZ7UIkM+lJC5HCIr3pxsZG/H4/er2e3/72t9HXzz333OjPd911FzU1NbS0tPCHP/yBu+++G9B6o7fccgvQVcQEYoP0hg0bADCZTPj9fjweDzabLTrcvGvXLjo6Oli/fn3MUHb3KmcTJkwAYOvWrfzhD3/AZrPx9ttvc9VVV0X3iQRpk8nEOeecA8BTTz3Fm2++idPp5JNPPmHmzJlkZWUxf/78wz5vQiSMeD8UF0IMnh/96EcxmdE33nhjj32+973v9Tn9qri4WF25cmV039mzZ0enTnUX2X7g5xy4HYiZjvXkk09G32PJkiW9tsFgMER/Xr58eXT/bdu2qcXFxb0eU1FRoa5fv/5on04hhpz0pIVIYd2fS2dnZ/PLX/6yxz5/+tOfePLJJzn55JOjhUzGjRvHD3/4Q9avX8+cOXMA8Pl8rFu3DiC6LeLPf/4zc+fOJSsri/z8fM466ywAXnrpJb7yla+Qk5NDWVkZN998czRBDIgOYwOcffbZvPDCC0ybNo3MzEwmTZoULbACYDabY56bjxs3jtWrV3PddddRXl5ORkYGVVVV3HrrraxevZqpU6ce4dkTIv4UVVXVeDdCCJHeli1bxvbt2xk9ejSzZs2KZmt7PB6Ki4txu92cffbZLFmyJM4tFWJoSU9aCBF3NTU1fPvb32bevHl8+9vfprW1lcbGRm699dZoec/LL788zq0UYuhJT1oIEXc7d+5kypQp0VrfBzruuOP46KOPZGUtkXakJy2EiLvq6mo+/vhjLr74YsrKytDr9eTm5jJ58mR+/vOf8/7770uAFmlJetJCCCFEgpKetBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGgJEgLIYQQCUqCtBBCCJGg/j+gjUE9206qdAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', groups=['Die', 'Temperature [C]'],\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### boxplots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Like x-y plots, the `groups` keyword is used to break the data set into subsets. However, for boxplots the group column names and values are actually displayed along the x-axis. This style mimics the incredibly useful variability gauge charts found in JMP:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.boxplot(df2, y='Value', groups=['Batch', 'Sample'], legend='Region')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## row | col subplots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### By unique values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For deeper analysis of our data, we can make a grid of subplots based on the unique values within DataFrame columns other than the ``x`` and ``y`` columns we are plotting. In this case, we remove the \"Temperature [C]\" and \"Boost Level\" columns from our ``filter`` and add them to the ``row`` and ``column`` kwargs, respectively. For our example data, there are three unique values of \"Boost Level\" and three unique values of \"Temperature [C]\" which leads to a 3x3 grid of subplots. Each row in the plot corresponds to one of the 3 unique values of \"Temperature [C]\". Likewise, each column in the plot corresponds to one of the 3 unique values of \"Boost Level\". The specific value in each row and column are shown in labels to the right and above of the subplots, respectively. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]',\n",
" ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', label_rc_font_size=14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### By x or y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alternatively, we can use row and column grids to compare different ``x`` or ``y`` values. For example, we can plot two different DataFrame columns on our y-axis (one per row) by adding the keyword ``row='y'``. Each column in this plot shares the same x-axis variable:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y=['Voltage', 'I [A]'], legend='Die', col='Boost Level', row='y', ax_size=[225, 225],\n",
" filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', label_rc_font_size=14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can make a similar plot with common `row` values and different x-axes by setting `col='x'`:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x=['Voltage', 'I [A]'], y='Voltage', legend='Die', row='Boost Level', col='x',\n",
" ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450 & Temperature [C]==75', label_rc_font_size=14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## wrap subplots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### By unique values"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The ``wrap`` keyword also allows us to create a grid of subplots. Unlike ``row`` and ``col`` plots, ``wrap`` plots simply \"wrap\" a series of data subsets, each with the unique values of one or more DataFrame, into a grid. There is no alignment of a common value across rows or column. Additionally, ``wrap`` plots remove the spacing and ticks between subplots by default for a tighter grid (this can be changed via keywords), axis sharing is forced (this cannot be changed), and the ``row``|``column`` value labels are condensed to a single label above each subplot:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'],\n",
" ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default, ``wrap`` subplots will be arranged in a the closest thing to a square grid as possible. If the number of subplots does not match a perfectly square grid, the last row will have one or more empty spaces in the grid. To override the default grid size, use the keyword ``ncol`` to sets a custom number of columns. The number of rows will be automatically determined based on the total number of subplots:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', legend='Die', wrap=['Temperature [C]', 'Boost Level'],\n",
" ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', ncol=2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### By x and y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also \"wrap\" by column names instead of unique column values. In this case we list the columns to plot in the `x` or `y` keywords as usual but we add ``wrap='x'`` or ``wrap='y'`` to the function call. This will create a unique subplot in a grid for each `wrap` value. Unlike the case above where we wrapped by unique values in a DataFrame column, when we wrap by \"x\" or \"y\" the plot will not have wrap labels and axis sharing can be overridden. As before, use ``ncol`` to override the default square grid. "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BBQsWMHz4cP71r3916/yagygiIiIiXfK7qgGw5eoJosSXw8NJgx7vUdtaD720JCT0SSwffPAB8+bNw2QyddgmFArx1a9+lYaGBu68885uv8fRTyK7Mnfu3G4Xw1GCKCIiIiJd8lW5wGzGmpER61BEWll5zQ1ttq350i2tXp/26ot9EktxcTGnnHJKh/v9fj8333wzL774Iv/7v//LSSed1GHbzxafsVgsnSae7Rk9ejTLly/v1jEaYioiIiIiXfK7XNiysjBZLLEORSRu1dfXk5yc3O6+uro6zjvvPJ577jn++Mc/cuutt3Z4nn379mGz2Vp9/fOf/+x2PMnJydTX13frGD1BFBEREZEuqYKpxKsF/34GCA8rPfzk8KR//h+WBEefx5KTk0NdXV2b7WVlZZxzzjns3buX5557jquuuqrT8+Tn57N27dpW28aMGdPteGpra8npZmEpJYgiIiIi0qVAdTWOgoJYhyHSRnvzCy0Jjj6bd3i0UaNG4XQ6W21raGhg0aJFVFRU8N5773H66ad3eR673c7cuXOPO56ysjJGjRrVrWM0xFREREREuuR3ufQEUaQL5557LitWrMAwjMi2e++9l6KiIm6//XZsNhurVq2KfG3cuDHSbtu2ba1eHy/DMFixYgXnn39+t45TgigiIiIinQp5PASbmpUginThiiuuwOVysWbNmsi2F18MF8j56U9/yoIFC1p9XXbZZZF23/zmN1u9Pl5r167F5XJx5ZVXdus4JYgiIiIi0ilflQsAWzfnMon0JUtCAqe9+iKnvfpiTIaXAsycOZOLLrqIxx57LLKttLQUwzDa/dq3b1+k3bvvvktKSkq33u/mm2/GMAxGjx7dZt9jjz3GpZdeytSpU7t1TiWIIiIiItIpv0sJoki07r//fl588UVKS0u7ddxDDz3EWWed1SMxOJ1OXnzxRX7+8593+1gliCIiIiLSqUB1NSabDUt6WqxDEYl7M2bM4K677mLx4sXdOu7SSy/lt7/9bY/E8KMf/YjFixczY8aMbh+rKqYiIiIi0im/qxpbdna3F+kWGay6mxwCx5TMdeTpp58+5mP1BFFEREREOqUKpiKDhxJEEREREemUr6paCaLIIKEEUUREREQ6ZBjGoSeIKlAjMhgMmARx1apVnHXWWSQnJzN06FC+9KUvUVlZGeuwREQkTqnfEIlOsKkZw+vVE0SRQWJAJIjr16/nrLPOIiUlhZdffpkHH3yQd999ly984QuxDk1EROKQ+g2R6AWqqwEtcSEyWAyIKqZ33nkns2bN4tVXX8VsDue8aWlp3Hbbbezdu5cxY8bEOEIREYkn6jdEoqc1EEUGl37/BLG6upqlS5fyzW9+M9LJA1x++eU4nU518iIi0or6DZHu8VW5MCckYE5OinUoItIH+n2CuHnzZkKhELm5udxwww2kpqaSkpLCTTfdRF1dXazDExGROKN+Q6R7/K5wBVOtgSgSvYcffpgbb7wx6vZlZWVkZGSwdOnSLtt6vV7uv/9+Jk+eTHJyMpMmTeK+++7D5/NF2tx000089NBDxxJ6/x9iWlVVBcAtt9zCBRdcwCuvvMKuXbv40Y9+RHFxMcuWLdMvNBERiVC/IdI9qmAq8cwwDLxBX5ftHBZ7n/1u3759O/fffz9btmyJqr3T6eS8886jvr4+qva33XYbTz31FPfccw/z5s1j3bp1/OxnP6OkpIS///3vADzwwANMnz6diy++mClTpnQr/n6fIB7OlOfMmcPjjz8OwKJFi8jIyOC6667jvffe49xzz+30HFlZWaSlpXW4PxQKYRhGq22HhyVlZWUdT/hxTdc4MOgaB4a+ukabzdar548H6jd6j65xYPjsNZbU1ZE+68QBdc2D8efYW2LZbxiGwT1Lfs1OV3GXbSfljOPni+7okyRx8eLFXH/99eTn53faLhQK8eSTT3LHHXe06TM6Ul1dzV//+lcefPBBfvCDHwDhPgzghz/8IQ888AC5ubnk5+dz/fXXs3jxYl577bVuxd/vh5impqYCcNFFF7Xafv755wOwcePGPo9JRETil/oNkegZoRDeyiocQ4fEOhSRNrxBX1TJIcBO156onjQer8LCQl5//XWuv/76Lttu3ryZr3/969x000089dRTUZ2/oaGBr3/961xyySWttk+ePBmA4uIjfx833HADr7/+OoWFhd24ggHwBHHChAlAeCzu0fx+PwCJiYnH/R4tLS243e5W2w7fjampqTnu88crXePAoGscGPrqGpubm3v1/PFA/Ubv0TUODEdfY6CuDsPvx5+YOKCuebD9HHtTvPQbj3/hIRxWR5vt3oCXr7xyZ5/F8cwzzzBs2DBOPvnkLtuOHDmS3bt3U1BQENXcQ4AxY8bw6KOPttn+yiuvYLPZmDhxYmTbggULGD58OP/617+4//77o76Gfp8gTpkyhdGjR/Pcc8/xrW99K/LY+PCj1NNPP73Lc9TU1LT5oCAiIgOT+g2R6PmqtMSF9A8Oq4OEdhLEvvbBBx8wb968qIayZmVl9cgQ4Jdffpl//vOffOtb3yIzM7PVvrlz57JkyZJuna/fDzE1mUz8+te/ZuXKlVx77bW8//77/OEPf+C73/0uV1xxBbNmzYp1iCIiEkfUb4hEz++qBsCWkx3jSET6h+Li4jbLJQUCgVZfoVCox97vpZde4rrrruO0005rt2rp6NGj2bt3b7fO2e8TRIArr7yS1157jb1793LRRRfxwAMP8PWvf51nnnkm1qGJiEgcUr8hEp1AdTWWlBTMCQmxDkWkX6ivryc5ObnVNpvN1urrvvvu65H3+u1vf8tVV13FqaeeyhtvvEFCO/9Pk5OTo66Oeli/H2J62EUXXdSm4ICIiEhH1G+IdC28xIWeHopEKycnp82aumvXrm31uqvqpl0xDIPbbruNP/7xj1x33XU88cQT2O32dtvW1taS080h4gMmQRQRERGRnuV3VWv+oUg3jBo1CqfT2Wrb3Llze/Q97rrrLv74xz9y++2385vf/KbT+Y5lZWWMGjWqW+dXgigiIiIi7fK7XCSM7t6HS5FY8AbaLxzW0fbecu655/Loo49iGEaPrLnY0NDAtm3bGDduHLm5uWzatIkHH3yQefPmcdVVV7F69epW7adOnRpZp9cwDFasWMG3v/3tbr2nEkQRERERacMIBvHX1OoJovQLfbmURWeuuOIK7rvvPtasWcP8+fOP+3wbNmzgrLPO4h//+Ac333wzL730EoZhsHbtWhYsWNCm/YcffsjChQuB8NBWl8vFlVde2a33HBBFakRERESkZ/lraiEU0hxEiVsOi51JOeOiajspZxwOS/vz9HrSzJkzueiii3jssce6ddzChQsxDCOS3B29/Z577okUoLnvvvswDKPDr6OPf+yxx7j00kuZOnVqt2LRE0QRERERaSNQfXiJCz1BlPhkMpn4+aI78AZ9XbZ1WOw9MuQzGvfffz+nnXYaP/3pTxk5cuRxnevAgQO88MILvP322906zul08uKLL7Js2bJuv6eeIIqIiIhIG36XCwBr9vEv5C3SW0wmEwlWR5dffZUcAsyYMYO77rqLxYsXH/e5srKyePHFF7udaP7oRz9i8eLFzJgxo9vvqSeIIiIiItKG31WNNSMds80W61BE+p2eSA4BEhISmDJlSrePe/rpp4/5PfUEUURERETa8FW5NLxUZBBSgigiIiIibfhdShBFBiMliCIiIiLSRqC6WhVMRQYhJYgiIiIi0krI5yNQV68niCKDkBJEEREREWnFWxWuYKoniCKDjxJEEREREWnFc7ASUIIoMhgpQRQRERGRVryVlWA2Y83MjHUoItLHlCCKiIiISCveykpsWVmYLJZYhyIifUwJooiIiIi04q2s1PBSkUFKCaKIiIiItOI5WKUKpiKDlBJEEREREWlFTxBFBi8liCIiIiISEWxpIdDYqARRZJBSgigiIiIiEUeWuNAQU5HBSAmiiIiIiAAQ8nrZfPsPALCkpsU4GhGJBSWIIiIiItKGJT011iGISAxYYx2AiIiIiMRWyOtt9SeA4fMRMpkAMDscMYlLRPqeEkQRERGRQW7Xrbe12bbn9jsj3096/C99GY6IxJCGmIqIiIiIiAigJ4giIiIig96EP/0egKDHQ/H3FwMw7pGHNLRUZBAaEE8QPR4PNpsNk8nU6islJSXWoYmISBxSvyHSmtnhCCeDgUCbbUoSRQaXAfEEsbCwkEAgwNNPP824ceMi2y0WSwyjEhGReKV+Q6R9/uqaWIcgIjE2IBLETZs2YbVaufLKK3HoLpeIiHRB/YZI+4INDQDM/effafT7YxyNiMTCgBhiumnTJiZPnqxOXuQ4hLxedn7l6+z8ytdblTkXGYjUb4i0z1flwpKYiDWK4dbqN0QGpgGTIFqtVs4991ySk5PJysria1/7Go2NjbEOTURE4pD6DZH2BaqrcQwZgunQ+ociMvj0+wTRMAw2b97M7t27ufTSS3nrrbe4++67efbZZ/n85z9PKBSKdYgicS3k9Ua+OtsmMlCo3xDpmN9VjWNobqdt1G+IDGz9fg6iYRi89tpr5ObmMm3aNADOOOMM8vLyuPHGG3nnnXe44IILOj1HVlYWaWlpHe4PhUIYhtFqm9lsjhw7UOkaB4aurnHl5Ve32Xb04sgLXvpP7wTWg/Rz7Dk2m61Xzx8P1G/0Hl1j/1dSW0vCmNGYzWb1G/2c+g05Vv3+CaLZbGbhwoWRTv6wCy+8EIBPP/00FmGJiEicUr8h0j4jFMJbWUXCkCGxDkVEYqjfP0E8cOAAb7zxBueddx4jR46MbG9paQEgN7fzYRLRaGlpwe12t9p2+G5MTc3ALQetaxwYurrGw4sjh7zeyB3goxdH7g9/N/o59pzm5uZePX88UL/Re3SN/Vugrg7D78eem0soFFK/0c+p35Bj1e8TxEAgwP/8z/9w11138ctf/jKy/d///jcWi4XTTz+9y3PU1NTg1Zh5GaTaWwBZCyPLQKZ+Q6R9flc1AI6hnT9BVL8hMrD1+wRx5MiR/L//9//49a9/TWJiIgsWLOCTTz7h/vvv51vf+hYTJ06MdYgi/YIRCMQ6BJE+oX5DpH1+lwtAQ0xFBrl+nyAC/PnPf2bs2LE89dRT/OIXv6CgoID77ruPH/zgB7EOTaTf8FeH7xyP/OEPdBdYBjz1GyJt+V3VWFJSsCQmRNU+5Ak/Rc//+lfVb4gMIAMiQXQ4HPz4xz/mxz/+caxDEem3vKVOMJlwFAyPdSgivU79hkhbfpcLW0521O29TicAjqPm8opI/9fvq5iKSM/wlDqxDx2COSG6O8ciIjKw+F3V3UoQPaVOzImJ2HJzejEqEelrShBFBAg/QdRdYBGRwSucIEaf7HlLS3GMKMBkMvViVCLS15QgighGKITHWUbCyBGxDkVERGLACAbx19R0K0H0lDjVb4gMQEoQRQR/ZSWG14tDHb2IyKAUqK2FUCjqIaZBdwv+qiqNPBEZgJQgigie0nChAd0JFhEZnA6vgRhtgugtKwPUb4gMREoQRQRvqRNrViaWlJRYhyIiIjFweA1Ea3aUCWJpKSabDfuwvN4MS0RiQAmiiOApdZKgYUIiIoOW31WNNSMds80WVXtPiRPH8HxMFksvRyYifU0JosggZxhGuBKdhgmJiAxa3a1g6lHla5EBSwmiyCAXqK0l2NSseSQiIoOY3+WKOkEM+f34ysvVb4gMUEoQRQY576ECNXqCKCIyeIUTxOjmH/r2H4BQSP2GyAClBFFkkPOUOrGkpGDNzIx1KCIiEgMhv59AXX3UCaKntBTMZhwFw3s5MhGJBSWIIoOct9SJY+QITCZTrEMREZEYCFTXAEQ9xNRT4sSel4fZbu/NsEQkRpQgigxyntJSzSMRERnEDi9xEfUaiE6n+g2RAUwJosggFmxqIlBTq3kkIiKDmN9VDWZzVFMNjFAIb1mZ+g2RAUwJosgg5jlUoEZ3gkVEBi+/y4UtKzOqNQ19FRUYPr/6DZEBTAmiyCDmLXVicjiwDRkS61BERCRGurPEhadEla9FBjoliCKDmKfUScKIAkxm/SoQERms/K7q6Ocfljqx5eRgSUrq5ahEJFb0qVBkEPOWluousIjIIBdOEKN7guh1OtVviAxwShBFBqmQx4PvYKXmkYiIDGIhj4dgU1NUTxANwwiPPFG/ITKgKUEUGaS8ZfvBMHQnWERkEPO7qoHo1kAMVFcTcrvVb4gMcEoQRQYpT6kTLBYc+fmxDkVERGKkO2sgHi5QkzByZK/GJCKxpQRRZJDyljpxDM/HZLXGOhQREYkRv6sak9WKJS2ty7ZepxNLWhrWjPQ+iExEYkUJosgg5Skt1TwSEZFBLrzERXZU1aw1/1BkcDimBHHPnj09HYeI9CEjEMC7/4DmkYiIDHLdqmCqytcig0JUCWJtbS1OpzPyesKECeTm5mIYRq8FJiK9x3ugHIJBHCPU0YuIDGaHnyB2JVDfQKCuXk8QRQaBqBLEpKQkzjzzTAoKCrjiiisAqKmpoaGhoU1bj8fD+eefz29/+9uejVREeoy31AkmEwkjCmIdigxQ3/72t3nyySfZvn17rEMRkQ4YhoHfVY01u+sE0XvoQYFDBWpEBryoqlM4HA4eeughrr76al555RVMJhMAOTk5TJkyhZNPPpmTTz6Z+fPnYzKZePfdd1m1ahXf+973ejV4ETk2nlIn9qFDMCckxDoUGaD+9Kc/RfqKlJQUZs+ezbx58yJfo0ePjm2AIkKo2U3I48Ge2/UQU0+pE3NiQlRPG0Wkf4u6fOGVV17JRRddxBtvvBHZFgwG2bp1K1u3buXvf/97q/axGn56+eWXs2HDBvbt2xeT9xfpDzSPRPqKYRg0Njby8ccf8/HHH0e2Z2VlMXfu3FZJY15eXkxiVL8hg9WRJS66ThC9paU4RoyIqpiNiPRv3apv/9prr1FfX09mZiYmk4lLLrmE1atXc/DgwTZt586d22NBRuvpp5/m5ZdfZtSoUX3+3iL9hREK4XGWkX3CzFiHIoPAH//4RzZs2MC6devYtm0bwWAQgOrqat59913efffdSNv8/PxWCePcuXPJyMjo1fjUb8hg1q01EEudpMyc0dshiUgc6PYCaOnp6Xzta19j7dq1vPzyy5hMJvbt28eqVatYu3YthYWFpKWl8atf/ao34u3QgQMH+M53vkNBgeZUiXTGX1mF4fWq0ID0iW984xuYDz1x8Hg8bNy4kXXr1kW+du7cSSgUAmD//v0cOHCAV199FQCTyUQgEOi12NRvyGDnd1VjTkjAnJzcabuguwV/ZZXmH4oMEse0Qvaf//znVq9Hjx7N6NGjufbaa3skqGPxla98hXPPPZeEhASWLl0aszhE4p2nVIUGpPeVl5ezatWqSHIIkJCQwIIFC1iwYEFkW1NTU+QJ4+GvPXv29Mk0BfUbMtj5XS6s2dmR+cId8ZaVAejGosggcUwJ4mFLlixhxYoVeDwe8vPzufXWW3sqrm55/PHHWb9+PVu3buWOO+6ISQwi/YW31Ik1KxNrakqsQ5EBbOjQoVx66aVdtktJSeGMM87gjDPOiGyrrq4mNze3N8NTvyFC+AmiPTeKCqalpZisVuwxmicsIn3rmBLElpYWLrnkEj744IPINpPJxK233srFF1/MQw89xJQpU3osyM6UlJRw++23849//IOcKBd6FRnMPKWlugssca235x2q3xAJ87uqSZ4+tct2nlInjoLhmKyWPohKRGLtmBLEn/zkJyxZsgSAxMREWlpaAPD7/bz11lts2rSJdevWMXTo0J6LtB2GYXDLLbfw+c9/PrI+47HIysoiLS2tw/2hUKjNcKfDw6aysrKO+X3jna5xYDj6Gg3DYE9ZGXnnnzegrnmw/Rx7k81m69Xzd6SkpIRt27ZxwQUXYLFYePzxx1m1alWPv4/6jd6la+w/DMOgqKaa9JEj21zLZ6/Rub+ctIkT+v01H22g/Bw7M9D7Dek9x5Qg/uc//8FkMnHvvfdy1113YbfbAfD5fIwaNYp9+/bx4IMP8sgjj/RosJ/1pz/9ic2bN7Nly5ZIIYPDHXIgEMBsNrea/yIy2Pmqawg0NJI8dkysQ5FBKBQKsWvXLrZv38727dvZtm0b27dvZ+fOnbjd7lZFaW655RZuueWWHo9B/YZImL+2DsPnxzFkSKftQj4fbqeToeef00eRiUisHVOCWFFRAcB3v/vdVhObk5OT+ec//8kZZ5zBq6++2usJ4gsvvIDL5WLYsGFt9tlsNu69915++tOfHvf7tLS04Ha7W207fDempqbmuM8fr3SNA8PR19i0eQsA/qzMAXXNg+3n2Juam5t75DybN29ulQRu27aN3bt34/f7W7Xr6zVz1W/0Ll1j/9Gyew8AHoe9zbUcfY2efSUQChHMzu7313y0gfJz7Ex/6zckfhxTgpiTk0NFRQUVFRWMGzeu1b5Zs2YB4fLhve2xxx6jsbGx1baf/exnrF+/ntdee438/PyozlNTU4PX6+2NEEXiisfpxJKSjDUzM9ahyAB34okntrqB2FEiaDKZOPvss5k8eTKTJ0/u9bjUb4iE+aurAbDndj4P11NaCiYTjuHD+yIsEYkDx5QgnnbaaTz//PN897vf5dlnn22176OPPgL6Zkz3pEmT2mzLzs7Gbrczd+7cXn9/kf7GW1KKY8SILkuai/QUwzAYNmwY48ePb/VVU1PDN77xDQDee++9PotH/YZImL/KhSUlGXNCQqftvKVO7MOGYXbY+ygyEYm1Y0oQb7/9dl588UXeeecdRh61ltq3v/1tnnzySUwmExdccEGPBSkiPcNT6iR13pxYhyGDiMlkYtq0afzhD39o9YTw8M1EEYkNv6saWxRVfD2lTlW+Fhlkjmkm/vz58/ntb38LQGNjY+RpxKOPPkpjYyM5OTk9MofjWDzxxBPs27cvJu8tEs+CTU0EampIOOqmjkhvefLJJxk+fDiGYbBkyRJOOOEEvv/977cZ3hkP1G/IYOR3ubDldL4GohEK4S0rw6EEUWRQOeZSbd/+9rf54IMPWLRoEVarFcMwsFgsfP7zn2f58uUUFBT0ZJwicpw8zjIAEkapo5fed+ONN1JUVMTPfvYzkpOT8fv9/O53v2PixIk88cQTfV6cRkRa87uqsWZ3niD6KiowfH49QRQZZI5piOlhZ555JmeeeSZ+v5/a2loyMjIiS16ISHzxlpZicjiwdVHSXKSnJCQkcM899/DVr36Vu+66iyeffJKDBw/y5S9/ud0qoiLSN4xgEH9tTZdDTL2lTgA9QRQZZKJ+gtjS0sK9997LtGnTqKura7XPZrMxZMgQJYciccxT4sRRMByT1niTPpaXl8f//d//sW7dOs466ywMw6C8vDyy/6mnnophdCKDT6CuDoKhKCqYOrHl5GBJSuqbwEQkLkT1SdHv97No0SJ+8YtfsGPHDkKhUGTfsmXLOOWUU0hNTWX8+PHcf//9BIPBXgtYRI6NV4UGJMZOPPFElixZwiuvvMKECRMi22+++Wbmzp3L0qVLYxecyCDir3IBdDkH0Vvq1NNDkUEoqgTxf//3f1m1ahWGYZCcnIzVGh6Zum7dOhYtWsTq1atpbm6muLiYe+65hyuvvLJXgxaR7gl6PPgOHsShAjXSRzZs2NDhzcJLLrmEwsJCfvvb35KZmYlhGGzYsIHPfe5zfRylyODkd4XXQOxsDqJhGKpgKjJIRZUg/vvf/8ZkMnHNNdfgcrlIS0sD4Pvf/z6BQAAAq9VKbm4uhmHw2muv8cwzz/Re1CLSLe6SUjAMFaiRPjN37lwyMjI6LEZjtVq57bbb2L17N9/5znew2WwqXCPSR/wuF9aMdMw2W4dtvFVVhNxuPUEUGYSiShB37NgBwC9/+cvIPMNVq1axbNkyTCYTdrud1atXc/DgQW699VYMw+CJJ57otaBFpHuai/eCxYIjPz/Wocgg4na7u0z6MjIy+N3vfkdhYSGXXHJJH0UmMrhFU8G0uXgfgJZGEhmEokoQ3W43QKuqc4888kjk+y9/+cvMmjULgNtvvx2ATZs29VSMInKcmov34sjPx2Q9rsLFIt121VVX8cADD/D++++3KXB2tAkTJvDyyy/3XWAig5i/urrLCqbNxcVY0tKwZqT3UVQiEi+i+rSYk5PDwYMHKSoq4oQTTqCwsJCXXnoJALPZHEkK4UgS2dDQ0AvhisixaN67V8OEpM8ZhsErr7zCK6+8Etk2ZswY5s6dy9y5c5k3bx5z5swhJSWl1XHBYJDhw4dz8skntzpWRHqG3+UiadLETts0792n+Ycig1RUCeKCBQt4+eWX+eIXv8gNN9zA448/TigUwmQycdlllzF27NhI2+rq8MTnjIyMXglYRLonFAjgLnWSO/+kWIcig8jvfvc71q5dy9q1a9m1a1dkqGlxcTF79+7l+eefB8BkMjFhwoRI0jh37lxmzpxJZWUl//3vf2N5CSIDUsjvJ1BX32UF0+a9e0k9eX4fRSUi8SSqBPGOO+7g1VdfZevWrdx1112R7TabjZ/+9Ket2j766KMATJzY+Z0pEel9Ia+X1VdfD4Atb2iMo5HB5Dvf+U7k+4aGBtatWxdJGNeuXYvTGV6A2zAMdu7cSVFREf/617+A8MgUEekdgeoaMIwOh5iGvF5WXn41APZheX0ZmojEiaifID755JPceuut1NfXA5CcnMzf/vY3pk6dCsDTTz/Nvffey759+zCZTCo2IBJnEgqGxzoEGaTS0tI4++yzOfvssyPbKisrWbNmTSRhXLduHS5XeG02raUr0nv8h/6fdVWkBsAxQkNMRQajqCtWXH/99XzhC19gzZo1hEIh5s2bR2pqamR/SUkJe/fuBWDcuHF861vf6vloRSQqIa+31Z8AmEyR12aHIxZhiUQMGTKEiy66iIsuuiiybd++fZGEcc2aNWzYsCGGEYoMTP7qajCbsWVlttreXr9hSUlRvyEyCHWrpGFSUhILFy5sd5/JZCI7O5sLLriAhx56iMTExJ6IT0SOwa5bb2uzbc/td0a+n/T4X/oyHJGojB49mtGjR3PVVVcBaF1EkV7gr6rGlpWJyWJptb29fqP4jsWR79VviAwePVbz/q677mo1P1FEROR4mEymWIcgMuD4Xa4ul7gQkcFNi6KJDEAT/vR7ALxlZZT+6tcAjHvkIQ0REhEZ5PwuF4525qQf7jf89fXsu+snQPv9hmEY+EL+Lt/HbrbpJo9IP6UEUWQAOtyheysqW21TgigiMrj5XdUknzCzzfbD/YO/0tVq29H9hmEYPLz+cYrrS7t8n3HpI7l9zleUJIr0Q6olLjKA+ZxlsQ5BBqlnnnmGXbt2xToMETlKyOMh2NTU6RBTX5mz430hf1TJIcCe+tKonjSKSPzRE0SRAcxbXk7m3DlMvmsxNTU1sQ5HBpEvfvGLmEwm0tPTmTt3LvPmzeOkk05i3rx55Ofnxzo8kUHJX10NgC2n4yUuvAfKSR43jpm//lWn/caDpy/GbrG32e4L+li87MHjD1ZEYiaqBPGZZ57hpJNOYsKECb0dj4j0EMMw8JY6ybrgvFiHIoOUYRjU1dWxZMkSlixZEtmel5cXSRYP/5menh7DSEUGB39VOEG053b8BNFb6iR9yuQuz2W32HG0kyCKSP8XVYKoO8Ei/U+gro5gYyPJY8fEOhQZhO6++27WrVvH2rVr2zyFKC8v57XXXuO1116LbBs/fjwnnXQSTz31VF+HKjJo+F0uTFYrlrS0dveH/H685eUkX3hB9OcMBWjxe0hzpPRUmCISY1EPMdWdYJH+xVsSnkeSPEYJovS9n//855Hvi4uLWbNmDWvXrmXt2rVs2LABt9vdqv2uXbvYvXu3EkSRXuR3ubBmZ2Myt1+Cwrf/AARD3eo3dtYU8+inT3HfKbeTk5jZU6GKSAxFlSDqTrBI/+NxOjEnJ2PvZK6JSF8YO3YsY8eO5dprrwUgFAqxdevWSNK4Zs0aCgsLCQaDMY5UZGDzV1d3Ov/QU1oKJhNJo0ZGfc5C106yEzLJTsjogQhFJB5ElSDqTrBI/+MtLSVh5AiVGJe4YzabmTFjBjNmzODLX/4yAB6Ph02bNsU2MJEBzu+qJmHs2A73e0ud2IflYYlySSTDMCisLmJGziT1NSIDSLermOpOsEj/4Cl1kjp3TqzDEIlKQkICJ598cqzDEBmwDMPA73KRetK8Dtt4Sp0kjIzu6aEv6KOiqYoaTx2TMsbgDfoi20WkfzvuZS50J1gk/gSbmghU10Td0YuIyMAWanYTavF0WMHUCIXwlpVFfWPx6KUs/lr4XI/EKCLxof1Zysepr+8Eh0IhfvOb3zBhwgQSExM54YQTeOaZZ/rs/UXijcdZBoBj5IgYRyISn9RvyGDjd7kAsOW0nyD6KiowfH4SOuk37GYb49Kju/E4Ln0kdrOt+4GKSMwd9xPEePCTn/yEhx56iPvuu4958+bx5ptvcuONN2I2m7nuuutiHZ5In/OWlmKy27EPHRLrUETikvoNGWz81eE1EK3Z7Rep8ZaGK187RhR0eA6TycTtc76CL+Snoq6BX775BolNYzACNjJT7Zw8LZcF03JJdFiwm22alyjST/X7BNHtdvO73/2O2267jR/+8IcALFq0iPXr1/OHP/xBHb0MSp5SJ44RBR2WMhcZzNRvyGDkd7kwORxYUpLb3e8pdWLLycaS3P7+w0wmE2UVXn797yL8vgn4ATBobPZSWlHGxxur+cG1U3GkKTkU6a/6fYLocDhYsWIFQ4a0flJit9upr6+PUVQiseUtcZI0ZVKswxCJS+o3ZLAJeb1UPf8SAIbPh6mdKqXeUieOKOatN3sC/O6F7Xh9YE9xc8vZJ5Kfk0iRs4HXV+6noqaF/315J/fcNENPEEX6qX6fIFosFmbOnAmEK3RVVlbyj3/8g/fff5/HHnssxtGJ9L2Q14vv4EEyzzsn1qGIxCX1GyKtGYaBp9RJ1rmf67LtJ5sraWoJYEl087nPBZk/OTynccSQZE4Yl8ndj29ib3kTRc4GJo1M7+3QRaQX9PsE8WjPPfcc119/PQAXXnghN954Y4wjEul73rL9YBidFhoQkTD1GzKQhbzeVn9+9nvzoSeJgepqQm53VIXNNu2uCR+bu5cThn6OhmYf63ZWs2BaLjkZCZw0JZtPtlSxcVeNEkSRfmpAJYgnnXQSH330EZs3b+aee+7h/PPPZ+nSpV0OccjKyiItLa3D/aFQCMMwWm0zH5rblZWVdfyBxyldY/9UsXotJouFvOnTMNtsA/IaP0vX2HNstsFVdVD9Rs/SNcaXlZdf3WbbntvvjHy/4KX/AFBdtBuAvJkzsGdldXqNgVD4/0ZCUoi5Y05kyZoynnlvL+cumEBasp38IRlAFZhtcf131J9+jsdK/YYcqwGVII4bN45x48ZxxhlnkJaWxpe+9CWWLVvGGWecEevQRPpM8969JI4owKxf2CJdUr8hEu43bOnp2DIzu2w7LDuZ3WX1pHnHYTVbWLW1gmljs0lLtgOwaVcVAHnZnRe7EZH41e8TxKqqKt566y3OP//8VgUHZs+eDcCBAweO+z1aWlpwu92tth2+G1NTU3Pc549Xusb+qb5oN44RBZFrGojX+Fm6xp7T3Nzcq+ePB+o3eo+uMb5M+NPvAahbtpyq58JPC8c98lBkaOnha6jbWYR9RAG1tbVA59c4c4KDZZ9CeUkS7ywv4tNdLq49ezTV1dW8s+YARaV1WMwmZo1Ljuu/o/70czxW6jfkWPX7BLGlpYUvfelL3H///fzoRz+KbH/33XcBIoUIOlNTU4P3qDH5Iv2VEQjiO3CA9FMXxDoUkbilfkMGi8OJoGfv3lbbzJ+pYuotLSXtlOj6DX9SOeaMCkJ1eTz6ahEARWUNLNlQTkWNB4BLTi0g/dATRRHpf/p9gjhy5EhuueUW7rvvPmw2G7NmzWLZsmU88MADfPnLX2bq1KmxDlGkz3jLyzECgagKDYgMVuo3ZDAxDAN30a4O9wcaGgjU1Udd2Gxr9S7Gz6pjWO0JfLzpIAawdkc1AAl2CxefUsAF8/N7InQRiZF+nyAC/PnPf2bs2LH89a9/paSkhBEjRnDfffdxxx13xDo0kT7lLS0Fk4mEEQWxDkUkrqnfkMHCX1lFsLaO4d+5lZSZM9rs95Y6AXCM6DpBDIaCbK/ZzdkjFnDO7NGsLKxk6ugMxuankpVqZ/bEbBIdlh6/BhHpWwMiQbTb7dx9993cfffdsQ5FJKY8JU5sQ4ZgTkiIdSgicU39hgwW7p07wWwmccL4dvd7Sp2YExOw5eZ0ea7ieictAQ/TcyaxbV89voDB1WeNYlh2Uk+HLSIxZI51ACLSc7xOp9Y/FBGRCPeOnSSMHoUlMbHd/d5SJ44RIzCZu/5IWFi9kzR7CiNSh7G+qJph2YlKDkUGICWIIgOEEQrhKXVq/qGIiACH5h/uKCJp0sQO23hKS6Off+gqYmr2BAzDxKbdtcyeOHDXEBQZzJQgigwQ/qoqDK9XTxBFRAQAX3k5wYYGkiZPand/sKUFf2VVVPMPazx1HGiuZHr2RIqcDTS1BJQgigxQShBFBghPyaFCA0oQRUSE8PBSLBYSx7c//9DrLAOi6zcKXUWYTWamZI9nQ1E1mal2xuSl9Gi8IhIflCCKDBDeUifWzEysqamxDkVEROKAe0cRiWPHYHa0vyaht9SJyWrFMWxYl+cqrC5iXPpIEiwO1hfVMGdiFiaTqadDFpE4oARRZIDwODX/UEREwoxQCPeOnR0OL4VwBVNHwXBM1s6XpvAF/eysKWZ6ziT2VjRR2+hj9sTsng5ZROKEEkSRAcAwDLylqmAqIiJh3rIyQm43SVMmd9ymtDSqG4u76vbhD/mZnj2RDUU1pCRamTgirSfDFZE4ogRRZAAI1NURbGzUE0QREQHCw0tNNhsJY0a3uz/k9+MtL4+qQE2haydZCRnkJeeyoaiGE8dnYjFreKnIQGWNdQAicvy8hwrU6AmiiIhAuEBN4vhxmG22dvf79h+AYKjLfsMwDLZWFzE9eyLl1S2UV7u57Ix8vEFfp8fZzTbNURTpp5QgigwAHqcTc3Iy1iyVHBcRGeyMYJCWol1kXXBeh208pU4wmXAUFHR6roNuF66WWqblTGT9zmoSpqzmH2VvQ1nnMYxLH8ntc76iJFGkH9IQU5EBwHtooWN1xCIi4ikpJeTxdFqgxltain1YXocVTg8rdBVhM1uZlDmG9bsrMaXURhXDnvpSfCF/t+IWkfigJ4giA4Cn1Enq3DmxDkNEROKAe8dOzAkJJIwe1WEbT6kzqvmHW6uLmJg5hsZmg5KDzSQeeuD44OmLsVvaJpe+oI/Fyx485thFJPb0BFGknws2NRGortH8QxERAQ7NP5wwHpOl/eUrjFAIb9n+LvuNloCHXXX7mJ49iY1FNa0K09gtdhztfLWXNIpI/6IEUaSf8zjDE0GiuRMsIiIDW8jvp2X37k6Hl/oqDmL4fF1Wvt5Rs4eQEQrPPyyqZvLI9DZtyhor+N+N/6TO03DcsYtIfFCCKNLPeUtLMdnt2POGxjoUERGJMc/efRg+P0lTOpl/6Iyu8nWhq4i8pFwcRgo7nQ2cOCGzTZtt1UXsrish2Z50fIGLSNxQgijSz4XnkRRgMuu/s4jIYOfesRNzUlKn1Uk9JaXYcrKxJCd32CayvEXORDbtrgEDThjXToJYs5uJmWOwmVXWQmSg0CdKkX7OW+LU/EMREQHCCWLSpImd3jT0fqZAjWEYeIO+yJcn4KWoeg8NviYmZoxhXVEl4wpSSEs+Mr/QF/TR4Gtid20JEzLHRI71dbE+oojEP93uEenHQl4vvoMHyTz3c7EORUREYizk9dGyp5ghV1/ZYRvDMPCUOsk8Z1Hk9cPrH6e4vrTd9o9ufhoyIcuSh2EcGbZ6dKXSl3e/w8u73+mhqxCRWNMTRJF+zFu2HwyDhFEjYx2KiIjEWMuePRAMdlqgJlBTQ8jtjvQbvpC/w+TwaDXBCgDGpUfX34xLH4ndbIuqrYjEFz1BFOnHPKWlYDFjzx8W61BERCTG3Dt2YklN7bRP8JR2XKDm8NqG1iQb337zJ1w76WI2b3CwLfkFAEwmE7fP+Qq+kB+A+1f/ifHpo7h68kVtzmU32zCZTG22i0j80xNEkX7MW+rEkZ+P2XZsd2k/O++kvS/DMHo4ahER6Q3uHTtJmjyp08TMW1KKJTUVS3rbJSsOr224w7UHgOlZk9hW3NTueWpa6qhqqWFS9rieCV5E4oaeIIr0Y54S5zGvf9jVvJPDxqWP5PY5X9GdYBGROBZsacGzr4T0U0/ptJ2n1Ilj5IhOf6dvLC9kbOZI9leEaPEFSTy0vb1+44mtL7R7DvUdIv2XniCK9FNGIIjvwIFjrmAa7byTPfWlkeFEIiISn1p27YZQqNP5hxBeA7GzfiMYCvJpxXZmDZvG+p015KYnRPZF22+A+g6R/kxPEEX6KW95OUYggKMHCtQcnndyNF/Q16pKnYiIxC/3jp1YMzOxDcntsE2goYFAbV2nhc32NpTR5HMzY8hUXtu1i/nTMvmknXbBfTPwVee12ma1mFg0dwgfB54+1ssQkTigBFGkn/KWloLJRMKIjhdDjtbheSciItI/RTX/8FCBmo6mJqzeUcGrq4rx1Czirk1bCIYMrPZ0aGdpQ191HraAwfeLnwXg+QVfYU+Vj3dWHyRxzvFfj4jEjhJEkX7KU+LENiQXc0JC142jVNqwn08OrOey8ediNmkEuohIfxBsasbrLCNz0VmdtvOUOjEnJGDLzWl3/3MVf4PRkDj6yLalHa17bw5y+9XT4IHwy1uvGsPm4gBPvLuz2/GLSHzRJ0CRfsrrdJJwjAVqOrLEuYLt1bv1NFFEpB9xFxWBYXQ9/7DUiWNEASbzkY9/drONLEteJ0eFZVnyWq1rWJDfwPghR25QOoJw+pQMJuUltne4iPQj/T5BDIVC/OUvf2HmzJmkpKQwduxYvve979HQ0BDr0ER6jREKRSrR9ZQ6bwMbDm5lYcHJenooA576DhlI3Dt2YsvNxZad3Wk7j7Ntv2EA3h3zaVl/DtON8zBhYvHcxbSsP4evjv4Ol6R9lZb159CybT5Hr3p0zUdvsef2OyOvnT+4m1233sZFy//ek5cmIjHQ74eYPvTQQ/z4xz/mBz/4AYsWLaKoqIh77rmHwsJC3n33XZVXlgHJX1WF4fV2WmigO7bvr+SFT3bQVHEaT2/w8kbKcuZPz+yRc4vEI/UdMpC4dxSRNHlip22CLS34D1aS8PkLWm0/WOPBVefDZrVjZBUzzhjJ9l0tJNsTmDE6m2kjDV7++AA1DT4O1rREjvNbTYTTy9bC20WkP+vXCWIoFOLBBx/ka1/7Gr/61a8A+NznPkd2djbXXnst69evZ+7cuTGOUqTneUoOFRo4jieIxlG3gv+66zEYColDD50f+MjbfluR/k59hwwkgfoGfAcOkH3hBZ228zrLgLb9hj8QCm+3mSmq282FYxeyYmkFc6cMxWoxgwUSbBZ8/hC+YChy3N8ub38eo4j0f/16HFlDQwNf/OIXuf7661ttnzx5MgB79uyJRVgivSrk9VL+18cBMNs1V1Cku9R3yEDi3hkuCtPZE8SQ14vzoYcBsGVltdqXm+HAajHR1BLA05hMnn0UJRWNnDw9PC+x+EAjDW4/VouJ/IwUzIatzfnbMzZ9ZKs5iyLSf/TrJ4gZGRn84Q9/aLP9lVdeAWDatGl9HJFI/3H0ELqWT89kxPAaLvvoAwCSfngPzyzdh2v42wA4q5qZMMwRkzhFepr6DhlI3DuKsA/Lw5qeHlV7k9XS6nWiw8r8KTksL6wiVHICO9MM7FYzsyflUlpWyf+9Fb5hctLkHBqNOrzlIwiUjwOTgS0Y5Dt7/wPAH8Zcjd9sxWQCw4Bzr5iuodoi/VS/foLYntWrV/PAAw9w8cUXM3369FiHI9JjQl4vIa+XoMfTZlvI6+3kyK457DXcsGAKST5I8sGI5GS+e9HUyP6PNx08rvOLxDv1HdJfuXfs6LB6aXt9RHvbLjtjJBa7j4A7iTdXH8Bht/CLf6xl8WMb2F/lJi3ZxmVnjGB79W6MhiEQsmLN30W+xclTBZfy5yn/j9EFuXz5/MmcPj0fQla27q3v9WsXkd7Rr58gftby5cu56KKLGDNmDP/4xz+iPi4rK4u0tLQO94dCoTZzsMyHSkRnfWaoxkCia4wvKy+/us22oyvILXjpP+0e19E1egJHPhx8a8sHsOmDyGvn4h/itwBX5wJQ1xSK67+j/vRzPFZ9dY022+AbEnYsfYf6jfbpGvuW1+XCX1nFkC/NaTeeaPsNj+0g1kkryK8+F+cBH41uP1v2VAMwY1w2t14xk2E5yby07GUSzHk0A8lJ8IXda6maciovhbL4yZcXkJZs5+m3dwCVmCy2uPg76kg8/Rx7S7TXWNvoYe22StweP7mZicybMhS7zdLpMUcbjP3GQDdgEsR///vf3HzzzUycOJG3336b7C5KPYtI9NJSNNdRBib1HdKfNWzZCkDa9OMbFr2pfCuOJD/njh3D/722k69eOp0Eu5UJI9IZOTQVAF/Qz7aqXQzNGUVxPdgODicxuI6l3hzOO20Uacl2DMNgzbbwiJMRh46T+OXzB/nbq1tZss5JMHTkhlZqko2bLpjMufNHxTA6iaUBkSD+5je/4c4772ThwoW8/PLLpEc5Dj9aLS0tuN3uVtsO342pqanp0feKJ7rG+DLhT7/HMAxKfvEA/ooKAMY98hBmR3huYEfX0NE1eoO+yPd/HHs1k9IauXD9WwCMePABnvyoBHgBgHkT0uP676g//RyPVV9dY3Nzc6+eP570Zt+hfkPX2JtCXi+7br0NAPvw4TT6/dBOPBP+9HsAyv7wJ1p2FgHt9xtrnJuYkDGaVZsPMnlkOheeMjqy/3CbHTV78AX95ObXU7w3GVd9Eitzp3Jd8YtQ/CL7ZjzIG+sqKamsxW43c8KYpLj+dxAPP8fe1tk1hgyDP7ywg0/31AIwZlgKQzITKHI2UNvo408vbqGhsYmzZw/r8n0GU78xWPT7BPGxxx7jBz/4Addccw1PPvkk9mOo6lhTU4P3OOdwifQ2s8OBZ19JJDk8vO1wR99dbv+R9ax8FhM76lM599CIkh88sRG3AYmzwq8nj+7Zmy4isXa8fYf6DYkXSZMmdLjP7HDgr6mJJIeHtx3db3gCXnbV7uOi0efwfEk91y0a3e65tlXvJsWaxFbvKhLnhJe7WAOsITwVgbW/ASBxTvjlY1u3c/ucr6hQTZzavLuWT/fUYrOa+fblk5gxNrz2cTBk8PKyUt5YuZ/nl5awYFouiY5+ny5IN/Xrn3hFRQXf+973GD16NN/61rfYsGFDq/3jxo0jNzc3RtGJ9Ly6ZcuxZKQTrDv+yf9rKjZFvk+cFZ5/+Oi8w/9fPiDxqLbq4GUgUd8h/dXhwjJHF5hJGDM68rq9G4b1y1eCzQZ+f7vn3FG7h6ARhIYhBENVzJ7Y/ny17TW7yE3KZm+DM6pY99SX4gv5cVg0RSEeffRpeCjwotl5zBibSTBkYBgGVouZK84YyYaiGsqrW1izvZozTxwa42ilr/XrBPHNN9+kpaWFffv2cfrpp7fZ/49//IObb7657wMT6QUhr4/GNWvIOGshuZd/4bjOFQwF+bhsLSm2JJr87k7bjtNaVjLAqO+Q/urwsNKjVfz9CSr+/gQAkx7/S6t9RihEw/KVpM2by7BbvtTuObe6djE0KYddxUHGDkshM7WdJNPbyP6mg2QnZES2ffUlF7aA0aat32rib5fndOOqJBYO1oYros8YmwHAluJa/v7Gbn7xlRNJT7YzY2wG5dUtVNS0dHIWGaj6dYJ4yy23cMstt8Q6DJE+0bRxI6EWD+mnnnLc59rs2kGtt57Fc7/GRx/tYlXiEmZWD+fic27A4w+SleogKSH868FutukJogwo6jtksHDvLMLvcpH35Zvb3W8YBlurizghZyofrKjjklMK2m23vWY3ANWeusg2W8DAFmz3rMcXtPQJhy1c4bSuKVyPYNVWFxkpdtKTw098axvD2+22AbcinkShXyeIIoNJ/ScrSJw4AfvQIcd9rg+dKxmfMYq8pGGUVP+DxFyD6y+8gbTUjsv2i4hIbB0uOhPyeiPLVRxddOaz6j9ZgW3oUBLHj2t3f1lTBXXeBpJ8w/H53cye2H4V3+3Vu0m0JpBsTcTlCRc1WT3rUm68bDb77r4XgPwH7yM5JT1cAG3lQ8d1ndL7Zo7LZF9FM++tK2fG2Ew27qrhktPCNwgO1rawcVe4sM2J4wfuMiDSMd0WEOkHfFVVuHfsJP20U4/7XKUN+9ldV8JZIxbw3w/XUzHcy9iGPBxJCXiDvjZfn13LTUREYuNwgRmT1dpm22eTxKDbTdOGjaSfdkqHo0C2VhfhsNg5UJpAfk4iw7IT27QJGSG2VhfhCXg4o+CkyPZ5551AXeEW/BbwW8BrDQ8v9Vs14qQ/WHhiHg6bmX0VzfzyqS34AiHG5qXywYYKHnimkEDQYGJBGmOGpcQ6VIkBPUEU6Qcalq/EnJBA6pzZx32uD5wryU7IYGrmRP7p/wVGgomtQyv53tKft9t+XPpIVaITEYkjvsqqLts0rF6LEQySvuDkDtsUuoqYlDmOLZsaOGt2XrttyhorcAc82C12JiROBN4B4C/Ffw43uPpQQad1f2xzrG4wxq/MVDvfunwyf3xpR2Q+4kPPbY3sz89O5BtfmBir8CTG9ARRJM4ZoRD1y1eSetI8zI7jqwZX721k/cFCziw4mXdWbMGXEOrymMOV6EREJD74D4YrUI7//cMdDi9tWL6C5BnTsWa0v0xRk9/N3nonOaYRNHsCzOmgeulm1w4ATs2fzaolW7oVp/qO+DZ9TAZ3XjsVgOQEK4kOCyNyk7hu0Wh+fNNMMlJUgXaw0hNEkTjn3radQG0t6acdf3Gaj8vWYDVbODlvFr99//cwOrz9wdMXY/9MKXJf0MfiZQ8e93uKiEjP8pQ6sWZnYUlObn+/swzPvhLyb/16h+fYXr0LA4P6ikyy0zyMGtr+udZWfArAWSNO4fUnn4LjnwYvcWTPgSasFhMPfn02yQlKCyRMTxBF4lz9J8ux5+eTMGb0cZ3HH/SzbP9aTh42izWfllE1vDmyz26x4/jM12cTRhERiQ9eZxkJI0Z0uL9h+QosqamkzJjRYZvC6iIKUoaxdZeHWROy251G4PZ7qGqpoSAlj/IDBmNrS7sVp5ZIin+rtrmYOTZTyaG0ogRRJI4FGpto3Phpp0UGPsswjFZFZjwBL56Al5XlG2nyN3PKsDms+vQVQu387y+q3ctjm/+F2691j0RE4pFhGHidZThGtL8kRcjvp37latJOORmT1dJ+GyPEturdDHeMprbRx+yJme32G++WLANg4YgFvPfmerICTZFznLmuAYBvzLyBSZljuffk7/DbhffwwOmLI200dz2+VdS0sLe8iZOnad1KaU23C0TiWOPq1YBB2oL5UbU3DIOH1z9OcX3Hd3l/tfZRTKMNRlQmUprnabXv47LVVDRXkWhN0NwREZE4FKyvJ9jYiGNk+08Qmz/dTKi5udM1c/fWl9Hsd+OvzSE50eCNyv9QvNvZYfunt79MyjAbnu1HRpYUjU1lUuZYdtQWs7/pIFmJmdjM+ljZn6zcWkWiw6KlLKQNPUEUiVOGYVC3bAUpJ5yANTU1qmN8IX+nyWHk3GYT58++qNW2Om8Dm6q2c0bBfN31FRGJU57ScCKX0METxLply0kYNxZH/rAOz7G1uohkWxK7d1k4YUIaxQ0dJ4eHNWX6cY8dH3ldnmViXt4JrCrfyKn5c5Qc9jOGYbBqq4s5E7OxWZUOSGv6FyESp7wlpfj27z/m4jQPnr6Y3y68hycue4QT86aRl5TLl/JvjuwfO+7Iwsm+oI+PnWuwYGbWkKl4gz58Qd/xXoKIiPQwr7MMc2Ii1uy2i9r7a2pwb9ve6dNDgELXTsYkj+FgjbfV06P7TrmdB05fzGMX/4p5w2YCcP7wcyL7h5x0ZKmlBJMdj7+FloCHk/JOjAxPVd/RPxSXN1FZ52GBhpdKO3S7RyRO1X+yHGtGOsnTph7T8YcLz9R56vm0YhvXT76ED996E8a0bXt0tdK7Pvn1sYYsIiK9zOt04hhR0O5Ij/rlKzHZbKSdNLfD4+s8DZQ1VZBtm0aC3czkkWlw6AHiT1Y80qb92/vfi3w/dNYUWBNeB9Fj+Hhh99sA/Hz1H47nkiQGVm2tIiPFxuSR7S+DIoObniCKxKGQz0fD6rWknbIAk6X9IgPRMAyD17d9RLIlhUz/CKqHVET22c02xqWP7PIc49JHqhKdiEic8DjLSGhn/qERCtGwfCWpc+dgTkjo8Pit1UWYMLF/bzIzxmZimINRv7fh8ZJZH4iqrfqO+BUIhli93cX8KTmYzZpSIm3pCaJIHGrasJFQS0uXw4Q689aaEj5c76LBbQNO5g/rNxMqyMOaXAmEq8vdPucrvL3OyX8+3NfuOTJS7Nx47QmakygiEgdCHg/+yqp2K5i2FO3C73KR9+WbOz1HYXURI1KGs7Pcz4XzWg9TvTDji6za3EBZlRsAR0IAi9+DceJKIFwAJ6MpRNAykYNFI8Fo2zckOazcdtVkJgzLVN8Rp7btq6fRHWDBtNxYhyJxSgmiSByq/2QFiRMnYB/avRWJDcOIfP+u+0mYAolH7Td/pq2z0s1/lpQBVqaPMbjovacA8H7/Zzz3yQHKq1v463938eObZqijFxGJMW/ZfjAMHO2sgVi3bDm2oUNJHD+unSPD/KEAO2r2MNZ6IlaLiZnjMvBzpJr1Cx/uh4CDwx8PvW4rWE2RfqR801qKp6bhKxwLIROj831c+/FzABg//Dn/WV7O3vIm/vbqXh74WiYWdRtxaeW2KvKzExk5NDnWoUic0hBTkTjjq6rCvWMn6aed2v1ju7E0hS/k5/315QDYs6q49eITIvumj83gjmumYrWYKC5vori8qaPTiIhIH/E4nWCxtKlQGnS7adqwscs1c/fUleAN+qjdn8GUUekkOlo/J7DaguSO38+wk9eRPGsZFmsAi+lI0Zlt1hpCVSMJhUyYU+q47bKZkX0TR6RxxzVTSUm04qr3smlXTQ9dtfQkry/IxqIaTp6Wqxu/0iEliCJxpmH5SswJCaTOmdXtYz3e6OeSAGwvqcMW8jNvQgLWQCiy3d3oJsMBs0enALCjpL7bsYiISM/yOstw5A/DZG2d2DWsXosRDJK+4GQgPELk6IXvD399WrmdVFsK+0pDnDAxDcMwCIWOjDyxTf+IpszN1AWrCFmbsM96D/uJn0T27xyVjMMzHFvIz5TRAVKMI3HU1zaRYAqyYEIaADtK1W/Eow27avD6Q5w8VdVLpWMaYioSR4xQiPoVK0k9aR5mh6Pbx2/d0xh1W4/boMXv4/vFz0Ix7Hnm5ci+/T/8EQBnA2vG30TwqA8QIiISG95SZ7vzDxuWryB5xnSsGekYhsHD6x/vdE3chNnv82L1+2xaP5LLC66I+v1rbckkm+zcWvx0uN945c3Ivsof300lMAd4T/1G3Fq1rYrxw1PJzei4kJGIEkSROOLetp1ATe0xr31Y03RkKNBXX6zC9pkHin4L/O2K8KT0ercfEqO7w6t5CiIisWUEg3j3HyB1/kmttnucZXj2lZB/69eB8PSBzpLDo+2pL8Wb37oq6bi0UeypdTLHcg3D3vk39lQHL53SAkCqOQWSorsRqX4j/jS4/RQW13HDOe2sdyVyFCWIInGk/pMV2PPzSRgz+piOz89KhPC0QmxB2iSIR3ObqvFn7eLhsddhMZs40VLNwp3h9a2G/OKXPPvRATbtqSE7zc7MsZnHFI/0LX8gxLqd1Xy6pxavL0heViJnnDCUYdmJXR8sInHNd/Aght9PwmeeIDYsX4ElNZWUGTPaHPPg6YuxW+wAfFy2mld3v49380IuXjCCt5v/CUB2WuvRKnsaSsAC63kWzgNoieybMWIUKwOFPDz2OgDGJXj4wrbw6JM1n/8G9T4Tm4trSbBbmD9FFTLjzdrtLkwmE/Mma3ipdE4JokicCDY10bTpU3Iu/8IxTxyfOT4zkiA+NuUqclNXcs3KMgBMd/yER1/fCXwAwDrXBrJyvAyzp7BxVy2fBmzMOpRH/P7pVbSYHViS4KbzxmidpH7AWdnM71/YTnWD76ittby95gDnzh3GNYtGY1ZBApF+y+sM/y4/eohpyO+nfuXqcHEaa9s1c+0WOw6LnWDIYGvFPobaRlDsdTB3whDe3hRuk5qQQHIol2ZzVafvH/IkYbUaJKZ5mTY7l082uyjxmPAfetuVOw7SYk0Aq4nrFw0nwa4yF/Fm5dYqpo/JIDVJ61NK55QgisRYyOtl1623hV+YTaQtmH/M57JajnTITQEz3qoF+C3PA/CHV3bgP6pc+frKQgDqk14h8VAB0yfmHL7juyrS7rF9H/OH0fdisbT98CHxob7Zx2/+vY2GZj8ZKTZOnzmUjBQ7W4pr2bS7lnfXlZPosPCF00fGOlQROUaeUifW7Cwsycmt+w3ocM3c6joP769zsqKwCq9/HGCQ6LDQ4G5d8Tpo6roCttUC6w8WYjfbWW97lsQ54e2Pzj/cbyyL9Bv/ccH69SO5fc5XVCkzTlTWethzoImvXTIh1qFIP6AEUSSOJM+YgTU19ZiP94eOzCVJnBV+UvjovHDnbeXDY/oPb2BQ66snJzHrmOOS3vXhhgoamv3kZydy1xdnkJwQ/kmfPTuPjzYd5Im39/D2mgOcd1J+m7L2ItI/eJ1lJLSz/qFjzOg2y14cdv8zhTS7j95iosUb5NfPbcUxO7ylJeDFY6rr8v1DNjfuAJhMni7bQnh+oy/kx3FoiKvE1qptVSTYzcyaoL5cuqZPCiIxEvJ6W/0JkDpvTuT1sVQx3VK1I6p2VpOFKVkT2FIdbn/lezWkNLeesNiUbOGFc9SR9Acrt7kAuPjUApITrDR7AtQ1+hiem8QZJwzh7TUHqKhpYeOuGk6ZPiTG0YpIdxmGgddZRvpppxDyelv1G2lz53bYbzR7AuTnJlGTvZyTCqbw8fspTB2dzrbS6kibDSXFke/NXjg/4wJG//NJABw3f5X31z3HlqnhipcjbBMoC+wC4KsvubAF2lYq9VtN/O1yzXGLJ4ZhsHKri9kTsnHYNBpIuqYEUSRGjh4edFjF4/+g4tD3kx7/S7fOZxgGHzpXMiVzPNXbimlOC/DjRYsZNix8Z7m2thaAba5d/K3wOU4edmIkQUxpDpLe8tkzHkkYaxu85KjOSdxqPDRcbHReeN3KN1aWsXTTQR65dS4Jdguj85KpqGmhobnrYWQiEn+C9fUEGxupeesdat56p9W+qudfoOr5F4C2/UZSImRM24I1FMJfNZzcrGZuvWIcDz/vPjxdnTXlWyPtv/5qFbbgk5HXob//jdMtRBLE6VmTKasMJ4i2gNFBITQtbxFvSg42U1HTwvWfGx3rUKSfUIIoMkDsqttHWVMFs4JzqcwLMts1ivTkNBKs4TvKh4f5rCzfwIjUfApS8yLHrph+EbfMyaP8L48DkHfHd0hJtkFR+IPCO2vLmXBR+0OYJPZSk2y0eIPsq2jCbjXz/voKLjgpnwS7BcMwKDnYDEBasgoTiPRHnlLnMR1nTH2PveH//lTZn4NxcMfH/4WhR9qUeoswRflpMCXFDJXh719fcC4nzrAz5s+vA1Dw0C9ITE7lf1/eCrzc8Umkz63cWkVako2pozNiHYr0E0oQRWJkwp9+D4B3/wFK738QgHGPPHRMQ0sBPnSuJC8pl/KiT0nKNrj24hvatHG11LK1ehfXT7kUj/fIrd9TCl+nfO2RdhW/+QP1icAXwvMXa1pVxpR4s2BqDq8uL+O/y8sYMywFh83M+fPzAfh4cyXl1S04bJp7ItJfeZ1lmBMTGfvrX2EymfDX1bPv7p8AbfsNu9lGqjGERlNll+c1tWSQnOKlORgeQvKvOdcwu3oPk/etA+Dv5w/D7ZyBhY0AvFD8auTYopp0KktW87VDr/1WE6UVHjaVNpGgFS5iyjAMig80sXxbeK3jFVuqOHlaLhZVJJcoDbgEsaysjOnTp/PKK6+wcOHCWIcj0qHDHXrLnj2tth1LguhqqWFz1Q5mmGZSmF/JtKp8UpLbLlL8yf61JFgdzBs6g3de/gCiXN4wJWHA/aoYUM6anceHGw9yoLqFA9UtTBudzqptLjbvCVcxBVSgphPqNyTeeZ1OHCMKsCSEh3p69u2L7Ptsv2Eymfh8zlU88W4RJrub71w5iT//Zz+nzRzC1WeNBuDvb+5i7fZqbNkVTB2exNqa1QDUjfuAD8bBBycdzvACWKZtjJz7Es7hNd4DwAjY8G09CSgF4MUlB1m5q14DTGOs9GAzf39zN6WHRo4ctrO0noO1LQzN1HwR6dqAWqTG6XRy7rnnUl9fH+tQRKLWvDW6wjKdWepcTZI1garSHdj8Btd9vu3TQ3/Qz4oD61kwbBZG0Ixp7fLIvidGnc8/z87FbwG/BfLu/RF7v3BzZP/C2UPbnE/iR3qynTuunYrdGv6VvnVfPU++UxxJDs+ZO4xLT2tb/VDUb0j/4HGWkTDyyP9h97bO+41JY+1gMjA8afzzlWqSHQ6uOmMcFqx8tMHF2q31ELJiyy2jojgj6jialx7pN7JNTTQ77Dww8XoemHg9n+xyEcTPzAlp3b4+6RkHXG4e+FchpQebsVnNnDR1KNlp4ZsKzio3v3q6kOoGbxdnERkgTxBDoRBPPvkkd9xxB4ahe1fSf4T8flp27SLnisvIvuC8YzpHS8DDigPrGWMeS1H+NsZX5pCYmoQ3GB4W6gmEO4PVFZ/S5HczP+9EVr+9hiHuKuDQXeJZ66kDHr360Ouix1u9x8ihbZ9GSnzxB0P4AiHOPHEoHm8Qrz/I0KxEzjxhCMOyk2IdXtxRvyH9RcjjwV9ZhWNEARAePujevoPMz53NkGuvbveYN0vfJ31cE/VFk6lr8mG1mPjNc1uprPPQ6A4vh5Scf4Bpw4ezbv1+HBnh42Z9amLLSDs3flQGwPvnTGe/owLDGh6aWFBXwuF+wz17Je09i9rVY1cu3fX80hJavEHGDU/lO1dMZtjQHL5033ucOzePrfvq2e9q4bXlTv7fBeNjHarEuQGRIG7evJmvf/3rfPOb3+Rzn/scF154YaxDEolKy+49GF4vydOnHfM5VpVvxBfyU1eyD/MQcI+z872lP++w/a/W/plsr4nPJUc/ScRmVnGTeGYYBi8sLWV4TiI3nTsWs+aZdEn9hvQX3rL9YBg4Dq2B6CuvIFBT02G/sbuuhHUHt3Dl7Et4fl8Qkym89uGeA00ApCfbmDHNzLrQp3jKL8SRe2QC+sYTDMDLE1843D8cBI78PvFbkxmbNoLihq6L5oxLH4ldfUefqWvy8eme8KiRL39+HGlJNtZuO0iLN8BZs4cxe2I2D/xrK6u2ubh+0Rgcdi13IR0bEAniyJEj2b17NwUFBSxdujTW4YhErblwK5b0NBwFw4/p+JARYqlzFaPsI3EO3ctIVzrF9oouj6vOMsg753M4+BAv7dYpj3BY7KTa9AQxnm3dV8/2knq+c8VkJYdRUr8h/YXH6QSLBUd+uJJ0c+FWTDYbiRMntGkbMkI8X/QGo9KGs6cwHbOpll9+5URqm/zUNHhJTrAyviCV32/8O6ODI9my0UfC7KqoY0lYcBpXe0fQ8J8NHFx0JaddcUaHbe1mGyaTfh/1lcpaD4YBuemOyKiRD9aXMWFEOnlZiQzNTCDBbsbjC1Hb5CMvS3MRpWMDIkHMysoiK0vV+aT/aS7cSvK0acfciRa6iqhqqcF8wAND4LIzr+Dhon8A8ODpi7Fb7GRmZvKPDf9hU/lW7pjzNe5Z+RsARsw/kQsfeYOXTrFjDsD9Z/+w3fdIsSZhNg+o6coDSsgweH5pCRMKUjlxfJRVh0T9hvQbXmcZjvxhmKzhj2zNhVtJnDgBs93epu2KA+txNpZzxfDreHqJi5svGEdGqoOMVAdjhoXXSS1p2M+e+lImBM4iObeG4FFlZbIbTVzWmIdp5WYAnrtkCP8z6yYeLvwnAOPOPY3in/2O+sRhnH7ZWdgtegoVL+y2cD/d5AngD4SoqGlh/Y5KbrvmRADc3iBefyjc1qo+XTqnfyEiMeKvqcW3/0CXw0sNw8Ab9LX7taR0OUNsudTkNFNwMJmC/ILIcXaLHYfFTjAUZFXZBk4vmMfO1bsj+2s/XMobc8PDf863zCPNntLul5LD+LZ2RzWlB5u58sxRulsvMgB5S52R+Ychr5eWol3t9htufwuv7XmfuUNm8vZSNxNGJjF/WkabfuP9kk/IsKezrdBK9igXBSlH1sQ9a9h81jXtJckHST6YnT+L+gp/ZH/ZJ+tIaawm4fMXY7cpOYwnI4Ykk5lqp8UbZNnmg7y+sowhmYmccWJ4yaP31h7AMGDEkCQyU9veXBA52oB4gni8srKySEvruOpWKBRqU8Tg8IfmgXwHWtfYuw5u2ARmE8NPXYAtNbXdNoZhcO+Hj1BUXdz5yewmghPSycjIiGzKzMwkwerg7d1LCYQCXDB5EW//7QFYFN6/ZM/HeGckkdoEN/2//9czFxUjg/XfaiAY4tVPNjF38hBOPmF0j7yPzaY5Q9FQv9E+XWPPMoJBig4cIO+shWRlZVG7fgNGIMDwU08h8TPv/99NLxAwgqQ2zqJp2Gs0p9Ry+0cdn9t24ntUhuCKgvMp2/E2AEMbPLw2ys4pm8JtFk06jY9//xzMCb9uWvI+9TkTuOaqs7FY+vfNw4H4b/XSM8bxxBvbeea9vYQMuHrRBPaVN/L+2v28tTJceOjysyaSnZ3do++rfmPgUYIoEiN1GzeRMn58h8khgDfo6zo5PMTpLscXbL2gfXF5Hc9/vJmRqSez/qNdFFQXc7gC3appiWAYfHf+N4/5GiS23ltTSkWNmx/eNDfWoYhIL2g5UI7h85M0ZjSGYVC5cT2mobkwNDtSoRpgf0MFb+9ayrkjz+W1V8txzKqN+j1qyhsj3//JvAkc5iMVrT/5QyQ5BLB6Wxjzlev6fXI4UF16+lhKKhr5cH04GfzPkl38Z8mRurJfOGMsZ80+tpoHMrgoQYxCS0sLbre71bbDd5xqampiEVKf0DX2HiMYpG7Tp2Ses6jT9/YelfDdd8rt2C02fP4grsYm/lj4OOl1NurS3XCoMEltXV2k/d1/Xs5upxsYiwvYblQwethZQGG4gdlEvsvOsLz8fv8zHoz/Vr2+IM++u5MFU3NJcwR67Nqbm5u7biRdUr+ha+wJDYXh39fetFTufu8hitNL4Wzgle+32/6DXesYmnkKdYdeH56L7g+EqG1q4Xef/pVsRlKyOR/LjPcBWLd/FaREF09p3lQunzpsQPx8B+q/1Qvm5vLRhjJyMxJoaglgMpkYPzyFRXOGMX1MBrW10d88iJb6jYFHCSLhXw5erxYOlb7TUryXUEtLVPMPD/vJikda7zRBXWaAo0uQH91+9/4GbEaI7+95DoCHx17H3qRhJB5OEEMGt1/c/ocMiX/vrSunqSXAF04f0XVj6XHqN6QveEqdWLOzCCbaKa4v7bK931HNtZ8byV8OTTevrQ/y3poSVm+vxh8IAadRZzGYNj6JwzPSG1OOVLJu2Xg2tkCI7+x9HoA/jL4Kv81M4qwPAJh45SWa6xzn3lpzgKQEKz/7fycwLC/8JHigJcHS+5QgisSAe+s2zMnJJIwe1Wk7X8jf6f7P8h/VPjs7iGfIMvz7wq8vq1zCO+PO5vAzyRPq80lK0gLq/VFTi583V+/nrFl55GYkxDocEeklXmcZCSNa3wS6f+5tJKak0dzix+318Zdt/yDNnsa+phIARg9L4XD298AzhbR4Did0BmAiFDSxZVcjiYeGjg6p9FM5JDyHLCHRh7lgLewN77tu/3u8Nf3zNB06w8RJRwraSPypbfSxbHMll546QuscynEZcAniwoUL2xQGEIk34eUtpmDqRoXQlk/PxBJyMGxYPdd8/DoAfxhzFX67QeIJ4UoENQ1Hnmi4R4fv+EbmkmAASyL7b7r0y8d3ERIzb6zcj2EYXHyK5pL0BPUbEo8Mw8DrLCNjYeu1Bgudfj5Yv4O95YfSNssc3GkmGF/S5hwtviDj8jMYNukg6xuXYd5zKklGDlUNgUibCfuTqRwSvnVomvwJBkf3GwDvRb5zewI4klUBM169s2Y/NquZs2crkZfjo1nGIn0s0NCAZ18JydM6H176WfaAwaIz3LgzVmILgi0Il04LYg8e+WBbXRsk2JjR5bmCjRl4Pd2NXGJlf5WbjzftZ8WWcvZVNPH++nLOm5dPmj6oiQxYwfp6go2NOEaOIOQ/Mjrk72/uOpIcYkDQRm19++dITrAy/zQ365s+5sTkU3HXpfLlS4djTjky5DAnezLBxq7XUA02ZlLfEOyyncRGo9vPh5sO8rk5w0hKGHDPf6SP6V+QSB9zb9sOQPK0qd067stlL5H0d4MZgP/QyJFRr7/Elx0mnpidA4DFDOaUui7PZU6pQ8sbxr/Sg808/V4xu8qOVBk0mcBiNnHGCUNjGJmI9DZPqROAhBEFNO3Z22rfRQuG484sZFPNp7R8upBgqP1f6KNHw8t73+DUYfPY9HEGsyelsNezE1vu/kgbp7kc3475fH/vU53G8/CY87GdpmGL8eq9deUAnDN3WIwjkYFACaJIH2su3IZjxAisGendOu6JS3O6bJORGcTk7PpcJhP4zM2Ao1sxSN9xVjbzq2cK8fiCWMwmJo3MpK7JywFXM4GgwR9f2sEPr5+ueSYiA5TXWYY5MRFrdjbNH34Ah5brW3jiUD5/6lDu+uRJsnyTaQlZ+PZlE3h0zzsAVNa2RM5RnPwWAMvL18IE2AZsKwbzUUv/bc0+iLXaxx9GXQdAYtDDN0teBuDRUZfRYgnPc85IsTMsK7GXr1qOhdsT4P315Zw1K4/UJK1JKMdPzxBE+pARCtG8dRvJ06N7emg3d+8XvclyZLhpYOtssj6ZxM2vVHHzK1UkrZpKYOucTo6WePLMe3vx+IJMKEjl19+Yza++eQoj81JJT7aRkmhlX0Uz768vj3WYItJLvE4njhEFmEwmmrftiGw/beYQVpVvxB8MULwlmyvPHMWEEUduOJYc8JBpGRLVe1jdyXgdJrAfnr9uML1hT2T/KHdF5PuMFAdmsyqYxqMPNlTgD4Q4/6T8WIciA4SeIIr0IW+pk2BjY5fLWxxW522IfN+y8WzMqS5OSCjn7BXbAPj4nK+zdl9tpAT5J2XrI+2/susd0o/cSOarez+iPhGemHZ08QGJR+XVbnY6GzCb4OuXTCQz1cHOklpWFVbw1YvGEwwZ/N+be1i66SCfP3m4ys6LDEAeZxkpM6bjr63Ff+AAEP7dHcLP0tJVODzDyMlJZ8HMTHxHrZnr9nuoDVZG9R6BhGaGBFMpaU7mh8XPtNl/YdVKLqxaCcBvbF/C7Qlofluc8fqCvLP2AKfPHEJGiualS8/Q/3KRPtRcuBVzQgKJ48Z12bYl4OGvm59ttS1UP5StddmcTThB3LS7BqxHkoPV2yowR5n/1Tf6ydFoobhUVhVeYH3MsBSy0hyEQgb/eGM7o/JSOXlqLh5fkP97cw+uei8+f0jDTEUGmJDHg/9gJY7PF+Deui08L+CQ3279Y/ibBGgp2M/3P3ql1bHrGj+J/o3MUOO3gdH175BA0KCqzsOovJTozy+9bummg7R4g3x+vqpaS89RgijSh5q3biNpymSwmPEedcf3swKhAH/b/FyrJ4iHnxICPDo3nAVa+bDVf2JTKPo5hY2e7q2xKH3HagmP/m/2BDEMgzdX7WdHSS2/+J8FmM0mmj1HStRbLHp6KDLQeJxlADhGjqTmjTdJGTmKXFsaVf4uhpW3pFOdeKSgzVwup2S/j9JKd2SbxephTt0OtpwermQaMMJ90e9HX82XUvaR4tqPtSJcxGbcIw8RtNj4/qPrIHjkd5PEB38gxNtrDrBgWg45WhNXepASRJE+EnS7adlTzJDrr+Xh9Y9TXF/a5TH5FdkcGOppdfe4M1Py8tlhhNfCKjthBm+klnL9e+H65yPv/iHvFFcDrwCQnaoCNfFqQkEqNquZipoWlqyv4OVlpVx51nimj8umpqaGJRvC84ImjUjTBzaRAcjrLAOLBfuQXJq37SDjc2eRknCAqi7u6xn2RiaZTmO7sQyAK0+fgDno4L115XxSvIP6gIvz92zFM/JIMjF/5ETWbPLgtibgTClgeuGayD6zw8En22tpDlrITLWTl61hJ/Hkky2V1Df5+PzJBbEORQYYJYgifcS9fQeEQtimTqR4y3tdHwAcGOJiRHkC3776e9isHRes+feO/7LFVUTB3np2jAhve72lgMyMA5ElMQ76Dd7aVo3lUH2cxAQNS4xXKYk2TpmWy0efHuRfS/aSnebgggWjKHc189KHe3l3rcqZiwxkXqcTR34+XmcZIbcb29RJ7C1Z0+VxJkuIDZvMJJ4Qfv3O6v28t7oWfyAEpAApvJE6ikRK4dBUhezddubXFvJhzlzerkqkOP8sLj3wIQBvrd7PK6sPArBoTh4WFamJG4FgiDdX7WfelGyGKXGXHqYEUaSPNBduxT4sD2tW1wsSHzas0sod1y7GZus4Oax0V7Pm4GYW5ZxK9ktvwIg0ABKmrqMFM49efWhSovP/IsmhxL9rzh7F+qJqmloCuOq93PLLJa32XzA/nzmTsmMUnYj0Jq+zDMeIgvC89eRkEkaNhPDgEHz7ppHkHkljS3iouc0KRlYJthFFACyalceKULjtm2udELKTmtLC/2wJL13xhzFX0+LO5XBKkbp0KdlJWZR5y9nlGMb2pBFsH39TeOeK8GiFuZOyOP8kzXGLJ6u3uXDVe/nOFZNjHYoMQEoQRfqAYRg0F24jde5sfKHo5/5949LvdJocAryx9wPS7CkkvLQDW8jotO3RbN1cQkP61oaiGppaAiyYlsPe8iYqajyYTDB5ZDqfmzOM2ROzuj6JiPQ7RjCIt2w/aSefRMOqNSRPm4LJfGQoebA6n8YQmLBisYDfB1SOiiSI556Ux4pV4baJJ3wEQAB4dEr7c9eTAm4SC6ZxycYlLDvtJipJZF9FMwCj85I5a1Yep80YoiUuYigYMthYVMPywkrqm/0kJ1hwVrqZOTaDEUOSYx2eDEBKEEX6gO9AOYHaWpKnTyN41PaWT89kTEYKl69+AoC/zFxEszeDxBM+BsBut2MYRodJZXlTJWsrNnMyMxhT9gGuOTPAKO9yzqLDYifVpk4lXh2sbeHp94o5dXouX7loAgCpaemYTSbq6+tiG5yI9CpfxUGMQABrdjaeklIyzlqIYbS++XfpaSOYMy2J/93yOEZdHlU7Rkf2BYwg3dE4YTIpG9ewY/Rc/uem+VjMJtLSMzAMaGyoO/4LkuPS6Pbzu+e3U1ze1Gafs8pNZZ2HISpQIz1MCaJIH2gu3IrJbiNx4gSaDG9k+9jsRH5w6SRKVoRfJw/fiO3AaA63qKlr4a+lz3ZZ0GYVWyg+L4eGxANgMjPqYBLfuPLbAGRmZABQW1cXaZ9iTcJsVnGTeBQIhvjLq0WkJdu54Zyxke02q+aMigwGXqcTgGBjIxgGydOmsr32SGXSU6bncsmpw/n9hn9ghMzU7B7FjDFZ7D60v7K2pZ2zdsxUfoCqhCxO/+Z1kTmGKn4VHwzD4E8v76S4vIlEh4VFs/MYm5/CP98uptkToLbRx2//s437bjkRm1U/M+k5+tck0geaC7eSNHEiZpuNhqYjCeJFq5+i5I4fRV7f8noNNxVuiLxevaMyqmqnAJVZJjwJJpLcIRZf/yPS7Cmk2VNIT0gjPSEt8jrNnqLkMI699HEpzko3X79kIokOJYUig43HWYYtJ5uWXbtxjBiBNSOdj8qOFKg5e3YeKw9sYFfdPup3TmHGyKF87dIJkf1lBz3der+kpgaSr72BnKykHrsG6Rm79zey09mAzWrm7i/O4IozR4VHkjT7+drFE0hLslFR42HdzupYhyoDjJ4givSykNdLy67d5F55OQBefyiyz2814Q+2HjrkP2rh+3DlubAHT18MIQtb99bT2OJnReVKvPb9XPzKXp66ND3cyIDbZn29F69GetPWvXW8tfoAV581ijHDtBi1yGDkLXViLyiguXAb6aedgqulhm01uyL7G/2NvLj7bcz1w8lPGc6XLx5DiCNro7aaYrD5RGYZB8gqr2SEpwqAN87Ip2nvOFrm7ACgfPIpfOE0VTCLR2u2hxO/+VOyGZ6ThGEY/HdFGRMKUpkzKZuyKjevLi9jzXYXC6blxjhaGUiUIIr0MvfOIoxAgOTp0wDISjuy/uATl+Z0euy4EWmsOPQA8f315by/pgq39/AHgTys5LA+3QpUAnCKewIjCkb09CVIH2hw+/nb67uYNjqd807Kj3U4IhIDhmHgdZaRMnsWwcZGkqdP403naghawRL+3f/Xor+FG6fv50D6S9z5SetzFOQmQ134+6/ueo8kX+v9179zALf9AH+bE04oTv3Shb14RXI8mj3hn/mw7PDT3XfXlrPnQBO3Xz0Fk8nEsJzwdrene/NORbqiBFGklzUXbsWWk4Nt6BAAEm3RL1A/ZUQmHEoQ33M/CdPhs6sdbTvq+ysvvPb4gpU+sd/lZs02F40tftKT7Zw8NYdnl+wjGDL4ykUTMHdRZEhEBqZAXR3BpiZCXi/mhATMowv4ZPl/8FcWkJvfQp1xsNPjbd5s0tKir2YN4EhQRet4lZVmB2BXWQMbihL49wf7uGB+PjPGhpfL2uVsACDzUDuRnqIEUaSXNRduJXn6VEyHPvSbuvHh3xf0dd3oKJ6AlwRr9Amo9C2vL8jf39zN2h2t54u88km4KMW3L59ERoo6epHBKOT1UvyD8Jx0b3k5SVMmsbZqK76Ql1HW6Xz3tBnc8eQ7eGvC658mOaykJFqprAvPOUy0W7jj+hP4W+FfI+f88+grIGAjMeDlm6XhdRAfHXkZLQ4TVpb18RVKd506PZc3Vu5n0+5aCovrmDs5mysXjgKg+EAjyzaHRw+dNmNILMOUAUiVKkR6ke9gJf7KqsjwUgCbyUqS9bPPAdsalz4SfyjQZbujuQPdq14nfccwDP78ahFrd1RjMsGsCVlccmoB44enRtqs31kTwwhFJF74Sp0kTZvKu3tXEKwbwsXzJvLf4vcxj9yCw24iNSEBdwtU1gQwGVZOHJvLPV+cxTb3Blze2iMnMgfBHMKWUonfAn4L2PCAJdTxm0vcGJadxLxJ4RsCgZBBsyfAf5eX8aeXd/DLp7bgC4SYOiqdqaPTYxypDDR6gijSi5q3bgOLhaTJkyLbPnVtjyRypzfPZNacs1m3vZpA0GDSiHRmTczEZDJhN9sob66MHHfFu9VkNbbt1GtSzbx4bnbvX4wcl53OBj7dU4vVYuIH105j4og0vP4ga3dUk5PuoLrey4qtVVxwcn54DpGIDAohr7fVn4eV5ydRv7eKTO8ZJGXVs2zDWnxlU7ntkulMGZVOycFm/P4QQ7MSyUy1U+9p5L+fLsESNBG0hIeZWmctB8ANPHrC4SIm6/Thr59wewKUuZpJsJnx+ENs21fPtn31kf0njs/kfy7WtATpefodIdKLmgu3kjRhPOaE8CK2bn8LT255GUIGIw8kcd2XrgJg8vCuEzxrwMDWzjx0a6B7800kNpZvCVcQPHXGECaOSAPg2SX7qK73cu/NM3np41LWF9WwfEsV15ytBFGkvwt5vey69TYAJvzp95gdbYf/G6FQpM1nWR76O7cCB78znSe3/gejOZ1TC05k4qhkggQoGHrkfN6gjz9ueoKQEeLcTxp498y0qOO0mzUHMR4FgiH+9MpOGpoD/OTmmVjMZlZsraKuyUdKopWTJucwcqj6CukdShBFesHRHwyyL704sv25ba/jNTykNsPXv3Brt8757893XvFU4ltNY/jpwMSCNIIhg5c+LuWjTQf50vljyc9JYuKINNYX1UTaicjAYxgG/soq3Dt24t6+A/fOoi6PqUncSnVlNRZrOmst/2Lt0o7b2r0Ge0Z3bz3D7syLl75hGAZPvlPMztIG7rhmaqSK6RdOU5Vy6RtKEEV6WdLUKQAU1e5lnWszJgPOyTyXjPSu5wx8WrmtyzZHs5n1XzpeJSeEfzb7KhpZtvkgRc4Grj5rFGeeMBSAA9UtrdqJSP/U3pDRuuUr8ewpxl20i2BtLZjNJIweRdrpp2AZN5qEUSMJeX2U/ORnAGy5ZBbL2c+pKeexrPQdghVjYNjeLt/b5zCxZ5SVkDcBs8PTZXu7L0dPEOPQG6v2s2xzJV+5cDyTR2l+ofQ9fRIRiUI0Q4UOtzv6TwBbTjYedxN/X/UU2AwmlOew6Iun4+2iQum6is38d+8HRzasPwGLL4ksXwNXHVwKwPNDF1KVYoM5mwDdCY5ncydls3ZHNe+vqyA50coPrpvG5JHhjr+ipoWVW6sOtdOTYpH+yjAMtn3nqCGjlvAfB/79XGRT/rf+h7SJk7EkJvLw+scpdm0A16GdVx+eJ1gGwLLA2xhBMwsLTmJZsOsEMRwE5LqSKas4HVvQDyYTCQEP/+N8DYC/jrgEjzU87eHKc6eo34iRkGGwbV89W/fWEQgaDM9NZP6UXDbvqeXFj0q59NQCTlV1UokRJYgiPSQUCvHp9476YHBotYLCHy0G4Frg32fn8o1rvsFv1v2NvQ3OLs85wgnOQyNKWhIdWOwhvKZk3IeK1IVyUmkxhdqsjSjxxTAMahrCNw0Mwon87rJGvL4gxQeaWLKhAp8/xLj8FKaMin7ukIjED8MwwglfJMnrQPXLjNs2kltPvIni+tIuz2uyhDh1VjbL1kUXx5BKuHLZTl4cVsC+pHwsJiDRHpnDHnKk4g9ayEqzc8p0JSCxUF7dwp9e3sF+V+vK488u2UcgEGLBtFwu1XBSiSEliCIdCIVCNDSHMzHD68N9KOGrb6yBFit+lwtHTRP+8gpaypz8Znw5/is6/2BgM1nxG4GokkOAqrQAh/+bJk5dA0AD8MT0w++zSslhHKhu8PLRpvCw0ZBhMDovhYUnDiU/J4kWb5B/vBVe+/CME4ZQ5GygosbDix+3/mA4cmgy375isu7mi/RT7hpXVAkfwJ76Ukr+7+8wLrpzB43olzw6fV0NFsNgoXcXy8aMY8/BFjzeIxXOfP4QWRmJ3H71VBLslqjPKz2jrsnHQ88WUtfkJ8FuYd7kbFISrazdUY2rPnwjccbYDPUFElNKEEXaEQqF+P7Hv2w9DPRw8vfpo5FNNn+IWz/yExqZhz+K/01+I8ABd2XXDQ/xpFvBMCCKjsKEiUy75ir0tRWFlfzfm3sIho5Uk91V1sh768r53Jw8tu6rp7bRx61fmMTcydn4/EHW7Khm1TYXTW4/6Sk2Tpk+hDkTs7BatDStSLwxDANfyA+Epw98/LWvAzDut7/G7HAQaGyi6b0PqProI7gsI+rzupsbo2579Jq4gS3zyKgPctOBdwB4Mv886tItWGesBaAyIYfUcRM4/WvXcprZwqe7a/lkSyXPDvsGyQlWrpuczYJpuUoOY+TdtQeoa/KTn53I4uunkZZsp6nFz/qd1SQ5LLi9QV5eVsr8qTlavkJiZsAkiO+++y533303W7duZejQodx66618//vf1x2YAS4UCtEUcHfZLsWahNlsbtW+cMdBEv8S7uhN372LsaOzIm2bAu4u5wgC+G1m8h74SfjFsgcBaNk5i6FmM+cUvw3Ai/ln02K3kjhpY5vjW7bPIaspwDX73wfgmeELaUhJIHHKegByK+GHX7ibZsLDULy+ICsKK6lp8pOZbOPUGUNwHOrkM+3pWCzq8HtaKGRgMrU/v3NHST2Pv7Ebw4AJBamcNmMINquZ1dtcfLqnlvfXV5CRaufem2eSlxV+1mu3WThtxhBO09ySmFO/MXAcncR1xG62YTKZutVvmEwmHl7/N4rrjxr1cXgI6cqHIpuGhQLceM6ZwKdRx9xw3uVQ/mRUbUOhI2vgfmnfm+Q0Hdn3Zec7uGrhmRnhuJpmnspJ154b2T97YhazJ2ZFHZccu5BhsL2knvLqFuxWM9PGZJCddqRmgWEYkSWPrjhzFGnJdvyBEH98cSdub5Af3TCD+5/ZQlWdlyJnQ2SeukhfGxAJ4qpVq7jooou45ppr+PnPf84nn3zCnXfeSSAQ4Ic//GGPvIfP52Nf034AqurdrH6jDoBTpmeQlRouPzw6ZTh2u71VW4AVmyupbvQwriCVqaMyI9vba7/b2cDGohqSky2cOycPq83WYVuvJ8DH2w7i8wY5YVwWBUNSOo1j3fYq9hxoJj8rgdNn5XUaR3W9hw1LGrAAJ01MIyU5ocO2Ab+f99ZXUNvgZ+KINOZOyen03BuLqtm+t56URCuL5uWRnGjvsO3WfbWs2FKFP2gwYWQKi04chtlsZnTKcKxWa9unfB1wWOz8+rQf8YNPftX+U0Hn3+BQ/+/AytfK8qGgy9MC4V/4ZVVHeuvESRtpAF6ccHgY6JZWw0AD/iN3gnN8fr516lA8/wy/HpWzlpLmaRz+mHPpKV8mMTGRxMNnSIRzT0inwe0nNclGRoo9uiCjvA5XvRePL0hWmqNHq2kGQwaVtS0EQwZDMhKw23oukXV7ArhKa7FazKTYQ50+hXPVe9i8pw6vP8jQzARmjstst31Ti5/315WzbEslNQ0+7DYzsydmcd68fEbnpUTavbFqP4YBJ0/L4asXhRcrDgRDFB848u/BYTUzNDOhx65XekZf9xuNLX6Wve0iGDCYOzGDYTmd9xvrdro4UOVmxJAUZh314b699s7yJlbvcGG3mTl3zjASEjvuN4L+AMsKq2h0+5k6KoNxBWmdxrFlbw3bihvIyrBx1swhnfZJTc0e1ixpIAjMHptGdnrH/UYoFOKDTys4WOlh1NBkTjtxaKfXuLm4hi1FtVhtFs6aPYQhmUf+/mw2G79Z91f2NpR1+vMYkzaC22d/mTuW3R91v/HLU+5onRx2oDzHStPBOkjpsmnEvz59HUuU94nWH9gc9XnNuW0LXTW6/dQ1+UhyWMlOb7/I2rGqbvDi9gRIT7GTltRzFVFDhkFlrQd/IEROegKJjp7rN1q8AXaUhKeQpDmCnT5N3VvexLqd1bg9AbLTHCyYltvu3+HmPbU8/V4xVXVHitSZTHDSlBxuOncsSQlWAkGDBne4h89MtfHSx6WsKKyivtnHnddNo2BIEmPyUthWUh+Zty4SCwMiQbz33nuZNWsWTz31FADnn38+fr+f+++/n9tuu43ExOObpeXz+fjusp+33njo897u3a03PzR/MXeufrDtSZJgTw28WxNF+0OfBYoKo2hrCseyaz+wv4u2h85dDqz/zMOsDtsDm4uiaOsAcqHSA59Ec+4hUAkU74ii7aFEbSuw9aibs/fO+U5UnTyEFxF21h2Iqr2XAOXO0qgTxPc/LWZr2UGI8kZfaZ0r8v0XSpfgOWoliwtXNeNKWcMzh+YYrtxWxexRowHYWVrPa8vL2FZSH2k/eWQal5w6ginHUQbbMAxWbq3irdUHKKsK31W3mE3MmZTFF04bybDsY///EwiGeGv1AT7YUEFdU/jvPtFh4dTpQ7j0tAJSEo/9w0Rdk48XPypl9XYX/kD47npqkpWzZuVx0YICbNYjiV+LN8A/3y5mzQ4XxpGRoKQn27hu0RjmTz3ygaq63suD/yqkqv5I5+zzh1i11cXa7dV89aIJzJ+ag9sToHBvHQCXnT6S/9/efcfHVZyL//9s0a5Wsrqsbltyl3uvwbgbx3aCgYuJDakXAskFEiBAcrkh5eYXWgrckC8tcUgCwQZTAsYF3Du2XGXZlixLli1LVu9l2/z+OKujXat4JXBZ8bxfL78QZ589mtmx59k5Z2aOAThfWs/f1p8hv6iOO2an8t6OAi5WNlFwsZ5+CV345iiuuGuSN4K0P7nn0C9IQSf9byicqYdt/vSpkdp/XvKnTwUtJ5UCpX7EevLGcX9yksfxM37GxkGpggP+1NEzhnwzH8hvPfybiQ9ddnAIkFdzjqLqi13KGxdrSi8f6HE2Pxfi/f9apVz+XzjaWXJQX2nQZDXSYHf7vN5kbe3v6hpa76SeLa7j/Z3nOJJbqfd9/RN7sWhqyue+q3gop4KP9pzXL4gZgFEDorj5hj4+F9K6yq0UmzOK2Xjggj7YspiNTB4Wy9Ib+hAV1v0Bbn2Tk3e2nmX38VLsDu0zDLYYmT4ijltm9CXE68JoXaODlz7I5nh+tc853t1RwLzxiSybnYrRqDXK0dxKnn/nBG4FIVYTQ/tGUN3gILewln1ZZZRWNvH4ihE0NjsxGQ243IpfvX4Mm9XEpKGxzBwbT2pCL9xuxcVKbcZQiLVHfEUXASrg//Y1NzezdetWfvnLX/ocv+2223jmmWfYuXMn8+bN+1y/w/tq6uV8Vu7/9JKuxl+p2EA99/Hqyz9g2FtevX8bwwC477wJctf7FfvxUe3KrtUzRpu7s5L4St8NBS5Gmfn0K9rd44+zdoCfG1U2ezYW2H+yjJc+yKZlmVt4SBC1DQ5OFtRw6txx7lkyiCnDLrNzXgfe3V7AR3u0v+MmowGb1URdo5PPTpSTeaaKx5aPoG98aJfP63S5eWHNSY6dqQLAEmTEZDTQ2Ozi04wisvKreHzFCMK6ccW5sraZ3/wjk3LPFdaoMCt2p5vaBgf/3qV9YXnwtqGYTUacLje/X32C04Xaep/BKeFEh1s4cbaa6noHL/07G4ViyrDeKKV46d/ZlFY3Exth5dYb+zKsXwSlVc18tOc8h09X8upHOaQmhmrbkXo+s7e35HPqXA21DU6iwiz89M4RDEgKY/vRi1woa6S+yf8NJsSVJ3nj+i5HV+MPVfr/vNjsWj8fFeGR8d4b0N+/2I8ntH6laswZQVSFm1tLtgGwJm4GlSExEFyFbZA20lbG1pkGjdmjCK80sKLIs9wgcS41UQrbYM+dQ4U2AgPWzI/ptBwtU6RPnq3mD2+fwO51Aa2+0cmZojr+792TfGNOKvMnJvlXuUt8mlHEG5/keX4fhNmCqGlwcCS3kqyz1fzotnSGpXb9wqVSir+uPc2uTG1gbjYZsAaZqG9ysuNoCZl5VfxsxQhiI7s+K6O+yclv/3lM3zm0ZaBZWdvMpoPF5BTW8vjy4disZpwuN398+wS5F+owGQ1MGBJDQnQwp87VcLKgho0HijAY4I45abiV4p+fnMGtYPKwWL5z0wB96UduYS2/fzuLM0V1/Or1oxSVN+L2JPK+8aH8bMUIPRZg57ESymvshFhNpHfj8xPiixLwA8QzZ85gt9sZPHiwz/GBAwcCcOrUqc+d6L015g0lpd7FzMLdAGxJmkZhLxO2tJPtxvYud7CgfK9W1jFz2V1mhZCaDuOH2o1MyNcSysbYqZREmzuMTapxMrt4DwAZqTdywuLuMJaGcKbGNjPgsJZ81kVPoTw2qMP41Eb4yrkdAGxLns65UGOHsTFlDhZWaHXMGjmbg5U2nzq6vTbvaMwbyuQQK4M85diUMJWi8Pbr6DwzmIQ6FzcWaec+0v8GTprcmPu3HRg6s4dhbApn6WAzvT55D4D1vadxMToI82Dty0P+xj16or/cIG5N1nrtrihw07YKEipdPrHFUSbW36hdfTU1mVvyNgC7QyYwI8LOkMyDAOwdMo5DygZo5baH1NJyrXf1gAn0Cz7B/AP1ACTcczdZFdXAFgBSk3pR3+TkL2tP41YwcWgMt8/qR2xEMOU1zbyz9Sx7s8r468e5DEuN7PL0npzzNfrg8GvTUpg/KYnQYDMFF+v5+4Zcci/U8cqH2fz6e2O6vC5r88Fijp2pwhJk5M55aUwZ1huTycDxvCpWrsvlQnkjq7fk871Fg7p0XoA3P82nvKaZuKhg/nPRQCaN7IfLrdiwO4fX1+eSmVfF5oPFzJ+YxJ7jpZwurMVmNfHw7cMYkBwGaAPYf23KZ/PBYv71aT4ThsRQcLGe04W1mE0GHls+nFjPFLnwUAv33TyY/++fmZwtrue5t7Koa9Su0rvcitKqZmaOSWBIn3AGpoRhDTJRU2/nYoX2oOqosC9uKrD4/K5F3kiscTLH019vT5lOQYh/fer58Tex9aKp07zRrxFu8PTXn8ZNpTiy47wRX+lkXqlWjmPpszjicuqxLqfLJ5aGcEaHNzAyS+uPLpc3UurdzCzcBcDOPjeQb8OvOuaPmc/OsqBO6zjabNbLsTV5Ouc7yElkD6R3rYvZF7Vdn7OH3cghux0Ga9N9WmYbAHByMDSGsyCpmdjPtGfOfhI9gZIYKwzV+uuKmta1ipfLG64aG6Yoz2ML7DYMISX6WsFeo8upqY7HZQ/R3xtCEg5qALANPooD+BstF/qO+CxNsNY5sYf795VtaHIsTpeblz/Mxu50Mzw1ghXz0kiMCaGm3s6/d51n08Fi3tqUz8j+UV2eJVJc0cibn2qDw9njEvja9BQiQi0UlWvHM/OqePnDbJ67b7zPTA5/fHaynF2ZpRgNsGx2KjeOjscSZCTnfC1/W59LUXkjf9twhkeWDevSeUG7GFpY1khkLwt3Lx7I9LFpAGzPOMNrH52m4GI9H+4+z+2zUjmYXUHuhTpsVhM/u3MEKb1bL5LuOV7KKx/m8MmBIhZMSuJCeSOlVc3YrCZ9cKiUIud8LbszS3F47lSWVDZxx5xUkmJD+P2qLAou1vPsW8eZNTaB0GAzGdkV7MrUNrGbNzEJ6xe4FEOIrgr4LfOqq7Vb/+HhvrdkwsK0L4E1NTWf+3ecL2m9yten3s2PhqWQUgEpFfDj4Skk17Um1eq61mlpMWUOHhvXV4+9pXc0j4/vQ0xZ6/SPTfuK9Z9nhIbwn4Pi9fhHx/rGeouvdPLQyD567PcGxTM1pHXaxZHTrXNZY8oc/GZaP27tHd167nHJPucuqWx9Fs/AZvivoYl67IPDkkmpb02qjV7bZceUOfjp+NY6Lk+I5Scjfc+9eV+R/vOSlAj+w6scDw1PpHd5a6y9vFL/eVnOLlYc36vHLjqwg2U5u/TXt2490Rqbt40fH/+Q1PfeI7YOYuvgzrzdLMvbpsccCGpNrhH1Tj2u5U9EvVfir2rtmDf3mkz9qAlENEJEI1hnzKR86FD9dbcKwqFa/ynNq9hH/xMHcZjAYYLxpw+ysHK3/rrRa2qQY9hZTvcP4c+39+bPt/fm51Xv84lxi/76xKEx7DxaQrPDTXLvEO792mB90BITbuXuJYPoGx+Kw+lm51H/d0dtsemg9vdv+ojeLJ3RV1932Dc+lB/9RzrBFiOFZY2cKujavyOllH7uZbP6ccOoeILMRowGAyP7R3Hf17Uv5nuzyvSBlr8qa+0czC4H4Ic3D2FQSjgGgwGzycjU4b25bWY/ALYcKkYpxfYj2ueyaEqyPjhs8fXpKYSHaFe+13+mTYUF6BMXyrEzVazbV8iabWd59q3j3P/8fs4WawP52gYHCycn61N7bVYTi6YmMzwtEmuQCbdb8dbms7jciv6JvUiMCUFcP65G3nA6Wv9eJ1Q5edirv34gPZn+Ta2xecWtOSamzMEj41pzzOLocJ6eOcCnTz12urWfHKGM3O/VXz8yug9xFe3fsY4td/CTMa3luCulN1+Nb/0MtmW0TqeMKXPw4LBE7krurcf/dHxfn3LYvXJBcp2LHw1L1mP/a2gig72WUBWXN/qc+9FxrbE3947kt9P7+Zz7kFcOmx4SxIroMD3+hzFBJFS2xtYcOKz/fGveHpZnf0ZCNSRUw4w927g1b4/++gcbjrfGnt3FgyfXMXTzZj0PfKPgALeebc0znyW1Dgy2R4wgY0iIHntwaAg7otP110321j0GQp3VpDRZ9TwQV9NAVHMpoc6q1nI3eu00cxkTCtquK+wwdkgsGdkVVNU5iOwVxAO3DtX7oPBQCyvmpTGyfyQKrZ/sqq2HilEKhqdFcue8NCJCtQtgiTE2Hrh1KFFhFmrqHRw4Vd7lc2/K0L4vfHVqCvMnJmG1mDAYDAzuE84Dtw7FABzPq6K4orHzE12iybPBG8D3Fg1kWKr2GAmDJyd96ybt6vH2IyU4nG59oDZnXAK9I4Opa3RQUdPMuZJ6IntZSIyx4Vbw149zWeu5yGoxG/nd6iz++9VD3P/8fn77RiaZeVV8ZZQ2N1oBc8cnMqxfBPd9fTBBZiO5F+p4be1pnl9zkp3HSlAKbhgVx9em+7nGRYgrJODvIHrv7NUeo/HyY+Do6Og2XxS87Xy7Ql8XeGPhLsqOtb5Wtmo1s6JhjWf3sA8PHSc4UXttYcVeylbt9YkFWBgNazxXCS9U1GHzzBbpe2gDZRW+5/aO/VfWeoI8NyLmle6hbNUen9gB0XB4gRZ7NLcU24DWctS+tBfvDbUrV6/xOffGI9kEe/qjKWd3UOa1HqRs1WpmRsMaz7q49w7sxxLfcR1Nl9SxqLoBm+eiaMTmj3zqWP72uyzwin0n7zMskfjlXLOpS88AbHSGYMO/hGUnDAtVAMyr2Utkvlt/DiJbthIXbYR4reFcKLz/KX0wt/NEnmy4kUJ2+FWOd7dfpKBA+xJmMhp59eO206MMBu3v+KcZxZwra7uo3YC2GEi1eUVbQwJQUefk5Y/OtHk91Gahyd7Em5vOkhzn/5oSh9NFSaX2Dfjk+XpyLnjK4FkEo5TCajHRbHfxp/dyCA/1XlPSEuP9fy0vKarqmnErCLaYeH/XBf0lt1I4nG7snk2AiiuaeOIvRykq1wZ1G/YXsWF/EU6XFud0+fYda7a1Pr8sr6iOs8V12KxmbMFm0hIjWD4/CZvFxP97L5OosGC+vWQ0Z4trePRPuzhZUMPPXj3MjDHJBJmN7DpaxIWyeowG+Nai4URHf/4dBFv6si/iXJ0JCvriNpm4Xl2NvHF0f+sUybklbfvradGwJl3r93YeLcDmmd2wsGIv1avxiQXfPvWwV/8+JmcbZft84+d7xb65/xMsnnHLTeVt++voaMCTNworW/PRwoq92N7aS+uK6bY56R2vXDDrwm7KMn1jJ0XDuaFa7KdHcwju03ruysvUMTO3RK9j2uHNVHjljeqtW5nrFbvWUoy/f2sbjSFdyhtuFQxofciSC4dJ8SrH/AMNnI8+xhrP9P5Gh1s/t3t0NjlAzsSWO4J1aCvpvU/u/1ewwn6TMKrNuA2dT1c3uM2s2lxCQZE2+Ay2BrFyw9k2cY0OrWfdfbyM2qa22aGzvJGZq+XRZofilbVtc1KwxQzY+WBXIUfz/H+UR8tdN4DzpU16TlJeC8dDbUHUNTp45cNcYiODffNES36BNscbmpw02d2YjAY2HrjIJxkXQRlwud3YnS6a7S4MBm0a6kMvZlDfpF2A+GhPoT7Lpj2nztXoF1adLkVyXDhhIRbCQoIYnhbDsLRoTp6tZMuhYoItJr3/njc1mrHpKWzYV8Ch7FKcLjf9EsJYMLkf6alRX9hOypI3RHcF/AAxIkK7gl9b69sJtVwBbnldBAhTe+moI12JBYL825gAwEjr1em1szpf7xGEwqg6/8Lpze0w4O83FJfDrU/RdbkVDoerbYzny65btf+6vrOBaufz8hxyudztvlfpv7v91zviPY3L6XDjNnr9br083sXyWmCDwfNYifYe/2jA7JmyZDBog0QM2jMgjUYDZpMBt1tx+rz273/0oFiqaptpaHYydnBv+iWGYzZq57BZzdisZlZ/mkNeUQ23zBxAVJiVv3yYRUxEMK88Nguz2XeKz2v/1r7g9YnX7jT1Swjnye9N5pl/ZlBR08z721sH2SHBZv7rtlGMGdy9taHiyvlS5Q1lBPz/t3vd6Mr34yv4VBIjXs8fNBlwXJKjnKbWXx5E19Yahzpt+Js5DO4gBtfeQYO9gbyiauzOtv15YrSNhKgoXCjcLu11dwd5o+V11Y280TJg6yhvtOQsdxfzhvdA0Ol04zB6vddgaNPM2h1A7zyh3RH0+l8MnnyiWk9DeKgFo8GAwWjQ8oHJiMlkoLC0HpdSzBqfzP6sEoorGrhhTBIT0+OxmI1Ygkz0CgkiPMTCa/8+zoGTJdwycwDzJ/Xl7qc2U9/kZOHUVIZ67VavlOLfO7S8MH6o75a1sZE2ViwYwooFQ/z+jIS4WgJ+gDhgwABMJhOnL9lOtOX/09PT23tbl8wcF89b+drP21Om88C8ZP2KZ+yy2/lH1nkgB4AlY4fzSbE2NWFd9BR+Oq+vT2x1WAzrth4CcgFIjAzx3KeCC5NuYkxEuE/8qxkFeuw3ht3EO6e1jVM+iZvKT+b18YndUVoJHAZg5IDenCZPL8cjyycRVFqsx0fdfiuvHizUzz135GB2VmpTO/anzmDMvASfc7+RVUjLGrqlEyay9twnHdbxojmcdfsy9XP36R2mX4Uum/ZVxoT28ol/7WBrHZePba3jR72n8z8L+1H6xpsA9F6xnLdPXqDlKuy4AfGc8NTxw9jpfHfxKFJc1Xo8i2/hw+yLerkXjEpne8VFAN5Lmsr4lGDGnNSmc+4dfCPHsQPa35tvTJvF27kf4Y/Z4wYTF2HjnYv+bUP+rVnDeDpjB+oyA1wDBh782mg2Hihm9ZazGA2KH9w80OfBuW6l+PXr2u+dO17bvfNSLVcOK7wvwXv8+X03+0+WEx9l5btfHejzWkOTk4f/rD2PccXcVIalRvpVP9CS4mMvHaS0uplRA8KZOSbB5/XcC7VknCzBbDLww6WDurR2srrezsMvZtDY7GLuuN70TwrzqeOGz7S7ikmxNv5jRhL2Zm0DgtLKer41v5++6xxAfnEdeUU1GIDJQyKICrOw6lMz5dVNPL8qg+Vz0vT1JAdOlfPx7nwApg2P0j/PhAh4+vtjycguJ/tcDW43pCaGMjm9Nzarqd3PvTs6a8cvUn19/RU9//XgauSNMYOi2K7982FT/FQevqS/XpNdBGhr6KYO68PhJu0O9rroKTw2N4WK1e/oscQn8OrHn9HST44aEEuO5w7P0aGzGNOnt8+5Vx4+R0tftnzSHL1P3RAzhccu6a+PuxoB7a5iYniono/WRU/hOwtHkOCs6TAn3TZhIv/25IKtydP50SW58YOci4C2Bnz2yEHsrrqgn/snc5OpWr1Gj22OiWPdxgP6ucf1T+CEZ6vS48NnMyYptsM6fmNka954L+4GfrE4lfK/a7vTxn37W6wrKAEOANCnd6iej96Lu4FZkwcyO95Nyd88zxq6+XbeO9naNrdMnMRHBVodLzc75OsTJ7C2yL/NzQBumTuUdwq0pRKN2aPo4zIyJ0/7XWv7zKLUatQ3qblzfhpJvbTbtW634lheFcdyK7E73STF2Jg2Ms6nH21ZJ+dwuvj+kgFt1gI+/472e6cOi+XO+W134emsv3nz0zw+OVBEWIiJ/1rqu4bc4XTz+Cva+vubv5LCtBFde97r//6jmdzCWgYkhXDzDX19XiupauLxl7XvV3cv7t+lqfsOp5sf/6mK+iYnYwaEM2FIjE8dd2eW4nIrIkKD+NrUBCJsBv75SR4n8sq5/cZkrx23FXlF5Rw8pZVjRL8QjO5GJg6NYV9WGb/6yz6+Nj2F0QOjqK5zsHH/BTKyKzAYYMbImCvef19K8oboroAfIAYHBzNjxgzeffddHnnkEf22/Jo1a4iIiGDSpEmXPUdFRQXNzR0/byYhyqpvqV0QYuSFE4XM8Nyt/2fWeQpDW6c6RvRqnSpXHhvEM4cKmO+J3V1WzfYT9RAbpMfPnZrEO6e1BLC5qp7SqkZGe+JXHj6nbQjQTpkuRpr5w/HzzPLErj1bwjFceuyYgdH6IzjKY4P46fZcboh10s8T/+rBQp9zJ8TYwLOs5ZRF8VJ2EVM8sW+euKBtUuOJ9X4WUXlsEE9lFHCTJ/aT4jIyKn3rOGNsb9713FhZX1bL+dJ6xnjVsSym/TpWRRl56rMzLPDE/uNIvrYhkOf14QMjOeGpY3W0kT8cLqC/sYZpnvh1Jy9Q7VWOuOhg8PSR7pGn2Q/sH95yd8d3Fzyr13rFxpwRhNY5WVqiTQvdmHIjJRajvhPdjNGJ2pXPi+1Uoh1ms5kXZj5Jpb2607iWB99/ZWQc7+84x7mSBv7y0Wlum9mPqDAL1XV23tlWQH5xPWaTgRtGdf3B63PGJbD/ZDk7jpbQOzKYueMTsVlNXChr4PX1Z2iyu0iItjG0i4/RMBgMzBqXwOotZ1m1OR9rkIlJ6bEYDXCyoIa/rNUabuLQ2C5vrBMRamGCJxm/+P4pvn3TAG6IjMLhcrPlUDHvbDvrqVsiBoOBOeMT2XbkIifOVvO71VksmJhEdLiFzDNV+tShcYOjifM8q/DO+f15+YNsth8pYf/JcgYkhVFW3USxZ8OZCUNiGD0gyqdMQWYjU4b17vZOsuLquhp5w+huvftRFOHbX//rZBFnba0TCQamhHHYq79+5uB5vU89XF/H+q25Pn3q6IHR5Hjij7qdPv3168fOczHK3G6fWhoTxO+OnmOOJ3bTxXL2N9mxaXt1MGtSHO/lt5bjuWNFTIxpZIgn/rWMAp+8YfHKBedDfXPjmuwicqytdUyKtdEy+iyPDeLZg4Us9MTuKK1i1yW50bt/P+RwUH2qSO/bXz96rsM61kfCU7tz9HP/MyOH8145euaEBN453Rr7UWEJh85V6m2zLrOAeq9yhFr932Cqd2So9jwQtAFfr1ont13U1sFv6DeLIhUGlnp90Bft9QB12+CjlAGr0lv6kMwOJ5oYjQZGD4hq0w95mzAkhrc251NZa+fF906xfF4acZ61dGv3FHL4dCUGYNa4hA7P0ZFZY+P59EARR3OreGtTHounaY8sKq1q4s1P86iosdPLZmbiUP/XTbaYMy6B3MJaPtpTSHiohRtGxRFkNnKmqJa/fpyLUpDeL6LL67qDzEZmjI5j3b4L/G1dLg6nmwXTIj0Pri/hDc+mOzPHJmA2GZk2Io61ewspq27mFyuPMGd8IonRNk6dq2HLoWLcCsYMjNI3r/nm/P6UVTWRe6GOf23K51+b8vXfbTDAt24aQFqiPOpIBI6AHyACPPHEE8ydO5fbb7+d7373u+zevZtnn32Wp556ipCQL3ZzCFvaSUqBNfrAIqfDTtyWdpLatNZ1EnAQWyff4W1pJzkNnE5riT/d6bkraF37CMc7jQXt+umBBS3xuZ3GFwJrhrbEnuo0tt6njsewXbJrtvd6HlvaSXKB3P7+1bHO59ydf9ag5eY16e3X0WL0P9EHe8XaBmXixrscWW3KEW/zPxHGBcdgMpmItfm3JiAsJIhvLxzAqx/lsPt4KXuySokKs1BVa8ettNlV37ppgL5RQFcM6RvBgklJbPjsAu9uL+DD3ecJDTbrzywMtpi4e4nvXUt/zZuQSGZeFVn51bzyYQ7/2HgGs8lAbYM2DSsuKphls/t1+bwAy+ekcra4juKKJn6/+gT/74McnC63PrV13KBobvQ8eDsxxsb3lwzm5Q+zycqvJuuSZ1qlJfbiO153TyenxxJkMrBq81lKqpr0Zx1ag4zMGpvArTf2/cLWh4hr52rnDd/++mQX+tT92IZ3fm7f/rrzfrIK73Mf9Yk1eU2pbulTM4HMBP/yhm9u7LyODT51PIQtvoNgT7xv39553mjoYt7wbRvfOpqN/n9NCvKKtQ0+igtYRccDvmhrpN/njgvufKlDm7KYjdyzeBB/fOcER3IrOZJbqW8e4/JMAb1tZj+SY7v+dz0xJoTbZ/Vj1ZazbNhfxKcZxYSHBlFVa9dW5JsM3LNkUJd3MAXtMRFHTley70QZ/9h4htVb8gm2mKiu15Z9RIQG8e2bBnT5vABfn96HnPO1nC6s5ZUPc1i5ThtwtqxHH9o3nEVTkgHtQvjDy4bx+9VZlNfYWb3Fdx3nkD7h3L249e5pSLCZx5aPYMfRErYduUhxeSNBZiOjB0Qxd0KiDA5FwOkRA8TZs2ezZs0annzySW6++WaSk5N59tlnefjhh7+Q86f2SvY7dlLMaH2qyxcdf6ViA/XcXS3HuJjhvMm//YodFuX/oxfigmO0u4I3PklmUSEbP7vAiXOtuyCGBZuYNT6RSUNjiLfFYjZ3/Z/d1OG9CQ8N4oOd58g5X0tFjTaAG5gcxtempzCyf8dXki9n2ax+JMbYWL+vkOKKJqrq7BgMMHZgNEtn9PHZ3rsrzCYjP7otnY92n2fL4WJ9YGgJ0nYbvWVG3y7fPWwRHmrhv+8ayQc7z7Mrs4TGZu3cMeFW5oxPYP7EJExeU0knDI0hufdoPs0o5lBOBXaHm7ioYGaMjmP6iLg2X2TGDY5hzKBosgtqKK1uwmYxMzwtAps8uLjHkLxx/ZbjSp67q+UYGz2MN/jAr9j0yIGXD/KS1CueF258kuzSIj45cIGjuVX6msRQq4npI3tzw6h4EkK6lzeGp0Xy+IoRvL/jHJl5VVTWanmjT1wIi6emMCm963f4Wtw0OZmYCCsf7S6koKReP/fw1AiW3tC3zY7R/jIatMFlv4RQPs0ooqLGTrPDjdlkYMLQGG6d0VffyburrBYTj9wxjI/3FrL18EVqPIPOyF4WZo2NZ+HkZJ9ckBwbwm/+cyx7jpdy4FQ5DU1OosOt3DAyjlEDonyWK4A2KJ89LoHZ3bgrK8T1xqBUeztXfDnU1NSwYcMGJk6cSGho51+C7Xa7/uDj8yV17MrU5pTfMDKWRM8VuNReyVgsFp9Yl8PJ5mMXqax00D+lFxOGtHbI7cUfza3gaE4lwVYTi6ckE+yZ995ebH2Tk80ZF2hudjN2cDQDUsI7jAXYeqiIcxcb6B1l5abJKZ2Wo6isnv3Z1RiNMDU9mhhPh9xerNvpYv2BC1RWORjcrxcT0+M6PXdBUR1Z5yrpZbEwZWQsZpOpw9iGxmZ2nyzH3uxmdP8okuNCO63jqYIaLpY3EB0dzIh+kW3K4XQ6KWnSdmArr24iM78Ok9nI2LRwQkO0BNwy4POO7UhL7KVqGhyUVTdhDTKRGGPr1h24jpRVN1FT7yA8JMivhwX7uwZBKUVReSNNdhexEVbCu3FHsiNOl5sLZY24lSI+yuYzTfnzsjtcOAjGbDISRFObpN1TXM21JPv372fBggWd7tL5ZdXdvFFa3cC2Q2U4XDBpSORl++sdh4opqmgiOdbG9NGtt9faiz9VUM3+rDLMZhMLJycQEdZxf93scLL5YDF19U7S+0cwIjWq03LsO1ZCdmEtEaFmvjolCXNQxzmpvLqJPScqcLth3MBwUjw7H3d07k2HLlBc0kRaQijTLlPH4ooGMvOrsBpNTEqPxmrtuBx2p4tdx7QLR0NSIi77WecV1nKupJ6wMAuj0yIwXpKTvHNBXb2Do/m1uIGRfUOJ8DxsvSt5wzveW32Tk5LKJswmA0mxIT4XuT6vylo7lbXNhASbiY8KvuwsiK7kjYuVTTQ0OYkKs+gPn/8iuNyKovIG7E43cZHBXusAv5hzuwza52B0N36hn/X1RPKG6C4ZIPqZ6C8VE6NN92hsbKShoeEy0YFJ6tgzSB17hqtVR0n0nZO80TmpY88gdewZJG+I7ur6BHEBaOvqjEZjl78gBBKpY88gdewZvgx17Om+DG0odewZpI49w5ehjuLKkAGiEEIIIYQQQghABohCCCGEEEIIITxkgCiEEEIIIYQQApABohBCCCGEEEIIDxkgCiGEEEIIIYQAZIAohBBCCCGEEMKj7RO+v0TcbjegPR+mq6zW1ofB1tfXf2Flup5IHXsGqWPPcLXq2NIftvSPwpfkjc5JHXsGqWPPIHlDdNeXeoDY8tDQzMzMa1wSIYS4vjQ0NBAZGXmti3HdkbwhhBDtk7zRcxiUUupaF+JasdvtlJWVERISgtEos22FEMLtdtPQ0EBsbCwWi+VaF+e6I3lDCCF8Sd7oeb7UA0QhhBBCCCGEEK3k8qcQQgghhBBCCEAGiEIIIYQQQgghPGSAKIQQQgghhBACkAGiEEIIIYQQQggPGSAKIYQQQgghhABkgNihjRs3MnHiREJCQkhLS+O5557jchu+/utf/2L48OHYbDbS09N5/fXXr1Jpu6erdTx9+jQGg6HNnxEjRlzFUnfP+fPniYyMZOvWrZeNDbR2bOFvHQOtHd1uNy+99BKjRo2iV69e9O/fnx//+MfU1NR0+r5Aasfu1DHQ2vHLQPJGW4H891TyRqtAa0fJG+0LtHYU1475WhfgerR3714WL17MsmXL+PWvf83OnTt59NFHcTqdPP744+2+Z82aNaxYsYIHH3yQm266iffff59vf/vbWK1W7rjjjqtcg8vrTh0PHz4MwKZNmwgJCdGPe/98PTp37hwLFiygurr6srGB1o4tulLHQGvHZ555hieeeIKf/OQnzJkzh+zsbP7nf/6HzMxMNm7ciMFgaPOeQGvH7tQx0Nqxp5O8IXkjUNqxheQNX4HWjpI3xBWlRBvz589XkyZN8jn26KOPqrCwMNXQ0NDuewYPHqxuv/12n2O33367Gjhw4BUr5+fRnTr+93//t0pJSbkaxftCuFwutXLlShUTE6Oio6MVoLZs2dLpewKtHbtTx0BqR5fLpSIjI9UPfvADn+NvvfWWAtT+/fvbfV8gtWN36xhI7fhlIHlD8oa367kdJW9I3hDicmSK6SWam5vZunUrS5cu9Tl+2223UVtby86dO9u8Jz8/n+zs7Hbfc/r0aXJycq5ombuqO3UE7crTmDFjrkIJvxhHjx7l3nvv5Zvf/Cb/+Mc/LhsfaO0IXa8jBFY71tTUcNddd7F8+XKf40OHDgUgNze3zXsCrR27U0cIrHbs6SRvSN4IlHYEyRuSN8Zc6eKJHkAGiJc4c+YMdrudwYMH+xwfOHAgAKdOnWrznhMnTgB06T3XUnfqCFrHUltby7Rp0wgODiYhIYHHH38ch8NxxcvcHX379uX06dP8/ve/92v6RKC1I3S9jhBY7RgZGckLL7zA9OnTfY6///77AAwfPrzNewKtHbtTRwisduzpJG9I3giUdgTJG5I3AqMdxbUlaxAv0TIXPzw83Od4WFgYQLuLf7vznmupO+UtKyujsLAQp9PJM888Q79+/di0aRNPP/00586d44033rjyBe+i6OhooqOj/Y4PtHaErtcxENvxUvv27eOpp55iyZIl7S6sD8R2vNTl6tgT2rEnkbwheSNQ2hEkb0jeCNx2FFePDBAv4Xa7O33daGx707U777mWulPe0NBQNm7cyKBBg0hNTQXgxhtvxGq18sQTT/DEE0+Qnp5+JYp71QRaO3ZHoLfjrl27WLx4MWlpaaxcubLdmEBvR3/qGOjt2NNI3pC80ZHrrR27I9DbUfKGJtDbUVxd1/ff+GsgIiICgNraWp/jLVePWl7/vO+5lrpTXpvNxrx58/ROpcWiRYsAOHLkyBUo6dUVaO3YHYHcjqtWrWLu3Ln07duXTZs2ERMT025cILejv3UM5HbsiSRvSN4IlHbsjkBuR8kbrQK5HcXVJwPESwwYMACTycTp06d9jrf8f3tXV4YMGeIT4897rqXu1DEnJ4eXX36Zqqoqn+ONjY0A9O7d+8oU9ioKtHbsjkBtx+eee45vfOMbTJ06le3bt5OYmNhhbKC2Y1fqGKjt2FNJ3pC8ESjt2B2B2o6SN3wFajuKa+Rab6N6PZo1a5aaMmWKcrvd+rFHH31URUREqPr6+nbfk5aW1u72yIMGDbqiZe2urtZx27ZtClCvvPKKz/EHH3xQhYeHq8rKyitd5M9ly5Ytfm3lHWjt6M2fOgZiO7700ksKUMuWLVPNzc1+vSfQ2rGrdQzEduzpJG9I3vB2PbejN8kbrQKtHSVviCtJBojt2LRpkzIYDOq2225TH3/8sXriiSeUwWBQTz/9tFJKqerqarVnzx5VUlKiv2flypUKUPfdd59at26duvfeexWg3nrrrWtVjU51tY4ul0vNmTNHhYWFqeeff1598skn6kc/+pEyGAzqD3/4wzWsiX/aS4I9oR29+VPHQGvHoqIiZbPZVGpqqtqxY4fas2ePz5+SkpKAb8fu1DHQ2vHLQPJG4Pc3l5K8EZjtKHlD8ob4/GSA2IF3331XjRw5UlksFpWWlqaee+45/bWWDnXlypU+73nppZfUwIEDldVqVenp6ervf//7VS5113S1jtXV1eqhhx5Sqampymq1qmHDhqlXX331GpS869pLgj2lHVv4W8dAase//OUvCujwz8qVKwO+Hbtbx0Bqxy8LyRs96++p5I2V+rFAakfJG5I3xOdnUEqp7k5PFUIIIYQQQgjRc8gmNUIIIYQQQgghABkgCiGEEEIIIYTwkAGiEEIIIYQQQghABohCCCGEEEIIITxkgCiEEEIIIYQQApABohBCCCGEEEIIDxkgCiGEEEIIIYQAZIAohBBCCCGEEMJDBohCCCGEEEIIIQAZIAohhBBCCCGE8JABohBCCCGEEEIIQAaIQgghhBBCCCE8ZIAohBBCCCGEEAKQAaIQQgghhBBCCA8ZIAohhBBCCCGEAGSAKIQQQgghhBDCQwaIQgghhBBCCCEAGSAKIYQQQgghhPCQAaIQQgghhBBCCEAGiEIIIYQQQgghPGSAKIQQQgghhBACkAGiEEIIIYQQQggPGSAKASxatAiDwYDBYODEiRMdxi1fvhyDwYDRaCQjI8Pv869du1Y////93/+1eb26upr6+vpulV0IIcTVJ3lDCNFTyQBRCGDUqFH6z1lZWe3GZGRk8NZbbwFawh8/frzf59+/f7/+86RJk/Sf3W43r7zyCiNGjCAoKKirxRZCCHGNSN4QQvRUMkAUAt9Ef/z48XZjHn30UZRSWK1WfvOb33Tp/J999hkAQUFBjBkzBgCXy8X48eP5/ve/T0pKChaLpXuFF0IIcdVJ3hBC9FQyQBSCyyf6devWsXnzZgDuv/9++vXr16Xzt1wJHjlyJFarFdCuOB8+fBiAKVOmdKfYQgghrhHJG0KInkoGiEIAQ4YM8UnA3txuN4899hgAUVFR/OxnP8Nut/OnP/2JadOmERERgdVqZeDAgTz00ENUVFT4vD8vL4+ysjIAJk6cCMDChQt9vlz88Y9/JCgoiMbGRgAyMzO56667SE1NxWq1Eh0dzcKFC9tdv7Jv3z6WLFlCVFQU8fHxPPzwwzQ3N3PXXXdhMBhISEhoE79s2TKSkpKwWCz07duXRx55hIaGhs/zEQohxJeK5A3JG0L0WEoIoZRSasyYMQpQFotFORwO/fhf//pXBShA/e53v1OVlZVq8uTJ+rFL/wwYMECVlJTo71+1apX+2muvvaaUUiomJqbN+8aMGaOUUmr79u0qNDS03XNHRUWpwsJC/dyrV69WQUFBbeKWLl2qRo0apQC1ePFiPf6FF15QRqOx3XPPnj1bud3uK/0xCyFEjyF5Q/KGED2RDBCF8PjmN7+pJ72srCyllFKNjY0qJSVFASo1NVU1NzerpUuX6nG33HKLys7OVuXl5eqJJ57Qj99///36eR955BH9+JEjR5RSSjkcDjV69GgFqNjYWOVwOJTL5VJKKTVnzhxlNptVYmKiOnjwoKqrq1M///nP9XO88cYbSimlLly4oMLDwxWgIiIi1IcffqjKy8vVL37xC58E/qtf/UoppdTWrVuVwWBQgJo/f77KyspSlZWV6sknn9RjN27ceDU/ciGECGiSNyRvCNETyQBRCI/nnntOT3jvvPOOUkqp3/72t/qxN998Ux07dkz//1GjRimn0+lzjtTUVAWoQYMG6cdmzJihABUSEqLH19XVKZPJpAC1aNGiNmVxu92qoaFB//nll1/Wf+8HH3yglFLqV7/6lX5s5cqVPu8fOXKk/tr69euVUkrNnTtXAapXr16qoqJCORwO5XA4lN1uVzabTQHqF7/4xRfzYQohxJeA5A3JG0L0RGaEEEDbDQdmzpzJU089BcCECRO44447eOGFF/SYH/7wh5hMJp9zhIWFAVBTUwNo61AOHjwIwLhx4/T4zz77DJfLBbTdaGD9+vWsWbOGrKwsioqKKCoqoqmpSX+9ZTe7DRs2ABAREcGKFSt8ztG3b1+OHTsGaNuj2+12tm3bBkBdXR3R0dHtfgbev0cIIUTnJG9I3hCiJ5JNaoTwuDTR//rXv6a6uhqAZ599FoPBwIULF/SYsWPH+ry/vr6e7OxsAPr06QNoGxfU1dUBrRsNAOzdu1f/2TvR/+///i8LFy7ktddeo1evXtx7772sXr2a5ORkAJKSkujbty8ABQUFAO0+C6tlR72BAwcSFRVFZWUlDofjsp9BUlLSZWOEEEJoJG9I3hCiJ5I7iEJ4xMfHExcXR0lJCTt27KC8vByAxYsXM3PmTEC76trCO+kDvPDCCzQ3NwOwZMkSwPdBx96JvuW4wWDQj7tcLv05Wffddx9//vOfAcjNzaWwsBCAqVOn6udouarcstNdi40bN5Kfnw+0Plw5MjISs9mM0+nkBz/4AS+++KIeX1tbi8Vi0XfjE0II4R/JG5I3hOiJ5A6iEF5argYXFRVht9sxmUw8/fTT+usLFizQf3788cc5ePAgpaWlPP/88zz55JOAdjX1/vvvB1ofdAy+iT4zMxMAq9WK3W6nsbGR6upqfapOfn4+VVVVHDt2zGca0Pjx4/WfhwwZAsCpU6d4/vnnqa6uZt26ddx55516TEuit1qtzJ8/H4C///3vrF27lrq6Onbu3MmYMWMICQlh0aJF3f7chBDiy0ryhhCix7nWiyCFuJ489NBDPju53X333W1ifvjDH3a4VXlsbKzav3+/Hjt+/Hh9m3FvLccv/T2XHgd8ti5//fXX9XNs3Lix3TKYzWb957179+rx2dnZKjY2tt33JCYmqmPHjn3RH6cQQvR4kjeEED2N3EEUwov3epLQ0FB++ctfton505/+xOuvv85XvvIV/WHHgwYN4sc//jHHjh1jwoQJADQ3N3P06FEA/ViLF198kYkTJxISEkJERARz5swB4O233+arX/0qvXr1Ij4+nvvuu0/fVADQpwABzJs3j1WrVjFy5EiCg4NJT0/XH8IMYLPZfNa7DBo0iIyMDL7zne+QkJCAxWIhNTWVBx54gIyMDEaMGPE5Pz0hhPjykbwhhOhpDEopda0LIYTomq1bt5KTk0P//v0ZO3asvrtcY2MjsbGxNDQ0MG/ePDZu3HiNSyqEEOJ6IHlDCOEvuYMoRAA6ePAg99xzD3PnzuWee+6hvLycoqIiHnjgARoaGgBYtmzZNS6lEEKI64XkDSGEv+QOohABKC8vj+HDh9PY2Nju65MnT2b79u1YLJarXDIhhBDXI8kbQgh/yR1EIQJQWloaO3bsYOnSpcTHx2MymQgLC2PYsGH8/Oc/Z/PmzZLkhRBC6CRvCCH8JXcQhRBCCCGEEEIAcgdRCCGEEEIIIYSHDBCFEEIIIYQQQgAyQBRCCCGEEEII4SEDRCGEEEIIIYQQgAwQhRBCCCGEEEJ4yABRCCGEEEIIIQQgA0QhhBBCCCGEEB4yQBRCCCGEEEIIAcgAUQghhBBCCCGEx/8Pk1mIgiwgeGgAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', groups=['Boost Level', 'Temperature [C]'],\n",
" ax_size=[325, 325], filter='Substrate==\"Si\" & Target Wavelength==450')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we replot the above data in an alternative style, with tick and label sharing disabled:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y=['I Set', 'I [A]'], legend='Die', wrap='y', groups=['Boost Level', 'Temperature [C]'],\n",
" ax_size=[525, 170], filter='Substrate==\"Si\" & Target Wavelength==450', ncol=1, ws_row=0,\n",
" separate_labels=False, separate_ticks=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## figure plots"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"To add another dimension of grouping, **fivecentplots** supports grouping by \"figure\". This means a separate figure (i.e., a separate png) is created for each unique value in the DataFrame column(s) listed in kwarg ``fig_groups``. Below, we will plot a unique figure for each value of the \"Die\" column. We also enable the `save` command and the debug kwarg ``print_filename`` to show that we actually are getting a separate image for each plot (note we also explicitly call the `inline` keyword as well just so we can render the plots in this tutorial notebook):"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1mI [A] vs Voltage by Temperature [C] _ Boost Level where Die=(-1,2).png\u001b[0m\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1mI [A] vs Voltage by Temperature [C] _ Boost Level where Die=(1,1).png\u001b[0m\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[1mI [A] vs Voltage by Temperature [C] _ Boost Level where Die=(2,-1).png\u001b[0m\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fcp.plot(df1, x='Voltage', y='I [A]', fig_groups='Die', wrap=['Temperature [C]', 'Boost Level'], save=True, inline=True,\n",
" ax_size=[225, 225], filter='Substrate==\"Si\" & Target Wavelength==450', print_filename=True)"
]
}
],
"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": "3.8.16"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": true,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {
"height": "770px",
"left": "0px",
"right": "1161px",
"top": "119px",
"width": "211.984px"
},
"toc_section_display": "block",
"toc_window_display": true
}
},
"nbformat": 4,
"nbformat_minor": 1
}