{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data ranges" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This section provides examples of how to set data ranges for a plot via keyword arguments. Options include:\n", "" ] }, { "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": [ "df = pd.read_csv(Path(fcp.__file__).parent / 'test_data/fake_data.csv')\n", "df_box = 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": [ "## Default limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When no limits are specified, **fivecentplots** will attempt to choose reasonable axis limits automatically. This is done by subtracting or adding a percentage of the total data range to the minimum or maximum limit, respectively. Consider the following example:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "xmin=0.0, xmax=1.6\n", "ymin=0.0, ymax=1.255\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sub = df[(df.Substrate=='Si')&(df['Target Wavelength']==450)&(df['Boost Level']==0.2)&(df['Temperature [C]']==25)]\n", "print('xmin=%s, xmax=%s' % (sub['Voltage'].min(), sub['Voltage'].max()))\n", "print('ymin=%s, ymax=%s' % (sub['I [A]'].min(), sub['I [A]'].max()))\n", "fcp.plot(sub, x='Voltage', y='I [A]', legend='Die')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice the actual `x` data range goes from 0 to 1.6 but the x-limits on the plot go from -0.08 to 1.68 or 5% beyond the x-range. **fivecentplots** uses a 5% buffer on non-specified axis limits. For a log-scaled axis, the data range is calculated as `np.log10(max_val) - np.log10(min_val)` to ensure an effective 5% buffer on the linear-scale of the plot window. This percentage can be customized by keyword argument or in the theme file by setting `ax_limit_padding` to a percentage value. Additionally, the padding limit can be set differently for each axis by including the axis name and min/max target in the keyword (such as `ax_limit_padding_x_min`)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(sub, x='Voltage', y='I [A]', legend='Die', ax_limit_padding=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Explicit limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In many cases we want to plot data over a specific data range. This is accomplished by passing limit values as keywords in the plot command. The following axis can be specified:\n", "\n", "* ``x`` (primary x-axis)\n", "* ``x2`` (secondary x-axis when `twin_y=True`)\n", "* ``y`` (primary y-axis)\n", "* ``y2`` (secondary y-axis when `twin_x=True)\n", "* ``z`` (primary z-axis [for heatmaps and contours this is the colorbar axis])\n", "\n", "Each axis has a `min` or a `max` value that can be specified. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Primary axes only" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take the plot from above and zoom in to exclude most of the region where the current begins to grow exponentially. We can do this by only specifying an `xmax` limit:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that although we only specified a single limit, the y-axis range has been auto-scaled to more clearly show the data that is included in the x-axis range on interest. This scaling is controlled by the keyword `auto_scale` which is enabled by default. Without auto-scaling the plot would look as follows:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmax=1.2, auto_scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we show the data with custom ranges for all current axes:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', \n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25', \n", " xmin=1.2, xmax=1.4, ymin=0, ymax=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Secondary y-axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now condsider the case of a secondary y-axis:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, 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": [ "We add limits to the shared x-axis as follows (remember \"shared\" means there is only 1 possible range for the x-axis):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, 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)\"',\n", " xmin=1.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we have a shared x-axis, both the primary and the secondary y-axis scale together when auto-scaling is enabled. As before we can disable auto-scaling if desired to treat the primary and secondary axes separately:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, 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)\"',\n", " xmax=1.2, auto_scale=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A similar auto-scaling effect will happen if we specify a y-limit (or a y2-limit). Again this is because the x-axis is shared and the auto-scaling algorithm filters the rows in the DataFrame based on our limits. Since both the primary `y` and the secondary `y` are columns in the same DataFrame, auto-scaling impacts both. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, 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)\"',\n", " ymin=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Multiple values on same axis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next consider the non-twinned case with more than one value assigned to a given axis:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here a y-limit is applied to both *all* the data on the y-axis so auto-scaling affects both curves:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y=['Voltage', 'I [A]'], twin_x=False, legend='Die',\n", " filter='Substrate==\"Si\" & Target Wavelength==450 & Boost Level==0.2 & Temperature [C]==25 & Die==\"(-1,2)\"',\n", " ymin=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. note:: Auto-scaling is not active for boxplots, contours, and heatmaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistical limits" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**fivecentplots** allows you to set axis limits based on some quantile percentage of the actual data or the inter-quartile range of the data. This is most useful when working with boxplots that contain outliers which we do not want to skew y-axis range." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quantiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quantile ranges are added to the standard min/max keywords as strings with the form: ``q``. \n", "\n", "Consider the plot below in which the boxplot for sample 2 has an outlier. The default limit will cover the entire span of the data so the `ymax` value is above this outlier." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously we could manually set a `ymax` value to exclude this outlier, but in the case of automated plot generation we likely do not know the outlier exists in advance. Instead, we can specify a 95% quantile limit to exclude tail points in the distribution. For boxplots, if the `range_lines` option is enabled, we can still visualize that there is an outlier in the data set that exceeds the y-axis range" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', ymax='95q')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inter-quartile range" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In some cases we may want to set a limit based on the inter-quartile range of the data set (i.e., the delta between the 25% and 75% quantiles). This can also help to deal with outlier data. The value supplied to the range keyword(s) is a string of the form: ``*iqr``, where \"factor\" is a float value to be multiplied to the inter-quartile range." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.boxplot(df_box, y='Value', groups=['Batch', 'Sample'], filter='Batch==101', \n", " ymin='1.5*iqr', ymax='1.5*iqr')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Axes sharing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Axes sharing applies when using `row`, `col`, or `wrap` grouping to split the plot into multiple subplots. The boolean keywords of interest are:\n", "* ``share_x``\n", "* ``share_x2``\n", "* ``share_y``\n", "* ``share_y2``\n", "* ``share_z``" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shared axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, grid plots share axes ranges (and tick labels) for all axes. Because axes are shared, the tick labels and axis labels only appear on the outermost subplots:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Sharing can be disabled by setting the `share_` keyword for one or more of the axes to `False`. Notice that tick labels are added automatically and the spacing between plots is adjusted. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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YsIGUlBRMJhM/+MEPmu1zOBxs3Lixw/i7Yvv27QwePJioqCjmzZvXbN/GjRubDY267bbbPPOgXnnlFYBm/7/UajXXXXddi3OsXLmy2Ye9CHxyT/ie3BOa3xO2b9/OwIEDSUhIaPH/xOl08uWXX3ZqeKoILHJP+F6w3RO6orV7Qnl5Obt372b8+PEMHDjQ84Ad8DxUEEI0kmQ5CCiKgsvlwmq1UlhYyNatWykrK/Pst9lsvPnmm1x00UUMGTKEmJgYVCoVZWVl7N+/nwMHDjR7v9raWpYvX86ECRMYPHgwkZGRuN1uSkpK2LNnDydOnPC0tdvtvPvuu573joiIQKfT0dDQwJkzZ9i2bVuzIUqbN28mJCSEpKQkT6XLnuJ0Olm5ciUTJ04kKyuLiIgInE4nFRUV7N69m+PHj7c4pry8nIKCAvr169esYMe5KisreeONN5g6dSrp6emEhIRgsVgoLCxk27ZtnqFmPcVqtfLWW28xY8YMBgwYgF6vp7Kykp07d3b4ARYSEtKs+Irom+Se0EjuCY2cTidvv/02EydO9Pz/a6rWu2XLlmZ/N0RwkntCo2C5J/SEdevWUV1dzdixY4mMjMRqtXL8+HE2bdrUpXnsQgQ7lSL/IprpqUqDQogL89BDD/k6hGbkniCEb/nbPQHkviCEL/njPUEEL6mGLYQQQgghhBBCnEeSZSGEEEIIIYQQ4jySLAshhBBCCCGEEOeRZFkIIYQQQgghhDiPJMtCCCGEEEIIIcR5JFkWQgghhBBCCCHOI8myEEIIIYQQQghxHkmWhRBCCCGEEEKI86gURVF8HYQQQgghhBBCCOFPpGdZCCGEEEIIIYQ4jyTLQgghhBBCCCHEeSRZFkIIIYQQQgghziPJshBCCCGEEEIIcR5JloUQQgghhBBCiPNIsiyEEEIIIYQQQpxHkmUhhBBCCCGEEOI8kiwLIYQQQgghhBDn0fo6AH9itVopKSkhNDQUjUbj63CE6HNcLhcNDQ0kJiZiNBp9HY7cE4TwMX+7J4DcF4TwJX+8J4jgJsnyOUpKSti+fbuvwxCiz5s0aRLp6em+DkPuCUL4CX+5J4DcF4TwB525JyxdutRL0TT30EMP+eS8ondIsnyO0NBQAIYNG0ZISEi7bSMiIgCora3t9bj8TV++dpDr783rN5vNHD582PNv0dfkntB5ffn6+/K1Q9+6J0Dn7wvy96LvXn9fvnboe/cEEdwkWT5H03CqkJAQwsPD220bHR0NgKIovR6Xv+nL1w5y/d64fn8Z2ij3hM7ry9ffl68d+tY9ATp/X5C/F333+vvytUPfuyeI4CYFvoQQQgghhBBCiPNIsiyEEEKIXqUoCjaXvd2XL3rhCgoKUKlULV7Lly/3eixCCCH8jwzDFkL0mjqzg+/2l5JXakajUTEsPZIJQ2LRaeU5nRB9haIoLN31CqdqzrTbbmBkfx4cfw8qlcpLkUF2djZGo5FTp041O29kZKTXYhBCCOG/JFkWQvSKdXuLefOr06gcdh469RYASwfcyjsRIdx37VAG9mt/DrAQIjjY3Y4OE2WAkzVnsLsdGDR6L0TVaP/+/WRlZZGcnOy1cwohmnPbbBz/xQMADP7H/6I2GHwckRDfk2RZCNHjth0u599fnAJgQEIoNP5IZKie8noHS985xO/vGk1SjMmHUQohvO3ZGYvRn5cM2112Fm981ifxZGdnM2zYMJ+cWwghhP+TsZBCiB7lVhRWbTiDzu1gwdhYfnvjYM++J384jKwkI06LlS+2FfowSiGEL+g1egznvc5Pnr1p//79lJWVMXPmTBITE5k+fTpffPGFz+IRoi9x22yeV3vbhPAl6VkWQvSoU4X1lFZZ+e2pt+AUnHrv+315i3/LdWd/fs6wiDvmD0Cj9t78RCGEf9hVsh+NWsPY+OE+i8HpdHLkyBGGDx/Oc889R0REBG+99RaXX345X331FXPnzm33+OjoaM8SOa1pKlgWExPTo3EHCrW6sT+mL15/X7526Pz1b7nuphbbTj74sOfn6R++32K/Viupi/Au6VkWQvSo6np7p9rZHW6sdlcvRyOE8Efr87exu+SAT2PQarVUVFSwefNm5syZw/jx4/nLX/7C/Pnz+ctf/uLT2IQQojfNnj272QoAarWa8PBwJkyYwN///necTqenbUZGBosWLfJdsD4mj2eEED0qzKQFFF4ceStLfjwWxWIm7/dPApD5zH+TV+3kuZWH0GrAoJPndUL0RSUN5QyJHuDrMAgLC2uxbeTIkT0yFFtRFBRFobKystvvFYiaehX74vX35WuHzl//4H/8L9A49LqpR3nkiy8QHtP2iA3Rcy666CKWLVsGgMvlorKyks8//5xf//rXbNy4kZUrV6JWq1m9ejURERE+jtZ3JFkWQvSoQf3CCRmxHXtIJb/d8XXjxpviG/+7u/GDUTsRQlzxaNRTfRSlEMIX7C47ZoeFOkcD0cYobC47dlfnRqP0tIMHDzJ16lQ++ugjZs+e7dm+Y8cORowY0eHxVVVVzXpfztdXh+AK0VlNVa+dtXWebTa3C0fd2d/r6locU9fKNnFhIiIimDJlSrNtCxcuZOjQoTzwwAO89dZb3H777Vx00UU+itA/BGS3zh//+MdmH2ytOXjwIFdccQWxsbEkJCRw4403cuZMx0tXCCGaUxQFm8vueVmdNqxOW7NtTXPzAFw4UUI6fppu1pRhdzt6M3QhhJ9ZvPFZfvdd4xDnNw6v5tfrnvJZJexhw4YxdOhQfvGLX7Bx40aOHDnCgw8+yNatW3nsscd8EpMQfZFVvp/7lfvuu49+/frxf//3f0DLYdhWq5WHH36YtLQ0DAYDo0ePZuXKlT6KtvcFXM/ysmXLeOyxx5gxY0abbSoqKrj00kuZPn0669evx2az8eCDD7JgwQJ2796N0Wj0YsRCBC5FUVi665UO10gdGNmfB8ffg0rVvFiXZc8l4NY022YwKKhHft3jsQoh/JNerWNgZH9OduI+olfrvBRVYxGijz/+mEceeYSbbrqJ6upqxo0bx1dffcXIkSO9FocQfZ09vwBNWBgD//rnFt8jhPep1Wrmzp3LW2+91WL0jKIoXHvttXz33Xc8+eSTDB8+nNWrV3PLLbdgs9m48847fRR17wmYZLmwsJB7772XtWvXkpWV1W7b1atX09DQwH/+8x9MpsZ1XN944w369+/P5s2bueSSS7wRshABz+52dJgoA5ysOYPd7cBw3hIwf7jzIt57ZS0VDg2xQwcxLD2SySOieHy7JMtC9BUqlYoHx9/jGUny2al1bCvaw5PTft2snV6t8/oX5cTERF599VWvnlMI0Zz1dA7GjHRJlP1IUlISDoeDioqKZtu//vprvvjiC95++21uvvlmAObPn09DQwO//e1vue2224KuYnnAXM2uXbvQ6/VkZ2ezZMkScnJy2mx76aWX8uGHH3oSZfi+jH1VVVVvhypEUHp2xmL0Gr1nqZSqqirsLnu7QygTYoyMNe+jNDqEmVdMol9YEjYfzU8UQviOSqXyPEyrsFaRGBrX4uGaEKLvURQFa04uUXNm+ToUcY6m6XXnP8D45ptvUKlUXHHFFc16na+66ireeOMNDhw4wNixY70Zaq8LmGR54cKFLFy4sFNtMzIyyMjIaLbtmWeewWQyMXPmzF6ITojgp9foMWj0GLWNBTnO/6J7tOIk1fY6ihtKPdse3vAMrjkuoA7yt3Pr0Ku8GbIQwg+VmsvJiEj1dRhCCD/grKjAVV+PMSPd16GIc+Tn52MymYiNjW22vaKiAkVRCA8Pb/W4wsJCSZYD0fPPP88LL7zA3//+d+Lj4ztsHx0d7ek9a43b7fY8aemL1S47u9h8sOpL12912jw/R0dHY9QayKst5NtTmymuK6Ww7vvE+P/2r0CjUhMb8v2N9YZB87D88230Ey7jmik3o9PomhX1iouL8yTfQNAN3RFCNKcoCqXmCiYljfV1KEIIP2DNyQXAeF4nl/Adp9PJunXrmDZtGhpN87ozUVFRhIWFsXbt2laPHTRokDdC9KqArIbdWYqi8Pjjj3P//ffz2GOP8ctf/tLXIQkR8D488hXrc7aiVqsZmzzcs/1PP/gd/7nub/xp3iOebSNtyWQW2cnIGIZWLYmwEH1dta0Wu9tBQkhsx42FEEHPcjoHbUwM2si+u46vv3nppZcoKiri5z//eYt9s2bNor6+HkVRmDBhgue1f/9+nnzyyXaX0wtUQfvt1eFw8KMf/YgVK1bw17/+lV/96lc99t4Wi8VTUbsvLjjf2cXmg1Vfuv5z5xdXVVVh0OgpritlYr8x3DzwCmwuO2tOrAdA51BTU13T7JhTh49g0kBIQihFZcWEmExoDEF72xFCdKDU3FgsJjE0zseRCCH8gfV0DsZMGYLtC7W1tWzduhVoHDVbXl7OmjVreOmll/jhD3/Idddd1+KYyy+/nJkzZ3L11Vfz+OOPM2zYMLZv387vf/97FixYQFxc8N3bg/Zb6x133MGqVatYsWIFt9xyS5eOraqq6vDJiCw/Jfoa+9kkuLiujNGJQ7G57J5tbXktdDPcFA+H/g6HWu4vLy9vNve5rq6uR2MWQviXEnM5apWaOGPbU52EEH2D4nZjzT1D7JWX+zqUPmnPnj1MnToVaCzkFR4ezqhRo3jxxRe55557Wj1GrVbz2Wef8fjjj/P0009TWlpKv379ePDBB/n973/vzfC9JiiSZZfLRVlZGZGRkZhMJpYvX87KlSv585//zOzZsykuLva0bWojhOiac6terzr8BasOf9FqO39dU1UI4Xul5nLiTNFo1JqOGwshgpq9qBjFZsOUmeHrUPqcdevWdbrt+SsQhYaG8txzz/Hcc8/1bFB+KiiS5by8PDIzM3nttddYtGgRK1asAOA3v/kNv/nNb5q1bWojhOjYhSS+566puuvhJdREJXLJo/e2+t6ypqIQfUuJuYKEkOAbpieE6DprTg6oVBjS+/s6lC7R6/XMmTMHgDVr1vg4GtHbAjJZXr58ebPfMzIyPOuBAXz55ZdejkiI4HRu4guwt/QQ/z70Pi9c/hQO8/dDsM9PfFUqFXqVlsi6KiwDRst6qkIIoLFneXT8UF+HIYTwA9acXPSJiWgCbMSnTqdj+PDhqFQqSZb7gKCuhi2E6D6VSoXh7BrL1bZaQnUmYkOiPdsMGn2rPcS2ikq0bhemlKRej/GPf/wjs2fPbrfNm2++iUqlavE6f3iREKJ3ON1OKqzVJErPshCCpuJeGb4OQ4h2SbIshOi0cksliWHxnRo+XX4qH4Co9JRejWnZsmU89thjHbbLzs5m9uzZFBUVNXulpaX1anxCiEbllirciluGYQshcDscWPPypRK28HsBOQxbCOEbpeZKEsI690W3OrcQNSoSMnonWS4sLOTee+9l7dq1ZGVlddh+//79jB49mqSk3u/pFkK0VGIuB5A1loUQ2PILwOXCmJHh61AAPFWhO0Ovl6llfYkky0KITiu3VDI8aXCn2loKS3Dqwxka3TtzkXbt2oVeryc7O5slS5Z0OJw6Ozubq666qldiEUJ0rNRcgUGjJ1If7utQhBA+Zs3JAY0GQ1qqr0MBYMqUKV0qOnpurSQR3GQYthCiUxxuJ9W2WhLD4jvV3l1eSkNoNOpeqni9cOFC3n//fQYMGNBh26qqKgoKCti4cSOjRo0iJSWFa665hmPHjvVKbEKIlkrN5SSExEkVfCEE1tM5GFL7odb5zxKSiqJ0+iX6DulZFkJ0SoWlCgWFpE4my7qaClyd7IXubQcOHADA7XazfPlyzGYz//M//8P06dPZv38/iYmJ7R4fHR1NdHR0m/vdbrcnAYiJiem5wAOIWt347LUvXn9fvnbo/PVX2KtJi0pp1k6lUnmOb41WK19ThAhG1pxcTIP94zsCwDvvvNPptiaTiYULF/ZiNMKfyKeQEKJTyiyVACSGdjxn2e1wYLLUoUnoXGLd22bMmEFZWRmxsbGepHbVqlX079+f5cuXs3jxYh9HKETwK6orZUTCEF+HIYTwMbfVir2omJh5l/o6FI+CgoJOtw0NDe3FSIS/kWRZCNEpZeZKtGot0abIDttaiktRoxDSL9kLkXVOXFzzJD8kJITMzEzy8/O7/d4WiwWj0QhAZWVlt98vEDX1FvbF6+/L1w6du36L00qNrY4IVUizdiEhIfLFU4g+xpp7BhRFlo0SAUGSZSFEp5RbKokzRqNWdVzqoGnZqJiMfr0dVqe8/PLLPPLII5w5c8bzxby2tpZjx45x9913d3h8VVUVTqez3TZNybIQoqWmStihRPPJlnxOFdYDMKhfODNGJxAe0vq8xbq6Oq/FKITwDuvpHFQGA/pk/3mgLi7M0qVL2bNnD2+88UaLfQ899BC7du1i3bp1XXrPG264gbCwMJYvX+7ZdvToURYsWMCePXuIiorqXtBdJMmyEKJTyiyVxIV0bk5m7ZkiFJWO1FTfDMN2uVyUlZURGRmJyWTisssuY/Hixdxxxx089dRTWCwWHnnkEeLj41m0aJFPYhSiLyk1V+AsT+GvrxfgdH1fHGfP8Uo+3JTHjy8fxOThsv6yEH2BNScHY/80VO3UK/AFjUbDmDFjGDZsGFFRUajVaqqqqjhy5Ai7d+/G7XYDYLfb2bJli9fjUxSF3UfL+HzzaY7kVuF2K6TEhzJvcjqzxqVi0Gm8Gs/hw4d5+umn2b9/f4t9S5cu5bnnnmPWrFmdfj+3282DDz7I+++/z1133dVs35AhQ7j66qu5//77+c9//tPt2LtCkmUhRKeUWyoZEdu5YhzW4mIshghGhftmLcK8vDwyMzN57bXXWLRoEWlpaXzzzTf89re/Zdq0aSiKwrx581i7dq30CAvhBdmnKnGcHg0oZCSFMnVE44O07w6UcaakgZc+PkZEqI5h6R1P8xBCBDZrTi5h4y7ydRjNaLVabr75Zk/Bz6aK1wkJCSQkJDBw4EDee+89XC4XDoeDrVu3ejU+m8PFn1/fydaDxc221+baOZJbxftrj/PkT6aSFOu9aS2LFy/mtttuIyUlxbPt9OnTPPTQQ3z00UdERnb+fp6dnc0vf/lLduzYgcnU+pKjv/3tb0lLS+NXv/oV48aN63b8nSXJshCiQ27FTYWlijhTJ6v9lpdhCYv22hIx5w7VAcjIyGixtMO4ceP48ssvvRKPEKK57P0AKqaPSuCuuamcvO9XAFzywt/411dn2HqwnI++y5NkWYgg56yrw1FegTEjw9ehNDNx4kQSEhJQFIXq6mqioqJQqVTU1tYSHh5Ov379mDRpkk96lAH+9vYeth4sRqtRc9nFGcy6qB9GvZadh0v4cMNJCsoa+P3LW/jbr2cRYuz95bgOHDjAJ598wnfffdds+69//WtOnjzJt99+y+9///tOv9+dd95JWFgYW7du5aqrrmq1TVJSEpdccgl//OMfeffdd7sVf1f41/gHIYRfqrLW4lRcxHcyWdbXVuKOkSGVQggor7ZSV2VApVK4YVb/Zmuvq1UqbpiVjgo4cqaW6nq77wIVQvQ66+kcAIyZ6b4N5DxZWVmoVCr27NnDa6+95tn+1ltvsWPHDhRFYejQoT6J7VRhDRv3FqBWwZKfTuHea0YxND2GjOQIbrhkMH/79SziIo0Uljfw9Y4zXonpzTffJDk5mSlTpjTb/t///d9kZ2czc+bMLr3f66+/zqZNmxg9enS77W688UY+/PBD6uvruxzzhZJkWQjRofKzy0Z1Zs6yy2zG6LCgS0jo7bCEEAGg1uwAINzgIFyn4LbZPPvcNhvRBog+Oxui7mxbIURwsubkogkLRRfnXw/Um4YMZ2dnN9uuUqk4ePAgABEREV6PC2DN1lwApo1OYfSglrVgYiNN3Dg3C4Avzrbtbd9++y0TJ05sMYJw5MiRFzSqcNSoUZ1qN3HiRBwOBxs3buzyOS6UDMMWQnSozFKJChWxxqgO2zYUNM6nCUtN6aClEKJP0DYmx/914G2O/+LtZrtOPvgwAD8Fnhl0Z5tVsYUQwcGak4sxI8Nr07Q6y+l0otVq0ela3oOaVtGwnfOgz5tyi2oBmDQiqc02k0cm8eKqbPJK6nC5FTTq3v3zPXXqFBdffHGvnqM1GWeH758+fdpr55SeZSFEh8otlcQYI9GqO36+VtG0bFSmJMtCCHBoa1GHdbwG9fD0SKLCfFMUUAjR+xRFwXo6B2OGfw3BBigvb1zebt68eYSFhXm2DxgwgLlz56JSqThzxjtDnM/X9GDBfV4tlnO53d/v88ZjiJqaGs9DBG9qOmdNTY3Xzik9y0KIDpVZKjtd3Ksurwi7xkRWUlTvBiWECAgl5nL0/U7yXN2tKAokh2u4bV/jmpzvTriLM5V21Cr41bRUH0cqhOhNzspKXHV1flfcC2D37t3069eP+Ph4tNrv06NLL70URVF8tlwUwMDUSPafLOe7fUXMndC/1Tab9hUCMKBfJOpe7lUGiIuLo7q6utfPc76qqirP+b1FepaFEB0qM1d0uriXvaSEGkOkDKcUQgCNaywnJiosumo4Kr2BojqXZ9+ZSjtqg4G7rx3B0P5SCVuIYOavxb0ATpw4waZNm7Db7Z4kUFEUFEWhrKyMd955x5OoeduCKY1/XtsPFbM5u7DF/oKyet779jgAl03N8EpM6enp5OXleeVc58rPz/ec31ukZ1kI0S5FUSi3VDEhqf0KhU1UleXYwmP9bj6SEMI3Ss3lJITEMnVEPKMGRPGvl77x7LthVjrTxqcSapSvI0IEO8vpHLQx0Wi7sP6uN+3YscNTzGvTpk2YzWZKSko8Q7R9JTUhnMumZvD5lhz++J8dzBjTj1njUjHoNOw6UsIXW3Ox2JwMSIlkzvg0r8Q0b948li1bhqIoXf6+d+jQIWw2Gxdd1PW1tjdt2kRISAgzZszo8rEXSj6dhBDtqneYsbpsnepZVhQFY10lSj/fLK8ghPA/JeZyRsc33hPCTDoyavOwGUMZ/cJShvg4NiGE9zQV9/JnZrMZaEyc/cm9147C5XLz5fYzbNhbwIa9Bc32Z/WP4vEfT8ag03glnuuvv54lS5awfft2Jk+e3KVj/+u//oucnBxycnK6fN7PP/+cK6+8EpPJ1OVjL5Qky0KIdnmWjepEsuysrkbrdqJPSuztsIQQAcDpdlJhrSbB1Di/TFEU9FWlOGP96x5x7Ngxxo0bxwsvvMCiRYt8HY4QQUdxu7HlniHm8gW+DqVVU6dO7VQ7X81b1mrU3H/zRVw+LZPPNudw7EwVLreblLgw5k9JZ/zQxF6vgH2u0aNHc+WVV/LSSy+1mSyvW7eu1e1ffvkl48aNa/O920qic3Nz+fLLL73+ICMgk+U//vGPrFmzps3/CQAVFRXcf//9fPbZZ6hUKm699Vb+/Oc/ExIS4r1AhQgCZWeT5c70LNfnNy4bFZ6a3KsxCSECQ4WlCrfiJiEkFoDKOjsxlir0w7o+/K63OBwObr/9dhoaGnwdihBBy15cgttqxZiZ4etQWjVlypRODSf2VbLcZFBqFPffNNanMTR5+umnmT59On/4wx/o37/1wmOt+dOf/sScOXO6fL6//OUv3HjjjRc0fLs7Ai5ZXrZsGY899liHY9VvuOEGGhoa+Oabb6iurubHP/4x9fX1/Pvf//ZSpEIEh3JzJeG6UIxaQ4dtK0/n4UZFXIYky0KIxiHYAImhjT3LBflVRDnrCRvgnXl1nfHEE08QERHh6zCECGqe4l5eLMzUVUo7SzOJlkaNGsWjjz7K4sWLeeuttzp93NVXX82wYcO6dK4jR47w0UcfsWfPnq6G2W0BkywXFhZy7733snbtWrKystptu2XLFtatW8ehQ4c8/zNefvllFixYwNNPP02/fv28EbIQQaHUUkFcSOcqYdcXFGPWhTEqPqzjxkKIoFdirsCg0ROpDweg7EQuqUDM4AyfxtVkw4YNvPTSS+zdu7dLPSNCiK6x5uSgT0pEE+K9uaZd8c4777TYptVqiYmJYdKkSZjNZt577z0fRObfFi9e3OVjRo0a1eVjhg4dSm5ubpeP6wkBs3TUrl270Ov1ZGdndziRfOPGjSQnJzd7ajF79mxUKhWbNm3q7VCFCCrllqpOLxvlLCmlxhhFmEmWjRJCNC4blRAS5xne2JCbj4IKQ4rvR59UV1dzxx138Pzzz5OW5j893UIEI2tOrt8OwQYoKCho8crNzWXPnj188cUXxMXFMWXKFF+HKXwgYHqWFy5cyMKFCzvVNj8/v8UHn16vJzY21idrggkRyMotlQyNGdiptuqqChxR0jsjhGhUYi4n8ex85cYNxVjDolHrfP9A7ec//zkXX3wxt9122wUdHx0dTXR0dJv7m4Z0xsR07mFjsFGrG/tj+uL19+Vrh5bX73Y4OZaXT9Ilczr8M1GpVJ7jW6PVej91aapnkJWVxdq1a71+fuFbAZMsd4XZbMZgaDm/0mg0YrVaOzy+ow9At9vteUreF2+E8iHQd67f6rRSa68nM76/53rbun63w4nRXI126OQ2/2z88UNQCNF7Ss3lZEVnAOByK5hqylCSk3wbFPD666+zceNG9u/f7+tQhAh65txcFKeTsEGde/DuC8OHD2+xTaVSodfrPfv0er23wxJ+ICi/mZpMJmw2W4vtVquV0NBQH0QkRGAqqa8AIDEsrsO2ttJS1IpCaGpKb4clhAgAlrMP2xJDGu8fJZVm4mxVGNO6Pl+tp7366quUlJS0GIX2s5/9jJUrV/L55593+xyKoqAoCpWVld1+r0DU9NC0L15/X752aHn9VfuyQaPGFhWJo4M/k5CQEJ98V58/f36H1bCLioq8FI3wJ0GZLKelpfHBBx8022a326moqOiR4l4WiwWj0Qj0zRuhfAj0nes/UXoKAIND67netq6//MBhAIwJcW3+2fjqQ1AI4X2l5saHbQlnk+XCnFLC3TaiB/m+Gu4bb7yBxWJptm3w4MEsWbKE22+/vVPvUVVVhdPpbHN/Xxh9JERnWHNyMfRL7dT0C7PZjNlsbnN/XV1dT4bWTFvVsFUqFfX19Xz77be9dm7hv4IyWZ45cyaLFy/mxIkTDBo0CPh+Yexp06Z1eHxHH4CAJ1kWIpiVW6owaPSE6TpOcKtO52NXaYnvH99mG19+CAohvKv07LJRnjWWT+QSDkQN8H1dg7YenCckJMiKGUL0MOvpHEyD/XcINsCaNWtabNNqtcTGxjJixAgaGhrkO0ofFRTJssvloqysjMjISEwmE5MnT2batGnccsstvPjii9TX13Pvvfdy5513yoegEF1QZqkk3hTT4dAkAHNhCdX6CAbF+OeyEEII7yoxlxOhD8OkbXy4bM0vxKnWoovveFqHECI4uK1W7EVFRP9grq9DadehQ4fa3Jefn8+VV17JjBkzpHe5DwqYpaPak5eXR3JyMitXrgQah0usWrWKzMxM5syZw0033cRll13Giy++6ONIhQgs5WeT5c5wlZVSZ4zEZAiKZ3BCiG5qWjaqibq8GFtUPKp2ivz5kqIoLFq0yNdhCBFUrGfyQFEw+fGyUR2pqGicUjJkyBAfRyJ8ISC/1S5fvrzZ7xkZGS3mGSQkJPDuu+96MSohgk+ZuZJxiSM61VZbXYEzaVjHDYUQfUKJuYL+4Y0F/2wOF2F1FagH+n4IthDCe6ynT6PS69H7QRX89gwdOrTFtvOrYcuKHS0tXbqUPXv28MYbbwBw4sQJHn30UTZt2kRDQwOjRo3iySefZO7c7o0s2LNnD5MmTeL48eNkZGR4tt95552MHDmShx9+uFvv3x75vy6EaJXT7aTSWt2pnmWXxYLB1oA6PsELkQkh/J2iKJSay5mQ2Fj5urCsgTh7NYb+F/s4MiGEN1lP52JM749Ko/F1KO267LLLAqYatstqZcvNjYUIp658E42P6igdPnyYp59+2rMEX0VFBbNmzSI2Npa//e1vRERE8M9//pN58+bx7bffMmvWrAs6z4EDB7jiiitarSf1zDPPMHLkSBYuXMiwYb3TYeOfY6GEED5Xaa1BQSGuE8myvaQEAFOKfz85FkJ4R429DpvLTuLZ4l7Fx/PRKS7isjJ8G5gQwqusObkYM3xfAb8zmpZ7a+1VX1/P2rVrfR2iX1m8eDG33XYbKSmNI4j+/e9/U1ZWxueff85NN93EggULeOeddxg2bBh//vOfu/z+drudpUuXMnny5FaXBAZISUnhtttuY/Hixd26lvZIz7IQolVllsblnzrTs1yb1/i0Nap/cq/GJIQIDE3LRjWtsVx9+gwxQHh6WjtHCSGCibOuHkd5OcYAmK/cWjVsALfbjcVioaCgoMOVcvqSAwcO8Mknn/Ddd995tqWmpvLggw82K6as0WgYPHgwR44c6fI5PvvsM5588kkeffRREhMT+clPftJqu9tvv51p06Zx4MABRo4c2fWL6YAky0KIVpWbK9GoNEQbIztsW51TQIPGSGKyrCsqhICShnLUKjWxpmgAHIWF2PQmtJERPo5MCOEt1pwcAIznzDH1V+1Vw/YHLqv1nJ9trf4MeG1I9ptvvklycjJTpkzxbLvpppu46aabmrWrqqpi/fr1XHLJJV0+x8SJE8nJySEmJqZFvapzTZ06lX79+rFixQqefvrpLp+nI5IsCyFaVWapJNYUhVrV8WwNa1EJlboIRkTL+uNCCCi1lBNrjEKrbvyaoasoxREjNQ2E6EusObmoQ0Nlubge0DRH+Xzb7/pxs9+nf/i+N8Lh22+/ZeLEie3O83a73fzkJz+htrb2ggpwdWW53wkTJvDNN990+RydIcmyEKJVZZaKTi8bpVSUUR8ShUHv3wU8hBDeUWKu8AzBrrc4iDRXohvQucr6QojgYD2dgzEjvcPCWb7w61//+oLieu6553ohmsBz6tQpLr647YKNDoeDRYsW8f777/PCCy8wadKkNtueP7xdo9F0+f9NRkZGsyHhPUmSZSFEq8otlWRFD+iwnaIo6GoqcfXvuK0Qom8obShnZFzjmqQFhTVEO+owZcp8ZSH6CkVRsJ7OIWrWDF+H0q7zl55tjy+T/qkr3/T87LLaPD3Kk/79Khqjwevx1NTUEBoa2uq+6upqrrvuOtavX8/zzz/PL37xizbfJycnh8zMzGbbXnvttS6veR8aGkpNTU2XjuksSZaFEC24FTflliqmpXRi2aiaWrROO9pEGWIphACX20W5tcrTs1xyPJdEFKmELUQfYi+vwFVX57eVsPPy8lokvzExMYSEhOB0OqmoqMDlchEbG4vBYKCiooLc3FwfRdv2XGSN0eCTpaPi4uKorq5usT0/P58f/OAHnD59mrfffpsbb7yx3fdJSUlhx44dzbadnzx3RlVVFXFxvTPcX5JlIUQLtbZ6HG4n8WeXfWmPrbgYgNB+smyUEALKrVW4FTcJZ+8f9bn5JAIhqSm+DUwI4TX1J04A/lvc67333mv2e0pKCjfccAP5+fl8/PHHWM8W1NJqtVx55ZVkZmayfv16X4Tql9LT08nLy2u2rba2lrlz51JcXMxXX33FjBkdjyrQ6/VMmDCh2/Hk5+eTnt47D2ZknWUhRAtNy0bFna1k257avCLcqIiRZaOEEDRWwobvl41yFRViCYlE7YPeDyGEb9SfOIk2OhptVMcraviDWbNmodVq2bhxoydRhsb5tJs3bwZod45uXzNv3jw2b97cbBj7E088wbFjx3jwwQfR6XRs3brV89qzZ4+n3aFDh5r93l2KorB582YWLFjQY+95LulZFkK0UGapQIWKOGMnkuXcAmq0oaTFh3shMiGEvys1V2DQ6Ik0hKMoCoaqMlxxib4OSwjhBW6bjS3XNS4fFDp6lI+j6bz4+Pg292m12g7beJPGaPRa1eu2XH/99SxZsoTt27czefJkAN5/vzGmP/zhD/zhD39o1j49PZ2cs0uJ/dd//Rc5OTme37trx44dlJeXc8MNN/TI+51PepaFEC2UWSqJNISj0+g6bGsrKaVSH0mCLBslhABKzOUkhMSiUqmorLMTa63C0IUlQIQQwcFf5yu3xmKxADB79mwiI7/vDY+KimLOnDkAzXqc+7rRo0dz5ZVX8tJLL3m2nTlzBkVRWn2dmxh/+eWXhIWFdel8ixYtQlEUMloZ1v/SSy9x9dVXM3z48Au9nHZJz7IQooVyc2WXlo0yhyaj08qzNyEElJrLSTA1zlcuyC0jzGUhbGB/H0clhOhNbput2X8B9P1SPL+rDd6v2NwVhw4dYtKkSaSkpHD33Xd7kmeTyeRpc+TIEV+F55eefvpppk+fzh/+8Af69+/8Pf5Pf/qT5wFEd+Xl5fH++++zcePGHnm/1kiyLIRoocxSRWp4xwW7FJcLfV01SnLgDLUSQvSuUnMFg6MzACg/nks/IDYrcHqYhBBdd/wXD7TYVvTiy56fh7zyf94Mp8u2bNlCYmKip0iU8WyNhaY5ufn5+Z65y6LRqFGjePTRR1m8eDFvvfVWp4+7+uqrGTZsWI/E8Mgjj7B48WJGjeq976GSLAshWii3VDI2oeMbmaO8HLXiRifLRgkhAIvTSo29joSzxb0sefm4VBoMiTJnWQjhv9xuN6tWrWLYsGFkZWURFRUFNK4nfPLkSfbv3+/bAP3U4sWLu3xMTya2b7zxRo+9V1skWRZCNNPgMGN2Wjo1DNtWXAJAmCwJI4QAyswVAJ5loygtxhIRi0qj8WFUQojeNvgf/ws0DsM++eDDAAx87k9+P/z6fIcPH+bw4cO+DkP4EUmWhRDNNC0b1ZlkueZMIQ6Vhrg0/6gQKYTwrZKzyXJiSBwut0JITTmqNFlWTohg15QUK05ns22BliwnJCQwbNgwoqKiUKlUVFVVceTIEUpKSnwdmvARSZaFEM2Um5vWWO44Wa7LK6ZKF8GgmNDeDksIEQBKzOVE6MMwaY0UltUTa6tClzbB12EJIbzEVlDo6xAu2CWXXMLYsWNbbB8/fjw7duzo1SJSwn9J+VohRDNllkpCdSGE6EwdtnWUFFOpjyA+KrCeHAshekepudwzX7nwZCEGxSnFvYToQ+yFRag0Gia99UZA9SqPGDGCMWPGtLn00cSJExk6dKivwxQ+IMmyEKKZcktVp5eNUlVWYA2PRquRW4kQorESduLZ+cpVJ88AED1AkmUh+gprTg6m/mloDHpfh9Ilo0aNQqVSkZeX51k7WKVSsWLFCk6fPo2iKIwbN87HUQpfCJhvuG63myeeeIJ+/foRGhrK5ZdfzunTp9tsX1payu233058fDxxcXHccsstFBYG7tAQIbylzFJJnCm6w3ZuqxW9pQ4lRuYrCyEal1gpOadn2V5QiF1rQBsd5dvAhBBeYzmdQ9igQb4Oo8tiYxsf8m3atAmz2ezZ3tDQwHfffQdAXFycT2ITvhUwyfJTTz3FsmXLePnll9m8eTMul4v58+djt9tbbX/TTTeRm5vLV199xVdffUVubi7XXHONd4MWIgCVWSo61bNsLy0FwJgkS8IIIaDWXo/NZff0LKvLi7FFx6NSqXwcmRDCG9w2G/bCIsIGDfR1KF2mVjemRK3lFU1rLbtcLq/GJPxDQCTLdrudpUuXsmTJEq644grGjBnDypUryc/P5/3332/Rvrq6mvXr17N48WLGjh3LRRddxCOPPMKOHTuorKz0wRUIERjsLgc1trpOFfeyFTVWhoxIk2WjhBCNxb0AEkLisDtchNdXokmSSthC9BXW3DOgKAGZLFdXVwMwZcoUtNrv6x+bTCYuvvhiVCqVzypiK4qC1Wnr1KspsfeWpUuX8sMf/rDT7fPz84mKimLdunUdtrXZbDz99NMMHTqU0NBQhgwZwpIlS5o90Ljzzjv505/+dCGhd1pAVMPeu3cvdXV1zJ0717MtKiqKcePGsWHDBm699dZm7U0mE+Hh4fz73/9m1qxZqFQqXn/9dYYMGeJZZFwI0VJ507JRTWuktqPmTCFmtYH4lI6HbAshgl+puRy1Sk2cKZq8wjpi7DXoMtJ8HZYQwkusObmo9DpC+gfev/tDhw4xc+ZMhg4dyo4dOzzb77jjDqAxYT13u7coisLj3/yZo+WnOtV+SNxAnpr7/7wyoufw4cM8/fTT7N+/v1Pt8/LymD9/PjU1NZ1q/8ADD/D666/z+OOPM3HiRHbu3MmTTz5Jbm4u//rXvwB45plnGDlyJAsXLmTYsGEXfC3tCYie5fz8fADS0pr/40tJSSEvL69Fe4PBwPLly1m/fj1RUVFERUWxdetWPvvsM88wCyFES+VdWGO5oaCxEnZidMdVs4UQwa/EXEGsMQqtWkvxsTNoUIgfLMW9hOgrrKdzMPbvj0qj8XUoXbZ7925PIa9zR6EqioLT6eTrr78mNzfX63HZXPZOJ8oAR8tPYnO1PkW1py1evJjbbruNlJT2Rxi63W6WL1/ORRdd1One+YqKCl5++WX+8Ic/8Nvf/pa5c+eyePFinnjiCV599VXKysqAxlzwtttuY/Hixd2+nrYERM9y00R7w3kl6I1GY6vDqhVFYe/evVx88cU8/PDDOJ1Ofve733H11Vfz3XffERER0e75oqOjiY5uu7fM7XZ7ntjExHSuanAwaXrg0BevHYL7+hvKbRg0ejKS+rf5VLLp+t3l5VTpIxmckYSmk9WwVSpVuw+szh36JIQILOcW96o9nUcMEC49y0L0GdacHMLGjPZ1GBdEURQ++OADBgwYgMvlIicnB4vFQklJCUePHm1W9MtXXrnmTxi0rS/HZXPauOeDh70Wy4EDB/jkk088xc/ak52dzc9+9jP+67/+i0svvZQrrriiw2Nqa2v52c9+xlVXXdVse9PyXadOnSI+vrHA7O233860adM4cOAAI0eOvICraV9AfDM1mRp7rmw2m+dnAKvVSmhoaIv277zzDs8//zxnzpwhPDwcgI8//pj09HReffVVfvWrX3klbiECTUl9GQmhcR0O31EUBVVFKY6ksZ1OlIUQwa3UXM7I2CEAOIsKsRjD0ISE+DgqIYQ3uOrrcZSVY8zM8HUo3XLqVGMv7urVq30cSUsGrQFjG8myt7355pskJyczZcqUDtv279+fEydOkJqa2qm5ygCZmZksW7asxfYPPvgAnU5HVlaWZ9vUqVPp168fK1as4Omnn+70NXRWQCTLTcOvCwsLGTjw+6IBhYWFjB7d8gnWxo0bGTJkiCdRhsbe4iFDhnD8+PFux2OxWDAajQB9smBYU49qX7x2CO7rz68qJFof0e61xcTE4KiuQeOwQWxcl/4cQkJCWn3AJYQIbE63i3JLFQln6x3oKktxxkqlfCH6CmtO4xBlY0aGbwO5QKmpqZ1q1zQ1tK/79ttvmThxYqfmRsfExPTIaMzVq1fz73//m/vuu6/FCOAJEybwzTffdPscrQmIZHnMmDFERESwbt06T7JcXV3N7t27ue+++1q0T01N5a233sJqtXqS2oaGBk6dOtWpim1VVVU4nc522zS9rxDBpMxSyej4jgskWM6uWW5M7tqXYbPZ3O5Qprq6ui69X5M//vGPrFmzpt0nlhUVFdx///189tlnqFQqbr31Vv785z8TIj1fQnRbaUM5bsVNYkgc9RYHUeYKdEPG+zqsDpWWlvLQQw/xxRdfYLFYmDVrFkuXLvUM9RNCdI7ldA7qkBB0CfG+DuWC3HjjjZ1K/J577jkvROP/Tp06xcUXX9xs2/m5k1qt7rFaUatWreK2225j+vTprVa/zsjI6NSQ8AsREOMnDQYD9913H4sXL+ajjz4iOzubm2++mbS0NK6//npcLhfFxcVYLBYA7rrrLlQqFTfffDPZ2dns27ePW265BZPJxKJFi3x7MUL4KZfbRYW1ulPFvcz5BShAZJrvl4VZtmwZjz32WIftbrjhBo4fP84333zDe++9x6effsrPf/5zL0QoRPArqmtcdz0xJI6CvAoinWYiM/v7OKqOXXPNNRw/fpzPPvuMHTt2YDKZmDt3rl/MTxQikFhzcjFmpAf0uuqKorT6atonvldTU9NipKBOp2v2WrJkSY+c669//Ss33ngj06ZN49NPP221wzI0NLTTVba7KiB6lgGWLFmC0+nknnvuwWKxMHPmTNasWYNOpyMnJ4fMzExee+01Fi1aRHJyMhs3bmTx4sVccsklqNVqZsyYwaZNm4iMjPT1pQjhl6pstbgVd6fWWK44nUeNNozEhPAO2/aWwsJC7r33XtauXdts7kprtmzZwrp16zh06JBnaYGXX36ZBQsW8PTTT9OvXz9vhCxE0CquL0Wv1hFpCOfA8cPEA/FD/LsSdlVVFRkZGTz66KOeojCPP/44Y8eO5eDBg0ycONHHEQoRGBRFwXo6h8jpF3fc2E9t2bKl2e9qtRqDwUBcXBypqanYbLZOz7ftC+Li4jxrUzc5f2mtjqpkd0RRFB544AGef/55br31VpYvX45er2+1bVVVFXFxcd06X1sCJlnWaDQ8++yzPPvssy32ZWRktHjiM2zYMD766CNvhSdEwCszVwCdWzaq7kwBlbpwBkb7bjrCrl270Ov1ZGdns2TJEnJyctpsu3HjRpKTk5utwTd79mxUKhWbNm3i5ptv9kLEQgQHRVGwux2e361OG3k1hcSZorG7HVSfySVGpSakX/e+KPW26OhoVqxY4fm9rKyMv/71r6SmpjJ8+HAfRiZEYHFWVeGqrQ3o4l5bt25tc9+wYcNYsGABWVlZHDp0yItRNWdz2i5oX29IT09vsXzvhAkTevQcjz76KM8//zwPPvggf/nLX9odtZCfn096eu88oA2YZFkI0bvKLJWoVWpijB2PvnCUFFNtiCEmwndVGRcuXMjChQs71TY/P7/FOu16vZ7Y2NhW12oXQrROURSW7nqFUzVnWt3/63VPQRYkxsXw+wBaa/WnP/0p//znPzEYDHz00UdSiFCILrCebizuZQrgZLk9TWsD9+/v26kl3lwaqiPz5s1j2bJljauj9MDQ+9raWg4dOsTAgQOJj49n7969PPvss0ycOJEbb7yRbdu2NWs/fPhwz1LAiqKwefNmfvnLX3Y7jtZIsiyEAKDcUkmsMQqNuv0vuIrLjbq6HEf/wagDZG6S2WxusU47NBbqs1qtHR4va693LJjXH+9IX7p2q9PWZqJ8rpIYFaGRYR0uc+Iva6//6le/4t577+WFF17gmmuuYdOmTYwbN67dYzq6LzSNeOsLfy9a05f+XZyvr117XUkJuphoEgYMALp3/f5yTzhXeHg4DQ0NPVasqisMGj1D4gZytPxkp9oPiRuIQdP6UOWedP3117NkyRK2b9/O5MmTu/1+u3fvZs6cOZ4ptatWrUJRFHbs2MHUqVNbtF+7di2zZ88GGod/l5eXc8MNN3Q7jtZIsiyEABp7ljuar+y22dh64y2oAV104HwJMJlM2Gwthyi1tVa7EKJjLy18BoNWj91l56cf/ZZ7x99GeuhgHt3wpK9D67KmYdf/+te/2LZtGy+88AKvvvqqj6MSIjA0nDhJ2KBBvg6jR+j1elwuFy6Xy7MtNzeXl19+mfh471f6VqlUPDX3/2Fz2TvV3qDRe6XI2ujRo7nyyit56aWXupQsz549u9ViabNnz+bxxx/3FO9asmRJpwuEvfTSS1x99dW9Nn1GkmUhBNDYszwgsu35Hg6nm52Hy2lKkUuM0TRYnYQa/f82kpaWxgcffNBsm91up6KiokeKe/X1tdchuNcf70hfuvZzv7CZ6xpwaRzUqOoBiFSHc3L/ac/+qqqqDns4fLn2enl5OV9//TU33HCDp7dKrVYzYsQICgoKuv3+TZV0+8Lfi9b0pX8X5+tL16643dQdP07Mgvme6+3O9fvqnmA0GrniiitIT0/H6XSydetWtm/fDsAPfvADsrOzPcOxvU2lUnU4SscXnn76aaZPn84f/vCHbg9RLyws5L333uOLL77o0nF5eXm8//77bNy4sVvnb88Ffcv95S9/ycSJE5k4cWKzgjlCiMCkKArlliomJ13U6v5jp8r558fHMNdZuP/stuNFFh5+fgu3zs1k+rhU7wV7AWbOnMnixYs5ceIEg84+/W6qajlt2rQOj5e114Vo27nLRp04tRnaHpncQm+tvd4ZxcXF3HrrrURHRzN//nwAHA4Hu3fv5qqrrurw+I7uC31lCK7o2xylpbgtVowZPVNcyVf3hBkzZtC/f38URUGj0TB9+nTy8vKoqKhg5MiRDBs2jHfffZeioqJeOX8gGjVqFI8++iiLFy/mrbfe6tZ7xcTE8P7773c56X7kkUdYvHgxo0aN6tb523NByfI//vEPTxd/WFgY48aN8yTPEydOJCMjoydjFEL0slp7PTaXnbiQlt9yiyrMKE8/xj3nbb8/593GH47C7oefZlyW/3wxdLlclJWVERkZiclkYvLkyUybNo1bbrmFF198kfr6eu69917uvPNOWTZKiG4qqCsm0hCOSWvEkl/QpWTZl0aOHMlll13GL3/5S1555RViYmJ4+umnqaqq4te//rWvwxMiIFjOFvfqqWTZVzIzM1GpVDQ0NFBWVkZ6ejpDhgxh165dWCwWQkJCmDRpEh9++KGvQ/Urixcv7pH3MRqNF9QB+8Ybb/TI+dvTrZnqiqJQV1fHhg0bWLp0Kbfccounitlll13G73//ez7++GOKi4t7Kl4hRC8otzQOlUowxbbY9+mWjocjrtp4ptU5KL6Sl5dHcnIyK1euBBqHMK1atYrMzEzmzJnDTTfdxGWXXcaLL77o40iFCHy51QWkRzWOLlGVlfo4mq556623uPTSS7nllluYNGkSFRUVbNy40edVb4UIFNbTOegSE9AEeP2PpiKgn3zyCatWrSIvL4+UlBTq6ur49NNPURSFxMREH0cpfKFbkw2ff/55du/ezc6dOzl06JBnMnxFRQVffvklX375padtSkpKs97nCRMmEBUV1a3ghRA9o+xsshxnat4l5HC62X6kgu0DbuXhW0eSHq3l1P9rfIo4YOmz2NCy+KXdmMvM5JY0kJEU5vXYAZYvX97s99bWXk9ISODdd9/1YlRC9A051flMTRuPy60QUlcBBM6SUZGRkSxbtoxly5b5OhQhApI1Jyfge5Whcemi2NhYTzHQ3Nxcpk6dikqloqamBmgsFir6nm4lyz//+c89ZdStVit79uxh586dntfRo0dxu90AFBQUUFhY6Bm+oFKpOpwDKITwjnJLJZH6cPTnFeMxW504nG5Q6xiYEYMt//teZo3RSJjBQEJCBDnFDVTXd65SoxAiONhddswOC+XmSvqFJ5JXWkW4uwbwnykZQojeozhd2PLyCZ84wdehdNuxY8eYMmUKEydO5IsvvqCoqAitVktSUhLh4eFAY00D0fdcULJcVFTE1q1bm603ZjQamTp1arO1sOrr6z09z02vkydP+tVwTSEElJlbXzbKZNCgVoFbgYJyM+HnVYi1O1yUVDWuUxxm0nklViGEf1i88VnPz/+38+y8sWslURair7AVFqA4HEHRs9xk2LBhDBgwAIfDgaIoXHvttRgMBlQqFRUVFb4OT/jABSXLiYmJXH311R22CwsLY+bMmcycOdOzraKiwifrlAkh2lZmqSQptOW/S71Ow9jBMew+VsnqDXncSDENGiOWB55kiMHAF9/lYbG5iIs0MCDZN0OwhRDeo1frGBjZn5M1Z9ptNzCyP3q1PEATIphZT+eAWo0xCOb4T5kyBZVKhaIo6PV69PrGkXZNc5kBsrOzfRWe8CGvL5Aq85SF8D/llkpGxQ1pdd8VU/qx70QVu49XUkgIKdGjGFhv42/vHmbfySoArpyailqt8mbIQggfUKlUPDj+HuzuxuGIKw5/SLm9iidm/5qVj/0vyXmHGPW3Z9CrdZ5VM4QQwcl6OhdDvxTUhvbXUw8UVVVVmM1mzxRSaCxmbLVaOXHiBEeOHPFhdMJXvJIs5+bmcujQIS677DI0Gg2vvPIKW7du9caphRAdsDit1DvMrQ7DBhiQEs7Prsri5U+OU+wMpThqGLu/PeHZf/X0NGaNlQqRQvQVKpUKw9n6BkUNpQxJGIhRa8BYWoYSkeDZJ4QIbtacHIyZGb4Oo0csX76cqqoqX4ch/FCPJctut5vjx49z+PBhDh8+zKFDhzh8+DBHjx7FbDY3K+j14x//mB//+Mc9dWohRDc0LRsV30ayDDBhaCwDojV88Jc32R87nNQByaTEGJh9USLJsSHeClUI4UecbidFDWXMi5qFzeEivKECTcYoX4clhPACt82GrbCIqDmzfR1Kj2gvUTYajSxcuBCVSsU777zjxaiEP7igZDk7O7tZQnzo0CFOnDjRokqcFPISwv+Vmc8uGxXSfmEeY1UJ06r2EzJxMv/1s4uprKz0RnhCCD9V1FCGS3GREZXKmTPlRDvqUWem+TosIYQXWM/kgdsdND3LAOnp6SQkJKDRaJpNI9Hr9aSmpqJSqZg6dSqKorBz505Z1aePuKBkeezYsc3+ErWVFKtUKi655BKGDh3K0KFDLyxCIUSvKrNUYtIaCdW2v36g5UweTpWGlCEZ3glMCOHX8uuKUKGif2QKW77bhRFIyMrwdVhCCC+wns5BpdNhSEnxdSg9Yvbs2YwbN67N/YqioCiKZ9UfRVHYtm2bt8ITPtStYdiKopCcnMygQYOavSorK/n5z38OwFdffdUjgQohuk9RFE9hniYlDWXEGqM829sqzFN9IpcyfRSD0mRpGCEE5NcXE2eMJbfQwuGDeQzUmBjcP9XXYQkhvMCak4uhfxoqrcbXofSIwYMHd2pEbFObiRMnkp2djcVi6e3QhI91K1lWqVSMGDGCv//97816jtevX9/twIQQPUtRFJbueoVTbSz58ut1TwGNS748OP6eFgmzNS+PEkM08/pF9nqsQgj/5nIr7NrnoDJvHA9v/A4IQ5VxA2M+PslNc9KlloEQQc56OoewMcFTo8BkMqFSqVi/fj0lJSXNEueQkBCuvPJKVCoVK1eu9GyXiv99g/pCDvrPf/5Dv379UBSFb775hjFjxvDQQw9RV1fX0/EJIXqI3e1oM1E+18maMy16nxWnE3VFKZaoRMJMsnaqEH2Z263wfx8epeRkPA67hvAQHeFOM4pKxd4TVfz3f/aTV9rg6zCFEL3EVd+Ao6wMY0a6r0PpMVVVVSiKQkFBAfn5+RQUFHhehYWFnnbnbjebzT6MWHjLBSXLP/zhDzl27BhPPvkkoaGhOBwO/va3v5GVlcXy5culsJcQfu7ZGYv56+zH+dPMRwC4eciVPDtjcZvtbUXFqN1udKn9vBWiEMJPbTtczs6jlaByc9lUA7/I/he/yHmPu8LzGZAShtnmYvkXJ30dphCil1hzcwEwZmT4NpAetHr1al588UWKi4tb7GtoaOCvf/0rzz33nA8iE752QckyNJZRf/zxxzl27BiLFi1CpVJRUlLC3XffzQ9/+MOejFEI0cP0Gj0GjZ56e2PvT3JoAvp21ka1nskDIHpQ8DxFFkJcmLV7Gr9MapNP8oOLvr8npGcl8cvrhqJRqzhVWE9ucb2vQhRC9CLr6RzUJhO6hHhfh9Jj6uvrsVqtqNVqQkJCCA8Pb/Ul+p4LTpabJCUl8eqrr7Jz507mzJmDoigUFRV59r/++uvdPQXQuI7zE088Qb9+/QgNDeXyyy/n9OnTbbZ3OBw88sgjnvazZs1i7969PRKLEMGi7Oway3HtrLEMUHUihyptGOlpsd4ISwjhx04X1aNzO4iOrSRM+X5aRlx6ChE6hZGpjfOVT0uyLERQsubkYMxIR6XudhrhN7RaLZdddhn33XcfP/vZz/jJT37S6kv0PT32t3zs2LF88803fPDBBwwePNizfdGiRUyYMIF169Z16/2feuopli1bxssvv8zmzZtxuVzMnz8fu93eavuf//znvPbaa7z66qvs2rWL+Ph4LrvsMmpqaroVhxDBpKShHL1aR5Sh/aelDTl5lBpi6J8Y6qXIhBD+Sq1S8dCpt7h79VFOPfT99I3CP/2F4794gMu+fRGQ4jdCBCvL6dygWl8ZYMaMGQwdOhStVutZJur8l+ibLihZ3r17Ny6Xq9V9V111FQcOHOCvf/0r0dHRKIrC7t27ufTSSy84SLvdztKlS1myZAlXXHEFY8aMYeXKleTn5/P++++3aH/69GleffVV/vWvfzF//nyGDh3KK6+8gtFoZNeuXRcchxDBprChhOSwBNSqtm8FiqKgKimkLiKO8BAp7iVEXzc4LaJT7bJSO9dOCBE4HFVVuGpqgqq4F0BWVhYqlQq73c7Jkyc5fPgwhw4davY6ePCgr8MUPnBBS0dNmDCB0NBQamtrW31yrNVqeeCBB7jrrrv4wx/+wIsvvojT6bzgIPfu3UtdXR1z5871bIuKimLcuHFs2LCBW2+9tVn7L7/8ksjISC677LJm7dsbti1EX2J3NY7IyK8rIiU0EZvL7tl2PmdVNVq7FU2KFPcSQsCMMTEsPdn4ubtgXDwj3vs7AI5fPcZbGwooq7YyIiOS5FiTL8MUQvQC6+kcILiKewHo9Y11W95++23Ky8t9HI3wJxc8DNtsNnc4JCEqKoq//e1vHDhwgKuuuupCT0V+fj4AaWlpzbanpKSQl5fXov3Ro0cZMGAAq1atYvz48SQlJXH55Zdz+PDhC45BiGCyeOOz/HrdU+TXF7O9ZB+/XvcUizc+22rbpuJeEQOC6ymyEOLCRCWYcScX4FDr+GJ3mWf73z86SWGti4ioUH50+SAfRiiE6C3WnFw0kZFoo6N8HUqPKi0tRVEUKioqfB2K8DMX1LPc5MYbb2TixIlMmDCBCRMmEBUV1Wq7wYMHs3r16gs+T9M6ZgaDodl2o9FIZWVli/a1tbWcOHGCp556ij//+c9ERUXxP//zP8yYMYNDhw6RkJDQ7vmio6OJjo5uc7/b7fb0qMfEtF8YKRipzxZ06IvXDoF7/YqiMCR2AEcrTrXbbkjsAJLiEj1/x0vzi7Gq9QwZk0VMTEy3rl+lUnmOb41W261bkhDCCwrqSwhJP86N4y/h4zVHPNsNeg0zRidx1cWpRIa1XV1fCBG4rKdzMGWmB11Ngm3btnHttdcyZswYKQgsmrngb6aKovDBBx/wwQcfeLZlZmZ6EueJEycyfvx4wsLCmh3ncrno168fU6ZMaXZse0ymxqFcNpvN8zOA1WolNLRlwSGdTkdtbS1vv/02w4YNAxqHVaSlpfHvf/+b3/zmN128WiECn0ql4g9zHsR2drj1roJsnt++nP+97Ekijd8X+DJo9M0+BCuPnaJUH81FaW0/QBJC9B359UX0C09kxugkaj/+hApTHOP/988857ag0wZPdVwhRHOK24019wwx8y68DpG/ioqKori4mEsuuYRhw4ZRW1vb6hTSNWvW+CA64UsXlCz/7W9/Y8eOHezYsYPjx497hmOfOnWK06dP8+677wKNX84HDx7sSaAnTJjA6NGjKS0t5eOPP+70+ZqGXxcWFjJw4EDP9sLCQkaPHt2ifWpqKlqt1pMoQ2PCPWDAgB6Zt2yxWDAajQCt9mwHu6Yexb547RA813+67AxhuhC0NhXms+stA5hpaNbOnpdLdVgKbkcDlZUN3br+kJCQVh9wCSECR35dEekRqSiKgrE0H2NSAslxoVRW2nwdmhCiFzlKy3CbzUFXCRtgzpw5no6C5ORkkpOTW20nyXLfc0HJ8v333+/5uba2lp07d3qS5x07dnjmESuKwtGjRzl27BgrVqwAaHcIZlvGjBlDREQE69at8yTL1dXV7N69m/vuu69F+1mzZuF0Otm5cycTJkwAGhPckydPcsstt3R4vqqqqg4LkjUly0IEqoKGElLCEtsdSuW2WtHXVUH6+B45p9ls9kyraE1dXV2PnEcI0TucbidFDWVM6zeBkooGEszlmIZO8XVYQggvsObkAGBM734NE0VRsLsd7bbRq3VeHe7dUS2mYBt6Ljqn2xMEIyIiuOSSS7jkkks820pLS9m+fbsned65c6enslxbS061x2AwcN9997F48WLi4+PJyMjgN7/5DWlpaVx//fW4XC7KysqIjIzEZDIxffp0Lr30Uu68805eeuklYmNjeeKJJ9Bqtdx5553dvWQhgkJhfQnDYtovwmPNL0AFhGX0905QQgi/VtxQhktxkRqWzJm9p4hUnPQfP9LXYQkhvMCak4suPh5NWPdGiCmKwtJdr3Cq5ky77QZG9ufB8fd4JUl95ZVXev0cIjD1SjWdhIQErrzySq688krPtpycHE/yvH37dnbv3t2l91yyZAlOp5N77rkHi8XCzJkzWbNmDTqdjpycHDIzM3nttddYtGgRAKtWrWLx4sVcd911mM1mpk2bxtq1a4mLi+vJSxUiIDlcDsoslcwNS2y3XdXxHFyoSBqS4Z3AhBB+Lb++GBUq+oUlcuLwTsJRET9iiK/DEkJ4geV0DsbM7vcq292ODhNlgJM1Z7C7HRg0vV8wUEa2ibZ4rfRsRkYGGRkZ3HjjjUDHQx3Op9FoePbZZ3n22ZbL22RkZLR4v/DwcJYtW8ayZcsuPGghglSxuQy34iYlrP3K8FUncqnSRzKiX6SXIhNC+LP8uiLiTTEYtQaUvFwaIuPRnLdShRAi+ChOF7YzeYSPH9ej7/vsjMXoz0uG7S57m8tZ9pbU1NROtWtazlb0HT5bp0XG/QvhO4X1pQCkhLbfs+woyKcyJJbocFkGRggBeXXFpIYnYXe4iKgqQjUky9chCSG8wFZYiOJw9HhxL71Gj0Gjx+FyoFVrfZYf3HjjjZ0693PPPeeFaIQ/kTUehOiDCupLiDVGYdS23SOkuN3oq0pxJyTLwy0hBIqikF9fRGp4Mjmny4h11BI1dLCvwxJCeIE1JwdUKoz903rl/T8+9Q1/2/1al0ee9iRFUVp9Ne0TfZPPepaFEL5T1FBCcgfzlR2lpWhdTky99MEohAgsldYaLE4rqWHJFK8/RiKQMkbmKwvRF1hP56BPSUHdC9MuzA4LGwt2MDt1is8ezm/ZsqXZ72q1GoPBQFxcHKmpqdhsNtatW+eT2IRvXVCy/OabbzJp0iQGD5YnykIEooL6EiYnjW23TeXxHADiszJ7PyAhhN/Lry8CIDU8ibwTm7FpjRiT2n/oJoQIDtacXEy9tL7yuvytuFxwcdIkn/Xgbt26tc19w4YNY8GCBWRlZXHo0CEvRiX8wQUly3fccQcqlYrIyEgmTJjAxIkTmTRpEhMnTiQlJaWnYxRC9CCzw0K1rbbD4l4Vx3Iwa0LIGNB+OyFE35BfV0SYLpRIfTi6knysCf0CfopGZWUljz76KJ988gm1tbWMHj2aZ555hunTp/s6NCH8httmx1ZQSNTsmT3+3usP5LF6kxlnwywe3rWP+Cgj00bF9Ph5uqOkpASA/v1lGc2+6IKHYSuKQnV1Nd988w3ffPONZ3tSUpIncW76b2SkVNIVwl8UNpwt7tXBMGzrmTwqTTFMiJRKt0KIxmWjUsOTqK6zEV9fCqNm+DqkbrvlllsoLi7mrbfeIjExkb///e/MmzePPXv2MGSIDDEXAsCWlwduN8aMjB5/7w/Kl6MbCrqzv9cDa8w9fppuCQ8Pp6GhAbVaSj31RReULP/ud79j586d7Nixg8rKymb7ioqK+Oijj/joo4882wYNGsSkSZN4/fXXuxetEKLbCutLUKvUJIa0v+a4trwYe/KwgO85EkL0jPy6Yi5KGE7OwRxC3HYiRwV2MnnixAm++uorNm3axLRp0wB4/vnn+eKLL3jzzTdZsmSJjyMUwvfcNhtnnvkzALq49r83dJZerSNel0yZo6jdduFKAnq1rt02vUGn0xEVFYVaraa6uprc3Fxefvll4uPjvR6L8L0LSpafeuopz8+nTp1i+/bt7Nixgx07drB7927M5uaPhI4fP86JEyckWRbCDxTWl5AYEodW3fY/f2ddHUZbA/rUfl6MTAjhr8wOCxXWKlLDk6nYcBwTED88sOuWxMXF8emnnzJhwgTPNpVKhUqloqqqyoeRCeGfVFpNz7yPSoVy8mIsZbVoU07w2ML5JIV9n4juP1nFPz44iqLVYZ3hwmTwTj3imJgYZsyYwcCBAz3bFEUhJyeHb775hrKyMq/EIfxLt//2DRgwgAEDBnDLLbcA4Ha7OXjwoCeB3r59OwcOHMDlcnU7WCFE9xU2lNCvgyHY1SdyAIgZLMW9hBCNRQEBUsOSyM7dQENYLJoQk4+j6p6oqCguv/zyZtvef/99Tpw4wYIFC3wUlRD+wW2zNfvv+T93pyp2g9VJXokZ0DJmaAjpkf3YdbSC8hob8yYmM35wArFheVTU2jldVM/wjKgLPldnhYeHc/PNN2MymVoUGcvMzOTWW2/ljTfeoKGhoddjEf6lxx/VqNVqRo0axahRo7j77rsBsFqt7N27t6dPJYToIkVRKKwvZVjMoHbblR45jUulJXWILBslhGishK1Va4kzxhJWUYi7F+Yu+trmzZv50Y9+xHXXXccVV1zRYfvo6Giio6Pb3N/0hTsmxr+KFXlL0/zOvnj9wXDtW667qcW2kw8+7Pl56qp32jy2o+tX13+fdN80dgERkVG8v2EvaYnhxMXFoVarCQsxUFFrJzQsotnwZ622d3qZp06ditFoxOl0cujQIUaNGoVKpeLIkSMMGjSI0NBQpk2bxpdfftkr5xf+yysz1Y1GI1OmTPHGqYQQ7aix1WF2WjrsWW7IOUOFMZrE2BAvRSaE8Gf5dcWkhCZSVFhDrK2aiKyBHR8UQD788EN+8IMfMGXKFN58801fhyNEUAs36dDqHQCUFhhYuyufogozt81rrIOQV1JHbnEdKhWkJ0V4Jab09HRUKhVr167l66+/9mzfsGEDX331FYqikBGEDwlFx7wzCUAI4RcKGhqHUnZUCVtdWoQ1Ogm1FPcSQtDYs9w/PIX8fceIQyFlbGAX9zrXCy+8wAMPPMCNN97If/7zH/R6fY+8r6IoKIrSohBqX9HUq9gXrz8Yrn3wP/4XRVHIffJ/cJydqzvwuT95hl+3d20dXf+hihMQlwOFg/nnhwcAhYlDY4k0OjmdX8Hf3zsIwIRhicRHe2e6R0hIY+dAXl5ei32FhYUAmEyBPfVEXBhJloXoQwrrSzBo9MQYo9ps43Y4CKmvRDNkvPcCE0L4LafbSVF9KRcnj6f++AkiNHrC0oKj+N+LL77IL3/5S+6//37+9re/dan6f1VVFU6ns839gTwEVwi1wUDD4SOeRLlpW3fmKjdZk7OBzEFOrM4Q8kobiwLnFNfz5PJ95BY3oABhJi3Xz0hpUVSrrq6u2+dvjcViISwsjJiYGKqrq5vtS0pKAqC+vr5Xzi38mywYJkQfUlhfQnJoAmpV2//0a3PyUSsKkQPSvRiZEMJfFTeU41RcpIYnoSk8gyU2GVUQrDd67NgxHnjgAa699loeeeQRSkpKKC4upri4mJqaGl+HJ4TPVa9bjy6p/ZFoXXW6Jo/j1ae5bNA0fn3jMHRaFSoVlFXbyDmbKI/MjOJ3d4wi0Uu9ytDYe6woCpdffnmzB13Tp09n3rx5qFQqTpw44bV4hP+QnmUh+pDChlLSwpPbbVN06CQqIGXEAO8EJYTwa/n1jWuhRmljiakrgfGTfRxRz3jvvfdwOBysXr2a1atXN9t31113sXz5ct8EJoQfcFRWUb9nHwm33ET0JbN77H3X5GwgMSSOMfHD+GpHMS6XwmN3jKKmwYHLpdA/MZSEaGOPna+ztm3bRmZmJnq9Hrvd7tk+fPhwFEWhoqKCLVu2eD0u4XuSLAvRR7gVN8UNpUxOGttuu7pTZ3DpI8hKjvJKXEII/5ZfV0y8KYbiYyWEuqyYAnx95SaPPvoojz76qK/DEMIv1WzYiEqnI2Jqzz0cK6wvIbv8CHcMuxa7Q+GTLfnMGJ3IgJTwHjvHhSorK2P16tXMnDnTM9xaURRsNhuHDh3iu+++w+Fw+DhK4QuSLAvRR5RZKnG4naSEJbTbTikupCEyHrVainsJIRp7llPDkyndc4wUIHl08BT3EkK0pDidVG/cROTUyWh6sKjVmtwNRBsimZg0mi+2FmG1u1h4cWqPvX935efns2LFCgDeeustzGYztbW1Po5K+FrgTzoSQnRKYX1jJez2lo1SFIWQ6lJUiSneCksI4ccURSG/rpjUsCTsOTk0mCLRRfi+F0gI0Xvqdu/FVVNL1JxZPfae5ZYqdpUc4NL0adjt8Pm2AmaPTSQ2svsFw3pDcXGxJMoCkGRZiD6joL6EMF0o4fqwNtvUF5Whd9kJy+zvxciEEP6qylaD2WkhNSwJU1kBjuQ0X4ckhOhl1evWY8oajKFfz1W9/yp3EyFaI9NSxrNmeyFOl8IVU/2nV1mItkiyLEQfUVRf0m6vMkDhwZMAJA0f6I2QhBB+Lr+usbiXwR5GnKWCsMFS+E+IYGbLL8By7HiP9irX2OrYUrSbOWlTsdlUfLmzkLnjk4gK65k1zYXoTZIsC9FHFDSUkNJBslx9MgezxkBKZs8uFSGECEz5dcWE6UKoPlSMBoXkMUN9HZIQohdVr1uPJjKC8IvG9th7rs3bgkalZlbqZD7fVgDAZZODY612EfwCJll2u9088cQT9OvXj9DQUC6//HJOnz7dqWPffPNNVCoVOTk5vRukEH7K7nJQZq4kJbT94l7OggJqw+PRaTVeikwI4c/yzhb3qjlyEqdaQ7Ssvy5E0HJZLNRs2UbUzBmotD1TA9jssLAhfzszUyfhsGn4Zlcx8yakEB6i65H3F6K3BUyy/NRTT7Fs2TJefvllNm/ejMvlYv78+c3WQmtNbm4uv/jFL7wUpRD+qbihDAWlw55lQ2UJSkKSl6ISQvi7puJeFJyhIToJlTxIEyJo1W7ZhuJwEDlzeo+954aC7TgVF5ekXcwnWwrQalTMnyRFREXgCIilo+x2O0uXLuXZZ5/liiuuAGDlypWkpKTw/vvvc+utt7Z6nNvt5oc//CHjx4/n22+/9WbIQviVwobGStjJ7fQsW2rrCbfV4eovxb2EEI09QhXWKpJMieiqv0I1coyvQxJC9BJFUaheu46wi8agi47u8rF29/drEFudNgDq7PV8k7uZSYmjcVh1rNtbzFXT0ggx+j79SE3tmeJi+fn5PfI+wn/5/m9rJ+zdu5e6ujrmzp3r2RYVFcW4cePYsGFDm8ny008/jd1u54knnpBkWfRphfUlxBqjMWrbXqKh4EBjca/4oRleikoI4c8Kzi43p6pQE+FsQDtssI8jEkL0FsvRY9iLikm8vfXv1G1RFIWlu17hVM2ZNttsLtpNdkE+Bv0kLh2f3N1Qe8SNN96ISqXq9vs899xzPRCN8GcBMQy76alNWlrzJStSUlLIy8tr9Zjt27fzl7/8hTfeeANtD827ECJQFdaXkBLW/nzliuM5OFVqUgMkWe5qHYOm2gXnv6SWgRCty68vQqvWYj9cCkC/sUN8HJEQordUrV2PPjkJ05CsLh1ndzvaTZSb1KtLWTA5EZPBv6ZyKIpywS/RNwREFmk2mwEwGJr3ihmNRiorK1u0b2ho4Pbbb+fZZ59l8ODBFBQUdOl80dHRRLczBMXtdnueRsXExHTpvYOBWt34jKUvXjsE5vUXW8qZmT653ZgdBYXUhcSQlNL+nOXuXL9KpfIc35quPNhqqmOwfPlyUlNTefjhh5k/fz4HDhxAr2+5HEV2djazZ8/mrbfearY9Pj6+8xcgRB+SX1dMSmgCtlM5NBjCMMYGzj1PCNF5jqoq6vfsJeGW7vW2PjtjMXqNnujoaDblbueV3W/zq3E/4m+7XwNg5lj/W2njk08+8eQZnRUSEsKVV17ZSxEJfxMQybLJZALAZrN5fgawWq2Ehoa2aH///fczZMgQ7r33Xq/FKIS/qrebqbRU0z+y/YIamtIiXAmBUXTjQuoY7N+/n9GjR5OUJAXMhOiM/Ppi0sKTMZTswZ7YM/P7hBD+p2bDJlQ6HRFTpnTrffQaPQaNHr1Gx+fH1zEybgh6+/cP2Qw6/+pVBigqKqK+vr5Lx7SWe4jgFRDJctPw68LCQgYOHOjZXlhYyOjRo1u0f/XVVzEYDISFhQHgcrkAGDFiBL/73e949NFHuxWPxWLBaDQCtNqzHeyaehT74rVD4F3/iaocACIIbTNmu81BREM59WMu6vC6unP9ISEhPfIhcyF1DLKzs7nqqqu6fW4h+gKX20VRfQljokcSay7HNXGcr0MSQvQCxemiesMmIqZMRhNi6viADrjcCh/u3sGZfAfzxjdWwCa8BwLtYVu2bAEaO+K6ym63e44XwS8gkuUxY8YQERHBunXrPMlydXU1u3fv5r777mvR/vjx481+37ZtGz/84Q/57LPPGDVqVIfnq6qqwul0ttumKVkWwt8VNJSgUWlICIlts03+0Vy0ipuYrMxejcVsNrc73Kmurq5T79PVOgZVVVUUFBSwceNG/vGPf1BRUcGkSZP405/+RFZW1+ZnCdEXFJvLcCou1AUOdIqL+NEyX1mIYFS/dy+umhqi58zq9nt9s6uIr3eUUVVnByax7FgxqJ2Yxnc/zp62devWDttERkZiMplQFIWGhgZPD7TD4ejU8SI4BESybDAYuO+++1i8eDHx8fFkZGTwm9/8hrS0NK6//npcLhdlZWWev9SDBg1qdnzTF+v09PSAmmcqRE8orC8hMSQWrbrtf+5lh08TBaSOGNhmG3/S1ToGBw4cABrrDSxfvhyz2cz//M//MH36dPbv309iYvvzqKSOQccCcS5/TwnGaz9Q1/jQWXe6BpdKzZCLJ6BupRYA+E8dAyFE11V9uw7T4EEYUvt1+73eXZcLbi1oHCREhVBa4ej4ID9jMpmYNGkSw4cPbzb1E6C+vp6DBw+yY8cO7Ha7jyIU3hYQ1bABlixZwt13380999zDtGnT0Gq1rFmzBp1OR15eHsnJyaxcudLXYQrhdwrrS0kJaz8ZNJ/Jo14fhinKD8dKteLcOgbnaquOwYwZMygrK2PFihWMHz+eGTNmsGrVKk/yLIRoLrc6n8TQODiVS0NUYpuJshAicNkKCrEcO07UnNk98n4qtYvkIUUMnnWEB24aC2onqQnfP9R2uf27gnRsbCx33HEH48eP9/Qon/sKCwtj8uTJ3HHHHe0+QBfBJWAe2Wo0Gp599lmeffbZFvsyMjLaLeE+e/ZsKfEu+iRFUShsKGFEXPvro6pKirDG+F+VyrZ0tY4BQFxcXLPfQ0JCyMzM9Iw86Y6+XscAAm8uf08Kxms/UZZDckgCYeW7UbKGtXtt/lDHQAjRddXr1qOJiCB83NgeeT/jRd9SDVTXwX/vXIJpPFScs3//yWomD/XP7xparZZrr72WsLAwFEXBZrNRWlqK2WxGURRMJhNJSUkYDAYiIyO59tpr+fe//+2piySCV8Aky0KIrqu21WJxWkkJbfvDyelyE1FXhnPgJC9G1j1drWPw8ssv88gjj3DmzBnPF/Pa2lqOHTvG3Xff3eH5pI6B6EsURSG/rohxYaOJctTBkN6bntFTdQyEEF3jslio2byVmB/MRdWN6Q56tQ6NJQaXqf2HZa66aPJLrEweesGn6lXjxo0jPDwct9vN+vXr2bt3b4uONpVKxdixY5k1axZRUVGMHTuWXbt2+Shi4S0BMwxbCNF1hfUlAPRrZxh2YU4JoS4rkQPTvRVWt51bx+Cjjz4iOzubm2++uVkdg+LiYiwWCwCXXXYZbrebO+64g4MHD7Jz506uv/564uPjWbRokW8vRggfUhQFm8ve7FViLqfBaYHCBhwaiB87SEZnCRFkarduQ3E4iJw5o1vvo1KpCC2chWXXD3BVx3Fz1hVklN9MQuH1LJ31GH+d/TijzLdiPzIZjfrC13DubYMHD0alUrF9+3b27NnT6j1PURT27NnDjh07UBSFwYPbH7UngoP0LAsRxAoaSjBo9EQbI5ttVxSFEwV17DpWyZljBSREj2RuZuAky9BYx8DpdHLPPfdgsViYOXOmp45BTk4OmZmZvPbaayxatIi0tDS++eYbfvvb3zJt2jQURWHevHmsXbtWeoRFn6UoCkt3vcKpmjOt7t8YcoCNN8XD4f9jYGF/Hhx/j6eQnRAicCmKQvXa9YSNHYMupvtzb4emRVJSaUVVOYBo52AOnz7KY4smYtLqqDM7yD5eC6gY0j+yw/fylaY5yEePHu2w7dGjR5k0aVJQFXUUbZNkWYggVlhfQkpoImrV94NIahrs/GP1UY7nNw1vVHE4dhwbV51hwWQX18/qjzoAvhB3tY7BuHHj+PLLL70VnhB+z+52tJkon+9kzRnsbgcGjRT6EiLQWY4dx15YRMKtN/fI+40fEcr6fWCriOVfH58kMyWC8UPj2b7/DG9+fRqr3U2/OBND+0f0yPl6g0ajAejUA0G32w2ATqfr1ZiEf5BkWYggVlhfQnrE98tBOJxulr59iLwyMya1iweOvQnAm2mXkWeI57OtBWjVKq6d2d9XIQshfODZGYvRn02EXz3wLg12C3P+tQ/LlItZkXbIx9EJIXqC22bj+C8eAECXkEDI0J5ZP/2QZSehGZU05Ayi1uyk1lzLjb/7HKer8aF1mEnLz67O8uuRKXV1dURFRTFs2DA2btzYbtumWint1VsQwUPmLAsRpFxuF8Xm8mbLRm05WEZemZnwEC2P3znKs31haDF3LRgAwGfbCqgzB97aiEKIC6fX6DGcfRU1lBBhCSHM6SB5mJ9W4xFCdEvUrBk9krzW2evZXLiLBZNSiY8yYDI09tA6XQp6rZqZYxL4/V2jSY3376r3ubm5KIrChAkTmD59eqtTtNRqNSNHjmTq1KmoVCoKCgp8EKnwNulZFiJIlVkqcbqdzSphbz5Qhs7tYMFFScSHqKk9uz0sNZlxQ6PYuFPPqXI7O46Uc8m4ZN8ELoTwGYvTSrmlioHlUbhRkTRiAGzzdVRCiO5w22zN/gsQOnaM53e1wdDqcZ3xbd4W1Co10dYhlFXn8tvbRjAyqx8WmxO3vQG9TtO94L1k165djBgxAq1Wy6RJkxg1ahQvvvhiszZDhgxh3rx5QOO87927d/siVOFlkiwLEaSaKmGf27NcWWvjoVNvwSk4eU5b9defceLrz7gJeGbQnVTU2r0brBDCL+TWNvaUhOVUUxcWi9Zk8nFEQojuahp6fa6c3/3e8/OQV/7vgt7X4rSyIX8701Im8NmGUkZkRjGkfyThIXrCQ/RUVlovOGZvq66u5tNPP+Xyyy9Hq9Vy5kzLeg4FBQWeeigbNmyguLjY22EKH5BkWYggVdhQQoQ+jHD990OfQk2d+ycf1sl2QojgsqvkALHGKJLOlOJOz/R1OEIIP7Yxfzt2l4No61AKy4u4+/JBvg6pW06ePMm///1vJk2axOnTp1vsr62t5dChQxw4cECGYPch8o1YiCBVUF9CcmhCs20Th8axtPBWEqNN/PyKdOqWPAHAwOf+xIlSG8+9cwgVMH5IrA8iFkL4Ulmtmc3ZVSRpxpBv2Megs0VshBCBbfA//heA8g8+ouqrb4DGz/3uDL+2uxx8m7eFyUlj+XJjFWMHRTMgJbxH4vWl2tpavv766zb3r1mzxovRCH8gybIQQaqovpSRcVnNts0ck8Ca7YXk1zj48ztH+dnZ7e9+V8jag9U41DqmjIgjIUrWHhaiL3nzm+N8t68CtzKAU8CppInoclTM3dSyd0UIEViakuKGg4eabetOsry1aA919gaircMorargF9f0TGVtb7njjjsAeO+997BYLF061mQyccMNNwDw+uuv93hswr9IsixEELK77JRZKkk+Z74yQJhJx0M3D+e5dw7RUPd9xeu1e0pwqHWMGhDFogXSmyREX7NT8zaGcS23r3d6PxYhRM9zlJdjLyzqkfdyuV18lbuJsfEjWLupjolDY+mf6N/Vrs8XFxeHSqXyrK/cFWq12nO8CH6SLAsRhIobylBQ6Bea2GJf/8RQfn3jUL5Z+h/ezLoebWIiYyMNzByTyPCMSNRy8xeiT9CrdaSY+lFo6XjuXf/QVPRqnRei8p0//vGPrFmzhnXr1vk6FCF6XP2+/aDRMOivf0ET0r3CfbtKD1BhrWKs9gdU1tXx4PS0HorS+2bPno3D0bXlMnW64L4XiuYkWRYiCBWcrYSdHJbQ6v7j32UzrWo/1//4B0QOy2q1jRAiuKlUKpKr53ImO48B6SrKIr7hRx+VA1A3ejJjf3QD/1h9lIMFZoZMSQ/qXpRly5bx2GOPMWPGDF+HIkSvqN+7j5AhWd1OlN2Kmy9zNjAsehCbNluZOjyelLiQHorS+7KyLuw7UFNVbBH8JFkWIggVNpQSZ4rGoNG32KcoCtadO7CERBIxdLAPohNC+IuyKhsPnXgHTjTfHrNnG2f2bGMhcHDQnZTVBOdycoWFhdx7772sXbv2gr80C+HvXGYL5mPHSbj5hm6/14HyYxQ2lDLAPZW9DXauDtBe5draWl+HIAKEJMtCBKHC+hJSWhmCDXCmoIa0ipNop84I6p4iIUTHjPrOzdcz6tW9HIlv7Nq1C71eT3Z2NkuWLCEnJ8fXIQnR4xoOHgSXi7Axo7v1PoqisCZnA5kRaWzZ7GbG6EQSogOzIOi//vUvX4cgAoQky0IEocL6EqamtFKtBzjy9VYy3A7S5stwQyH6uosGx7D0+K2o9FYeuWYotmf+CDQuK1Njgyf/kw2OxnbBaOHChSxcuNDXYQjRq+r3ZmNIS0UX271lIY9X53C6No8J+gUcs7tYeHFqD0UohP+SZFmIIFPvMFNjryMlrGXPsltRYP9u6mOSCUlJ9kF0Qgh/MmV4HK9/q+Cyh/PCqtP85Oz2DYeq+GRXGXUONWnxIYzIjPJlmH4pOjqa6OjoNvc3zWmMiQnOBw0dUasbRyP0xev3p2t3O52cOHCQpMsXdCoeRVGwuVqfdvH1/u9ICUti5zYV8yb3Z3Bm698junP9KpXKc3xrtNreT11CQ0P56U9/ikql4rnnnmvxu+hbJFkWIsgUni3ulRLasrjX8WPFpNXkoVlwlbfDEkL4oQp7OdrB29GfnEGt+ftpGW9/m4NDrSMhysj91w+VKvlCBKi6I0dxNTQQM3FCh20VReGJtc9xrOJU+w1HfM6Z0AwUZaRM5xJBT5JlIYJMUX0pGpWGxJC4FvtOf/0d6UDmvGneD0wI4Xe2F+8jPMLJNReFcuyTXbw68g7sWj39wvRcPDKB6aMSMBm6vg6paEw8FEWhsrLS16H4RFOvYl+8fn+69tKNm9BGRWKLisTeQTw2l73jRPmsk9U5FJeXtFpItDvXHxISQmhoYK3ZLIJbwCTLbrebJ598kldeeYXq6mpmzZrFP/7xDzIzM1ttf/DgQR5++GG2bt2KRqNh1qxZLF26lP79+3s5ciG8q6ChhKTQODTq5l9wnS43xiPZ1PcbgD4iwkfRCSH8hVtxs6M4m3GJI6lfuZGL6k+y6L6fofLCMMdgUFVVhdPpbHO/PwzBFX2boijU780mdMxoVO0MbW7NszMW43So2XuiksLKGtYXb2JgTBo5R0NRjfi6lyIGs9mM2Wxuc39dXV2vnVuI1gRMecunnnqKZcuW8fLLL7N582ZcLhfz58/Hbm85r6KiooJLL72UkJAQ1q9fz+eff05paSkLFizAarX6IHohvKetStiHdp8k2VJK3PSpPohKCOFvTlafocpWwyDdAJLzD+MeO1ESZSGCiL2oCEdZ2QVVwf5qeym//b9s/vP5Gb7eVoMjdxRH9kSSGBXeC5EK4b8CIlm22+0sXbqUJUuWcMUVVzBmzBhWrlxJfn4+77//fov2q1evpqGhgf/85z+MHDmS8ePH88Ybb3D48GE2b97sgysQwjsURWlMllsp7lW4bjN2jY7+Myb6IDIhhL/ZUbyPGGMUNV8fRae4GHLtPF+HJIToQfV7s1Hp9YQMG9rlYz/enI/d4SYuWoc2Lh9jiANQkVtc3/OBCuHHAiJZ3rt3L3V1dcydO9ezLSoqinHjxrFhw4YW7S+99FI+/PBDTCaTZ1tTZb2qqqreD1gIL2iqWHnuq8RcjtVlI94U69mmKApWm5PoUwewDhiGxmjwdehCCB9zuJ3sKj3AuPiRhGTvoDZ1MKEJLesc9CXLly9n3bp1vg5DiB5Tvy+b0BHDUet0F3T8VbPiUIZ8xYCRlTjtGiYPj0Mt9bxEHxMQ463y8/MBSEtLa7Y9JSWFvLy8Fu0zMjLIyMhotu2ZZ57BZDIxc+bMXotTCG9RFIWlu17hVM2ZVve/cuBtz88DI/szs3o8UY46wi+Z7q0QhRB+7GDFMSxOK2EnNcTaqgm9/DZfhySE6EHOmlqsp06TtOiOCzo+s18I25yriTZFEF81k0JdPXfNHwhqJ9k9HKsQ/iwgkuWmif4GQ/MeMaPR2KlKe88//zwvvPACf//734mPj++wfUdrJ7rdbk+p/L5YwMOf1g/0BX+4fqvT1maifL6TNWcYud2BzhDGlEtnotJ0b0BJoK+fKISAHUX7SA1LQr16D3Wh0WRNHOXrkIQQPahh/34AQkdf2L/tcu1hojV6Lom+kn9tzOOa6WmotS6y+oeSXdaTkQrh3wLim2nTcGqbzdZsaLXVam23vLyiKPz+97/nv//7v3nsscf45S9/2euxCuFtLy18BoO2cemGl3a8Qam5gsdnPYDNaefej38LQHTeURgzpduJshAi8FmcVvZXHGN6+ET6lX+MY+4VslaqEEGmfm82poED0IZfWEEuZ9wxyizwet6/0F8EnzXAZ+t6NkZ/5XK5yMvL89wXz/9d9C0BkSw3Db8uLCxk4MCBnu2FhYWMHt16hT+Hw8GPfvQjVqxYwV//+ld+9atf9Vg8FosFo9EI+Mcaet7mT+sH+oI/XL/N9X0VeHNdAy6NA4C86kIyIlIx1zY0axPitpE0d2qPxCzrJwoR2PaUHsTldmH8rgiXWsPQhZf4OiQhRA9y2+00HDpE7MIru3Sc0+VE4zbiUne8ckycNhm9+sLmQvs7q9XKe++91+bvom8JiGR5zJgxREREsG7dOk+yXF1dze7du7nvvvtaPeaOO+5g1apVrFixgltuuaVL5+to7UTAkywL4S9cbhfFDWVMTRnfYl9tWBwjB2d4P6jzyPqJQvje9uJ9DIxIp9+hAzRkjUYfFuLrkIQQPch8+AiK3UHY2DGdPsbqtLFs3xvoteA8vIDaehd6rZrrZvZnUGo4BWUW1mwvoLDCQkSIjkd+MjGoelqvu+46cnNz2b9/f6vL0kLjdNCsrCxycnLk+0ofEhDJssFg4L777mPx4sXEx8eTkZHBb37zG9LS0rj++utxuVyUlZURGRmJyWRi+fLlrFy5kj//+c/Mnj2b4uJiz3s1tREi2BypPIlTcdE/PLnFPs3ozn9gCiGCV7W1luNVOUyqHUyYy0Ls1bJclBDBpn5fNrrEBPRJLZeRbI3D5eCl7BUUNZQyJ/oaVtXWYtDpsdndvP11frO24SFGfn3DcEyGgEghOi09PZ2MjAwmT57M119/zbFjx1q0iYmJ4dJLLwVg+/btfPfdd94OU/hAwExgXLJkCXfffTf33HMP06ZNQ6vVsmbNGnQ6HXl5eSQnJ7Ny5UoAVqxYAcBvfvMbkpOTm72a2ggRTFxuF6tOrGFQVDoDIvu32D9onlTBFkLAjpJsNGoNKZtPUh3Tjzg/GHEihOg5ittN/b5swsaMRqVStbrM5Lkvs8PCP/e/zamaM1wcdjmrv6hl+qgE/vJf47nlkgzSEkIID9GSHGvimulpPHX3WDKSwnx9mb3GYDBw5ZVXMnHixBb7wsK+v+7JkyeTmZnpzdCEjwTMYyGNRsOzzz7Ls88+22JfRkYGiqJ4fv/yyy+9GZoQPrelaDdFDaUsnvizVodFhSXE+iAqIYS/2VG8j3R1Cv2rdsENt/s6HCFED7Pm5OKqqSVs7JgOl5k81/TQK/j0aytzLkrkh/MGoFapmD8phfmTUrwQtX9RFIUZM2agVqvZtm2bZ3teXh4fffQRF198MXFxcYwfP57Tp0/7MFLhDQHTsyyEaF2trZ6PTnzN+ISRJIXGe54W55zo3NJSQoi+obC+hPz6YuL312LWhTB47lRfhySE6GH1+7JRh4ZiGjgAu9vR6WUmv9pg5wcTkrnjbKLcVx08eNDz87Rp0xg//vs6MFarlZMnT/LVV18BEBsrHRF9QcD0LAshWvfElr8CsKv0ALtKD/g4GiGEv9pRnI1JY2T0/tM4LpqGWidfAYQINvV7swkbPRKVRgMul2f7dM3tbN1fRZ2lcfWM6FgXDVH70UQ1Lpo8f2IKN8/OCKqiXRdi8+bNlJSUcMkll6BSqZg1axaKorB7925PG9fZP1eDweCrMIUXSc+yEAFIr9YxsJW5ya0ZGNk/aJd3EEJ0jltxs6NkH8mVoRhcLoZeK4W9hAg29rJy7AUFhI1puazqV9tLqWtQwK0Ft5aqMgP2k2M9+6+ZkdbnE+Um+/btY+PGjZ4pnrNnz2bBggUkJSWRmJjI7NmzAaipqfFhlMJb5LGyEAFIpVLx4Ph7ePXAOxytPMXvptyHUfv9E87Te47h/OcLuG78IaPHT5MPQCH6uFPVZ6i01jBhr5Pq1CyGJcrwQSGCTcO+bFRaLaEjR7TYFx2u57Y5g6kyHOX9w2sJK51MRanes1++JzS3c+dOAGbMmIFKpWL48OEMHz68WZtDhw75IjThZdKzLESAOlNXyK7SA1w16FIiDeEYNHrPq3TtNpwqIyNnTZEPQCEE20uyCVVMDC2sIuWyS3wdjhCiF9Tvy8Y0JAu10QhAWZXVs++X1w0lOqmeD059QX/DYCqKQ8hMDt6q1j1h586dfPTRRzQ0NKAoSrPXyZMnPQm1CG7SsyxEAFIUhfePf0FyaAJTk8c12+dyOAk7eYC6ASPQyJxEIfoURVGwux3NtjndTnYV7yc110VlRAxTJo7yUXRCiN7iMpsxHztGwi03ebYdy6/1/BwTpWHprvcJU+I5vrMfP/xBJukpRp6TzlGgsbCXSqXC4Wh+/zx58iS5ublkZWWRmJiIoijk5eVx8uRJH0UqvE2+SQsRgPaVH+ZEdQ6/GHsnGrUGgKIKC9X1dkqyj5DktBBxyTQfRymE8KaOlok5ngHHMzRs2f0vHhx/j4w6ESKINBw4CC53s/nKLvf3y6quOr6GKksdDQcmc+sP+jN9bCwFFbWtvVWf1N6ys06nk0OHDsmw6z5KkmUhAozT7WT18TUMixnEiNjB7D9VxeqNeZwuqve0iU6/lhuNcQzyYZxCCO/q7DIxJ2vOYHc7MGj0HbYVQgSG+r3ZGPqnoYuJ8WxLSwiBqsafd5TsA8A46js+qP6OD9b5IMgAEBkZSVRUFLm5uQCYTCYsFouPoxK+JMmyEAFmQ/4Oyi1V/HT0rWw7VM5LHx9DUcCIk1+dWAHA0gG38vInJ6hpcLBgcj8fRyyE8Lb/N+oBdh6uobTaTHblAf4/e/cdX2V5P/7/dUbOyN4DQkjYCAIyRYYgThx1QF1FcbS21Wprf5W6OvTbOlqtbRVb66diXXVv60IQEFSmYUMgCdk7OcnZ4/79cZJD9oAk9zk57+fjkQc597muc94XJ/d17uu+1ri6Ik4jljenlqgdmhCinykeL9bde0g4u+16BOOGJaD/LgmPqabb/Cn6DNk1A5g9ezbz5s2jpKQk0Fi+8MILGTZsGDU1NVRXV1NVVRX4cTgcPbyiGAqksSxECLG6bXyUv44zhs0gQZ/M//t4G4oCZ0xOYfkZ6VTc5W8snzEmhi+POnhtfSHTxyWRmmBSOXIhxGB6cM0+/xYxAIxkLyOpjdcA0lgWYqixHT6Mz24netrUNsc1Gg1Z0cPZu3Uq+HRoNDAiJYpGu5u6RhcAk7Lj+fkVk8N+WsaoUaOYN88/fS0qKipwPC4uDp1OR2pqKmlpaW3yWK1W/vnPfw5qnGLwyWrYQoSQ/+V/iVfxctGos9i8twqHy0dWvJ4blowgWn98btIPzh/DlBGR6L1u1u8qVzFiIYRapmVF8eu8//DrvP9g9joos7h7ziSECDnW73LRJ8RjzBrR5vg35bs46slFY24kIyEGxavnWLmTugYf5ggjF8zK4o7LJ6PXSXNgxowZANTX17N27drA8by8PADcbjdNTU1tVsRu3agWQ5f0LAsRIiptNXxZ/A1LcxYRZ4yhsNzfCL5m27850m73giN33sVSYCnwTvZtgx2qEEIFjVZX4PcbLhiDLzIPvvA/vm68hv9WRODqIq8QIjQpikLTrlyip05p0ztcY6/jvwc+wFcznDNHT+L680dTXmunrMaOQa9l9PAYTAadipEHl6SkJDQaDZ999hnFxcWB49u3b2f69Om43W6eeeYZdDod6enpfP/73+/m1cRQIo1lIULEu3mfEmOIYknWGQC9HjKl1Yb30CohwsW2g7WB3+t13/HlgU38qPnxaYunUbu/mg+c6sQmhBgYrtJS3NXVbYZg+xQfa/a8idupI8U6k2suzwEgPdFMeqJZrVCDWkSEf86209m2kvR4PIB/aLbJZMLhcFBfXz/Y4QkVybgLIUJAXn0hO6v28b3R52BoXsF2XGYsAP8cdxUutJQmZAXS5zz2CG/O+yGPjbo6kE4IMbQ1tOpZHvXXd/nR28cX9SlYdTdZLzymRlhCiAHUtCsXjdGIefy4wLG1xzZzpKEQX+FUbrt0EhF6udzvSU2Nv75cuHAhZrP/hoJer+fMM88EwOv14nLJ2JxwJD3LQgQJRVFw+TrOKfQpPl4/9CGZ0enMTDs1cHz2xCRe+vgQdT4DL+dcwk1XTcf70G8AWLO2mMMVTvQRBhZOTevwmkKIoSfSpAOr/3e3XgMobZ73HxNCDAU+p5PDt94BQNS0KWibe0ZLmyp4N+8z3BXZ/HDhHNISpCe5N7777jvS0tIYOXIkP/7xj7Hb7ZhMJrRa/42GvLw8fD6fylEKNUhjWYggoCgKj21/tsc9Up/Y8W/unHEziqKw/R8vc2nREV4ffjblulgefXU/v2xOt+1ANRpdBDcuHUNCjOylKsRQ5/Z5OMLXgcf/ujxZxWiEEIMp6lT/jXS3z8Mz372G1x7J/JQFzJ4o9UBv7d27l4yMDE5t/r9s6V1WFIX6+nq++OILNcMTKpLGshBBwOVz99hQBjjScAy7y8H2x9aQevQ73DOXcP+l0/hgSwk7DtXw8JjrAJicE89Fc4czPituoEMXQqjM4XHyzO5XOGLNR99oxhNj7zZ9dswI2VNViCDSupd47FN/RWs0dpu29b8A5rFj8DmdvHfwMyrtVSTWn8U1V40Z2KCHoM8//5xDhw4xZcoUEhMT8Xg8FBQUsG3btjZDsO12O6+99pqKkYrBJI1lIYLMIwtWBeYlf1a4if/lr+eXM2/mz9v+BcDXf3iKjNIjNCy5lIVXnw/ArZeNx+700GjzEGnSEW2WC2EhQl1XUzNac3vdPP3dSxQ3lHLhugZiGqPYMudS9pbYifB5uD3ff0H3t5zvExMXyW2XTyA7NS7s91QVQm2tz2+f14W7eWFqp9eF1us/P1tuankbLDjLynCWllH62qvHX6Q5T97vfw/AeGDtgvncceHpMk/5BB07doxjx7rvvPD5fJSUyJ714UIay0IMgN5c5Bq0EZ1esB4+ZuOr3GJKqq1UO9yMzDwTszch8HxiZT7uy3/A7KXz2uQzG/WYjXJKCzEU9HZqRoQ2Alwerlhbi86Uw8w//oQzoszklTSy4btKPsy6DZNBx3Xjkpg9MQlDhGwVI4TaOj2/v5/i/3fLo4FDwxt1LP/CgmKzoQCvnxNPWUu6LqQaLKTEd90zLYToG7myFqKf9fYid3RcFnfOuLlDg/nvbx0AX8upGcPRQ/Cb/F1ETPMfMf7gRibOn9H/gQshBkxfb6D1dmqG2+fmys9rMY07k5k3LQssRjM2M5axshK+EIOi/fnt8PiHSDu9bVdPbjnHe3t+l8R4iTnvLKIzhqOkJVN24Jke81S6ynD53Bh1sl6JEP1BGstC9KA3X4IncpF7pOFYp19oGo2CKfkod3y9CYBXZlxPYaNCy8DqUXNPRQihnr5eGJ/sDTT7zrMwehVuO3p8SLVbr8F8mn/BmaTzr2HyknkdXk+IoeZERm0NdJ7ent/gP8d/MXUltgP7A8d++FY1EZ6OK9e3LNKXeP65GHUGf/1yoDm+vedw5RkjSP7XIwCsPnMSjvJTME1d32MMQoi+CZnGss/n4/e//z3PPvss9fX1nHnmmTz11FPk5OR0mr6mpobbb7+djz76CI1Gw9VXX82f/vQnIiMj+/zerStNp9vLnqP1eJQqYqIM5KQaMBv9w9paV7at81isLvYWNOBweUmJMzExOw6dVtNt5VxeY+NwSSM+H2SlRZKdHo1G03UeRVE4UtJISbUNnU7L+BGxpMSbuo3L4/Wx52gDdU1OIo16JufEEdU817WrPDaHh+1H67Ha3Rh1PiblxAXmxXSVp7rewYEiC16vj2FJZsZkxvZYloLyJo5V2NBqYcywGDKSIzu8R+s8Xp/C/oIGqhocmCJ0TMqJIzbK0G1cdqf/s2yyu4mNimDyqHiMEW0/y5O9yDXlnU9dg7fNsbgYHa5xHwPQ5LKytTaXr4v3BJ4fMbmMJeOzobmxvHTX67w//AxqEK0FS53g8frYl9+A3VNFpCmCUWkRvTqPdh+tx+bwEB9tYPKo+B7Po5oGBweOWXB7ms+jEbFouzmPAAormigos6LRwOjh0QxPjurwHq3z+HwK+wsbqKx3YIzQMik7nrjo7s8jp8vL7qP1eKkiLtpITmoERkP3dWJDk4t9BQ043F5S401MHBmHtoc6sbTaRl5JI4oC2RlRjEyL7rYsiqJwuMhCaY0dvV7LxKxYkuK6rxPdHh97jtZT3+Qi0qTn1FHxRJr0bfL09cL4zhk3n/QNtOzUOG49fww19/gby1Fjd2IpOH7TbOyiWT2+tuhcX+uR7rQ+jw4es2DZW4XRoCM7JYL4GP+w2C7Po+ZrC4vVTbTZ/33Uq2uLfP951Ntri7JqG3mlfbu2yCv2n0e9vbZwe3zszW/A6a0iyhzBqDRDh/OoQ1maXHx3tA6rw0NCtJFpYxI61CMn8n08GHl6e36D/xw/8Ku78NntgWHX/xq5nJVn5RD3D3/DN/mBP7BmfQHwDuD/fwL/d02LqxePYf64JA43X17oI3xcuXAM7zasB/yfgVFmXAjRL0Kmsfzggw+yevVq1qxZQ2ZmJnfddRfnnXcee/bswWDoONRk2bJlWK1W1q5dS319PTfeeCNNTU08//zzfXrfHivNI8d/bak4ga7zNADH2qbvsXKuBw72MU+rllWv4gKoPIE8JX3MU0/g/6zXZant+B495qnuY1wWoKxjnpO9yK1r8JJg0HHLnhcAeGbyddQ2emjZ9fA3m/8CQLJjEvivP7jjjLNpqnNgaf6i80YaOf/8CbzU+F2PcYSToK0TCo7/2uu/vdI+5mkAjrZN3+M5UdfxPXrK83pfzyOAvBMoS2Efy1IP7O9jnr7WiRb4byd1Yl8vjNv3TrXvJf7nhKto8iqBXuJAuA2OwO8rz85Eq20KPM6wVjDZHsP25sc+nxJY6Ef0TV/rka50+7fX6lCv64SKPuYJ5muL/D7msZ3cudf6+3gw8rTm2b4QkwI/OvomABumX8HuOi1erQ/9jA0AxC8+k6hpUyHv3wCcNTebmacO43DzaziNdhYvjuHIPv/jNZu/whzroLz2+Cr3H1S8zjuVTpxXZeDzaLh25OXMGJPKu/63oLzWzpgMU49lEEL0LCQayy6Xi8cee4xHHnmECy+8EIBXX32VYcOG8eabb3L11Ve3Sb9lyxbWr1/Pvn37mDhxIgDPPPMM559/Pn/84x8ZPnx479/7BC+MgrVCH6iynEieUCl/C/vOs4jUwE8O+VeifGP2Sgrr7B0uclsbPyKOn104muI7/Y3lkbP3U597fLGui0eeTZolkW93VVI10n/svm1/9f/SehGPxlarX4ohWyecSJ5QOY+GUlla2HeehckHtx7xn5/vnnEjeRUO0Hq7rBeSoiP55aXjsdznbyw/fNMs/vnJ0cA9BpvbTlFjGRv2HG9hNP7+NzhaDVD53gYLbt0Ots/11xFNdjfmCFnQp6/6Wo90+1pyHvWYvj/ytLDvPAuzBn7a/H38wqk/oNLh7vb72L7zLMalRnHxV/5G6uszr+dYg6PbPN49Z3PWKclMeuPvXebxOY7f2Lr9yJtEtDpXl2x9kyWAWwerZ/jPV+WsuexvqAqk2dG4ka3rKrmx+fHD2/6BR3+8l3970VF0CZX4mmLQJ/mPNdWaMWoTidaamJkxgfkTRwSmgwD4lLbDuoUQJy4kGsu7du2isbGRJUuWBI7Fx8czffp0NmzY0OELbePGjWRkZAQuigEWLVqERqNh06ZNXHnllScUh33nWSxbMIpFkxLI/+VdAFTefBcvfFnYZWXr3XM2Pzl3DPonHgQg60+P8PqWIrbr/RV8Z0NlovKXctvSMTT+/n4AUv/fH/jnZ0cpS3uvy9hy6i7jprNyKL37bgBM9/6eJz88jGvcJ12W5fyZI1g6I4XC/28VAI0/vYf/W3sUw9S1neZxfbeEG5fkELv6IQBG/vkR/rejmv9tPdZl+Q2HzuPWpWNx/vG3AAx76CH+/UUBRxPeAo4PL2oto+ISbjlnFJX33QtA7O8e5MkP82jK+ahNOrfn+JCk09xXcuUZIzj2K39ZPL+4n6c/yUM3+fMuy79i4UhS/8+/6mTO44/y5d46Xt9wtMuyJEaZuXvZKdTc7f/s7r92Gm9vLeWL5mmKDTYrVl8FR6qPd1HbEzfxwKY3Al+CrupaZkQ4aRl0Hf34u0S6rGRGZrAjMQFdTKvuv07o7ImyPyrBVSecfVoml8xODZxHttvu5V+fHyFiSufnkWPXWaw8K4fEfzwMQPZjj/Lprmre/7rrekR34Fxuu3As7od+B8Dwhx9mzfoCDsf6ey86O49SSi/mp+eNpup+/3kU/7sHeeqjPBqy255HrYf2TXEs5+r5WRTd9Wv/6/7yN6z+OA/NpM+6LP9Vi0Yzf2I8+Xf668SyG/4/Xt5U1GVZlL1n89PzxqJ5/AEARjz6MK9sKiLX9FognvZ1YmyBv06s/52/Tkx58A88/ckRKoe93/a1W/0/jG24gpWLR1Lya3+dGHH373jqwzw8E7quEy+aM5LzTkumoLl+r/vJr3lubT6maZ2Xxaw3sOqKiTh+768T7r5qKhv21/H8p4fapGt94XrFGRkkmTVYmh9v+u4LDBHlgefv/uxptJFWfPUJaOM7fdsO9DrZIuZE9LUe6Y7Pd/wzPsW2jB8sGEnxKv95pPnVb3nqo8PQzXnU4driprt4YUPfri1e21zEjojury1+duEYLL/r/tqi9XnU/trCeM/veeqj7q8tLpg5ggtaXVtYfno3/16b3+W1hTt3CT8+dwzGv/0//3s+/iif7arh3S0FXZZ/eLSRO783nqr7/eV94Aen8uKGwsBoi5YytC7LOZNTWT43k6PNva/3LD+FZz45yn7aqqk/3vj92dJxTEiLovl+GHecZuKvX9loaerm3/tbPHV1bW9u9+AP3z7Z5nFtvZuoyFRevXQcCaZ4phsiiTIYWWd9HYBF6QtZNCUTRePmj9/9GYAbpn6PWePT2rzO/kJL4Pf0BDNCiP4REo3l4uJiAEaMGNHm+LBhwygqKuo0ffu0BoOBpKSkTtP31ikZMVwwLR2f0xm4c7hwfDL7CxrY20WecyanMnl4DEea00ei4cp5WWz/xv94V14d8ydltJ2LcsYIhkcbA3kSjRFcvzibh5uH5NQ2OMlINFBUaQ3kuX5RNrF6HVXNebLjzVw+J5P/Nre9FEVpMx8pK87EstMzUVyuQFlm5cRzaHwS33RRlvnjkpidkxCIy6xouGLOcPYdqmw9gruNy+cMJyfBHMgTq9dx/aKR/LZ5RPGxSivjhhmptRy/I3rdomwSjRHUNecZFmXk6nlZ/Kt5qGrLRUDukeMNy6vmjcCsaAJlmTAshnMmp9LV/eIZWfEsnJAciMvohfOnprPvcFXL6FYaHY24PJ5AnjljdVTWHAmMdnz3q3cod9fRsvLW/R+/iC6xEp8tCm3zNNjlb+1uc5f54veO4NbBnmz/F2vtrMVkTshk0dgsPv/vEaxNjSycmsb35qRSeLf/gib+3t/w9/eOUtfk4oIFY2V/VIKnThgebeDKeSOg1Xk0fWQciyam8FUXec4Yk8QZoxMDf3smH1w6azh7D1e1ngnQxmWzhzM6MTKQJ0an5fozR3LfTv/j/LImJo4wYrEeX2Dq+kXZJJkiqG/Okx5l5JoFI3m6ubhOtxejDvbmNwTyXLNgJJEcP49Gp0dz/pQ0Pmk77T5g6vBYzjk1rU2duPiUVPblW1pGd3Zw/pR0JmZEB8oSpdFyzYIscrf6H+852sCcCSac7uNveu38kaRHGbE2H0oyRXDd4mz+3PwmDU0uUuMMFJQdH6p8/aKRxOh0x8uSGMmls4fxxvHryTZyEs1877TUNmWZPSyS/dnx7GpOY2+0tLn4PmOcGYO7jpZL6127tuKzN5Fo1NAyYPLvb/8Nm9cL/rV6iHnqj+S3+v/Mfv5DhutgX/PF9uijCUw0JxMbP5z/shkA6233MmNkHEeab0iMfvxR3tlaArwMEJgPKvqmr/VId/YXHj+PViwcSZRGe/xvLzWKC09L50NX53kndXZtMSGZfQUN7Ovi/Tq/thjBjm/9j7/Lq2NeJ9cWw6KM2PtwbbGy3bVFToKZy+cM7/ba4op21xazcxI4PN7S5bXFwvHJTBkew9Hm9BF2F0snxrNrnyFwbWGvrsLnPt67fNXO/1C17fhrFPx/q5ijg+3N59Hadz9nmNFFaaMXUv1pprz9d46+0TbPYh3sb87zwZN/wqR4OOAdBtOaE/3594H/Y4Cqf/yT5TpYPdmf5/m5Zhx6M+CPbfWZkzDHlfOjt/3j1f/5vWTc3ih8NVm0rM41y3gemXEpvF35IgDT487gRxee0ub/pLCygXW7/b/PPzWV4SmRbRYQfHHtYSL0WiaM9K94f6jI4r9JN87/fMt8byHEydMonXVJBJkXX3yRFStW4PV6A9tiAFx33XWUlpby+edtew9vvvlmDh06xIYNG9ocz8rK4kc/+hH33Xdfp+9TV1fH559/ztlnn01Cgn+orMPjZMUbdwDw09eq2jR8Wrh1sLq5sjU4/V9MLqO2yzyt0ytFOZhSj+B1GfHEuHuVR1MdjyGmFmd9OqRV9ipPhB00Wl+3cZ1IWTrLo/i0uJtvavYUFxWpGOPLcTUloiTV9yqPvtGAzuDAUTkKzYiCXuU5kbK019N7ZG3NYIq1GI8vlo/PsvYqzx8XPMio9EQAvtxZwuOv+Fs/I+IjuHbb/wHwt3HXYvPpSE+K5LGfzSc6Ut3tIFrOQZ/P10PKjjQaTZtzuL3OzsHODLU6obM8igJuU+/qEcrTMSaU4rbG40u09CqPrsGE3mTDUZWNJvNYr/KcaFl6ytOmTizOwpRSgMdpxhvr7FUebW0sEVH1OOuGQXp578rvUkAL3ubhjv1VJ7TPk1jnRe/SUZnWdZ7W6X8++W5On5iJw+Nk5dt3+v9P9p7DVQtHk/S0vxcx79q7eG9rYaDHe81lj2PSqzcMOxjqhBPR13qku5je/HI//y3zT6EJivOoKBtT6tGgvLbQu/1l8UT07ftY8WnQaJVexeWpSUOfVIG3IRFdXG2v8vicJrRGB+7SUUQMO9qrPAmeMRh1Jso1/vFiKZXnMXdSLDl/Ww3AqKf/SUpKPH97cztf8xzgP1+BwPlt33kW583K4aL5o0iIMbDzYBXPf7IHa/Noupbzu3Wd0BOpE/wee+yxPr9/f/jlL3+pyvuKgRESt6PNZn/Ly+l0Bn4HcDgcREVFdZre6XR2ON5V+v400TYMgO+M5T2k9Ev1RDHClonTq2FvTEnPGYAcdyLxtkiq3NEUddmn2y4uezoaTe/jgr6XpSWPokCuuXd5RrjjSbHpqXeZOEp9r/KMc6Ri8vgo9kT3svQnVpazmiai0+r4LHJPz4mBs5ZdzfmzR+PwOPm4+Qtt75U/5weLx7Lzx7cCcNo/nuK1TUfB9R8AMpKOr8R85mnDcXt8/N/7eymvtQWOuz0+xmcn8atrZ6jeUA4WQ7lOaMmjKJBr6l2e4e540mxaLC4jeYEBvt0b50zB7PNS7Ikd0POor3nSPLFk2jKxe3Tsp3e9e6NcScRqoqlwx1JC797nVFsWGq2GnbG9mzcJsNAxCY1Ww5eG3tUJAI/f6G9AtVzk7l72C3503ilsu/GHAMz897/46lA5FP4NgIkjO178aSZ9xqs1nx0f6ul+DtO0XocgutDXeqQ7hoje9+QNxnmU6okO2muLKfaRaNCwPaL35958ZSpotGzCf0P5m4suJMUE41/9EID865fhNkWAxX+DY96w+YwZEUtNvYOPq18BoPGXdxJviED7//yrTht//xvqmtxQ/CwAq864jYToaL7eU8Z7Nf8EYOTfniDSpyXvZ7cD/vP13a2FUO9//i/LfwocP7+rKrUs+N6pFDfHnRxnprC8ka++K0U3tfOymU/7gg0e2LC+1cFOFmM36gyMTxrFwZqjHZ9sZXzSKNljWYh+FBKN5ZYhUqWlpYwePTpwvLS0lClTpnSa/p133mlzzOVyUVNT06eFfNpbM+kH/PUXS8BhZc9PbgNg7F+f4J412wD//J2Vl/kvgH6x3t8D8NGCm/j5xePI/6V/7s7oxx+lyOKAg/7FIq6/+FxGpSXg9LoCefYvv53LZme2GXK36XAN1PsXpfjx8quJNpqos9q492v//GHHz+5lQlbbYXovbCgE/PMAb7i8bVyrx13Jg9fNIM5IIM/IPz3Cw2/uBz7stCxvzLqeX19xCoXN84InP/0kFQ027n9+OzQPeG6f59uLfsp1Z2a3ieu7IguU+79ofrzsChKiImlyOrhr0x8AqP7hKuaPS2qT5+1WQw5vXrYSk95IfkU9f9rjv2iNvP8BsmJNgTw5jz3CXz84DLzbaVwvnPoDfnP15MCcstGPP4pd0fHbNdsB/7yyiy9aBsBn6/3v8e7cG/jlJRMovOt4+TcdKIXKf/lfI81AbW1tm6FSXyov8eUXHL/I/eJ3tFZfX4+91Zfa9NFRTPrpDL49UM13Nb8mQq/lrlEJjB4WjUaxU9tqNUy1JCX5VxhxOBzYbLYeUrcVGRnZL43TYKkTVo+9kr/9/GzMijNQJ5zy5N/4/Ss7gQ+Ajn97r02/jnuWTwr8HY1+/FEaPRp+8/x2YG2neTaf/1NuXNL2PNpb2gQlTwNwyxWXkhwThc3t5P/b4J/3V37jr1g0MaVNnve3l4LvJQB+uPx6THojx6oaeDjX/zduvOf3/mkTzXlGPfYIT36YR8sWJu3jen7ytfz2uumYNN7j7/PEE9z93Fbg007zfHbmD7n1wjFt6sT8Ojvk+efx3XjJ+WSlxOHwOLnzS39ZDl/1cy6eMaxNWdbvr4KmNf7yL7+GKIOJ6kYrv/nWPxfc+4v7mTAspk2ef39RAPjnAV5/6UoAdjbH9c8JV/HAdTOIiVCO14mPPsIf39gL/A+Ay86/HIAvm+uEV6at4NfLTgnM55z89JMcLG3g8f9+h451gL8XpLVPvyulocnB/Oa21XOf7eGT3Aoimv9sbdZGvA4niqIwOi6LI73Yvsba0IRNY+023UAKhjrhRPS1HunOtDEp/Kf5o0r+418Ynx7Ht9f7V6uYtPrv/OXtPYB/rY7258S/T7mG310/nUitL/C3l/nIwzz43z10dW3xv4U3c8dFY7u8tlh58XnkpMW3vbb4/h1cNmt422uLQzXQ0M21xe33MWFEbNtriy+7vrZ4etyVPNDu2mLik3/jNy/uoOXaYsUlKwHY3pzn9RnXcfeytnVinV3hty/soOXa4orFlwCwab2/sdzkzuH6c8ZwpLmxfO7sBWw4WA34G8uXzRxPrMmMY7iTj7/0fy4H8n1cd2ZGYDG9YQkJvPHVYWheNGtYjBmjTsfp45J4b4v/2Kfbi7hgahru5vM191gZb23Jh+blL9qf33a3k189s5mzVt5LdkYMq9/fzYbcMlw+d2AXjLq6OgzaiBM6v2+furLV9pceSqr859uw5Mg223O1j2uwhWqdIERnQqKxPHXqVGJjY1m/fn3gC62+vp4dO3Zw2223dUi/cOFCVq1aRV5eHmPGjAFg/fr1AMybN6/H96urq8PTPFe1dcOnxuXmV89sYunMVOKbK86H3txDhf14Jdje/vImnvwwj3Ob06/fX8X728tgvP9xy76nrX20qwK7y8f05jzvbC1pczHVsh9r63lqz649ytJp6YxqzvPvLwrYkleD+bTO47Ir8NCb+7loVirJzXmeeP8QhfX2LstSWO/gL+8f5OLm9F8freO/645iU+gyz8aDNXg8cIaupWxl/G9XOZpJtClDS5kAXtpYSHWDgwnNeV7edIx1+6oCZWmZHzUs+Xiv7BPvHeKSGRmkN+d56sM89pU1Yk7vPK5Kh5s/vXOAZc3pv8mv46NtldS5vV2WJa/axkNv7mN5c54Xv8zns9wSDM13i6Mjj++t29svwc4W6zIadCyYktZJjuDQMjwqKiqqz1+CNput2zyNjY29ep1gqRPswF3/+oqLZqaS2vx38dg7+zlSY8Oc1flrFTU6eey9A3yvOf3mI7V8sLXSv31QF++/5UgNXkVhQXOej78r56Od5dB8HsU0/+3ptMfnDv73qyJqG52cojv++Iu9lZjanUdpicff9W8fHOLi6RkMa86z+qMj5JZaMHfx51jt9PDIm/tZOiOVmOY8f3x9N9VOT5dlyS218PRHR1jSnH7dvkre214GE2gTT+t5kO9vL8Pq8DKtOc/b3xbzSW5l4NxrWeCq5f8B4B+fHuHC09LJbs7zr8/z+fZobZd1YpNX4aE3/HViYstn+f5BiizOLstSanXx0Bv7uKY5/ZvfFPO/bcW4dJou85hP+4JcIDcwvPTlQN3emkajCWyX08Lj9aHVaNC2+pzb74+rhmCoE05EX+uR9lrXCxrf8XrhwZe3cfGMDDJbvo/+d4gdRfWYk7t4HbeXh9/c3+ba4k/vHOj22mJfWSNPfZjHOa2uLd5rdW3R+vuxxUc7y7E7vX27tvj8SJ+uLWwKPNx8bZHUnOfRt/Z2e21xzOLk0Xf2c3mgTqjiox1V2On62mLX0Soee93Ohc15Xvj8EBsOVGOc5n9sbO7pb31ubNhdRlFJfeB9fv/8DkqtLsxJbV/b3GpltLX2/7D2a47f8D7490BDuTMtC5J94SSwjaBuSsdydHZ+O91ePB4fZpMebXPc7c9vjUYT6DU2RhqIH9nxcw4GoVonCNGZkGgsG41GbrvtNlatWkVKSgrZ2dn86le/YsSIEVxxxRV4vV6qqqqIi4vDbDYzZ84c5s2bx1VXXcXTTz9NU1MTt9xyC9ddd91J9SKZT/uCeuDlalqtfPgu5m5e0nzaF+QBeS3pm9YEvsy6y/M18HUPF1OtaSd/zsee1nG93uWXWct72IDX6lvnea/HshTRag5R8d9gbNdfZi15dgG7AsMHXww0lLsSMWUtXwBfBOJ6tduyAHjGf8JbTa3L8k6XF/gtcVUCq5sX2qL6WcgGc3b3eaqA1aNa3uM/gYv11lp/CZZW2/jyuwqOljaBAtkZUZw5LY3MlKiguMgNVcFUJzjAv2hU4G/vDczdLIxqPu0LSoDVI5oT1f4fjO75PNoN7G55D9cLgYZyVwxT17IeWB+I67+BhnJXvBM+5R1b67K8jTm1+7hqgBfa1InvdXmjoCXPQeBgS3rr84GGcldMp33BZmBz4D1e6fTca00z6TM+ctH2c+mhTmwC/8JFgTzvY87sPk89sHpcc3rn/6E5teNneaI30FpfGAMdVjcWJ6eneuREKad8ynt2Wv0d/bfHv7162l9bfNjj99Fh4HAQXltYgVfrW+d5q8fv43Jg9ciWOmENjO+5Tiyk9Zzm1wIN5V6/Dx93+h4GbQSj4rJ63Nqq9fnam/O7fR45v4UIDSHRWAZ44IEH8Hg83HzzzdjtdhYuXMgnn3xCREQEBQUF5OTk8Nxzz7Fy5Uo0Gg1vvfUWt956K4sXL8ZsNrN8+XIef/zxPr9vby9yoO8VZ+v0J3IxdSJ5BqosJ5JnKJW/q4vcnDQDOefG9/h+ou+GYp1wInmG6nkU6mVpnaezXqTOyA20wdddPdIXwfS3N1TPo97mOdmyaDQaftl8vlrtbrYeqKGqwYEpQseUMQmMTIsOvHbL+dr+/E5OPj6MoLq6OvC7nONChJ6QWA17sLSssDdjxgxiYmICxxVF6XCR01lF2LoS7CxPe+0rzcHI05v0PeXpzZdAuJU/nL4AU1KOd5tWVVV1k7LvGhsb2b59+4CsfHsiBrtOOJE8wXIeSZ3oF44XxuFUJ0Dv6wWpE0K3/CdrIM+JUBAsdYKshi36Q8j0LKup/VAZoM2S/J2tOthZnhN5n/7O0x/v0VPZ++t9BiLPYJVfDG1DqU44kTxDqfxSJ4j+0te/i2A9J04kz1CqE4QQorWuNzITQgghhBBCCCHClDSWhRBCCCGEEEKIdmQYditerxegV8vc6/XH/+vCbRn7cC47SPkHsvwt517Luag2qRN6L5zLH85lh/CqE6D39YL8XYRv+cO57BB+dYIY2qSx3IrV6t/0ff/+/SpHIkR4s1qtbRaHUTMOkDpBCLUFS50AUi8IEQx6UyfIQluiP8hq2K04HA4qKiqIiopCp5MN74QYbF6vF6vVSlpaGiaTSe1wpE4QQmXBVieA1AtCqCkY6wQxtEljWQghhBBCCCGEaEcW+BJCCCGEEEIIIdqRxrIQQgghhBBCCNGONJaFEEIIIYQQQoh2pLEshBBCCCGEEEK0I41lIYQQQgghhBCiHWksd8Hn8/Hb3/6W4cOHExUVxdKlS8nPz+8yfU1NDddeey0JCQkkJiZy6623BjZODzV9LftLL72ERqPp8FNQUDB4QQ+Qhx56iEWLFnWbZih99u31pvxD+fNvLZzrBJB6oYXUCVIntJA6QeqEFuFcL0idIIY6aSx34cEHH2T16tU888wzbN68Ga/Xy3nnnYfL5eo0/bJlyzh8+DBr167ljTfe4MMPP+QnP/nJIEfdP/pa9tzcXBYtWkRZWVmbnxEjRgxy5P1r9erV3HfffT2mG0qffWu9Lf9Q/fzbC+c6AaReAKkTpE5oS+oEqRMgvOsFqRNEWFBEB06nU4mJiVFWr14dOFZXV6eYzWbl5Zdf7pB+8+bNCqDs27cvcOyTTz5RNBqNUlxcPCgx95e+ll1RFOWCCy5Qbr/99sEKccCVlJQoF110kRIVFaVMmDBBOfPMM7tMO5Q++xZ9Kb+iDL3PvzPhXCcoitQLUidIndCe1AnhXScoSnjXC1IniHAiPcud2LVrF42NjSxZsiRwLD4+nunTp7Nhw4YO6Tdu3EhGRgYTJ04MHFu0aBEajYZNmzYNSsz9pa9lB/8dw9ZlD3Xbt2/HYDCQm5vLnDlzuk07lD77Fn0pPwy9z78z4VwngNQLUidIndCe1AnhXSdAeNcLUieIcCKN5U4UFxcDdBgeMmzYMIqKijpN3z6twWAgKSmp0/TBrK9lr6uro6SkhI0bN3LqqacybNgwLr30Ug4dOjQo8Q6Eiy++mDfffJNRo0b1mHYoffYt+lL+ofj5dyac6wSQekHqBKkT2pM6IbzrBAjvekHqBBFOpLHciZYFF4xGY5vjJpMJh8PRafr2abtLH8z6WvY9e/YA/oU+1qxZw6uvvorD4WD+/PlUVFQMfMAqG0qf/YkIl88/nOsEkHqhL4baZ99X4fLZS50gdUJfDLXPvy/C/bMXoU+vdgDByGw2A+B0OgO/AzgcDqKiojpN73Q6OxzvKn0w62vZFyxYQFVVFUlJSWg0GgDeeustsrKyWLNmDatWrRqcwFUylD77ExEun3841wkg9UJfDLXPvq/C5bOXOkHqhL4Yap9/X4T7Zy9Cn/Qsd6JlqExpaWmb46WlpQwfPrzT9O3TulwuampqOk0fzPpadoDk5ORABQgQGRlJTk5OYJjWUDaUPvsTFQ6ffzjXCSD1Ql8Mtc/+RITDZy91gtQJfTHUPv++CufPXoQ+aSx3YurUqcTGxrJ+/frAsfr6enbs2MHChQs7pF+4cCHFxcXk5eUFjrXknTdv3kCH26/6WvZnnnmGpKQkrFZr4JjFYuHQoUNMmjRpMEJW1VD67E9EuHz+4VwngNQLfTHUPvu+CpfPXuoEqRP6Yqh9/n0R7p+9GALUXo47WN1zzz1KUlKS8u677yrfffedcu655yrjxo1TXC6X4vF4lLKyMsVmsymKoig+n0+ZN2+eMmPGDOXbb79VvvjiCyU7O1tZuXKlyqU4MX0p+7Fjx5T4+HjlsssuU/bs2aNs3bpVOfvss5XRo0crdrtd5ZKcvOuvv77NlghD/bNvr6fyD/XPv7VwrhMUReqFFlInSJ3QQuoEqRNahHO9IHWCGOqksdwFj8ej3HXXXUpKSooSHR2tLF26VMnPz1cURVHy8/MVQHnuuecC6SsqKpRly5YpUVFRSnJysvKTn/wkZCuBvpZ9+/btyjnnnKPExcUpsbGxyrJly5Rjx46pE3w/a/8lMNQ/+/Z6U/6h/Pm3Fs51gqJIvdBC6gSpE1pInSB1QotwrhekThBDnUZRFEWdPm0hhBBCCCGEECI4yZxlIYQQQgghhBCiHWksCyGEEEIIIYQQ7UhjWQghhBBCCCGEaEcay0IIIYQQQgghRDvSWBZCCCGEEEIIIdqRxrIQQgghhBBCCNGONJaFEEIIIYQQQoh2pLEshBBCCCGEEEK0I41lIYQQQgghhBCiHWksCyGEEEIIIYQQ7UhjWQghhBBCCCGEaEcay0IIIYQQQgghRDvSWBZCCCGEEEIIIdqRxrIQQgghhBBCCNGONJaFEEIIIYQQQoh2pLEshBBCCCGEEEK0I41lIYQQQgghhBCiHWksCyGEEEIIIYQQ7UhjWQghhBBCCCGEaEcay0IIIYQQQgghRDvSWBZCCCGEEEIIIdqRxrIQQgghhBBCCNGONJaFEEIIIYQQQoh2pLEshBBCCCGEEEK0I41lIYQQQgghhBCiHWksCyGEEEIIIYQQ7UhjWQghhBBCCCGEaEcay0IIIYQQQgghRDvSWBZCCCGEEEIIIdqRxrIQQgghhBBCCNGONJaFEEIIIYQQQoh2pLEshBBCCCGEEEK0I41lIYQQQgghhBCiHb3aAQQTh8NBRUUFUVFR6HQ6tcMRIux4vV6sVitpaWmYTCa1w5E6QQiVBVudAFIvCKGmYKwTxNAmjeVWKioq+Pbbb9UOQ4iwN3v2bEaOHKl2GFInCBEkgqVOAKkXhAgGvakTHnvssUGKpq1f/vKXqryvGBjSWG4lKioKgIkTJxIZGdlt2tjYWAAsFsuAx9VXEtuJCebYILjj66/YbDYb+/fvD5yLahsqdcJgCOfyh3PZYWDLH2x1AvS+XpC/i/AtfziXHcKvThBDmzSWW2kZThUZGUlMTEy3aRMSEgBQFGXA4+orie3EBHNsENzx9XdswTK0cajUCYMhnMsfzmWHwSl/sNQJ0Pt6Qf4uwrf84Vx2CL86QQxtssCXEEIIIYQQQgjRjvQsCyGEEGJAKYqCy+fuNo1BG4FGoxmkiIQQQoieSWNZCDFgGm1uvtpdSVGlDZ1Ow8SRccwcn0SE/uQHtdTW1nLPPffwwQcfYLFYmDJlCg8//DDz58/vNP0f/vAH7rvvvg7Hw3WYnBCDRVEUHtv+LEcbjnWbbnRcFnfOuFkazEIIIYKGNJaF6AWf08nhW+8AYOxTf0VrNKocUfBbv6uclz7Lx+M93hjdmFvJa+sKuO2yCYwe3v0c4J5cddVVlJeX88orr5CWlsbf/vY3zj33XHbu3Mn48eM7pM/NzWXFihU8+uijJ/W+Qoi+cfncPTaUAY40HMPlc2PUGQYhKiFEsJBrLBHMpLEshOh33+yv5vmPjwIwMi2KmeOTsLu8bN5TRX2Ti8de28dvrp9CeqL5hF4/Ly+Pzz77jE2bNjFv3jwA/v73v/Pxxx/z0ksv8cADD3TIs3v3bn74wx+Snp5+4gUTQpyURxaswtCuMezyuli18RGVIhJCCCG6Jo1lIbrhczrb/Nv+d7n72ZFPUXhrg78X6dyZGVy1JDswrPKSMzL506v7OFLSyMfflLLygtEn9B7Jycl8+OGHzJw5M3BMo9Gg0Wioq6vrkN7pdHLo0CEmTpx4Qu8nhOgfBp1Beo6FEIBcY4nQII1lIbrRMiyotSN33hX4ffyz/xjMcELC0dImKuscmAw6LluYhUajobLeQaRRR7Q5guVnZvHwy3vZsq+KFeeNQqft+/zE+Ph4li5d2ubYm2++SV5eHueff36H9Pv27cPr9fLGG29w++2343A4OPPMM3n00UfJyMg44bIKIU7M9ord6LQ6pqWconYoQgiVyDWWCAXSWBZC9Kv6JhcAmSmRmAz+fRD/9uYBxo+IZcW5owJzlV1uHw6XlyjTyVdDmzdv5oYbbuDyyy/nwgsv7PD8nj17AIiKiuL111+nsrKSe+65h8WLF7Nz507M5u6HgyckJAT2jeyMz+cL9J4nJiaeRElCl1brX7QtHMsfzmWHnsvv8BzvKUpISMCkN/LVd9tJNCewZMKCNqtkJycnY9If703S6+UyRQghhHrkW0iILiiKQtbf/gT4hwXl/9q/knLOw/8vMDRIURRZubWdaLO/WimvteP2+IjQa7FYXcRFRQBQVGkDQK/TYIw4+VWx3333Xa655hrmzZvHSy+91GmaFStWcMEFF5CcnBw4NnnyZIYPH857773HlVdeedJxCCF6r6yxksmpHRfiE0KEj7FP/RXwX2O19CiPfvxRGX4tgoo0loXoRKdbnXw/xf/vjr8GDslWJx2NzYwlIcZAXaOLT7aWcsGc4TTZPMRGReDx+nh7o///dOb4JPS6k2ssP/nkk9xxxx0sX76c//znPxgMXc+FbN1QBsjIyCApKYni4uKTigHAbrdjMpkA/5ZW4ailVzEcyx/OZYeey+/0ugK/V1RX4PF5aXA2YlKM1DfWozPKpYgQ4ailUeyxNLY5Jo1lEUzkG0qITshWJydOp9Vw0dxMXvj0KG9+eYwDhQ0oQH5ZE19sL6eoyoZep+GCOcNP6n2efvppfvazn3H77bfzxBNPdHvD4r777uP111/nwIEDgXQFBQVUV1czadKkHt+rrq4Oj8fTbZqWxrIQomutV71+cf/bvLj/7TbPV1dXt6lPGxsbEUIMbY5jPV9vCaGWkx8DKcQQ98iCVfxl0f38fLOBuysm8JdF9/PIglVqhxXUFp+WxiXzMgHYW9AAwIbvKimqsmGM0HLrZePJSos64dc/dOgQd9xxB5dddhl33303FRUVlJeXU15eTkNDAy6Xi/Lyclwuf4/WZZddRkFBAT/96U85dOgQGzZs4PLLL2fevHmcd955J19gIUSXDNoIRsdl9ZhudFwWBm3EIEQkhAgmruISdNHRjPvX09KrLIKO9CwL0YOWrU60dY2YY+KlF7kXNBoNly3I4vRTknnzy2NsP1TLuBGxTB2dwIIpqcREntwF8RtvvIHb7ebtt9/m7bfb9kxdf/31rFy5ksWLF7Nu3ToWLVrEjBkz+Oijj/jNb37D9OnTMZlMfO973+PPf/6zDKEXYoBpNBrunHFzYCGvj46u55uynfx+3i/apDNoI+R8FCIMOfILMGWPlPNfBCVpLAvRC4rPR53PSm20i0TFp3Y4ISMjKZLp45LYfqiWO5dPxNi8OvbJuueee7jnnnu6TaMoSpvHS5YsYcmSJf3y/kKIvtFoNIEbjTWOOtKikuXGoxACRVFwFBQSv/hMtUMRolMyDFuIXvA2NnF0mIEXfbvQIHc++8JidWGM0PZbQ1kIEdoqbdWkRSb3nFAIMeR5amrwNjVhyh6pdihCdEoay0L0gsdiwWrWEquPlGFCfWSxuYmNknmIQgh/L1KlrYbUIGgsr1+/Ho1G0+nPqFGj1A5PiLDgKCgEwJSdrW4gQnRBhmEL0QteiwWrSUusIUbtUEJOg9VNbJQMtxRCQL3TgsvnJjUySe1QOOOMMygrK2tzbMuWLVxxxRXcf//9KkUlRHix5xegT0xEHxerdihCdEoay0L0wOV14aivpSlSS5wpBqfXhavVvqGie402N3EnuaCXEGJoqLTVAJAWpX7PssFgID09PfDYarXyi1/8guuvv54bbrhBxciECB+O/AJMOTIEWwQvaSwL0YPAvqDpBopqD/GL9Q+qG1CIabC6GZURrXYYQoggUGGrRqvRkmxKUDuUDv7whz9gs9l47LHH1A5FiLCg+Hw4Co+RdNFStUMRoksyZ1mITsi+oP3HYpU5y0IIv0pbNcnmBHTa4Frwr6qqir/85S/ce++9JCYmqh2OEGHBVVaO4nRizslWOxQhuiQ9y0J0ov2+oMXPPc9jOce4cvxFnJ5xWiCd7AvaPZ+i0GhzEyvDsIUQQEWQLO7V3tNPP01cXBw/+tGPep0nISGBhISue8hbtq8L18a3VuvvjwnH8odz2aH35a/clQsaDenTpqKPjAT8118t+Tuj16vfdDEYDCxevBiATz75ROVoxECTnmUhutCyL6hRZ8BpswCQaIoPHDPqDNJQ7oHN4cHrU6RnWQgBtGwbpf7iXu09//zzXH/99ZjNZrVDESJsNOXlYR42LNBQDhURERGccsopTJo0Se1QxCBQ//aMECGgwdkIQJysht0nDVZ/z3ycrIYtRNjz+DzUOOqDbo/l3Nxcjh49yrXXXtuvr6soCoqiUFtb26+vGypaehXDsfzhXHboffkbDhzEkDWiTbrIyEiioqIGND4h+kIay0L0gsVjA4zEGaWx3BeW5say9CwLIartdfgUX9ANw96wYQOpqalMmTKlT/nq6urweDxdPh+uQ3CF6A2f242jqJjYM05vc9xms2Gz2brM19jYONChCdGGNJaF6IHi8dKocaHBSHREaA0VUpvF1txYljnLQoS9Cls1QFDssdzazp07+9xQFkKcHGdxCXi9mLKz1Q4FgLlz5/Y6rcEgo+XCiTSWheiBt6kRm1FLlMYYdCu4BjuL1Y1ep8FslP83IcJdpa0Go84QdNNZysrKSEoKrga8EEOdo6AAdDqMIzLVDgWA008/vU/r0LQs4CeGPmksC9EDT4MFq1lLXITsFdxXFquLuChZMVwI4V/cKzUyOejqg48++kjtEIQIO478AoyZw9FGBM/IM2kAi85IY1mIHngs/sZyrCm4ekNCQYPVTYwMwRZC4B+GHYwrYQshBp+joBDz2LFqhxHw2muv9Tqt2Wzm4osvHsBoRDCRxrIQPfA2WLCZtKRGxqsdSsixWN2yErYQAvAPwx6XMErtMIQQKvM5HLjKykk892y1QwkoKSnpdVpZrTu8yD7LQvTAY7FgjdQRZ4pVO5SQY7G5ZSVsIQR2jwOLq0l6loUQOAqPgaJgyslWOxQheiQ9y0L0wGNpwJakDbpFaUKBxeoiNjtO7TCEECprWQk7igQ+2FLM0dImAMYMj2HBlFSZriFEGHHkF6AxGjFkZKgdihA9ksayED1obKrHm4LssdxHiqJgsXlk2yghBJW2GjzVw/jLCyV4vMcX0dl5uJZ3NxVx49IxzDkluPZfFkIMDEdBAaasEWi0wTXAVafTMXXqVCZOnEh8fDxarZa6ujoOHDjAjh078Pl8ALhcLrZs2aJytGKwSGNZiB402C0AxBpkNey+cLi8uD0+mbMshCD3aC3u/CmAQnZ6FHMnpQDw1Z4qjlVY+ef7h4iNimDiSBmJIsRQ5ygoJHr6aWqH0YZer+fKK68kLS0NOL4ydmpqKqmpqYwePZo33ngDr9eL2+3m66+/VjNcMYiC65aOEEHI4vYPF5Se5b5psLoBZM6yEILc3QAa5p+ayr1XjWfkPx9g5D8f4P6rx3P6pGQUBd77qkjtMIUQA8zT2Ii7ugZTdrbaobQxa9YsUlNTURSFuro6ADQaDRaLBUVRGD58OLNnz1Y5SqEGaSwL0QOLxw5ArMxZ7hNLS2NZhmELEdaq6x001hnRaBSWnZmFttU+y1qNhmVnjkQDHDhmob7JpV6gQogB58gvAMCUM1LdQNoZN24cGo2GnTt38txzzwWOv/LKK2zduhVFUZgwYYKKEQq1SGNZiG743G6adG5M6DHopNHXFxbpWRZC4F8VHyDG6CYmQsHndAae8zmdJBghweR/3NicVggxNDkKCtFFRxGRHFxrFMTF+aeA5Obmtjmu0WjYu3cvALGxsitKOJI5y0J0w9vYiM2kJUZnVjuUkGOxudBqIMos1YwQYU3vbxz/dM9/OXzrf9s8deTOuwD4EfDwmOtkVWwhhjhHQSGm7Gw0rUaYBAOPx4NeryciomMd1LKvsrPVjT4RPqRnWYhueBosWM1aWdzrBDRY/Xssa4PsC1EIMbjcegva6Noe050yMo74aFkQUIihSlEUHPkFmLKDawg2QHW1f3u7c889l+jo49d8o0aNYsmSJWg0Go4dO6ZWeEJF0uUjRDe8FgtWk5Z0k6zQ2leNNjexkXLhK0S4q7BVYxh+hMcbr0ZRICNGxzXfvQjA6zOv51itfxTKz+dlqhypEGIgeWpr8TY2Bt3iXgA7duxg+PDhpKSkoNcfbx6dffbZKIoi20WFMelZFqIbLT3LcVHxaocSclp6loUQ4a3SVkNamsLKS05BYzBS1ugNPHes1oXWaOSmyyYxIUtuSgoxlAXr4l4AeXl5bNq0CZfLRX19PeDvCVcUhaqqKl577bXAKtkivEjPshDd8Fos2Mw64qRnuc8sVjepLav2CCHCVqWtmtTIJOZOSuHUUfH83z/XBp5bduZI5s3IJMoklyNCDHX2/AL0iQno44Lzmmrr1q2Bxbw2bdqEzWajoqIiMERbhCf5dhKiG3ZLPa40jcxZPgEWq5uxmbLdlhDhrsJWzZQU/5Yr0eYIsi1FOE1RTHnyMcarHJsQYvC0LO4VzGw2G+BvOAsB0lgWolv19noA4ozS6Osri80lK9sKEeY8Pg81jnpSzf5tYhRFwVBXiScpTeXIjvvPf/7Dww8/zNGjRxk9ejS/+93vWL58udphCTGkKD4fzsJjJC49X+1QOjV37txepZN5y+EnJOcsP/TQQyxatKjbNC+99BIajabDT0FBwaDEKIaGBocFQHqW+8jp9uJw+YgbwDnLtbW1/PjHPyYzM5PY2Fjmz5/Ppk2bukxfUFDARRddRGxsLBkZGdx///14vd4u0wshTl6NvQ6f4iM1MgmA2kYXifY6DMOHqxyZ34svvshNN93Ebbfdxt69e7nmmmu46qqr5IJYiH7mKq/A53BgyslWO5ROnX766cydO7fHHxF+Qq6xvHr1au67774e0+Xm5rJo0SLKysra/IwYMWIQohRDhcVtBaRnua8sVjcAsVEDtxr2VVddxebNm3nllVfYtm0b06ZN49xzz+XgwYMd0rrdbs477zwANm/ezNNPP83q1at54IEHBiw+IYR/CDZAWpS/Z7mkuI54TxMJo9T/LlYUhfvvv5+f//zn/PSnP2X06NHce++9nH322axfv17t8IQYUgKLe40MvsW9WrQs6NXdjwg/ITMMu7S0lFtuuYV169Yxbty4HtPv3r2bKVOmkJ6ePgjRiaGqUXGgV8xE6s1qhxJSLLbmxvIADcPOy8vjs88+Y9OmTcybNw+Av//973z88ce89NJLHRrBb7zxBoWFhXz99dckJCQwefJkKisr+dWvfsU999yD0WgckDiFCHcVthqMOgNxBv8Nx6q8QjKBxLHZqsYFcOjQIQoKCrjmmmvaHP/kk09UikiIoctRUIAhPQ1dZHBeT7322msdjun1ehITE5k9ezY2m4033nhDhciE2kKmZ3n79u0YDAZyc3OZM2dOj+lzc3OZOHHiIEQmhiqfy0WTzke01oRGo1E7nJDS0rM8UMOwk5OT+fDDD5k5c2bgWMtUi862dti4cSPTp08nISEhcOyss87CYrGwa9euAYlRCOHfNio1MjlQh1oLi1HQYByWoXJkBEahWK1WzjvvPFJTU5kzZw7vv/++ypEJMfQ4CgqDdgg2QElJSYefwsJCdu7cyccff0xycjKnn3662mEKFYRMz/LFF1/MxRdf3Ku0dXV1lJSUsHHjRp566ilqamqYPXs2jz76aK96pYUA/7ZRVrOWWH2k2qGEHIvVjQaIHqCe5fj4eJYuXdrm2JtvvkleXh7nn99x8ZDi4uIOUzCGDRsGQFFRUa9uwAkh+q7CVk1a83xl/4FyHNEJaCPUX/zPYvGvSXHdddfx29/+lkceeYQ333yT733ve3z22WcsWbKk2/wJCQltbsC11zJkMzExsf+CDiFarb8/JhzLH85lh47l97k9HCoqJv2sxT3+n2g0mkD+zuj1g990sVr9U/LGjRvHunXrBv39hbpCprHcF3v27AHA5/OxZs0abDYbf/jDH5g/fz67d+8mLa37VTh7+gL0+XyBu+TBWBEGcyUdSrE1VlVjM2lJikoMinhD6f/OrdQQG2UgJTmpTbqB+hLcvHkzN9xwA5dffjkXXnhhh+dtNhvx8fFtjplM/j2gHQ5Hj68f6nXCYAjmv8+BFs5lh+7LX+2oZeqwiSQmJuL1+jBbqtAOHx5Iq+aFcURzg/1Xv/oV119/PQDTpk1jx44dPP744z02loUQvWMrLETxeIgeM1rtULp0yimndDim0WgwGAyB5wyGgVuHRQSvIdlYXrBgAVVVVSQlJQUuYN966y2ysrJYs2YNq1atUjlCEQrcDQ1YzVrGRIfnBfDJqG90Ehc9OPOA3333Xa655hrmzZvHSy+91Gkas9mM0+lsc6ylkRwVFTXgMQoRjmxuO/UOCxkx/hvUpdVWkh11RGfP7CHn4MjMzATg1FNPbXN80qRJfPDBByf9+i0LAtXW1p70a4Wilhsi4Vj+cC47dCx/3Xe5oNPijI/D3cP/SWRkpCrfy+edd16PU+7KysoGKRoRTIZkYxn8cxpbi4yMJCcnh+Li4pN+bbvdHuiVCsaKMJgr6VCKrb6kBKtZizkiMijiDaX/u8raRqJM2g6x9veX4JNPPskdd9zB8uXL+c9//tPlXd8RI0awe/fuNsdKS0sBGN4PW9gEe50wGIL573OghXPZoevyF1pKAIjymaitrWX/d/nE+JxEZ6UH0qp1YQwwffp0YmJi+Prrr5k/f37g+O7duxkzZkyP+evq6vB4PF0+H64jDYRoz1FQiHF4Zq+mX9hsNmw2W5fPNzY29mdobXS12rVGo6GpqYkvvvhiwN5bBK8h2Vh+5plnuPvuuzl27FjgS9hisXDo0CFuuummHvP39AUIx4dwiqHLabFgN2uINcaqHUrIsVjdxMd0bLj255fg008/zc9+9jNuv/12nnjiiW7vCC9cuJDnn38ei8VCbKz/8/ziiy+IiYlh2rRpPb6X1AlC9F1l87ZRgT2W8wqJAeJHZQXSqHlhbDabueuuu3jggQcYPnw4s2fP5r///S+ffvopa9euHbD3FSLcOPILMI8N3iHY0Pkq+Hq9nqSkJCZNmoTVah3Q+kgEryHRWPZ6vVRVVREXF4fZbOaCCy5g1apVrFixggcffBC73c7dd99NSkoKK1euVDtcESIaG2sgUiN7LJ8Ai83NyLSB6y06dOgQd9xxB5dddhl33303FRUVgefMZjNms5na2loSExMxGAxceuml3HfffVx55ZU88sgj5Ofnc/fdd/PLX/5S5iAJMUAqbNXEGqIx65vXByguxaPVE5GS3EPOwXPfffcRGRnJvffeS0lJCRMnTuStt95i0aJFaocmxJDgczhwlZWRcE5wrwGwb9++Lp8rLi7moosuYsGCBdK7HIZCZuuo7hQVFZGRkcGrr74K+Idcrl27lqamJubNm8eSJUuIj49n3bp10vsjeq3e1gBAnCFa5UhCj8XqJnaAto0C/77Jbrebt99+m4yMjDY/d9xxB5s3byYjI4PNmzcD/l7fjz/+GK/Xy5w5c/jpT3/Krbfeyv333z9gMQoR7lq2jWqhrS7HGZ+CppsFvdRw5513cvToUZxOJ7t27eJ73/ue2iEJMWQ4jhWBomAO4m2jelJTUwPA+PHjVY5EqCEke5bXrFnT5nF2dnaHeQbTp0/n008/HcSoxFDT4G4CINYgPct94fH6sDo8A9pYvueee7jnnnu6TdO+ThgzZozUCUIMogpbDVkx/i3anG4v0Y01aEdn9ZBLCDGUOPLz0RgMGDLS1Q6lWxMmTOhwrP1q2GpsWyXUJ5+6EF1o9NjQKBpiDLJacl9YrG4AYqNkeLMQ4UpRFCpt1cxM8680XVplJdlVjzHrDJUjE0IMJkd+IaaRWWh0OrVD6dYFF1wgq2GLTgXXWCghgkgjTiKJQKcN7go+2FhszY3lyIHrWRZCBLcGVyNOr4u05sW9yg8XE6F4SR6XrW5gQohB5SgoxJQ9Uu0weqVlu7fOfpqamli3bp3aIQoVSM+yEJ3wORw0RSjE6sxqhxJyGgI9y9JYFiJcVdr8c/zSmucs1+cfIxGIGTlCxaiEEIPJ09iEu7oaUwjMV+5sNWwAn8+H3W6npKSkx10xxNAkjWUhOuGxNGIzaYmJkCHYfdVolZ5lIcJdhbUarUZLkjkBAHdpKU6DGX2cbMUnRLhwFBQAYMrOVjWO3uhuNWwR3mQYthCd8DQ0YDVriTfJhV1fNdhcRBp1ROilehEiXFXaq0kyxaPX+u/JR9RU4k5MVTkqIcRgchQUoo2KCqrt4oToK+lZFqITXksjVpOWuKgEtUMJOf5to2RxLyHCWYWtJjAEu8nuJs5WS8SoSSpHJYQYTI78AkzZI3tcOEsNv/jFL04orscff3wAohHBTLp+hOiEu6Eem1lLvDSW+8xidRMn85WFCGuV1urAHsslpQ0kuBuJzZH5ykKEC0VRcOQXBP3+yt0t6tX+R4Qn6VkWohNNljq8MRrijDIMu6/8PcvSWBYiXHl9XqoddYGe5YrDhaShyErYQoQRV3UN3sbGoF0Ju6ioqEPPcmJiIpGRkXg8HmpqavB6vSQlJWE0GqmpqaGwsFClaIWapLEsRCcabPUQA7HGGLVDCTkNNjfpSbKKuBDhqtpRh0/xkdq8bVRTYTFpQGTmMHUDE0IMmqa8PCB4F/d644032jweNmwYy5Yto7i4mPfffx+HwwGAXq/noosuIicnhy+//FKNUIXKZBi2EJ1ocDQAEGeQxnJfWawuGYYtRBirsFYDx7eN8paVYo+MQ2syqRmWEGIQNeUdQZ+QgD4+Tu1QeuXMM89Er9ezcePGQEMZwOPxsHnzZgDOOOMMtcITKpKeZSE6YXFbAYg1RqscSWjx+RSabB4Zhi1EGKu01WDUGYgzxqAoCsa6KrzJaWqHJYQYBD6nky2Xfx+AqCmnqhxN76WkpHT5nF6v7zGNGLqkZ1mITlh8doyKFqNOVnXui0a7GwWIjZT/NyHCVYWtmtTIJDQaDbWNLpIcdRiHD1c7LCHEIAvW+cqdsdvtACxatIi4uOO94fHx8SxevBigTY+zCB/SsyxEO4qi0ISLGKLUDiXkWKxuABmGLUQYq7RVk2r2z1cuKawi2msnenSWylEJIQaSz+ls8y+AYfiwwGOt0ahKXL21b98+Zs+ezbBhw7jpppsCjWez+fgaLAcOHFArPKEiaSwL0Y7P7qDJADH6SLVDCTktjWUZhi1E+Kq01TA2IRuA6sOFDAeSxoVOD5MQou8O33pHh2NlTz8T+H38s/8YzHD6bMuWLaSlpTFypL+uMjWvsdCyZVRxcXFg7rIIL9JYFqIdr6UBm1lLsizu1WcNLY3lSGksCxGO7B4HDa7GwB7L9qJivBodxrTgnLNcUlJCZmZmh+PPPfccK1euHPyAhBCq8Pl8vPXWW0ycOJFx48YRHx8PQENDA0eOHGH37t3qBihUI41lIdrxWBqxmrWMMofGCo7BxGJ1YYzQYjTo1A5FCKGCKlsNQGDbKCrLsccmodEFZ52Qm5uLyWTi6NGjbfZcbT1nUQjRs7FP/RXwD8M+cuddAIx+/NGgH37d3v79+9m/f7/aYYggIo1lIdrxNDRgNWlJiE5UO5SQY7G5ZQi2EGGsormxnBaZjNenENlQjWZEhspRdW337t2MGzeOjIzgjVGIUNDSKFY8njbHQq2xnJqaysSJE4mPj0ej0VBXV8eBAweoqKhQOzShEmksC9GOw1KPy6AlLipB7VBCjsXqJjZKVsIWIlxV2KqJNURj1psorWoiyVlHxIiZaofVpdzcXCZOnKh2GEIMGc6SUrVDOGFnnXUW06ZN63B8xowZbN26lY0bNw5+UEJ1snWUEO3UWfw9I3FGmbPcVxabmziZryxE2Kq0VQfmK5ceKcWoeIJ6ca/du3dTVVXFwoULSUtLY/78+Xz88cdqhyVEyHKVlqHR6Zj9yosh1as8adIkpk6diqIonf7MmjWLCRMmqB2mUIH0LAvRToO9AWKlsXwiGqxuRmVEqx2GEEIllbYaRsT4hzTXHTlGDJAwKjgbyx6PhwMHDnDKKafw+OOPExsbyyuvvMLSpUv57LPPWLJkSbf5ExISSEjoegRSyyq6iYnhOaVHq/X3x4Rj+cO57LVlZURmjSDCbCLR2PeRZhqNJvD/1xm9fmCaLqeeeioajYZjx47x0Ucfccstt6DRaHjppZeYO3cuOTk5TJ8+XbaPCkPSWBaiHYuzEYBYaSz3mX8YtvQsCxGOFEWhwlbNjLRTAXCVlOLSG9EnxKsbWBf0ej01NTXodLrAXqozZsxg7969/PnPf+6xsSyE6KjpcB6xIdgDm5TkX5Rw06ZN2Gy2wHGr1cpXX31FTk4OycnJaoUnVCSNZSHasXitaBWI0pt7TiwCfD6FRpubOGksCxGWLK4mnF4Xac0rYWury3EmpLRZZTrYREd3HAkzefLkfhmK3TJ8s7a29qRfKxS19KqGY/nDtew+pxN7UTEZFy7F5/OdUPkjIyOJiooagOi619Kb7XK5OjzXMkrE6/UOakwiOEhjWYh2Gn1OYhRTUF/gBaMmuxuvTyFG5iwLEZYqbNUApEYm43J7iWmqRTd+rMpRdW3v3r3MnTuX9957j0WLFgWOb926lUmTJvWYv66uDk+rlX/bC8chuCK8OQqPgaIQPWb0Cb+GzWZr07PbXmNj4wm/dnfq6+tJSUnh9NNP59NPPw0cN5vNzJ07F41GIytihylZ4EuIVhRFoVHrJkZrUjuUkFPf5AQgTlbDFiIsVdqq0Wq0JJsTKKloJNHVQHT2CLXD6tLEiROZMGECt956Kxs3buTAgQPceeedfP3119x3331qhydEyHEUFKIxRBCZFbznfVf27duHoihMmDChzVoEK1asYMyYMSiKwtatW1WMUKhFGstCtOJpsmI1Qqw+Uu1QQk5Dc2NZ5iwLEZ4qbDUkmeLRa/WUHzqGDoWUscG5uBf4h12+//77zJkzh+9///ucdtppfPPNN3z22WdMnjxZ7fCECDmO/AJMWVlodDq1Q+mzHTt2kJ+f32HqhKIoeDwePv/8cwoLC1WMUKhFhmEL0Yq7vh6bWcswU6zaoYSc+kb/PJ9YGYYtRFiqaLVtlCW/iEQgJoh7lgHS0tL497//rXYYQgwJjoICoqdOUTuME6IoCu+88w6jRo3C6/VSUFCA3W6noqKCgwcPdjs0XAxt0lgWohV3fT1Wk464yHi1Qwk59U1O9DoNZmPo3VEWQpy8Sls1k5PGA+ApK8VuikYXKaN0hAgH3qYm3FXVmHKy1Q7lpBw9ehSAt99+W+VIRLCQxrIQrTjrarEbNcTHJKkdSsipb3ISFxUhC6MJEYY8Pi/V9jpSm1fCjqitxJOUpnJUQojB4ijwD1E2ZWerG8gJyszM7FW64uLiAY5EBBtpLAvRSm19FYpWQ3xUQs+JRRv1jU5iVVrc66GHHuKTTz5h/fr1XaZ56aWX+MEPftDheH5+Ptkh+uUuRLCotFbjU3ykRSbTZHcTb6shYvwMtcMSQgwSe34B2shIIlJT1A7lhCxfvrxXN/sff/zxQYhGBBNZ4EuIVmot/q1P4owyZ7mvGpqcqsxXXr16da9Wrs3NzWXRokWUlZW1+RkxIrjnVAoRCsoaKwFIi0ympKiGOI+NuJwslaMSQgwWR0EhpuyRIT26rGVv9PY/Lc+J8CQ9y0K0UmerByPEGqLVDiXk1Dc5SU8wDtr7lZaWcsstt7Bu3TrGjRvXY/rdu3czZcoU0tPTByE6IcJLeVMlBm0EccYY9hzeTwqQMj54V8IWQvQfRVFw5BcQN/8MtUM5YVu2bGnzWKvVYjQaSU5OJjMzE6fT2e3oNTF0SWNZiFbqHRZQpLF8IhqaXIzLHLz/t+3bt2MwGMjNzeWBBx6goKCg2/S5ublccsklgxOcEEOYoii4fO7AY4fHSVFDKcnmBFw+N/XHCknUaIkcPkzFKIUQg8VTV4fXYgnpxb2+/vrrLp+bOHEi559/PuPGjWPfvn2DGJUIBtJYFqKVBo+VSJ8OnVZWdO4LRVH8c5YHcRj2xRdfzMUXX9yrtHV1dZSUlLBx40aeeuopampqmD17No8++miveqWFEH6KovDY9mc52nCs0+d/sf5BGAdpyYn8JgT3WhVC9J0j37+4lzmEG8vdqaioACArS6aWhCNpLAvRisXnJIYotcMIOXanB5fHR5xKC3z1ZM+ePQD4fD7WrFmDzWbjD3/4A/Pnz2f37t2kpXW/am9CQgIJCV0v+ubz+QLztBITE/sv8BCi1fqXwAjH8odT2R0eZ5cN5dYqEjVExUVj0nc/NUOj0QT+/zqj18tlihDBzlFQgD4+Dn18vNqhDIiYmBisVmu3dZUYuuRbSAjA53Sy5fLvcybwyXLZNqqv6hudAMRGDf4CX72xYMECqqqqSEpKCjRq33rrLbKyslizZg2rVq1SOUIhQs8/L34Yo96Ay+viR+/9mltmXMPIqLHcs+H3aocmhBhEjoLCkB6C3ZrBYMDr9eL1egPHCgsLeeaZZ0hJCc2VvsXJkcayCFut5935vC7czSMGI/UmnF5XIJ1BK3sHd8Xp8vLN/mp25zcCcLDIQk5GNCZD8A2/TE5ObvM4MjKSnJycftkz0W63YzKZAKitrT3p1wtFLb2q4Vj+cCp767rR1mjFq3PToGkCIE4bw5Hd+YHn6+rqMOq6H20SGRlJVJSM5hEiVCk+H46CAhLPP0/tUE6KyWTiwgsvZOTIkXg8Hr7++mu+/fZbAM455xxyc3MDw7FFeDmhxvLPfvYzZs2axaxZs5g4cWJ/xyTEgOt03t33W+4YlrFj/YOBw6Pjsrhzxs3SYG4n90gdz7x/GKvDEzj27qYiPt1ayg8vGstpY4NnSOozzzzD3XffzbFjxwIX5haLhUOHDnHTTTf1mL+urg6Px9NtmpbGshDhpvW2UXlHN0Mftqm32WzYbLYun29sbDzZ8IQQA8hdWYnP7sCUHdqr3y9YsICsrCwURUGn0zF//nyKioqoqalh8uTJTJw4kddff52ysjK1QxWD7IQG3z/11FPccMMNTJ48mbi4OBYvXsxdd93F66+/3uOKtEIEA5fP3at5dwBHGo61WflVwJHSRv7+1gGsDg8pcUamj/PfaEiNN2J3ennq7YMcKrKoFp/X66W8vBy73Q7ABRdcgM/nY8WKFezdu5dt27ZxxRVXkJKSwsqVK1WLU4ihoKSxnDhjDGa9CXtxidrhCCEGkb15ca9Qbyzn5OSg0Wiw2WwUFhaiKArjx4/HaDRit9vR6/XMnj1b7TCFCk5qGLaiKDQ2NrJhwwY2bNgQOJ6YmMjMmTMDvc+zZs2SvU1F0PrhW9VEeDpuNu/Wa/jX5cmd5BDvbirC41WYNiaBWy8bz9qdNeSXWfjjj6bzj3cPse1gDe9sKuKuqyepEl9RURE5OTk899xzrFy5khEjRrB27Vp+/etfM2/ePBRF4dxzz2XdunXSIyzESSqsL2FkfCYAmqpKlaMRQgwmR34BEWmp6EJ8OoXR6F+M8IMPPqCkpIRly5YxbNgw1q9fz4cffsiyZct6XAxUDE0n1Vj++9//zo4dO9i2bRv79u0LTIavqanh008/5dNPPw2kHTZsWJvG88yZM4kfoqvmidAy4U+PEuFROHLnXQBof/szRqeO8c/N2/KoytEFH4vVxZ6j9QBcvSQHvU5LfZOL+BgjOq2Gq87KZvvBGvYXNlBrcZIY2/1quP1hzZo1bR5nZ2ejKG1vgEyfPr1NnSSE6B8F9cXMHTEDr08hsrEGCL41C4QQA8NRUBDyvcrgn5qVlJSE0+lfsLSwsJC5c+ei0WhoaGgAwGw2qxmiUMlJNZZ/8pOfBJZRdzgc7Ny5k23btgV+Dh48iM/nA6CkpITS0lLeffddwL9dRE9zAIUYDFqjEa3ueMMqNjrRf8wrc5Q702B1owCxkRGkJvh7ZesaHcRH+xvFSXFGEmIN1Fpc1Ftdg9JYFkIMPpfXhc1tp9pWy/CYNIoq64jxNQDBs16BEGLgKB4vzqJiYmbNVDuUk3bo0CFOP/10Zs2axccff0xZWRl6vZ709HRiYmIAcLtlSl44OqHGcllZGV9//XWb/cZMJhNz585l7ty5gWNNTU2BnueWnyNHjnTo8REimMQbY9QOIahFmfzVRqPd7e9RjjZQXe9g9PA4ACw2Nw1N/i+UaHNwbiUlhDh5qzY+Evj9H9te9P9ymTSUhQgXztISFLd7SPQst5g4cSKjRo3C7XajKAqXXXYZRqMRjUZDTU2N2uEJFZzQAl9paWl873vf6zFddHQ0Cxcu5M477+Tll1/m0KFDVFae/Hymhx56iEWLFnWbpqamhmuvvZaEhAQSExO59dZbu11xU4Q3rdHI9jPS+b8rMzBGRqsdTlBLjDUyNjMGRYG3Nx5DURQq62ykJJhRFIV3NxXh9Slkp0eRGi/zgYUYSgzaCEbHZfWYbnRcFgZt6NwsO3ToENHR0R2mdAghuubILwCtFlNWz3VCsDv99NPRaDQoioLBYAjsnNEylxkgNzdXrfCEigZ9n+WTnae8evVq7rvvPhYsWNBtumXLlmG1Wlm7di319fXceOONNDU18fzzz5/U+4uhx+V1oSgKNRo78drkwD6irlb7iYq2LpqbyV9e38+G7yopq7bTaHNTVWfj0VfKOHDMvwr2xWeMUDlKIUR/02g03Dnj5sAOAS/vf5dqVx2/XfQLXr3vr2QU7ePUJx4Oqf3p3W431157LVarVe1QhAgpjvxCjMOHoTV2v596qKirq8NmswWmkIJ/MWOHw0FeXh4HDhxQMTqhlkFpLBcWFrJv3z4uuOACdDodzz77LF9//XWfXqO0tJRbbrmFdevWMW7cuG7TbtmyhfXr17Nv377APtDPPPMM559/Pn/84x8ZPnz4CZdFDD2BoYRZBsDCL1rtsSw6N2V0AisvGM0LnxzlcIl/H9RPvy0CQKuBa87OYfo4GY4pxFCk0Wgw6vwXx2XWSsanjsakN2KqrEKJTQ08Fyp++9vfEhsbq3YYQoQcR0EBppxstcPoF2vWrKGurk7tMEQQ6rfGss/n4/Dhw+zfv5/9+/ezb98+9u/fz8GDB7HZbG0W9Lrxxhu58cYb+/T627dvx2AwkJubywMPPNDtfs4bN24kIyMj0FAGWLRoERqNhk2bNnHllVeeUBnF0NEylPBIL/ZaDrXhhIPlzKlpTM6O57X1BXy7v4YJIxMYlRHJ4mlpJMvwayGGPI/PQ5m1inPjz8Tp9hJjrUGXfaraYfXJhg0b+Oc//8muXbvIGgJDSYUYLD6nE2dpGfGLF6kdSr/orqFsMpm4+OKL0Wg0vPbaa4MYlQgGJ9RYzs3NbdMg3rdvH3l5eR1WievPhbwuvvhiLr744l6lLS4uZsSItkNADQYDSUlJFBUV9VtMInS1H0rYuHsPv618iyvHnc+cEW03nQ+l4YSDLSnOyISsOLYdrOWPP55LQ0O92iEJIQZJmbUKr+IlOz6TY8eqSXA3oc0JnekX9fX1rFixgr///e8drhmEEN1zHCsCn2/I9CwDjBw5ktTUVHQ6XZvrPoPBQGZmJhqNhrlz56IoCtu2bZNdfcLECTWWp02b1uaPqKtGsUaj4ayzzmLChAlMmDDhxCI8ATabrc2E/BYmkwmHw9Fj/oSEBBISErp83ufzBcqfmBh8Q01bVimX2HqvwfENik5DVlo2GSnpaofTqWD9v7O6KkiKNRERoe8xNo1G02YV/fb0+kFfRkEIcYKKG8vQoCErbhhbvtqOCUgdl612WL32k5/8hDPOOINrrrnmhPL3dK3Qcm0UbHX2YAnW76zBEA5ld1RWojFEkD55Etp2390nU361rhMWLVrE9OnTu3xeURQURQns+qMoCt98882AxCKCy0n9xSmKQkZGBmPGjGnzU1tby09+8hMAPvvss34JtC/MZnNgU/HWHA5HYHU7IVqrrCsDA6TEJKsdSsipqrOTmmBWOwwhxCArbion2ZREYamd/XuLGK0zMzYrU+2weuWFF15g48aN7N69W+1QhAhJTXlHiMrJ6dBQDlVjx47t1YjYljSzZs0iNzcXu90+0KEJlZ3UX7hGo2HSpEn87W9/a9Nz/OWXX550YCdjxIgRvPPOO22OuVwuampq+mVxL7vdjsnkn5NZW1t70q/X31ru5ElsvVdWXwGpkGROCLrYWgTr/11pVSOZabH4fL4eY4uMjJQbVkIMAV6fwvbv3NQWTeeujV8B0WiylzH1/SN8f/FIMpIi1Q6xW//+97+pqKjoMPz6xz/+Ma+++ir/+9//Tvo9Wnqigq3OHizB+p01GMKh7JYDh4ieemqnZTyZ8qt1nWA2m9FoNHz55ZdUVFS0aThHRkZy0UUXodFoePXVVwPHZYpeeDihxvJ//vMf7rnnHoqLi1m7di1Tp07ltttu43e/+x0xMTH9HWOfLVy4kFWrVpGXl8eYMWMAWL9+PQDz5s3rMX9dXV2P8xBaGstiaKh1WTD5tERGmHEgdwn7osbi5LTxvetZttls3e533tjY2F9hCSEGiM+n8I93D1JxJAWAmMgIsDTQqI9kV14dh4os/PrayYxIDd4bYy+++GKHHqGxY8fywAMPcO211/bqNXq6VhjKQ3BFePM2WXFXVWHKHtnvr63WdUJdXR3JycmUlJRQXl7e5rnWjfeSkpIBeX8RvE6osfyDH/yAZcuW8ac//Yk//elPNDU18cQTT/Dyyy/z0EMPkZ2d3c9hds/r9VJVVUVcXBxms5k5c+Ywb948rrrqKp5++mmampq45ZZbuO6662TbKNGpesVOAsF7YResPF4f9Y0uGYYtRBj5Zn812w7WgsbHBaebmfrCvwAoO+0sNsZM4GhpE2s+PsL9101ROdKudXUtkJqaKtcJQvTAUVgIgGmQr/cH0ttvv43H4+l0bSOr1cpf/vIXFaISwaDrGfQ9MJlM3H///Rw6dIiVK1ei0WioqKjgpptu4gc/+EF/xtijoqIiMjIyAkMjNBoNb731Fjk5OSxevJjvf//7XHDBBTz99NODGpcIDYrPR73eTVKE+qMiQk1towsFSEkI7iGXQoj+s26nv9dFn3GEc0473rM0clw6P7t8AjqthqOlTRSWN6kVohBiADnyC9CazUSkpqgdSr9pamrC4XCg1WqJjIwkJiam0x8Rfk56Vn56ejr//ve/uf322/nlL3/JunXrKCsrCzz/wgsvsGLFipN9mzbWrFnT5nF2dnaHSfmpqam8/vrr/fq+YmjyNjbSGKklJ1KGzPVVbYN/Ib2UeOlZFiJc5Jc1EeFzE59US7QSQWXz8eSRw4iKUJicGcl3x6zklzcxMj1a1Vj7oj+3uxRiKHMUFGDKHommm1WrQ41er+ecc85h7Nix3a64/fjjjw9iVCIY9Ntf+bRp01i7di3vvPMOY8eODRxfuXIlM2fODMwZFiLYuGpqaYzUkRKbqnYoIafa0txYlmHYQoQNrUbDL4++wk1vH+ToL1cFjpc++mcO33oHF3zhH8Uli98IMTTZ8wuH1P7KAAsWLGDChAno9frA4nztf0R4OqGe5R07djB16lR0Ol2H5y655BKWLl3KU089xYMPPkhtbS07duzg7LPPls27RVCy1JTjjtCQnizz1PqqpsFJbGQExoiOdYEQYmgaOyIWDvScblxm7MAHI4QYVO66OrwNDQOyuJeaxo0bh0ajweVycezYMVwulzSQBXCCjeWZM2cSFRWFxWLp9M6xXq/njjvu4Prrr+d3v/sdTz/9tDSURdCqqq8ALaQlSWO5r2osTpLijGqHIYQYRAumJvLYkasBOH96CpPe+BsA7p/fxysbSqiqdzApO46MJBlxIsRQ48gvAIbW4l4ABoMBgP/+979UV1erHI0IJic8DNtms/V4xyU+Pp4nnniCPXv2cMkll5zoWwkxoGqa/JViSlSSypGEnpoGJ0mx0lgWIpzEp9rwZZTg1kbw8Y6qwPG/vXeEUouX2Pgoblg6RsUIhRADxVFQiC4uDn1CvNqh9KvKykoURaGmpkbtUESQOak5y8uXL+fhhx/m888/p76+vst0Y8eO5e233z6ZtxJiwNQ5G9D7INYYOgvRBItq6VkWIuyUNFUQOfIwNy4dRXzE8ZvmRoOOs6anc/91U+QmmhBDlCO/AHPOyCG3JsE333wDwNSpU1WORASbE14NW1EU3nnnHd55553AsZycHGbOnMnMmTOZNWsWM2bMIDq6bQPE6/UyfPhwTj/99DZ5hVBLrcdKnDdiyFX8A82nKNRanCTLRbEQYaW4qYzhMWksmJKO5f0PqDEnM+Ovf+Jxn50I/dBZHVcI0Zbi8+EoPEbiuWerHUq/i4+Pp7y8nLPOOouJEydisVg6nUL6ySefqBCdUNMJNZafeOIJtm7dytatWzl8+HBgOPbRo0fJz88PbNmk0WgYO3ZsoAE9c+ZMpkyZQmVlJe+//37/lUKIk9CgcRKviVc7jJBjsbrxeBXpWRYizBQ3ljEyNhNFUTBVFmNKTyUjOYraWqfaoQkhBpC7sgqfzTbkVsIGWLx4caDTJCMjg4yMjE7TSWM5/JxQY/n2228P/G6xWNi2bVug8bx161aKiooAf+/zwYMHOXToEC+//DIA2iG0J5sIfYrHS4PBR7ZBVm3tq5rmPZZluKUQ4cPj81BmrWLe8JlU1FhJtVVjnnC62mEJIQaBo6AAANPIk18JW1EUXD53t2kM2sEd9dfTWkwyAjE8nfAw7BaxsbGcddZZnHXWWYFjlZWVfPvtt4HG87Zt2wIry3m93pN9SyH6jaehnsYoLUmRCWqHEnJa9lhOlp5lIcJGubUKr+IlMzqDY7uOEqd4yJoxWe2whBCDwFFQSERKCrroqJN6HUVReGz7sxxtONZtutFxWdw54+ZBaaQ+++yzA/4eIjSddGO5M6mpqVx00UVcdNFFgWMFBQWBxvO3337Ljh07BuKtheiTpupKHEYtybGpaocScmoanJiNOiJNA1KNCCGCUHFTORo0DI9OI2//NmLQkDJpvNphCSEGgT2/AFPOyfcqu3zuHhvKAEcajuHyuTHqDCf9nj1pbGwc8PcQoWnQrnKzs7PJzs5m+fLlQM9DHYQYDNU1pQCkyB7LfVZjkW2jhAg3xY1lpJgTMemNKEWFWONS0BmlHhBiqFM8XpzHioiZMb1fX/eRBaswtGsMu7wuVm18pF/fpyeZmZm9SldcXDzAkYhgo1qXkIz7F8Gg2lIJEZAkPct9JnssCxF+ihrLyYxJx+X2EltXhmb8OLVDEkIMAmdpKYrb3e+Lexl0Bow6A26vG71Wr1r7YPny5b1678cff3wQohHBRFbbEmGtxlaL1gfxxhi1Qwk5sseyEOFFURSKm8rIjMmgIL+KJLeF+Alj1Q5LCDEIHAUFoNFgyhoxIK///tG1PLHjOVVHniqK0ulPy3MiPMlkQxHW6tyNxHi0aDVy36gvFEXx9yxPksayEOGi1tGA3eMgMzqD8i8PkQYMmyrzlYUIB478AgzDhqEdgGkXNredjSVbWZR5umo9y1u2bGnzWKvVYjQaSU5OJjMzE6fTyfr161WJTajrhBrLL730ErNnz2bsWLmjLEJbnWInXpEGX1/ZnF4cLq/0LAsRRoqbygDIjEmnKG8zTr0JU3qaylEJIQaDo6AQ8wDtr7y++Gu8XjgjfbZqPbhff/11l89NnDiR888/n3HjxrFv375BjEoEgxPqTluxYgUTJkwgMTGRc889l3vvvZd3332X0tLS/o5PiAHVoHOToItWO4yQ07LHcnKQzFl+6KGHWLRoUbdpampquPbaa0lISCAxMZFbb70Vm802OAEKMQQUN5YRHRFFnCGGiIpiHKnDQ379kcrKSlasWEFKSgrR0dFceOGFHDhwQO2whAgqPqcLZ0lpv6yE3d6Xe4p4+yMbjdvP5K7V37HqX1v5+NueV8oeTBUVFQBkZWWpHIlQwwkPw1YUhfr6etauXcvatWsDx9PT05k9ezazZs0K/BsXF9cvwQrRn3xOFxYTTDTJ32dfVTc3loOhZ3n16tXcd999LFiwoNt0y5Ytw2q1snbtWurr67nxxhtpamri+eefH6RIhQhtxU3+xb3qG52kNFXCqd2fc6Hg0ksvxefz8dFHHxEdHc3999/PkiVLOHz4MJGRkWqHJ0RQcBYVgc+HKTu731/7neo1REyAiObHTcAnQXYfOyYmBqvVilYrU/bC0Qk1lu+99162bdvG1q1bqa2tbfNcWVkZ7733Hu+9917g2JgxY5g9ezYvvPDCyUUrRD9y1FRjjdSRFJ2sdighp9biRK/TEBsV0XPiAVJaWsott9zCunXrGDeu+xV5t2zZwvr169m3bx8TJ04E4JlnnuH888/nj3/8I8OHy9ZhQvSkuLGc01JPoWBvAZE+F3GnhvZ85bq6OrKzs7nnnnuYPHkyAPfffz/Tpk1j7969zJo1S+UIhVCfz+nk2MN/AiAiuX+ulwzaCFIiMqhyl3WbLkZJxaAd/OuMiIgI4uPj0Wq11NfXU1hYyDPPPENKSsqgxyLUd0KN5QcffDDw+9GjR/n222/ZunUrW7duZceOHR2GNh4+fJi8vDxpLIugUlXt3ysvJSFD5UhCT7XFSWKsEa2KQzC3b9+OwWAgNzeXBx54gIKCgi7Tbty4kYyMjEBDGWDRokVoNBo2bdrElVdeOQgRCxG6bG47NY46MmMyqNlwGDOQckpor1uSkJDAyy+/HHhcVVXFX/7yFzIzMznllFNUjEyI4KTR6/rndTQalCNnYK+yoB+Wx30Xn0d69PGG6O4jdTz1zkEUfQSOBV7MxsFZjzgxMZEFCxYwevTowDFFUSgoKGDt2rVUVVUNShwiuJz0X9+oUaMYNWoUV111FQA+n4+9e/cGGtDffvste/bswev1nnSwQvSn6vpyAFKSpVexr2oanKrPV7744ou5+OKLe5W2uLiYESPabndhMBhISkqiqKhoIMITYkgpafLP2cuMTie3cAPW6CR0kWaVo+o/P/rRj/jXv/6F0WjkvffeIyoqSu2QhFCVz+ls82/7309mVWyrw0NRhQ3QM3VCJCPjhrP9YA3VDU7OnZXBjLGpJEUXUWNxkV/WxCnZ8Sf8Xr0VExPDlVdeidls7rDIWE5ODldffTUvvvgiVqt1wGMRwaXfb9VotVpOPfVUTj31VG666SYAHA4Hu3bt6u+3EuKk1DTVgBESo5PUDiXk1FicZKaEznw+m82GsZMvdpPJhMPh6DF/QkICCQkJXT7v8/kCCx0lJiaeeKAhrGUuVziWPxzKXlvzHRFaPeMyxnC0phTtmDGB8p5M+TUaTbfzAPX6welR+vnPf84tt9zCk08+yaWXXsqmTZuYPn16t3l6qhdaLriH8t9Fd8LhvOjKUCj7lsu/3+HYkTvvCvw+963XuszbU/m1Tccb3d+fdj6xcfG8uWEXI9JiSE5ORqvVEh1ppMbiIio6ts3w54GqE+bOnYvJZMLj8bBv3z5OPfVUNBoNBw4cYMyYMURFRTFv3jw+/fTTAXl/EbwGZaa6yWTi9NNPH4y3EqLXap31RLs0RGhlu/G+qmlwkhQkK2H3htlsxtnqjngLh8MhPUhC9EJhfTEj4oZRVFRHkrOexEmhPV+5vVNOOYUZM2bwf//3f2RnZ/Pkk0+qHZIQQ1aMOQK9wQ1AZYmRdduLKauxcc25/nqlqKKRwvJGNBoYmR47KDGNHDkSjUbDunXr+PzzzwPHN2zYwGeffYaiKGQPwAJnIvhJK0GErTqPlTivnAJ95XJ7sdjcQbESdm+NGDGCd955p80xl8tFTU1NvyzuZbfbMZlMAB0WPQwXLT0I4Vj+cCj7kZpCsmKGsW/jVpJRSBw/MlDekyl/ZGSkajesqqur+fzzz1m2bFmgt0qr1TJp0iRKSkpO+vUVRUFRlCH9d9GdcDgvujIUyj72qb+iKAqFv/8D7ua5uqMffzQw/Lq7svVU/n01eZBcAKVj+de7ewCFWROSiDN5yC+u4W9v7AVg5sQ0UhIGZ7pHy+r3nU3Natka12weOlNPRO9JS0GErXqNk3iNbBvVVzUWFxA8eyz3xsKFC1m1ahV5eXmMGTMGgPXr1wMwb968HvPX1dXh8Xi6TdPSWBZiqPH4PJQ1VXJGxgyaDucRqzMQPaJ/1nqw2Wzd7nfe2NjYL+/TmfLycq6++moSEhI477zzAHC73ezYsYNLLrmkx/w91QuhPARXCK3RiHX/gUBDueXYycxVbvFJwQZyxnhweCIpqvSf/wXlTfx+zXcUlltRgGiznisWDOuwqNZA1Ql2u53o6GgSExOpr69v81x6ejoATU1NA/LeIrjJhmEiLCmKQoPBR6IhRu1QQk6NJXj2WO6K1+ulvLwcu90OwJw5c5g3bx5XXXUVW7duZd26ddxyyy1cd911sm2UED0ot1bjUbxkxqSjKz2GPSkDzRDYb3Ty5MlccMEF/OxnP2PDhg3s2bOH66+/nrq6On7xi1+oHZ4Qqqtf/yUR6Wn9+pr5DUUcrs/ngjHz+MXyiUToNWg0UFXvpKC5oTw5J557V5xK2iD1KoO/91hRFJYuXdrmRtf8+fM599xz0Wg05OXlDVo8InhIz7IISx6blSazhsRIufPfVzUNTjQaSIgxqB1Kl4qKisjJyeG5555j5cqVaDQa3nrrLW699VYWL16M2Wxm+fLlPP7442qHKkTQK27y74Uar08isbECZsxROaL+88orr3D33Xdz1VVXUV9fz4IFC9i4cSNZWVlqhyaEqty1dTTt/I7Uq75PwlmL+u11PynYQFpkMlNTJvLZ1nK8XoX7VpxKg9WN16uQlRZFasLgj9T65ptvyMnJwWAw4HK5AsdPOeUUFEWhpqaGLVu2DHpcQn3SWBZhqbqiGJ9WQ3JsqtqhhJxqi5P4aAN6XfD0LK1Zs6bN4+zs7A5bP6SmpvL6668PYlRCDA3FjeWkmBMpP1RBlNeBOcT3V24tLi6O1atXs3r1arVDESKoNGzYiCYigti5/XdzrLSpgtzqA6yYeBkut8IHW4pZMCWNUcPUH+VXVVXF22+/zcKFCwPDrRVFwel0sm/fPr766ivcbrfKUQo1SGNZhKXqOv9iDcmJw1SOJPTUNDhJDuIh2EKI/lXcVEZmTAaVOw8xDMiYMrRWwhZCtKV4PNRv3ETc3Dno+nFRq08KN5BgjGNW+hQ+/roMh8vLxWdk9tvrn6zi4mJefvllwD/qxGazYbFYVI5KqC14uoaEGEQ1Df4FI1JTgqeSDhWhtm2UEOLEKYpCcWM5mdHpuAoKsJrjiIhVvxdICDFwGnfswttgIX7xmf32mtX2OrZX7OHskfNwueB/35SwaFpa0K5/Ul5eLg1lAUhjWYSpGnstJpeC2SDbAPRVjcURtF9uQoj+VedswOaxkxmdjrmqBHfGCLVDEkIMsPr1X2IeNxZjPy6A+VnhJiL1JuYNm8En35bi8SpcOFc6LETwk8ayCEt1rkbi3Dq1wwg5Xp9CXaNLepaFCBPFjf7FvYyuaJLtNUSPHaVyREKIgeQsLsF+6HC/9io3OBvZUraDxSPm4nRq+HRbKUtmpBMfHbwLhQrRQhrLIizVKXbiFWnw9VVdoxOfgjSWhQgTxY3lREdEUr+vHB0KGVMnqB2SEGIA1a//El1cLDGnTeu311xXtAWdRsuZmXP43zclAFwwR7ZtFKFBGssiLDXo3cTro9QOI+TUNAT/HstCiP5T1Ly4V8OBI3i0OhJGjVQ7JCHEAPHa7TRs+Yb4hQvQ6PtnDWCb286G4m9ZmDkbt1PH2u3lnDtzGDGREf3y+kIMNGksi7Dj83qxGCHJFK92KCGnxuJvLCdLz7IQYaFlcS9KjmFNSEejl+krQgxVli3foLjdxC2c32+vuaHkWzyKl7NGnMEHW0rQ6zScN1t2IhGhQ7aOEmGnoa4Kj15DUnSy2qGEnOoGJ9FmPUaDXDALMdTZ3HZqHHWkm9OIqP8MzeSpaockhBggiqJQv2490adNJSIhoc95Xb7jexA7PP4b642uJtYWbmZ2+3pONwAAXbpJREFU2hTcjgjW7yrnknkjiDSp3/zIzOyfxcWKi4v75XVE8FL/r1WIQVZVXQRAcny6ypGEnlqLLO4lRLgoaaoAQFOjJdZjRT9xrMoRCSEGiv3gIVxl5aRde3Wf8imKwmPbn+Vow7Eu02wu20FuSTFGw2zOnpFxsqH2i+XLl6PRaE76dR5//PF+iEYEM2ksi7BTXee/AEyRPZb7rNrilPnKQoSJ4qYy9Fo9rv2VAAyfNl7liIQQA6Vu3ZcYMtIxjx/Xp3wun7vbhnKLJm0lS+ekYTYG18g0RVFOOG9/NLZF8JPGsgg7NdZq9F6F2PgUtUMJOTUNTqaMilc7DCHEIChuLGdYVCrOowVYjdGYkhLVDkkIMQDcdXU07dxF6lUn19v6yIJVGHQGEhIS2FT4Lc/u+C8/n34DT+x4DoCF09L6K+R+88EHH2Cz2fqUJzIykosuumiAIhLBRhrLIuzUOBqI9WnQamV9u75QFIVa6VkWImwUN5UzIiYDY8VOXGkyEkeIoaphwyY0ERHEnn76Sb2OQWfAqDNg0EXwv8PrmZw8HoPr+E02Y0Rw9SoDlJWV0dTU1Kc8UVGym0o4kcayCDv13ibifbJlQV812ty4PD6ZsyxEGPD6vJQ1VTA1YTJJtmq8s6arHZIQYgAoHi/1GzYRe/ocdJHmk349r0/h3R1bOVbs5twZ/hWwiemHQPvZli1bAHA6nX3O63K5AvnF0CeNZRF26jUuRmii1Q4j5FRbZI9lIcJFua0Kj+JFW+ImQvGSMkXmKwsxFDXt2oW3oYGExWee9Gut3V7G51urqGt0AbNZfagctB7MM04+zv729ddf95gmLi4Os9mMoihYrdZAD7Tb7e5VfjE0SGNZhJ0Gg5cpvli1wwg5NQ3NeyxLY1mIIa+4sRwAzaEavBotKRNHqxyREGIg1H2xHvPYMRgzh5/0a72+vhB8etC5SY2PpLLG3XOmIGM2m5k9ezannHIKZnPbnvampib27t3L1q1bcblcKkUoBlvITNr0+Xz89re/Zfjw4URFRbF06VLy8/O7TP/SSy+h0Wg6/BQUFAxe0CLo2BxWnBEakiL7toeg8DeWjRFaooJgf0QhxMAqbiojxZyItrCYptgUtBFDc+pKbW0tP/7xj8nMzCQ2Npb58+ezadMmtcMSYlA4S0qxHzpM/OJF/fJ6Gq2XjPFljD3zAHd8fxpoPWSmHr/B7vWd+MrTgyEpKYkVK1YwY8aMQI9y65/o6GjmzJnDihUrSOjjXtQidIVMY/nBBx9k9erVPPPMM2zevBmv18t5553X5Z2d3NxcFi1aRFlZWZufESNGDHLkIphUVfs3j0+ODb4VGYNdTfPiXrJVghBDX3FjOcOj04mtLYXMkWqHM2CuuuoqNm/ezCuvvMK2bduYNm0a5557LgcPHlQ7NCEGXP36L9HFxhIzfVq/vJ7ptC+oj91FcWMx/2/bA5hnfEbNiA8Cz+8+Ut8v7zMQ9Ho9l112GdHR0SiKgsPhoKioiIMHD3LgwAEKCwtxOBwoikJcXByXXXYZOl3wLVgm+l9IdBG5XC4ee+wxHnnkES688EIAXn31VYYNG8abb77J1Vd33EB99+7dTJkyhfT09MEOVwSxqtpSAJITM1SOJPRUNzhlcS8hwoCiKBQ3ljE9egrx7kYYPzSHYOfl5fHZZ5+xadMm5s2bB8Df//53Pv74Y1566SUeeOABlSMUYuB47XYaNn9N4jlL0OhPvDlg0EagsyfiNdd2/36NCRRXOJgz4YTfakBNnz6dmJgYfD4fX375Jbt27eqwB7NGo2HatGmceeaZxMfHM23aNLZv365SxGKwhETP8q5du2hsbGTJkiWBY/Hx8UyfPp0NGzZ0mic3N5eJEycOVogiCCmKgtPravNTUV+BxqsQlZQaOHYyG9KHkxqLU+YrCzHEdFpP2qqxeuxQasWtg5RpY4ZkPZmcnMyHH37IzJkzA8dapmzV1dWpGJkQA8/y9TcobjdxCxec1OtoNBqiSs/Evv0cvPXJXDnuQrKrryS19AoeO/M+/rLofk61XY3rwBx02uAdmTZ27Fg0Gg3ffvstO3fu7LTOUxSFnTt3snXrVhRFYezYsSpEKgZbSPQsFxf7h862H0I9bNgwioqKOqSvq6ujpKSEjRs38tRTT1FTU8Ps2bN59NFHGTdu3KDELNSlKAqPbX+Wow3HOj6p03DXt48FHo6Oy+LOGTcPYnShw+dTyD1Sx96CBsqq7STFGrE5PETKvGUhQl639SSwMXIPG7+fAvv/wehSfz05lKZhxMfHs3Tp0jbH3nzzTfLy8jj//PNVikqIgacoCvXrviR62lQiEk9+7u2EEXFU1DrQ1I4iwTOW/fkHuW/lLMz6CBptbnIPWwAN47PiTj74AdIyB7k3UzAOHjzI7NmzSUxM7DGtCH0hccVrs9kAMBrb9mqZTCZqazsO+9izZw/gXxRszZo12Gw2/vCHPzB//nx2795NWlr381UTEhK6nbjv8/kCFwzBeKJotf4BA+Ecm8Pj7PICsL0jDceIiosO6v83GPzPtaDMwsP/2UZZjS1wbFdeHb9cvZ2bL5nEObOz+hybRqMJpO2M/iSGggkh+sblc/epnnT53Bh1hgGOSj2bN2/mhhtu4PLLLw9M+epOT9cKLT1TwfqdMtCC/Tt1IAV72Rv27sNVWsaYH91MXD/EuOj0Jr78rgJnTRL//jCfUcPimHVKGnvza3j23YM4XD6y0mI4Y1p2jzfc1LpOaJl/3Jsbgj6fD4CIIbrwoWgrJK5MW5ZudzqdbZZxdzgcREVFdUi/YMECqqqqSEpKCvzRv/XWW2RlZbFmzRpWrVo1OIGLoPDPix/GqDfgdTjYfsMPAZjx3L/w6LXc8v6vVY4uOFXX2/nNM1/TYHURbY7gtHEpbPyulNQEM5V1dp58IxezUc/8qcPUDlUI0Q8eWbAKQ3ND+N97XsfqsrP4/77DfvoZvDxin8rRDbx3332Xa665hnnz5vHSSy+pHY4QA8LrcPDtNdcBYMrIIPbUyf3yut9ZviYqpwxr/mgamlw0NLm44u4P8Xj9N4xiIiP4/649LahHpjQ2NhIfH8/EiRPZuHFjt2lHj/av49DSmSeGtpBoLLcMvy4tLQ38gbY8njJlSqd5kpOT2zyOjIwkJycnMKT7ZNjtdkwmE0CnPdtqa7mTGc6xOb3HV0m3NVrx6tz4nE4ivP5j9kYbbv3xSruurg5TinFQYjtRg/m5vvp5Pg1WFyNSIrnrmknklTSy8btS7rp6Ih9/U8rn28t5/sN9TMg0otVoeh1bZGRkpze4hBDqMugMgV7jMmsFmZ50oj1u4idOgKah3Vh+8sknueOOO1i+fDn/+c9/MBj6p/e8ZbuZYP1OGWjBfC0y0IK17D6nM/B7zPwz+mVufqOriS+OfsX5sxawoc5Ik92D3enF41Uw6LWcPimZi+ZmEmPw9Or/Q63rhMLCQuLi4pg5cyaKorBt2zYcDkebNFqtllNOOYW5c+ei0WgoKSkZ9DjF4AuJxvLUqVOJjY1l/fr1gcZyfX09O3bs4LbbbuuQ/plnnuHuu+/m2LFjgRPOYrFw6NAhbrrpph7fr66uDo/H022alsayCH4+pxOfTsFls7Y95g3eO5xqUhSFr/ZUAXDFopFEmyOoaXCi02pIiDGy7MyRfLWnisp6B3nFjYwbEdvr17bZbN3eiW1sbDzp+IUQJ87ucVBtr2N0dTw+NKRPGgXfqB3VwHn66af52c9+xu23384TTzzRp56vnq4VgnUIrgg/LY3k1o3lqGlTA4+1xhNfvPOLoi1oNVoSHOOpqi/k19dMYvK44didHnwuK4aIvm2vpNZ1wvbt25k0aRJ6vZ7Zs2dz6qmn8vTTT7dJM378eM4991zAf620Y8eOAYlFBJeQaCwbjUZuu+02Vq1aRUpKCtnZ2fzqV79ixIgRXHHFFXi9XqqqqoiLi8NsNnPBBRewatUqVqxYwYMPPojdbufuu+8mJSWFlStXql0cMciO/OJXgR7lwLE778KtA76fokpMwczl9mF1+C8Ax2XGAFBV7yAx1oBWo8Fo0DEyLYoDxyzUNjq7eykhRIgptPh7SqIL6mmMTkLfaurTUHPo0CHuuOMOLrvsMu6++24qKioCz5nNZuLigncxIiH64vCtd3Q4VnDvbwK/j3/2Hyf0unaPgw3F3zJv2Ew+2lDJpJx4xmfFERNpICbSQG2to+cXCRL19fV8+OGHLF26FL1ez7FjHddzKCkpCaxFsGHDBsrLywc7TKGCkNg6CuCBBx7gpptu4uabb2bevHno9Xo++eQTIiIiKCoqIiMjg1dffRXwD9teu3YtTU1NzJs3jyVLlhAfH8+6deukR1iIHkREaInQ+6uG0ho7AAXlVkam+UdpeH0K5c1fgFGyKrYQQ8r2ij0kmeJJP1aJb9iInjOEsDfeeAO3283bb79NRkZGm5877ujYuBBCtLWx+FtcXjcJjgmUVtu5fEFo1xlHjhzh+eefZ/fu3Rw4cKDD8xaLhX379vHaa6/J/sphJGSudHU6HY888giPPPJIh+eys7M77Ic2ffp0Pv3008EKTwSx0X/5E0adgZe/+Bez3vSvlD768Uf9c5a3PKpydMFHq9Ewc3wSW/ZW8e6mIm67fAL55U1cOt//JfjlrnLqm1xEm/VMCOJtIIQQfVNlsbE5t4503VSKjd8xptUaIUPRPffcwz333KN2GEIMuLFP/RWA6nfeo+6ztYD/Ouhkhl+7vG6+KNrCnPRpfLqxjmljEhg1LKZf4lWTxWLh888/7/L5Tz75ZBCjEcEgZBrLQpwoj16DVqfhqKeaac1TZ9x6DR69zFnuyvmzh7H1QDW7j9bz+zXf4XL7cHt8/PO9Q3y9r9qfZs6wQA+0ECK0vbT2MF99V4NPGcVR4Gj6LCIKNCzZlK92aEKIk9TSKLbu3dfm2Mk0lr8u20mjy0qCYyKVdTXceun4k45zMK1YsQLwjzCx2+19yms2m1m2bBkAL7zwQr/HJoKLNJbFkLdqY/NohEhY3TJHWXqUu5WVFsVPLx3PP949RGm1/0vk7Y1FgefPnpHO0jnD1QpPCNHPtun+i3F6x+Nfdr/WpRAiRLirq3GVlvXLa3l9Xj4r3MS0lEms29TIrAlJZKWF1k4XycnJaDSawP7KfaHVagP5xdAnjWUxJBm0EYyOy+JIQ8cFGtobHZeFQSsby7d32thEHvnxdP7y2j4q6hwMT4kkMyWSRdPSycmIVjs8fD4fv//973n22Wepr6/nzDPP5KmnniInJ6fT9C+99BI/+MEPOhzPz88nOzt7gKMVIvgYtBEMMw+n1N7z9idZUZlSTwoRwpq+2w06HWP+8md0kSe3cN/2yj3UOOqYpj+H2sZG7pwfunOVFy1ahNvt7lOeiAipC8OJNJbFkKTRaLhzxs24fP4K8H9b3+aL+lwenHILprT0NmkN2gi5O9iF+GgDHq/CGZNTuO684Jq/+OCDD7J69WrWrFlDZmYmd911F+eddx579uzpdJ/U3NxcFi1axCuvvNLmeEqKrIguwpNGoyGjfgnHcosYNVJDVexabnjPP82iccocpt2wjKfePsjeEhvjTx8p9aQQIaxp13dEjh930g1ln+Lj04INTEwYw6bNDuaeksL/3959x0dVpQ0c/81MpqU3EpKQkBB6LyJKEykqILtiWSyLurbVteyruyura3ftq+u6iq9txXfVVVfsDZSOiiAthFBTIJBAep3J1PP+Mckkk0YCIZPyfD8fPmTuPWfmuTc5z9xz77nnxkcHdlCUnW/w4MEnVa/xXEmi55LOsuixNBoNRp2n03Sk/Ch9yxWhcYlywNcOlhonecVW5naxIdd2u51nn32Wp556ivnz5wPw/vvvEx8fz/Lly7niiiua1Nm1axejR4+mb9++TdYJ0VsVltr4w8EP4KDv8sjtP3F4+08sAHYPvJrCcrtf4hNCnDqXxYpl/wFiFl16yu+VXrSfvOoCBrjPZke1nV9206vKFRUV/g5BdBPSWRa9wmFVzigVKh3ldsrOrwIgNcH/w64b2rFjB5WVlcyaNcu7LDw8nPHjx7N+/fpmO8tpaWn84he/6MwwhejyTIa23a9nMshkfkJ0V9W7d4PLRfCY0af0PkopVuSsJyU0kR9/cDNtdCwxEd3zkaxvvPGGv0MQ3YR8+4ker8RSSpXeTXJYP3+H0u1k5lViNuqIjTy1YVsd7ciRI4DnmeoNxcfHk5ub26R8aWkpR48eZcOGDYwaNYr4+Hguuugi9u/f3ynxCtFVjRsUybMDruC5oQsx/vke7/LU554m+omneWnYr73lhBDdU9WONIyJ/dBHRZ3S+xwoyyG7IpeomhHU2F0smCzHVaLnkyvLosc7cGgXAAMTR/g5ku4nK6+KAXHBaLvYFXmLxQKAsdFjL0wmEyUlJU3Kp6d7nq/tdrtZtmwZFouFxx57jKlTp7Jr1y5iY2Nb/byIiAgiIiJaXO92u72jFiIje2enQqv1nHvtjdvfnbd97tRQ3l6zF4cthJc+zuaG2uVbcuws//4wlQ4tyXEhTBs/AK22+TxwKtuv0Wi89ZsTECCHKUKcCuV0Ub0rnYiZM9pWXinvfC+NfZ29llhzDD9vVpwzNoaosJN/9FRXFhQUxE033YRGo+G5555r8lr0LvItJHq8rGMHCKl2ETtwmL9D6VaUUmTmVTJzXNe7x9ds9lzpttls3p8BampqCApq+viKadOmUVhYSFRUlLdT+9FHH5GUlMSyZctYsmRJ5wQuRBdTaC1AN/AnjFnTKa+u7wy/+cVuHFo9faMCufeaiS12lIUQXZv14EHcFgvBY8ecsKxSime3vk7WiZ4kMmoFR4MTUWqA3N4mejzpLIse75DlGPEWPVpT97yvxl8Ky21UWZ0MiO9a9ytD/fDrvLw8UlPrZ+nOy8tj9Ojm78mKjo72eR0YGEhKSop3SPepsFqtmGr/vpq7st0b1F1V7I3b3523/duD6wkJdXLR2ED2f/Ez/xq5GHuAgYRgA5NHxjB1VAx6aigpqWnxPU5l+wMDA5s9wSWE6BhVO9MICA/DmHTiibjsbseJO8q1DlXlYnc7vBOpCtFTSWdZ9Ggut4s8fQ3nGmL8HUq3k3m0EoCU+BA/R9LUmDFjCA0NZe3atd7OcllZGdu2beO2225rUv7VV1/lnnvu4fDhw94D84qKCvbv38/1119/ws8rLS3F6XS2WsYkJ2NEN+NWbrYcS2N87Eiq3t/AuKpMrr3tZjSdOPTZYrF4b6toTmVlZafFIkRPo5SiakcaQWNGo2nldofmPDVtCU6Hlh0HS8grKWfdsY2kRiaSsy8IzYjvTlPEQnQ9MsGX6NFyi3Jw6mBAn671jODuICuviphwE6GBen+H0oTRaOS2225jyZIlfPbZZ6SlpbFo0SISExO55JJLcLlcHDt2DKvVCsDcuXNxu90sXryY3bt38/PPP3PJJZfQp08frr32Wv9ujBB+kll2mFJbOQP1A4g7sgf32Imd2lEWQpxe9vx8HIWFJzUL9rebC/jz/6bxf18f5rufynEcGsXe7WHEhne9E+hCnE7SWRY92sGcdLRuRerAE9+rI3xl5Vd2ySHYdR555BGuv/56brjhBqZMmUJAQAArVqxAr9eTm5tLXFwc77//PuAZtr1q1SqqqqqYMmUKs2bNIjw8nDVr1sgVYdFrbTm2k0hTOOXf7UOvXAxZeJ6/QxJCdKCqHWloDAYChw1td93PfziC3eEmOkJPQPQRTIEOQMOhY1UdH6gQXZicQhY9WlZJDn2qFUF94/0dSrficLo5fLyas4b38XcoLdLpdDz11FM89dRTTdYlJyejlPJZNn78eFauXNlZ4QnRpTncTrYWpDMl7gwC09ZQ0W8QQTHRJ64ohOg2qnamETRiOFr9yY0Q+8U50Xxv+5ABpkiyNsYzaXg0W/Yd6+Aoheja5Mqy6NFyXaUkuINltsZ2OlxQjdOlSO3CV5aFECdvd/F+rM4agjN1RNnKSJg3298hCSE6kLO8gpqsbILHtn8INkBKQiA/OT8mwhxKn7LpmPQGrjk/lYnD5KSa6F2ksyx6rGpbNcUmF8nBclW5vbLyqgjQaUiMkVlqheiJtuTvpF9wX7TrtlMZFEHCxFH+DsnvnnjiCWbMmOHvMIToENW7dgEQNPrk2nZRwB6MOgMzIy5kU3ox50+KQRvgYnCSHBeI3kWGYYse6+AhzxfFwH7yfOX2ysyrpH9sEPoAOZ8mRE9jddawq3g/U0MmklD0OY5Z83v96JulS5dy3333MW3aNH+HIkSHqNqRhjl1AAEhJzchlzN6P4VW+HfuGxjGwVfV8NXajo2xq3K5XOTm5nrzYuPXoneRzrLosTKP7sVoc5M4UK6YtFdWXiVjB0b6OwwhxGmwvWA3LrcL0/f5uLQ6hi6Y6e+Q/CYvL4/f/va3rFmzhsGDB/s7HCE6hNtupzojg6gFF7arntPlROc24dK2/Fz1OtEBcRi0Xe9pGR2hpqaGDz/8sMXXoneRzrLosQ5V5xNfo0NnNvs7lG6lwuKgsMzWpWfCFkKcvM3HdpIa2p+EjHSqB4/GEBzo75D8ZuvWrRgMBtLS0njkkUfIycnxd0hCnDLLnr0ou4PgsW1/EkiN08bSnW9jCADnnguoqHJhCNBy8fQkBvYL4WihlRWbj5JXbCU0UM89N07stVda9Xo9Z5xxBgA//vijn6MRp5t0lkWPpJTiSICFiQEyEUV7ZeVVApAaL89SFKKnKaup4EBpDmdWDCLYZSXql737cVELFixgwYIF/g5DiA5VtTMNfWwMhr6xbSrvcDl4Je1d8qsLODfiIj6qqMCoN2Czu3nvuyM+ZUMCTdx56XDMxt7bhTAYDJx11lloNBrpLPcCvfcvXfRox0uOYtXDgKAUf4fS7WTlVRESGEB0mNHfoQghOtiW42notDrif8ikLDKBIYOS/R2SEKIDKbebqp1phE46E41Gg1IKu9vRYnmX28Wy3R+SVX6YaSEL+PibCqaOimHRzP58v6uQ79MLKKuyE2zWM2lYNDPGxRIWZOjELeocs2fPxm63U1FRQWFhIcePH8fpdPo7LNEFSGdZ9EgHsnYCMGjAyT0yoTfLzKtkQFxIrx1eJURPtuXYTvpr40kq3QqXXuXvcLq1iIgIIiIiWlxf96z3yMjeOf+DVuuZILI3br8/t73ywEFc5RXET5tKSEQED655jv3FWSesNyvqEr74xsIFZ/XntxeNRKvVkJQQyxUXtD+GU9l+jUbjrd+cgIDT03UZNWqUz3GPy+XiyJEj7Nmzh7179+J2u0/L54quT6a6FT1SVlE24VVuwuP7+zuUbsWtFNn5VaQmyBBsIXqavKrjHKk6Rp9dFVj0gQyadba/QxJCdLDSLT8TEBxMyNAh2Fz2NnWUAb5YWcGCqSncvNDTUe5tLBYLLpcLpRRKKbRaLf379+eCCy7gxhtv5KyzzsJolBF3vZFcWRY90mFHMf2cgXJ1tJ2OFVux2lwyuZcQPdCWY2mYdSZG78rGMW4KWr0cApxOdQfdJSUl/g7FL+quKvbG7ffnthf++BOBo0ZQWl6OzWX3Lp+qu4pNu0qptHqGZEdEuagO34UuvBCA8yfGs3BKX0pLS085hlPZ/sDAQIKCOv9Zzq+88goAwcHBxMTEEB8fz8CBA4mIiCAwMJDJkyczduxY1q5dS25ubqfHJ/xHvilFj2N32DhudjDekOjvULqdzLxKNEBKX+ksC9GTuJWbLcd3ElcShNHlInVh757YqyOUlpa2ek9jbxx+LPzLXliE/ehRohfMa7Lu280F4A6g7tC/tDAAisdinvAtABdNS+wSFxgsFgsWi6XF9ZWVlaf186uqqqiqqiIrK4uNGzcSGRnJuHHjGDFiBGazmXnz5pGfn39aYxBdiwzDFj1O9qHduLUaUuOG+DuUbicrr4q4aDOBJjmPJkRPklV2mJKacgbuOE5Zv8GExEb5OyQhRAer3pmGJiCAoJEjmqyLCDFw60VDuHIRGEevIaqvb4e0K3SUu6KSkhJWrVrFa6+9xo4dO3C73cTFxfk7LNGJ5IhY9DgHczPQuRQDBo31dyjdTlZeFQPi5H5lIXqazcfTCFJmhuYdxnzj5f4Op0tatmyZv0MQ4pRU7UzDPGQwWpMJgMLSGu+62y8eittYzptbvyHJOJIDxwJJSTBxzF/BdjNWq5U1a9awe/du5s2b1+rkfqJnkSvLosfJqTxKbLUWQ2Dn3/PSndnsLnILq+V+ZSG6MaUUNpfd51+1w8LWY7uIP+SkJDSSxImj/B2mEKKDuSwWLPv3Ezy2/ikg+49UeH+ODNfxVsZyglUfDmxJ4NdzUrhytjxes70KCgp455132L59O7t37/Z3OKITyJVl0a019/zAXG0Vg1WEd2ILg1Yvw4ta4XIrDh2v4uCRSpSC1Hi5sixEd6SU4tmtr5NVfrjZ9QeS4UCyjh+3vcFdE26QvChED1KdvhtcboLH1HeWXW7l/fmjAysotVZSnT6JK+YkMXVsFEeLK5p7K3ECDoeDtWvX+jsM0Umksyy6rRYPDM3wM6X8vPZRAFLDkuTAsBlupfh2Sz4rtuRRWlk/Y+Z7q3P41bn9SZZJvoToVuxuR4sd5YYyyw9jdzsw6gydEJUQojNU7UjDmJSIvsHEcokxgVA7ufWW4zsBMI36nk/KvueTtX4IshtITEwkJCSEjIwMAKKioqipqaG6utrPkQl/kc6y6LbkwPDkKaX494os1u44DoDZqMPtVtgcbvYcKueJt9P54+XDGdQv1M+RCiFOxh9H/Z6f95RTUGYhrSSdwaW5jCOU5WOO+js0IUQHU04X1bvSiZg902f54PgIAnZG4TQVt1q/T0AcBq3+dIbYLcyePZvRo0eTl5fn7SzPmjWLfv36YbVaKSoqorCw0Od/l8vl56jF6SadZdEjPDVtCQFOReadfwIg5dmncBt0LNnwlJ8j65oycspZu+M4Gg1cPjOZc8f1Zckr2zhreDiF5TYycsp5/cuDPHHTOLRyRV6IbufRZRm1j4kB6M9u+lMSrgGksyxET2M5cAC31Urw2DE+yzUaDUnBCezeMgbcOjQaSOwTRKXV4R1RNiI5nP+5ZGSvH303bNgwRo0ahVLK5znPoaGhKKUwmUwkJiaSmFj/WFKlFH//+9/9Ea7oRDLBl+gRApwKvVOhd4HeBUa3hgCnOnHFXmr1Ns/8l+eO68t5E+OptHi+OEcOiOC2hUMwG3UUlNaQkVPu50iFECdrbFIQfz74f/z54P9hdtWQX+E4cSUhRLdTvTONgIhwjEmJPst/OraDLGcaGnMlcREhKFcAh4/ZKC13Y9YbmTsxid9fPJIAnXQHxo4dC8CxY8f46KOPvMt37vQMX6+pqSEvL4/q6mqUUiilev0Jht5CriyLHiHzzj+hbzASJvOuu3HogF/18VtMXVn2sSoAzhoeDcC+XM8kH6nxIZiNAYwZGMGm3UVk51cxMiXcX2EKIdqhsrp+7oHfzB2IO/AgrPa8vnqIhveO67G3UFcI0T0ppajakUbwmNE+nbdiaynv7f0Cd3EC56SO4JoLUjlWYiW/2IohQEtqQggmg86PkXctERERaDQa1qxZQ2lpqXd5eno6U6dORavV8t577wGeq83XX3+9v0IVnUw6y0L0Qtra71OHU2GpcfLhukMM6x9GRIjnvm5n7VV5rZw0FaLb+HlfiffnMt1O1u3dyE21r8edO5aSPUV8YfNPbEKI08Oel4ejqMhnCLZbuVmWvhyHTUef6jO48mLPI6L6RprpG2n2V6hdmlbrubre+GqxTuc5oWA0GjGbzVitVrlPuZeRcReiR6i4eh6vLozyvk597mlS//6MHyPq2gYleibu2pB2nHe/y8ZS4+K6eakAlFfbScv0nFUdnCgTfAnRXZQ3uLI84B+fctPH9ZP65Cy5h6R/P+uPsIQQp1HVjjQ0RiPmIYO9y1Yd/oHM8kO4D43htotGoA+Qw/0TKSgoAGDmzJnExsai0+kIDw/nvPPOAzyPi6qpqfFniMJP5Mqy6BE+KttMvFXvGXoNOAI0OAPksmhLZo+PY9PuIjZlFAFw5axkokKN7M+t4O1vs7A73STFBjEwQZ65LER3EWjSQe3TTRwBGsB33gaH5EQhegy3zcaBW38PQNDY0Wj1ntms86qO8+nBb3EcT+bG6ZOIjZAryW2xdetWEhISiI2N5aqrrmqyPiMjA6VkLpzeSDrLokewmDRkmlwsrbtH+cen/RtQF5eaEMK8s+L5alMeAO+uyuGDtYdwujxfBCGBAfx2wSCZvEKIbsLhdpLJJu/r1y6O9mM0QojOFDRqFODJA6/u/ACXNZCpfaZx5jDJA22VmZnJ999/z+TJk5sc++Tn57Nu3To/RSb8TTrLotsyaPXE6EIocFW2Wi41LEmeH9iIUoq8Iismg5a+kWZyjlXjdCkMAVomDY/mF5P7ER1u8neYQog2qHHaeHXXf8isziag0owzxNpq+eSQRMmJQnQhDa8SD3rpH2iNxlbLNvwfwDxoIG6bjc/2fUuBtZDIsplcefnA0xt0D7R582YOHDjAqFGjiIyMxOl0kpOTw+7du32uKldXV/P666/7MVLRmaSzLLo0pRR2d/OPO6ksK6ayuoIUh4Hb5t/tnZyhMYNWL1dIG9m4q4AdB0u5/eKhjB8cSXm1HZvdTViwHqNeZscUoitoLf/VcbgcvLzzHY6U5zF/TTkhlUH8OOkidh+1onc7uSP7AwBeSPkVIWGB3HbxUJJjwiQnCuFnDdu322X33kZmc9nRujzts+6klqu8Alt+Pra8fPI+eL/+TWrrHHz4YQCGAKumTeX388+S+5RPUmlpKevXrz9hucrK1i/UiJ5DOsuiy1JK8ezW18kqP9xyIZMGV2QkpgCjHPw1w1Lj5Pv0QjbvKaLK6iQ8WM/oARF8+n0uU0fFMH5wJABhQQYI8nOwQgivNuU/QK/Vg93JJatK0JlSOOPxW5gcZObg0UrW7yzgy6TbMBl0XD04ijOHRWGQk2FC+F2z7buZ28gSKnVctroCZbGggP/OCSf/BI/EjDFU0Ce85SvTQoj2kc6y8KvWrpzYXPYTHigCHLYcx+52YNQZOjq8bi2vyMLf3s+gtLJ+htxjJVb2Hq5Ap9Uw/6x4P0YnRO/SlqvEDUfB2N2ONuU/h9vBou9KMA0+hzOuv9Q7wmZQv1AG9ZPZ7IXoDI3bd43TM0Ta5vJ9snldG29r+z4a4iLk/JkExyWgYqPJ3/vqCesU2PPlmEiIDiSdZXFatfYFopTihe3LyKk4csL3eXLq3ehdkHnnnwD497woojGRHWw/Qc2er6TCxk97iiittBNkCuDMYVFEhhp57oM9lFba6RNm5Lwz4+nXJ5CvNx0lLasMl1vx2pcHuW/xKLkiL0Q7tffAuK1XiVPDkrhrwg1N2qR1+0yMLsVtWfVDqh0BGszjVgMQdcGVjJw15ZS3S4iurr0nnTqjTlvbN3ja+J1jrsWyd4932Y0fFaF3Np25vm6SvsgLzsOoM3jyy97a+HbPYdHkRKJfewqApeeMoObYcExj1p4wBiFE+3SbzrLb7ebhhx/m9ddfp6ysjHPOOYeXXnqJlJSUZssXFxdzxx138NVXX6HRaLjiiit45plnCAwMbPdnN0yaNoeL9KwynKqQkCADKTEGTAYtdrejxXtj6+obtHrKqxxkHCrD7nATG2FmSFIodVVa6rTUTSqg0Wg4dLyKQ8c8zwZJTQgmITrIZz00PXCrW+9WkJFTTlF5DSaDjpHJYQQH6tscu9XmYldWGZYaJxEhBkakhBOg07RYvz2d4RNRwOG8GvS1z4F3OEz8etpiHk1/o031HU43OzNLKauyE2wOYExqBGZj2//8y6vs7Moqo8bhIjbCxIjkcLTatncyDx+vJjPPc39LanwISbFtH/NcUW3nx91FlFuPYjLoGNovkEH9QlAK3l+dw3db83E3+J79ZGMuyX2DKK6wERFi4IFrRxNs1nO00ELGoXKmjerDT3uLycqrYt/hCob2D2tzLF1JV8kJTpebjOxyrM5CAk16BsTqCTJ77jNr2C4a1rHUOL1tKTzYwMgB4d77y1qqU1xew97DFTicbuKjzAxMDEWr0bR6kHfoeBU5+dVoNPX5ovFnNKzjdiv2HCqnoKwGo17LiORwwoINrcZls3vygotCwoKNpMToMRp0rdYpr7KTkVNOjcNFTLiJYf3D0Gpb35a8IgsHj1aiFCTHBdE/NrjVbVFKcSC3grxiKwEBWoYlhRIVZmo1LofTTXpWGWVVdgJNAYwaEE6gKcCnTnsPjO+acEObryJllh9u9opQckwYt14wkOJ7PZ3loEHbqcgZ5V0/aMbEE763aF5780hrGrajfYcrqNhdiNGgI7mPnvAQz7DYFttR7bFFRbWDYLOekQPCMRtbb0cV1XZ2Z3vaUZ8wE8OSw9CdoB3lF1k4mFeJ2w1JsYEk9w1G00oeUUpx8IinHel0WoYkhtIn/MTtaHd2OTZXIUFmPQNiDU3aUZNtqbKzM6uU6honEcFGxg6MaJJHTuakU2fUaWv7Bk8b3/unu3Fbrd5h16/1v4xrZ6YQ9r+ejm/0I4+xbG0O8AlQfwzndLm973PFuQOZOjiKA7XHRAF6N4umD+TT8rWA53dglDsuhOgQ3aaz/Oijj7J06VKWLVtGv379uPvuuzn//PNJT0/HYGg61OTSSy+lurqaVatWUVZWxnXXXUdVVRVvvfVWuz73hEkz82S2plY5kHMK9UtPoS7wQeEpVK4Ajp7a5zf0yOS7CFIB3ivHqX9/BovGwf0//B2Av721nZICB3fUlrftPZsPXaVwgqciKKX4busxPt2YS3WN07vcqNcyZ2I8C6cmttrptdldvP1tNj/uLsTVoEcaFWrgilkpTBgS1ern5xdbefPrgxw44jsRxKB+Ifxm7kDiolp+/qFSii83HeXTjbneRzrVSY0PJi7KzMZdnl/i4H6hDOwXwtFCC2mZpeTUnlCZMTaWYLOe0kobr35xgJgIE4vPT0Wj1bB+ZwE/7yvutp3lLpsTcup/rDuYAlquUwHktbNOOZDlW/6EB3kN8kVb6/y3qJ1xARw8iW051M5tKQP2tLNOcTvjqoD3CprWae+BceOrU42vEr8y9HKqXMp7ldgbbnmN9+drZ/dDq63yvo6rPs5Iawhba1+73co70Y9on/bmkZa0+rfXYFGbc8LxdtYpr/+cdrWjfe2s0952BJDdzjqWU2t7DU86dUadhpxbp2NScFPWcgDWj7+EXaVaXFo3ARM8k0aFn3sOQWPHwMF/ATDz7GTOGBXPgdr3sBmtnHtuCJkZntfLfvgec2gNx0rqZ7n/4vh/+aTAhu3yONxODVf1v5gJA2P4tHZeqmMlVgbGyRMthOgI3aKzbLfbefbZZ3nqqaeYP38+AO+//z7x8fEsX76cK664wqf8jz/+yNq1a8nIyGDYsGEAvPrqq1xwwQU8/vjjJCQktP2z23FgJFpm3XkOBruW22tnZl06eBFWjQvzGM9z6ww6PUal9145NuoMOBqc5b54x7sENhjheEfOhzhyYc8JJrr48sejLF/v+f1FhhoYEBfCkUILx0qsfPHDESqrHVw7N7XZuk6Xm+c/3MPewxUAJPcNIjLUyL7DFRRX2Hnp433cctFgJg5tvsdeWFbDE+/sotLiRKfVMKy2U7rnUDkHjlTyxDu7uP/q0d6z9I2t2JzH8nWe2FPigjljWF+Kymv4fmcemXlVZOZ5Dp5v/sVgJg2vj+HAkQqeeDsdBaRllfLzvmJyCywY9FruuWok+gAtMbWfabW5Wt1/XVV3yQkND6ZOVx1/HBj29m2pY90+E5Mbbs30zE776eTrOHi8BrSuJp3fOlHBgfzhoiFU3OfJhU9eP5FXVmR5zzFYHFZyK/NZn17fw6h8+AFqGjTVX66vwKHbxtazPfmvyurArJcJfdqrvXmk1feSdnTC8h1Rp451+0zMGvjdfk/b+/eoX1NQ42ix3dXVGRwTxILvPZ3U/55xDYfLa1qt40qfzczh0Yz48J8t1nHX1J/YuiNzufc4BmDWluXMAhw6WDrB017VzLPZU15/tWJb5Qa2rCngutrXT/78vzgD6o9/tuZmoYsowF0VQkDt+fmqEjNGbSTBWhNnxA1l6rBE76hCALfyPcEuhDh53aKzvGPHDiorK5k1a5Z3WXh4OOPHj2f9+vVNvtA2bNhAXFyc96AYYMaMGWg0GjZu3MiiRYtOKg7r9plcOm0AM0ZEkP2HuwHIu/5OPql821vm8TP/hyN//AvguTrqCNDw5w1Pedff2O9G9M89DkC/p5/k7fVZZAR+DMBDZ91JiEbf4tXV6Ly5/O68IRQ94Hn/iIcf5cWv91KetBJo/upsucvGI5v/AcA416UsOiuZw39aAoDljj+z7Fj9MOYnpy1B71Te+v3+9hj3bn7eu/5XkdcQ/b9/AyD52af5cmse65zvtLjtDWMPDzTxh0UjqH6w/gDxpW/2kVtb122z4Vb1Q4w++eoVdjsLIfLEv5eWlFba+WSj5xMuOSeJeZMS0Go9Z81/SC/kjS8Psm7ncc4ZG0tKXHCT+pv3FLP3cAUmg5Y7Lhnm7ezaHZ6rzRvSCnjn22zGDYokQNf0EQ0fbThMpcVJYkwg/3PpMCJDPQezxRU2/vHhHnILLHy04TC/XTC4SV2rzcWn33uGr182oz/zzkogMtKzM+ZOjOH+N3Zgc7iJizR7O8oV1XbSs8tIyywDDaAgK6+Ks4f3Yf7Z/RiRHEZw7fDguhMA0WHd8wC7K+WE2eP68YszYzj0x9p2ddtfeO27TPSjVzVbp2bHTK6dmULk/z4JeNrSyh1FfL7pUIsHbbq953Hb/EE4nngIgIQnn2TZ2hwOhHquXqhmDoz65C3gd+enUni/p02GP/QoL311kPLkr3zKNRzaN7rmMq6YmkTu3X/2vO8fHmDpNwfRjPi2xe2/fEYqU4eFk32XJyfm/+aPvLsxt8VtUbtn87vzB6F57hEAEp9+kv9szCXN9IE3nsbDB0Nz5nHbvIGUPXS/Z9sefYyXV2RSEP+573s32A+Dyi/h2nP7c/TP9wCgv+chXvryIM6hK1rclgsn9ef8cdHk1Ob30lv+zJursjGNbX5bzAEGllwyjJqHPQfs91w+hvV7Snlr5X6fcg0PXC+ZHEeUWUNF7euNO1dj0B/zrr/n25fRBlbjLotAG97sxzbRXP4RJ9bePNIad4ORR8Mtl/Lraf05ssTTjjR/epCXvjoArbSjxscWBdffzb/Xt5wTXOmzueW8gQQ8/ygASc88xQc/5LJN7/lbbG4YblD2PG6fP5CK2nYU89fHeOXbLPJjP/Mp17AdpZQu5PqZKeTd42lHxnsf5qWvDmAf3HI7mntGInMn9PHmxIrf3cO/VmVjGNN8TnSkzeLm8wZifOGvns987mm+3VHMpz/mtLj9CcFG7vrlEArv92zvI78exdvrD3lHW9RtQ8NtmTMyhsvO7kdW7dXXey8bzqsrstiDr+Ky+s7v7fMGMzQ2iNrzYfx+nIl/fG+hrqub/ZcHcZaW1s9k3QaPbX7R53VJmYOgwBjev2gwEaZwxhsCCTIYWVP9XwBm9J3OjNH9UBoHj+/0HIP9ZswvmTgk1ud99hyq8P7cN6LlUWtCiPbpFp3lI0c8nYbExESf5fHx8eTm5jZbvnFZg8FAVFRUs+XbanhcCHPH9sVts3nPHE4ZFMUn2+rL6J3Ku67xhA0Ag2MCOVK7PlijZdGURB7c7nmdlVXOGf2jfOpbrfWXU6+cnkS0WU957frYQCO/mtyf12pvCXZZnOj1Op/6ezLrx15eMimBQDTe9SPig6H+GM0TeyvxT0wO98ZucsOCM+JZt6nlbddSfxC+4IxIQjTVVNe+zsrYyKDQIm9nOXvJX3yuHI/4MoMUA7x2iecLKObBh4k1m8msPSBPfe5pfjhYDKWeM8TNdRa+Ty/A5VYM6hfChWf38y7XaDRMGRVDenYZmzKKWLfzeLOd5fU7PePg5k5K8HaUAQx6HVefP4C0zFLKqx3sPFjaZDh2dY2Tn/d6xqv9Zu5Ab0cZICrUyLVzU3n0rV38vLeYX89xEmQKQCmFW3m2ZcveQmrsLmLCjUwbE0OlxYFGX0NphY3Dx6sJNgdgc9gpLK/hgX/toKjc5r1KnNw3iEH9Qtif67m/c9roGJ+h1j/uLiQ9uwwNMGV0TJPt7g66Sk5ICDawaEoi2O3ev/3x/cOYMawP37dQZ/LAKCanRpLZoC1dNDGB3QcKyW+hzsIzE0iNDPTWCdFpueac/txXmzuy86sYlmikorq+EV0zI5kok56y2jp9g4xcOa0/L9durs3hwqiD3dnl3jpXTuvvkyNS+wZzwehYVrQwAGFMQihzRsX65MRzh8eQkV1RN7qziQtG92VYXLB3W4I0Wq6clkTaFs/r9KxyJg01YXPUf+hVU/vTN8hIde2iKJOeq89N5m+1H1JeZScmzEBOfv1Q5Wtm9CdEV58PUyMDuejMeD6sP570kRJp5pfjYny25cz4QPYkh7Ojtoy1ssIn10webMbgKKXu0HrHji24rVVEGjXUDZj858cvYHG5vLeMhLz0ONkN9mfyW1+SoIOM2oPt1KwIhpmjCQ1P4D1+AKD6tr8woX+YT/77ZMtR4F0A7/2gon3am0das+dQfTtaPL0/QRpt/d9eTBDzx/XlyxbmoxzRzLHF9KHRZOSUk9HC580ZGcPIhBBvOwpEw6IpiWzb7Hm982ApU0bE+d7nOjmR+CAj1to6kUY915ybzJO1H1JSbiMu0kBuQbW3zrUzkgkN0FFYWyclwszFkxJ4r/bQQinlc69zUpiJS87qh2qQE89MieDAkAp+amFbpg+JZnRCCFl1xw9WO/OGhbMjw0DdaGxrUSFuR/3V5cu3/x+FP9e/R84flzBJB1tr29GqT78j3mgnr9IFtV9zoz/+J1kf+tY5V1c/Qu2LF5/BpJzsdcXD2NpCf3vYu48BCv/3FS7TwdKRnjpvnW2mJsAMeGJbes4IzGHHuOljz/f/K7+MxuEKwl2cRN3sXBON59MvrA8fF3gutIwPm8xN84f77JNDBeWs2eX5eeqoGBL6BPpMIPj2qgPoA7QM7e+Z8X5/boXnJF3tufe6+72FEKdOo5rrZXQxb7/9NosXL8blcnkfiwFw9dVXk5eXx3fffedT/oYbbmD//v1NHiqelJTETTfdxH333dfs55SWlvLdd98xe/ZsIiIiAM9kWYs//D0Av/ug0Gd4DdQOrWlwRrFxmROttzToEN64vNCnw3i6159q7J25bdp9s9A7tFyf4Tk4fGP4lTh0GtzDPFfVtbvnokXvU99qc+J0KQx6LcZmni3qcLqpsbvQaTW1B5t1X/ieJlFlcaDwHIjqmrmvubX3d7kVlhonGiA4sD4upTxXmdxuRY3ds7PqjjPa0xI1Gk95jQbOn9SfmAgzsZGBjBwQRXiIkf+uOsDbK+q7K2MH9yG5bwh7D5Wy95DnKGf+5GRuumhk2z+0FXXt0u12t1pOo9H4tOHGmmuDzenKOQF824bB5tkndqO2XXWUAoep5To+7e9YX4wReTiqw3FHVrSpjq7cRIDJQk1hMpp+h9tU52S35UR1GpZXR5Iw9cnBaTPjCrW1qY62JBR9UBm20njoe6xt229XoAVX7XDHtmxLY22pE1nqIsCuoyC25ToNy//PyHs4a1g/apw2rv34Ls8+2T2Hy6enEvWy5yriwavu5rMth7xXvJctfA5TgP9GibS1/Teno3LCyWhvHmktpuXr9vBevmcUV5doR7nJmGKycNmNOEMcbaqjKQrHEFKCrawvxBa0qY7eChqtu13bEuDwbItT3/Y6AMqtQaNVbYrLWRxLQNRxXOWR6MJK2lTHbTOhNdbgyBuAPj6rTXUinAMx6kwc06QD0KfgfM4eEUrKC0sBGPDyK/TpE84Ly7eyiTcBT3sFvO3bun0m509M4cKpA4gIMbB9XyFvrUinOuUrb3lTgNEnJ5yI5ASPZ599tt2f3xH+8Ic/+OVzxenRLU5Hm82e4SQ2m837M0BNTQ1BQU1nFTabzdhstibLWyov/G/HL24lJSyMuDc8Q9Tzr7+Xg6VlgGcYknvIKmzUn80F3+FsF04dgKHRDLKb0o9xILeMAfFhTBzuO1wJICO7hK17C4iNDGTWxESfGToBPlp7kGqrk7NG9iWhT9Mrz99tPkx+sYXRqdEMS/EdL15eZeOzDdlotRrmT0nxznSsAbRaDS6X4t2V+3C5Fb+aNYioUFPtF4Tn366DRazeeoT46CB+fcEQtFoNATodESFGosNNfPNjDv/59gBKwYKpKfSLqY+votrO15s8MyYNSQpn3+EyduwvZMd+z8AxnVbDhVNSuGb+MLqr7pQThlk8z7PeaTx2gpK+dZSCNFPb6iQ4wom1aKmwGzlIC5dOGxls64PZ7eKIM5SCExf3xgXt35b21Il1htLP0g+rU8ce79iT1g2wRxGqCea4I5SjtO1zRlmS0Gg1bA9t+5wU02tGoNFqWGdIb3Od567zdKDqDnJ3XXonN50/nJ+vuxGAM/71Gt/vPwaHXgBgWP+mB3+aEd/yfvG39UM9HW9iGtvmEEQL2ptHWmNo5oRsSzqjHcU4g0m09MPm0rA7pG2zcaY4Igm3BFLoCCa3jVlhmLUvGk37tmW0tT8aNGzVt73tTVVjQKNlI57hND9dOJ8+Jhjy/pcAZF9zKQ6THio8JzimxE9lYGIoxWU1fFP0HwAq/3AX4QY92r96bo0zPvwApVUOOPI6AEsm30ZEcDCb0vP5rPgVAPq/8DyBbi0Hb/dML3rGv17j0y2HoMyz/u+X/Q6ob9+FBVqm/XIUdc8AiQ4zc+hYJd/vzEM3pvltM49bzXonrF/bYGEzk7EbdQaGRA1gX3FWq/tqSNQAecayEB2oW3SW64ZI5eXlkZpaPxlTXl4eo0ePbrb8J5984rPMbrdTXFzcrol8Gls24tf8485ZUFNN+i23AZD6zNOw5RlvmZQn/8qRP3muUqU+9zSOAA38+LR3ffITj3L07vu96/cWlUO25yHz4X95gMSQYJ+hdhXKDj97DraOLf49c0Yk+Kz/dGsuuN/zvPeTfyUEg3f9yJdfJO3oMcj0JPWgex5gQFj9+/d//FHY8YI3ttS/P+O5Z7l2fcqTf4Vt//CuT/zroxy7pz724hoH7Hq+xW2v0jig9p7ntAU3c9WUAT6xrco4BEXLADjv7Dgi9UYya483Jo2JYKgjlG0Nhlm1xOSI5vxxsU0eXRURCAdyy8g9XsktvxxIaIMrvHaHi5WbcgA4d2wMM8dEEhXlGUpttVqxWCwcORbFmu3HOV5cxVWzEtE2eP/cgmreLrYAcPG0hCazWruV4sddeRSW2cBlZ+aEeJ/1Kzbn4XIrYsJNnDch2ue9AfpH92XttiPkFVXjtFsZNSDCG19ZeRUbd9Yf/Nz94kZmnxHHoIQQjhZZWLkln+IKG1GhRu68bAjlVQ627C2iyup5TNGk4dGEBxsoLzvF6dQbqIutpqYGi8XSYrnAwMAO6Zx2lZywdNAiXvif2ZiVzZsThr/4Ag//ZzvwBQDXLvR0iu5c67kq+MH4q7n3shEcuttzP1/qc09T6dTwwFtbgVXN1vnhgt9x3axkn7a/O68Kjr4MwG8vuYjokCAsDht/XO+57+/YdX9ixrA+PnU+35oHbs88Azdedg2mACOHC8t5Ms3T+TPe+zApEfW3Owx49ile/PIgdY8waRzXWyOv4sGrx2PSuOo/5/nnuefNLcDKZut8e86N3Dp/INl/qN/+7FIrHPTcx3fdLy4gqU8YNU4bd63zbMuBy/+HBRPifbZl7Z5CqFrm2f7LriTIYKKospoHNnvuBXfdeT9D40N86vxrdQ51J+CuuehaALbXxvXK0Mt55OoJhOjrc2D/p5/i8Q93A18DsPCCiwFYt9azv/4zdjF/vnS4937OkS+/yL68cp57byc61gCeqyANrdyZR3lVDVNrc92b36azIu04+to/W0t1Ja4aG0opUsOSyGzD42uqy6uwaKpbLXc6tbX9N6ejcsLJaG8eac3YgX34v9pfVfTjf2dI3zA2X+OZsmnE0n/y94/TgY+Apm3iX8Ov5KFrxhOodXv/9vo99SSPvpcOrGi2ztfTb+D3Fw7yaUe5FTWwzzMR1bULziclNhyby+6ts+dXv2fhRN9jiI37i6HcczvTzZddQbDRRGm1hb9segKAmjvuY2hiqE+df687BHjmGPjNxb5xvTx4EY9cPYEwI946w158gQfe3gZ4OraLf3EtAFtr6/x3wtXcc6lvTiy1Kh789zbAM3riknN/AcDGtZ7OcpUjhWvmDCSztrN83pnTWL+vCPB0lheeMYRQk5maBBvfeOYRZW+2m6vPifNOphcfEcGH3x+A2ruo4kPMGHU6zhocxWc/epat3JrL3DGxOGrba9rhfD76MRtqzzU3bt9Wh40/vfoDM6/9C8lxISz9fBfr0/Kxux3UHSWUlpZi0OpPqn3fMeZa72RnVpuTo4We9hYfHejzeK7GcXW27poThGhOt+gsjxkzhtDQUNauXev9QisrK2Pbtm3cdtttTcpPnz6dJUuWcPDgQQYOHAjA2rVrAZgyZcoJP6+0tBSn0/OYoYb3iBTbHfzp1Y3MOyOG8NrE+bdPM6BBP8gRoPEmVUeAxtNZbuCNb3OYVbt+VXoBn23PhaGe1yGRZhzKt77S1A9FWf7TUSqqFSNq13/wQy7fZeRjqj1b6dLrfOrrQwOJcQZ6H2/10pf7+cX4RGJr17+yIgsaXHCti7Xh5zf0wtcHWFi77oeDJXz+cx6k+tZvWNfVoAO4dk8RToeWSbXrv9qRz4c/HEJXOwr4sdoTAt4rJw1OMAC4d81i7pn9GTcoEovNydodx/kpw/Ncm99dNqrZZ0SPSY2gb6SJYyU1PPH2Ln45NZGB8SHkFlr4/IcjHC+tIcgUwOTaq9V1w36CgoKwWCzMnhDH+p0F7M4u44UP93LBmfFEhhpJzy7l041HULWf0dzjn7QaDedNjOedb7N5f00OZVV27+f8kF7Iii2eZwXNmRjXpKMMEBFiYNroWNbtPM4Ly/cyfUwsU8e5KCqz8vnGLHILLJgMWqLDTBwptPDpRt8rcJGhBu761TCMeh0xETrmN7hn+3RovO9aYrFYWl1fWVnZ4rqGukpOsAJ3v/Y9F54RQ0zt3/azn+whs9iCOan598qttPHsZ3v5ZV1byizhiy0FnscHtfD5P2YW41KKabV1vtl5jK+2H4MRntchtSeCGt4u8N73uZRU2hiuq3+9encBpnGe13VtJjay/lNf+GI/C8bHEV9bZ+lXmaTlVWBuOjADgCKbk6eW72HehBhCaus8/t9dFNmcLW5LWl4FL3+V6c2DazIK+GxrvjcP1sXTsE1/vjWf6hoXY2vrfLz5CCvSCjDU5r66Ca5CGpwQ+9+Vmcwf15fk2jqvfZfN5qwSzOOaj6vKpXjiwz1cODGGyLrf5ef7yK2wtbgtedV2nvgwgytryy//6Qhf/3wEu07TYh3zuNWkAWne4aXvejvKDWk0Gu/jcuo4XW60tSNQ6jT3jPvO1tb235yOygkno715pLGGeUHjrs8Lj777MwsmxNGv9u/ipa/3sy23DHMLjzosdbh4cvken2OLZz7Zy3Gro8W/o4z8Sl768iBzasuv3VPoaUdDPK/jo5s+P/6r7cew2lyMr63zyZajPidq6kZANbwH/vXvMpk3ti8Dauv8a3UOPx4sbrEdWRQ8udzTjqJq6zz90W4OlVlb3JbDFTae/mQPF3tzQiFfbSvECi3W2ZFVyLP/tTK/ts6/v9vP+r1FGMd6XtfdGtWwbazflU/u0TLv5zz81jbyqu2Yfacc8T7fGmCV9f9YtYn6Y5N9//R2lJtTNyHZahvexwjqRjfdjubat83hwul0YzYFeI8LGrdvjUbjvWpsDDQQ3r/p77kr6K45QYjmdIvOstFo5LbbbmPJkiX06dOH5ORk/vSnP5GYmMgll1yCy+WisLCQsLAwzGYzkyZNYsqUKVx++eW8/PLLVFVV8dvf/parr776lK4imcetpgx4t4gGMx9+6VPm3s3Pt9jhA9gX/Rn76tZb3/IeIAI88IPnPpaW6htGrWMdsM772e95O8rN1V/6xRKf+o5Bq1he2TD2L3zWe2ftrlvfYCZsgPyEr+vvHyp9w6ejDK1vu3nMOrZSP/kGFa96O8onYrRHU1aj55P1+XyyvuEUSAH86tz+jExp/p4VrVbDHZcM5en/ZHCspIZXPjvgs95s1HHHJUNbnBwnPjqQGy4cyOtfHGRnZik7M33P1CbGBHL9/IEtxj1zfF9yC6pZv7OAbzbn8c3mPJ/108fEMGt83xbrXzUnhQqLg+0HSli97Rirt9UPcwsyBfD7S4eSEhfMlr3FfJ9eSFmVnWBTAGcOi+LsETE+X/g9TVfKCTXgmTTK264+xNzKxKjmcas5CixNrC1U4mlLrc1dah63ml3ArrrPsP/b21FuiWHMKtYCaxvmixYOcOu4hq7kE0vDbfkYcytzwJnHraYY+LdPTvysxRMFdXX2QX0erPbNg80xjVvND8AP3s/4j7ej3BLNiG/5yo7v76WV7TePW00VeCYu8tb5HHMr55nqvhOWDq4tb3sDzaimv8v2XEUyaOs7/A0PjIEmsxuLU3OiPHKy1PCVfGalwd/Reyf82yuj6bGFObn1OgeAA3Xlq5Z5O8qt1dkEbDrBiZqGtCO/4xtnw7j+e8JtqQbeL2tY56MWT7jV1TkGLO1flxOWwZAT58RDNLyn+QNvR7nNn8M3zX6GQatnQFjSCR9t1bC9tqV9N64j7VuI7qFbdJYBHnnkEZxOJzfccANWq5Xp06ezYsUK9Ho9OTk5pKSk8Oabb3Lttdei0Wj46KOPuPXWWzn33HMxm81cdtllPPfcc+3+3LYe5IiTlxLaj9vHXdvi1RGt0vFjfBHrdhznSKEFnU7DiORw5pwRx+DE0FbfOy4qkId/M5rV24/zw64CSqvsBJv1TBoWxewJcUS38IzjOmcN70N8VCDfbc1n+4ESbA43MREmpo+O4Zwxsa3OOKnVaLj2glTGpEawatsxMo96zoamJoQwa3xfxg2KbPWKkD5Ay+0XDyEjp5x1O49TUuXEZAhg0oi+jBsQ6H0M1Nkj+nD2iLY/tqKn6A454VQPptrbwTqZTtnJ1JFtaV+d5q4iNacrXCXubVrLI+3Rlf72emo7amudU90WjUbDH2rba7XVwZa9xRSW12DS6xg9MIL+scHe965rr43bd3R0/TCCoqIi78/SxoXofrrFbNidpW6GvQkTJhASEuJdrpRqcpDTMBEWFhZidztaTIJ19VtbD7SYQNu7vnGSbq1+W2LryG1r7gukq3x59OlT3+EsLCxspaR/dOX4Oiq2yspKtm7delpmvj0ZJ5sTmvvbbq5Oc9pbp3H76Yw6p2v7u8q2tLdObz8wPp25qavlBGh7XpCc0H23/1R15e/rztBVcoLMhi06Qre5suxPjYfKAD5T8psCjJhofYr+E63vSA1ja8uMiKcae3u2rb2xCdEVnSgnNPe33Vydk/mcrlCnJ21/R3yG5DUB7f+76Kpt4mTq9KScIIQQDbX8IDMhhBBCCCGEEKKXks6yEEIIIYQQQgjRiAzDbsDlcgG0aZr7gID6XdfVprGX2E5OV44NunZ8HRVbXdura4v+1lNyQmfozdvfm7cdTu/2d7WcAG3PC/J30Xu3vzdvO/S+nCB6NuksN1Bd7Xno+549e/wciRC9W3V1tc/kMP6MAyQnCOFvXSUngOQFIbqCtuQEmWhLdASZDbuBmpoajh8/TlBQEDqdPPBOiM7mcrmorq4mNjYWk6n1x3p1BskJQvhXV8sJIHlBCH/qijlB9GzSWRZCCCGEEEIIIRqRCb6EEEIIIYQQQohGpLMshBBCCCGEEEI0Ip1lIYQQQgghhBCiEeksCyGEEEIIIYQQjUhnWQghhBBCCCGEaEQ6yy1wu908+OCDJCQkEBQUxLx588jOzm6xfHFxMVdddRURERFERkZy6623eh+c7u/Y3nnnHTQaTZN/OTk5pyW+Ok888QQzZsxotUxn7rf2xtbZ+62kpISbb76Zfv36ERoaytSpU9m4cWOL5XNycrjwwgsJDQ0lLi6O+++/H5fL1SVie+yxx5rdd91ZV84JnaG75J3TrSvntc7QFXOnv0hOkJxQpzfnBckJosdTolkPPfSQio6OVl988YXasWOHOu+889SgQYOUzWZrtvyMGTPUxIkT1datW9WqVatU//791dVXX90lYrv77rvVjBkzVH5+vs8/p9N5WuJTSqmXXnpJabVadc4557RarjP3W3tj6+z9NmfOHDVq1Ci1fv16tW/fPnXrrbcqs9ms9u7d26Ss3W5XgwcPVvPnz1e7du1SH3/8sYqMjFQPPPCA32NTSqlf/epXavHixU32XXfWlXNCZ+gOeed068p5rTN01dzpL5ITJCco1bvzguQE0RtIZ7kZNptNhYSEqKVLl3qXlZaWKrPZrN59990m5X/44QcFqIyMDO+yFStWKI1Go44cOeLX2JRSau7cueqOO+7o0DhacvToUXXhhReqoKAgNXTo0FYTaGfut/bGplTn7rcDBw4oQG3cuNG7zO12q9TUVHX//fc3Kf/uu+8qo9GoSkpKvMteeeUVFRoaqmpqavwam1JKDRs2TD333HMdGoc/deWc0Bm6et453bpyXusMXTl3+ovkhN6dE5Tq3XlBcoLoTWQYdjN27NhBZWUls2bN8i4LDw9n/PjxrF+/vkn5DRs2EBcXx7Bhw7zLZsyYgUajaXWoamfEBpCWluYT2+m0detWDAYDaWlpTJo0qdWynbnf2hsbdO5+i46O5ssvv+SMM87wLqsbplRaWtqk/IYNGxg/fjwRERHeZTNnzqSiooIdO3b4NTabzcb+/fs7bd91hq6cEzpDV887p1tXzmudoSvnTn+RnNC7cwL07rwgOUH0JtJZbsaRI0cASExM9FkeHx9Pbm5us+UblzUYDERFRTVbvjNjKy0t5ejRo2zYsIFRo0YRHx/PRRddxP79+zs0rjoLFixg+fLlDBgw4IRlO3O/tTe2zt5v4eHhzJs3D6PR6F22fPlyDh48yAUXXNCkfHP7Lj4+HqDD9117Y8vIyMDlcvHhhx8yePBgkpKSWLx4Mfn5+R0aV2fqyjmhM3T1vHO6deW81hm6cu70F8kJvTsnQO/OC5ITRG8ineVm1E240LBzAGAymaipqWm2fOOyrZXvzNjS09MBz0Qcy5Yt4/3336empoapU6dy/PjxDo2tvTpzv7WXv/fbDz/8wG9+8xsuvvhi5s+f32R9c/vOZDIBnPZ9d6LY6vZdUFAQ//3vf3njjTfYu3cv5557Llar9bTGdrp05ZzQGXpS3jndetrvvr16y+9ecoLkhPboab//9ujtv3vR/QX4O4CuyGw2A57hpHU/g6cTEhQU1Gx5m83WZHlL5TsztmnTplFYWEhUVJR3NuKPPvqIpKQkli1bxpIlSzo0vvbozP3WXv7cb59++ilXXnklU6ZM4Z133mm2THP7ru4L93Tuu7bEtnjxYubOnUt0dLR32ciRI0lISOCzzz5j0aJFpy2+06Ur54TO0JPyzunW03737dVbfveSEyQntEdP+/23R2//3YvuT64sN6NuqExeXp7P8ry8PBISEpot37is3W6nuLi42fKdGRt47jlt+NiewMBAUlJSvMOo/KUz99vJ8Md+e/HFF7n44otZsGABX3zxhfdqcWPN7bu616dr37U1NsCnowwQFxdHVFSU3//mTlZXzgmdoSflndOtp/3uT0Zv+N1LTpCc0B497fffXr35dy+6P+ksN2PMmDGEhoaydu1a77KysjK2bdvG9OnTm5SfPn06R44c4eDBg95ldXWnTJni19heffVVoqKiqK6u9i6rqKhg//79jBgxokNja6/O3G/t5Y/99vLLL3P77bdz22238Z///AeDwdBi2enTp7Nt2zYqKiq8y1avXk1ISAhjx471a2z33XcfQ4YMQSnlXZaTk0NRUZHf/+ZOVlfOCZ2hJ+Wd062n/e7bq7f87iUnSE5oj572+2+P3v67Fz2Av6fj7qruvfdeFRUVpT799FO1c+dOdd5556nBgwcru92unE6nys/PVxaLRSnleYzOlClT1IQJE9TmzZvV6tWrVXJysrr22mv9Htvhw4dVeHi4WrhwoUpPT1dbtmxRs2fPVqmpqcpqtZ6W+Opcc801Po8T8Pd+a09snb3f9u3bp/R6vVq4cGGT5xCWlZUpm82m8vPzvc+vtFqtKjU1VV1wwQVq586d6pNPPlGRkZHqoYce8ntsP//8szIYDOrmm29W+/btU+vWrVPjxo1TU6ZMUW63u8Pj6yxdOSd0hu6Sd063rpzXOkNXy53+JDlBckKd3pwXJCeInk46yy1wOp3q7rvvVn369FHBwcFq3rx5Kjs7WymlVHZ2tgLUm2++6S1//Phxdemll6qgoCAVHR2tbrnlltOWBNob29atW9WcOXNUWFiYCg0NVZdeeqk6fPjwaYmtocYJ1N/7rb2xdeZ+e+yxxxTQ7L9rrrlGrVmzRgFqzZo13joHDhxQc+bMUSaTScXHx6v7779fuVyuLhHbd999pyZPnqyCgoJUVFSUuu6663yeCd0ddeWc0Bm6S9453bpyXusMXS13+pPkBMkJdXpzXpCcIHo6jVINxkoKIYQQQgghhBBC7lkWQgghhBBCCCEak86yEEIIIYQQQgjRiHSWhRBCCCGEEEKIRqSzLIQQQgghhBBCNCKdZSGEEEIIIYQQohHpLAshhBBCCCGEEI1IZ1kIIYQQQgghhGhEOstCCCGEEEIIIUQj0lkWQgghhBBCCCEakc6yEEIIIYQQQgjRiHSWRYeaP38+Go0GjUbDnj17Wix35ZVXotFo0Gq1bN26tc3v/+WXX3rf/5///GeT9eXl5VRXV59U7EKIjic5QQjRkOQEIUR3Ip1l0aFGjx7t/TkjI6PZMlu3buW9994DPF+GEyZMaPP7b9myxfvzmWee6f3Z7Xbz6quvMnLkSPR6fXvDFkKcJpIThBANSU4QQnQn0lkWHarhl+Du3bubLXP33XejlMJoNPLYY4+16/03b94MgF6vZ+zYsQC4XC4mTJjAb3/7W/r164fBYDi54IUQHU5yghCiIckJQojuRDrLokOd6Evw66+/ZvXq1QDcfvvt9O/fv13vX3fGeNSoURiNRsBzZnrHjh0AnHXWWScTthDiNJGcIIRoSHKCEKI7kc6y6FBDhgzx+XJqyO12s2TJEgAiIiK49957sdvtvPjii0yePJmwsDCMRiMDBw7krrvuoqSkxKd+dnY2RUVFAEycOBGAuXPn+nzxPv/88+j1eqxWKwDp6eksXryY5ORkjEYjkZGRzJ07t9n7n3766ScWLFhAREQEsbGx/OEPf8Bms7F48WI0Gg19+/ZtUn7RokXEx8djMBhISkrij3/8IxaL5VR2oRA9iuQEyQlCNCQ5QXKCEN2KEqKDjR07VgHKYDAoh8PhXf6vf/1LAQpQzz77rCotLVWTJk3yLmv8LzU1VRUUFHjrv//++951r7/+ulJKqaioqCb1xo4dq5RSav369SooKKjZ946IiFBHjx71vvcHH3yg9Hp9k3ILFy5Uo0ePVoC68MILveVfeOEFpdVqm33vmTNnKrfbfbp3sxDdhuQEyQlCNCQ5QXKCEN2FdJZFh7v66qu9XwgZGRlKKaWsVqvq16+fAlRycrKy2Wxq4cKF3nIXX3yx2r9/vyouLlb33Xefd/ntt9/ufd8//vGP3uU7d+5USinlcDjUmDFjFKCio6OVw+FQLpdLKaXUrFmzVEBAgIqLi1Pbtm1TVVVV6oEHHvC+xzvvvKOUUiovL0+FhoYqQIWFhanPP/9cFRcXq4ceesjny+2RRx5RSim1du1apdFoFKDOO+88lZGRoUpLS9WDDz7oLbty5crO3OVCdGmSEyQnCNGQ5ATJCUJ0F9JZFh3ub3/7m/fL4MMPP1RKKfXEE094l7377rtq165d3tejR49WTqfT5z2Sk5MVoAYNGuRdNn36dAWowMBAb/mqqiql0+kUoObPn98kFrfbrSwWi/fnV155xfu5n376qVJKqUceecS77M033/SpP2rUKO+6b775Riml1OzZsxWggoODVUlJiXI4HMrhcCi73a7MZrMC1EMPPdQxO1OIHkByguQEIRqSnCA5QYjuIgAhOljjyTtmzJjBk08+CcAZZ5zB5ZdfzgsvvOAtc+utt6LT6XzeIyQkBICKigrAcx/Ttm3bABg/fry3/ObNm3G5XEDTSTu++eYbli9fTkZGBvn5+eTn51NTU+NdXzdL5ooVKwAICwvjqquu8nmPpKQkdu3aBXgeQWG321m3bh0AVVVVREZGNrsPGn6OEL2d5ATJCUI0JDlBcoIQ3YVM8CU6XOMvwUcffZTy8nIAnnnmGTQaDXl5ed4y48aN86lfXV3N/v37AUhMTAQ8k4BUVVUB9ZN2AGzatMn7c8Mvwb/+9a/MnTuX119/neDgYG6++WY++OADEhISAIiPjycpKQmAw4cPAzT77MW6mToHDhxIREQEpaWlOByOE+6D+Pj4E5YRoreQnCA5QYiGJCdIThCiu5Ary6LDxcbGEhMTQ0FBARs2bKC4uBiACy+8kBkzZgCes7N1Gn4hArzwwgvYbDYAFixYANQ/CgJ8vwTrlms0Gu9yl8vlfS7jLbfcwtKlSwHIzMzk6NGjAJx99tne96g7+1w3g2adlStXkpOTA3jOFgOEh4cTEBCA0+nkd7/7HS+99JK3fGVlJQaDwTvLpxDCQ3KC5AQhGpKcIDlBiG7D3+PARc9Ud79O3T+dTqd2797tXf/zzz971w0dOlRt3bpVFRQUqOeff94722R8fLwqKSlRSil18803e8sfOHDA+z6DBg1SgDKZTKqgoEBZLBZVXFzsLTt37lxVWlqq0tLSfGbUfPzxx73vcf7553uXP//886qsrEx99dVXqk+fPj7L68ybN897L9IXX3yhKisr1YYNG9SAAQOUVqtV8+bN64Q9LET3IjlBCNGQ5AQhRHcgnWVxWtx1110+X4I33nhjkzK33nqrT5mG/6Kjo9WWLVu8ZSdMmKDA8yiHhuqWN/6cxssBn8dDvPXWW973WLlyZbMxBAQEeH/etGmTt/z+/ftVdHR0s3Xi4uLUrl27Onp3CtHtSU4QQjQkOUEI0R1IZ1mcFsuWLfP58snLy2u23FtvvaWmTp2qwsLClNFoVIMGDVJ33nmnys/P95apqanxnkWeM2eOT/1NmzapiRMnqsDAQBUWFqbee+89pZRSWVlZat68eSo4OFjFxsaqW265RW3cuNEb08MPP+zzPu+//74aNWqUMplMatiwYerFF1/0zqppNpuVzWbzKX/o0CH1m9/8RvXt21cZDAaVnJys7rjjjha3U4jeTnKCEKIhyQlCiO5Ao5RSCNFLrV27lgMHDjBgwADGjRvnnbXSarUSHR2NxWJhzpw5rFy50s+RCiE6g+QEIURDkhOE6N1kNmzRq23bto2bbrqJ2bNnc9NNN1FcXEx+fj533HEHFosFgEWLFvk5SiFEZ5GcIIRoSHKCEL2bXFkWvVp2djYjRozAarU2u37SpEmsX78eg8HQyZEJIfxBcoIQoiHJCUL0bnJlWfRqKSkpbNiwgYULFxIbG4tOpyMkJIThw4fzwAMPsHr1avkCFKIXkZwghGhIcoIQvZtcWRZCCCGEEEIIIRqRK8tCCCGEEEIIIUQj0lkWQgghhBBCCCEakc6yEEIIIYQQQgjRiHSWhRBCCCGEEEKIRqSzLIQQQgghhBBCNCKdZSGEEEIIIYQQohHpLAshhBBCCCGEEI1IZ1kIIYQQQgghhGhEOstCCCGEEEIIIUQj0lkWQgghhBBCCCEa+X/Wegmbu3xRggAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]',\n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], share_x=False, share_y=False, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also force shared axes to display their own tick labels and/or axis labels using the keywords `separate_ticks` and `separate_labels`." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df=sub, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]',\n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], separate_ticks=True, separate_labels=True, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ".. note: For ``wrap`` plots based on column values, axis sharing is forced to ``True`` and cannot be overridden" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Share rows" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For `row` plots, we can opt to share both the x- and y-axis range uniquely across each row of subplots via the `share_row` keyword:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], share_row=True, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Share columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly for `col` plots, we can opt to share the both the x- and y-axis range uniquely across each column of subplots via the `share_col` keyword:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, x='Voltage', y='I [A]', legend='Die', col='Boost Level', row='Temperature [C]', \n", " filter='Substrate==\"Si\" & Target Wavelength==450',\n", " ax_size=[225, 225], share_col=True, tick_labels_font_size=11)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### No sharing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lastly, we can specify unique axes ranges for each plot. Each axes range variable (`xmin`, `xmax`, `ymin`, `ymax`, etc.), is a special `fcp` data type called `RepeatedList` (note this is the same data type used for specifying line color, markers, alpha, etc.). The `RepeatedList` class simply loops over a list of any arbitrary size with increasing index. When applied to axis ranges, this means we can specify:\n", "* a single value that loops to give the same value for each subplot index\n", "* a list of ranges for each plot in the grid (no looping occurs in this case)\n", "* or a partial list of ranges that is repeated (for example, a two-value list would be applied in repeating fashion to odd- and even-indexed subplots)\n", "\n", "Subplot index starts at 0 and increases column by column along a given row until the last column and then moves to the next row and continues incrementing.\n", "\n", "Consider the following example. We have size subplots with index 0, 1, 2 on the first row and 3, 4, 5 on the second. We supply 5 `xmin` values and 6 `ymax` values. The `ymax` value has been uniquely specified for each plot. However, the `xmin` value for the final plot is not uniquely specified, so the `RepeatedList` will loop back to the first value supplied. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fcp.plot(df, 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,\n", " xmin=[0, 0.1, 0.2, 0.3, 0.4], ymax=[1, 2, 3, 4, 5, 6], tick_labels_font_size=11)" ] } ], "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": "3.8.13" }, "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": "684px", "left": "0px", "right": "1161px", "top": "119px", "width": "211.989px" }, "toc_section_display": "block", "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 1 }