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"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Setup and initialization\n",
"import json\n",
"import pandas as pd\n",
"import plotly.express as px\n",
"import plotly.graph_objects as go\n",
"import numpy as np\n",
"\n",
"# Load CSV file into a raw dataframe\n",
"df = pd.read_csv('churn.csv')\n",
"\n",
"# Pull some quick stats\n",
"category_totals = df.groupby('category').size()\n",
"\n",
"user_category_labels = {\n",
" 'quick-exit': 'Free trial only',\n",
" 'fair-trial': '74 day churn',\n",
" 'short-termer': '6 month churn',\n",
" 'long-termer': '> 6 months active'\n",
"}\n",
"metric_timeframe_labels = {\n",
" 'short term': 'During free trial',\n",
" 'medium term': 'After trial, before 90 days',\n",
" 'long term': 'After 90 days, first 6 months'\n",
"}\n",
"\n",
"category_order = {\n",
" 'category': list(user_category_labels.keys())\n",
"}\n",
"\n",
"def metric_label(metric_key):\n",
" parts = metric_key.split('_')\n",
" if \"term\" in parts:\n",
" timeframe = metric_timeframe_labels[\" \".join(parts[-2:])]\n",
" name = \" \".join(parts[0:-2]).title()\n",
" else:\n",
" timeframe = 'Lifetime'\n",
" name = parts.join(\" \").title()\n",
" return f\"{name}: {timeframe}\""
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# Weekly data processing\n",
"max_weeks = 30\n",
"\n",
"def weekly_averages(metric):\n",
" records = []\n",
" metric_col = f\"{metric}_weekly_counts\"\n",
" for category in df['category'].unique():\n",
" cat_df = df[df['category'] == category]\n",
" num_users = len(cat_df)\n",
" \n",
" weekly_totals = [0] * max_weeks\n",
" \n",
" for value in cat_df[metric_col]:\n",
" if pd.notna(value) and value != '{}':\n",
" try:\n",
" counts_dict = json.loads(value)\n",
" for key, count in counts_dict.items():\n",
" week_num = int(key.replace('week_', ''))\n",
" if week_num < max_weeks:\n",
" weekly_totals[week_num] += count\n",
" except (json.JSONDecodeError, ValueError):\n",
" pass\n",
" \n",
" # Calculate cumulative averages (cumulative total / number of users)\n",
" cumulative = np.cumsum(weekly_totals)\n",
" cumulative_avg = cumulative / num_users\n",
" \n",
" for week in range(max_weeks):\n",
" records.append({\n",
" 'category': user_category_labels[category],\n",
" 'week': week,\n",
" 'cumulative_avg': cumulative_avg[week]\n",
" })\n",
" return records"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# Averages chart renderer\n",
"def averages_chart(metric_name, title):\n",
" user_categories_to_include = ['quick-exit', 'fair-trial', 'short-termer', 'active-user']\n",
" metrics_to_include = [f'{metric_name}_short_term', f'{metric_name}_medium_term', f'{metric_name}_long_term']\n",
" metric_labels = [metric_label(key) for key in metrics_to_include]\n",
" # Get our averages\n",
" grouped = df.groupby('category')[metrics_to_include].mean().reset_index()\n",
" # Pivot the data to a form Plotly will understand\n",
" melted = grouped.melt(id_vars='category', var_name='timeframe', value_name='value')\n",
" # Set up the basics of the chart\n",
" bar_chart = px.bar(\n",
" melted,\n",
" x='category',\n",
" y='value',\n",
" color='timeframe',\n",
" barmode='group',\n",
" title=title,\n",
" category_orders=category_order,\n",
" labels=metric_labels\n",
" )\n",
" # Make some UX tweaks\n",
" bar_chart.update_layout(\n",
" xaxis_title='User Group',\n",
" yaxis_title='Average Created',\n",
" legend_title='Creation Timeframe'\n",
" )\n",
" bar_chart.update_xaxes(\n",
" ticktext=list(user_category_labels.values()),\n",
" tickvals=list(user_category_labels.keys())\n",
" )\n",
" for idx, name in enumerate(metric_labels):\n",
" bar_chart.data[idx].name = name\n",
" # Go!!!\n",
" \n",
" bar_chart.show()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# Cumulative averages chart renderer\n",
"def cumulative_averages_chart(metric_name, title):\n",
" user_categories_to_include = ['quick-exit', 'fair-trial', 'short-termer', 'active-user']\n",
" metrics_to_include = [f'{metric_name}_short_term', f'{metric_name}_medium_term', f'{metric_name}_long_term']\n",
" metric_labels = [metric_label(key) for key in metrics_to_include]\n",
" # Get our averages\n",
" grouped = df.groupby('category')[metrics_to_include].mean().reset_index()\n",
" # Make each column represent itself plus the total of its predecessors to represet a \"snapshot\" at that point.\n",
" for i in range(1, len(metrics_to_include)):\n",
" grouped[metrics_to_include[i]] += grouped[metrics_to_include[i - 1]]\n",
" # Pivot the data to a form Plotly will understand\n",
" melted = grouped.melt(id_vars='category', var_name='timeframe', value_name='value')\n",
" # Set up the basics of the chart\n",
" bar_chart = px.bar(\n",
" melted,\n",
" x='category',\n",
" y='value',\n",
" color='timeframe',\n",
" barmode='group',\n",
" title=title,\n",
" category_orders=category_order,\n",
" labels=metric_labels\n",
" )\n",
" # Make some UX tweaks\n",
" bar_chart.update_layout(\n",
" xaxis_title='User Group',\n",
" yaxis_title='Average Created',\n",
" legend_title='Creation Timeframe'\n",
" )\n",
" bar_chart.update_xaxes(\n",
" ticktext=list(user_category_labels.values()),\n",
" tickvals=list(user_category_labels.keys())\n",
" )\n",
" for idx, name in enumerate(metric_labels):\n",
" bar_chart.data[idx].name = name\n",
" # Go!!!\n",
" \n",
" bar_chart.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"# Weekly averages line chart renderer\n",
"def weekly_averages_chart(metric_name, title):\n",
" chart_data = pd.DataFrame(weekly_averages(metric_name))\n",
" \n",
" # Plot\n",
" line_chart = px.line(\n",
" chart_data,\n",
" x='week',\n",
" y='cumulative_avg',\n",
" color='category',\n",
" title=title,\n",
" category_orders=category_order,\n",
" labels={'week': 'Week', 'cumulative_avg': 'Average Created', 'category': 'User Group'},\n",
" markers=True\n",
" )\n",
" line_chart.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
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"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
}
}
},
"title": {
"text": "Average # of Booking Forms Created"
},
"xaxis": {
"anchor": "y",
"categoryarray": [
"quick-exit",
"fair-trial",
"short-termer",
"long-termer"
],
"categoryorder": "array",
"domain": [
0,
1
],
"ticktext": [
"Free trial only",
"74 day churn",
"6 month churn",
"> 6 months active"
],
"tickvals": [
"quick-exit",
"fair-trial",
"short-termer",
"long-termer"
],
"title": {
"text": "User Group"
}
},
"yaxis": {
"anchor": "x",
"domain": [
0,
1
],
"title": {
"text": "Average Created"
}
}
}
},
"image/png": 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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('booking_forms', 'Average # of Booking Forms Created')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
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"config": {
"plotlyServerURL": "https://plot.ly"
},
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value=%{y}",
"legendgroup": "booking_forms_short_term",
"marker": {
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}
},
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"offsetgroup": "booking_forms_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
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"hovertemplate": "timeframe=booking_forms_medium_term
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"legendgroup": "booking_forms_medium_term",
"marker": {
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"pattern": {
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"alignmentgroup": "True",
"hovertemplate": "timeframe=booking_forms_long_term
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"legendgroup": "booking_forms_long_term",
"marker": {
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"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('booking_forms', 'Cumulative average # of Booking Forms Created')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Creation Timeframe=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "xN8ZbBoRvD/dXC+wJ6rAP6YJWINu8ME/ZAyRixkJwz8mWKQ7IObDP7BpRHAAhMQ/H94qZ00CxT8GWayknofFP7FQ4L5tCcY/QKtam6lrxj+UgodUY8rGPzPQy6OWHsc/4hDaZcFkxz8aS03h56PHP0GS9ukW8cc/lGkjo9BPyD/clmCR7oDIPzS3Z/IDpMg/A94Jmh3OyD87GH0VRA3JP8670ZnbM8k/6liL125TyT9+/N9bBnrJP5qZmZmZmck/acA7QbPDyT8NV1o4QtzJP8HgQqLI5sk/GQFKA94Jyj8kqznOeTfKP/TR23WTYco/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#19d3f3",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "6 month churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "Y7LbSRpG0D9FYlue+57SP/rw1z+qcNQ/Vz1Oe/Mz1T9Oe/MzNePVP36mZrxLH9Y/r9HZRGJb1j/eTtIwgrDWP6YPf/2jCtc/O0nDCMJa1z8FuOpx2pvXP9DUjHfpw9c/Aa56nPbm1z/LHKIFDyjYP5fnvqcUN9g/+0cVjiVk2D/46x9VOJbYPytziBY8oNg/kYFZmUO02D8pF5PdTtLYPydpGEFY69g/JrudpGEE2T/A/lGFYwnZP8D+UYVjCdk/jMluJ2kY2T8lDSMIax3ZP75Q1+hsItk/8dc/qnAs2T9W5hAteEDZPyKxLc99T9k/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FF6692",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "74 day churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('booking_forms', 'Cumulative average # of Booking Forms Created')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=bookings_short_term
category=%{x}
value=%{y}",
"legendgroup": "bookings_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Bookings: During free trial",
"offsetgroup": "bookings_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('bookings', 'Average # of Bookings Created')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=bookings_short_term
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value=%{y}",
"legendgroup": "bookings_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Bookings: During free trial",
"offsetgroup": "bookings_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
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],
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=bookings_medium_term
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value=%{y}",
"legendgroup": "bookings_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
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}
},
"name": "Bookings: After trial, before 90 days",
"offsetgroup": "bookings_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
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],
"xaxis": "x",
"y": {
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},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=bookings_long_term
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value=%{y}",
"legendgroup": "bookings_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
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}
},
"name": "Bookings: After 90 days, first 6 months",
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],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
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},
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"solidity": 0.2
}
},
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}
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"histogram": [
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},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('bookings', 'Cumulative average # of Bookings Created')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Creation Timeframe=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "mvwAKTautT8CczmM39fBP+66yTBdksc/5axJoHZ6zT+UivDSBKzRP1lJPQ/rYNQ/DIkim2fR1j9uCRbpDojZP0iQpH26Rdw/XpqANegG3z+BuRzG7+vgPyBiXyYec+I/z/1r+UPs4z9hNvBvnRzlP855Nzpze+Y/AAAAAAAA6D8cvoZtx3vpP/EUnwuq7+o/kIOwihGg7D+9+s+JCTfuP1bOmgRqp+8/WnJzvcCe8D9t4N86OUrxP3uiCoG5HPI/xYQbWx/e8j/uuskwXZLzP6/dpjKOMfQ//s5g04jg9D+DbvCxN3z1PwP/1slRKvY/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#19d3f3",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "6 month churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "zSFa8IACzD+Iv/5RhWPRP498oa7R2dQ/oVeUi8lu1z8Xk91O0jDaP5KGEYS1jtw/c4gWPKAA3z/IaW9+pmbgP1c9TnvzM+E/52dqxrv04T8Qf/2jCsfiP6AAVz1Oe+M//aMKxxIy5D/GZLeTNIzkPyRfqGt0NuU/t5M0jCCs5T+Aqx6nvfnlP68oF5PdTuY/djtJwwjC5j8//PWPKhznPzpECx5QgOc/aGrGu/Th5z8wK3OIFjzoP/tHFY4lZOg/Xvrw1z+q6D/AVY/T3vzoPyMIax35Quk/UzPepQ9/6T+DBxTgqsfpPxrv0oe//uk/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FF6692",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "74 day churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "ffmBFKjaxD+PthuQIHbJP6MSvZl7eMs/Wz5EyUkZzT/g+lXJugjOPzv2wh78R88/oQlbAgLNzz+d4ApN2BLQP4SO+fIDKdA/7y2nHexQ0D/W25XDF2fQP9bblcMXZ9A/1tuVwxdn0D+YVPUF9m/QP5hU9QX2b9A/mFT1BfZv0D+YVPUF9m/QP5hU9QX2b9A/mFT1BfZv0D+YVPUF9m/QP5hU9QX2b9A/mFT1BfZv0D/5ECUnZXTQP/kQJSdldNA/+RAlJ2V00D9bzVRI1HjQP1vNVEjUeNA/W81USNR40D8dRrSKsoHQPx1GtIqygdA/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#B6E880",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "Free trial only",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('employees', 'Average # of Employees Created')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=employees_short_term
category=%{x}
value=%{y}",
"legendgroup": "employees_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Employees: During free trial",
"offsetgroup": "employees_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "D420TnCF9j/kIKxiBCj1P6alpaWlpfU/FOCqx2lv+D8=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=employees_medium_term
category=%{x}
value=%{y}",
"legendgroup": "employees_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Employees: After trial, before 90 days",
"offsetgroup": "employees_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "70vIGwEQ9z80Gs+BoLj4P6alpaWlpfU/52dqxrv0+z8=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=employees_long_term
category=%{x}
value=%{y}",
"legendgroup": "employees_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Employees: After 90 days, first 6 months",
"offsetgroup": "employees_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "afdDBYwV9z+aPpuInmYAQKalpaWlpfU/zMocogUP/j8=",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
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],
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0.3333333333333333,
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],
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],
[
0.5555555555555556,
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],
[
0.6666666666666666,
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],
[
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],
[
0.8888888888888888,
"#fdca26"
],
[
1,
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]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
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],
[
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],
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[
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[
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],
[
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],
[
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]
],
"type": "heatmap"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('employees', 'Cumulative average # of Employees Created')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Creation Timeframe=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "n4d1MPoq9D/kIKxiBCj1PxKgNOCdoPU/xxgiFzMS9j9Lj3tHDHD2P9qGjpSrvfY/pQHvBM0O9z+xDkZfBVH3Px+9XTcZpvc/1G98T3Xu9z/rYPRVEDX4P9GyP+WLfPg/pq5ZcnO9+D/Crno/o/H4P3LviAHON/k/9Z8TE25s+T84W0CrWpv5P9dFHWvx2vk/lnn1nxMT+j/u/GOQxUr6P/WXqpTMivo/5WqvQA7C+j+7ZsnN9QL7PxPqN76nOvs/xznvRmdu+z8qoX7je6r7P7PDGUtN4fs/1TVLbq4X/D9eWObVf078P3/KF/nghPw/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#19d3f3",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "6 month churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
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"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FF6692",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "74 day churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
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"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#B6E880",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "Free trial only",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
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},
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"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
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},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
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"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
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"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
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"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
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"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
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"ticks": ""
},
"colorscale": [
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],
[
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],
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]
],
"type": "contour"
}
],
"contourcarpet": [
{
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"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
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},
"colorscale": [
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],
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],
"type": "heatmap"
}
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('employee', 'Cumulative average # of Employeess Created')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=contacts_short_term
category=%{x}
value=%{y}",
"legendgroup": "contacts_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Contacts: During free trial",
"offsetgroup": "contacts_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "E/JGAMS9I0AHQEjzCw0lQL++vr6+PiBAShpGENa6JEA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=contacts_medium_term
category=%{x}
value=%{y}",
"legendgroup": "contacts_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Contacts: After trial, before 90 days",
"offsetgroup": "contacts_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "Ix4D3Raq9z98Lqi+K28XQB4eHh4eHp4/9+ZnasY7FEA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=contacts_long_term
category=%{x}
value=%{y}",
"legendgroup": "contacts_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Contacts: After 90 days, first 6 months",
"offsetgroup": "contacts_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "GIXxvoS8gT9AJybc2HoiQAAAAAAAAAAAgFThWEIG/j8=",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
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],
[
0.3333333333333333,
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],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
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],
[
0.3333333333333333,
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],
[
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],
[
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],
[
0.6666666666666666,
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],
[
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],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "heatmap"
}
],
"histogram": [
{
"marker": {
"pattern": {
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('contacts', 'Average # of Contacts Created')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=contacts_short_term
category=%{x}
value=%{y}",
"legendgroup": "contacts_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Contacts: During free trial",
"offsetgroup": "contacts_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "E/JGAMS9I0AHQEjzCw0lQL++vr6+PiBAShpGENa6JEA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=contacts_medium_term
category=%{x}
value=%{y}",
"legendgroup": "contacts_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Contacts: After trial, before 90 days",
"offsetgroup": "contacts_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "11Xn2wazJkCiK07pUGIwQM7Nzc3NTSBAxg16RbnYLkA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=contacts_long_term
category=%{x}
value=%{y}",
"legendgroup": "contacts_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Contacts: After 90 days, first 6 months",
"offsetgroup": "contacts_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "OBIX/XW3JkBCP2FXvZ85QM7Nzc3NTSBAKxxLyMBMMUA=",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
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7Vk72N4RJwh55WZVARSpVQusg5+LDwUgsbvbatnE1dWpjOGTLmTUd36sfw7OCWroOmEhSLSTVF/rLIh565eYxn9bNdafM6VMZFahINZNU48iQKGMWY48tgUoqHjrmM6avbrfXOYSqzccbP7QbV30Uo6ACFWPuixaW7Fs9RVXnBLUEDFQkSGjZYwTduP1AhQ5SqVWQQ8vgZi+SwFGGX3VrU5d6djBuxqWgnjdTPiuh+ezO5tmZJvgso01c3SXD0bTlnys3qZHtMN1nuEBVW/W5lF4w2iJ/H+TnCFSMefqxDgQgAAEIQAACEIAABEIv8NsHKlpZ/vp5oyiTETPdmBKobNp1hA6t89Tpa4HKzuUTVTWJLFqgon1jH5pAZd+RsyoskZ4IbZtUVy/L0ttBgppSRXIbHajI+cg20n9lkktPXYAyawI33yyUiw7z9LqdHMepoSSRAvT6kKESlcsUIo8RdkE+bVI5IIGKDAWpVLqQqhC4y8M3pHpBf9pmSxxfe8FdM2ekGl6lLcacg/QokVDlNPfC0fqHyPZadZEEKhc4WAqtg+xLKmCkckYqkmSRSoPhPAW2BCKGFumPItUMK3xd/K0i1S3yzCz2GqKGthhToSJDRaTXjoQTxizGHlsCFfkMSR8ebdECFa16KahAxZj7IsPXpEdQcDP4BAxU5Bykz8h8ng59O0+HLmGDVHBJcCXVS3G5P07ARaqRClbtxNVJhXQVRCEZBfW8GftZCe1nV/MIKhySz6JTr5bUpE5Fyl+5I/dSqk79uvkfRlaQA5XGGPIT0q3F7yEAAQhAAAIQgAAEIGCWwG8fqGgveDLjSu9ODYPEktlDnnDPC+kzIsMIpGojYFPaqbNXqcoDrSmt9FAJVaDixk1puReCflNa+Qa/ADel7cD9UYJqSivDW2TIiH5PjC/cl6Noja6qGaixFSpacDCFX16l+apc0zYePrOd+19IA0/p1yBDCOTlTPpkBFzkZVULigL+7sfwh7z++lJIA1VtdhsZmmSp4xsKVIw5By1g03qlaNehBS3y89t3H4XKQXp3yAu09J1JJg18ZRYeriSS5q1aPxWpVAo405ScgwRm0ixXepHoLwtXbSf3KQtpAweC0qTVmEBFCx60YThBPfSy32zcwLRI/hxGHzu0gYox90WryAiu11FQgYr+tUk1lPQrGue9VIV/hnqkiPWJsxfV50n6GgVcpPJFPhsNa5WltKmScb+iH0PM9AM8Yz8rof3sSu+Ycd5LVJVRwv83SdY/z8QJ/lBNtPNV6kgNeSr4oXqVY+8/fKLC1TujQsWs/2nExhCAAAQgAAEIQAACEAhZ4LcPVIRAZvU4ff4qSSVGobzZ/KnIN+ztuIlnJq4emDNpAL16/Y5K1ulBzr1bU4v6//UukGER+4/+ZXagIlOyShPPg2un6c5DGz4gTTSDClSkWuI5D+/R75OwftshGug+Q30br704youi9DHRqhwC9lCRA8qQhwqN+qgeKaOmLlTbS1WJLDJUoBQHI/VrlA7U70OGo0h1QlBT9crwIwmEmtevTAP+389F9jdkrPSv2eevQsUSxw/qBdfYc5BmvtK8d86kgVS0QA513bJtPZ7pSIYkSaASk3uohMZB9iWBnPQ9WcQVJbJI/xlPv9WqsWpwixb0bF44VlUQaYtMb3z01D8qAJMha8YEKs9fvuZhOE6qQkOmAg84O5NUc9gP81Qz4ciwF2OPbUqgovXNMfa+aLNxufbroIIMbek9ZCqlZQ+ZtUoLVI5t8lEVUPe4Auo0N6HVZtDStpHmyNKcVqrSglq02YgqluK+PlyppT9jjqw/etoiVfWiTZsc1PNm7GcltJ/dM3z+LXuMDDQr1zueyUh60sisXbJIjyKZUWvp9GG6S9118DTZOXsgUAn2E4dfQgACEIAABCAAAQhAwHyBCBGoSLBg6zCOpwF+RPU4LCheMBdXZETmaXOvqb4kKXi64+ljHdQUsLJIhUoi/gZYqglixIhGa7YcoJk8TOT+o2dmByobtvMQDq5SkYal1coXUf063DwW0JkLV1QfiKACFXmJ9pm/jjxc7VSDzoPHz9G6bQdJvomWb9Nl+liZQUYCFmm6OoOvRaZujspNTLVZfrQKEbm+Lv0n8GxAr9QQCa3yQXuU5OVaZueR8yhXIj9P0fxZGS3haVmXTR9OOXgq5KAWbWaZadyMVF7kZZvXPCPM8vW7eSaeitSLq4Nk9hxLHN9QhYox5yCTFldp5qh6gQznmZgSxI9HMxdtUMHHZR4moz/LT2gcJOi6eO2WbgiG37ItKqiSCqngFrkf0hhXeu8M4mlvZXYc6UcjDUh7d2qka75rTKAix5HGpBJGyDPQrG5FypU1Aw+P+aAa5kqgV6VsIRo7uKvqN2LssY0JVG7fe0TVW/Snlg2qUIOaZdQwJwkVZNah4J4Nmb5aqpmkR5A0782QJoWqAJOGydKzpXTRPCqck5BOqsdyZk3Pz/9Has5DymS68brclFYqqK7+e5eGjZujZsIx1O9HfLSKGGmi3IinzU7NM4BJ2LeeP1cSvjrw8y8zasli6Hkz5rMS2s+uNNQVt2t8PeIhs1hJ5dO02avpJs/6JZ9bmQlIG6pm29JGzcp1h/09/daov3Xij1l+zP8fSewBAhCAAAQgAAEIQAAChgQiRKAiF//23Qc1w8yW3cdIXvq4KIHL+ZOqRpotuLJCvvHWFpm5xJ1DDnk5k3CgNjd+leoMeZnTejyEdsiPBCAyFa6cxxsOHLJlTqumiZXpduUlUKbU1SpLXLjvRiMu55cXYRlOspfDkm984qV4Olrn3q1U5cLwCXMoOU/PK9/Gy7AgqTx4xTOxtG1cnRrVLhdkoKL15ZCeHNKbI+Aisxct5mao0k8mBr+05c6ekbq1reuvAWzAbf7lxqDDxs+h89x/RMxk1hW7jg1onNcSWrFhL9nwlK5yPbKYe3xDL7jGnsOpc5dViCUvq4kTxqeWDSurvjHSPPbk1hnqRVWW0DhIE2TpayNDTmTpNWQKv/BXC9ZOs5RqqYnciPTYmX/oI087Lc1Im3OVlP4sL8YGKrJPec7nr9iuKqsecqgojXKzZEitGg7XqlzcX7WRMcc2JlCR4zqPnkmbdx1VQ1JWzxqppu825tl4+fotN2JdSrsOnKa3/MzLZ65723q62Zjk9136jadLHHwVzJNVVZztPnSaZi3apD6rMvNOCp75Rhoud+fnVb9HTlB/AGVmoYWrdqgwUxo8S2+ifPyZaM33S/avLYaeN2OekdB+dqVySPrDaMPyZBpumXpcwmDpD6NVqEhPGI+ZK1TYJAGm9BSSEMVplK96DoMLlfA/ixCAAAQgAAEIQAACEICAeQIRJlAxjwlb/04CEmTJ0CX9EE0Cq90HT9HuFZN/p0vFtUAAAhCAAAQgAAEIQAACEIBAGAkgUAkjWOzWOgVkhpSqzR0pOc/CJP1eZGiX9O8YyVMTd+FhOV3b1LHOE8dZQQACEIAABCAAAQhAAAIQgIBVCSBQsarbgZMJDwFteMup85fpA/ehkX4V0mOmdeOqaugPFghAAAIQgAAEIAABCEAAAhCAQEgCCFRCEsLvIQABCEAAAhCAAAQgAAEIQAACEIBAAAEEKngkIAABCEAAAhCAAAQgAAEIQAACEICAiQIIVEwEw+oQgAAEIAABCEAAAhCAAAQgAAEIQACBCp4BCEAAAhCAAAQgAAEIQAACEIAABCBgogACFRPBsDoEIAABCEAAAhCAAAQgAAEIQAACEECggmcAAhCAAAQgAAEIQAACEIAABCAAAQiYKIBAxUQwrA4BCEAAAhCAAAQgAAEIQAACEIAABBCo4BmAAAQgAAEIQAACEIAABCAAAQhAAAImCiBQMREMq0MAAhCAAAQgAAEIQAACEIAABCAAAQQqeAYgAAEIQAACEIAABCAAAQhAAAIQgICJAghUTATD6hCAAAQgAAEIQAACEIAABCAAAQhAAIEKngEIQAACEIAABCAAAQhAAAIQgAAEIGCiAAIVE8GwOgQgAAEIQAACEIAABCAAAQhAAAIQQKCCZwACEIAABCAAAQhAAAIQgAAEIAABCJgogEDFRDCsDgEIQAACEIAABCAAAQhAAAIQgAAEEKjgGYAABCAAAQhAAAIQgAAEIAABCEAAAiYKIFAxEQyrQwACEIAABCAAAQhAAAIQgAAEIAABBCp4BiAAAQhAAAIQgAAEIAABCEAAAhCAgIkCCFRMBMPqEIAABCAAAQhAAAIQgAAEIAABCEAAgQqeAQhAAAIQgAAEIAABCEAAAhCAAAQgYKIAAhUTwbA6BCAAAQhAAAIQgAAEIAABCEAAAhBAoIJnAAIQgAAEIAABCEAAAhCAAAQgAAEImCiAQMVEMKwOAQhAAAIQgAAEIAABCEAAAhCAAAQQqOAZgAAEIAABCEAAAhCAAAQgAAEIQAACJgogUDERDKtDAAIQgAAEIAABCEAAAhCAAAQgAAEEKngGIAABCEAAAhCAAAQgAAEIQAACEICAiQIIVEwEw+oQgAAEIAABCEAAAhCAAAQgAAEIQACBCp4BCEAAAhCAAAQgAAEIQAACEIAABCBgogACFRPBsDoEIAABCEAAAhCAAAQgAAEIQAACEECggmcAAhCAAAQgAAEIQAACEIAABCAAAQiYKIBAxUQwrA4BCEAAAhCAAAQgAAEIQAACEIAABBCo4BmAAAQgAAEIQAACEIAABCAAAQhAAAImCiBQMREMq0MAAhCAAAQgAAEIQAACEIAABCAAAQQqeAYgAAEIQAACEIAABCAAAQhAAAIQgICJAghUTATD6hCAAAQgAAEIQAACEIAABCAAAQhAAIEKngEIQAACEIAABCAAAQhAAAIQgAAEIGCiAAIVE8GwOgQgAAEIQAACEIAABCAAAQhAAAIQQKCCZwACEIAABCAAAQhAAAIQgAAEIAABCJgogEDFRDCsDgEIQAACEIAABCAAAQhAAAIQgAAEEKjgGYAABCAAAQhAAAIQgAAEIAABCEAAAiYKIFAxEQyrQwACEIAABCAAAQhAAAIQgAAEIAABBCp4BiAAAQhAAAIQgAAEIAABCEAAAhCAgIkCCFRMBMPqEIAABCAAAQhAAAIQgAAEIAABCEAAgQqeAQhAAAIQgAAEIAABCEAAAhCAAAQgYKIAAhUTwbA6BCAAAQhAAAIQgAAEIAABCEAAAhBAoIJnAAIQgAAEIAABCEAAAhCAAAQgAAEImCiAQMVEMKwOAQhAAAIQgAAEIAABCEAAAhCAAAQQqJj5DNx7+t7MPWBzCEAAAhCAAAQgAAEIQCCsBVIljhXWh8D+IQCBCCaAQMXMG45AxUxAbA4BCEAAAhCAAAQgAIFwEECgEg7IOAQEIpgAAhUzbzgCFTMBsTkEIAABCEAAAhCAAATCQQCBSjgg4xAQiGACCFTMvOEIVMwExOYQgAAEIAABCEAAAhAIBwEEKuGAjENAIIIJIFAx84YjUDETEJtDAAIQgAAEIAABCEAgHAQQqIQDMg4BgQgmgEDFzBuOQMVMQGwOAQhAAAIQgAAEIACBcBBAoBIOyDgEBCKYAAIVM284AhUzAbE5BCAAAQhAAAIQgAAEwkEAgUo4IOMQEIhgAghUzLzhCFTMBMTmEIAABCAAAQhAAAIQCAeB3y1QadBxCDWsVY5aNqgcDnr/HWLn/lM0ZNwsOrTO0+LH/f79O/UeOpX2Hz1HQ+3bUP0aZSx+DOwQApYUQKCip+k9by0tWbOLPn/+QiWL5CbXfu0pdqyY1KybK128cpMoUiS19h9xY9O+1VPUPyNQseTjiH1BAAIQgAAEIAABCEAgbAQsGahcu3mPvPzW0LHT/9DrN+8oaZKEVLFUAereth7F/yNOmFzAtX/v0oPHz6kUv6fIcv7SDUqaKAElT5rQoscrVqsbvXn7Psh9Ro4cSb0H3bj1gArmyWrR48rO/uF3rka2w2j17JGUIU1yih49msWPgR1CwJICCAmsfCQAACAASURBVFT+r7lt7wmaMmslzZ44gOLGiUl2g6dQobzZ+Y9iXarVeiB5uNpRloypA9kjULHk44h9QQACEIAABCAAAQhYQmDP+7vk+fKcJXb1U/cxMUlpShs1rkXOwVKByoVL/1K7PqOoaIGc1LphVUqSKD5dv3WffPjL2U/8xezyGS4UK2Z0f+f89es3ihIlslnX4TFzJX369Jn6dW9m1n5C2vjO/cf07ds3tdoEn2X04eMncu7d6v+bRaJ0qZOFtItQ//7Iyb+p68CJdGb7zED7+PL1K0WNEiXU+8aGEAgLAQQq/1eVhFcqUwrk/pG0zl2+lf6+/C+Nce5C5Rr0pqXTh1GKpIkC3QMEKmHxWGKfEIAABCAAAQhAAALmCCx7c5XsnxwwZxdWse2RNI2sLlBp2sWF4sSOSbMm9ucC9h8V7LJIpUq/Ed7Uq2NDDh2Sk1R6uA+ypbFei6lLq9rUpnE1OsoVLWM9F3OFx31VWdK4dnlq16QGSeXHt2/fadKM5bR++yF6+fotZUybgvr3aE7FC+aiabNX0/QF6yhypMhcDZOAdiydQPpDfiT0mOCzlHYdOE3v3n+gXNkzcAjSmjKlS6nOrUmX4VS7Skk6duYiXbl+h758+UKO3ZpR9QpFg73PTqN8eX8fabJrT916+kN+5HdFanShicO70+zFm+n2vUeU788sNMiuBblOmkdSVZMscUK1fcrkidU+Fq7aQXOWbqYXL19T+jQpqHenhlS2eD41zKfXkCkqNJJAapBdK1q0egfZVC5Bqzbtowx8LVNH9qJzF2/QmGmL6OLVmxQzRgyqVKYgOfdqpapZ9h4+S+5TFlCnlrVo/vJt9PjpC2pWrxKVLPwnjfNeQvcfPqUi+XPQ2CFddeGMofOxig8ATsLqBRCoGLhFXQdMVB/OxjblqUBVWypbLC+dOneZEiX8g/p2bkLlSuRTWyJQsfpnHCcIAQhAAAIQgAAEIpwAApXAt9wSFSr3Hz2jyk360qwJ/al4oVwGnysJOApV66yG5zjxy34yDkHef/hE1Vv0p+GO7aha+SJ08/YD6tJ/AvVoX1/1ClmxYS95zFxBfh6DKHWKJCpMmLlwI+1d5UHRokUlO2cPFdRoFSr6gcrIyfPp7N/XuKq+JyWIH48856ymDTsO09bF4zh0iK5aGDx59pJ8xzlSRg4mFq3eSVO5Ov/Qek9/oVDACwopUPnI4UdBfleS6xkzuCu95aFCVZs7UopkiWnm+H6qeqejwxjKnjkdDezZgvYdOUtDxs4mr1H2lD1LWg5R/qK+w71o7ZyR6toOn7hA3QZN0lWoNOvqQq84qBrm0I5yZEmnWi9UbuJANSoVox7t6tPT5y/J1nEcNaldgdo3q6ELZWSUgW1LGzp04jz/fjyfX1H+orwzvfvwkao170fuAztRxdIFQzyfCPeHAxdssgAClSDIZDzkyb8uky//EZBlyNhZVLlsISpdNC8dOPYX9R/hQ+vmjqKUyRLR89efTEbHBhCAAAQgAAEIQAACEAhLgXnPLlGf36BC5US6xpQp5h8WoUoYz/8wnNDs9Njpi9TefrQKOSQsMLRoQYMbv7jXq15arTZ7ySZVQTGXAxNtmbloowoV5GeyjVSXJORARJYXL99Qqbo9af28UarSxFCg0qJ+JRXeSNVF5TKF1Layn5K1e5DHiF7qi2AJVPLkyKiqVmSRShIJd0K6DmMDFQlItC+c5Vh5c2ZSQZIsMlTp0rVbKkSRL63lPCRE0hYJlWR9+VmgQIX3lTl9KhJHbXn24jXF5Qohrb+Km8d8kp9NGNZdBSpdB0yg45t9VC9M7T5IhUyVsoXVLlr1dFNO7ZpWD/F8QvOMYJuIJYBARe9+S1fpUVMX0s07D2mSS0/+EMYI8mnoYD+GGtQsSzZVStD7T18j1hODq4UABCAAAQhAAAIQsHoB3wf/UO/H+63+PEM6wdMZmlD2eAlCWs2o38eKbn7/DalYb23nTruWTwq2Gaz2Ij9/qrOueevw8X60fMOeQOcqQ2FkCM/LV29pMleoHOdhOR+4kkIWqYhZOdNVVWcYClSqlitM5Rv24SoPN389Hys2tqeOzWvyLEBVVKAi63VoVlPt98HjZ1SpcV/atmS8qoYxtBgbqKzwdaGcWdOr3bTtPYq/iM6jKkRk8Zm3Tl2TDJGq2WqAetcKuNStVkoNjwoqUKlQsgB1aV1bt8mug6dpDodTYiPLKx4eVYz72Ux1660CFQcXTzq2yUe3/p/l29FCz8GUn4ciydKx71g17Kdrmzohno9RDxZWitACCFT0br+MZ3z45DmN5r4p0aL++IMr4wIvX7+t+wDKz9r0cld/mKS0DUN+IvTnBxcPAQhAAAIQgAAErFIAQ34C3xZLDPmRnhwSXuhXZOgf6fOXr+o9QgtUpA9j7uwZ1SouE+fSE95eXvyDWga6z1Bhw5QRdpQ0cQI10470YTE2UFnn50aZM/w3iUaFRn2oUwsbNa2yBCrVyhVRw2JksXSgop2j7Du4QMWmzSAenlNe9ZMJagkqUNE/b+k9U6/9YHLt30H1hJHeM2P4He4OV9xogYqjqxcd3eit270EKou8hlC+XJnVz/QDlZDOxyo/3DgpqxJAoPL/2yGpqZvHAlox08Vf92gZs1eJ012pWJGk9cCxc9TP1Zs2zB9NibmfCgIVq3qecTIQgAAEIAABCEAAAiyAQCXwY2CJQEX2KkNGZMaZhdMG+5u55+27D9SUe37Y2zam0sXyqN4i+oGK39IttGTtLtqyaKzu5KSvSTzuCxKDG6pKbw+p6mhkU079/sipv9XLf0iBigz5kcaw8qWwNuRHGuSWrmtH09z7UBk+F2sJVLpzf5RECf6gkQM66gykUWxynvxDwpGQApV12w6qxr27V0zWbS9fdsePFydUgUpI54M/JhAISQCByv+FBrn7cuOmQ/xH8b9SwCyc8Er5mpSOSVfoh1walyZlUtVtW8rKZEGgEtIjht9DAAIQgAAEIAABCIS3AAKVsAtULvMsOa3t3OjPbBmoAw+pkb6K127eJ+nDKMHIvKlO6uABA5Wnz19xaOLIw1fqqAoNCVN6DZ6ienvI8BOp7JDhP+4DbXkWoHv8/rFUBQxT3XqpWXAc+UtdmZXUtV8H+iNebGrYaSg1rFVOVaCM5llvZDjSFJ4FJ16c2DRh+jLad/gMbV44VjW0tZZARZrS2g/z5Fl/7NTMO2cuXCUJNbxH2/PQqGwhBirSw0aa0K6a5UppUyUjr7lr1RfeUXlK6iU+w9R7mykVKiGdT3h/bnG8X08AgYqZ9wyBipmA2BwCEIAABCAAAQhAwOICCFTCLlCRPd+6+1C9zEvgIVMcS6hSo2IxrjCprab8DWrIj2x35OTf6ovaazfvqaqK2lVLUh/bRqpCXqYDduZpiu8/eqr6kYwc0Immz19HO/af5MChLw8BkmmZfdSsPdJzRaphtEBF2hTIdMGybmSeylmmLnbq1VKFDrJYS6Ai57Jg5XbyW7ZFBUqpOEDqzFNKa417Q6pQke1lOuaNPIOR9LuUNgwyiqBD3zFUOF92nqG1gkmBSkjnY/EPJnb42wkgUDHzliJQMRMQm0MAAhCAAAQgAAEIWFwAgUrYBioWv2HYIQQg8EsKIFAx87YhUDETEJtDAAIQgAAEIAABCFhcAIEKAhWLP1TYIQQgEEgAgYqZDwUCFTMBsTkEIAABCEAAAhCAgMUFEKggULH4Q4UdQgACCFQs/QwgULG0KPYHAQhAAAIQgAAEIGCuAAIVBCrmPkPYHgIQCFkAFSohGwW7BgIVMwGxOQQgAAEIQAACEICAxQUQqCBQsfhDhR1CAAKBBBComPlQIFAxExCbQwACEIAABCAAAQhYXACBCgIViz9U2CEEIIBAxdLPAAIVS4tifxCAAAQgAAEIQAAC5gogUEGgYu4zhO0hAIGQBVChErJRsGsgUDETEJtDAAIQgAAEIAABCFhcAIEKAhWLP1TYIQQgEEgAgYqZDwUCFTMBsTkEIAABCEAAAhCAgMUFEKj8/EDl0+dvdPfhF/r6JZJR9zdylO+UJkVUih4tslHrYyUIQODnCyBQMfMeIFAxExCbQwACEIAABCAAAQhYXACBinUEKuOmfqEbN40LVDKk/0797RCoWPzDgB1CIAwFEKiYiYtAxUxAbA4BCEAAAhCAAAQgYHEBBCoRL1D5/v07zV22lZat3033HjyhhAniUZWyRaiPbSOKHStGqJ+x1Zv3U/0aZX7K9l++fqV8lTpStGhR1fFjxYhO+XNnpe5t61KenJlMPqfC1TvThvmjKUXSRCZvG3CDj58+Uxs7d7p9/xGt83OnJInim71P/R3ItW/ZdYxsqpQItN/zl26Qo4s3bVk0NthjFqvVjdb6uVnkei16cb/RzhComHkzEaiYCYjNIQABCEAAAhCAAAQsLoBAJeIFKuN9ltL2vSfIxbE95c2ViR48fk5jPRfR5y9fadaE/qF6xiSkKdegN+1bPeWnbK8FKjuXT1ShwOOnL2j99kPkPXcdTR/rQAXzZDXqvL59+06RI0eip89fUcL48dQ/m7tcvn6HOvYdQ3tWelCUKP8N0/r69Zu/fw/tcf65cpMmzVhOM8Y5+tuF7P87/9/rN+/UtQS3IFAJrb7x2yFQMd4qyDURqJgJiM0hAAEIQAACEIAABCwugEAlYgUqEhRUamxPCzwHU+7sGXUX//bdB9rAAUSDWuUoSuTINHX2Ktq655j6fZ4cmWiIfRuKGycWFbfpTn07N6Zt+07QnXuPqUHNMtS5VW2yGzyFdh04RZkzpFYBxpNnL8l14lx69fotxYgejZz7tKZiBXKq/W3jMMdj5gp69/4DFeWfjejXgRxcvf1tv2XXUVVBIwGHVHSMdu5MaVMlIwcXL8qaMQ11bVPH340LGKhov/TyW0OHT16g+VOdyXfhBlWRM8yhnfq1/r8XqdGVr8OGZi3eRLuWT6Ky9e1UhcqLl2/IaZQvlSuRn07+dYmDmpfk3LsVlS6ah6TyZMiYWXTq/BVKx+dWKG82usv7dx9kqzu3VxxmNOk8nB48ekrp0qSggT2akwRacg0Pnzwnv8kDae/hsyoQ+fzlC19jUhrRvyMlTZxA7WP6/PW0bttBihQpEhUvmIsG8PZaFY78Xu5bnbZO9OrNW8qbMzM5dG1Cg/mctP07dmuqq1CR0GuM52Ll/I3/uWj+HOTavwNFjRKFEKhY/E9roB0iUDHTGIGKmYDYHAIQgAAEIAABCEDA4gIIVAKTpkocy+LOwe1QmtKGVw+VXQdP06ipC2n7kvEGT2nTzqMcLGxUIUSsmNFpwMjplJyrPuRlvWSdHtSkdgU1POghV7ZUa+5Ihzd404ePH6lCI3s6s32m2m8j22HUulFVqlutFG3ceYQk2NjIAcWjJy+oQcchtHT6MFVJYjfYgwrw0JxGNuV02z9/+ZpqthxAO5ZNpDixY5IMJfrw8RM1r1eJZAhL3NixKEPaFP7O31Cgcu3mParX3plObfUlv2VbDAYqJWv3oPocDjl2barCC23Ij1R3yPl6jepLZYrlIbFZuGo7LeRAaunaXbRhxxGaM3kAPXv+mlp0d6UShXNzINLB37ldvHqL+gydpobdSLWKrCehSY2KxVTwZNNmEFs7qRDEb+kWDmgu05QRvVTwMdl3hTpW7Fgxqc+waSqUatWwir/9b91znFZu3KsqVALuX3/Iz+5Dp2nS9OW03NeFpO6maVcXsm1Zm2pWKoZAJRw+8QhUzERGoGImIDaHAAQgAAEIQAACELC4AAKViBWorN16kBav2UlLvIcafJYGuE2nHJnTUftmNdQ6B46dUxUUK2e6qkBFhgXlzJpe/a4EV6zIC7oEH/qBigQg0aJGVUNaZPhN5SYOdHbnLFqz5QDt2HeSprn3Vtu///CJK2Ii0VuuVtG2l23LN+xD9hzaVCtflBLEjxvic28oUJFARKpqDq33pGXrfvSMCapCRa7Le3RfypcrszqWfqDSssdIOrbJR/380rXb1GPQJBX2OHJVTf4/s+gCDpcJfvSFh9kEF6hcuXGHmnZxoRNbZqjhRHI/NnHgJFU9skjVjpzv6W0zadj4OSo46tSilvqdVLLMWbpZVbXoL/qBSsD96wcqUqHy/sNHFc7IMny8H6VKkVhVGKFCJcRHzOwVEKiYSYhAxUxAbA4BCEAAAhCAAAQgYHEBBCqBSX/nCpV9R86qF/XdKyYbfJZsHcerqgWtwey5izeoF1eSyDYSPEgYky51crW99u/x4sb2F6hIJcfiNTtUXxbp5XHx6k06t2sOzV6yia5cv0ujnP4bFiP7kaoU/UBG+oLIkJxDJy7Qn9kzqH4vaVImNXjOBitU/r1LDbla5vQ2X5q5aGOwgcpir6GUPs2P69IPVDr3G6/zksBC+/dOjuOobtVSVLtqSbXNjAXr6TYPgwopUBHfPSt/+M9Zspk8/VZzaPRfj5M3b9/ThnmjaMjY2XT276u6AOTbt2+UOGF8Wj5juD+HgIGK/v71A5VnL17TeO8ldJ2rdrgMR1m0qF9ZDZ9CoGLxP62BdohAxUxjBCpmAmJzCEAAAhCAAAQgAAGLCyBQCUz6Owcq0tOjTF078h3fj/uX5NBdvPQDGc1Dgfp1b04uE/0oW6a01LF5TfX7/Uf/4p4nK2kFV6IYE6jIUKDqLfur9TOnT8VNb59RlaYOKlCRCpUtu4+Sz5gfFRkvucfKu/cfKWaMaP4CFe3EJJCR4UKXr98mT/c+Bp9/Q4GKDJmRbb1G2asw59adRzTcsZ3aj/zu5as3qmIl4HUZE6jY8xCcIvlzcihRSe3PhXvGfOHzDSlQ0Q9o1m87xD1ljtNUtx8VO/qLBCpZM6amNo2rBfu5Dxio6O9fP1CRipRPnz+r4UZSOST7T50iCQIVi/9VDXqHCFTMhEagYiYgNocABCAAAQhAAAIQsLgAApXApL9zoCJXKw1nV2zYq6o+inBjUhmSM3raQm4eG508Rthx4HFMVYcsmDZYNZR1cPGkTByM2HVoYDBQkVlkJJQ4utGHG7M+pnZ9RtNubu4ahRueTvJdrioxTm6dwQHGW6rTzokWcV+QDGlT8rAZL8qVLQM1q1tRt71UgUgPl3FDuqnjy7AYOSfv0fZG91CRoTPSe0WCoHlTnChHlnTc7+QwLVmzi6/LWfVkadF9hBriE9pARQKag8fPk++4fspQepKUKZbXpEBFeqjUaz9Y9UmR6hipBlrPTWiderUi6XfjPXetGuIjQ6qWrd/Dw6iiBJqaWnqt+HL1jZhe5YocQ4GK9HGRIUrtmlbniqFbXHU0hapXKEp9uzRBhYrF/7IG3iECFTOREaiYCYjNIQABCEAAAhCAAAQsLoBAJeIFKnLFi1ZzHxXupXL7/mNKxGGIDFvp0a6emkFGZtbRZvnhthtUOF92GmTXkoeexDAYqMgQIBkC8/flf2k6V5/I/o+fvUjx48Xhqpdm5DlnDe/3mwoOJByRoEP1CymUS83yE52DE217b24Au4VnGNrOlRuRecYhmfHGtV97NYNQSLP8aDPgSP8WmRLanmck0mYzkn4tPZ0nq5l7UiZLzPtLpYYaufLxQ1OhIv1Z+o3w4SFMdyhrptSUnfvOaPvTf6r0m9LqDxnS1tFm+ZGQR4ITmUWoYJ5s6tcyjEiqeqTyRfqpjBzQiZIl+TEDkLZIKNOMw5yv7CuNaQ0FKqd5NqJB7r4qlMmTMxNVKl2InMfMVMOvBrrNoLV+bqpRMJawEUCgYqYrAhUzAbE5BCAAAQhAAAIQgIDFBRCoRMxAxeIPUgTdoYRP0lxWFs85q+k9hyIyUxAWCAQUsJpApVZr/12NDd0qSfG2Lh5nNXcSgYrV3AqcCAQgAAEIQAACEIDA/wUQqPz8QOUrv5TvPvjJpGeyQqnoanYcLD9PQIbkjPNaQqtmjaDv37/xEKKR1LNDfapcptDPOykc2WoFrCZQkfF+2vLsxSs1lqxiqYI85iyZmqbqxs37tO/oWZ5eykbXIMgaVBGoWMNdwDlAAAIQgAAEIAABCOgLIFD5+YEKnshfU0BmL3KbsoD2HDqthiZVK19EVadE4hl0sEAgoIDVBCr6J9bRYSz1sW1MeXJk9He+h3l6rVncJGgmd6+2lgWBirXcCZwHBCAAAQhAAAIQgIAmgEAFgQo+DRCAQNgLWGWgUrCqLR3Z4KWaGOkv0iCoXIPedIrnG7eWBYGKtdwJnAcEIAABCEAAAhCAAAIVw89AeM/yg6cRAhD4/QWsMlCp295ZjVHr2LyW6joti3SL9pm3jvYcPkvruFNxWCze89aqKbc+f/5CJYvkVl2nY8eKSbfuPiKnUb70z5Wbak5v1/4d1NRUsiBQCYs7gX1CAAIQgAAEIAABCJgjgAqVwHoIVMx5orAtBCAQlIBVBiqnzl0h+2HT1PRUCf6Iy82AvtOLV28oVswYNNWtNxUrkNPid3Pb3hM0ZdZKmj1xAMWNE5PseP7uQnmzU/e2dam1nRuVKpKHOraoRXsPnyF3HlO3dfF4NTUVAhWL3wrsEAIQgAAEIAABCEDATAEEKghUzHyEsDkEIGCEgFUGKnLen3k2n9McrDx68pw+ff7M85Qn5IAjq6oYCYvl/KUbqjKlQO6savdzl29V8633796cqrfoR4d5CFLUKFHU7xrZDqMBPZpTkfw5EKiExc3APiEAAQhAAAIQgAAEzBJAoIJAxawHCBtDAAJGCVhtoPLl61c69dcVuvvgMdWvUUZdzNt3HyhO7LAJVAJqdR0wkSqVKUiZ06cm14lzac2ckbpVHF29qVjBnNTYpjwCFaMeM6wEAQhAAAIQgAAEIBCeAghUfn6g8unzN3pz7x5F+fzRqFv/NWp0ips6NUWPFtmo9bESBCDw8wWsMlC5ces+dRs4iZ48e0HvP3yiC3v8OFh5Qo06DaXpYx0ob67MYSrn5beGTv51mXx5NqEjpy6Qh+9KWjp9mO6YzqNnUrbMaalt42pqOBIWCEAAAhD4vQQwNeLvdT9NvRr8b7upYljfGgWm3blAvR7tt8ZTM+mc/srUlHInSGjSNoZWDu+/7SpQGW5Hka+cNer8v2XLS3G57QECFaO4sBIErELAKgOVTo7jKG/OTNSjXX3KW6mDClRkWbhqO23aeZQWeg4OEzz5f6BGTV1IN+88pEkuPVVD3NPnr9DgMbNo4/zRumP2GjKFyhTLiwqVMLkL2CkEIAABCEAAAhCAgLkCqFAJLBjeTWnDO1CRd5m5y7bSsvW76R5/GZ0wQTyqUrYI9bFtpJvoIzTP1erN+3UjBn7G9toxW3QfQR8+fqJVs0b4Ow3XSfNow/ZDNNqps+q5mTF9SkqRNFFoTlVtIyMltuw6RjZVSgTah7SJcHTxpi2Lxga7/2K1utFankgluPOYxy0mrty4SyN4whNTFv3rrVi6oCmbGrXu1j3HaDIXFDx59lL1Lh3lZEvx4sZW2/ou3KCeMTGqWak4OfdqRVGiBF9RFdrrNOpkrWAlqwxUSth0pz2rPCgGT5v8Z/l2ukBF+qqUsOlGJ7bMCBO6sZ6L6SH3bBnt3EU1nJVFGuNWbuJAB9dNo5gxoquf1Wo9UD34BfNkw5CfMLkT2CkEIAABCEAAAhCAgDkCCFQC6/3ugcp4n6W0nSfacHFszxX9mejB4+c01nOR6k05a0L/UD1OEtKUa9Cb9q2e8lO21w56lYOHMfyuFjNGNDVRiDbjqvy+ZO0e5OcxiLJlSkM9nTzItpUN5TNyRMO3b98pcuRI/q5NZnadNGM5zRjn6O/nX79+o+/8f6/fvKOE8eMF6xGWgYr+9RpzU+S8Qwo9tP3cuc/tNjoModmTBlAOHpExZNxs1cN0qH0bOnLybxo8dhbNZev48eKoESU1KxWj5vUqBXsaCFSMuUsWXkceEkn0kiZO4C9Quc5DgWTGnYNrp1n4iETHz1wkN48FtGKmi675rHaQjg5j1Yw/ti1tSBI7j5krafPCMWo9zPJj8VuBHUIAAhCAAAQgAAEImCmAQCViBSpPn7+iSo3taQFX8ufOnlF38dKDUqo3GtQqR1EiR6aps1ep9xlZ8uTIREP4RTlunFhUnL/Q7tu5MW3bd4Lu3HtMDWqWoc6taquZT3cdOEWZM6RWrRekakH6S756/VZ9+e3cp7VuBlaZNdVj5gp69/4DFeXKhhH9OpAD957U337LrqOqgkaCjCSJ4vMX2Z0pbapk5ODiRVkzpqGubeoE+eSP815CWfgcovMxT5y9RMP6tlXryfntPnia0qdJrkKUTbz/5EkSkmO3plydU5imz19P67YdJBnuVbxgLjWxSLRoUalIja58fTY0a/Em2rV8kq6CR7zqtHWiV2/e8oiJzOTQtYkarSDnJl+8y361ChUJmyTkkev7xv9clCcsceUv3eUd0dhA5ezf1+jN2/d08eot5TB+WDdV1fLv7Qc0bPwc5S2BhlOvlmryFP3r7detGaVKkYRcJvjRsxev1f3obduQKpQsoCZX0T9vv8kDebbasyoo+vzlCx8rKRcIdFTv2/rLmi0HaMvuY+Qzpq/6sbx/t+o5kg6t8ySpjEmZLJF6J5Zl96HTqlpF9q2/fPz0mY89U00wkyJZYsqVLb1q4yEFCecu3gjy+WnceTh14qCsWvkiun1Pm72alngPVSHOmfNX6eu3b1SQDcRYK3Qw88+kRTa3ygoVeShu8EPUo109atdnNK2c6UqXrt0mn3nrqGThP9UH39LLIHdf2rDjEKd3PypTZJEP7QpfF7r/8CkNcJtOFy79qx50t4Gd6M/sGdQ6CFQsfSewPwhAAAIQgAAEIAABcwUQqAQW/J0rVHZxqCCtC7YvGW/w0ZHWCbMWb6T5U515aEx0GjByOiXnl3cJDUrW6UFNaldQw4MecmVLteaOPMupNw+x+UgVGtnTme0z1X5lttPWjapS3WqlaOPOIcrNPwAAIABJREFUIyS9J6U1wqMnL6hBxyGq76QEAnaDPVQA0MimnG57qfyv2XIA7Vg2UU00IkOJZAiPVDjIUJq4sWNRhrQpAp2/VFjUbDVAvRPKu1rtNgNp04IxKlyRRT+8qNPOWb24S7giQcdk3xWqXYSEEn24P40MYWnVsIqqaqnPoZFj16YqbNFftu45Tis37lUVKpev36EW3V1V+FCjYjF1nlqgIoHCpOnLaTm/L8oemnZ14bChtqraMDZQkYBric8wngglFUmfTqkkceUgqiH3Dm1Wr6JqMSEhhJ2zh7q3EgZp+07Gs+DWbedEXdvWpVo8/EaqeFr0GEFbF4+jx09f+jtvCWZs2gzie++kwiG/pVvo1PnLNGVEL3/XLuGTPCdaoCLvwZWbOqgZb+3Zr1ndiiqokkX6nra3H0N7Vk72t48la3fRxh2HaQ4HLe/ff+TzGEH5+VmQ+2Lo+fFbxudz7r/zkTBIQrJ0qZOrAG4m9zaV1qUTuAqrUplCPFLkx8y81rBYZaAiHyx5uJat280J54+u2PIhkBvYs0N9lb5Zy4JAxVruBM4DAhCAAAQgAAEIQEATQKAS+Fn4nQOVtVsP0uI1O9U3+oYW+YI4R+Z01L5ZDbXKgWPnVMWCBBUSqMiwoJxZ06vfSQsGCQok+NAPVOQ9LVrUqOrF//HTF6o1wtmds0gqG3bsO0nT3Hur7aUiIQoPpXnL1Sra9rJt+YZ9yJ5Dm2rli1KC+HGN+sDuO3KW5PomDOuu1pcvwiuUKkBVy/14sTcUqMhLuQQ0Uvkgi1RozFm6WVVUyPV6j+4b5NAg/UDlyo071LSLi2o5IUOD9AMVqVB5/+Gjek+VZfh4P64YSawqe4wNVA4eP68qf2SRf5aKl+lcHVK77SA6tmm6bjhSky7DSSpSinAVjLbvT5++cPAyhNfz0YVCzTm8sOXrTZs6mb/zFr9NHIBpx5IqIqlKOr3tR4ijLdJ7p277wWrIT3YeQjVh+jLuY7pDhSa9h0ylLq1rU9ni+dTqsm69DoPV8fUXqTaSSWRkAhdZ5BmTChoJVAw9PxLI1WjZXx1HPMs26KWeZXnGZH/DHdpT8UK5rCoH0K7ZKgMV7eTkIZU0TVJDKQmTf//CYwAlmbOWBYGKtdwJnAcEIAABCEAAAhCAgCaAQCXws/A7ByoSOsgQkd0r/FcL6CvYOo5X1RP1a5RRP5bKh15cSSLbSMAgL7BSESCL9u/SjFQ/UJHqhcVrdqi+LFI5cvHqTTq3aw7NXrKJrly/qxqY6i9SlaK/vfQnkcamh05cUBX/0u8lTcqkwX5w+w73JLk+bSTBV26IWoyH73i691HbGQpUpMfH2b+v6gKPbzxkJHHC+LR8xnB1fYu9hqoqiIBLwEBF3LQqDP1ARUKC8TwU6frNe8QvrCpgaFG/shq2ZGyg8s+VWzozrRJFQqnm3VxV9ZC2SHAz1L6tGhKj7fvBo2dcLeOlKn60peuAiVSZKzjy/ZmZ9M97zpLN5Om3mkOs/3q/yFCjDfNGqfds/UWG/HjOWc3dYojacCgiQ7xObJlOPblKpkGNsuoZkkVGkHTpPyFQhYpMMCMVM9pzJs/GjVsPVKBi6PmR/bW3H011qpZSw5gm+izTzbIr90PCQnl2qlcoSgN7tlQVVtayWGWgImVFO5ZOCGT04uUbTsycaS83rLWWBYGKtdwJnAcEIAABCEAAAhCAgCaAQCXws/A7ByqvuFFqmbp25MtDI4oWyKG7eOlnMZqHAvXr3pxcJvpx49a01LF5TfX7/Uf/Ur0hpcWBMYGKDAWqzlUEsr4MUXnw+BlV4fc2CVR+9N6QoSI/qi1eco8VGWkgTWT1AxXtxCSQkeFCl6/f1gUjQX165bpkmNDuFZN0X6rLDDMVeRjSmjlulIhnMjIUqAwZO5uHt6RWoUDAJeD16v8+YKDSud94XVClH6hIRcqnz5/VcCCp8pDjpeYwwJRA5ejpf3TXf+jEeW4ivIR8xvbloTzOdHSjd5B/0AJWqBzd6KOrZGnGw466cKAjIZX+ea/fdoi27T1OU91+VBAZu8j19h/ho4ZYuXnMpwR/xKUe7eurzSUckaFRsyb6b3jcd7gXNw3OrHMf57WEe9K8o568naHnR/a3YsNedY5SVZQqeRJq17S6v9OUfTjwvksVzU3tmvj/nbHXExbrWVWgImVOh/g/C1ZuV2PbAi637z+iY6cv0hEew2UtCwIVa7kTOA8IQAACEIAABCAAAU0AgUrgZ+F3DlTkaqVlgryUStWHDA2R4RKjpy3kYRLRyWOEnWo2KtUhC6YNVkMnHFw8KRMHI3YdGhgMVGQ2Gwkf5KX97oPHqr/lbm7iKtUik3yXk1Q+nNw6g16+ekt1uJ/HIu5XkiFtSnJ09eJmpBlUywZtexk+Iz1cxg3ppo4vw1DknLxH2xvsoSL9OGTyEG24j3ZXZdiPVLjIO6N+oCK9R/rYNqYyxfKQ9JXxnrtWDfGRoUvL1u9RM7lK5URwgYr0XvFdtFFdy9V/7/oLJvQDlT5Dp6nZhuTFX5rK9uIGuVJB0bdLE3/nJL1mpGFtwAawMvuNF5/fKh5yJVUZQ3lGnejRotFgbvQrvUZkaJZUekglzKipC9R9leEw2vVK810JXjrzMBybyiXUOXTgniabeUrnR9xAVz9QkVEf9Xgoj/STkaocqYZZz/1SnHjaY/1F1pNJYGZPGqhm8pG+KYXz/ZicRXqcSLgyb4oTxeFGxp25cqdJnQrUsFZZf/uQ69rOw79k2NCbt+9UD5XC+XJwwFLV4PMjTWYlhJMhZLFjxVDVUimTJ1a5wMtXb6g791aVRUIrCfO0YWvW8BffqgKVa/zArt9+WH3QypfIH8gnJpf21K5SUjduyxoAEahYw13AOUAAAhCAAAQgAAEI6AsgUIl4gYpc8aLV3EeFh0fc5ulvE3EYUrtqSTXRh7RMkJl1tFl+pMGnvCgPsmupXmANVajIECAZwiGzxkzn6hPZ//GzF9XLdr/uzXhoyBre7zf1oi7hiFS8qP4c3O9CZvmRxrHa9t6j+tIWnmFoO1chROYZhyRgcO3XXs0gZGiWn2Y89KVNo2q6YSbaXd25/xT5zF+nhu/oByoSUPhxn5TenRpSywZVaMaC9ap6RtpGSOXDyAGdKFmSBMEGKhIqSKWHzCojjWkNVaicPn9F9XORkCZPzkxUqXQhcubZbWTY00C3GWrWWmnQW6FRHxo/tDvPGpvN30MpjWH/4SFTr16/U8FNKg4QJDiSITgyy89wnqhFhvVI+4t2TapRUw6nZNG/XmmaKxO6yNAqCSVkFqKShXOThFf65y3babP8SB8TCZice7fi5q7+z0nWm8uByGye/egTVzfV4EBHZhiSmYu0383kUE4qjOpVL61mTQrY1Fcqkwa5z6AzF66qWYFkeJaEe+6DbJWXoedH9i/TXsu1yPMki/yzNOu9zMOLIvEzkydHRr6HHXXDuKzhr75VBSoaiEyRJM1ng1pO8fRL1tTVF4GKNTzGOAcIQAACEIAABCAAAX0BBCqBn4ffvUIFnwDrFJCpm2tULKrrT2OdZ2kdZyXDqLJnSatmfvpVFqsMVARPErE73NhH/ltbpHSpP0/vhSE/v8rjhfOEAAQgAAEIQAACEPgZAghUfn6g8pUrQl7u2GzS7Y9fuYaaHQfL7yMgvUa0Rq6/z1VZ/kpk2ufO/cfTOj93istDin6VxSoDFWnIIw1npPGM/iKlRlK2JmU+1rKgQsVa7gTOAwIQgAAEIAABCEBAE0Cg8vMDFTyNEICAcQITeXpmGZo13KEdVSxd0LiNrGQtqwxU6vN81hKcyLRMjWyHqg7O0gBIxsM59WrN5VLJrISP599++t5qzgUnAgEIQAACEIAABCAAARFAoIJABZ8ECEAg7AWsMlApUNVWDeuR7s+Vm/TVza0tTXdGTp6nOgtby4JAxVruBM4DAhCAAAQgAAEIQEATQKCCQAWfBghAIOwFrDJQKdegt5reKmO6lFSr9UAVoCRO+Ad9/fqNitt0o+Obp4e9jJFHQKBiJBRWgwAEIAABCEAAAhAINwEEKghUwu1hw4EgEIEFrDJQGe+zlNbyGKp1c91psu8KksqUOjwESKZe+ufKLW5U42Y1twyBitXcCpwIBCAAAQhAAAIQgMD/BRCoIFDBhwECEAh7AasMVGSO9FWb9qk+Ku95HutR0xbSmfNXKQXPY92/e3P6M3uGsJcx8ggIVIyEwmoQgAAEIAABCEAAAuEmgEAFgUq4PWw4EAQisIBVBiq/0v1AoPIr3S2cKwQgAAEIRGSB198+0eVPL355gvTR/6AkkWP+8teBCwhbAQQqPz9Q+fT5G11684I+0Vejbnb071Eoe7wEFD1aZKPWx0oQgMDPF7DKQEUqVNZuPaCmTrr74AntWDqBPnz8RHOXbaWOLWqSTJ9sLQsCFWu5EzgPCEAAAhCAQPACt7+8oeJ3VvzyTBOTlKamcbP88teBCwhbAQQq1hGoVLi8lg59eGDUzS4RMwXtyVYXgYpRWlgJAtYhYJWBysxFG2nJmp3UtG5F1UPlwh4/evLsJXXuN55KFclDDl2bWIcenwUCFau5FTgRCEAAAhCAQLACCFTwgEQkAQQqES9Q+f79u/oCetn63XSPv5ROmCAeVSlbhPrYNqLYsWKE+vFfvXk/1a9R5qdtrx24RfcR6kv2VbNG+DsX10nzaMP2QzTaqTPFihmDMqZPSSmSJgr1+Yqjx8yV6sv9j3y8JnUqkH3nxmp/t+4+IqdRvtzX8yalTpGEXPt3oPx/hhxwF6vVjdZyH1BzzsuUC1q79SC5ecynZvw+nTB+PLp+6z6N4HM1djl84oJBx/sPn9JA9xl04dINSpsqGY0c0CncW3Lon9/CVTvor7+v0ZjBXYy9PIuuZ5WBSvUW/cnTvTdlzpCa/izfTgUqsty+94ha9XSjvas8LIpgzs4QqJijh20hAAEIQAAC4SeAQCX8rHGkny+AQCXiBSoyscf2vSfIxbE95c2ViR48fk5jPRfR5y9fadaE/qF6KCVckBlY962e8lO21w569cZdGuO5mGLGiMYjFmr5CzFK1u5Bfh6DKFumNNTTyYNsW9lQvlyZjTpfGRkROXIkf+uu33aIZixYT3N41tnIkSNTe/vR1K1NXapeoSi1tnNTX/DLOew9fIbcpyygrYvHU7SowY+gCO9ApfeQqVS0QA5q2aAKvf/Ag86+fqW4cWLprjOo69ZHCM6xTS93qlCyALVqVJVWbtxLp89foTHO4Rtm6J8fApUgHvUCVW15amQfNbRHP1CRRLIEf2BOb/M16gMSHishUAkPZRwDAhCAAAQgYL4AAhXzDbGHX0cAgUrEClSePn9FlRrb0wLPwZQ7e0bdxb9990FVbzSoVY6icDgwdfYq2rrnmPp9nhyZaIh9G/WiXdymO/XlKoxt+07QnXuPqUHNMtS5VW2yGzyFdh04pb7onj7WQY0acJ04l169fksxokcj5z6tqViBnGp/2zjM8Zi5gt69/8Av8zlpRL8O5ODq7W/7LbuOqgoaeaFPkig+jXburKocHFy8KGvGNNS1TZ0gP2TjvJdQFj6H6HzME2cv0bC+bdV6cn67D56m9GmSqxBlE+8/eZKE5NitKVfnFKbp89fTum0HKVKkSFS8YC4a0KM5RYsWlYrU6MrXZ0OzFm+iXcsn+avgcR49k683FXVoVlMdY+naXXT45N/KqnqLfnR4g5euBUUj22Fqn0Xy5/B33geOnVMVIhLI2FQpoSqH1swZqSpUpHpk+vx19IWDrpTJE7NBF3X8Cg370LYl45WLLGM5QPrGgVZrDi4Gus1g+xccjHyjxrXLk21LG4N/jCQM8l24keLFjUUNapSlOLFj6ipUAl63XFvA+7F1z3GaNme1P0ftYFLgIIHKzmWTAgVR+id08eotVclTplhedb/keRnK92ze8q10885D5SWessjz6Om3lj2+qGsfzoFgpnQpaf6KbXTp2m369Okz3eLjyrV7uPZU91j//B49eaFCnW/fvtHJvy6rfUwd2YtScQXRnCWbg3zeLPmX3CorVBp2GqoeEkkBtUBF0lHfhRvUB3WFr4slDczaFwIVs/iwMQQgAAEIQCDcBBCohBs1DmQFAghUAt+EVIn/+4Y+PG6RNKUNrx4quzhUGDV1IW3nF3JDy6adRzlA2Ejzpzrz0JjoNGDkdErOL/jSTqFknR7UpHYFNTzoIVe2VGvuyMGBNw+x+UgVGtnTme0z1W4lQJAX/LrVStHGnUfIy28NbZw/muSltkHHIbR0+jAVGtgN9qACubNSI5tyuu2fv3xNNVsOoB3LJqqXfBlKJF+YN69Xic7z8JG4sWNRhrQpAp2+vEjXbDWAVs50pSj8hXvtNgNp04IxKlyRRb/6o047ZzW0RcIVCYKkfcRCDplix4pJfYZNU+FPq4ZVSKpa6nNo5Ni1qQpb9JfBY2ZRJh42pAUqEoDMXbaFBvdpo8IkCUa0xZEDo2IFc1Jjm/K6n8n5VmrSl4fCdKTSRfPQEg4tRk6ez9c9gWLFiEHlG/WhdTz8R4Kk4eP9+PhEwxzaUQ+nyVSi0J/q/GSp2syRxg3tRlIxIyGBhE2v37yjIWNnq2uMFze2wXtt5+xBVcsVUbPmSqigDfnRv+4Xr94YvB/6jvoH2bn/FC1YtU2d+6Hj5ykN/7cEI5nTp/J3Lldu3FHPw7wpTuo56DfCmy5fv0PLpg8nea8vU89O3UMJlerzesv4uUmXOjmHH3toFVe9LPEZRlJ54um3mq3c1fW7TPCj+H/EVc+o/vmp9TgAmj/NWZ2HHCt1iqTUtkk1g9dnyc+/VQYqMiaqF5cpyfTIx89cpIqlCqgb8OzFK5rm3keXgloSIrT7QqASWjlsBwEIQAACEAhfAQQq4ev9yx7t3RuK/OLJL3v62okvifeZ7J8e/OWv40iaRpQ2alyLXMfvHKjIS/9i7kG5xHuoQasBbtMpR+Z01L5ZDbWOVFFMmrFcBRUSqMiwoJxZ06vfleCKleX8JbYEH/qBigQg0aJG5WAjMj1++oIqN3GgsztnqX4jO/ad5He13mp7GWYShYfSvOVqFW172bY8V2HY8wtxtfJFKUF84+7rviNnVVXHhGHd1b4HuftSBX4/rFqusPp3Q4GKBCMS0HTi4Tmy7D18luYs3Ux+PJRHrtd7dN8ghwZJUOQzd60aRiTDgWT4jFQAOfduRR6+K1VopC1SzZItc1pq27ia7mcSXjTv5kpHN3qrn33kCouCPAJj5/KJKmySqiFxlUWOJcHSzPH9SAKv+Su30WKvISQVHj05YNnOk7PMWLCBDp04r8KfP7n6KOAQpaBuuMFARe+6g7sfhgIVOVfpWeMzpi8V5SqTBSu306pN+2j17P9CJjkfCVTa9RlNB9dOU6c3ZdZKevGKq1T+X5VSo2V/mji8B/19+Sbt2H+S74W9P6sjXAW0joMkyQW0Z0qOdeHSvzTKyTZQoCI+npwTyKKtN8yhbaiet6A8g/uZVQYqcsJSTiblWbfuPKJI/CCn58SqDiehibi5kjUtCFSs6W7gXCAAAQhAAAKGBRCo4OkwRiDq4a0UfZ7hb/mN2Yc1rOM3ehrZPz9sDadi1jkgUDGOT0KHYePn0O4Vkw1uYOs4nmpWKqZrMHvu4g3qxZUkso0EDBLGSJWALNq/SxWEfqAiL/2L1+xQfVmkEuPi1Zt0btccmr1kE125fle97OovUpWiv700c5VRB4f4RVm+PJd+L2lSJg32IvsO9yS5PqlOkUX6gRTj4TvaC7ShQKXbwEl09u+rqjpFFhkSkjhhfFo+Y7i6vsVeQ9VQoYCLDEeSAGAzDy1JyKFPhVIFafeh02poj4Q0UpGjLb2GTFHDWvQrVGT4Sb8RPmqmWm0pVK0zbVwwmpIlTqiqLg5ymCXLy9fvKBUP+5k1sb8KocrW78VNd11p7ZaD9OHTJxWifOHrlSqTjTuOqAID6d+iH+AEhRdcoKJ/3YbuR3AVKl5z16gQ7ofpdw6LOtHulZNV81ttkUBF/DUDqSB59/4j9eveTK1Sq/VA1URWApPrN+/7e27EavXsEbT/6Dl/zWb1e6UErFDRb0qrv15onjfjPnH/rWV1gYo8MIu4bEfKw7SH39SLCs/1EaiEpzaOBQEIQAACEAi9AAKV0NtFpC0RqFjX3UagYtz9eMVDQcrUtSNfrnSQZqTaItURo3koUL/uzclloh83bk1LHZv/6A2y/+hfajYbaadgTKAiQ4Gqc2WBrC9DKx48fkZVmjqoQEUqVLbsPsqVCw5q3y+5Z4a8QEsTWf1ARTsvCWRkuNDl67d1wUhQVyrXJcOEdq+YpHqfyCLvixV5GNKaOW7qy3ZDgYoMjcmaMTW10ase0Y4R8HqDU5YwQ/p+9LZtqCpyDq6bxtcVXW0iwYAMvymYJ5tuF9du3iOZkUirUJGeMtK7RCpUpMeH9DiRYVd/cFglw3nETgIVWWQYVhY+ZwlP3AYGnj1HzqNdn1HKLFe2DAZPO7hART84M3Q/DAUq0tOkxyAOSnjYliwSqkn1zYG1U/0NQTI2ULl09TZt33dc99xIqFS4emc6tslHuRgKSowNVEx93oz7tPlfy+oCFTm9UnV70sJpg4McQxeaiwzLbRCohKUu9g0BCEAAAhCwnAACFctZ/s57QqBiXXcXgYrx90Mazq7YsFdVfUjTTxmSM3raQm4eG508Rthx4HFMVYcs4PcsaSjr4OLJvUJSkV2HBgYDFak6kPDh6EYfuvvgsRrGsZubuEq1yCTf5apy4uTWGfSSh3PUaedEi7hfSYa0KcnR1Uu98Mu0vdr28pItPVzGDemmji/DeOScZLiHoR4q0n9EWkBow300DRn2IxUu0m9EP1CRXpx9bBtz1Ugekr4y3jJ0h4f4yBAb6c8hs/HIFNDBBSrSe0WOO9WttzJs13sUjefhRjI9ckeHsVQob3bV71OaqUogtXnhGF2TWjk/CYukwewonsZZzkOMJs5YpobvSA+Sg8fPkdcoexU69R3mqYZFaUO1ZFjSiElzKSoPq9qyaKy6XOnTUrdaabUvCcga8TWO4ma+GdKkUH5SiBBwMSZQOctTDRu6H/qOAfddv8Ng1UdHHKVx7Prth1XVj/5ibKAivVHqct8b2V6qoxau2s7XdJwDJyfVQ8VQoKJ/fobWa9GgssHrM/5TFfKaVhmoyIdrE48nq1mpuGp4Ez36jzRSW/Q7V4d8iWG7BgKVsPXF3iEAAQhAAAKWEkCgYinJ33s/CFSs6/4iUDHtfixazX1UuJfK7fuPKRGHIdKUtEe7eqq6Q4ZnaLP8cF9QKpwvOw2ya6lmmDFUoSIvuZ0cx3Gvi39pOlefyP6Pn71I8ePFUcM3POesUUNppPGrvNxLwCAVGcUL5VKz/EjjWG1771F9aQuHENv3Hlez3yRNnIBc+7VXMwgZmuWnGfciadOIm4vyUCX9RYIJH54pR17E9QMVLwlQuE9K704N1ZTBUg0ilQ7S/FT6qYwc0ImSJUkQbKAigchQrm7Ze+SM6hfTo319bthbXh3+/sOnJL1opJeHvKcGVUUi60koM2raItWAtRHPsCQBjRjFihmDunOFhwRQKZIl5H4yjdVMRRJOSLNVqb6RaaplCJH8uywyNEua4UoT2cjcwbaO3FM+p1t3H3Kz3oF0fvecQA+JMYGKPA8ye1JQ9yOgo/4BpLepzOBzh58xqVRy5QqdoJrSGjPkR97rZVYhT65W+vz5ixr+NNyxnbINLlDRPz+iSEEGLxJoGbo+0z5Vwa9tlYGKzOwT3HJhj58lDXT7evbiNU9JNV3N2S6dl7VFPsgXebyfasHMi5RnaXOxI1AJk1uBnUIAAhCAAAQsLoBAxeKkv+UOEahY121FoGJd9wNnE/YCNm0G0WSXnmroT0iLNMWVUAfLzxOwykDlzdv3XOYUJdAUVhqTlIhZepFuy9KNuVyJ/JxGnvUXqMjYOA9XuyAfagQqlr4T2B8EIAABCFijAH+Z+csvd768oeJ3Vvzy1zExSWlqGjfLL38d1noBCFSs6878yoHKV64AmHXvH5NAO6bKqWbHwRIxBWQWHemrMnvSgBABPvHwn33cB6dymUIhrosVwk7A6gIVaURz49a9QE12pKxLxo1p841bmkRK02RmIfnP8Alz/QUqUnalzake8LgIVCx9J7A/CEAAAhCwNoHIzx5RtLWBS4qt7TxDOp/rdVtQ0Vc7Q1rN6n+PQCVsbxEClbD1NXXvv3KgYuq1Yv2ILdCqpxsPBXpDnqP66GZbitgiv8bVW1Wg8uLlG2rZcySPmUqq6/QrjDKOrV57Z4obO5aaDzxWzB9dlcNiOXXucqBApQB3Li7L02HJ7xIl/IP6dm7ClSz51OERqITFXcA+IQABCEDAmgQiPX1AsQa3tqZTCtW5XBkyjYp++vWnkUWgEqrbb/RGCFSMpgqXFRGohAszDgIBCIRSwKoCFTeP+WoqqXlTnChunFj+LkmGAUlqV7F0AerVsWEoLzfkzQIGKtKsZ8jYWVS5bCEqXTQvHTj2F/XnecXXzR1FKZMlorcfvoS8U6zx2wqgIPO3vbW4MAhAQE/g/b27FGVgy1/e5OpQTyry8dAvfx2Tk5Yh22T/TYv6y1+QlV3Au50bKerccVZ2Vqafztwx06jPs18/QDyVoQlljxPfdIAgtogd0/9EFxbZKXYCAQhEaAGrClQq8zzmA3o0pyplCwd5U6QD8GTfFWpqqrBagqpQCXisDvZjqEHNsmRTpQS9ePMprE4F+/0FBH6HngK/ADNOEQIQ+MkCXx7co2hOrX7yWZh/+CscqBT9DQKVSRyotE2UzXwQ7CFIgS97N1O03yFQGc2ByvNfP1A5ka4xZYr1h0We1oRxw67K3SIniJ1AAAK/nIBVBSr5K3eklTNd1dRZQS1Xb9ylxl2G0+ltvmFjsIbsAAAgAElEQVQGHTBQeff+I12+flvNO64tbXq5q2m4qpUvgiE/YXYnsGMIQAACELAWAQz5sZY78eM8MOQnbO8HhvyEra+pe8eQH1PFsD4EIBCeAlYVqJSua0fjh3Wj4gVzBWmw/+g5Nfxmz8rJYWYUMFB59eYdVWpsT5N46qrSRfPwkJ9z1M/VmzbM/197dwJvU/X/f/xjHhokQ4YGzYNIA6JExkKJDCEls5B5yJB5KnMyVxSFEDIVlSFUpEGaiBKlzDKPv7V233t/d3CcvY699t3n3tf5/f+Px1d37bX3fq51113nfdZeZ5BkU/upsIeKtaagYgQQQACBgAgQqASkIf53GQQqdtuDQMWur2ntBCqmYpRHAAE/BQIVqLTr9ZqcOnVaXu3fOpHB6TNnpFH7V9S+JdlkYNfGnhstW/WVdFBBiZw752yCmy5dWrn+mlzy/hv9RAc5r4ydLn/v3idX584hndRjSUXvvt25BgIVz5uCChFAAAEEAiZAoBKsBiFQsdseBCp2fU1rJ1AxFaM8Agj4KRCoQEU/0vNU895y1x03SeO6leWm6/PKmTNn5act22XM5Lny245d8t6EXoH6GikCFT+7K+dCAAEEEEgKAQKVpFAPfU4CFbvtQaBi19e0dgIVUzHKI4CAnwKBClT0jW/8aZv0HT5FNv38WzyHewrcIi+1e0Zuvv5qP33CnotAJSwRBRBAAAEEolyAQCVYDUigYrc9CFTs+prWTqBiKkZ5BBDwUyBwgUrMzf/1917548/dkjZtGrkmTw7Jke0KP11cn4tAxTUVBRFAAAEEolSAQCVYDUegYrc9CFTs+prWTqBiKkZ5BBDwUyCwgYqfCBdzLgKVi9HjWAQQQACBaBAgUAlWKxGo2G0PAhW7vqa1E6iYilEeAQT8FCBQuUhtApWLBORwBBBAAIHACxCoBKuJCFTstgeBil1f09oJVEzFKI8AAn4KEKhcpDaBykUCcjgCCCCAQOAFCFSC1UQEKnbbg0DFrq9p7QQqpmKURwABPwUIVC5Sm0DlIgE5HAEEEEAg8AIEKsFqIgIVu+1BoGLX17R2AhVTMcojgICfAoENVE6fOSMbvtssO3ftlqqPlnBMjhw9LpdkzuinT9hzEaiEJaIAAggggECUCxCoBKsBCVTstgeBil1f09oJVEzFKI8AAn4KBDJQ2bb9L2neZbjs2XdAjh0/KZuWT1bByh6p3uglGf9yeyl4x41+Gl3wXAQqgWkKLgQBBBBAwJIAgYol2AirJVCJEM7lYQQqLqF8Kkag4hM0p0EAgYgEAhmoNOrwihS8/QZpUb+qFCzTwAlU9GvanKWy6OMvZNpr3SO6WRsHEajYUKVOBBBAAIEgCRCoBKk1RAhU7LYHgYpdX9PaCVRMxSiPAAJ+CgQyUClW+XlZPmekZEifTvKXqh8bqJw6fUaKVW4u65dM8NPoguciUAlMU3AhCCCAAAKWBAhULMFGWC2BSoRwLg8jUHEJ5VMxAhWfoDkNAghEJBDIQKX4Yy1k3uT+kiPbFfECla3qUaB6rfrL6nmjI7pZGwcRqNhQpU4EEEAAgSAJEKgEqTVYoWK7NQhUbAub1U+gYuZFaQQQ8FcgkIFK76GTZdsfu9QjP09I/TaDZPakPvLzr3/IuLfmS/H78kuPts/4q3SBsxGoBKYpuBAEEEAAAUsCBCqWYCOslhUqEcK5PIxAxSWUT8UIVHyC5jQIIBCRQCADleMnTsqrb8yRmfM/laPHTjg3ljlTRnmqSmlp2aCq8yhQUF4EKkFpCa4DAQQQQMCWAIGKLdnI6iVQiczN7VEEKm6l/ClHoOKPM2dBAIHIBAIZqMTcyrlz59Q3/RyUVKlSSfYrs0R2h5aPIlCxDEz1CCCAAAJJLkCgkuRNEO8CCFTstgeBil1f09oJVEzFKI8AAn4KBDJQmf/RakmbJu15HVKnTiU5s2eV22++TjJlTO+n1XnPRaCS5E3ABSCAAAIIWBYgULEMbFg9gYohmGFxAhVDMMvFCVQsA1M9AghclEAgA5XH63eTv/7eqx73OS5Zs1wmOkTZu/+QXJI5o1x+aWbZe+BfyXLZJTJ6QGu589brLwrgYg8mULlYQY5HAAEEEAi6AIFKsFqIQMVuexCo2PU1rZ1AxVSM8ggg4KdAIAMVvULl09VfS6fna0vuq7I5Hn/9s0+GjZ8hFcvcLyWKFpSxU+bJFxt+lKmju/nplehcBCpJys/JEUAAAQR8ECBQ8QHZ4BQEKgZYERQlUIkAzeIhBCoWcakaAQQuWiCQgcrD1duor00e4KxGifv69/BRqdm0tyyeNliOHD0upZ5sLesWj79ohIupgEDlYvQ4FgEEEEAgGgQIVILVSgQqdtuDQMWur2ntBCqmYpRHAAE/BQIZqBR/vIW8NbKr3HR93ngW23f+LTWa9JIvFo6Vzdt2SMN2L8vK90f56ZXoXAQqScrPyRFAAAEEfBAgUPEB2eAUBCoGWBEUJVCJAM3iIQQqFnGpGgEELlogkIFKn+FvqUd+NkiVCg9K3tzZJZX6vz//3iPzP1wthe68Wfp2aiiP1u0kFUsXlU4tal80wsVUQKByMXoci0B0C6Ta/aek+fX76L4JdfU/3H2fLD+xK+rvo0rmfHJV2vgrG6P+pgJyAwQqAWmI/10GgYrd9iBQsetrWjuBiqkY5RFAwE+BQAYqp06dlskzl8jyNd/ILrV3yjn1f/prk4vdm1+a1ntMMmfKKNPnfSI1KpeSNGlS++mV6FwEKknKz8kRSFIBJt1Jyp/o5F5OuoN1Z0l/NQQqSd8Gca+AQMVuezC22/U1rd3LsT1Ptkymp6c8AgggcEGBQAYqF7piHbTUr/lIYJqVQCUwTcGFIOC7AJNu38kveEIvJ93BurOkvxoClaRvAwIV/9qAsd0/azdn8nJsJ1BxI04ZBBAwEQhsoLLxx63ywy+/yYmTp2Lv55+9B2SGWpmS1BvRxgUmUDHpbpRFIHkJMOkOVnt6OekO1p0l/dUQqCR9GxCo+NcGjO3+Wbs5k5djO4GKG3HKIICAiUAgA5Up730ow8bNlHzX5pLf/9glN+bLK3pD2pzZs0rD2hWlWsWHTO7Rddl9B/6VLv3Hy67d+2X+5P6xx23f+Y90HThRftz8u+TNlV36dGoghfLf5PycQMU1LwURSHYCTLqD1aReTrqDdWdJfzUEKknfBgQq/rUBY7t/1m7O5OXYTqDiRpwyCCBgIhDIQKVszXYysGsTKVzoNilbq70smzFUDh85Ji8OmCA1H39YShQtaHKPrsrqr2Gu3byPlCxWSFZ8/m28QKVeq/7yQOEC0rBOJVmx9hsZMGqqfPjuEEmXNg2BiitdCiGQPAWYdAerXb2cdAfrzpL+aghUkr4NoiFQOXxE5PTpVMHCiuBqsm1aIhneHhLBkcE6ZPKg0dJ2/9pgXVQEV+Pl2E6gEkEDcAgCCFxQIJCBSqFyjWTdonGSLl1a0eHKspnDnJvQK0iefWGAfPDWQM+b9eix47Jn30Hn//caOiU2UNm7/5A8UqejrF0wRtKmSeOct3rjntJZfbuQDnxYoeJ5U1AhAlEjQKASrKbyctLt1Z2dUk+tHj/uVW1JV88lR3fJpb3qJd0FeHTmzT1GS5GT0f8GM6ib0n79TSqZ+8F/c6VofvUtvVAyTiVQCUobejm2E6gEpVW5DgSSj0AgA5VK9bpI+2a1pPQDd0vVBt2lf5dGcsct+eTfw0eldI22VvdQ2bDxl3iByoaNm6XPsCky981+sa3eoc9YKXrP7c63DBGoJJ9fBu4EAVMBAhVTMbvlvZx0e3WlBw6IjJuU1qvqkqyeZk/skDxDCVSSrAESnDjIgcr786M/UOlXhkAlKH1dX4eXYzuBSpBalmtBIHkIBDJQmf/RavV4z0RZPnuEvL94lfMVyvffc4f8snWH5M6ZTSYO6WBNP2Ggsmb99zJy4myZMb5n7Dm7DZokt9x4jTxbo4LsOXjC2rVQMQIIBFvg3GdLJN2UV4J9kS6ubopaFt4mGSwLX3dNDcmX4TIXd+xfkT17z8mQkdH/BrNt7Z2Sd9jT/sFZOtPml16TIifWWKrdv2qH5yghT2e52b8TujzTl1+JzJmX2mXp4BZLLoEKY3viPpY9S4bgdjyuDAEEolIgkIGKlvxNbUZ7TZ6ckjp1KpmzaJV8/f1mFaZcKU8/WV6yXH6JNeyEgYo+b/fBr8vCtwfFnvOFHqOcfVz0CpUTp85YuxYqRiC5Cpw5ey5Z3NrRjxdK2snJIFAZrAKVfdH/GMQ319eU2y67IlB9a8dfZ2Tg0OjfU6KdClTyJINAZYsKVAong0BlZM4S0jTX7YHq6/piPv3stMyaG/2BSv+yi9QeKoztQelgXo7tGdJFf8AdlHbhOhBA4D+BwAUqp8+ckXfmLJPqlUtK5kwZfW+nhIHK/oP/qn1c2svq+aMlY4b0zvXoR5L6qm/6uafALTzy43sLccLkILDzr1Ty/abof5P5aKbFPGcfoA7p5bJwr25LP/IzbFT0P/KTbFaosIeKV137vPXoPVR45McqsVHlbEqbmItHfoy6EIURQMCFQOACFX3ND1RpKdNGd5d81+RycQveFkkYqOjaG7Z/We4teKs0rltZPlz+pYycNFsWTxvsbFLLHire+lNbyhBg0h2sdmbSba89CFTs2UZSM5vSRqLm/hjGdvdWfpRkbCdQ8aOfcQ4EUrpAIAOVeR+ulkUffy4Vy9zvPPaTPn38T/fuvPV6z9tt2aqvRG82K+fOyanTZ5xvGLpeBTrvv9FP/vp7r3TuP142/fybcz16k9z8t+ZzroFAxfOmoMIUIMCkO1iNzKTbXnsQqNizjaRmApVI1Nwfw9ju3sqPkoztBCp+9DPOgUBKFwhkoJK/VP0Ltsum5ZMD024EKoFpCi4kigSYdAersZh022sPAhV7tpHUTKASiZr7Yxjb3Vv5UZKxnUDFj37GORBI6QKBDFQOHzkmadOmkVSpzr/HQob06QLTbgQqgWkKLiSKBJh0B6uxmHTbaw8CFXu2kdRMoBKJmvtjGNvdW/lRkrGdQMWPfsY5EEjpAoEMVHSj6M1pN3y3WXbu2i1VHy3htNORo8flksz+b1R7oU5CoJLSf4W4/0gEmHRHombvGCbd9mwJVOzZRlIzgUokau6PYWx3b+VHScZ2AhU/+hnnQCClCwQyUNm2/S9p3mW47Nl3QI4dPyn6EZ+du/ZI9UYvyfiX20vBO24MTLsRqASmKbiQKBJg0h2sxmLSba89CFTs2UZSM4FKJGruj2Fsd2/lR0nGdgIVP/oZ50AgpQsEMlBp1OEVKXj7DdKiflUpWKaBE6jo17Q5S9VmtV/ItNe6B6bdCFQC0xRcSBQJMOkOVmMx6bbXHgQq9mwjqZlAJRI198cwtru38qMkYzuBih/9jHMgkNIFAhmoFKv8vCyfM1L0Xil6g9qYQEV/+06xys1l/ZIJgWk3ApXANAUXEkUCTLqD1VhMuu21B4GKPdtIaiZQiUTN/TGM7e6t/CjJ2E6g4kc/4xwIpHSBQAYqxR9rIfMm95cc2a6IF6hsVY8C1WvVX1bPGx2YdiNQCUxTcCFRJMCkO1iNxaTbXnsQqNizjaRmApVI1Nwfw9ju3sqPkoztBCp+9DPOgUBKFwhkoNJ76GTZ9scu9cjPE1K/zSCZPamP/PzrHzLurflS/L780qPtM4FpNwKVwDQFFxJFAky6g9VYTLrttQeBij3bSGomUIlEzf0xjO3urfwoydhOoOJHP+McCKR0gUAGKsdPnJRX35gjM+d/KkePnXDaKHOmjPJUldLSskFV51GgoLy8ClROnhI5dvT8XxMdlHt1cx2XpD4i6fftcFM00GX+zZVHfpXjgb5GNxd3dbrL5MrUGdwU9bUMk25fucOejEl3WKKICxCoRExn5UACFSussZUyttv1Na2dsZ1AxbTPUB4BBMwFAhmo/Hv4qFx2aWY5d+6c+qafg5IqVSrJfmUW87vz4QivAhU96X51bFofrtjuKVpW3yF5h9WzexIfamfSbReZSbddX9PamXSbirkvT6Di3sqPkoztdpUZ2+36mtbO2E6gYtpnKI8AAuYCgQxUCpVrJA/dX1Aqlr5fShYrJJkypje/M5+O8DJQGTYq+gOVtrV3qkDlaZ/07Z2GSbc9W10zk267vqa1M+k2FXNfnkDFvZUfJRnb7Sozttv1Na2dsZ1AxbTPUB4BBMwFAhmorFn/vSxdsV4+Wf21euTnuDxc/G6pWOZ+eaBIAUmXNo35XVo8gkAlPi6BisXOFkHVw7I/KLUuvSmCI+0ewqTbrq9p7Uy6TcXclydQcW/lR0kCFbvKjO12fU1rZ2wnUDHtM5RHAAFzgUAGKjG3cfbsOflm02ZZuvIr+eSzDXLo3yNSruR90qdjA/M7tXQEgQqBiqWu5Um1BCqeMIaspF+ZhZJx6hC7J/Ghdibd9pAJVOzZRlIzgUokau6PIVBxb+VHScZ2AhU/+hnnQCClCwQ6UIlpHL0xrV61MnX2Uln3zU+yafnkwLQbgQqBSmA643kuhEDFbusQqNj1Na3986uryzVpLzU9zGp5AhWrvMaVE6gYkxkdQKBixGW9MIEKgYr1TsYJEEBAAhuo7N1/SJav+UY+/uwrWfvVD5IrR1apUKqIPPJwEbntpmsD03QEKgQqgemMBCq+NwWBiu/kFzwhgYq99uBxTnu2kdRMWB6JmvtjGNvdW/lR0suxPU+2TH5cMudAAIEUJBDIQKVeq/7y9fdb5OrcOaS8esRHhyh33JIvkM1CoEKgEsiO+b+LYtJtt3WYdNv1Na3dy0m36blDlWeFileS3tTDChVvHEPVwgoVu76mtbNCJbEYgYppL6I8AgiEEwhkoDJ03Eyp8HBhufPW6+Nd//ETJ+WjFevk8fIPhLsv335OoEKg4ltni+BEBCoRoBkcQqBigOVDUQIVe8isULFnG0nNjO2RqLk/hrHdvZUfJb0c2wlU/GgxzoFAyhIIZKCSsAm+/3mbzF64UhZ9/LmkTpVK1i4YE5hWIlAhUAlMZzzPhTDptts6TLrt+prW7uWk2/TcocqzQsUrSW/qYYWKN46hamGFil1f09pZoZJYjEDFtBdRHgEEwgkENlA5eOiILFi2RmYtWCG/bN0hhQvdJjUeKyXlStwr6dOnC3dfvv2cQIVAxbfOFsGJCFQiQDM4hEDFAMuHogQq9pBZoWLPNpKaGdsjUXN/DGO7eys/Sno5thOo+NFinAOBlCUQqEDl3Llz8rnagHb2opWybNVXcm2enPJY+eIyZso8mfdmP7k271WBax0CFQKVwHXKOBfEpNtu6zDptutrWruXk27Tc4cqzwoVryS9qYcVKt44hqqFFSp2fU1rZ4VKYjECFdNeRHkEEAgnEKhApdxTHeTsmbNSvlRhqVy2mOS/NZ9z/fc90kTmvN6XQCVcawbg53yKGYBGIFDxrREIVHyjdnUiAhVXTBEVYmyPiM3aQYTl1midihnb7fqa1u7l2E6gYqpPeQQQCCcQqECl8KPN1FciX6O+1aeoVCxTVLJmuYxAJVwLBuznTLqD1SBMuu22B5Nuu76mtXs56TY9d6jyrFDxStKbelih4o1jqFpYoWLX17R2VqgkFiNQMe1FlEcAgXACgQpUjh47IYs/+UJmLVwhP/z8mzxQ5E7nG326DZok77/BCpVwjRmEnxOoBKEV/v8aCFTstgeBil1f09oJVEzF3JdnbHdv5UdJxna7yoztdn1Na/dybCdQMdWnPAIIhBMIVKAS92K3bNsp7y1YLh98tEYO/ntEqlR4QOpUK5voq5TD3aDtn7OHSnxhJt22e5xZ/Uy6zbxMSzPpNhWzW97LSbdXV8oKFa8kvamHFSreOIaqhRUqdn1Na2eFSmIxAhXTXkR5BBAIJxDYQCXmwk+ePCVL1Qa1s9W3/Xzx9Y9yyw1Xq9Uq/cLdl28/J1AhUPGts0VwIgKVCNAMDiFQMcDyoSiBij1kwnJ7tpHUzNgeiZr7Yxjb3Vv5UdLLsZ1AxY8W4xwIpCyBwAcqcZtj+85/ZI76BqA2jav72kpPNe8jP23+XSRVKue8l1+aWVa+P8r53wQqBCq+dkbDkzHpNgQzLM6k2xDMcnEvJ91eXSorVLyS9KYeVqh44xiqFlao2PU1rZ0VKonFCFRMexHlEUAgnEBUBSrhbsbWzyvV6yIj+7SSm67Pm+gUBCoEKrb6nRf1Eqh4oRi6DgIVu76mtROomIq5L88KFfdWfpRkbLerzNhu19e0di/HdgIVU33KI4BAOAEClXBC6uclq7WWGeN7Sq4cVxKohPFi0u2iQ/lYhEm3XWwm3XZ9TWv3ctJteu5Q5Vmh4pWkN/WwQsUbx1C1sELFrq9p7axQSSxGoGLaiyiPAALhBAhUwgmpn99dvrE8VLSgbNj4i1yZ9XJp16SmlCx2l3MkK1TiAxKouOhQPhYhULGLTaBi19e0dgIVUzH35Rnb3Vv5UZKx3a4yY7tdX9PavRzbCVRM9SmPAALhBAhUwgidPXtOerz8upR96F55sEhB+ezL76RT33Eyf8pAyZ3zSjmjfu7Fa/vOU9J/yH97tETzq12dnZJn6NPRfAvOtW956TUpfGJN1N/HyJwlpEXe/IG7j6UrTsqsuakDd12mF9S/7CLJ8PYrpocFrvyUwaOlzb61gbsu0wv69oZakj9LVtPDrJZnbLfKa1w5Y7sxmdEBjO1GXNYLM7YnJk6TOvrn2tY7DidAAAEjAQIVI67/CjdoO1iqVXxIKpcrJn/vPx5BDYkP2bdPZOioNJ7UlZSV8ClmUuonPvfw7A9K7ctvDtZFqav5aoPInPnR39+Ty6eYUwapQGV/9AcqX15dXa5Nf1mg+jtje6CaQ5LLIz+M7Xb7FWO7XV/T2r0c26/KmtH09JRHAAEELihAoBKmgxw9dkJ+2fqHFMp/U2zJZ14YIHWrlZMKpQrzyE8CPwKVYI04LAu32x7JZdLNc/b2+gl7qNizjaTm5BKoMLZH0vruj2Fsd2/lR0ke+fFDmXMggECkAgQqYeQOHT4qZWq0leG9W6pHfgqoR342Ssc+Y2XB24Mkm9pPhT1U4gMSqET6q2jnOCbddlxjamXSbdfXtHYvJ92m5w5VnkDFK0lv6iFQ8cYxVC1sSmvX17R2wvLEYuyhYtqLKI8AAuEECFTCCamfr/pio7wydrr8vXufXJ07h3RqUVuK3n27cySBCoGKiy6UZEUIVOzSE6jY9TWtnUDFVMx9ecJy91Z+lGRst6vM2G7X17R2L8d2AhVTfcojgEA4AQKVcEJhfk6gQqBykV3I6uFMuq3yCpNuu76mtXs56TY9d6jyrFDxStKbelih4o1jqFpYoWLX17R2VqgkFiNQMe1FlEcAgXACBCrhhAhUjIT4FNOIy3phAhW7xAQqdn1NaydQMRVzX56x3b2VHyUZ2+0qM7bb9TWt3cuxnUDFVJ/yCCAQToBAJZwQgYqREJNuIy7rhZl02yVm0m3X17R2LyfdpucOVZ4VKl5JelMPK1S8cQxVCytU7Pqa1s4KlcRiBCqmvYjyCCAQToBAJZwQgYqREIGKEZf1wgQqdokJVOz6mtZOoGIq5r48Y7t7Kz9KMrbbVWZst+trWruXYzuBiqk+5RFAIJwAgUo4IQIVIyEm3UZc1gsz6bZLzKTbrq9p7V5Ouk3PHao8K1S8kvSmHlaoeOMYqhZWqNj1Na2dFSqJxQhUTHsR5RFAIJwAgUo4IQIVIyECFSMu64UJVOwSE6jY9TWtnUDFVMx9ecZ291Z+lGRst6vM2G7X17R2L8d2AhVTfcojgEA4AQKVcEIEKkZCTLqNuKwXZtJtl5hJt11f09q9nHSbnjtUeVaoeCXpTT2sUPHGMVQtrFCx62taOytUEosRqJj2IsojgEA4AQKVcEIEKkZCBCpGXNYLE6jYJSZQsetrWjuBiqmY+/KM7e6t/CjJ2G5XmbHdrq9p7V6O7QQqpvqURwCBcAIEKuGECFSMhJh0G3FZL8yk2y4xk267vqa1eznpNj13qPKsUPFK0pt6WKHijWOoWlihYtfXtHZWqCQWI1Ax7UWURwCBcAIEKuGECFSMhAhUjLisFyZQsUtMoGLX17R2AhVTMfflGdvdW/lRkrHdrjJju11f09q9HNsJVEz1KY8AAuEECFTCCRGoGAkx6Tbisl6YSbddYibddn1Na/dy0m167lDlWaHilaQ39bBCxRvHULWwQsWur2ntrFBJLEagYtqLKI8AAuEECFTCCRGoGAkRqBhxWS9MoGKXmEDFrq9p7QQqpmLuyzO2u7fyoyRju11lxna7vqa1ezm2E6iY6lMeAQTCCRCohBMiUDESYtJtxGW9MJNuu8RMuu36mtbu5aTb9NyhyrNCxStJb+phhYo3jqFqYYWKXV/T2lmhkliMQMW0F1EeAQTCCRCohBMiUDESIlAx4rJemEDFLjGBil1f09oJVEzF3JdnbHdv5UdJxna7yoztdn1Na/dybCdQMdWnPAIIhBMgUAknRKBiJMSk24jLemEm3XaJmXTb9TWt3ctJt+m5Q5VnhYpXkt7UwwoVbxxD1cIKFbu+prWzQiWxGIGKaS+iPAIIhBMgUAknRKBiJESgYsRlvTCBil1iAhW7vqa1E6iYirkvz9ju3sqPkoztdpUZ2+36mtbu5dhOoGKqT3kEEAgnQKASTohAxUiISbcRl/XCTLrtEjPptutrWruXk27Tc4cqzwoVryS9qYcVKt44hqqFFSp2fU1rZ4VKYjECFdNeRHkEEAgnQKASTohAxUiIQMWIy3phAhW7xAQqdn1NaydQMRVzX56x3b2VHyUZ2+0qM7bb9TWt3cuxnUDFVJ/yCCAQToBAJZwQgYqREJNuIy7rhZl02yVm0m3X17R2LyfdpucOVZ4VKl5JelMPK1S8cQxVCytU7Pqa1s4KlcRiBCqmveCFTIIAACAASURBVIjyCCAQToBAJZwQgYqREIGKEZf1wgQqdokJVOz6mtZOoGIq5r48Y7t7Kz9KMrbbVWZst+trWruXYzuBiqk+5RFAIJwAgUo4IQIVIyEm3UZc1gsz6bZLzKTbrq9p7V5Ouk3PHao8K1S8kvSmHlaoeOMYqhZWqNj1Na2dFSqJxQhUTHsR5RFAIJwAgUo4IQIVIyECFSMu64UJVOwSE6jY9TWtnUDFVMx9ecZ291Z+lGRst6vM2G7X17R2L8d2AhVTfcojgEA4AQKVcEIEKkZCTLqNuKwXZtJtl5hJt11f09q9nHSbnjtUeVaoeCXpTT2sUPHGMVQtrFCx62taOytUEosRqJj2IsojgEA4AQKVcEIEKkZCBCpGXNYLE6jYJSZQsetrWjuBiqmY+/KM7e6t/CjJ2G5XmbHdrq9p7V6O7QQqpvqURwCBcAIEKuGE1M+37/xHug6cKD9u/l3y5soufTo1kEL5b3KO/HPvMRc1hC/Cp5jhjfwswaeYdrX5FNOur2ntfIppKua+PGO7eys/SjK221VmbLfra1o7Y3tiMQIV015EeQQQCCdAoBJOSP28Xqv+8kDhAtKwTiVZsfYbGTBqqnz47hBJlzYNgUoCPz7FdNGhfCzCp5h2sfkU066vae1efoppeu5Q5QlUvJL0ph4CFW8cQ9VCoGLX17R2AhUCFdM+Q3kEEDAXIFAJY7Z3/yF5pE5HWbtgjKRNk8YpXb1xT+ncorYULnQbgQqBivlvnY9HEKjYxSZQsetrWjuBiqmY+/KE5e6t/CjJ2G5XmbHdrq9p7V6O7axQMdWnPAIIhBMgUAkjtGHjZukzbIrMfbNfbMkOfcZK0XtulxqVSxGoEKiE+x1L0p8z6bbLz6Tbrq9p7V5Ouk3PHao8K1S8kvSmHlaoeOMYqhZWqNj1Na2dFSqJxQhUTHsR5RFAIJwAgUoYoTXrv5eRE2fLjPE9Y0t2GzRJbrnxGnm2RoVwvq5//tuOUzJ15jnX5YNasOZDf0r2uS8H9fJcX9fWeq3khdM/uS4f1IKtriggtfP+t99PkF6rvjwhKz5LFaRLiuhaGt/7uaRbOj2iY4N00JKmbWT0oU1BuqSIrmV83pJS4IorIzrW1kGM7bZkI6uXsT0yN7dHMba7lfKnHGO7P86cBQEEUrYAgUqY9v/6+83SffDrsvDtQbElX+gxSkoULeisUOGFAAIIIIAAAggggAACCCCAAAIpT4BAJUyb7z/4r5St2V5Wzx8tGTOkd0pXqtdF+qpv+rmnwC0pr8dwxwgggAACCCCAAAIIIIAAAgggIAQqLjpBw/Yvy70Fb5XGdSvLh8u/lJGTZsviaYNjN6l1UQVFEEAAAQQQQAABBBBAAAEEEEAgGQkQqLhozL/+3iud+4+XTT//JtfkySn9uzSS/Lfmc3EkRRBAAAEEEEAAAQQQQAABBBBAIDkKEKgkx1a1cE96Vc6EqR9I6tTxNxJ9pUdzeeThIp6fcfvOv2XPvoPnfazqzemLZev2v5zHrkK9ftqyXdq8NFqWvOPNBrmtuo2U8iULy2Pli3t+r1QYTIFH6nSSXbv3xV7c2bNnpdbjD0u31vVi/9uBg4elYr3O0rrhk1KrSumwN1K0UnOZN7m/5MphZ+PUzdt2SJOOQ+TTWSPCXgsFEHjrvQ9l0jsL5dSp0/LEoyWk0/NPSapU/m0WffrMGVnyyZdSuVwxudi+e7HH0xtShkBy6vORtFjc37nvf94mHXqP9WyeFMn1cAwCCCCQHAQIVJJDK/pwDzpQ0QHHhUIMfRlnzpyVNGlSX/QVTVET/ZMnTzmPWcV96fpPqsn/GTURv/SSTAQqFy1NBW4FnnlhgLRqUE0KF7ot9pCuAyfKl9/8JI3rVEoWgcrZs+cShaZufSgXXQKfb/hBeg+dIm+O6CwZ0qeTVt1GSeeWdaTAbdf7diM/bv5dhk94Tya80iEQgQr937em9+xEOhRIlzat3Kq+eTHcK7n1+XD3e76fx/2d0+HKv4ePStYsl0VSFccggAACCPxPgECFruBK4EKByuSZS2Tz1h2i/1A/dP9d0qZxdRn/9gcy/6PVzqed999zh3RuUVvSpUsrR44el74j3pJvN/2qJkFppG61soneiOpJT7uer0la9fOq6lPTrFdcFq/+LJddErtCRa8Q6DJggmxTK1bOnjvnfJX100+WkwutUNH74Lw2eZ6cPn1asl+ZRXp1eE5uuDa3vD3rI/n51z+cIGf7n/844dDIPi0lT67s6s3GfytU3lJlGqk3zxVKFXbcPl3ztYx+432ZPamPK0cKRaeA7jNLPv1ShvduGXsDX379k4yZMlduypdXbr4+73kDlc++3Cj9R76tQorUzqfwU2Z+KHPf7OesUJn34Wr1ezJf9cMzkvuqbDKoW1P5Wa2sGqbeYM5Xq1hiXtUb95Tnn60ipR+8Jx7eRyvWq/2cZsnRY8elyN23S9+ODeR3tbLr+RdHyJMVH5LZi1Y6wWMf9d8fLFLAWbnyxCMlpGKZok49cf9d+NFm0uTpyvL6u4vkk/eGS+kabaVdkxry0cr1suPP3VKtYgn188eis/G46vMK6HFTb6xe87FSFxRq1X2U3H7TtbLxp22y5bedzpicMUM6Wfn5d7J77wEZ2vN5uU39/OChI9J72BTn74BeyVipbDGn3+qxWAePJYsVkq+++1kdc1Ct8npa7r7zZnn82a5y6PARKXj7jdKlVZ2QfTfhBZr2/YnTFsifu/ZIz/b1nari/rtF1xHq9/dqmbvkM+cDg5kfLJf8t+STbzZtkV3/7JNr8uaUEer33osPCuiK3gv88Mtv0uPlN+TKKy6XBk89KsXuyx/yJNHU53eq/tql/wT1QdYBZy5SQ/2eJvyASd/o+f6O5M55pZxT86FX35gjHyxdK2fV8fWql3fqiPs717ZpDWeFyswJvaRktdby8cxhyvG/cGXAqGnO73m7pjVDzue8b01qRAABBKJTgEAlOtvN96u+UKAybc5SGTtlvrw7toezx8wnn22QERNnybTXukvmTBmlTc/RUlS94dNBx6DR74j+5qRBXZs4E/AaTXvJq/1ecCbkcV/9RrwtV+XI6kwgEtYf95Gfl197V03Ij0q/zg1FT0AqP/OifPjOK7LvwKHzPvKj98Op2rCHzBzfU67Ne5UzeZ6zcIVMH9dTnWeZClreV29mBzhBS++hkyXL5Zc6AVFMoLJX1bth4y8yqu8LzuXqr9S+7uqrzjvR8b2ROKEVAf2pdeVnusjoAW2c4E2/9CMSNVXfHdqrhbyj+s35AhU9CS5Ts53TN3WgMX3eJ6L79bKZQyVThgxSqnobJzjRvzO9hkxW4aNIV/U4UclqL8ibw7s4n7jq/vpEg+6y6v1Rkl6tIoh5/bPngFRT/XiG6sc6nGnVfaTzBrVU8UJSo0kvFaI8J4+Xf8Dp3/PUG0X9u3ihQKX4Yy2kqgpNOjSr5YSgxR9vod5oP+z0/b9375cKtTvI2gVjJVPG/77pjFf0C+j+82jpok5QePjIMalS4QF5vv4TiW5MPzp5/MRJGTuorfy+4295vH5X6a1CaB2sjJkyT3bv2e8EFXq8VO/hVEBd36mvVrPe0kWteMml3tzpc40Z2E5KFC0giz7+whnTdZ/8cPk6ma3G35gVKqH6btyLiqTvXyhQad3jVefvxcQhHZ1v8tP3q/9GTRraSVKr34Wq6vdPhz3F77sz+hs9Gd/B6nXfy+vq8bWD/x6R52o9Ko+ULpLoiwOiqc/rvxV6HtLsmcedVSQ6NNKB32WXZo5tRT2HOt/fEf37qEPHN6YvkskjusiJE6fU35FuMqJPKyckjPmdi/vIT9NOQ53Ht/XvtX6VrdVezXP+Kx9qPpeMuxO3hgACCBgJEKgYcaXcwjpQmaJWoiR8zEZPhL/67hdZsfYbZ1KsXzpkyHdNLmclh36tWPutvDljsfOHvfxTHWTIS82l4B03Oj97Zex0uUSFLgkn8vEDlWXx6o8bqOglq/oT/pivtK74dGdn0+BMGTOcN1CZvXClLFv1lfPmQL9OqNUo95RvLJ8vGKNW1KyRtes3qTfOrZ2fTZ291NmIeGDXxrGBSlG12ubRup1k+ewRTlj0kHrzO33sS86bYl7JU+DjVRtkzuKV8poKVGJeYybPdT4BbPFcVSckOV+govf5qd28j3yxcGy8vvbxe8OcEESv1rokc0bnZws//lzeX7xKJqk3dfqN6eVqFVZbtUJEP+//4+btTh+M+9Kfpi9b+VVsXz12/KSkUasC9AqVOs/3k3WLxznF9YqrFi8OVyHOsAsHKipAGTuondz1v99LHai8rt5Q3n7zdU49xSo/L+9N7C1X586RPBs5Bd6VfsN0xy3XyeBuzVRfPCbPth7o9LmyJe6Np6EDBr0Cqk7VMs4n5QXLNJCVKuDLlvVyWaA+/daBjB4z9aqmUSocv/PW/x4Z0o/y6PH1yUoPSd0W/eTLRYn7ZMJAJVTfvdi+f6FARd+f3mQ+5tN//e+7C9zsrHbUrxd6jJKHi98d+0YzBXaVqLpl/Te7++BJUlPtd1X7iTLxrj2a+rxe5btm/fdOyJ1f/U4l3L8u5sZC/R3pNmiS3KJC+Zh+rENOPS/S85/zBSp6brRczeP0B1x61U+7XmOcvVUuNJ+Lqo7BxSKAAAIWBQhULOImp6p1oLLzr93SST26E/d1RZZLZca8T9UjPFvk5R7NnB817zJcvv1hixM46JfezDNb1izynlpWet8jTZxPWNKkSeP8TH/Srz8VebFV3Xj1JgxU4tYfN1DRkye9rHX/gX8llXpD+Yt6AzlpaMf/VsacZ1NaPbHe+vtf8d6g3luhibz/Rl9Z9cVG+e6HX2Vw96bOtegVKzH/jrsp7XNtBzmf/utHgYaNm+msEuCVfAX0J3eVyt7vtLl+/fbHLmnfe4y8O6aHs2okVKDy9febpWPfcbJsxtBYHN3XFk4dJDmzZXVWQ61WjwTp18F/j0oe9djP68M6yfpvf3YeY1s6fYjzJlcHk/pRurgv/cnj5q07EwUtCTfmjPvvC65QUQHKu2NeclZb6ZcOVHRQqFdxne/fybe1U86d6U/rW6o9gUo/cLdz0+Pemu/sk9W9zf9vuqz/ux5HSxa7KzZQyF+qvhPY6TFWrzb5YOkaJ6AuVLahLHh7UGzopvvoz1v+kEZ1K8XbKDlun0wYqMTdUDnUJrOR9P1wgcoDRe6UGpVLOQ76fvWKsuqVS5733ymnh0TXneqAW394ox9b1I/t9mz/rAoM88W7iWjq8/rDIj3XWbjsc2cFVUP1dyAmHIm5Kb16MtTfkWadhzmPJsesOIk5Ju7vXNwVKvrx6Qp1Ojphqf4CAh2e6hWKF5rPRVcP4WoRQAABewIEKvZsk1XNF37k5/+DB33Temmq/sT+mf99whcXQn9zygi1L0nCR3wSYiUMVOIGHXEDFb0ipWHtSs6noPql6x/wYqOQgYr+FGbpynUybnB7p7z+ZF+HPPrTU/2pv5tAZdaCFWo57TpnFU6eq7JL/VqPJKu25mb+X0B/wv5glZbOviIxS631nkHj1ZtPvSeQfulPCPX+CnWqlnUmoDGvX3//U60W6Ru7QkXvdaL3KtErVPSqLj1pffvVbnK5Chg/UKujdP/TgYp+Y1C2Znvppt7Y9nj5dbUaaqSz31Dcly675NMvYvuxXuZ+9NgJ9ajF0ZBvXvUEW39LVaUy9ztV6VUDdauVc/ZUCRegJPw5fST6BRKuvBj71jznMUz9mE7cl9tARa9QGakeKShw+w3O4UNV2Kz38NGPkoUKSiIJVCLp+zqE2b7jH+dxJP3SjzAcPHTYeVQpXICS8OfR3/LJ6w5OqRWqC5etlckzlqgPObI5j/vE3Tg87t1Ga5/Xj9rVbzPQWSUZNyTSKxtD/R3RK1RuuC6Pmh9VdAj0N9bpR031HnXnW6GiyzRs/7I8U72C2sdrplq51tSZp11oPpe8ehJ3gwACCEQuQKASuV2KOtIkUPlk9ddqT5V5ziM++pEGvY+DfkOoPykZrPY8OX78hLzU7lk5rT4BGTZ+plRWmxfqJddxX3qvlfTqDaveEC3uShFdJm6got/oTXylo3O8flOqN7wd2rOF5MiW5bwrVPSkokr9bs5qGf3pu36Wf8mn69Qb266JzhNqhYp+86rf8GbOlMH5FF9vKMoreQps/HGrdO4/XhZNHRzyBkOtUNET/YefbKNWkTRx9o7Q/VZPVJeqFSv6MaLV6zaqfSXaOs/8602Yj6jARfcn/dKPwn2oHqUopvZtON83a+l9TfReFu+ofSjyXZNbOvQZ40y09R4qod689hzyprNxY+tGT4r+WvKqDXqouhsSqCTPrhv2rpaqDYf1OK336zmlNuiu12qAs3m47kNxX24DlT7D33I2v9Shhe7TtZr2dv63fjQoVJ/U+21NVPte6H6sN7x1s0Ilkr6/QL3hnj73E5k6upuzH4wOOvXjbQQqYbtJ4AvogE3va1ZfBSkxe1yFuuho6vMd+oxV+xo96Pzt0MF+9UYvycBuTWIfqdP3qOcoof6O6I3U9aozHdqfUauEa6q9tfTq23371X5B//ud26Qe7Yn7tckz538qq9SqyV/V72LM37wLzecC3zm4QAQQQMAnAQIVn6Cj/TQmgYq+V/2piZ7o6P1N9EqOfp0bSc7sVzif5us3oPpxCL2ktZT65gf9VZ0JP4HXzw637jFaPbteSO7Kf1O8lSNxA5V3537sfGPDpZdkdlap6GWrc5escr7ZpP/Iqc4zwAlf+lPR19QeGPpxI/2YhZ706z1QEgY3oQIVXV/LriOdjQv1xoq8kq+ADj70ihQduIV6hQpUdHn9hnGgCgf1qpPqlUo6G9PqPqOfZX9e7W2iVwTkyplV2jauoTaWHeWEjnqVi/6mFP3tPhOHdAi5Gabeu0L/XuqVL/ffe0fst/yEelO6ZdtOFbyMdYLAG9U3Ex1Sb3rLPXSf8+1DrFBJvn34Qnem9zmZpTaF1V87W0M94qL3BEr4chuo6BBFfw1zzLf86Edo9Oq9Cz2Gph8xekptXqvf8Ok9uNwEKvr6TPu+XonYstsI5+9D7pzZVP/P44zf+u8EK1RSVt+Plj6vv1Wrj/rWrANqJZXeHPlxtbow4e/nPvWoc6i/Iy80fFJGvT7b+bZF/fdHf8tPg6cqOo/1xfzOvdq/dbxARddX6snWzmOm+viYV6j5XMrqOdwtAgggEFqAQIXegUAEAvpbWW696ZpEm95FUBWHIJBIQH+Tif4WIf01lnxdKx0EAQQQQAABBBBAAIFgChCoBLNduKoAC+hP+pt0GuJ8vXLCbz0K8GVzaVEioD9N1M+t582dXZo/UyVKrprLRAABBBBAAAEEEEAg5QkQqKS8NueOL0JA7/miH2XqpTYzLP3gPRdRE4cikFhAL8eu2qC78zWZI/u2kgzqW4R4IYAAAggggAACCCCAQDAFCFSC2S5cFQIIIIAAAggggAACCCCAAAIIBFiAQCXAjcOlIYAAAggggAACCCCAAAIIIIBAMAUIVILZLlwVAggggAACCCCAAAIIIIAAAggEWIBAJcCNw6UhgAACCCCAAAIIIIAAAggggEAwBQhUgtkuXBUCCCCAAAIIIIAAAggggAACCARYgEAlwI3DpSGAAAIIIIAAAggggAACCCCAQDAFCFSC2S5cFQIIIIAAAggggAACCCCAAAIIBFiAQCXAjcOlIYAAAggggAACCCCAAAIIIIBAMAUIVILZLlwVAggggAACCCCAAAIIIIAAAggEWIBAJcCNw6UhgAACCCCAAAIIIIAAAggggEAwBQhUgtkuXBUCCCCAAAIIIIAAAggggAACCARYgEAlwI3DpSGAAAIIIIAAAggggAACCCCAQDAFCFSC2S5cFQIIIIAAAggggAACCCCAAAIIBFiAQCXAjcOlIYAAAggggAACCCCAAAIIIIBAMAUIVILZLlwVAggggAACCCCAAAIIIIAAAggEWIBAJcCNw6UhgAACCCCAAAIIIIAAAggggEAwBQhUgtkuXBUCCCCQogQ2b9shTzzXXRZPGyzX5r0q3r2PnDRb1n61SaaPfckXkwMHD8v4qR/IJ59tkL9375PMmTPKbTdeK8899aiUKFrQl2vgJAgggAACCCCAAALBFyBQCX4bcYUIIIBAshfwO1A5d+6cqP8nqVOnimd78NAReap5b+e/NX+2itxywzVy7PgJWfzJl/Lu3GXySo/m8sjDRRK1x+kzZyRtmjTJvp24QQQQQAABBBBAAIH/FyBQoTcggAACCCS5gEmg8s77H8vkGYvln70HJGe2K+TZmo9I3WplnXv4c9ce6TP8LVn/7U9y6SWZ5aH7C0qn52ur/51JPln9tbwy5l2pXrmUjH7zfXl3TA+57aZr4937wFenyaKPP5dFUwfLZZdmjvezGfM+kfTp00nVR0s4//3JRi9J5bLFZM6ilZLv2tzyar8XZN03P8nQcTPk19//kuxXXi7VKj4kDWtXcoKb3kMny9FjJ2Rw96ax9RZ/vIX07dhQypS4R/qNeFsOHz0mGdOnd1bknDp9Wt1XOXV8xSRvHy4AAQQQQAABBBBAILEAgQq9AgEEEEAgyQXcBipbtu2UGk17yTuvdXdWj/zwy2/SpOMQmTKqq/r31fJUs95yV/6bpHWj6nLi5Enp0n+CZMt6uQx4sbGs+uI76dh3nDxSqog0feZxya7+e7p0aePde5ka7VQIUkJaPFc1rIk+16HDR6Vn+/pOMHP8+EmpUKejdGv9tFQp/4Bs3f6XNO001AlEnqlRIWygosOcmR8slyFqFYwOWH7+9Q+p2aSXvDawjTxYpEDY66EAAggggAACCCCAgL8CBCr+enM2BBBAAIHzCLgNVL794Vep32aQLHxroOTJld2p6cyZs5ImTWrZ+NM2qdeyn6xbPD42KPlOlX+6VX/Z8NFEWbv+B2nWeagsnT4k9ti4l6If27mrTEPnsZ6KZYqGbaenmveRG6/LI/27NHLKTnpnoSxctlbef6Nf7LEjJs6SNeu/l5nje7kKVFav+14WqHuLeTVs97LccF1uFdLUC3s9FEAAAQQQQAABBBDwV4BAxV9vzoYAAgggcBGBig5Pug6aKB8uXyf33XWrs0msXg1yRZZLZaF6VKeTWoFyvtdHKkTZqh7Dadl1hHz78evnLXP27Dm5q2wDGfhiE6lcrlhsmULlGqnQ5kzsvz+dNUI9zpNF7bXSRx4ufrc0rfeY87NeQybLwX8Py/DeLWPLzl640nkEaM0Hr7kKVP748x8ZM7Bt7PFdB050HgMa1fcF+g0CCCCAAAIIIIBAwAQIVALWIFwOAgggkBIFtu/8Wx6t21lmT+qTaF8TvbfI1t//lDeGd46l2aYep/l0zdfOZrG7/tkrM8b1FL16pZfap+SLhWPPS7jqi43Stuersn7JhJDE+hrKlrhX2jerGVtGP2aktrCVvfsOScP2L8uKOSNjA5UKJQs73/4TE6gcOnxEhvVqEXvsrAUrZNiEmbJmfohA5TG1h0qn//ZQ0Y/8/L5jl4wb3D72+M79x8vZs2edVTO8EEAAAQQQQAABBIIlQKASrPbgahBAAIEUKXDy5Cl5oEoradP4SWcj1piXfgynWoMezh4inVrUVhu1npEjR445K1L0S39bT/XGPeXxCg/IfQVvlZpqf5VlM4dJ7pxXOj/Xm8AeP3FSrrziMrWHSvhA5TW1We2U9z50NqXVq1DivnaqDW/LP9UhZKDyxvRF8sFHa+I98jNErU5Z/+3Pzlc+Dxr9jvyzZ39s4HL02HEp/GgzZ/VJTKCy8vPvnK+OjnnVazVA7Qlzo3RoVitF9gtuGgEEEEAAAQQQCLIAgUqQW4drQwABBFKQgA4z3pr1kbRvWlPuKXCLHDh0WKbMXOIEEnrlit4z5d25H8u0Ocucb9S57upc8pta0fGc2lOlZ7tnpfSD90itpr3lqpxZnW/O0d+so1d9/L17v7w+rJOrQEWHL3Vb9FNBzHFnY9r8t+RTm9uekm83bXGClsvVN//oDXAzqG/70Y/8xF2hsmffQSdw6d6mnjxWrrj8tGW7NOsyTF5oUE1qVSkt+luCJkxdIPMm93e+dWj4hPfkbXW/evVJTKAyZ9EqFZ7UdL5JaJ26b73ny9TR3eWuO25MQT2BW0UAAQQQQAABBKJDgEAlOtqJq0QAAQSSvYBebaK/EnnG/E9FPwKUOVMGZ5+Uto1ryPXqa4n1S++hMnLSLPlg6RrZf/Cw5FBfm1zzsVLSuG5l5+c7/trtfP2w/trkNGnSyP333CE92j7jrDZxs0JF13FMfVvPpHcWOPu06FUp6dKmcb5RSO+r8qT6GuSYbwZKGKjoY/U5hoybrq7/H2eVTJ2qZZ2vdE6VKpWzWqZzv3Hy3Y9bnRU29Z4s7wRGLVXgUqFU4djwJ2f2rDL/o9WSMUN6qa++Erp+rUeSfdtzgwgggAACCCCAQDQKEKhEY6txzQgggAACyU4gZjXNiD7/v6ltsrtJbggBBBBAAAEEEEhGAgQqyagxuRUEEEAAgegVIFCJ3rbjyhFAAAEEEEAgZQoQqKTMdueuEUAAAQQCJkCgErAG4XIQQAABBBBAAIEwAgQqdBEEEEAAAQQQQAABBBBAAAEEEEDAUIBAxRCM4ggggAACCCCAAAIIIIAAAggggACBCn0AAQQQQAABBBBAAAEEEEAAAQQQMBQgUDEEozgCCCCAAAIIIIAAAggggAACCCBAoEIfQAABBBBAAAEEEEAAAQQQQAABBAwFCFQMwSiOAAIIIIAAAggggAACCCCAAAIIEKjQBxBAAAEEEEAAAQQQQAABBBBAAAFDAQIVQzCKI4AAAggggAACCCCAAAIIIIAAAgQq9AEEEEAAAQQQQAABBBBAAAEEEEDAUIBAxRCM4ggggAACCCCAAAIIIIAAAgggVECMJgAAAmlJREFUgACBCn0AAQQQQAABBBBAAAEEEEAAAQQQMBQgUDEEozgCCCCAAAIIIIAAAggggAACCCBAoEIfQAABBBBAAAEEEEAAAQQQQAABBAwFCFQMwSiOAAIIIIAAAggggAACCCCAAAIIEKjQBxBAAAEEEEAAAQQQQAABBBBAAAFDAQIVQzCKI4AAAggggAACCCCAAAIIIIAAAgQq9AEEEEAAAQQQQAABBBBAAAEEEEDAUIBAxRCM4ggggAACCCCAAAIIIIAAAggggACBCn0AAQQQQAABBBBAAAEEEEAAAQQQMBQgUDEEozgCCCCAAAIIIIAAAggggAACCCBAoEIfQAABBBBAAAEEEEAAAQQQQAABBAwFCFQMwSiOAAIIIIAAAggggAACCCCAAAIIEKjQBxBAAAEEEEAAAQQQQAABBBBAAAFDAQIVQzCKI4AAAggggAACCCCAAAIIIIAAAgQq9AEEEEAAAQQQQAABBBBAAAEEEEDAUIBAxRCM4ggggAACCCCAAAIIIIAAAggggACBCn0AAQQQQAABBBBAAAEEEEAAAQQQMBQgUDEEozgCCCCAAAIIIIAAAggggAACCCBAoEIfQAABBBBAAAEEEEAAAQQQQAABBAwFCFQMwSiOAAIIIIAAAggggAACCCCAAAIIEKjQBxBAAAEEEEAAAQQQQAABBBBAAAFDAQIVQzCKI4AAAggggAACCCCAAAIIIIAAAgQq9AEEEEAAAQQQQAABBBBAAAEEEEDAUIBAxRCM4ggggAACCCCAAAIIIIAAAggggACBCn0AAQQQQAABBBBAAAEEEEAAAQQQMBT4Py0JgrV2apnIAAAAAElFTkSuQmCC"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('contacts', 'Cumulative average # of Contacts Created')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "Creation Timeframe=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "guJSdMUpIkAHQEjzCw0lQNldWObV/yZADTaNCA6AKkA+1bl/LX8rQDrvRmduTyxAcFuCRboDLUAK3LctwaItQEDMJ8vdRy5AG/i3To7SLkBbgkW6A2IvQAIxnyx3HzBAy5stoFVtMECa/AApNq4wQIsybWQU+jBAbaauWXIzMUCVcYwhcnExQPWfExNurDFAZqCXRy39MUD0NEMFMDYyQK/dpjKOcTJA9bh3xACnMkDlB0ixce0yQBTZPIu2ITNAIVFk8yxaM0DA+aZTW6EzQNeHt8pZ0zNAcSm64pQONEDW4rXbVEY0QK1JoHZ6fTRA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "Creation Timeframe=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('contacts', 'Cumulative average # of Contacts Created')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
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"config": {
"plotlyServerURL": "https://plot.ly"
},
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value=%{y}",
"legendgroup": "emails_short_term",
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}
},
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"offsetgroup": "emails_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
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"hovertemplate": "timeframe=emails_medium_term
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"legendgroup": "emails_medium_term",
"marker": {
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"pattern": {
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"alignmentgroup": "True",
"hovertemplate": "timeframe=emails_long_term
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"legendgroup": "emails_long_term",
"marker": {
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"legend": {
"title": {
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('emails', 'Average # of Emails Sent')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=emails_short_term
category=%{x}
value=%{y}",
"legendgroup": "emails_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Emails: During free trial",
"offsetgroup": "emails_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "3EL1lAbvAkAWbUNHytUKQIOCgoKCggRA4QEFuOpxBUA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=emails_medium_term
category=%{x}
value=%{y}",
"legendgroup": "emails_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Emails: After trial, before 90 days",
"offsetgroup": "emails_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "7FCQc0QcEEA1hZ+P3m4wQExLS0tLSwVAQ12js4nEKEA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=emails_long_term
category=%{x}
value=%{y}",
"legendgroup": "emails_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Emails: After 90 days, first 6 months",
"offsetgroup": "emails_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('emails', 'Cumulative average # of Emails Sent')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('emails', 'Cumulative average # of Emails Sent')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_short_term
category=%{x}
value=%{y}",
"legendgroup": "sms_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Sms: During free trial",
"offsetgroup": "sms_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "EZYW5ukwAkAXjhB3/jEjQI2MjIyMjPQ/yGlvfqZmF0A=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_medium_term
category=%{x}
value=%{y}",
"legendgroup": "sms_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Sms: After trial, before 90 days",
"offsetgroup": "sms_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "TpU7nF8kBUCovitvtmBDQJybm5ubm7s/0tlEYlu+OUA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_long_term
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('sms', 'Average # of SMSs Sent')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_short_term
category=%{x}
value=%{y}",
"legendgroup": "sms_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Sms: During free trial",
"offsetgroup": "sms_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "EZYW5ukwAkAXjhB3/jEjQI2MjIyMjPQ/yGlvfqZmF0A=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_medium_term
category=%{x}
value=%{y}",
"legendgroup": "sms_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Sms: After trial, before 90 days",
"offsetgroup": "sms_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "sBUpwaSqE0Au4u8MNi1IQEdGRkZGRvY/RLTgAQWYP0A=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_long_term
category=%{x}
value=%{y}",
"legendgroup": "sms_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Sms: After 90 days, first 6 months",
"offsetgroup": "sms_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "z76i3Q8VFEDKi1ujEiJpQEdGRkZGRvY/aMEDCnCVTEA=",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('sms', 'Cumulative average # of SMSs Sent')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "O5yx1BR+FkAXjhB3/jEjQGn6bCJ6milAI7w0AWsQMEBX1gODC4kzQIDr5CgVITdAjhB3/jGIOkDoSLnaKxA+QI1CP2FX3UBArg9vlbPGQkBS6CfsqrdEQBBOyIPypEZA43uqc/96SEAz8ZjTynpKQM43ndoKg0xAertuMkx3TkB0ICguRTdQQFG/8T3VKVFAhiPEnX8cUkCSk4KHVBNTQGMEKA14B1RANzpzeyb/VECs3s9oPPdVQADfMtDL81ZAhsjFjITpV0CUxCG0y+JYQGYkzAb+3VlAVcYxhsjVWkAqwksTsMZbQOIQ2mXBtFxA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#19d3f3",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "6 month churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "nPbmZ2rGCEDIaW9+pmYXQIltee57SiBAX6hrdDZRJUDovqcUN6gqQBpGENY68i9Ah2jBAwqQMkCwf1ThWOI0QO3Nz9SMNzdApma8Sx+eOUDYP6pwLOE7QDGCsNaR7z1Ao1xMdjvpP0DyhbpGZ+NAQFlCBmZlzkFAqcKxhAysQkAuJrudpHFDQNWMd+nDH0RAeEABrnrMREBY68gX6mpFQE/SMIKw9kVAtInEtjx3RkDhAQW46vFGQARhrSNfaEdA1Yx36cPPR0Ccn6kZ7zJIQJaQgVmZk0hANYwgrHX0SEDpw1//qEJJQK/R2URii0lA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FF6692",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "74 day churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "Pz000jrB9T8Rlhbm6TACQK6b16i1XgdAjLvj52OCCkDWYxHLw2oNQMvhizNo4A9AkFy4leE4EUBTAzDlLAgSQKZnWDx3qRJAJGo86JgvE0DrfNtgFpMTQOR2dAFFpBNAjgCIewesE0C1uMqOvbATQF9C3giAuBNAwf4NKu+8E0B0rnYhM8ITQB44ipv1yRNA+Z81pu/TE0DOZD/j0NcTQJoD9KIw3hNAb8j93xHiE0DRhC0BgeYTQDJBXSLw6hNABwZnX9HuE0By6Ov9wfATQNzKcJyy8hNA06QbHzH1E0D6XF4y5/kTQIz3JeSNABRA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#B6E880",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "Free trial only",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "VVVVVVVV7T+NjIyMjIz0P2lpaWlpafU/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/RkZGRkZG9j9GRkZGRkb2P0ZGRkZGRvY/",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"legend": {
"title": {
"text": "User Group"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
{
"aaxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"baxis": {
"endlinecolor": "#2a3f5f",
"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
[
0.4444444444444444,
"#bd3786"
],
[
0.5555555555555556,
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],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
0.1111111111111111,
"#46039f"
],
[
0.2222222222222222,
"#7201a8"
],
[
0.3333333333333333,
"#9c179e"
],
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('sms', 'Cumulative average # of SMSs Sent')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=appointments_short_term
category=%{x}
value=%{y}",
"legendgroup": "appointments_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Appointments: During free trial",
"offsetgroup": "appointments_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "TSvhksjfN0AEB0BI80s9QCMjIyMjoylAVo/T3vz8QkA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=appointments_medium_term
category=%{x}
value=%{y}",
"legendgroup": "appointments_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Appointments: After trial, before 90 days",
"offsetgroup": "appointments_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "Kd/FqERvFkD8fPR23SRLQOzr6+vr6/M/W577nlLcS0A=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=appointments_long_term
category=%{x}
value=%{y}",
"legendgroup": "appointments_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Appointments: After 90 days, first 6 months",
"offsetgroup": "appointments_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "lybd+Iipvz8tXrtNZURpQAAAAAAAAAAAihv0inIhR0A=",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
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q6UH9ujRSd4F5y122FZUrlldDG4zDrogKObgCitEePHpKE2evpEPHz/I37M8018grrpQiB1oJCZJDvhyIr3GYwzr+Jt68iWAj366LoGLrOKztcXGGSIiSuD2kVW3ahw+qHSlJwnhW3xa/lGyuCUfN3SNycae+49TdsGvFWL3XVkFFxKulHM7jy3lcjPwyIkiImNGrQz2qwc4eaYagIuFJmdKnNo3PcDEsnz5Q3SsiqIjzxDIkpRiHeWVkF4f3gHbssBmpjhBzMUE6nMfhW+ICkvwtEkLkn6DSuWUNdbEYTZwe4kwSwUCcF9YEFQn/aVyrtOm+YuwYkZwmQ3t/ctZIk9w+t1l8WDSpn81ra+wxSy4SQiXiw5rZn4QtS9Fh666j1LHvWN2X5TnUJU/2n9R9E1Bbv+2AOmumj+quIWq2NBFU4seNRTNGfQqTkyYOsRHsjpG9LY4Vo505f5ldWX1N7zvJtyJuKgmTuvN/EfI9v1ce8XvG3CVjOTfZo0VZJBnm3tLPEMU1JeF5sr4i2ql4w/mCEn/7eb8bOWIQ8mPL6uIaEAABEAABEAABEAABEAABIeAUgkp79zEkB0n/mhzm5VBvVLcRcUHyQIzyaGs63Bouln2HT1PTLsPVARGO822YNwnNKVbgFz24G4fdFTMGcp6R7/QyccnUbTuQrl6/Q33YJfNzulT6LfqaLfvUlWIIKnU5/OMDh7/Mn+D+xaHwxu17KqjYOg7/5mskpJUDpcxDRBpxv0iCWmvNyI/SkEvjShiGeRN3yyp2kRzbNEV/bYugIgfmotU7aWUf/5qIXobTwxBUVrNAIGE7RjMO+fOYk+TVEEElIzMd0fdzuJZcW65BT3XjiIOmXttBKmBJ+Id5kzXoPnCSMk/IDgn/BBVLh4ytgorlfSKo5P0lI4ebNDENQQSVWywcyJxtXVv/9ph0KILK2QtXaO2cIdq/peggvxMnxtxlW/RZ4uKRqleunGtGXEr+NcNZ0ofFQsPVZHWz/P8FEVRkvSQnkdEkB46EF/mXoFneP27t67ILqTiHJC1UQUVCsIrm/0VFLklaXIcdZdYEFWOPSh4ccZKZNwn/krA6cSAZwsmh9ZM09M9o4pJBDpXAVhWvgwAIgAAIgAAIgAAIgAAImBP46gUVcT0U4cO75FQozKVezZuEzjTkcAs5TDZgsUDaLD7IjeGDnzguxk5fRps4V8XmhSM0YankfqjRop/mGfktb5YvdpIc0ORbb/8Ou5IIUw6Zlnko5IApB01DUJGwhYfsZDFypRgPkcOkiAHye1vHYTlAEYtExHj05Jm6KqTJQVZygMTjXBLROfeHtSo7cjAvUTCnn/AVub+D+1hO1npBnRrSbBFUDD7iJrEsq3ySw6c8RszUkBhJ+GoIKnPG9uL8Kp+T1UrOCxVzZg7ikKNkKqgkS5JAQ7jMW2GuIiT5RSRES1wk5y9doy28nuZt7rLNJCV4xdURjdcwJAUVW9fWHkHFmLuIfH+c/VvDoPYcOsUsB5vKaJvzEQHst0rtlLMRSmS5t25yUuHl7DiS95GEa/knqMxcuIGG+yzQZM1x/x/OZt5P/G9iazLdT+FsmcnT7XOo1LE/zqsgFpBDJWfpFnxfFs0XY9nCc5iaOJiM99vO5WM0f4rRRMSZsWA9Qn7w7yMIgAAIgAAIgAAIgAAIgIDNBL56QUUOUFL1Qw5Q/pVzbeM2mqvp3NWDuTQRYOQQLgdwyW1SocSv+k25NHFz/MqHvcql82tOD/MmoSTyjbzkF/HvsGscCMcO6mCqOiMH1SpcQejvKzc1r4fkVhnAYSQSziLfphsJQiV3iZGrRAQVW8fh3y6Qvi9fu22ak3wzL82l9udwFv/uE6HnCrtrJD+FiEvSxBUg4oMkN5UktNJsEVTE5SPhG5ZOEblfmBSs0p7KFMmjuTYMQcUyH40k8125YTft56os4vQRQeUxC0W+Zjk7jAo9csBu1aCiKZGvVBUyqtHIMyVs6cDRMyqi3X3A1aB4TsbB3ciFYotDRZ5nzMnafYE5VGxd26AIKkaSWpmrL+eKEeHJcE7J7yRHj4xL3D0S1uVfmzBzBY3nP5ahT3KthKxJONXfV27Q6lmemvvHP0FFhDdxYFlW0pLcN5I3JQk7icRBla14U6pduRh1N3NDSRJpqfhkKaiYz61ZFy/NgSNinJHnR8Yn+zYxO49kn4hTTRxrPkM6aeJno0nIkYQeIeTH3+XHL0EABEAABEAABEAABEAABPwh8FULKnI4k4O2JE2d4NnJ3w1gVOSZO743V/j5Xq9p0W2EOjnkgCWuBakOYjSpriMVR8TVUjBvVnrz9i0tXu2rpXolB4a4Kvw77IoLRMo2yzP6cXLMJ/yzJLxNmiiBlmGWvA/ioJFyryJKSD6WFg0qaGnfIePmkeRfkaop5lV+AhuHfxOWg6mEJhX8v8NGBCVJnGteqti/+6TCigghVcoUoIY1Smkp6BkL19NaDpeZ5e1mco8EJqhIfhipyCMun0Y1S/m7JuJQWc/liX2XjqbNOw5rUtq0KZNS60aVtMTvEU6q2tdrJucAyUv9u34KnZF1lso6khukBVfjkby5Xj4L6QBXclrNuTMkEaysaYVGbiymJKKebetomJfk6ZCcGh2aVlMO1qr8BCaoyBhFrJjMFY/E7SNhKuK0CGrIj8zl3+4xudcy5EfEIREqRJyShK9unlPpEgt4PXj+8r6QBLZSAnz15r3KyVo+FRHPpKqQCBKSlFlyDEnZ70tXb9GiVds1dEiEEsnJIs0/QUV+L3tI3FrCRUK7JHGtVOK5zDlO5L0mIqLsISmXLHl9xO0i76+nXFlp8ertmmC3fdOqFJsrFlnO7eI/N7QaUdUyBVmQKarVlqTCj7hiunElJEmEK0lqS3GIW/RoUbnSUAPdAyIySlJiKf0MQQX/ToIACIAACIAACIAACIAACNhK4KsWVPYe/oPkW2sRK8pyiWP/mhywfqvcTg+IRtlWI6dGZs7NYZnLRPoQAUQOoZLoMgofAKV0rYQUGQlorbkHdu4/oflSrvJhUdwozeuVo1L83MadhmqVFTlkVi5dQA+ok7mKzD12PIiYI+6MxRziIg6IBT59TNMIbBz+zVdKQEv4jLh1RHCScKhN8738zWtheb9USBER59zf10hCKORA3KZxJdMhWq4PTFCRHBaSGNSo6OLfGI+c/Iuk8o2EfEh5ZhErpnh1IQkZkdciRoygFYl6dahvqsYkgoqU4ZUxzeHS0HfvPaKUHOLRlZPvSviI0cQNNJITox48foZeczleSY4qh2+j6sy/FVSkalSnvuO1DHHD6qW0tPS/FVTs2WOWgorsJQlnEWZSYloEvVG8Bjv3HVc3VgwWLCQ5cWvev1KyOqAm+0WEFxEgzv99nZ6zs0ScH8JXRDbzyknWBBURcIxQOnEDfcOlu0WEkT0uwo+0f1ikkXCuPzgJtAgqlUrlp3YuVfS9I6FeUrpaSmhbzk3GIcKfOGlEmJQmYT61KhXxk0RaXhs4eo5eI/MvWzQvC6HJtZS6uJSM6lq2fojiOhAAARAAARAAARAAARAAAeck8FULKmF1ScVJEZu//Y/Eh2CjlefkqiIWmFeHCavzC8q4jZAfKdcszhJrTQUVFsCcjU9QWOJaEAABEAABEAABEAABEAABEAABxxGAoOI4lg7p6S92f1Rxcddv5SXBpzhBxBEwc9EGDq3xW4bZIQ8M5Z1AUAnlC4ThgQAIgAAIgAAIgAAIgAAIgICTEoCgEgoXXkJrJs1ZxRVprmsC2DScP0TCgyyrFIXCoTt8SBBUHI4UHYIACIAACIAACIAACIAACIAACDiAAAQVB0BEFyAAAiAAAiAAAiAAAiAAAiAAAiAAAs5FAIKKc603ZgsCIAACIAACIAACIAACIAACIAACIOAAAhBUHAARXYAACIAACIAACIAACIAACIAACIAACDgXAQgqzrXemC0IgAAIgAAIgAAIgAAIgAAIgAAIgIADCEBQcQBEdAECIAACIAACIAACIAACIAACIAACIOBcBCCoONd6Y7YgAAIgAAIgAAIgAAIgAAIgAAIgAAIOIABBxQEQ0QUIgAAIgAAIgAAIgAAIgAAIgAAIgIBzEYCg4lzrjdmCAAiAAAiAAAiAAAiAAAiAAAiAAAg4gAAEFQdARBcgAAIgAAIgAAIgAAIgAAIgAAIgAALORQCCinOtN2YLAiAAAiAAAiAAAiAAAiAAAiAAAiDgAAIQVBwAEV2AAAiAAAiAAAiAAAiAAAiAAAiAAAg4FwEIKs613pgtCIAACIAACIAACIAACIAACIAACICAAwhAUHEARHQBAiAAAiAAAiAAAiAAAiAAAiAAAiDgXAQgqDjXemO2IAACIAACIAACIAACIAACIAACIAACDiAAQcUBENEFCIAACIAACIAACIAACIAACIAACICAcxGAoOJc643ZggAIgAAIgAAIgAAIgAAIgAAIgAAIOIAABBUHQEQXIAACIAACIAACIAACIAACIAACIAACzkUAgopzrTdmCwIgAAIgAAIgAAIgAAIgAAIgAAIg4AACEFQcABFdgAAIgAAIgAAIgAAIgAAIgAAIgAAIOBcBCCrOtd6YLQiAAAiAAAiAAAiAAAiAAAiAAAiAgAMIQFBxAER0AQIgAAIgAAIgAAIgAAIgAAIgAAIg4FwEIKg413pjtiAAAiAAAiAAAiAAAiAAAiAAAiAAAg4gAEHFARDRBQiAAAiAAAiAAAiAAAiAAAiAAAiAgHMRgKDiXOuN2YIACIAACIAACIAACIAACIAACIAACDiAAAQVB0BEFyAAAiAAAiAAAiAAAiAAAiAAAiAAAs5FAIKKc603ZgsCIAACIAACIAACIAACIAACIAACIOAAAhBUHAARXYAACIAACIAACIAACIAACIAACIAACDgXAQgqzrXemC0IgAAIgAAIgAAIgAAIgAAIgAAIgIADCEBQcQBEdAECIAACIAACIAACIAACIAACIAACIOBcBCCoONd6Y7YgAAIgAAIgAAIgAAIgAAIgAAIgAAIOIABBxQEQ0QUIgAAIgAAIgAAIgAAIgAAIgAAIgIBzEYCg4lzrjdmCAAiAAAiAAAiAAAiAAAiAAAiAAAg4gAAEFQdARBcgAAIgAAIgAAIgAAIgAAIgAAIgAALORQCCinOtN2YLAiAAAiAAAiAAAiAAAiAAAiAAAiDgAAIQVBwAEV2AAAiAAAiAAAiAAAiAAAiAAAiAAAg4FwEIKs613pgtCIAACIAACIAACIAACIAACIAACICAAwhAUHEARHQBAiAAAiAAAiAAAiAAAiAAAiAAAiDgXAQgqDjXemO2IAACIAACIAACIAACIAACIAACIAACDiAAQcUBENEFCIAACIAACIAACIAACIAACIAACICAcxGAoOJc643ZggAIgAAIgAAIgAAIgAAIgAAIgAAIOIAABBUHQEQXIAACIAACIAACIAACIAACIAACIAACzkUAgopzrTdmCwIgAAIgAAIgAAIgAAIgAAIgAAIg4AACEFQcABFdgAAIgAAIgAAIgAAIgAAIgAAIgAAIOBcBCCrOtd6YLQiAAAiAAAiAAAiAAAiAAAiAAAiAgAMIQFBxAER0AQIgAAIgAAIgAAIgAAIgAAIgAAIg4FwEIKg413pjtiAAAiAAAiAAAiAAAiAAAiAAAiAAAg4gAEHFARDRBQiAAAiAAAiAAAiAAAiAAAiAAAiAgHMRgKBi53rfuP/Szh5wOwiAAAiAAAiAAAiAAAg4N4Gk8aM5NwDMHgRAIEwSgKBi57JBULETIG4HARAAARAAARAAARBwegIQVJx+CwAACIRJAhBU7Fw2CCp2AsTtIAACIAACIAACIAACTk8AgorTbwEAAIEwSQCCip3LBkHFToC4HQRAAARAAARAAARAwOkJQFBx+i0AACAQJglAULFz2SCo2AkQt4MACIAACIAACIAACDg9AQgqTr8FAAAEwiQBCCp2LhsEFcFOa0AAACAASURBVDsB4nYQAAEQAAEQAAEQAAGnJwBBxem3AACAQJgk4HSCyrbdR2nEpEV09/4jSpc2OXl0bUJpUiTRxZsydw3NWrSR3r1/T2WK5qFe7etRhAjh6cr1O+TmOYXOnL9MyRInoP7dmlDWjN/rPRBUwuS+x6BBAARAAARAAARAAARCEQEIKqFoMTAUEAABmwk4laBy++5DqtDIjSYN60yZM6SlsdOX0fHT52nGqB60/8if1HvYNJrl3ZPixIpBrXqMYlElN9WuVJTqtxtEv+bMRC51ytKOfcdp8JjfaeN8L4oUMQIEFZu3Gi4EARAAARAAARAAARAAAf8JfE2CytZdR8l9+DTau2r8f77cVVzcqWrZglS3SjGHP1vOS90HTaKoUSLzWWi4w/tHhyAQFgk4naBy8sxFKv5bDl0rcZy0cRtN2xaPov6jZlOShPGoWd1y+tr2vcfUrTKib2sqVacr7VszgSJGiKCvVWvWl7q3qU05s6aHoBIWdz3GDAIgAAIgAAIgAAIgEKoIOEpQ+fDhI81dtpmWr99F/1y9RVEiR6If2ZXeqGYpKpwvW7DNef6KrVSNhYxIkSLSw8dP6dKVW5Q90w8Ofd7sxRtp6Pj5Vvts16QK5c+dib6N9w0l+jauQ58tnbV186bo0aJQH9eGFDNGNIf3jw5BICwScCpBxXKBps1fR+cuXKFh7i3JpfMwqlWxiElsuXTlJjXuNJRG9mtD/UfOohUzBppu79Lfh3Jnz0DVyxWCoBIWdz3GDAIgAAIgAAIgAAKhgMC5Nw+p94MDoWAk/24IZWKkpMaxMvy7my3ucpSg0nWAD+0+cIraNK6sX36+efOWNu88TDMXbaC+ro3YvfGbnydLqL/xpem/ncjLV28oT9lW/AXseBYcov7bbgK97+mzFyrWSBPnfaOOQ2jiUFdK+V0i/V2c2DHVaR9cTVz7v+XJYvoC2njOx48fif+fwocPF1yPRr8gEGoJOK2gsvvgKRrArpQ5Y3tRwgTfUN02A6lF/fL6ISHtxq17VKlJbxrdvy15T1lKCyf1NS1iryFTVeluWL0kvXrzPtQuLgYGAiAAAiBA9P79R86Hhf+Rh70AAiAQ+ghse3idyl5bG/oGZuOImsfJSKO+y+eQg3TUyJ+c4Pa0nftPaNj+zNE9VEwxb3OXbaEbt+9R11a11OUh4sTjp8/pyMlzGprzmoUX+f2G7QfoI7tcfk6fhnp1qEepkifWbk6dvURDx82jsxcuc8hLFCpaILvmW5SWp1xrvT9a1MjUrU0div9NbD8hP4eOn6URExfSxcs3KUG82FSlzG/kUrusctux74SmExB3ybT5a+nBo6eUMV0qGta7ZYAukOt8VilRq4t+6ftD6u9MUzUP+Rnus4AePX5GUThEZ/eBk/Tm7Tvq3bE+izEPaOHK7SrONKxRippyWgPj/COu/cMnzvKzo/O5KDN1a11bx1G/3WA69sd5Fp/Cs/slHnVvW4eGT5hP1fgL5nEzltP8Ce70Y5rkNGryYlq9ea+yTc3surGrP0/2n7T/Gi36UZkieWjv4T/o3MWr9E2cmDSiT2uavWQjHTh6ht5/+EADOL9l3hwZAx2PPfsE94KAIwk4paCyZss+8pm1knyGdKIUyT4puk27DKcqpX/TvCnS5E3eotsIGuXRhnoPnUZr5wwxcW/vPoYK5M6sDpX7T147cj3QFwiAAAiAgIMJyLdm4aCnOJgqugMBEHAEgb3PblGFm+sc0VWI9NGMBZXB3+Z2yGds/NhR7J6D/G/2y9du6RemAbURExfpoV+EhFKFc7HIEYe8WPA4+edF8uIDfpzYMWji7FW0ftsBWjPHkyKED0/FanSm0nxOaNOoMt1/+Jia8dmhRvnC1LhWaRZZrlDVpn3o0PqJ6lAxz6EiTpKSnD5AxJmKJX6lv9kFL2cMl9plqAF/ObuL3TRytqhZobCmFHj56jVVbNyb6lctrq9ba7YIKiO5EMeCldtogmcnypElHY2eskR/blCtBLVuVIkOHDuj89i5bIyKG7VaelAWLrzRoWk1FojeUI9Bkyl+3Ng0uGczHUa9toOoYN5PDpVdLNB0HTCRShXKRS0aVKAEfN3KjXvIe+oSmsk5KaWQx7zlW2jq3LW0Y5m3hkLVatWfnj1/yfkru1M8Fp3EYXPx8nU+b7Wl3Nky0LjpyzXtwtKp/fV5gY3H7g2DDkDAAQScTlCRKj9jpi2jqSO66oen0QZ5z6Fv2CYn9kBp67YeoKVrd5BX31b6Abpn1ThNwCStbP0eNIAr/WTP9CNCfhywCdEFCIAACIAACIAACDgjgUOvblOlW+vD7NSbxf6J+sXL5ZDxOyLkp2EHT63e2bdzowDHJELD+u0HafMCL71OQlZylWlJ4wd3olzZPjlb3r//QLnLtmQxwlV/J86RmNGjUmTOySJNzg7yO8m3GJCgMnXeWlrLX+Yun/45fYAIG+LSWDSpnwoqLbuPoD0rx6moIa3H4MnsdonCIUoNrc7DVkFl/9E/9TnSjGeJI0dEo7fv3lPWYi76+gdmUL/tQBaFJqn4IU0Epnoc5nN00xQNi/IrqHwatzBMyuKJNHHpvHj5iuLGiaU/izvm14ptafXsT+sigsovmX9Ul5A0WYed+0+aUivsO3xaxSUZgziCAhuPQzYeOgEBOwk4laAi1rPKHMYze4wbfZfkWz/ojp76i7qxyiqvxWBbW/MuXlSDlWKJs5T8Kr9kTqdq7Ebfg6y8LqX1c4fqBwvKJtu5A3E7CIAACIAACIAACDgpAQgqnxfeEYKKi+swSpYkAfXnsJGAmhzkT//1D00b0U0vu3v/ERWq2tHfWwZ2d6HKpQvQtj3HaMaCdXTzzgO97gmfK8RVMXZQhwAFlX5eMzn85Zm6MIy2dO1ODQHau3q8ihwd+4ylIxsnm153HzadBZ33JmeIfwOzVVD5m8OMxg3uoF0cPHaWmncdTse3TDN1malIY61yKvOSs5B/bROLJuI4sRRU2nJxjxNbP/f1+MlzGs0OFQlxesVOG2nSrzhO0n+fQgWV0kVya9oEaeM5VOj46Ys0xauL/iznMRHFTm2bQWu37g90PE76sYFphzICTiWoSLZvsQIaqquxFr5LRqsiPIszZ0+du0bV2kql8qvtLhz7xG/evq8lwk6f+4eSJ01Ig3o01dhGaRBUQtmOxnBAAARAAARAAARAIIwQgKDyeaEcIah4jJipQonhyLDcBkYCWhFUzl+6ruH/0u49eEwFq3QwHfwt75NiFZU4DKc/O9TLF/+UM0byrVy7cccmQeXJs+da6MJoS9bsoJGTF2nuFhFUOvUdS4c3BI+gImMX0UeaCirdvOj45qmmsRiCioQm9WN+B9b6WH33WAoqluMWZ83la7dpzIB29G38bzS8Jzcn6zUXVMqwoGKEMomgcoJdMJOHfymoSLhVYOMJI29zDPMrJ+BUgkpwrCUEleCgij5BAARAAARAAARA4OsnAEHFsYLK/iN/qrN8/OCOVChfVj8bSHKHLF+3ixZM7KOJU80FFbkwZ+mW5N6pPlXgPCdGExeIODNWbdqj92znL2GN1qD9YK2oE5hDZTq7WlZv2usn5EfytRw+cY4W+PQJNYJKlMiRNWnslkUjKUnCeDrNFy9f06vXbzjfyacQnsAElZK1u6qjv1q5gnq9hBuJa+jfCCryRXZg4/n6PyEww7BAAIKKnasEQcVOgLgdBEAABEAABEAABJyUAAQVxwoq0pu40SVEv1XDipQvx8/qPN/ke4jmcCWZIb1aaBJaS4eK3Ccih+RaFDHmO3akL1njS2M4zF8EBjncS/LWZdP6q1t9Ahe3kIqhUvFmwcS+JC6Qcg16alXQ1MmTkAg77sOnqQNF3C9SjUeq64i7RfKttOwxktpzVZ+aFYuEGkFFckPWbOFBiRLG5Uo7LurC8Rw7V8szTxv5KTQqMEFFwnWSJIpPg3s0YyY3aLjPQpK8KGMHtddKqhLyY6tDRZ4X2Hic9GMD0w5lBCCo2LkgEFTsBIjbQQAEQAAEQAAEQMBJCUBQcbygIglmF6/2pcUcViOH+kgRI1Lmn9Kqc0Iq3UjzT1ARJ4aE8YgY8/r1W0qXNjn14NLAcq80KScsyWWjR4tCdasUp/y5MlET16Gfqud4tNNQmmOnznOBi0qUMlliP2WTJazHa+ICunL9jro/6lQuxn0U09QCoSXkRwSVazfv0sDRc7RscgTOFSnljt07NTAV8ghMUJFEsr08p3DelPuU4YeUNLB7U5o0ZxVt2XWEw6tcaRiXWQ6KoBLYeJz0YwPTDmUEIKjYuSAQVOwEiNtBAARAAARAAARAwEkJQFBxvKDipFsJ0wYBEAghAhBU7AQPQcVOgLgdBEAABEAABEAABJyUAAQVCCpOuvUxbRD4aghAULFzKSGo2AkQt4MACIAACIAACICAkxKAoAJBxUm3PqYNAl8NAQgqdi4lBBU7AeJ2EAABEAABEAABEHBSAhBUIKg46dbHtEHgqyEAQcXOpYSgYidA3A4CIAACIAACIAACTkoAggoEFSfd+pg2CHw1BCCo2LmUEFTsBIjbQQAEQAAEQAAEQMBJCUBQgaDipFsf0waBr4YABBU7lxKCip0AcTsIgAAIgAAIgAAIOCkBCCoQVJx062PaIPDVEICgYudSQlCxEyBuBwEQAAEQAAEQAAEnJQBBBYKKk259TBsEvhoCEFTsXEoIKnYCxO0gAAIgAAIgAAIg4KQEIKiEnKBy895rev4svM07L2YMosTfRrL5elwIAiDgHAQgqNi5zhBU7ASI20EABEAABEAABEDASQlAUAk5QeXwyTc0cVo4m3deS5ePlCNzZJuvx4UgAALOQQCCip3rDEHFToC4HQRAAARAAARAAASclAAEFecSVHz3HqduAydSH9eGVK5Y3mDb9a16jKIyRXJT+RL5rD7j3fv3tGHbQSpXPPjGYTz8yvXbdO/BY8qe6cd/NWfvqUtp6rw1FCFCBAoXLhwlTRSfyhbNQ83qlqNIkSIGqc8ZC9bT31du0oBuTYJ0n7WLV27cQ4O851CtikXItUUNh/Rp3sm+w6cpdcok7I6K90Xftqzz7MUb6fyl6w6br8Mn+BV0CEHFzkWEoGInQNwOAiAAAiAAAiAAAk5KAIKKcwkqHfuMozy//ERbdx2lKV5dgm3XP3n2gqJEjqR/rLUz5y/TqMmLafLw4BuH8exZfKh/8+atCiD/pomgIoKMiCDSz9kLV8hz3DyKEysGTRzqanOX799/oDdv39F7FpNixohm830BXdjBfSzlypae6lYp7ueyDx8+UvjwtjugrD2jrZs3NatXjrL8lPaL/p+9eBnoOkNQccgyB9gJBBU7GUNQsRMgbgcBEAABEAABEAABJyUAQcV5BJXHT55T7db9ae2cIVShoRtNG9mdEib4RgG07jmK0qZMRn/+9Q/de/iYMv6Yijy6NqFIESNQztItqEX9CrTn0Cm6c+8R1ahQmBpWL0lyYB87fRlt9D2ofWRKn4bcOzVQocDcuZCnXGtybV6dNu08TNdu3KUqZQro4V/G8OTZc8qcIS2PpRvJde1dqrLYc4Qus6OkZ9u65LvvOLsbruk4Jg3rTNGjRaV/rt6ivl4zVOCQn93a16VsP/9Ac5ZsonMXr6rgceXGHRYtPpB3/7b6d9e+4yki91G5dAEdf49Bk/n+R3pN9fKFVGgR10jFRm50atuMLz4NzAUV40XhWbpuNxrZr42KVFmLN6UtC0dQgnhx9BLj5zVb9tH5v6+RCEi/5cmiIozhUGnXe4yyPn76At2684CSJ0tIoz3ashMmPPP+gwaOnkMR+e8y5mnz19Hc8b0pWeIEpvFN/n01TZm7lmLFjEZVSv9GZy5cph9Sf0crNuxW8UccOQNGz6YTpy8qw7pVilFNdrJIs8bRfPJT562lcTOWU6IEcalLq5rar3n/85ZvNTmRTp29RP1HzqInT5+ryNKrY33KnS0DQVAJ/n9cIKjYyRiCip0AcTsIgAAIgAAIgAAIOCkBCCrOI6jI4ffu/UfUoWlV8pm9Ug+9TWqVUQDtennTYz4Izxzdkz58/EB1Wg+gBtVKajhO7rKt9CAuYofcLyLC6lmedOyPC3zIX0tzxvaiaFEjU/eBkygRh4V0blnDj6CSr0IbqlG+MHVsVo1u331IJWt3oX1rfGjn/hO0dO0Ok0NFrnOpXZb/lKFFq33Jc+xcWjljIKVIlogadxpC1csVpjJFc1PVpn2oVqUi/HMhkkO8jH3zAi+9Z/zM5bRq5mAVNTxGzKQ4sWPqc0WYSPRtXBVO5O/yessGFegpO2nch01X8UFEjP1Hz1CRX7PZJKjIRa79JlDqFImpXZMqVgUVEZx8Zq2i+T7ulDxpQjIP+RHH0MPHT2nqiG4UnkOJKjfpTT3a1WEh4icqVtOVx+VC+XNlovEsakxi8WQTz9My9EbmX6JgTg2vErfKg0dP2H3UlaJGiUxD2EUj/Q9xa04iAFVv0Y/GDmxP6b9PYZWjZQhThUa9lI84VCz7NxfOqjXrS/WrlaCKJX+ltVv304SZK1S8g6AS/P+4QFCxkzEEFTsB4nYQAAEQAAEQAAEQcFICEFScR1Cp2cKDPHs1pzQpktC1m3dJQjlWsGBhCCo5sqZX54m0MdOWstPgBfUWlwELKjNH96AMP6TU1+q3G0T1qpagbXuOUvq0KahxrdL6+90HT2kIz9Kp/b8QVKaxYGDcn5edKIuneNDpc/98IajM9naj71Mno/1H/tS8IKtne2rffYZPp7SpklGJ33JQ+YY96eC6SaZwlhosEnRtVYv+YheI5PsYN7iD3vP70s36DE+3Zn4ElUlzVtPew39Ql5Y1KWO61DaFxfjnUJFniGAhTh1xyVhzqGz0PUQ72GljhDZZCirZMv1g4t7efQwVzpeNsmb8XkWtfWsm6FzEjVOwSgfaunhkgIKKCDQZ06UyhTaVqNWFvPq0osz/D9cZ7rOAYrCrR5w61jjm5H1g3swFFcv+zQWVV6/fsAsmogpTIrwVq9GZTmydBkHlP/i3BYKKnZAhqNgJELeDAAiAAAiAAAiAgJMSgKDyeeGTxndMTgtbt9J/WeXn4j/XqRK7HyRExmgvXr6ihRP70k8cciIuhyL5s+tBW9r0Bevo7PkrNMy9pQoqy6YNMIWatOw+kooWyE6bfA+rY8S4R9wi7Xt70/Ylo78QVBb49FGniTRxosjPZ7h/S4fK4ske+pyDx86SHP4XT+6n94jbRO7PyblCarfqr04Yo7189Zr6dGqoosPJPy/S0N4t9KW5y7aYfjZ3qEgyXBE11m7Zr24OlzplTYKGtbWzJqi49huvbo/m9coHKKic4JAeYSnNUlARB0q1cgX1NREs5Oe0qZJSz8FTaMO8YaYhZS3mQhvmDw9UUPk118/q3pGWo1RzDgeKrsl0pb3l/C2lCudSN4s1jiUL5fSDwVJQMe/fXFBZt/UAzV+xhd6+e6+hVGc5/EjCp+BQsbarHPd7CCp2soSgYidA3A4CIAACIAACIAACTkoAgsrnhf+aBZURExdR7FjR/SRllUStN27do57t6qqg8kvmdNSoZikFMnrKEhLBxa19PRVUpnO+FXE+SBPnhLhStnCukx/TJNcQHWm7DpwkER6WsPvE/KBtCCiOEFRKs4BTkUNQDqz1+eIday6gyIvWBBXzGy9fu02NOnrS+MEdVViy1vwTVCSUpmTtrjRjVA9l80vJ5iqAfBv/GxUuxLGyY5k355g55EfosUVQEYdKQx7XnpXjdEhBcaiYCzSl6nSj0ZxHRkQf83br7gOrHC0ZWAoq5v0b65yLc6WU4lAwWfu0KZOS9F+8ZmcIKv/RvysQVOwEDUHFToC4HQRAAARAAARAAASclAAElc8L/7UKKuIWKFrDlaaP6q7hPkaTsB9xKWxfOpo6sTPi3sMnLA5017LAEkbTumElEreCCCqVSuVX4eUqJ3it1Li3CgdHTv7FCVHX0O/jems+ls4e4ykNH6Yln4gtgsoFLqU7hZOezuNEq/JMEV4Cc6iIkCO5OuS/Urb4waOnnGvld/Lo0piWr99t1aEioTmRubyxlBXu0t+H83zkpwK5M9FrTmBbjXOyGKFQtuRQ+fjxo5YBFtdM0sTxabh7K0Vaum53dso0oLw5MtLqTXupp+cU8mW2/0ZQqcAOEgnxGTuoA+XIkk4FLnENBZZDxXC4GI6XoePn0ytx8HCZ7He8D0ZOWqTlskUAssbR3MUk85KcNR2bVVdelv0b65z+hxQsTA2h7YtHqRtm1JTF6sQ5snEyLVq1HWWTg/nfFwgqdgKGoGInQNwOAiAAAiAAAiAAAk5KAILK1y+o7DpwinN9zNUEoZatiou7JpuV0JtUyZPQoeNnOP/FY5KwDjmER+TDsQgqLeqXp5Ub99CzZy+pad2yVLtSUT9Vflhj0IO/iC7Ro0WxSVCRg3utlh70/sMHDROyVVCR6jT9WMyQqjgixDSqUVIr1wTkUJGcKR3cx3F+kqxUn/PESDWaR0+eaSJYES/aNK4caJWfqfPWmEJnxIVSscSv1LJhBWUkbcP2gyp8JEkUj37LnYVmLtpAiyb1UyePeSiSLQ4VEUQkhGbkpIUasiO8R7AYIgl3JbmueTNPSmspeDx/8Urzxxz74zwLKu+pUN6s1L1tHa34Y42j5R6ZMGslzVy4XpMZHzp+TkOSDMHGXDiTEKVDJ85qFaOurWtxIt0VvEc+qCgnApQktkULHgIQVOzkCkHFToC4HQRAAARAAARAAASclAAEla9fULFla8uhvGShXFrVx7KJoOLfQd6WfnHNvycgThhpIhqJyyhrcRdNxisVldBAwJzAfyqolK3fwyb67ziZzkZO+hMWGgSVsLBKGCMIgAAIgAAIgAAIhD4CEFRCTlA5e/ENXbvx6dBsS/s2XgTKkjGiLZcG+Rpzl4PlzSKorJw56ItkqEF+CG4IEoHqzftR9fKFuOR0IVqxYTfNYsfL8umfqjKhgYA5gf9UUFmyZofp2ZLVWeqVF/k1O6X8LqHGlV26fJN2HjhBTeuUozqVi4aJlYKgEiaWCYMEARAAARAAARAAgVBHAILK5yX5r3OohKbNAEElNK3Gp7FImI7HiFn07PkLihc3tuaJMUpPh77RYkQhSeA/FVTMJ+rSeZgm2MmUPrWf+Uv98mmc9GeqV9eQ5GLzsyGo2IwKF4IACIAACIAACIAACJgRgKACQQVvCBAAgbBNIMQElewlmtH+NRMoMmelNm9Pn73QrMpHN00JE2QhqISJZcIgQQAEQAAEQAAEQCDUEYCgAkEl1G1KDAgEQCBIBEJMUKnYuBcVK/AL104vq9mopUm99YmzV5HvvhOcfGlQkCYSUhdDUAkp8nguCIAACIAACIAACIRtAhBUIKiE7R2M0YMACISYoHL01Hnq1HccPXz8lL6JHZMkk7KUz4oWNYrW/M6dLUOYWB0IKmFimTBIEAABEAABEAABEAh1BCCoQFAJdZsSAwIBEAgSgRATVGSUb7mazzEWVu7ce0hv3r6lb+PHpV8y/8COlahBmkRIXgxBJSTp49kgAAIgAAIgAAIgEHYJQFCBoBJ2dy9GDgIgIARCVFB59/49HT15nq7fukuVSxfQFXn+4hXFiA5BBdsTBEAABEAABEAABEDg6yYAQSXkBJV7d59QpMd3bd5g4WLFodiJEth8PS4EARBwDgIhJqhcunKTWvUYRfcePKKXr97Qad+ZLKzco2pN+9CkYZ0p809pw8QKwKESJpYJgwQBEAABEAABEACBUEcAgkrICSoPDx2kcMNdbd4TH7uOpLg5c9l8PS4EARBwDgIhJqg07TKcMmdIQ20aVabMRZuooCJt7rLNtG7rAZo7vneYWAEIKmFimTBIEAABEAABEAABEAh1BCCoOJeg4rv3OHUbOJH6uDakcsXyBtt+lC+tyxTJTeVL5LP6DIkU2LDtIJUrHnzjMB5+5fpt/hL9MWXP9KNdc7bG76+/r1GLbl6UJGF8mj3WzSHz2nf4NKVOmYQSfxvvizHbwnf24o10/tJ1GtCtSYBzzl22Fa3kYiz+PcfajebznTfB3S6m/t38+Mlz8hg5i/YfPU3RokShrq1rUanCn8TEK9fvkJvnFDpz/jIlS5yA+vP8smb8PtAx/Jt5BtppKLkgxASVvOVak+8yb4rCZZMzFmpkElQkr0recq3o8IbJwYJIPjxGT1lCMxasp90rx1LcOLH0ObsOnGLHzEiKGDGC6bldW9WiulWKBbhxIKgEyzKhUxAAARAAARAAARD46glAUHEuQaVjn3GU55efaOuuozTFq0uw7e8nz17oGUv+WGtyIB41eTFNHh584zCePYvFhTdv3lKzuuXsmrM1fvKF/MFjZ8l7QDs96Ad1Xu/ff6AIEcL7GVtbN29qVq8cZbGImvjw4SM9e/EyUL7BKaiYz9dWoDLu8OHD2XS5+7DpHEHymjx7NiMRb1w6D6Pl0weyYBWP6rcbRL/mzEQudcrSjn3HafCY32njfC+KZHaG9u8hEFRsQh+0i/KVb6Nq3Lfxv/EjqPzNoUCyUHtWjgtahzZe3a6XN6X/PgVNnLOKdi4fYxJUxBWzeechGuXR9oueAto4EFRsBI/LQAAEQAAEQAAEQAAE/BCAoOI8gop861+7dX9aO2cIVWjoRtNGdqeECb5RAK17jqK0KZPRn3/9Q/cePqaMP6Yij65N9JCas3QLalG/Au05dIoLeTyiGhUKU8PqJUkOyGOnL6ONvge1j0zp05B7pwYUM0Y0TatgOFTy8JfYrs2r06adh+najbtUpUwB/sK4uI7hybPnHDGQlsfSjeS69i5VWew5QpfZUdKzbV3y5QPz+UvXdBySkkEKh/xz9Rb19ZqhjhP52a19Xcr28w80Z8kmOnfxqgonV27cIREpvPu31b+79h2vX1pLzkwZbGbL6gAAIABJREFUf49BkzXtg1xTvXwhFVrkDFixkRud2jbD308Ja/z2Hv6Deg6eos/NmD4VXbp8y8+8rI135qINdJ7FAhFgfsuThTo2q2Z67tR5a2ncjOWUKEFc6tKqJq3YsJt+SP2d/lccJ/OWbzXxPXX2EvVnN8eTp89VZOnVsb5Wqw2KoNKS13fRal968fIVNa5VmhrVKKVjmTRnNa3atIfChQtHebL/RN3b1KZDJ86a5pslY1qa4OlqdR+0cRvtZ9ziEBowejadOH1R11SMAzUrFvmCd/FaXWhkvza8p1Lra509Jqi7SFwqpep0pX1rJlDECJ9MCNWa9dVx5cya3k8/uw+eokHec1jECa8uqFmLNtKKGQOV6dDx82nb7qP0gav85uL7xOWym80NI1ngW8X6gNGk79YNK1KUKJFp2IT5usaRIkbUNZE1Cy0txBwqHiNm0iV+Q7ZpVIkadRxCS6f21zfhxNmrKF+OjPqBEBzt7IUrKqhkKtLYj6CyaNV2kjeEpS3r/sMnAW4cCCrBsUroEwRAAARAAARAAAS+fgIQVD6vcdL40f7TBf+vc6jIIfzu/UfUoWlV8pm9Ug/fTWqV0TnLF76P+UA+c3RPPmR+oDqtB1CDaiX1ICrf7MvBV8QOub903W60epYnHfvjAk2bv5bmjO1F0aJGpu4DJ1EiDk/p3LKGH0ElX4U2VKN8YRUMbt99SCVrd+EDsQ/t3H+Clq7dYXKoyHUutcvynzJ6uPccO5dW8gE4RbJE1LjTEKperjCVKZqbqnK+y1qVivDPhfTsJGPfvMBL7xk/czkfiAdTgnhxSM56cWLH1OcOHD2HxxZXhRP5u7zeskEFespOGnFDyPlLHCL7j56hIr9m83cfBMTPXLzY6HvIz7ysj3c7+cxaRfN93Cl50oRfPLNCo146LnGodHAfSw8ePWFXUVeKyod7c8FKDv31q5WgiiV/pbVb99OEmStUNAuKoFKyUE7y6NJYoyIqNelN6/h+EXokqkLSYIhw1bHvOBVq6lUt7qdvMQVY2weW4x4ybh49fPyUhrg1JxGoqrfoR2MHttezsXkrWbsrefVtbRJUeg+dpkVjShbKpeKRCCNG69Lfh3Jnz6D7wWgilBWt4UoDu7tQ/lyZaMHKbbruWxaN+OQgmrSYFk/xIPHL1GzpwfuiPBUvmIMKVmlPM0b1oHRpk9PN2/eVxS42QFRr3o/6dW6ooo6c5ect30L9WXAMLS3EBJVXr9+omiZCxouXr5WHbJZarJK1bVI5QIuaI+BZCiqiRG7ecZhe8rge8UaTxe/Vob6KPAFtHAgqjlgN9AECIAACIAACIAACzkcAgorzCCo1W3iQZ6/mlCZFErp28y5JSIlxMBVRIgd/Uy/OE2ljpi1lx8ML6i1uBxZUZo7uQRl+SKmviXO+XtUStG3PUUqfNoU6GqSJI0BCXeRLavMDvwgl00Z0M90vaRfkMHv63D9fCCqzvd3o+9TJaP+RP9VdsHq2p/bdZ/h0SpsqGZX4LQeVb9iTDq6bZAofqcGHckmTIKEhkndk3OAOes/vSzfrMzzdmvkRVMR1Ia6SLi1rUsZ0qW0OQwmInzVBRQ7lAY1XQlashTyZCyoSapQxXSpTyJI5XznTimtCBCERvIrV6Ewntk4LkqAyhcOujIIsIqY1ZIfKrgMnKVXyxNSUQ2uk7dh3gmYsXK97wXy+3QdNsroPLMddgp0nXn1amZ413GcBxeDzd2s2OJi3fl4zNaxJQn4uXr7B+WlGqNAloof3lKW0cFJf0+W9hkylH1kAMfauvCBuo9qt+tOBtT563Wt2lmQv0Yy2Lh6pDhUJJ5JzvzR5VtLE8al5vfIqwsWOFYM6saNK5njm/BXdPxJylOq7xMolRbIvxa+Q/pcjxAQVY+If2eojljGxMolaKT+/4zwqkSJFDFY2loLKZrbBnfjzIjWuWVotTKK2pUqeiArz5glo4zx69iZYx4nOQQAEQAAE7CMg/67IvzFoIAACIBDaCOx+epPK31gX2oZl83iaxclIQxPldshn7DcxI9v8XEdc+F86VC7+c12/bTcOkTJ+Ce9YOLEv/cThPSKoFMmfXUNipE1fsI7O8mFymHtLFVSWTRugCUCltew+kooWyE6bfA+rY8S4R9wi7Xt70/Ylo78QVBb49FGniTQRWORnOaxaOlQWT/bQ50g+EjlsL57cT++Rg67cnzNbej0oixPGaHI47tOpoZ7nTvJZamjvFvrS3GVbTD+bO1Qkn6Xksly7Zb+6PiQXh/lh3L+1DYyfNUHlj3OXAhzvidMXlLF/zVJQ+TXXzyYXhrmgIg6R+Su2kOQBFWfG2QuXNWwpKA4VEcG+S/Ktn/XdtvsYn00vmPbMhw8fKH7cOLom5n036+JldR+IoGI+7hylmlOsmNFZ/PkUrvP27TsN4+nZrq4fBEZS2pP8/HTsXpEzehwWOuRcLG4VceAYrb37GCqQO7Mfh8qxP85T1wETacvCEabrfinZnNb+PoQiR4pEXry3/mahhj846AZX+a1TuZg6lg6fOEc9Bk9Wx1PDDp4qJkloj0SMTGRX1xYOR4sVIzr1aFeHI1p+dsTHgEP6CDFBpVjNzn4gG7N59PgZVWzci3ZwwtrgbJaCiuWzjpz8izfMVBrMylxAG+f5q3fBOUz0DQIgAAIgYCeB9xxnHsHGRGx2Pgq3gwAIgECQCPg+ukHlrq8N0j2h6eLmLKh4JctL4R0gWseIGrxfplpy+y8FlRETF/E379H9JGWVRK1ymJTDrAgqv2ROR41qfsqdIaEeIri4ta+ngsp0zrciDglp4mAQV4ocLn9Mk1xDdKSJo8F76lJawu4TS4eKowSV0izgVORQGMN5YM7UXECR31sTVMzvuXztNqd+8KTxgzuqsGStBcbPmqBy6+4Dm8dr+WxLQUWiF6qVK6iXGXxzcQhOKQ7BEuZpUyYleV5xPuMGVVCZMaq7af512wzUfbBz/0nOf5KMGvzftWQ+PkuHirV9IIKK+bhL1elGozmvjWWIT2CfKTJfCT+TtBziwNmzapyGPkkrW7+HhkaZV3ASV4vsU2OfyF7OWbqlOlQmcpjVm7dv+R4XdfVIyJeIeCKoyBdg0r/koXEfNo18l3p/kexW9nk3Fmv2rBpvs7spsPnZ+/p/LqjsOfQH7eU/YgOTGDDLdvXmHVVF93Oym+BsloKKLLwoXkZyqAPHzrDV7Xea5d0jwI2DkJ/gXCX0DQIgAAIgAAIgAAJfLwGE/Hxe2681h4qRT2I6H5ol3MdoEvYjbo/tS0dTJz743uNv4eVgLY5KCaNp3bAS56zIqYJKpVL5VXi5ygleKzXuTRvmDSP58nfK3DX0+7jemiqhs8d4SsOH+nZNqtgkqFzgkr5TOOXBPM7RIc8U50pgDhURciRniPy3bNE87DB5yrlWftf8H8vX77bqUJHcHZE5+sC1RQ2NAqhYMj+7GjJpKEg1zslihEL5l0PFFn7z2A1jlCiWZKfm87J1vJafMpJ7pWOz6jpOS2HCEFTS/5BCc4FuXzxKXR+jpixW982RjZM1rYUxpkscAiP5UQrm/TKRqqyvuIx6tK2joWAiWMn6iuPIZ9ZKDfGR/CWSo0YSycq15oLKhu0Hre4Dy3FLMthX4ijist3v2E0zctIiLd9tiHUGA6+JCzViQ/L9yNldwnrW/T5UxyHhNyL+ST4cSYgsIt76uUNNSWqlD3HrFK7akcN1mis/YTJy8iLazI6VIWPnaZllEY0kH0r73mPUJSN7Q5o4ozbynPKyA0WEmpev3mgOHxGCpLS0MJK12bd6gvMKKmLZWr15nybPKZQ36xf/QkblpErli+cL9sy9loKKKMGSWVsWi8Uxcu03XhPiyOIGtHEgqHy9/yMHMwMBEAABEAABEACB4CQAQeXrF1R2cfWSIePm+gmTMGZdxcVdk81K6E2q5Eno0PEznIfjsYZpyKFXDrVy4G5Rvzyt3LiHnj17SU3rlqXalYr6qfIjZ5ccWdKp6BI9WhSbBBXNXckJQd9zKImECdkqqEjVnH4cAnTrzgMVYhrVKKmVYgJyqEjOlA7u46hwvqxUnx0Xkp/y0ZNn6myqUCIftWlc2WqVH1v4XeGqRIZ4IaFH5vOydbyW7/MJImZwzhIRFQ4dP+fH6WHuAJIKQ1J5R0JiurauReNnrOC1+aBimDGmJWt20DpOWCuimmWTKk6f9sBOTdJrrK9cN/n31VpZSNJhSD6Vgd2b6pf/5oKKebUny31gKag8f/FK89lISI6EXslZvDsLOZYlj8Vp08XDhy7wuT0hV+T16NpYKzlJk7w0krdF8uNIMt9BPZp+IcjIdSJsebKQJq6TamULamJaSbB7595DrVIkz8yUIQ0Vzf8L9eKoEMmVUjhfNk1aKyKYlBU3wnqWr9/FLNZwSNV7iho1CvOqQsUK/BKcH81B6vs/d6gYoxs3fbkmn/WvHT11nm1DnxbNkU3CiQpV66hdSsyYkadF4rukxNiAUbO1PJh8eEkcY7fWtTVrdkAbB4KKI1cIfYEACIAACIAACICA8xCAoPJ5rb9Wh4otu1lCfqSCioRVWDYRVKRyjlTJQQubBMSxMZDLFYuTBy1gAloanB1aWxeN1JCgsNBCTFAROFJL+hrHDsp/jSaqVTcu+xXcIT+OWhwIKo4iiX5AAARAAARAAARAwLkIQFAJOUHl8dlz9P7KRZs3XNQECSh69lw2Xx+UC0VQKVEwJ5Vnt4Z/gsrKmYM03AEtbBKQXDHPnr/018kRNmcUPKMWN4vmVEmSgFo1qBg8DwmGXkNMUBHrV+d+E+gJW5vMm7hD5MNE6laHhQZBJSysEsYIAiAAAiAAAiAAAqGPAASVkBNUQtNugKASmlYDYwkJAhKqVZkrYUkpbe8B7TQvUFhpISaoCDARTqqU/o3jpPpwHfZBJKWtJFbNrX39UFlj2r9FhaASVrY6xgkCIAACIAACIAACoYsABBUIKqFrR2I0IAACQSUQYoJKthLNNKxH1KdiNVxpC8dJSfvr72saYzZ7jFtQ5xIi10NQCRHseCgIgAAIgAAIgAAIhHkCEFQgqIT5TYwJgICTEwgxQaVglQ5aBio1lw+T+tUioMSPG5uz936gPOVa0aH1k8LE0kBQCRPLhEGCAAiAAAiAAAiAQKgjAEEFgkqo25QYEAiAQJAIhJigIvWtV3IZqFWzBpOULBZnipTNOn76ApdLusLZrAcFaSIhdTEElZAij+eCAAiAAAiAAAiAQNgmAEEFgkrY3sEYPQiAQIgJKlIze9m6nZpH5eXL11ynei4d/+MCJU4YT8sVZ0yXKkysDgSVMLFMGCQIgAAIgAAIgAAIhDoCEFQgqIS6TYkBgQAIBIlAiAkqQRplKL4YgkooXhwMDQRAAARAAARAAARCMQEIKiEnqFx99JzufPRbbTSgrRI/YlRKFStWKN5NGBoIgEBIEAgxQUUcKis37qYVHPZz/dY92rJwBL16/YZmLdpILnXKkJRPDgsNgkpYWCWMEQRAAARAAARAAARCHwEIKiEnqKy+fZkqXFtn86ZY9V0ZKp8opc3X40IQAAHnIBBigsrUeWtpwYqtVLNiEc2hctp3Jkn96eZdvejXnJmoc8saYWIFIKiEiWXCIEEABEAABEAABEAg1BGAoOJcgorv3uPUbeBE6uPakMoVyxts+7FVj1FUpkhuTa1grb17/542bDtI5YoH3ziMZ1+5flvPedkz/WjXnK3xk1ycLbp5UZKE8Wn2WDeHzOvcxavkMWImXfjnOiVPmpA83ZrTj2m+0/FPmbtGTQDCsEzRPNSrfT2KECF8gHObvXgjnb90nQZ0a2IXA1tvfv3mLTVoN5iu3rzDuUkHU6k6XWnNnCGU+Nt4NnUR2P6Q+ch5/u3bd1SpdAFO2VGLwoULZ1PfjrjIcnz5KrShBT59KEWyRI7oPkh9hJigUqpONxo/uAOlTZWMMhZqpIKKtKs37lC9toNoxzLvIE0kpC6GoBJS5PFcEAABEAABEAABEAjbBCCofF6/pPGj/aeLGRIOlY59xlGeX36irbuO0hSvLsE23yfPXlCUyJH0j7V25vxlGjV5MU0eHnzjMJ49iw/fb/iA36xuObvmbI3f3GWb6eCxs+Q9oB0XNwn6vKTKrLkgIpEUUoW2XtXiVLtSUVqyxpd+X7pZi6nsP/In9R42jWZ596Q4sWKQildFc+t1AbX/WlARkcnFdSj5LvXWud1/+ITixolF4cN/Fj0s520+/oA47j/6J4tNs2jG6O66x9r1GkPd29ahTOlT27W+QbnZcnxOKahkK9GMSyNP1NAec0FFwn7ylm9DxzZNCQrTELsWgkqIoceDQQAEQAAEQAAEQCBME4Cg4jyCyuMnz6l26/60ll0CFRq60bSR3Slhgm8UQOueoyhtymT051//0L2Hjynjj6nIo2sTihQxAuUs3YJa1K9Aew6dojv3HlGNCoWpYfWSJIf+sdOX0Ubfg9pHpvRpyL1TA4oZI9qnQ/7/HSp5yrUm1+bVadPOw3Ttxl2qUqYA1a1SXMfw5NlzypwhLY+lG8l17V2qsthzhC6zo6Rn27rku+84uyqu6TgmDetM0aNFpX+u3qK+XjPUcSI/u7WvS9l+/oHmLNlE4uoQ4eQKf0Euh3Xv/m317659x1NE7qMyOxlk/D0GTeb7H+k11csXUqHl7ys3qWIjNzq1bYa/72lr/PYe/oN6Dp6iz82YPhVdunzLz7ysjXfmog10nkUHOZj/licLdWxWzfTcG5yOomLjXnRw3UST66JglQ40dURXmr9iGzth4pnEoe17j6lbZeboHn7GLQ6R3kOn0rFT57noSnz66ceU9PLVG3WoPHr8jHoMnkyXeM4fPn7U9RTxZviEBaT3dayvfT1++pwKV+1IWxePpBXrd9Oi1dt13RPEi0NDejVX54x/TQS1Gs370a079ynFd4lpOq+v4VDZsP2gn3kLf8v1qFO52Bf7w/w5MnZxG9XgewNq7XqPoQzfp6BTZy+p00fWP2qUSLRz/0m6e/8RjejbmtLz67K2HiNn6VqI4FOW3VutG1bUrm3dvyKotGtSRdfnHvfdqGYpal6vvKYW8W+/OfIfjhBzqFRt2kc3YqnCuUyCykfeUGKh2rTjMC2Z4uHIeQZbXxBUgg0tOgYBEAABEAABEACBr5oABJXPy/u1O1TmLd+qh8gOTauSz+yV+s1+k1plFEC7Xt56eJ45uicfsD9QndYDqEG1khqOk7tsKxZAiqnYIfeXrtuNVs/ypGNcHXXa/LU0Z2wvihY1MnUfOIkScTiHpE0wF1TkoFmjfGEVDG7ffUgla3ehfWt8+FB7gpau3WFyqMh1LrXL8p8yfHD3Jc+xc2nljIEaQtG40xCqXq6wOjHkDFerUhH+uZAelGXsmxd46T3jZy7X8BI58Eu4TJzYMfW5A0fP4bHF1bOf/F1eb9mgAj3lg7/7sOkqMoiLYv/RM1Tk12z+vucD4mfu/tjoe8jPvKyPdzv5zFpF833cvxAmbt55QOUb9OAv/yeZBJUStbpQ9zZ1aN6KLVSLU1YU/y2HjlNEkcadxAky2s+4F6zcRmu37GMXRw+taCtrmpWFJ5nrsPHzWfR5QQO7u+iBv1yDnrRx3nAVmVp0G0HbuS8xHazcuEf7GNq7BZWp2522LBpJMaJHpeXrd2nu0YBcMWcvXCFx9GyYN0zHlaNUcw35EcHMfN7W1mPv4dN+OJpProqLO5VmwU7EmWfPX1LFkr9S60aVvlg3eb6M02dIJ7p87TZVYMHMo0tjFVYmzFpJd+89pL6dG+leYRmA+nVppP3VbOlBPdjxUiB3ZgrK/i1ThMOvOtRT0a9S4960f60PjZi40N/9FitmdIf92xJigso+XqT27mO1PPKh42f1zSPWpAePntC4wR0pd7YMDptkcHYEQSU46aJvEAABEAABEAABEPh6CUBQcR5BpWYLD/JkV0GaFEno2s271NbNm1awYGEIKjmyplengrQx05bSk6cv1Kkggoq4HzL88Ckhbv12g9jNUIK27TlK6dOmoMa1Suvvdx88pSE8S6f2/0JQmTaim+n+vOxEWcxfXJ8+988Xgspsbzf6PnUyDWsZ5D2HVs/21L77DJ+uaRpKsIhQvmFPdm5MMoWO1GjRj7q2qqXnODnfjeOUDtIkREae4enWzI+gMmnOahJXSZeWNfkcmNpPCEpA7/SA+FkTVG7evh/geHewA8e/kCf5kr88O3hEsBDxZAO7gHp5TqHBPZuThBe1qF9eXS3SxM1SqUlvdbOYt84eEyjzT2lNaypr8+DRUxVUJP/Hu3fv2a0RWW8pU687DerRVJ0+Iq6ImJA/VyYVq4rkz67iRSF2qnRicapkoVz0TZyYgX4oWhdUjpL5vK2th6UwZf7AYjU7q+NmaK+W9PzFS2rYwZM6sQuqWIFf/IxLBJVcfKavU7moupEyF21CO5ePofhxY9OazftUkJH9UqR6JxozsD39zPtBmrASp45wEEHF1v071asrjyuV9mHs87Vb9v+r/RYoYLMLQkxQkTGIVWzVpj105dodCsf2npSsgFZghSveN2GnJBkElaBsN1wLAiAAAiAAAiAAAiBgEICg8nkvfM0OlYsc7iCHbgmRMdqLl69o4cS+egA0Ds7yzb206QvW0dnzV2iYe0sVVJZNG0DJEifQ11p2H0lFC2SnTb6H1TFi3CNukfa9vWn7ktFfCCrmyTqNXBNnuH9Lh8riyR76HMlHMtxnAS2e3E+fKQ4CcarkzJaearfqr04Yo7189Zr6dGqo57qTf15UN4W0ucu2mH42d6iImDBjwXp2XuzXL9Jd6pQ1iQ7WPhkC42dNUPnj3KUAx3vi9AVl7F+T8KUBo2bTrbsPVCg4wXNr3bASzVq8gaqU/k3ZS5PrxFVi6VBp2mU4leWEteZreunKLRVURGiScK2HLLDIGfgv7kPCiSSMRpwbV6/f0cTFhap2oE3s/pFcLRIOI5Ec4hwRQ4I4Pb5L8q3VD9OABBXzeVtbj4AEFXGotOXwGsNNNHH2Kl1/I1TJGJQIKgXzZjExkDQfkvJD3gfrth6g1Zv3qnslazEXdc8Y85H9f+7CVd1LlrlRAtq//u3zpLyfg7rfgvovVIgIKrJw8/hNVq1cQT8fLEEdfGi4HoJKaFgFjAEEQAAEQAAEQAAEwh4BCCqf1+xrFlRGTFxEsWNF95OUVRK1iruhZ7u6Kqj8kjmd5n2QJhVQRXBx4+oxIqhM53wrcoiWJqEj4krZwqEbP6ZJriE60nYdOEneU5dq2gTLkB9HCSqlWUSo2KgXHeBQCstmLqDIa9YEFfP7JAykUUdPLlTS0eQs8O9dHBg/a4KKiCG2jjegTw+pZCM5VFbMGMSixmr6hkOZ2jSurLeIMCDClOShMW+u/SZQ1oxpqcH/XUeSH0XCfERQEUeKhFdVLfub3iLFWgb3bKqCilREqtasr4bCSLjPBM9Ofvp9y86WCTNXsCPoqnKz1gISVMyFL2vrcZXz7ZgLbubXtXcfQ4XzZTMJJRLCJnlQxFFi3mwVVMSh4t2/HWXKkEZvl/V+z3pBtza17RZUzKv+2LrfAtoL/r0WIoKKDOTXim1p7rjelCp54qCOOVRdD0ElVC0HBgMCIAACIAACIAACYYYABJXPS/W1CioS6lC0hitNH9Vdw32MJmE/4vaQfBmd+Jv8e1yFZQZfI6VnJYxG3BAlC+VUQaVSqfwqvEg1VMkNIXkxjpz8Sx0Lv/N5SvKxdPYYT2lSJtXEnLYIKhe4hO8ULns7b3xvfaZ88x+YQ0WEHDnsy3/FfSEhLJ5jf1e3xHJOmmrNoTJk3DyKHCkiubaoQV36+3DOjfycHyOThnVU45wsRiiUfzlUbOEnX9QbJYm37eYKSmbzsnW8lh8atVm4ksSo+XL8TBNZMBCHioQHHT31F3UbMJFmj3GjGJwAuHkXL020a4gjRj8i8mzeeUTX/dnzFyqE5ciSXgUVYT1leFcVyVZv2ksDRs/mBK1tlIk0Wf8HvB86NK2mpa/l2ZIvZ7h7K11rya0i4TLi7hA3UcwYUb8QpGwVVKytxx3Ot2PO0ZzPZk5w7MNOmhmjetDbd+84DG0w55epTYXyZf1Xgkp/dgJ94PeJ5FCRXEIS3iV/z5P9J6uCin/71z/hcMy0Zf7uNyO8yBH/WISYoCIbYd3W/Vq7WzIUR44c0c98HDlJR4Cy1gcEleCki75BAARAAARAAARA4OslAEHl6xdUdh04RUPGzdXqPpZNQick2aw4AVIlT8J5Jc9w4tnH9GuunzXkQxKTiqAiOTvk7PTs2UtqWres5vYwr/IjCT1zZEmnokv0aFFsElQk7KIWJ/98/+GDhgnZKqhIws9+HAJ0ixO3ihDTqEZJqsl5RgJyqEjOlA7u49jVkJXqs2OjP1d0efTkGYXn+yuwYCBuD2tVfmzhJ64OQ1CR0BPzedk6Xsu1kTwy/UfN0nLD4pzw7NmMvo3/qSqTuIumspglbhERu0RMEBbm7QUnou3J1XCOc1iRVAXKzeKAJBUezP3MX7FVxbCYMaKrECNVf1Zs2MXiljslSRRf+xeX0i7ONyJVm2StJQRr845DnHMmvI6jf9fGmtdGkhGnSpGYWjX4VBXHaLYKKhIq5t96WHK05CN5Tpbwvo0UMSInKC5ocuyYX2erQ0VEFCnDbFT5kYTHhlvLWsiPf/vXP0HlMeci8m9+jvxXJcQEFYmhCqid9p3pyHkGW18QVIINLToGARAAARAAARAAga+aAASVz8v7tTpUbNnAEvIjyUalqo9lE0FFKudIlRw05yCwlk0HUo1nZL82gU74KJdl/vvyDU2lgRYyBEJMUJGSSFKP3FLNMzCInSksNAgqYWGVMEYQAAEQAAEQAAEQCH0EIKiEnKCy7/5tOvXyvs2bInm0mFQ6fgqbrw/KhSKolCiYU8M7/BPXioVrAAAgAElEQVRUVs4cRInNEsEGpW9cG7YIyBm5XttB5N6pAefV+THQwYv756cfUtlU+SfQznDBvyIQIoLKy1dvuGb3jS9ivbbuOqqxY5HDiJgixCGo/Kt9h5tAAARAAARAAARAwOkJQFAJOUElNG0+CCqhaTVCbixyFnYfPk1LNUsoGFrYIPCfCyoSI1a37UDOm/ItTRza2URJY9Aa96KY0aPRTO+eFC3qp7rcob1BUAntK4TxgQAIgAAIgAAIgEDoJABBBYJK6NyZGBUIgICtBP5zQWWQ9//auw/4KIr+j+O/JHSkSC+iKAgKgog0AZEqvSkdQToiXXoTCL333lGUYmhSBZEiIoKCIipFKYICotJ7yDMzPIkXIMDlLre7l88+/9frr+Z2d/b9m1z2vjcz+4FZlVqvjKwX2XHdwoc4lSz6kmNSOQKVR+1qvA4BBBBAAAEEEEDAVYBAhUCF3wgEEHC2gM8DldK1O5mVkMsUy3dfufWbd5lVjdcuGOYIWQIVR5SJRiKAAAIIIIAAArYTIFAhULFdp6RBCCDgloDPA5U8pZtKyMxg85in+236mdI11bO393w2w60LserFBCpWyXNeBBBAAAEEEEDA2QIEKgQqzu7BtB4BBHweqBSt2lZG9m0lhdSzuO+36WeN9xk+SzaHjHVEdQhUHFEmGokAAggggAACCNhOgECFQMV2nZIGIYCAWwI+D1Te6zdJbt68JRMGtb+nobdCQ6VZpxGSPk1KGdKzuVsXYtWLCVSskue8CCCAAAIIIICAswUIVAhUnN2DaT0CCPg8UNFTeuq06i8v5sgqzetXkqxPZ5TQ0Nvyy+HjMnnucjl64pQsmd5PnsyY1hHVIVBxRJloJAIIIIAAAgggYDsBAhUCFdt1ShqEAAJuCfg8UNGt2/fLERkwZp7sP3A0UmPz5som77/XUJ59+gm3LsLKFxOoWKnPuRFAAAEEEEAAAecKEKgQqDi399JyBBDQApYEKuH0f57+W37/4y+JEydIMmVILalTJndcVQhUHFcyGowAAggggAACCNhCgECFQMUWHZFGIIBAtAUsDVSi3Wob7UigYqNi0BQEEEAAAQQQQMBBAgQqBCoO6q40FQEE7iNAoOJhtyBQ8RCQ3RFAAAEEEEAAgVgqQKBCoBJLuz6XjYDfCBCoeFhKAhUPAdkdAQQQQAABBBCIpQIEKgQqsbTrc9kI+I0AgYqHpSRQ8RCQ3RFAAAEEEEAAgVgqQKBCoBJLuz6XjYDfCFgaqNwKDZXvfjgkJ0/9JdXLv2pQL1+5JokTJYgxYH3OsTM+kTkL18qXKybI48mSRJxrxoJVMm/xetGvqVCqkPRq95YEBQXK8ZNnpOeQGfLzoWOSMV0qCe7aRPLkzGr2I1CJsVJxYAQQQAABBBBAwK8FCFQIVPy6g3NxCMQCAcsClSPH/5RW3cfI2X/OydVrN2T/5rkqWDkrNZq9L9OGd5LcObLECH/bXuPkuaxPytQPVsrWZeMjApWvv/1Jeg+fJfPG9ZBkSRKbtlUoVVDqVislDdoOkiL5c0nTehVly469Mnj8h7L+45ESVz2diEAlRsrEQRFAAAEEEEAAAb8XIFAhUPH7Ts4FIuDnApYFKs06j5Dczz8jrRtVl9ylmphARW8Llm6QNZ/vlAWTescI/S+Hj5tAJVfJxpECleAx8yV9mhTSvH4lc94vvtpjRquM6vuulKvXRXasmixxgoLMz2o07yvdWteV/HmeI1CJkSpxUAQQQAABBBBAwP8FCFQIVPy/l3OFCPi3gGWByiuV3pXNS8dJ/HhxJWfxRhGBys1bofJKpVaye930GJW/O1Bp2mm41KlaUsoUy2fOq0fQNO44TEb3ay3Bo+fJ8jkDI9rTOXiKFMz7vNSsVFxO/Xs1RtvJwe0uEGD3BtK+GBSg+jGI68VDh0mYBKj/sSGAQOwTCLP5JX9z9bRU/XONzVsZdfOaJ80hwakKeqX96R6PuSn/XmkgB0EAAQTuI2BZoFK4cmtZMXeQpE6ZPFKg8psKMvQUm+0rJsZowe4OVOq3HigtG1SWYoVeNOf9Q00/qtakt4wNbiPjZoTIoml9I9rTa+hMyZYlk7xds6yEhtr9T3WMMnJw9UGNLfYKUH1n1P7mrdtqimagMxpLKxFAwKsCdo9SPzt7QiqcWO3Va/blwVokyykTnioiQYGeS+t1C9kQQAABpwlYFqj0HzVXjvx+Sk35qSaNOgyVkJnBcuDX32Xq/JVSOF9O6dOxYYxa3h2o6ClIb5QvZtZN0ZtuS8uuo2RM/9bSe9gsWf3B0Ij2tOszXl4tmNuMUGENlRgtEwdHAAEEEEAAAQT8VoApP/+VNkPKhH5bZy4MAQT8V8CyQOXa9RsyYfZSWbzyC7ly9boRTpQwgZl206ZJdTMVKCa3uwOVQeM+kORJH5PWjaub0+p1XEJWb5GRfVtJ6VqdZPvKiZIgfjzzs4oNussA9aSfvLmyEajEZJE4NgIIIIAAAggg4McCBCoEKn7cvbk0BGKFgGWBSrhuWFiYetLPeQkICJBUKZL5DP3uQOW7fQel64CpMn98T0mcOKG06DxSalUpIW9WLCZ6fZWXc2c3C9au3/yNjJsZImsXDDOL1DJCxWcl40QIIIAAAggggIBfCRCoEKj4VYfmYhCIhQKWBSorP9uuAok49yUPVPMw06R6XJ5/9ilJmODOqBBvbOfOX5LiNTqYQ928eUvixr1z/o2LRpkwZ96S9TJzwSrRC+NWK1fUPMlHBz1/nv5bug2aJvsPHJVMGdLIoO7NJGf2zGZfAhVvVIZjIIAAAggggAACsU+AQIVAJfb1eq4YAf8SsCxQqdKolwkqrly9Jo8nSyI6RPn73wuSOFECSfpYIvn73EVJliSxTBzcXl7I/rRt1QlUbFsaGoYAAggggAACCNhagECFQMXWHZTGIYDAQwUsC1T0CJUvtu+Rru/WlfRpU5qG/nnmHxk9bZFaGLaQWfR1yrwVsvO7n+XDib0eeiFWvYBAxSp5zosAAggggAACCDhbgECFQMXZPZjWI4CAZYFKCTX1ZsXcwWY0iut28dIVqdWyv1mj5PKVa1L8zfaya+0021aKQMW2paFhCCCAAAIIIICArQUIVAhUbN1BaRwCCDxUwLJApXCV1jJ/XE/J+nTGSI08fvK01GzRT3auniKHjpyQpu8Nl63Lxj/0Qqx6AYGKVfKcFwEEEEAAAQQQcLYAgQqBirN7MK1HAAHLApXgMfPVlJ/vpGrZopIxfSoJUP/74/RZWbl+u+R54Vn1WOKmUr5+V6lQsqB0VYvD2nUjULFrZWgXAggggAACCCBgbwECFQIVe/dQWocAAg8TsCxQ0U/Zmbt4nWz+aq+cUmunhKn/6SftvPJyTmnZoLIkSphAFq7YJDUrFZegoMCHXYdlPydQsYyeEyOAAAIIIIAAAo4WIFAhUHF0B6bxCCAglgUqD7LXQUujWuUcUR4CFUeUiUYigAACCCCAAAK2EyBQIVCxXaekQQgg4JaApYHKvp9/k58OHpXrN25GNPrM3+dkkRqZYueFaF2FCVTc6m+8GAEEEEAAAQQQQOD/AgQqBCr8MiCAgLMFLAtU5i1ZL6OnLpbMT6aTY7+fkiyZM4pekDZNqselad0K8kaFYo6QJVBxRJloJAIIIIAAAgggYDsBAhUCFdt1ShqEAAJuCVgWqJSu9Z4M6dlC8ud5TkrX7iQbF42SS5evSo/B06VWlRLyasHcbl2IVS8mULFKnvMigAACCCCAAALOFiBQIVBxdg+m9QggYFmgkqdMM9m1ZqrEjRtHdLiycfFoU41/zl2Ut9sNlk/nD3FEdQhUHFEmGokAAggggAACCNhOgECFQMV2nZIGIYCAWwKWBSoVG3SXTu/UlpJFXpLqTXrLoO7NJEe2zHLx0hUpWbMja6i4VUZejAACCCCAAAIIIOA0AQIVAhWn9VnaiwACkQUsC1RWfrZdTe+ZIZtDxsqytdvMI5QL5c0hB387IenTpJQZIzs7olaMUHFEmWgkAggggAACCCBgOwECFQIV23VKGoQAAm4JWBao6FYeVYvRZsqQRgIDA2Tpmm2y58dDKkxJIW+9+bokS5rYrQux6sUEKlbJc14EEEAAAQQQQMDZAgQqBCrO7sG0HgEELAlUboWGykdLN0qNSq9JooQJHF0FAhVHl4/GI4AAAggggAAClgkQqBCoWNb5ODECCHhFwJJARbe8SNU2smBib8mcKZ1XLsSqgxCoWCXPeRFAAAEEEEAAAWcLEKgQqDi7B9N6BBCwLFBZsX67rPn8a6lQqpCZ9hMvXpxI1Xgh+9OOqA6BiiPKRCMRQAABBBBAAAHbCRCoEKjYrlPSIAQQcEvAskAlZ/FGD2zo/s1z3boQq15MoGKVPOdFAAEEEEAAAQScLUCgQqDi7B5M6xFAwLJA5dLlqxInTpAEBATctwrx48V1RHUIVBxRJhqJAAIIIIAAAgjYToBAhUDFdp2SBiGAgFsClgUqupV6cdrvfjgkJ0/9JdXLv2oafvnKNUmcyDkL1RKouNXfeDECCCCAAAIIIIDA/wUIVAhU+GVAAAFnC1gWqBw5/qe06j5Gzv5zTq5euyF6is/JU2elRrP3ZdrwTpI7RxZHyBKoOKJMNBIBBBBAAAEEELCdAIEKgYrtOiUNQgABtwQsC1SadR4huZ9/Rlo3qi65SzUxgYreFizdoBar3SkLJvV260KsejGBilXynBcBBBBAAAEEEHC2AIEKgYqzezCtRwABywKVVyq9K5uXjhO9VopeoDY8ULl5K1ReqdRKdq+b7ojqEKg4okw0EgEEEEAAAQQQsJ0AgQqBiu06JQ1CAAG3BCwLVApXbi0r5g6S1CmTRwpUflNTgRq0HSTbV0x060KsejGBilXynBcBBBBAAAEEEHC2AIEKgYqzezCtRwABywKV/qPmypHfT6kpP9WkUYehEjIzWA78+rtMnb9SCufLKX06NnREdQhUHFEmGokAAggggAACCNhOgECFQMV2nZIGIYCAWwKWBSrXrt+QCbOXyuKVX8iVq9dNoxMlTCB1qpaUNk2qm6lATtgIVJxQJdqIAAIIIIAAAgjYT4BAhUDFfr2SFiGAgDsClgUqFy9dkSSPJZKwsDD1pJ/zEhAQIKlSJHOn7bZ4LYGKLcpAIxBAAAEEEEAAAccJEKgQqDiu09JgBBCIJGBZoJKnTDMpVii3VChZSF57JY8kTBDPkaUhUHFk2Wg0AggggAACCCBguQCBCoGK5Z2QBiCAgEcClgUqX+3+UTZs2S2btu9RU36uSYnCL0mFUoWkSIFcEjdOkEcX5cudCVR8qc25EEAAAQQQQAAB/xEgUCFQ8Z/ezJUgEDsFLAtUwrlv3w6TvfsPyYat38qmL7+TCxcvS5nX8klwlyaOqAiBiiPKRCMRQAABBBBAAAHbCRCoEKjYrlPSIAQQcEvA8kAlvLV6YVo9auXDkA2ya+8vsn/zXLcuxKoXE6hYJc95EUAAAQQQQAABZwsQqBCoOLsH03oEELA0UPn73wuy+au98vmX38qOb3+SdKkfl7LFC0i5EgXkuaxPOqI6BCqOKBONRAABBBBAAAEEbCdAoEKgYrtOSYMQQMAtAcsClQZtB8meHw/LE+lTy+tqio8OUXJky+xW4+3wYgIVO1SBNiCAAAIIPFRAPVUv4NL5h77M1i9IoJ4OGNeZi9jb2pXGWSZAoEKgYlnn48QIIOAVAcsClVFTF0vZEvnlhexPR7qQa9dvyGdbdkmV14t45QIf9SDbdu6TVt1HSxyXBXG7tKoj9d8oLcdPnpGeQ2bIz4eOScZ0qSS4axPJkzOrOTSByqMK8zoEEEAAAUsFbt6UeDP6S+Dvv1raDE9OfqPDCLmd9glPDsG+fiYQ5vDr2X3ttFQ7tdaxV9E8aQ7pl6KAV9qfIWVCrxyHgyCAAAK+FLAsULn7In88cERCVm+VNZ9/LYEBAbJj1WRfOqjz7lQL4+6SMf3b3HNePZqmSP5c0rReRdmyY68MHv+hrP94pHkaEYGKT8vEyRBAAAEEoiugApUEozpI4LGD0T2C5ftd6zeHQMXyKtirAYE/fytxv95or0a50ZrtVWtI1Qvb3NjDXi8lULFXPWgNAgj4XsDSQOX8hcuyauNX8smqLXLwtxOSP89zUrNycSnz6ssSL15cn2osXvmF7PvliAxQo09cN73OS7l6XUzAEyfozuOcazTvK91a1zXtJVDxaZk4GQIIIIBAdAUIVKIrx342FoizaZnEW+LbL+G8ybF14BSpevFLbx7Sp8ciUPEpNydDAAEbCvg8UAlTc7i/VgvQhqzZKhu3fStPZkgjlV8vLJPnrZAVcwbKkxnTWsI086PVsmHLbrmqphydO39RihbIJb3aN5ADv/4uwaPnyXLVtvCtc/AUKZj3ealZqTiBiiXV4qQIIIAAAm4LEKi4TcYO9hcgULG2RgQq1vpzdgQQsF7A54FKmTqd5XbobXm9eH6pVPoVyZk9s1HIV66FLJ01wLJAZcPW3fL9T79K49rlzUgUHZpkzpRWShR5ScbNCJFF0/pGVKvX0JmSLUsmebtmWbkZ6vTZu9Z3QlqAAAIIxKTAzVu31RTNwJg8hSOOff3qNbnRv7Wjp/yEDZ4vjz0dee01R+DTyBgR0HdgF1YslDgLJ8XI8X1x0G2DpkiVC84dodIiWU4Z91RRCQoM8JgrbpDnx/C4ERwAAQQQcFPA54FK/vLvqEciZ1JP9SkoFUoVlMeTJbFFoHK327c/HJTew2bK4B7N1f+fJas/GBrxknZ9xsurBXObESp/nbvmJjkvRwABBBDwpYAeGRmg1uaK7dvtmzck7nBnr6Fyo/9cCUjPorSxvS+HX78OVAI2LpO4i50bqPjDlJ+BqQuKN95hUydPQNdGAAEEHCfg80DlytXrsnbTTvlk9Rb56cBRKVLgBfNEHz3qY9ls60ao/HrsD0mSOJGkSZXcFHHnnp9l0LgPZd647lK6VifZvnKiJIh/51GNFRt0N2ut5M2VjSk/juvyNBgBBBCIpQJM+Ymlhffvy2bKj7X1ZcqPtf6cHQEErBfweaDiesmHj5yUJas2y6effSXnL16WqmWLSD31mOK7H6XsC6axMz6Rnw4elbHBbUR9mSnv9Zsk2dW0nvda1pKmnYbLy7mzS/P6lWT95m9k3MwQWbtgmJkaxKK0vqgO50AAAQQQ8FjADwKV08M+kuuJ74xsdeIWR42USh4Y34lNt22bCVSsLQ2BirX+nB0BBKwXsDRQCb/8Gzduyga1QG2IetqPHhmS7Zkn1GiV/xaB9QXTNbUY7YAx82WzeiyyDkpKFs0rXd+tKwkTxJM/T/8t3QZNk/1qRE0mtYjuoO7NItZ+IVDxRXU4BwIIIICAxwJ+EKiEDJsmfc7v9pjCqgMMTFlQyiV6yqrT++V5CVSsLSuBirX+nB0BBKwXsEWg4spw/OQZWaqeANSheQ3rdR6hBQQqj4DESxBAAAEErBfwg0BlwdBJ0ubfr6y3jGYLZqUpQaASTbuodiNQ8TKom4cjUHETjJcjgIDfCdguUHGaMIGK0ypGexFAAIFYKkCgYnnhCVS8XwICFe+bunNEAhV3tHgtAgj4owCBiodVJVDxEJDdEUAAAQR8I0Cg4hvnB5yFQMX7JSBQ8b6pO0ckUHFHi9cigIA/ChCoeFhVAhUPAdkdAQQQQMA3AgQqvnEmUPGpM4GKT7nvORmBirX+nB0BBKwXIFDxsAYEKh4CsjsCCCCAgG8ECFR840yg4lNnAhWfchOoWMvN2RFAwIYCBCoeFoVAxUNAdkcAAQQcInDrlsj1GwEOae29zYwTdkOSTegggccOOvYaWJTWsaWLsYYTqMQY7SMdmBEqj8TEixBAwI8FCFQ8LC6BioeA7I4AAgg4RODMXwHywUeBDmntvc18teANKba5HYGKhRVkDRXv4xOoeN/UnSMSqLijxWsRQMAfBQhUPKwqgYqHgOyOAAIIOETg1CmRydPjOKS19zazzGvXpcwOAhUrC0ig4n19AhXvm7pzRAIVd7R4LQII+KMAgYqHVSVQ8RCQ3RFAAAGHCBCoWF8opvxYXwO7tYBAxdqKEKhY68/ZEUDAegECFQ9rQKDiISC7I4AAAg4RIFCxvlAEKtbXwG4tIFCxtiIEKtb6c3YEELBegEDFwxoQqHgIyO4IIICAQwQIVKwvFIGK9TWwWwsIVKytCIGKtf6cHQEErBcgUPGwBgQqHgKyOwIIIOAQAQIV6wtFoGJ9DezWAgIVaytCoGKtP2dHAAHrBQhUPKwBgYqHgOyOAAIIOESAQMX6QhGoWF8Du7WAQMXaihCoWOvP2RFAwHoBAhUPa0Cg4iEguyOAAAIOESBQsb5QBCrercHVayIHDwbI9esB3j2wj44WFE+kwNkQif/JZB+d0fun2TpwilS9+KX3D+yjIxKo+Aia0yCAgG0FCFQ8LA2BioeA7I4AAgg4RIBAxfpCEah4twaXrwTI9JmB8u85ZwYqiRKL9MrziQpUJnkXxodHI1D5DztDyoQ+lOdUCCCAgHcECFQ8dCRQ8RCQ3RFAAAGHCBCoWF8oAhXv1oBAxbue0TkagQqBSnT6DfsggIB9BAhUPKwFgYqHgOyOAAIIOESAQMX6QhGoeLcGBCre9YzO0QhUCFSi02/YBwEE7CNAoOJhLQhUPARkd78VuHo1QG7eCHPs9YVJgCRL5tz2Oxbexg0nULG+OAQq3q0BgYp3PaNzNAIVApXo9Bv2QQAB+wgQqHhYCwIVDwHZ3W8FDqiFDpeEBDn2+qpUCpXcuQhUHFvAGGg4gUoMoLp5SAIVN8Ee8nICFe96RudoBCoEKtHpN+yDAAL2ESBQ8bAWBCoeArK73wr8/EuAfLzYuYFKjeoEKn7bOaN5YQQq0YTz4m4EKl7EVIciUPGuZ3SORqBCoBKdfsM+CCBgHwECFQ9rQaDiISC7+60AgYrfljbWXhiBivWlJ1Dxbg0IVLzrGZ2jEagQqESn37APAgjYR4BAxcNaEKh4CMjufitAoOK3pY21F0agYn3pCVS8WwMCFe96RudoBCoEKtHpN+yDAAL2ESBQ8bAWBCoeArK73woQqPhtaWPthRGoWF96AhXv1oBAxbue0TkagQqBSnT6DfsggIB9BAhUPKwFgYqHgOzutwIEKn5b2lh7YQQq1peeQMW7NSBQ8a5ndI5GoEKgEp1+wz4IIGAfAQIVD2tBoOIhILv7rQCBit+WNtZeGIGK9aUnUPFuDQhUvOsZnaMRqBCoRKffsA8CCNhHgEDFw1oQqHgIyO5+K0Cg4reljbUXRqBifekJVLxbAwIV73pG52gEKgQq0ek37IMAAvYRIFDxsBYEKv8HDFP/P8BDTHb3KwECFb8qJxejBAhUrO8GBCrerQGBinc9o3M0AhUClej0G/ZBAAH7CBCoeFgLbwUqh38LkOPHPWyMhbs/nz1M0qe3sAGc2nYCBCq2KwkN8lCAQMVDQC/sTqDiBUSXQxCoeNczOkcjUCFQiU6/YR8EELCPAIGKh7XwVqCyfmOgbP8q0MPWWLd7s8ah8mQmPUyFDYE7AgQq9AR/EyBQsb6iBCrerQGBinc9o3M0AhUClej0G/ZBAAH7CBCoeFgLApU7gAQqHnYkP9ydQMUPixrLL4lAxfoOQKDi3RoQqHjXMzpHI1AhUIlOv2EfBBCwjwCBioe1IFAhUPGwC/nt7gQqflvaWHthBCrWl55Axbs1IFDxrmd0jkagQqASnX7DPgggYB8BAhUPa0GgQqDiYRfy290JVPy2tLH2wghUrC89gYp3a0Cg4l3P6ByNQIVAJTr9hn0QQMA+AgQqHtaCQIVAxcMu5Le7E6j4bWlj7YURqFhfegIV79aAQMW7ntE5GoEKgUp0+g37IICAfQQIVB6hFsdPnpGeQ2bIz4eOScZ0qSS4axPJkzOr2ZNAhUDlEbpQrHyJ0wOVHm0vSJIDXzq2dmGJk0pojnwiQXEcew12aziBivUVIVDxbg0IVLzrGZ2jEagQqESn37APAgjYR4BA5RFq0aDtICmSP5c0rVdRtuzYK4PHfyjrPx4pceMEEaj8349FaR+hI8Wylzg9UOlc+5ikG9vIsVW7/VQ2ud5prITFjevYa7BbwwlUrK8IgYp3a0Cg4l3P6ByNQIVAJTr9hn0QQMA+AgQqD6nF3/9ekHL1usiOVZMlTlCQeXWN5n2lW+u6kj/PcwQqBCr2+W22WUsIVKwtCIGK9/0JVLxv6u4RCVTcFXvw6wlUvOsZnaMRqBCoRKffsA8CCNhHgEDlIbX4bt8hCR49T5bPGRjxys7BU6Rg3uelZqXiBCr/V2nb4pqkThFqn57tbksCAkTixnN3L17/AAECFWu7B4GK9/0JVLxv6u4RCVTcFSNQ8a6Y949GoEKg4v1exRERQMCXAgQqD9H+avePMm5GiCya1jfilb2GzpRsWTLJ2zXLeqVWobfDZPXnN+SHfepDvUO3RmWOSfyvVju09SJhLxeTRLlyi3MrIJI4vr3Wytj1w3VZv9G5onVKnZYUS4Y4tk+HPvGsXKvTROLEc+6UnyRqutJjNpqydPDodVm81Ll9Ot+L1yXf/okSeOZ3x/brjS06yNiL+x3b/laP55QGGbLZpv1n/gmVj0JC5dJF2zTJrYYkSCDyVrYtEm/zMrf2s9OLf2j2nvS8vM9OTXKrLZUfyyxdM+WRoEDnvje6dcG8GAEEELhLgEDlIV1iz4+HpPewWbL6g6ERr2zXZ7y8WjC3GaHChgACCCCAAAIIIIAAAggggAACsU+AQOUhNf/3/EUpXauTbF85URLEvzMlpGKD7jJAPeknby77fMsU+7ouV4wAAggggAACCCCAAAIIIICAdQIEKo9g37TTcHk5d3ZpXr+SrN/8jYybGSJrFwyLWKT2EQ7BSxBAAAEEEEAAAQQQQAABBBBAwI8ECCeA8vIAACAASURBVFQeoZh/nv5bug2aJvsPHJVMGdLIoO7NJGf2zI+wJy9BAAEEEEAAAQQQQAABBBBAAAF/FCBQ8ceqeuma3mozSPbuPyz6ATiu2xefjJVUKZJ56Sz/HWbH7v3y9FPpJV3qFPcce87CtfLb8T/NVKuotl8OH5cO70+UdR8N90rbClZsJSvmDrpve7xyAg5iicDvf5yRym/3jHTuW7dCZXS/1vL6a/ki/vs3e36Rxh2Hyqfzh8gzT6Z/YFu93ffudzLdt4sWyCU1Kr1miRsntZ/Azj0/S/9Rc+Wvv8+rKajPyvDe70iypIl92lDX921P+6in+/v0wjlZjArMX7JeZn60Wm7evCXVyr8qXd+to+5FfLvo6bK126S6OrfeCldpLQunvC9PZkwbo9ftenDX8+cr10JWqbX87nd/5LMGcSIEEEAAgfsKEKjQMaIU0IFK7SolpPLrhR+oFBp6W4KCAj2WbNNznDR/q5K8mCNLpGPp499QN1WhoaHyWOKEUZ7H2x9qCVQ8LqkjDnDu/CWp+26wLJzaV5IlufNh9MaNm+q/DVAfVM/J3HE9/CJQ8dbvqSOKGgsaef7iZamigsERfVrJizmzyKBxH8jzzz4ldauV8unVu75vexqIeLo/fdynpXfrZH//e0F+/OWIFCuknqb3kGDk6+9+UkHhPJkztpvEV08pa9trvHRrU09yPfe0W+f05MVhYWHy2hvtZeuy8ZYEKnefX/s9niyJBPIkHU/Kyr4IIIBAjAgQqMQIq38c9EGBytzF6+TQbyfk50PH1A3Si9KheQ2Z9sGnsvKz7eZmqVDeHNKtdV2JGzeOHP39lPQdOUfO/nNeEiVMID3b1ZeXXng2EpL+JmrinGWSNtXj0rlVbTl56myk4+sPuuEjVPapm7Lg0fPkgvpAoW+2enVoIAVfel4eFKjotW8mzV0ht27dMqNr+nVubD4kf/DJZ3Lg19/NB+jjauSCviEfF9xGMqRLJeGBir6Za1avopQtnt+0+Yuv9sjE2cskZGawfxQ6ll/FgDHzJUvmjFKv+n8fRCepvqjup+WzrbtlrOoP9xuhMmPBKlm4fJMZEVC2eAHR3ybq0VE6oOk+eLocUSOqbquD6Merv/VmGRkxeaFcV/2st+qvetMfiEu82UE+XzLa3CiHbxcuXZF+6vfl+/2/qt+X+NJD/b4UzveCGX2VVbVTP8r92MnTZlHssf3bmDAzT5lmsnHRqIiRY+H/fubsv+YpZc8+/YScVv/cXX0o6Tlkhrz2Sh759ocDZmRDr/ZvmZEvbM4SWLpmq+z4dr8JVB606fc4/d544+ZN9Z56UtKlSSF1qpaUj5d/bt6bWzeuJlVeLyK3b4fJhNlLzTphesv13DPSp2NDE2K37T1ecmbLbEYsnjrzj2TKmMb0vTmL1kZ631698eso+6hrG73Zx1dt3BHpb0XKx5NG+Z7urAr7V2v1+51+7znx51/SqFY5qVT6FXN/cL9Nv3/q97dalYs/EEH3y+ezPin6nuDw0ZNmNEmC+HFl69c/mDB8VN935Tn18/MXLkt/dc+g71d0IFFRnfvdt6uaYxeq9K6816Kmea8/8cdf8kaFV6XFW5VNn9/05Xfmb8O04Z3kzWZ9pG2TN9TvzSY5q47dqHY58zo9gqb38Fmy98fDEnr7tuRV9zbBaiRt+EMMwi8gqvsW/fPPtuxWa/N9IleuXpMC6l5mQJcm0il4SqTzV27Y3YxQaafapdfzK1PszmjKjdu+NSN59OiZLTu+lzHTl8hNdZ+TKUNqNaK3qaROmdy/OhJXgwACCNhQgEDFhkWxS5MeFKgsWLpBpsxbKR9P6WPWldE3HmNnfCILJvU2oUmHvhNNyKE/SL7Z7H2pU62kecy0vqlo22ucbFg48p6bqSqNepkpPXqEyt3Hd53yU6N5X2lQ43WpWraIrP78a5k8d7l5rHVUgYpeA6d60z6yeFpfM1x38aebZenqLWZEwoKlG1XQskxWzh1sPozq4fPJkj5mAqLwQGXdF9/Id/sOyvgB7Uxp9AfUp55Ia25q2JwtoKf/NO880kzriRsnyFyM/pCpwwvdX2q06HffQOXXY39I/dYDZZXaT3+A6z5ounz/068mUBk+6WPRHxgHdmtqgsFKDXvI+o9GqEDxnLTsOkq+CBlrFrResX67rFYfBqeP6BwJUY80CAwMlB5t68u+n3+T5l1Gypal46TbwGkmFJmhXh9HtbWq+n3p2+ltE7ZEFaj8c+6i1FOjb/SNdfmSBeXQkRPyhvpdmDzkPfXo91yy5vOd5ndN/96yOUtgyIQFKiAOlaMnTsmxE6fVwunZpE+HOwGI66bf46Z/+Knp44nVe3OZOp2kSP5c5r129/cHTNit3z91X5j18Wr5YEIvSZggnulvadX0y07v1DK/D/qJdzNHdZVAFZhXb9JburetZ/qe6/u2fl1UfdS1Td7s4zoAcv1b9KD3dGdV2D9bq987Z3+8RvR0NT0CtrYK95I+lijSxer3KP1+pf/2Xrp81fytf7dRtXtAdH+7dv2GTBna0fwOVGnUU/qrL0t0sDJ53gr5S71f9u3UyPxd1wF5v86NzPFqv9PfhMuvFsxtpvLUqlzC/M0//de/UrZuZ9mxaoo67nUpUaOj7N0w05xXv65CyUImgNZ/I6o17i1fr56iwpvv1T3FFzJzZBdzjlFTF0mpV182U/Bct6juW86cPWfekxepvzd6Ok/b3uPMF056aqfr+cOn/KzasEN+PfqHDOnZ3By+x+AZkj1rJhNQ6b81H0zoaQL0uYvWyXc//nff4p+9iatCAAEE7CFAoGKPOtiyFTpQ0R/A9CiQ8C1hgviy/uMRJojYsmNvxIdBHTJkzpTOjOTQm/6mRH97OaRHc7VeRQ/5Zs20iKGqtVr2ky6t6kj+PM9Fuu7IgUrk47sGKvoGKm6cOOabef0tlH6s9fefz4oyUAlZvdV8i6NvuvSmRwnkfb25fL1qshpR85XoNQAmDm5vfvZhyAaz+LC+WQkPVAIDAqV8/a6yWX0Q1mFRsTfamW+DdJDE5mwB/aE0fdqU5hvT8K1Jx2HSsmEVEwjqPnm/ESqLVmySbTv3RfSbL7/ZJwPHfmAClVtqapr+oBv+DWWFt7qZhaz1TbK+4dU38npEiA4WSxbNGzFHP/z8Zep0VuFdWzN9Q2/6m109Qkt/eMjzQtaItrbrM15KFH7J7B9VoKI/BNdu2V92r5tufv/077MOgr5ZM9UcW4/Oat1jjGxcPNrZhYyFrdff9u/58ZDMHtNdUiZPokZFzTChsB4B6Lrp9+rd3/8iY9SIEr01aDtI6r9RRsqVKGA+QN55f55qFl5/LsuT0rhOefM63af1t916JJ7uey+pD4h6tJXeXPve3YFKVH3UtU3e7OPrN++K9LdIX29U7+mxsJvY9pJ13xumwmeRMLN+letWunYnyZHtKRnW6x25fOWqvN1+iHRUo0hKq6DCddP9Uo/o0KML9ejS3KWamCk6OuTWwYMOZPTf9pI1O8r4ge3khex3pgzpfq3vA/R7sQ5KZqmgMPz99hU1YmXJjP6SOFGCewIVHZrkUCO19Bb+Oj0KsFP/ydKvU2Mp9HKOSPdLrm2N6r5l+bovZePWbyP+lly9dkOC1Hv1ZTVa5X6Bih4RU6dVsGxdOl7JhUmx6u3U7+gA+UYFVGvUF0x6NI3e9GgXPfpmz2czvTIl27YdiYYhgAACNhAgULFBEezaBB2oVChVKNJCnXo6j75Z0Tet36vh38P7vGOa36r7GPUN/WETOOjtthr6mvLxZOYb9Lrqj7/+pjN8u3rturzf8e2IKTTh//3uQMX1+K6Biv4m9ePlG9Ww1lBzE/XL4WOyb9OcKAMVPTXjt2N/Rnyjo8/3ctkWsmz2APOh+Ac1smBY75amGfq6wv/ddQ0VvTipHhavpwKNnrrYfJvE5mwB3X+KVm0jy2cPNKGK3vTNrf7WXo8u0VtUgYr+xl9/SzlYBYZ60yOvuqgh2jpQ0YGcnjrxrxodEqBujA+q0GLmqC5mCLv+1vT3k2fk/ffeluJvtpfP1Eit8HVbwjV139SLIT+RPnUk4LvXl3D99wcFKnoEjg4D9aYDlRZqxIteWPp+/+7sisau1uswUI9k0lMr9aZH0fVT606sVH3HddPvafsPHInoq/rDaePa5aV44TxmGma5el1M4Kb7SYVSBSMCPt2n26lvy3VfeVDfuztQcV04Oao1UbzZx3Wg4vq3wvU9/O739NjVQ+x7tTrI1aNUdCDYrtmbZnSF66ZHbLRR02tKFnnJ/Oep81eavho+XTL8tbp/vfbKixF9NmfxRrJr7VRzH6LvEz7d8JX5IiVP6aZmukz4e+rshWvkwOHfzd/9uxebDf/3JGrUzN0jVFwXpXXdT/dBPYVOTynSQWX3NvXNKC/XLar7Ft0WPRUvfMRJ+D46DL9foKJHsehRvz3bvWWm9kyYtdSMMNT3SHq0bXKX6aN6NI4eRRkTDxGwb++iZQgggIDvBQhUfG/umDM+eMrPf8GDvqA+w2erYaYZpeH/v8EMv8hTf/1jpibsVENjH7bdHai4Bh3hgUqbxtWlnBot8on6BinLUxlEH7+M+jbrQYGKHqGyYesumTrszjc3+hsgPXxWfyurP0A/SqDyyaotap7zLjMKJ0PaVGb+NJuzBXbt/UWGq3VNlkzvF3Ehet68/mAapD6o6u3chUuib6wHdWtmPoCGbwvVCJXt6hv8CYPujGza/NVeGTrxIxOo6BEpTetWlDcrFjM/K1evq/ow28wEKsfV2id66Lcehq6n+0wecmfUlOumv70freb+53r+GfOf9VosGVWQ11VNwYjqw6r+gKrPrefL628wdcCipwnpm/IHBSh3ByzOrmjsar3raDp95d/+cFAGj//wnrWdHjVQ0SNUsj2TSfXdCgZy284f1LoOIea91tuBijf7uP4wG9V7uL6OuwOW2NVL7HW1epqPDlJ0OKJHBZZXAZ6e/nj35joCSv9syvwVZh0UPaLEdXvUQEWPUBkX3DbiPXWU+lJEL3LfVYWR3ghUwtukp3p26jdZihR4IdKoRz0aJ6r7Fn0Psu6LnRH3J3pE4pWr181aMFEFKnq9uguXLpu13/Q0Zj0F+lM12lbfo4T/TbJX5WkNAggg4N8CBCr+XV+Prs6dQGXT9j1qHvsKmTu2uxkqq9cp0WtS6OkI+gOkHkZeUY120Ws6DJnwoZnnHD6aJbyR+luXDs1rmrUd7r4JDg9UGtZ8XRp1GCpfLBmjhrEGyZgZS8w3M9+unx6x9sXdj00OD3X0B2d986HXjFj3xS4z1/hB32a6jlDRNzl6apFeJFR/SxU+osEjYHa2VGCWurHXo0X0vPqotqhGqOj1ehqrfrhy3mBJkTypGfKt/5vue/oGfcaILpIze2Zzkztg7Hy1OGJr06/1pqe8/aOe2NC+WY37PkFLL5Krh6MHq4UJ9eirpu8Nl83/X0MlqkClfP1uatRXQ3klX05zzh5qOogelUKgYmkXi9GT6w+l+ik/s8d0M+Fy14FTTdjbRT1e1nV71EBFT4/Qo/k+nNjbTFvo1H+SPKOOqxfifFCg4vq+/aDXubbJm32cQCVGu5nXDm5G9KnAT4+O0u9TD9o2qAVi9f3EHDWdTY/CaNB2sBmJ5Rpq6/0fNVAJVu+pt9VoVv1er/+W62mQ+p/14vlRBSp6oXD9s52r9YiX+FG+Ti+Ae14F7+FrvOgvl/TvY/jUOd1OHVxHdd+igyK99stHapRJ5kzppXPwZDOtSC8c7Xp+18cma0v9N0ePQJk/vqcaAfy4Can0ui56tIpe402PMPtUPSRAj2RhQwABBBCIWQEClZj1dfTR3QlU9IXqaRD62xa9foQeyTFQfaufJlVyE3T0U4vC6adD6ClDjWqVNQvR3b3p6RBz1bor7dUQYJGASN86uk750Yuw7VJrAuipEvrDw6Q5y80UI/1ECn2DdXegos+jb7onqcVr9bf3GdT0Dn0zpddAedRARR9DPx5Uf0BlAU9Hd+uIxuspE+YJJuoDY1RbVIGKfr2e1qNHLulj6MUV56unqegn7eih3/qD6WOJE5lRKvqpP8vXbVM3zH1MEDdvyXqzgPM2Ndf/fo8B1zf8fUfMMcPh9c/1DXGR/Hee8hNVoKI/DOtjpk+bQooVfFH0U7gWT+tnvsVkhIp/9Nf7XYWu+8gpC+WqWlfqlZdzqnUcGt13UdpHmfLj+pQfvbhmvhezm4WR9YfJB/U91/ftXXsPRNlHXdvvzT6u18dihIr/9XG9zsknavF4vV5aTbVAa2s1OvXu7VEDFd3f9GOYw5/yoxfIDx9lGlWgor98adZ5hPx08KhMU6NbW3YbZb5M0f9db65Tg3oNnWmmdgaokY360c56yujdXxhFdd+i7yf077EeDWbWPVHrsOin/MRToabr+fW0Yz1tSU/50ZteGFr/fdCLSIdv4U/50eu16C+29AK6emQkGwIIIIBAzAoQqMSsL0f3I4F+I+ea1fTrVvvv8bp+dHlcio8E9JOpPlcfAu9eiNFHp+c0CCCAAAIIIIAAAggg4CUBAhUvQXIY/xY4fOSktOg60jxe+X6jCvz76rk6bwnoIdp65JceTaUfc8uGAAIIIIAAAggggAACzhUgUHFu7Wi5jwRGT1tspjLp4fT6MbdsCERH4PNt30mfEbPM3Ph2TfW0NjYEEEAAAQQQQAABBBBwsgCBipOrR9sRQAABBBBAAAEEEEAAAQQQQMASAQIVS9g5KQIIIIAAAggggAACCCCAAAIIOFmAQMXJ1aPtCCCAAAIIIIAAAggggAACCCBgiQCBiiXsnBQBBBBAAAEEEEAAAQQQQAABBJwsQKDi5OrRdgQQQAABBBBAAAEEEEAAAQQQsESAQMUSdk6KAAIIIIAAAggggAACCCCAAAJOFiBQcXL1aDsCCCCAAAIIIIAAAggggAACCFgiQKBiCTsnRQABBBBAAAEEEEAAAQQQQAABJwsQqDi5erQdAQQQQAABBBBAAAEEEEAAAQQsESBQsYSdkyKAAAIIIIAAAggggAACCCCAgJMFCFScXD3ajgACCCCAAAIIIIAAAggggAAClggQqFjCzkkRQAABBBBAAAEEEEAAAQQQQMDJAgQqTq4ebUcAAQQQQAABBBBAAAEEEEAAAUsECFQsYeekCCCAAAIIIIAAAggggAACCCDgZAECFSdXj7YjgAACCCCAAAIIIIAAAggggIAlAgQqlrBzUgQQQAABBBBAAAEEEEAAAQQQcLIAgYqTq0fbEUAAAZsKdHh/osSPF1eG9W4ZqYW3QkPlxVJNZeqwTvJqwVw+af2WHd/LvMXrZP/Bo3L9xk1Jm+pxKVk0r7RuVE0eS5zQJ23gJAgggAACCCCAAAL+J0Cg4n815YoQQAABywV8HajooCZOUNA91/1hyAYZOvEjqVutpJQq+rKkTJFUDv12UibPW24Cn4VT+0rcOJH3CwsLE/V/EhgYYLkjDUAAAQQQQAABBBCwrwCBin1rQ8sQQAABxwo8aqDy5+m/pf/oubLnx8MqxAiTl154Vvp1bizp06Qw175g6UaZs2itnDt/UZ56Ip20b/amFCv0ovnZm83el0qlX5Gla7ZK5ifTy4SB7SJ5nf3nvJSu3cmMRGlev1Kkn/397wWZMm+FNKtfUdKlTiGbtu+REZM/lhqVisvEOcvk48l9JHOmdDJq6iLZ9OUeuXL1muTInll6tW8gz6hz6WO/9kZ7WbtgmDyZMW1EW0NWb5GlswbIv6q9Rau2lWG9WspcNTrmzNl/zfEG92guT6RP7di60nAEEEAAAQQQQACB/wQIVOgNCCCAAAJeF3jUQOW9fpMkQfx40rtDQxOoDFehxvkLl2VscBvZ+vX30mf4bJk8pKNkz5pJtu38Qd7rN1lWzBloQow67/SXC5euSN9OjeS5rE9KsiSJI12HDlqCx8yXnaunmNEoD9r0sbsMmCrliheQlg2rSKrHk8qwSR/L9z/9KuNUW5InSyKTVNCyauMOWf/xCLl0+eoDAxXdrlcqvSuF8uaQCYPam2vsNmiqnPjzrAlr2BBAAAEEEEAAAQScL0Cg4vwacgUIIICA7QQeNVBp0WWkZMqQRvp0bGiuITT0tgQFBZp/fqfbaMn13NPSunH1iOtr2XWU5H7+GfPf6rQKlixPZZBB3Zvd9/rHzwqR9Zt3yeoPhj7UZ9vOfep8o2TDwpGSIV0qE+68XLaFDO/zjpR+9WWzvx6lUrhyaxk3oJ3kVKNVHjRCJTxQGfl+KylfsqDZ/7t9B6VB28GyfcVEFdA89tA28QIEEEAAAQQQQAABewsQqNi7PrQOAQQQcKTAowYqe348JG16jZNECRNI0QK5pGzx/GZUh94qvNVNjp04fc/1Vy1bxEyd0YFKicIvScsGle9rNHnucvl0w1dqWs7wiJ9P//BTmTB7acS/16pcwoQ5OlBp03OsfP/5LPOzv/4+J8Xf7KBGwwySrE9njHh9yZodpWndCqqdBR4pUFk8rZ8JX/R28tRZeb1OZzMlKHuWTI6sK41GAAEEEEAAAQQQ+E+AQIXegAACCCDgdYFuA6eZER16uovrFr62yPzxPeXl3NnMj65dvyHbv/lRNu/YK2s3fa0WkC0tnd6pJZUa9pBalYtLw5pl79s+HaiUfS2/NK5T/r4/19Nzeg6ZITs+nSyJEyUwr/nn3EX5+9/z5p8nzl4mKZInMVOGdKDSse8E2b1uuvlZeKCycu4gyZL5v0ClRI0O0qxeJRP83DtCZYOErN5qApPwESoLp7wvudSIGr0dP3lGytfvakbM6PVU2BBAAAEEEEAAAQScLUCg4uz60XoEEEDAlgJ6JMhHyz6Xz9R6I/Fc1i/RIUevITNly9JxZtqLXtw1pVqvJCDgzhN1Nn35nXQfPF2+WTNV3u0xRgUeSWVgt6YR16gXsU2rFpHVT+B5WKCi1zkpUaOj1K5aQjq/U/seJx226LVV7heo6Ck/+cu3lKFqUdnwKT8X1booeqHZiYM7SJ6cWaSQWiPFNXAZMWWh7Ni9P1Kgoh8brRfO1dvX3/0kTd8bLrvWTjUjctgQQAABBBBAAAEEnC1AoOLs+tF6BBBAwJYCOiip3qS3GZ3RtG5FSZokkezZd0jGzvhEqpUrKl1b1xX9qONSNd8zI1DqVS+tQhUxT9758pt9EjIz2CxK27HvJLVAbVspnC+n7N1/2IQsU4Z2lLy5sj00UNEwqzbskB5DpkvtKiWlyuuFJVnSx+QPNfVm3eZvZMX67TJETR3Sa5zcPUJF76sft6zXPRmvnh6UJHEiGTVtsWzVo2jUFKK4ceNIsertpGm9ivK2av+JP/+SZp1GqKAkfqRARbdzuApVkjyWSDoHT5Hbt2/L9BGdbVkzGoUAAggggAACCCDgngCBintevBoBBBBA4BEFjp88LWOmL5Gde35W03+uy5Nq8dk3K70mDd583Yww0du+X47I8EkfyS+Hj6v/FmgCmB5t65vFZvX2YcgG89hhHdBkSJtSWrxV2QQyenvYCJXwZu7+/oDMXrhGfvjpN/V0niuSKmVys05Lo1rlItZHuV+gots8ePyHsnHbtxKo0p4Xc2aVnu3qm0V09ab/u34SUJBqd+ZMaeXVgrll0crNZtRK+JQfvWDu3EXrVOByRq2l8rQM7dlC0qvrYEMAAQQQQAABBBBwvgCBivNryBUggAACCNhMIDxQWa4e8fzs00/YrHU0BwEEEEAAAQQQQMAbAgQq3lDkGAgggAACCLgIEKjQHRBAAAEEEEAAAf8XIFDx/xpzhQgggAACPhYgUPExOKdDAAEEEEAAAQQsECBQsQCdUyKAAAIIIIAAAggggAACCCCAgLMFCFScXT9ajwACCCCAAAIIIIAAAggggAACFggQqFiAzikRQAABBBBAAAEEEEAAAQQQQMDZAgQqzq4frUcAAQQQQAABBBBAAAEEEEAAAQsECFQsQOeUCCCAAAIIIIAAAggggAACCCDgbAECFWfXj9YjgAACCCCAAAIIIIAAAggggIAFAgQqFqBzSgQQQAABBBBAAAEEEEAAAQQQcLYAgYqz60frEUAAAQQQQAABBBBAAAEEEEDAAgECFQvQOSUCCCCAAAIIIIAAAggggAACCDhbgEDF2fWj9QgggAACCCCAAAIIIIAAAgggYIEAgYoF6JwSAQQQQAABBBBAAAEEEEAAAQScLUCg4uz60XoEEEAAAQQQQAABBBBAAAEEELBAgEDFAnROiQACCCCAAAIIIIAAAggggAACzhYgUHF2/Wg9AggggAACCCCAAAIIIIAAAghYIECgYgE6p0QAAQQQQAABBBBAAAEEEEAAAWcLEKg4u360HgEEEEAAAQQQQAABBBBAAAEELBAgULEAnVMigAACCCCAAAIIIIAAAggggICzBQhUnF0/Wo8AAggggAACCCCAAAIIIIAAAhYIEKhYgM4pEUAAAQQQQAABBBBAAAEEEEDA2QIEKs6uH61HAAEEEEAAAQQQQAABBBBAAAELBAhULEDnlAgggAACCCCAAAIIIIAAAggg4GwBAhVn14/WI4AAAggggAACCCCAAAIIIICABQIEKhagc0oEEEAAAQQQQAABBBBAAAEEEHC2AIGKs+tH6xFAAAEEEEAAAQQQQAABBBBAwAIBAhUL0DklAggggAACCCCAAAIIIIAAAgg4W4BAxdn1o/UIIIAAAggggAACCCCAAAIIIGCBAIGKBeicEgEEEEAAAQQQQAABBBBAAAEEnC1AoOLs+tF6BBBAAAEEEEAAAQQQQAABBBCwQIBAxQJ0TokAAggggAACCCCAAAIIIIAAAs4WIFBxdv1oPQIIIIAAAggggAACCCCAAAIIWCBAoGIBOqdEAAEEEEAAAQQQQAABBBBAAAFnCxCoOLt+tB4BBBBAAAEEEEAAAQQQQAABHppykwAAAFdJREFUBCwQIFCxAJ1TIoAAAggggAACCCCAAAIIIICAswUIVJxdP1qPAAIIIIAAAggggAACCCCAAAIWCBCoWIDOKRFAAAEEEEAAAQQQQAABBBBAwNkC/wNmJ649IakzbAAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('appointments', 'Average # of Appointments Created')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=appointments_short_term
category=%{x}
value=%{y}",
"legendgroup": "appointments_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Appointments: During free trial",
"offsetgroup": "appointments_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "TSvhksjfN0AEB0BI80s9QCMjIyMjoylAVo/T3vz8QkA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=appointments_medium_term
category=%{x}
value=%{y}",
"legendgroup": "appointments_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Appointments: After trial, before 90 days",
"offsetgroup": "appointments_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "F6MSvZl7PUA/QIqNa+VUQKCgoKCgICxA2JbnvqdsV0A=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=appointments_long_term
category=%{x}
value=%{y}",
"legendgroup": "appointments_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Appointments: After 90 days, first 6 months",
"offsetgroup": "appointments_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "PoALRkObPUAmP0CKjdtxQKCgoKCgICxATtIwgrB+YUA=",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('appointments', 'Cumulative average # of Appointments Created')"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('appointments', 'Cumulative average # of Appointments Created')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_short_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Checklists: During free trial",
"offsetgroup": "checklists_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "dLULmREe8j8AAAAAAAAAAFpaWlpaWro/SFion7jv/z8=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_medium_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Checklists: After trial, before 90 days",
"offsetgroup": "checklists_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
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"quick-exit",
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],
"xaxis": "x",
"y": {
"bdata": "mS8/kAJV2z8kzAb+rZPjPwAAAAAAAAAARGA+BVvjCUA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_long_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Checklists: After 90 days, first 6 months",
"offsetgroup": "checklists_long_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
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],
"xaxis": "x",
"y": {
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"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
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},
"error_y": {
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},
"marker": {
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},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
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"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
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"linecolor": "white",
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"gridcolor": "white",
"linecolor": "white",
"minorgridcolor": "white",
"startlinecolor": "#2a3f5f"
},
"type": "carpet"
}
],
"choropleth": [
{
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},
"type": "choropleth"
}
],
"contour": [
{
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},
"colorscale": [
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],
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],
"type": "contour"
}
],
"contourcarpet": [
{
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},
"type": "contourcarpet"
}
],
"heatmap": [
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},
"colorscale": [
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"type": "heatmap"
}
],
"histogram": [
{
"marker": {
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"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
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"histogram2dcontour": [
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('checklists', 'Average # of Checklists Created')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_short_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Checklists: During free trial",
"offsetgroup": "checklists_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "dLULmREe8j8AAAAAAAAAAFpaWlpaWro/SFion7jv/z8=",
"dtype": "f8"
},
"yaxis": "y"
},
{
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fGoFKeD8k+D4EIAABCEAAAhCAAARCEfjmAxX5C++KDXvp7O45HBjEDHcQmBOorNt2UE0n0DatQkJbnUS+Ln/pb9BhMPmNcqWyxfNFKFCR40jfC2mge/PuA5K/6v/777/0jKcu1OZpSSMHOqlLCC9Qkb9S12nrripUqpYroj4jL9/5cmdXfxWXJr1NnYeQVx9HasSVCsZb0ZqdyaFSca7GaR2qofzFewEHStIY99H/vxh+4aqWF1yZoVW/WOv8WgAg011k2ou26bkGberWvtUTg0xhkrBn9tItKlCRSpWIOsi1+HMwkoCn+rThagnZxnDI9kuOTEGmdwRHdO4/nqRaSCoPjLclPPVKKimkuiNb5vS6AhWpZpJqHJkSpWfTPJdNG0x5f/nR8BGpeJKqjk0LRukeGzIGZUrJRv6MqU2rUJHqmm17j9MSP48gzXXDClSkL0mLrsPoxp0H1KxuRVWdVZCDSm3FIjlnaIGKBJ2yypdMkStfsoBq1By8t0zw6zX3d4cWqEhlTpc2dQyHk2crvwdkzBlvWgCrTTOTn2d/DqSkCa9UNAXyz4+EqdJMWAtugwcqen9mO3EVkIzr4FMNpUeMnAMVKnp+UrAPBCAAAQhAAAIQgAAEggp884GK9tdhecH7UcdKN+YEKlv2HKXDG6YaRLVAZffK8aqaRDYtUNH+Wh6RKT8Hjp5RYYm8DLZpXE29LEuzSwlqShbOoztQkeuRz0j/lQlDuhlekmeP68f9MnLREV5et0MfbzWVJEawRprS+LVS6d/Id1j3UH+G5K/mEqjI1JSKpX5T1QKyHKu8sBkv22yN85talUbPNUiPCglVTnMvHOPpS9rLrQQqFzhYiqiD4EgFjFTOSEWSbK26j+CQqq0KRExt0h9FXmxXzRwSZBepbpExs5RDB5nmok1DCatCRSpLpNeOVIno2Ux5yvQlGb9SQaF3bMh9SNWEViUV2vklUHn24pVahUqCELk3rb+K7B/essnyOam22MlLoP919Zaq2pJeJFKxJFUcoQUqctwNvOKV9N/54+wVNQ2rFPcGGtCtueqfE9pm7u8OLVCRSqQWPFVK27TeN8ahj3xPpobJFKa1c4arVZhadBtOd3ip68Hct0brbyPP35t7NJkKVPQ+lxZdh6vqlxXTvYLcqlTJSAURAhU9PynYBwIQgAAEIAABCEAAAkEFvvlARXu5khVXXDo0CPX5y8oZT7jnhfQZkSkFUrURvCmt9DuQygOtKa30UIlQoDKCm9JeCNqUViorCnBT2nbcHyW0prS9vKaqKSPGPTHkRaxIdWeqVr6IWYGKBAeTuPeK/FVc7mnHvhO0c/k41Tz0Ak+9aNzJSzXqLMPVNME3eXHVgqLg3/tvOsivqieEtkkDVW11G5maJJs1zm8qANBzDdpLstYrRbtWLWiRr8tLbUQcpI+HhF/Sdya1NPCVVXi4kugRT4XS+qlIpVLwlabkGiQwk2a5u/hZGG+L1+ykkZMWqyoRWfpaT6CiVTFo/XVCG/Ry3J9+/IEK589pcpUf40BF79iQaoxrch9h9G+RQEWql/xG9aRBo2fT67fvOIAZokI42cILVIzvRyqgpEeRNzfBlcBPxp+pQEX7nARXR/64oBrnSvgjVUGhrZhk7u+Ol6/fqCk/wQOVLgPl2d4LMg3I+B5kipdU9dTm3jPG4aPsI42opVeSqUBF73ORgPDho2chKodkapQELQhU8D8NIAABCEAAAhCAAAQgYL7ANx+oCIms+nH6/DWSSgzp4WC8/c19Mxy5ieePXD0wd0J/evX6HZWo3ZXcXVpR83oVDbvKi+LBY2ctDlRGTlpEm7kh5aH1UwzH1sr22zerEWqgIi9DsjKJNIXVNu2lU/4yr4UY8lIufUy0KofgPVTks9JjRfomSI8U6c0gn5eqEtlkKlFJfiGsV71UiH4fMh1FKnxCe/GU6UcSCDWr978GpnI8j7HSv+ZAkJdEa5w/tEBF7zVIM1+ZyjJ3wgCe9pFT3bd8ti6vdCRTkiRQic89VCLiIMeSQE76nsg0Ftmk/8zUeWtNNj7VnqcW9MiqMFJBpG2yvLGsDCMBmExZ0xOoSKVErdZuqlpDVu4JvjqTVHa4ek5Vq+J0a1dPV6Cid2xoKwwZT3uT3jbteo0hpxYOKgA0bkorq980dPJUYZzP4M7qtsMKVP7hqqfT3IRWWzVLc5KGyNKcVirRtCBE690jvUL2c9AlDWqNVyzSVouSSh5pzBraZs7vDunHElqgIhVR8twkZJKmvNomlSHx4sVRzaq18HHyCBeqwFOSZJOgtT6PS/kdpTXV1sKy41v8VQCl97nIz/qydXtUM2OtkbGME2nwK7/7EKiE+vjxRQhAAAIQgAAEIAABCIQpEC0CFQkWnHp78zLAj6guhwXFuDmlLNF69q/rqi+JLCEqTSTTpf5vmo5UqKRI9p3qeyIvPLIE6ix+KbrPf+G1tEJl006ewsFVKtKwtGq5wqqvwQjfRfTnhauqJ0RoFSryMua/cAP5Du1OeXL+SIdOnFPTF2TVD+kpMW20q3pRGzByBknT1Rl8L7J0c2xuYqotm6xViMj9ST8FWY1FpktolQ/GL/ayOo9cR9ni+XmJZp6+wUbL1u9R0wWMp2YYjyxtZZkp3AhUXuTlM6/5RXblxr28Ek8F6sHVQVrPCkvPb6pCRc81cM0IVW7ah9LzMtJevBJTMm7QOWvJJhV8XOFpMsar/ETEQcKAS9dvqyof2eat2KZeeqVCKqxNnoc0xs2UIQ0N5GkosiKM9KOZMGMlV1Y1NDTf1ROoyHlkmWpZ2UbGQNM6FShXjixqtRlpmCuBXuUyv9HYQc5qyo2eKT9yTAl9wjORQE9WjcrIjU5dOzZUq01N46V+L1y5Set4aouEO8GXTdZCLlmiuTGv2hRWoCLPqRlPI5MlxutwU1qpmrp28x55es9Vy4FLjx8JaeQcLepXpvo1SvOz/p5qtuqvms86t67D1ULJ1DQX6Zvz6vVb1Z/G1GbO7w5TU37k67LKjzR/7dWpkaryusRNdCXkkJWVJNyUFZwqcuPc/NzPSMblK/5vaRgt1y7Nr8d6OKvGztv2HlNBpVTQyf1IE2g9z0WrZJE+Tp3b1FVjUsbSbbaSn0sEKvhfChCAAAQgAAEIQAACEDBfIFoEKsIijR1lhRlpgikvXFyUwC84qah6haJciVLJMN1A9pXlb0dyyCEvahIO1OLGr1KdIS8yJ7b680tcfIrolB8JQGQpXLkO+cv5T7zEqlv3Fmq5XXkhlCV1tcqSIdx3o6FDWfUiLNNJ9nNYEsgXXpL/0u7u0lJVLniNm0tpeHle+cu8TAuSyoNXb95yQ9Rq1LBW2VADFa0vh/TkkP4VwTd5gVvKzVCln0y8eHG5n0NWfgmrE6QBbPDP3OQmoZ4+c+k89x8RM1mBpXv7+qr/w6pN+8mhcnFesrat+pil5zcVAOi9hlPnrqgQ6zo/35TJk1KLBpVU3xhpHvvH9hkUn+9Ztog4SCNT6Wsj009k6+ExiV/+q4Zpp1lKJcJ4/xV0/M+/6CMvOy29PZpxlZQEbdqmN1CR/WWcL1y1U1VWPeRQURrlSq8OaThcs1IxQ7WR3kBFr4lMXRrHPXWkV4kEl/l4nPXhgEmb6hQ8UJHjipsElzIepf+LhINalYv83MkUHW061N7Dp2n2ki3q51Om7KTl1YGkybI0gtX64riPnkVb9xxTFSlrZw9Xy4lP5Kkzf/I0NAkvknMfomIFc1MPHqPpOFwLa9P7u8NUoKI9CwnHZBlx+XmWKWBSrSMNbGVVKdlkupj8vNzhKidZrahjS67o4ftqy6uESXNgmUokq4d16utDl9moIC9vLVV3ep+L/NzJ+PnnwVO1olIHrhiSgEoqe8IKlcLEwTchAAEIQAACEIAABCAQjQWiTaASjZ8xbj2YgARZMnVJ69kh35bAau+hU7R3VdCVWIAHAQhAAAIQgAAEIAABCEAAAhAITQCBCsZFtBKQ1YqqNOvDf6FPQf27NlNTu06euUzDeWniTjwtx7l17WjlgZuFAAQgAAEIQAACEIAABCAAgYgJIFCJmBs+ZccC2tSaU+ev0AfuQyPTK6THTKtGVdTUH2wQgAAEIAABCEAAAhCAAAQgAIHwBBCohCeE70MAAhCAAAQgAAEIQAACEIAABCAAgWACCFQwJCAAAQhAAAIQgAAEIAABCEAAAhCAgJkCCFTMBMPuEIAABCAAAQhAAAIQgAAEIAABCEAAgQrGAAQgAAEIQAACEIAABCAAAQhAAAIQMFMAgYqZYNgdAhCAAAQgAAEIQAACEIAABCAAAQggUMEYgAAEIAABCEAAAhCAAAQgAAEIQAACZgogUDETDLtDAAIQgAAEIAABCEAAAhCAAAQgAAEEKhgDEIAABCAAAQhAAAIQgAAEIAABCEDATAEEKmaCYXcIQAACEIAABCAAAQhAAAIQgAAEIIBABWMAAhCAAAQgAAEIQAACEIAABCAAAQiYKYBAxUww7A4BCEAAAhCAAAQgAAEIQAACEIAABBCoYAxAAAIQgAAEIAABCEAAAhCAAAQgAAEzBRComAmG3SEAAQhAAAIQgAAEIAABCEAAAhCAAAIVjAEIQAACEIAABCAAAQhAAAIQgAAEIGCmAAIVM8GwOwQgAAEIQAACEIAABCAAAQhAAAIQQKCCMQABCEAAAhCAAAQgAAEIQAACEIAABMwUQKBiJhh2hwAEIAABCEAAAhCAAAQgAAEIQAACCFQwBiAAAQhAAAIQgAAEIAABCEAAAhCAgJkCCFTMBMPuEIAABCAAAQhAAAIQgAAEIAABCEAAgQrGAAQgAAEIQAACEIAABCAAAQhAAAIQMFMAgYqZYNgdAhCAAAQgAAEIQAACEIAABCAAAQggUMEYgAAEIAABCEAAAhCAAAQgAAEIQAACZgogUDETDLtDAAIQgAAEIAABCEAAAhCAAAQgAAEEKhgDEIAABCAAAQhAAAIQgAAEIAABCEDATAEEKmaCYXcIQAACEIAABCAAAQhAAAIQgAAEIIBABWMAAhCAAAQgAAEIQAACEIAABCAAAQiYKYBAxUww7A4BCEAAAhCAAAQgAAEIQAACEIAABBCoYAxAAAIQgAAEIAABCEAAAhCAAAQgAAEzBRComAmG3SEAAQhAAAIQgAAEIAABCEAAAhCAAAIVjAEIQAACEIAABCAAAQhAAAIQgAAEIGCmAAIVM8GwOwQgAAEIQAACEIAABCAAAQhAAAIQQKCCMQABCEAAAhCAAAQgAAEIQAACEIAABMwUQKBiJhh2hwAEIAABCEAAAhCAAAQgAAEIQAACCFQwBiAAAQhAAAIQgAAEIAABCEAAAhCAgJkCCFTMBMPuEIAABCAAAQhAAAIQgAAEIAABCEAAgQrGAAQgAAEIQAACEIAABCAAAQhAAAIQMFMAgYqZYNgdAhCAAAQgAAEIQAACEIAABCAAAQggUMEYgAAEIAABCEAAAhCAAAQgAAEIQAACZgogUDETDLtDAAIQgAAEIAABCEAAAhCAAAQgAAEEKhgDEIAABCAAAQhAAAIQgAAEIAABCEDATAEEKmaCYXcIQAACEIAABCAAAQhAAAIQgAAEIIBABWMAAhCAAAQgAAEIQAACEIAABCAAAQiYKYBAxUww7A4BCEAAAhCAAAQgAAEIQAACEIAABBCoYAxAAAIQgAAEIAABCEAAAhCAAAQgAAEzBRComAmG3SEAAQhAAAIQgAAEIAABCEAAAhCAAAIVjAEIQAACEIAABCAAAQhAAAIQgAAEIGCmAAIVM8GwOwQgAAEIQAACEIAABCAAAQhAAAIQQKBi4Rj45+l7C4+Aj0MAAhCAAAQgAAEIQAAClgqkT5nA0kPg8xCAAATMEkCgYhZXyJ0RqFgIiI9DAAIQgAAEIAABCEDACgIIVKyAiENAAAJmCSBQMYsLgYqFXPg4BCAAAQhAAAIQgAAEIkUAgUqksOKgEIBAGAIIVODoE/YAACAASURBVCwcHqhQsRAQH4cABCAAAQhAAAIQgIAVBBCoWAERh4AABMwSQKBiFlfInRGoWAiIj0MAAhCAAAQgAAEIQMAKAghUrICIQ0AAAmYJIFAxiwuBioVc+DgEIAABCEAAAhCAAAQiRQCBSqSw4qAQgEAYAghULBweqFCxEBAfhwAEIAABCEAAAhCAgBUEEKhYARGHgAAEzBJAoGIWV8idEahYCIiPQwACEIAABCAAAQhAwAoC31Kg8urNOyru0IXWzR1OObJmtIKO/kPsPniKPLxn0+ENU/V/SOeeDx8/p84DxtONOw9oPd9bpgxpdH4Su0EgagogULHwuSBQsRAQH4cABCAAAQhAAAIQgIAVBKwZqBw8dpbmLNtCFy7fpC9fAumH9KmpXo3S1KpBFYoZM4YVrjbkIa7fvEcPOHAoWTgPff7yhU6dvUp5cmalhAniWfV8RWt2pjdv34d6TLm3A2sn0Y3bD6hg3hxWPa8cbP7K7bRs3W5aPNWDkiZJRLFixbT6OXBACNhSAIGKhdoIVCwExMchAAEIQAACEIAABMwW+Pzvv+T57BhdCXhh9mej0gcGJCtIv8VPbZVLslagsnz9Hhruu5BaN6xKVcsVpnjx4tKf56+S7+zVVKZYPhrt1jHE9UroYmk44DtrNX36FEB9uzS1ioepg9y9/5gCAwPVt8f5r6APHz+Ru0vL/989BleNWOd5hHb+SWx4/tINmuHdJ1IMIxUOB4dAKAIIVCwcFghULATExyEAAQhAAAIQgAAEzBaQQKXBg6108uMjsz8blT6wIW2NKBWoPH/5mio26kUdmtekLo51g1CduXidZi7aRKPd/wtUpNJj5EAnGuu3lDq1rEWtG1WlxWt20dzlW+kFHydzxrTk0qGBCmFkCwz8lybMWEkbdx6ml6/fUtYf0lK/rs2oWMFcNGXOWpq+aAPFjBGTUn2fjNbMHhZkyo+EHuP8l9Oe30/Tu/cfKNfPWTgEaUU/ZkrH//2RClfvRJNHuNDMxZvo8ZPnlPS7xOo6w5su5DZqpvr8xKHdDPdqPOVn/5EzNHLSIurQoiYtXLmDHj99QU3rVqQShXKT97RldP/hUyqcPyeN9XCm2LFiqWOYMpg4cxXNXbaVAv8NpHhx49B8Xzdq3MkrhOGGHYdoBjvfe/CEUib/jhwbV6OWDSqrY8s5X7x8o0Ku37mK6FPAZxrUsxU9fPyMlq/fS/L82vD+8vxk+8gB1ZipS2nb3mP0L/vnyfmjCo+ysD02CFhDAIGKhYoIVCwExMchAAEIQAACEIAABMwWQKASkswaFSrrtx8iT+85dGTTNEoQP67J5yIBx29VO6rpOW49WlJqDkFOnrlMHmPnkN8oV/o5+w8k04Z6efkZeoWs2rSffGetonm+AylD2u9pydpdNGvxZtq/xpfixIlN3d19VU8RqVAJ3kNl+MSFJIGOLwcfyZImoalz19KmXUdo+1JvihEjBhWs4kTFOeSYOKQbJU6UgFw9p9Dnz19UyBLWFl6gcvDYOerhMYm6tKlDTi0c6PDJ8+TUx4crd4rQGA5s3n34SFWb9aWRAzpQhVIF6cDRM2EaSBXOhcv/VaiEZvjoyQuq2WoATRrWg0oXzavuuUNvb1o0dRDl5elP46evoGVcQSTGhfL9TBLSyH+3blhFBWDHTv/F1+dNB9ZMYqfE5MMh1Fk+hs/gLhwyJSL/BRto655jtGnhKEMAZPYPHz4AASMBBCoWDgcEKhYC4uMQgAAEIAABCEAAAmYLIFCJnEBFgoot/MK9eeHoMJ+JVD5IiDGCg4S61UqpfZ37j1cv/V3b1jN8tlO/cfTrLz+qr8lnpLokOQciskmlRck63WjjglGq0sRUoJI9SwYV3kgVSKXSv6nPynFK1OpKvhw8FPstl7qWCRymVClbSH1/zZYD3ANmK23iY4e16QlUnPuPoxNb/bmXS3x1D3IuqWipXOa/c7XsNkJdl2OTauEaGAcqoRnK1KlnL15RqpTJDJddp607NeeqmCZ1KqhA5eipi7Riupf6vgQ+cn3SQFcCkwAOkfJXaq++n+unzFSkhjNNHelKRQrkVPvL8YvWdOZAppfha2b/8OEDEDASQKBi4XBAoGIhID4OAQhAAAIQgAAEIGC2AAKVkGTWqFCRCob123+nrYvHhvlMtDBg4WR3Q/PWGi370627D0N8rk7Vkmpay8tXb2kiV6ic+PMSfeDKDtnuP3pGq2cNpZzZM5kMVJLx9J1yDXpypcsIyp41g+H4FRq5UvtmNaihQzkVcizz91SBjmwbdxxWPV92LR8X5n3oCVR6D5lKx7f4G46Tu5wjN5UdRPlzZ1dfa99rrJr249y6NoVnEFqgYmz4L09lm710C23ZfZRe8bQoLr+hJzzNqFenxmpKlQQqf9+6T1NG/ld5c/z0JerY15v+3DXbcH15K7Tl6UQDVSNhcQttG96/PdWrXtrsnzt8AALBBRCoWDgmEKhYCIiPQwACEIAABCAAAQiYLYBAJSSZNQKVLbuP0YCR0+nQ+imUJHHCECeRCog4sWMZKjWWT/ekPD//F2I4tB5IjWuVUy/+oW0DRs5QgcukYd1VBYastCN9WPQGKhvmjaBsXK2ibeUb9uReIQ4cqJRVgYrxtVgzUOkz1I+ObZ5mOK8EKkv8PChfrmzqa8aBSngGoQUqxtctlTXjp6+kaWN6GcKhBh0Gk4RSWqBy4/Z9w1QmFaj086E/d84KEajI9Kmy9V0Mvmb/kOEDENAhgEBFB1JYuyBQsRAQH4cABCAAAQhAAAIQMFsAgUrkBCqv37wjCSqa1K4QYrWdS9duq/4cK2cOUdN2gocYXQZOoBTJviOpftA2adqaJlUKtdSy9BqRPiQSgMgmU1ckjAgvUJEpP9J0drR7J8OUH7nOUnW6c6VGTzV1JaoEKuEZhBeoDBozmwK40eyYQZ2UkYRO8jy6t6tvdqBSMO9P7OZMHq6tqHaVkoZnIs1upYcNNghYQwCBioWKCFQsBMTHIQABCEAAAhCAAATMFkCgEjmBihx17daDqrFq49rl+UW8BDenjUenzl2hybPXkEPl4qoJrTblx7i6QhqyunpO5f4i3dUqOH9euEYSMEwb7crTgn6iNi6jKF2alNzA1Ylu3P6HV6xZTkdOXuBqix5qJaA+Q6epMGFo33Y81YVUj5R1c4erlXpGT1mirmHS8B6UJFFCGsdTXw4c+VNNTQrkaTJRJVAJzyC8QEV62Gzbe5yWThusmuoO9plD12/+Q+VLFqA+zk3UlB+9FSpiLk1p9/x+ivuo9KSMPAVo1aZ9NIkb4+5aMZ4SJYxv9s8dPgCB4AIIVHSMCUmjh46fzw2SXlN8XqKrt3Nj7jr9q/okAhUdgNgFAhCAAAQgAAEIQMCqAghUIi9QkSMf/eOi6uUhK9J8CgigrJnSU7O6Fah+jTLqxKEFKvL1Rat30rwV2+jJs5eUnsOTjrycsta09tylG+TOyxTff/SUfsmRmStZOtD0hRto18E/OHTpxdUY76jvMH/1viHLJpep18MQqMjSxrJ8sewbk/uK5OP+JW49Wqg+IaFdy9ea8hOeQXiBijTq7T3Ej87+dZ3ScmWPLCv9gJdEHsOBUjeuUnn2/JVZgYqsJCTLJm/fd5w+fgygn7P9QAO6Nadf/3+6klV/KHGwaCmAQEXHY6/t6E7OrbjJUsWiJOFK6x4jad/qiarTNQIVHYDYBQIQgAAEIAABCEDAqgIIVCI3ULHqw8LBIACBb1YAgUo4j1Y6Tf9asR0dWDvJsMRZidpdSbpRZ8ucHoHKN/ujgRuDAAQgAAEIQAACUVcAgQoClag7OnFlEIg+AghUdDxraRZVmdd0b8prn8vcxQEjZtDmRWNUh29UqOgAxC4QgAAEIAABCEAAAlYVQKCCQMWqAwoHgwAEIiSAQEUH2+Xrd6it62heBj0GyfxFH4/OVLF0QfXJN+8/6zgCdoEABCAAAQhAAAIQgID1BD58+ULVb26ikx8fWe+gX+FImzPUpDJJ01vlzIkTxLbKcXAQCEAAAnoFEKiEIyVNnmQ9dc9ebahUkbz0N6973rbnaJ7y40aytvmrdwF6rbEfBCAAAQhAAAIQgAAErCLw8Usg1bj1bQQqpb5LZxWT7xLGscpxcBAIQAACegUQqIQj9dfVW+TcfzztX+Nr2LMDrz8vS6jJeuaY8qN3qGE/CEAAAhCAAAQgAAFrCWDKT0jJ9CkTWIsXx4EABCCgSwCBSjhMr968o4qNXGn2uH5qea3HT19QvXYeNNOnj1ruDIGKrnGGnSAAAQhAAAIQgAAErCiAQAWBihWHEw4FAQhEUACBig64/UfOkO+sVap/SqxYMalVwyqqQa1sCFR0AGIXCEAAAhCAgI0FXgcG0LWAFzY+q3VPlyxmPMoaOwlxEzfrHhhH+yYEEKggUPkmBjJuAgJ2LoBAxcIHiEDFQkB8HAIQgAAEIBAJAofe36fGD7dHwpFtd8iaCTPTjFTlEKjYjtyuzoRA5esHKi/ffKYnz/6lfwP1DZ248QIpY9p4FBMZqT4w7AUBOxBAoGLhQ0KgYiEgPg4BCEAAAhCIBAEEKpGAikNGKQEEKl8/UPnn0Wca6/svvXmjb2hULBdITeoiUNGnhb0gYB8CCFQsfE4IVCwExMchAAEIQAACkSCAQCUSUHHIKCWAQCX6BSqvubfjxJmraNfBP+jl67eUMV0q1YagZYPKCqPn4ClqVdKGDmUtHqsLVm6nqzfu0bB+7YIcy/jrnQdMoBoVilItXqzD1Hbk5AXKmjkdpU2VIkLX1LLbCDr3198Ug8t6YsWMSTmyZqCW3H7BoVJxs4+n53r1HlRWgm3dfSTduf+INswbSd+nSKr3o7r2+8zLom/bc5wcKod+n4WqdaRNC0eH6drd3ZeqlC0c5vPRdTHYKUwBBCoWDhAEKhYC4uMQgAAEIACBSBBAoBIJqDhklBJAoBK9ApUvvEx2q+4jKGHC+NSvSzPKlCE1nb90gwaNmU31qpemTq1q2TxQkcU74sWNo/4xtXVz8yWnlg6Ujxf3iMgmgUqT2uVVKCCB0tFTF2mE7yJq3agKtWtaQ/chAwO5kujd+3CvV+8Br/x9l9r3GkP7VvuqHpvaJueJaYU5XbLS7IQZK2mGd58gl6Qd/+nzV5Q8aZIwz4VARe/TtGw/BCqW+aEprYV++DgEIAABCEAgMgQQqESGKo4ZlQQQqESvQGX3wVM0ZPw82r7UhxLEj2u4+cvX79D9h0+pXIn8KlDJniUDHT55nm7de0gF8/5EE4d0Uy/8N+88IE+fudzz5SUlTBCf3Hq0oAJ5ctC///5Lk+esoY07j1CghDZc/eHYpBoZV6I8ePyMWnYdTmMGOdOFyzcMlSvGFR9zl22lFRv3krzwS7XGaPeOtH3fCZoydy2l+T459encRJ13rN9S+sTVHXFix1ZfK1MsHy1fv4d27D9Js8f3C/FQjQMV7ZvHT1+iLgPHqzBj6brd9M+DJ+TZ21F9e+biTYb/7uo2kStaMtK6bb+rSpsla3cbKmqKOXShXh0b0Y4DJ+nuP4+pfo3S1LFlLZLKEw8OqU6dv0qZ0qem3379ie7x8UcOdDJcmwRJjTt60YNHTylTxrQ0h6+7eov+/HkHmr10C+1ZOYEePXkeqrccZPrCjbRhxyHuNx6DihXMRf27NqM4cWIbjv/23Qeq3caNXr15S7/+kk25FK7uHOT4Zep1VxUqYjtm6lLa8/spCuRnWSR/ThrK9xo7VixCoGKb39gIVCx0RoWKhYD4OAQgAAEIQCASBBCoRAIqDhmlBBCoRK9ARV6aX/E0nxEDOpgchxKoPOQX+Zlc1RA7diyq4+jOQUMbKlEoDzXoMJia1q1AjRzK0TmubJGX7Z3LfGjv4T9pzrItNG/iAPr4MYDqtnOniUO705kL11Rw4u7SkitjRlJrDlqkSiS0KT+liualGhwo7FoxnhJxBc3arQfpw8dP1KxuRarN1yBhhlSoyL978fVI0HPp2m0OOHbR0L7tVGAhAYQEPMG30AIV2ad03e7kPbizmg5kKlBx8ZhMz168opk+fSl+vLhkHACVqN2VGtcqTz2dGtLDx8+parM+dGTTNNqw/XfatOsozZ3Yn549f03Nuwyl4uwXfOqTXL94b1syVl1yiVpdqR6HMn2cm6igxJT3wWNn1bStxVMHqYCpp+cUKlrgF8O0Le3+JYxavXm/oUIl+PG1KT+qkmX6Slo5cwhJr+MmzkPIqUUtqlGxKAIVG/3GRqBiITQCFQsB8XEIQAACEIBAJAggUIkEVBwySgkgUIlegYpM7UmRLAn16tQ4zEAlf57s5Ni4mtqnh8ckKl+igKqCqNVmIB3fMt0wRaRxJy/q27mpqt74KdsP1KZRVfWZN2/fcwVMPFq8ZqcKVN5/+EhZf0hLXdvWU98PLVCpXLYQlWvQk1w5nKhargglS5rYcI3GgUr73mMpC1d0tOHrkylLejZTgYoEFp3b1KEbt++bDFQk8Mj9cxYOGBzUqYIHKrPH9aNfcmRW3yvOFSsSSkjYkT93dkPAMWTcPPrMlTvhBioc0Ewb3UsFR1IxZMp7/fZDlIU9OzSvqc67/8gZmrt8qwq0jLcQgYrR8WU/LVCRChV5RhLOyOblM4/Sp02pqm1QoaJnhFm+DwIVCw0RqFgIiI9DAAIQgAAEIkEAgUokoOKQUUoAgUrIx5E+ZQKbPiNbrvLj47+cHj95wdNuOpm8x+BNabX/zpkjEzXrPJTSGDWGlZfwwa5tVDVJ1XKFVR8W402CE7/569X0HHeXVtSgZhn1bVNNaaVSQqbbHOYmtBJiDOnTVjXNNQ5UpO+H/4L1qqlukkQJaUD35qp6JqwtrAqVScN70Mkzl8MMVEoWyaOqcmQLHqgsmzaYg5006ntSsSL/PXTCAqpTpaShkeuMRRvpDk8J0hOoLPUbTJkzpqHzPC3KlLcEWGcuXjMEIIGBgZQyeVJaOcMrCENogYp2fNlRC1TixolDPtOW0d+3/iEujVEWzetVIufWtRGo2Oi3AQIVC6ERqFgIiI9DAAIQgAAEIkEAgUokoOKQUUoAgUrIx/EtBypSydB/xHTuoeJNSZMkMtz8dX6R3rzrCPVo3yBEU1otUJEpOTL959jmaSHQ3EfPoh8zp6f2zf5r8Cr9UhLEi0freerLPp4O1L9bc26+OpZWTPfkyofvTQYq2oEDPn8hv3nr6Mrfd2jqyJ5BAhXjk8vUl37D/OnQhqlhNlYNLVCRHjG9vfzowLrJtHDVdrp99xF59XFUh5cKk5ev3qieKsEDJj2BijSCLZz/Fw4lKqrjDRk/nz7zPekJVLSARgxNeXuMnaNWKmr9/xVBpn6phBaoGAdAWqDiP38DfQoI4Otrr3rlyPEz8HNCoGK7X9cIVCy0RqBiISA+DgEIQAACEIgEAQQqkYCKQ0YpAQQq0StQkWavbV1HU0DAZ1UxIiHIxSs3SQKRVg0rU4v6lU0GKrKMckMnT2rbtDrVrFiM+4q8plGTF6kqEgk2/BdsoIWT3ekLV0tIs1Wpgjl78bqh+axUnsjyx9IcdeGqHSGa0mbiqozZSzeTt0dntYqOTGvZtvc4T4FxVb1Eejo1okL5flbXP3FoN7XU7937j9X3jmz0o/vc3FVPDxUJa47+cZFXNpqlpiA1rlWO+50coWXr9tCiKe6qb0vzLsPUtJuIBipSPXPoxHnuQ9OXHj99oXqSlC76q1mBioxMU95HT/1F07jyR6b4SL+ZFRv3cYPeWCEqhKTJ7Mwlm2kJ91qRnixaBY1WUaMFKqMnL1FTlKSRsPR16TFoElUrX0RNDcOUH9v8ykagYqEzAhULAfFxCEAAAhCAQCQIIFCJBFQcMkoJIFCJXoGK3O279x9p0uzVvCLOCXr+8g1l5ukq8iJdt1ophWFqyo8EKrLKjxf3A3nw6Jl6QXdsXJWa1KmgVuWRY8qqM7Lij6zyI8sRG0/tkSWbJaioXbUEyb9LbxWp2NAqPmpWKk7ePO1kJ19XzJgxKVXKZNxsti1l4xWHZNrQPO4R4tKhgZrmMmPRJj7GF4rPfVp6tK9PlUr/Fu4qP9J4NgYvRRyTrztrpnTUjqtpJBiS7f2HT9TNfSK9YI90qVPyOdOzzWvV7DYiFSqyFHFfrpy5yssi5/gxA/2cLZPheMYjLkRT2v+fMqQFHqa85RgyjUim/kjli/RTGd6/A6X+PlmQAS2rMTXlMEdCrr2rJpoMVKRfy8CRM1Uok/eXH6liqd/InQOnUW5OtGbzAapStrBh+lKU+gX2DV0MAhULHyYCFQsB8XEIQAACEIBAJAggUIkEVBwySgkgUIl+gUqUGoDf8MVIyBSTAxzZpvKyz++58kVW78EGgdAE7CJQqdkqaNdjU49SUj6ZV2jLDYGKLbVxLghAAAIQgIA+AQQq+pywl/0KIFD5+oHK0+eBdPp8gO5BlCA+T90oHFctb4stagrsOXSavP2W0ZrZw7hiRypzhlO3dvVUJQ02CNhtoLJq037Dtcta4jLXrELJgtxFObVaxurGrft04NgZXn7KwdBAyFaPG4GKraRxHghAAAIQgIB+AQQq+q2wp30KIFD5+oGKfY4cXHVYAjKlacSkRdyQ97SaviQrIEl1ikyTwgYBuw1UjC9c1i+XxkZ5c2YNcj+qUdKyLTTLp69NnzQCFZty42QQgAAEIAABXQIIVHQxYSc7FkCggkDFjocvLh0C34yAXUz5MdYuWMWJjm7yo7jcQdp4e/3mHZWt70Kndsy06cNBoGJTbpwMAhCAAAQgoEsAgYouJuxkxwIIVBCo2PHwxaVD4JsRsLtApU5bdzWHrX2zmtwpOp56EO/ef1DLfe3j9dk3zBth04eDQMWm3DgZBCAAAQhAQJcAAhVdTNjJjgUQqCBQsePhi0uHwDcjYHeByqlzV8nVc4pavirZd4nV8l4vXr2hBLz01uQRLlS0wC82fTgIVGzKjZNBAAIQgAAEdAkgUNHFhJ3sWACBCgIVOx6+uHQIfDMCdheoiHwAr+ZzmoOVR0+e06eAAF7rPDn99msOtba5rTcEKrYWx/kgAAEIQAAC4QsgUAnfCHvYtwACFQQq9j2CcfUQ+DYE7DJQ+fzlC506e5XuPXhM9aqXVk/i7bsPlCghApVvY1jiLiAAAQhAAAKWCSBQscwPn476AghUvn6g8vb1Owp4/IhiBH7RNWACEiShFOlTU0wsGKPLCztBwB4E7C5QuXH7PnUeMIGePHtB7z98ogv75nGw8oQadhhM08f2pl9zZbOpOypUbMqNk0EAAhCAAAR0CSBQ0cWEnexYAIHK1w9U3tx/SAEeHSjGq+e6RtIXh1aUvFUnBCq6tLATBOxDwO4ClQ59vOnXX36kro716NeK7VSgItviNTtpy+5jtHjqIJvKI1CxKTdOBgEIQAACENAlgEBFFxN2smMBBCrRL1CRVU0nzlxFuw7+QS9fv6WM6VJR0zoVqGWDygqj5+ApVKpIXmroUNbikb1g5Xa6euMeDevXLsixjL8uf+SuUaEo1apSwuT5jpy8QFkzp6O0qVJYdE3efstozZYDtGbOcEqX+n/HWr/9EI3wXagc5L6fPHtJBfP+FOFzyUyIbXuOk0Pl4qEeo1C1jrRp4egw76e7uy9VKVs4TBdTvuFduPH99urUOLzdzf7+5et3aMi4eXTt5j36gaupRrl1pJ9+zKiOM3PxJpq/YjuJUY2Kxci9R0uKFStmmOeI6H2afeFf8QN2F6gUd+hC+9b4UjxeNjl3OUdDoCJ9VYo7dKaT22bYlBOBik25cTIIQAACEICALgEEKrqYsJMdCyBQiV6BypcvgdSq+whKyC0O+nVpRpkypKbzl27QoDGzVQuETq1q2TxQecUBj7yTyT+mtm5uvuTU0oHyWTCLQO69VpuBhlYPTi0cDKdz8ZhMRQrkpBb1K9N8DoE+fQog4++H9yMeGPgvxTSag/XX1Vs0YcZKmuHdJ8hHtf2ePn9FyZMmCfKZ4OeIzEDF+H7Duzf5fvD7C+szsm/NVgNUQNesbkVatWkfLVq9kzbMH0lH/7hIg8bOpvm+AylpkkRqxkiNikXVfmFtCFT0PCUb71OiVldaz0sjp0qZLEig8jdPBZJfMofWT7HpFSFQsSk3TgYBCEAAAhDQJYBARRcTdrJjAQQq0StQ2X3wFA0ZP4+2L/Xh1U3jGm5eKgruP3xK5UrkV4FK9iwZ6PDJ83Tr3kNVqTFxSDdVRXDzzgPy9JmrKjhkIQ+3Hi2oQJ4casXUyXPW0MadRyhQQpuGVcixSTUyfhF+8PgZtew6nMYMcqYLl28YKleMK1TmLttKKzbuVS/w36dISqPdO9L2fSdoyty1lOb75NSncxN13rF+S1XoESd2bPW1MsXy0fL1e2jH/pM0e3y/UH8i9x85Q9v2HqeeTg3Jqa8PbeB3QdlmLNrIVRObKUniBFQk/y904OgZih07lgpeXDs2oukLN9KGHYcoRowYVKxgLurftRnFiROburpNpBxZM9K6bb+rCpzSRX9Vx5OenLXbuNGrN295RkQ2dT2FqztTRw6EZi/dQntWTqAy9bqrChW5pzFTl9Ke309RIBsWyZ+ThvKxYseKRXoDlTMXr9Obt+/p0rXbqhrEx7OzqnyR6xg2cQGduXCdnWJxWFSJmnAFjvH91q9eRj2rIePnk4RAEgrVrFScurSpo+4l+HXLYi6hPX9j8H+4jUadtu50fIu/MpOtbH0XmjWuLy1dt0dVBmlh1d7Dp1W1yryJA4I8s4/8bAeNmaUWkEmbOiXl+imzatMhzi9evqEBI2eQtPAQszaNqqrwRqqP1Od6tlLHkuqr8g160u6V42nd1t9DjCuxikqb3VWoSAnSDf6F0NWxLjn2HE2rZw0l+UXiv2ADlSiUmzxcW9vUF4GKTblxMghAAAIQgIAuAQQqupiwHKOuggAAIABJREFUkx0LIFAJ+fDSp0xg0ydqyx4q8vL+il80RwzoYPIeJVB5yC/OM7m6QoKFOo7u5Nm7Db8j5aEG3G+yad0K1MihHJ3jyhZ56d+5zIf2Hv6T5izbol6MP34MoLrt3Gni0O78Mn9NBSfuLi35j9YjqTW/vMvUntCm/JQqmpdqtOhPu1aMV4uErN16kD58/KSqF2rzNcjLtFSoyL978fVI0CMhwpK1u2ho33aqH6a88EvAE9rm6jmFGtcqT8X5Xa+d6xhy5akueXNmVbsahxfDJy6kNKmSq5d+CTpkepS0g5Agpycfo2iBX9QLvFR5PHvximb69KX48f4XTsnxJARavXm/oUJF/phfr0Zp6uPcRIUM2pQfVckyfSWtnDmEJHpo4jyEz1tLVW3oDVQkyFrm70nZMqcn99GzVPAlHqOnLKHnL1/TaJ5u8/LVW2rUyYsmD+9BObNnCnJseS/mXIK8+jiqYEauYUC35iogCn7dpp6/BEzadv/RM6rVegCd2DrdEKhUadqHg6jmtGTdLjWtqnKZQmp3CUXa8rPYt3pikEe2jMOxzbuO0FweT+/ff6TmXYZRfn6uMgbGyhjmqqbh/durZ+7QeiBtX+KteqN26jeO9vKxJJCSaU1yjDGDOpkcVzb9QQ/nZHYXqMgPpwy+FRv20jt+SLLJD4k84G7t6oVZchYZ8AhUIkMVx4QABCAAAQhYJoBAxTI/fDrqCyBQCfmMvuVARab2pEiWhMLqmyGBSv482cmxcTWF08NjEpUvUUBVZ8iUmeNbphumqjTml/S+nZuqKo2fsv2gqgVkkxfzBPHjqf6UEqi8//CRsv6Qlrq2rae+H1qgUrlsISrHFQWuXEFStVwRSpY0seHhGAcq7XuPpSwZ01Ibvj6ZsqRnk2qFRk6etI1fvKUKQ8Kai1ductDzXzWDqUBFvLLwdXdoXlPtJ1Uuc5dvVcGROOX+OUuoU4NCBCq1u9K00b0MU5a0QEUqVMRG3kNl8/KZR+nTpuRqllq6A5VDJ86rRVVkk3+X0EyqbyTE8Bnc2bDYive0ZZSIz9OFCwqM77dCI1eaxEFLnp//C5dkqpJUekioUsLouqWCydTzL8yVNdom1Uq1uEJHgjB5t9627zi5j5pJIwd2VONBppVJRZFsUs1St90gVc1ivPUe4qeuWxtPck3PXrxWgYr0XvnMbTq0EKtGy/4qIJQgTcIVuW7pAST3WKFUQarO/XlMjSs9Y8dW+9hdoGL8wKVkTZJCKSuTASAPyDhlswUiAhVbKOMcEIAABCAAAfMEEKiY54W97U8AgUrIZ/YtByo+/svp8ZMX6q/2prbgTWm1/86ZIxM16zyUqzf+18xVwoDBrm1UQFG1XGFDfxLt2BKc+M1fr6bnSHjRoGYZ9S1TTWmlYkOalh7mJrQSVgzp01Y1zTUOVKT/iP+C9aqpbpJECWlAd37x5+qZsLal63aroEHr0yLvfPK+t2+1r5oOYypQkelIZy5eMwQegYGBlDJ5Ulo5w0sFKiWL5FHVOsG30AKVpX6DKXPGNGpXLVCJGycO+XDQ8fetf4hfSFXA0LxeJXJuXVt3oPLX1dvc9NVJHVerGpKKDzlHksQJuWIllvpeQMBnqla+CA3s3iLIsfNXaq+mH4mzbFJpdPnaHTVGJFDRrvs8T9My9fzl2RtvMvNj2IQFJNO8KpX+jQ2v8zSiutyfZhvJNCOpwJFN9pOqkuAVKrKATE1uWCvTrrRrunH7gQpULly+qQojnnPAEoPDsSt8DJlOJBVLMtbu3HtEg3u14RDFhXZw9ZT0ajE1rqLSb2y7C1QqNelNu5aPC2Eoc7Jkztd+blhryw2Bii21cS4IQAACEICAPgEEKvqcsJf9CiBQCfnsvuVARSos+o+Yzj1UvNWLprZd5xd6mR7Ro32DEE1ptUBFpuTI9J9jm6eFQJOpJj/ylJP2zWqo78mLdIJ48Xjaxe+0j6cD9eeqgfa9xtKK6Z5cgfG9yUBFO7AsFOI3bx1d+fsOTR3ZM0igYnzyg8fOUr9h/nRow9QwG7w25WksA3k1GeOmttLoVl7YK5YuaDJQ8Rg7h/ukZKDW/195Y3zusFZDCi1QWTZtMFfUBA1U/OdvoE8BARwUtFdTdeR8GdjHnEDl2Om/lJFs0vdm7NRltG7ucKrWvB9Pu+qmpvgE34JXqPjy9Ky8vAKubOP8V9AXrgLpx71iJFDRrlueqannH9ZvQAlypIfKurkjOCzbSMm+S2yoVJLVdWVqVPC+N728/Ch/7mwGd+mPItN8JFCRipT2zWoawjm5z5EDO6hA5Tb3/GnIlUievR3VePYb5Rrk0oKPq6j0m9tuAhUpgzrM/0inYW1pMGPIO/cf0fHTl+joJj+b+iJQsSk3TgYBCEAAAhDQJYBARRcTdrJjAQQqIR/etxyoSLPXtq6jVbWCVIxICKKmvnAg0qphZbXKjakKFVlOWF5W2zatrqoHZArGqMmLVBWJBBvSi3LhZHf6wlUcjTt6qQqHs1yZoC2bLJUnsvyxvDwvXLUjRFPaTFy9MXvpZvL26KwqSaQHhjSRnTbaVfVu6enUiArl+1ldvwQF0nj17v3H6ntHNvrR/UdPQ+2hImGR9EyRKgitSao8damqkaaok4b1CBKoSO+RuFy9ItOi9hw6TdO46kGm+EhflxUb96mKFgliwgpUpPfKzCWbaQn3XpFzGgcTcm6tQmX05CUcHPD0Km7gK/1gegyapKpI5NzGoYe8nyZOFJ+bs2YJMmC1CqA13A9UgqrB3nP42uOoxqxSkfNBKoi4WuMzNwoeP30FOXDDWan8MT72UK4kkUbC0kNFpkY16TRE/btM8Qp+3aaevzZlSbu4ZtzzRBrbSuWQVBNJhYqseHTq3BUVgC2Y5EaJEiWgjn18qHHt8oZwRPu83NfOA3/QnAn9efrYO9VDpVC+nCpQkWua6d1X3cfGHYdV491xnl2550te9XGZhvaMq5hcOjRU/Xrk3KbGVVT61W03gcp1Xgtbuk8Larni+UMYxudu17UqlzDM67IVMgIVW0njPBCAAAQgAAH9AghU9FthT/sUQKASvQIVuVvpHzlp9mpeEecENy19Q5m5akJe6OtWK6UwwgpUZJUfL25i+oAbj0pQ4Ni4qlo5RoIaOaashiPTaWTlmHZNawSpRJFli+XFuHbVElwBERgiUJHVZaTPx06+rpgxY6rVWIf2bUvZeMUhmcoxj3uXuHRooKbfzFi0SVVRxOc+LT3a11fTSkyt8iNBwmuubpCqBeNNGrZWbNRLrbrjwUv5VilbWL2AS5WHi8cU7huTn8Z6OKtVcaRHjLSFkH4qw/t3oNTfJwszUJGWElIVI+HS3lUTTQYq0pdk4MiZKqSRCpGKpX4jd17dRqbwrNl8wHBN/YdPpyyZ0lLn1v+tvqNt85Zvo7+u3eJGw+/oGr/npk+TksOFLqqVhazyIw12T5+/qvqOyLuvVAoFn+IkIcqQcf9b5UemMMl4kC14oGLq+Qf/KZLlkYdOmE8yPUvua9RAJ/U8ZZNlqWdxuCbVIjLmZNUk46BLG6MDeSWfP7mpsawKVJTDncdPX3AlihOvFLRbTQtLzNO9ZAqZzDBZt+0gh1celI7vX44vjYQPrp3E+yRQY9PUuIpKv7XtJlDR0KbMWauaz4a2neLlmQrmDb07dGShI1CJLFkcFwIQgAAEIBBxAQQqEbfDJ+1DAIFKyOf0LVeo2MeoxFUGF5D3U+mzIlVC2MIW2Lz7KO3m/jrjvbraFZXdBSqiK82R7nLjH/m/2iZLbfXjBDAypvxIaZ2s8S1psKRlUoZUp2pJdWoEKnY13nGxEIAABCAQTQQQqESTBx2NbxOBytcPVD49fUJv/jiufxQmTETJS5VVy+xiix4CUjWTK0eWICsfRY87N+8uZXWplt1GkIdra/rt15/M+/BX3tvuAhUZlL252Y00tzHeZM1qKfWSda2tvUlVjJRijeK1wOX/evIctyV+HmrJJwQq1tbG8SAAAQhAAAKWCyBQsdwQR4jaAghUvn6gErVHCK4OAvYhsPvgKfLwnq2Wapbmyva22V2gUo/Xu5bgRJZtaug0WHUdlqWgZG6eW49Wutc0N+dByRw9acIkc++CbwhUzJHEvhCAAAQgAAHbCCBQsY0zzvL1BBCoIFD5eqMPZ4YABDQBuwtUClRxUtN6pIN0pca9aNeK8epervx9l5v3LFCdh625SSVMmXo9qI9zE1q8ZiefN65qoFShVEF1GgQq1tTGsSAAAQhAAALWEUCgYh1HHCXqCiBQQaASdUcnrgwC0UfA7gIVWQtblr/Kmikd1Ww1QAUoKZN/pzpOF3PoTCe2Trfq07vHvVqqNe9L3dvVpw7NHejcpb+pY18f2jh/lOoSLd2wsUEAAhCAAAQgELUENjy6RXXvbo1aF2Xm1TgkzEyrs1fllR1imvlJ7B4dBN5++kLlr66nkx8f2fXtbvvBgaqkymiVewi+4ohVDoqDQAACEAhDwO4CFR//5bSel7/aMH+kWlZJKlNq8xQgWZrpr6u3acO8EVZ94FKhUtyhCx3bPE01pJWtfa+xat3tquUKo0LFqto4GAQgAAEIQMA6AqhQsY4jjhJ1BVChEvLZ2HqVn6g7OnBlEICArQTsLlCR9ajXbDmg+qi857XYR01ZTH+ev0ZpeZ3rfl2aUe6fs1jdTgKVlTOHUMZ0qdSx27mOoZYNKqtpP5jyY3VuHBACEIAABCBgsQACFYsJcYAoLoBABYFKFB+iuDwIRAsBuwtUvsZTGTlpEb3j8MarjyNdvHyTOvYbR5sWjKLvUyRFoPI1HgjOCQEIQAACEAhHAIEKhsi3LoBA5esHKs/4/eDWh9cUSPpaACT5Ny5lT56UYmLd5G/9xxP3F40E7C5QkQqV9dt/p3U87Uf6m+xaPo4+fPxE81dsp/bNa5Asn2zt7TVP+3EbPYuOn/6LUiT7jvp2boKmtNZGxvEgAAEIQAACVhRAoGJFTBwqSgogUPn6gcr116+o+PU19PjLe11jpE/y/DQma3EEKrq0sBME7EPA7gKVWUs207J1u6kJr1MtPVQu7JtHT569VI1iSxbOS72dG9tUHlN+bMqNk0EAAhCAAAR0CSBQ0cWEnexYAIFK9AtU5I+88v6z6+Af9PL1W9WOoCm/E0krAtl6Dp5CpYrkpYYOZS0e2QtWbqerN+7RsH7tghzL+OudB0ygGhWKqlYMprYjJy9Q1szpKG2qFBZdk7ffMtX2Yc2c4ZSOWz1o2/rth2iE70LlIPct74UF8/4U4XPJgiO+s1arP95/5D/aS99M146N1PHkj/ie3nNp7+HTlCB+POrWrh41cigX7rm6u/tSlbKFw3QK9yBm7CA9Rjv182GnlFS5TCH6+/b9EM8xrMPdvvfQpGNAwGcaMn4+7dh/QvUXdenQkOpULWnG1Vm+q/H1LV6zi85evE5jBnWy/MARPILdBSrVmvejqSNdKFuWDJS7nKMKVGS7888jatltBO1f4xtBioh9DIFKxNzwKQhAAAIQgEBkCiBQiUxdHDsqCCBQCfkUbN2U1pYVKrKiaavuIyhhwviqb2SmDKnp/KUbNGjMbKpXvTR1alXL5oGKLN4RL24c9Y+prZubLzm1dKB8ubJF+MdG7r1Wm4HqPmVzauFgOJaLx2QqUiAntahfmeZzCPTpU0CQ74d3Upn9ENNoDtbGHYdpxqKNNJdXlY0ZMya1dR1NnVvXoWrli9Ck2avVIijjPDvTw8fPqY3LKJo9vh/lyBr2KlW2DlQWr9nJMysuke+w7vT+wydeDfeLYXEVzSP4fRs7heU4Zc5aunbzHo1y66j+r6f3HFri50Hx48UNj9pq3ze+PgQqEWAtUMWJl0b2V1N7jAMVSQyL1+pKp3fMjMBRI/4RBCoRt8MnIQABCEAAApElgEAlsmRx3KgigEAlegUquw+e4sqAebR9qQ9XR/zv5fXy9Tt0/+FTKlcivwpUsvMfnQ+fPE+3uMpAKjUmDulGsWLFpJt3HpCnz1xVeZAwQXxy69GCCuTJQVKRMXnOGtq48wgFSmjTsAo5NqlGxpUoDx4/o5Zdh3MVgDNduHzDULliXKEyd9lWWrFxL8mLuvSZHO3ekbbvO0FT5q6lNN8npz7cMkHOO9ZvqQo94sSOrb5Wplg+Wr5+D1c8nFThRGjb/iNnaNve49TTqSE58awEbVVXCT5mLt5MSRInoCL5f6EDR89Q7NixVPAiVSXTF26kDTsOkSynXaxgLurftRnFiROburpNVCGIVKFIBU7por8aTuvObR6yZUlP7ZrWUF+Tazvyx0WaOLQb1Wo9kIYP6GAIh8ZOXaqCii6OdYNctrSl6DN0Gj17/kotmPLu/QeqWbG4qlA5xyHYUK7weMUVRhJEufdsRTmzZ6LyDXrSjmU+yk42OXYgPxt5HgNGzODn9oKDkUBqVKtcmIGRPPuBI2cq43y5s1HRArkMFSrB71sCo+DPIy5fUy/PqUEcjW+uYqNe6jll+SFtmL8Ki/GiLj3aN6DdXE0lY3Fgtxa078ifPHbu8rOPRdPH9lbjQapphoybR89evFYeLk4NqHyJArRw1Q6SsS33cZsLJ+TeffkZyL8bX19qHlunz1/lcRdIf5y9ovwmD+9B6dN+T4dOnA91vFn7d7jdVag06DBYDSJJCbVARX4RzFy8Sf0gruLVeGy5IVCxpTbOBQEIQAACENAngEBFnxP2sl8BBCrRK1AZwy/Y8hI+gl/oTW0SqDx88pxmevdRL8R1HN3Js3cbKlEoD8k7VNO6FdQUFXmpl6qJnfwCv/fwnzRn2RaaxxUZHz8GUN127hwedKczF66p4MTdpSVXxoyk1vxiL4FAaFN+ShXNSzVa9KddK8ZTIq6gWbv1oJoe06xuRarN1yChhVSoyL978fVI0HPp2m1asnYXDe3bTvXFfMTXLQFPaJur5xRqXKs8FS+UW6226tqpMeXNmVXtalz9MXziQkqTKrl6V9zz+yk1PWrx1EHqxb0nH6NogV/U9Cipann24hXN9OkborJCKn5+5ClKWqAiU4rmr9hGa2YPo3wV29OBtZMo6XeJ1LlXbNhLJ89cprEezkEuu5eXH/2QPpUKdSQwaNzJi4bxfYpfQydPFZLINJnNu4+S37x1tHnhaBXyFP8tt2H6VpWmfch7cGeSihkJCZxb1yaZ8uUxdo7yTJI4oclxYPyMJOjSpvwEv29Tz8PY0fgkUpFUpl4P6uPchKQKJl7cuBya1Df0FjXet0TtrtS+WU3+pwYHbfto1OTFtH7ucK6sSqOqfho5lFfv83Uc3ci5TR0OnIrRNR5vzbsO49DQm7bsPkZT563l8Gykun8JXZJ+l1iFasbXJxUqUzm0WzjFnbJlTk99h02jDGlTqf1M3Z+1f+vbXaAi8/B68A+BpH0n/rxEFUoWUANVfiimjOypflBsuSFQsaU2zgUBCEAAAhDQJ4BARZ8T9rJfAQQq0StQkRf9FMmSUC8OE8IKVPLnyU6OjaupXXp4TFJ/7ZfqDJkyc3zLdMP0FnnJ79u5qarS+CnbD9SmUVX1mTdv36v+IPLCLIHK+w8fKStXI3RtW099P7RApXLZQlSOKyxc+SW2arkilCxpYsMlGgcq7XuPpSwZ01Ibvj6ZsqRnk14xjTiE2LbEW127hDUXr9zkoKeV+ripQEW8pIqiQ/Oaaj+pcpm7fKsKjiR4kndJ46lD2rVIyOE/fz3N8x2ozichxFOuNFk3dwTlr9SeTm6bYagQErtdB/7gd1CXILcioYNUYPySI7P6erMuw6g5h0sSqEjQJNU5UjX0+OkLqtS4N53ZPVsFCAtX76ClPH1GwqZuHLDs5MVXZizapCqOJMTI/XPWINOTTPmZClSC37ep52EqUJHgq1rzvtS9XX12deBg7m/Vx3Tj/FGU+vtkQS5HApUFvm6UPWsGOsoVPtLnZiOvkivbYJ4mJO07ZGw26ODB49JfVRFpVk78zO4/ekby3q/ZLlq9k6ujbvJUI6cQgYr4TOUcQDbj/SIy3vSMyeD72F2gIjcgpWpSvnX77iOKwQM9MyddtTnlk18ytt4QqNhaHOeDAAQgAAEIhC+AQCV8I+xh3wIIVEI+v2+5h4qP/3J6/ORFmM03gzel1f47Z45M1KzzUK7e+F8zVwlKBru2UQFF1XKFDf1JNFV5KffjYEGmXEh40aBmGfUtU01p/7p6S80YOMwvwRJWDOnTVjXNNQ5UJJjwX7BeNdVNkighDejeXFXPhLUt5cVIpDpH69MiMxNk2s6+1b5q6oipQEWmI525eE1Vp8gmU0JS8pLVK2d4qUClZJE8oTaUlSlL0itl655jlJyDofIlC6omtMumDVYVKrtXjjdMy5GXd2mIGrxCRfbbsngMV0p8r87t3H+8qsCQQEWCk6XrdlHA5y9qGsula7fo3J65qteJBDFrZg+l9dsO0YdPn1SI8pn7n0iVyeZdR1UBQXsOG7Twy5RbWIGK8X2beh5hVagU56k8xzZPM/Rkad9rrGrcK2PIeJNAZeWMIcpA+rl4T1um7GWTahOpVCmQNwf1GeKnKpu0Tawqlf6NPvK4M242a9wrJXiFiqn9IjLeIvL/FewqUJEBtYTLeqSDs/bDEZGbtuZnEKhYUxPHggAEIAABCFhHAIGKdRxxlKgrgEAl5LP5lgMVqbDoP2K6mg6RNMl/U05ku37rH37ZPqL6VZgKVGRKjkz/kRfh4Jv0DPmRp0rI1AzZpF9KgnjxaP3232kfTwfq3605yUvziumeqi9FeKv8SFAg01iu/H1HVQ0YByrG5z547Cz1G+ZPhzZMDbPqoqnzEBrYo2WQprbS6Fb6pFQsXdBkoCJTY3JwdUTr/6+8MT63OashSZhx6+5D8urjSHXaupN7j1aqCa5sEgxISCXTcYy30nW7q+lE0htFtkYdvdSUqSI8k6Jai36qRYVMTxHryk16q0BFtv7Dp6uKDglPZGqXBFPGm1yHY89RyjXXT0G/Z7xfWIGKqVWgjJ/HyEmLDFOngo8XCVRW8vVLWCabTMGSaVQVShUMsqueQKUiBydSoXJss79hDMjz7sSe/zx4anGgEpHxFuIHRMcX7CpQkfspWacbLZ4yKNxGODru3Sq7IFCxCiMOAgEIQAACELCqAAIVq3LiYFFQAIFKyIfyLQcqUjkhvSdk2VqpGJEQRE194UCkVcPKapUbU4GK/DFaene0bVpdVUpIA9BRkxepKhJ5kfZfsIEWTnanL1zF0Zhf/mUJWvmrv7ZsslSeyPQLaUYqzUK1r2tNaTNlTEOzl24mb4/OqpJE+o5IE9lpo11V75aeTo2oUL6f1fVLc1dZQvnu/cfqe0c2+vH0jqeh9lCRsEhe2PetnmiYEiJPXapqpGpk0rAeQQKV0VOWUFyuXpFpUXsOnaZpMnWHp/hIXxfp4yEVLRLEhBWoSO+VZdyIdvIIFzUlx5FX8vHx7EL5c2dXTW5Pn79C4726qeuX+1nEblkzpQsyGKVqRp6P9FARx9Y9RnLfk/YklUKOPUfT3pUTeMpPLJowc6WqPvlj+wzVy0VCs2ET5nP/m9g8xWmsOqY0t61TtRQ3zs2rqjYastkobvgrU6fEOLQlsvUEKlIRY+p5SKNazTH4T5mELe/ef1QB00WegtOx3zjaxFN5tGa62v56AhVpfixBX0deocqhUnE11Ume91a+903cJNlU5Ynxcw6+yo/23148tk3dn/GqTtb41W53gYr8gG7huW01+JfBD+lTU9y4sYM45OG5ZbbcEKjYUhvnggAEIAABCOgTQKCizwl72a8AApXoFajI3cqLrExH2bH/BD1/+Ua1PZCX0rrVSimMsAIVWeXHiysqHnBvCulX4di4KjWpU0GtyiPHlHYKMp1GGqZKQ1bjl3KZmtKc+4DUrlpCTVMJHqjU5JdhmdKxk69LVo5JlTIZN5ttq/pkyLShedy7xKVDAzXDQHqCyDK+8blPizQ0lekdplb5GT99hWrE6tnbMcjDfv7yNclqM3s4mPAYO5uqlC2sptNILw0XjyncmyO/moYjqwBJn5PPXDUj/VSG9++gen2EFahIhc1grm7Zf/RP1etEesc05pV1ZJMwSwx3Hjip7kUCE2kuG3wT675cfSOBjDTjFe+yxfOpMEdW4Dlx5pKqMurbpSk3VF2npiNJ81yZjVG2vouaiiRNVWXTVgV68eoNxeTj1Ob7lGu6zSvn1Gg5gM7v/a+6xXjTE6jI/hJMhfY8gjsaH1uehxuHeMdP/8XtNr7jPjxNTDalDW/KjwR82io/8kwlVJKVn2QamKmgRMI+4+vLx0GXqeDF1P1Z+7e+3QUqsrJPWNuFffOsbRTm8RCo2JQbJ4MABCAAAQjoEkCgoosJO9mxAAKVkA/vW65QseOhiks3Q8CBl2aWpa5l6k94m1QnhbXqU3ifx/etI2B3gYp0npZlwLROwMEZtIZF1uEJ/ygIVMI3wh4QgAAEIGBfAjGePqAYH97Z10UHu9qDSeNQ4ye77foeaibMTDNSlSP+Hz12fR+4+MgRQKDy9QOVux/e0JYnt3U/4O9ixaUm6bITfqJ1k0WrHaWiQpZJnjOhf7j3Lc2CD/B0LanwwfZ1BewqUJG5Xjdu/xOiCc/ug6fUvLK4PGfP1hsCFVuL43wQgAAEIBDZAvEmu1Gsiyci+zSRevydI6ZR41e/R+o5IvvgCFQiW9i+j49A5esHKvY9gnD1UUmgZbcR9JKn9Uwd1VOtgIPNfgTsJlB5wfMEW3Qbzn1TUpH/mN4GYZnnVpc7LidOmECtF54gflyb6iNQsSk3TgYBCEAAAjYQQKBiA2Qdp0CgogMpGu+CQAWBSjQe/rh1CEQZAbsJVEb4LqQ/zl6hBZPcDOtea4oyDUhSvQqlCqglw2y5IVCxpTbOBQEIQAACthBAoGIL5fDPgUAlfKPovAcCFQQq0Xl4/wumAAAgAElEQVT8494hEFUE7CZQqcRrdPfv2owqlykUqt32fSdo4sxVtHXxGJvaIlCxKTdOBgEIQAACNhBAoGIDZB2nQKCiAyka74JABYFKNB7+uHUIRBkBuwlU8ldqT6tnDVXLb4W2Xbtxjxp18qLTO2baFBeBik25cTIIQAACELCBAAIVGyDrOAUCFR1I0XgXBCoIVKLx8MetQyDKCNhNoFKqTnfy8exMxQrmChXv4LFzah3yfasn2hQXgYpNuXEyCEAAAhCwgQACFRsg6zgFAhUdSNF4FwQqCFSi8fDHrUMgygjYTaDSy2sqBQR8pskjXELgff7yhTr09qZ0qVPSKDcnm+IiULEpN04GAQhAAAI2EECgYgNkHadAoKIDKRrvgkAFgUo0Hv64dQhEGQG7CVRkSk/TzkMoX67s5NTCgbJnzUBfvgTSpWu3yW/eOrp59wGtnOFl82WmEKhEmbGMC4EABCAAASsJIFCxEqSFh0GgYiHg/7V35wE+Vf8fx99j7C2SJUtKq0pJIltK9i2yS1+SXci+ZMm+VPbsVCiFQnayJKKFUpRIUaTFlp3BjN85t2Z+M8OYz53P3Dvnfu7z/n5/fDV3OefxPp+Zz+f1OffcED+cQIVAJcSHON1DwBMCnglUtOaOXftk0OiZ8sPuX+PgFnroXnmlc2O5545bXUcnUHGdnAsigAACCDgsQKDiMHCApydQCRDKp7sRqBCo+HTo020EjBLwVKASLffn30flwB+HJXXqcMmTK5tky3JTiqESqKQYPRdGAAEEEHBIgEDFIVibpyVQsQnms90JVAhUfDbk6S4CRgp4MlAxSZJAxaRq0BYEEEAAgeQQIFBJDsXgz0GgErxhKJ+BQIVAJZTHN31DwCsCBCpBVopAJUhADkcAAQQQME6AQMWMkhComFEHU1tBoEKgYurYpF0I+EmAQCXIahOoBAnI4QgggAACxgkQqJhREgIVM+pgaisIVAhUTB2btAsBPwkQqARZbQKVIAE5HAEEEEDAOAECFTNKQqBiRh1MbQWBCoGKqWOTdiHgJwFPBiqXIiPlm+175OBfh6Vm5VJWvc6cPS/XZUzveu0IVFwn54IIIIAAAg4LEKg4DBzg6QlUAoTy6W4EKgQqPh36dBsBowQ8F6js2/+ntOk5Wo4cOy7nzl+QH9bPUMHKEanT/BWZ8loXKfDAXa4CE6i4ys3FEEAAAQRcECBQcQE5gEsQqASA5ONdCFQIVHw8/Ok6AsYIeC5Qad71dSlw/53StklNKVC2qRWo6G32gtWyfO2XMntCH1dxCVRc5eZiCCCAAAIuCBCouIAcwCUIVAJA8vEuBCoEKj4e/nQdAWMEPBeoFK/2oqxfMFbSpU0j+Us3iQlULl6KlOLV2sjWlVNdxSVQcZWbiyGAAAIIuCBAoOICcgCXIFAJAMnHuxCoEKj4ePjTdQSMEfBcoFLi6bayaMYQyZblpjiByl51K1Cj9kNk06LxruISqLjKzcUQQAABBFwQIFBxATmASxCoBIDk410IVAhUfDz86ToCxgh4LlAZMHKG7Dvwl7rl5xlp0nG4zJ8+UHb/ckAmz1osJQrnl76dGjuGe/zEaanSqId0aFZb6tcoY12HQMUxbk6MAAIIIJBCAgQqKQQf77IEKmbUwdRWEKgQqJg6NmkXAn4S8Fygcj7igrzx1gKZt/gTOXsuwqpVxgzppYEKONo1rWndCuTU1mvYNPnq213SomFVAhWnkDkvAggggECKCxCopHgJrAYQqJhRB1NbQaBCoGLq2KRdCPhJwHOBSnRxLl++rJ70c0LCwsIk682ZHK/ZV9t2ycSZH8ndeXPLPXfkJlBxXJwLIIAAAgiklACBSkrJx70ugYoZdTC1FQQqBCqmjk3ahYCfBDwXqCz+eJOkDk991RqlShUm2bNmlvvvuV0ypE+bbHW8ePGS1GvVX0b2byvvLVhDoJJsspwIAQQQQMBEAQIVM6pCoGJGHUxtBYEKgYqpY5N2IeAnAc8FKtWb9JY//z6qbvc5L5kz3SA6RDn6z0m5LmN6ufH6jHL0+CnJdMN1Mn5oB3kw3x3JUsuJMz4SPSOm7Qs1ZfCYd+IEKqfOXkyWa3ASBBDwoECYB9tMkxFIRCAy6rJEvt5Dwndu8bTVmqGTpO6Jzzzdh2oZb5d38pST8HB+2ThayMuOnt2xk0dERknl35bK1ohDjl3DjRMvy11VSt2YM1kudUNG5279T5YGchIEEAg5Ac8FKnqGyiebtkn3F5+VnLdksQry56FjMmrKXKlStpiUKlpAJs1cJF9+86O8O7530AX7VS2A22XARHl/Yl9Jq9ZniR+onCRQCdqYEyDgWQGPvgn3rDcNd0VABypRIwlUXMFO5CI6UJl1qwpU1JdHbA4KeJRXBypVQiRQeTyZApUbCVQcfKFwagQQuJqA5wKVp+p0VI9NHmrNRom9nTp9Vt2WM0BWzH5Vzpw9L6Vrd5AtK6YEXfUZ81bKFPUEoTRp/r3NSJ87PDyVNKxZTjq2qMNTfoIW5gQIIIAAAqYJcMuPGRXhlh8z6mBqK7jl58rK5MqSwdRy0S4EEAhRAc8FKiWqt5VZY3vJ3Wph2Njb/oN/S92W/eXLZZNkz77fpVnn12TDwnHJXrb4M1R4bHKyE3NCBBBAAIEUFiBQSeEC/Hd5AhUz6mBqKwhUCFRMHZu0CwE/CXguUBk4epa65ecbqVHxccmdM6uEqf/74+8jsnjVJin44D0yqHszqfxcd6lSpqh0b/tssteSQCXZSTkhAggggIBhAgQqZhSEQMWMOpjaCgIVAhVTxybtQsBPAp4LVPQTd/RtOOs3fyt/qbVTLqv/049NLv5ofmnV6GnJmCG9zFm0TupWK23dmuP0xgwVp4U5PwIIIICA2wIEKm6LX/16BCpm1MHUVhCoEKiYOjZpFwJ+EvBcoHKt4uigpUm9Sq7Wj0DFVW4uhgACCCDgggCBigvIAVyCQCUAJB/vQqBCoOLj4U/XETBGwJOByo4f98rOn36ViAv//8jiQ0ePy1w1MyU5FqK1Ux0CFTta7IsAAggg4AUBAhUzqkSgYkYdTG0FgQqBiqljk3Yh4CcBzwUqMz9YJaMmz5O8t+WQ39Qjje/Km1v0grTZs2aWZs9WkVpVnnC1fgQqrnJzMQQQQAABFwQIVFxADuASBCoBIPl4FwIVAhUfD3+6joAxAp4LVMrV6yzDerWUIgXvk3L1u8iauSPl9Jlz8vLQqVKv+lNSqmgBV3EJVFzl5mIIIIAAAi4IEKi4gBzAJQhUAkDy8S4EKgQqPh7+dB0BYwQ8F6gULN9ctiyfLGnSpBYdrqyZN8rCPHb8lDz/0lBZMmuYq7gEKq5yczEEEEAAARcECFRcQA7gEgQqASD5eBcCFQIVHw9/uo6AMQKeC1SqNuopXVrXlzIlH5GaTfvIkJ7N5YF788qp02elTN1OrKFizNCiIQgggAACXhUgUDGjcgQqZtTB1FYQqBComDo2aRcCfhLwXKCy+ONN6vaeabJ+/hhZuGKj9QjlYoUekJ/2/i45s2eRaSO6ulo/Zqi4ys3FEEAAAQRcECBQcQE5gEsQqASA5ONdCFQIVHw8/Ok6AsYIeC5Q0XK/qsVo8+TKLqlShcmC5Rtl2/d7VJhys/yvdgXJdON1ruISqLjKzcUQQAABBFwQIFBxATmASxCoBIDk410IVAhUfDz86ToCxgh4KlC5FBkp7y1YI3WqPSkZM6Q3ApFAxYgy0AgEEEAAgWQUIFBJRswgTkWgEgSeDw4lUCFQ8cEwp4sIGC/gqUBFa5as0U5mj+8jefPkMAKXQMWIMtAIBBBAAIFkFCBQSUbMIE5FoBIEng8OJVAhUPHBMKeLCBgv4LlAZdGqTbJ87RdSpWwx67aftGlTx0F+MN8drqITqLjKzcUQQAABBFwQIFBxATmASxCoBIDk410IVAhUfDz86ToCxgh4LlDJX7rJNfF+WD/DVVwCFVe5uRgCCCCAgAsCBCouIAdwCQKVAJB8vAuBCoGKj4c/XUfAGAHPBSqnz5yT1KnDJSws7KqI6dKmcRWXQMVVbi6GAAIIIOCCAIGKC8gBXIJAJQAkH+9CoEKg4uPhT9cRMEbAc4GKltOL036zfY8c/Ouw1KxcysI8c/a8XJfR/YVqCVSMGcs0BAEEEEAgmQQIVJIJMsjTEKgECRjihxOoEKiE+BCnewh4QsBzgcq+/X9Km56j5cix43Lu/AXRt/gc/OuI1Gn+ikx5rYsUeOAuV+EJVFzl5mIIIIAAAi4IEKi4gBzAJQhUAkDy8S4EKgQqPh7+dB0BYwQ8F6g07/q6FLj/TmnbpKYUKNvUClT0NnvBarVY7Zcye0IfV3EJVFzl5mIIIIAAAi4IEKi4gBzAJQhUAkDy8S4EKgQqPh7+dB0BYwQ8F6gUr/airF8wVvRaKXqB2uhA5eKlSClerY1sXTnVVVwCFVe5uRgCCCCAgAsCBCouIAdwCQKVAJB8vAuBCoGKj4c/XUfAGAHPBSolnm4ri2YMkWxZbooTqOxVtwI1aj9ENi0a7yougYqr3FwMAQQQQMAFAQIVF5ADuASBSgBIPt6FQIVAxcfDn64jYIyA5wKVASNnyL4Df6lbfp6RJh2Hy/zpA2X3Lwdk8qzFUqJwfunbqbGruAQqrnJzMQQQQAABFwQIVFxADuASBCoBIPl4FwIVAhUfD3+6joAxAp4LVM5HXJA33log8xZ/ImfPRViQGTOklwY1yki7pjWtW4Hc3AhU3NTmWggggAACbggQqLihnPg1CFQSN/LzHgQqBCp+Hv/0HQFTBDwXqJw6fVZuuD6jXL58WT3p54SEhYVJ1pszpZgngUqK0XNhBBBAAAGHBAhUHIK1eVoCFZtgPtudQIVAxWdDnu4iYKSA5wKVguWbyxPFCkiVMsXkyeIFJUP6tCkKS6CSovxcHAEEEEDAAQECFQdQk3BKApUkoPnoEAIVAhUfDXe6ioCxAp4LVDZv/V5Wf7pV1m3apm75OS9PlXhEqpQtJiUfe0jSpA53HZpAxXVyLogAAggg4LAAgYrDwAGenkAlQCif7kagQqDi06FPtxEwSsBzgUq0XlTUZfn2hz2yesPXsu6zb+TkqTNS/snCMrBbU1eBCVRc5eZiCCCAAAIuCBCouIAcwCUIVAJA8vEuBCoEKj4e/nQdAWMEPBuoRAvqhWn1rJV356+WLd/ukh/Wz3AVl0DFVW4uhgACCCDgggCBigvIAVyCQCUAJB/vQqBCoOLj4U/XETBGwJOBytF/Tsr6zd/K2s++ls+/3ik5smWWiqUfk0pPPSb33X2bq7gEKq5yczEEEEAAARcECFRcQA7gEgQqASD5eBcCFQIVHw9/uo6AMQKeC1QatR8i277/WW7NmU0qqFt8dIjywL15UwyUQCXF6LkwAggggIBDAgQqDsHaPC2Bik0wn+1OoEKg4rMhT3cRMFLAc4HKyMnzpOJTReTBfHfEAT0fcUE+/nSLVK9Q0lVoAhVXubkYAggggIALAgQqLiAHcAkClQCQfLwLgQqBio+HP11HwBgBzwUq8eW+371P5i/bIMvXfiGpwsLk86UTXcUlUHGVm4shgAACCLggQKDiAnIAlyBQCQDJx7sQqBCo+Hj403UEjBHwZKBy4uQZWbpms3y49FP5ae/vUqTgfVL36dJSvtSjkjZtGldxCVRc5eZiCCCAAAIuCBCouIAcwCUIVAJA8vEuBCoEKj4e/nQdAWMEPBOoXL58Wb5QC9DOX75B1mz8Wm7LlV2erlBCJs5cJIveHiy35b7FMdRffj0o/UfOlN2/7JesN2eSrm0aSJmSj1jXI1BxjJ0TI4AAAgikkACBSgrBx7ssgYoZdTC1FQQqBCqmjk3ahYCfBDwTqJRv0FWiIqOkQukiUq1cccmfL69Vp8KVWsqCNwc5GqjUeKG31Kn6pDxXq7xs2vK9dO4/XjYsfEMypE9LoOKnVwt9RQABBHwiQKBiRqEJVMyog6mtIFAhUDF1bNIuBPwk4JlApUjl1uqRyHnUU32KSpWyRSVzphtcCVQuRUbKwhUbpWblUpI6PNy6ZtGqbeSDqQNUiJOdQMVPrxb6igACCPhEgEDFjEITqJhRB1NbQaBCoGLq2KRdCPhJwDOBytlzEbJi3Zfy4bJPZefuX6XkYw9aT/TpPXy6LHzL2RkqsQfEjh/3SodX3pA1c0dJqlRhBCp+erXQVwQQQMAnAgQqZhSaQMWMOpjaCgIVAhVTxybtQsBPAp4JVGIX5ed9B+WDpetlyceb5cSpM1KjYklpWKvcFY9STu5C/v7nYWnZbYT07dhYihfOn9yn53wIIIAAAh4XOHgoQo4cDfN0L9JniJKsM16W8J1bPN2PtcMmSZ3jn3m6D9Uy3i4L7qkkaVKn8nQ/aLwzAmcuXJLSPy2SrRGHnLmAS2dddVs1qZAtj0tX4zIIIIBA8gp4MlCJJrhw4aKsVgvUzldP+/ly249y7523qtkqg5NX6L+z7f7lgHTo+4b0bNdQSpcoGHMNFqV1hJuTIoAAAp4UOHAgTKa9/e/toV7dCj8aJXX39vR8oLJ6yCSpd9LbgQozVLz6KnKn3cxQudI5V5YM7uBzFQQQQOA/AU8HKrGruP/gIVmgngDUsUWdZC/ugT8OSYuuI2Toyy2k0EP3xDk/gUqyc3NCBBBAwLMCBCrmlI5AxZxa0BJnBAhUCFScGVmcFQEE7AiETKBip9N2923ScbjUr/6UVC5T9IpDCVTsarI/AgggELoCBCrm1JZAxZxa0BJnBAhUCFScGVmcFQEE7AgQqCSipddNqfhsN0mTJnWcPUe80kbKlXqURWntjDb2RQABBEJcgEDFnAITqJhTC1rijACBCoGKMyOLsyKAgB0BAhU7WlfZlxkqQQJyOAIIIBBCAgQq5hSTQMWcWtASZwQIVAhUnBlZnBUBBOwIEKjY0SJQCVKLwxFAAIHQFiBQMae+BCrm1IKWOCNAoEKg4szI4qwIIGBHgEDFjhaBSpBaHI4AAgiEtgCBijn1JVAxpxa0xBkBAhUCFWdGFmdFAAE7AgQqdrQIVILU4nAEEDBBIEo1YkfEETkZdcGE5iS5DXemuVFyp74+ycc7cSCBihOqSTsngUrS3DjKOwIEKgQq3hmttBSB0BUgUAmytqyhEiQghyPgMYGw44cl/OsNHmt13OZeyJtPambcL1sjDnm6H4tzVJFH02c3qg8EKuaUg0DFnFrQEmcECFQIVJwZWZwVAQTsCBCo2NG6yr4EKkECcjgCHhNItWe7pB/VxWOtjtvcc5UbSvUitxCoOFBFAhUHUJN4SgKVJMJxmGcECFQIVDwzWGkoAiEsQKASZHEJVIIE5HAEPCZAoGJOwZih4kwtCj8aJXX39pTwnVucuYBLZyVQcQmay6SYAIEKgUqKDT4ujAACMQIEKkEOBgKVIAE5HAGPCRComFMwAhVnakGg4oxrUs5aNePtMjVbaZGwsKQczjEhLkCgQqAS4kOc7iHgCQEClSDLRKASJCCHI+AxAQIVcwpGoOJMLQhUnHFNylkJVJKi5p9jCFQIVPwz2ukpAuYKEKgEWRsClSABORwBjwkQqJhTMAIVZ2pBoOKMa1LOSqCSFDX/HEOgQqDin9FOTxEwV4BAJcjaEKgECcjhCHhMgEDFnIIRqDhTCwIVZ1yTclYClaSo+ecYAhUCFf+MdnqKgLkCBCpB1oZAJUhADkfAYwIEKuYUjEDFmVoQqDjjmpSzEqgkRc0/xxCoEKj4Z7TTUwTMFSBQCbI2BCpBAnK4rwSOHxc5f97bXb7l+Ha5biyPTTahigQqzlSBQMUZ16SclUAlKWr+OYZAhUDFP6OdniJgrgCBSpC1IVAJEpDDfSUwZ14q2bkrlaf73KfmNrlpYmdP9+Fc5YZSvcgtsjXikKf7QaDiTPkIVJxxTcpZCVSSouafYwhUCFT8M9rpKQLmChCoBFkbApUgATncVwIEKmaUm0DFuTocOBAm094Od+4CLpyZQMUF5AAvQaASIJRPdyNQIVDx6dCn2wgYJUCgEmQ5CFSCBORwXwkQqJhRbgIV5+pAoOKcrd0zrx4ySeqd/MzuYUbtT6BiVDmMawyBCoGKcYOSBiHgQwEClSCLTqASJCCH+0qAQMWMchOoOFcHAhXnbO2emUDFrhj7e02AQIVAxWtjlvYiEIoCBCpBVpVAJUhADveVAIGKGeUmUHGuDgQqztnaPTOBil0x9veaAIEKgYrXxiztRSAUBQhUgqwqgUqQgBzuKwECFTPKTaDiXB0IVJyztXtmAhW7YuzvNQECFQIVr41Z2otAKAoQqARZVQKVIAE53FcCBCpmlJtAxbk6EKg4Z2v3zAQqdsXY32sCBCoEKl4bs7QXgVAUIFAJsqoEKkECcrivBAhUzCg3gYpzdSBQcc7W7pkJVOyKsb/XBAhUCFS8NmZpLwKhKECgEmRVCVSCBORwXwkQqJhRbgIV5+pAoOKcrd0zE6jYFWN/rwkQqBCoeG3M0l4EQlGAQCXIqhKoBAnI4b4SIFAxo9wEKs7VgUDFOVu7ZyZQsSvmr/0vX7ooYRcveLrTl1KFS+1j62RrxCFP92NxjiryaPrsydKHXFkyJMt5OAkCCCAQqACBSqBSCexHoBIkIIf7SoBAxYxyE6g4VwcCFeds7Z6ZQMWumL/2T7X/J0k743VPdzqiVBWpfl86ApVYVSRQ8fSQpvEIeFKAQCXIshGoBAnI4b4SIFAxo9wEKs7VgUDFOVu7ZyZQsSvmr/1T7dku6Ud18XSn+V1+ZfkIVDw9pGk8Ap4UIFAJsmwEKkECcrivBAhUzCg3b8KdqwOBinO2ds9MoGJXzF/7E6iYU29u+TGnFrQEAQTsCxCo2DeLcwSBSpCAHO4rAQIVM8pNoOJcHQhUnLO1e2YCFbti/tqfQMWcehOomFMLWoIAAvYFCFTsmxGoBGnG4f4VIFAxo/YEKs7VgUDFOVu7ZyZQsSvmr/0JVMypN4GKObWgJQggYF+AQMW+GYFKkGYc7l8BAhUzak+g4lwdCFScs7V7ZgIVu2L+2p9AxZx6E6iYUwtaggAC9gUIVOybEagEacbh/hUgUDGj9gQqztWBQMU5W7tnJlCxK+av/QlUzKk3gYo5taAlCCBgX4BAJQCz/QcPSa9h0+THPb9J7hxZZWD3plIw/93WkayhEgAguyDwnwCBihlDgUDFuToQqDhna/fMBCp2xfy1P4GKOfUmUDGnFrQEAQTsCxCoBGDWqP0QKVnkIWnWsKp8+vm3MnTcu7Lq/RGSJnU4gUoAfuyCQLQAgYoZY4FAxbk6EKg4Z2v3zAQqdsX8tT+Bijn1JlAxpxa0BAEE7AsQqCRidvSfk1KpYTf5fOlESR0ebu1dp0U/6dH2WSlS8L5kC1QuXxaJirJfQNOOCJdLIqovXt4iw8MkUsK83AWr9WnCUhnXBwIVM0pCoOJcHQhUnLO1e2YCFbti/tqfQMWcehOomFMLWoIAAvYFCFQSMftmxx4ZOGqmfPT24Jg9uw6cJEUL3S91q5VOtkDl779FFi39N7Dx6nb//Zel7MEJErbvR692wWr3V627SZ8z2z3dh5LpckjPzIVEwswKhghUzBhWBCrO1YFAxTlbu2cmULEr5q/9CVTMqTeBijm1oCUIIGBfgEAlEbPNW7+XsdPmy9wp/WL27D18utx7Vx55vm5F++IJHPHDnghZuMSsD792O5cvX5SUPjhVwvfvsnuoUft/3aKz9Du9w6g22W1M8fS3yPDbi6nb0syZpXLxUpTMW3RR9v3m7XHe+Ik9cv1HE+yWxKj9zxcpJ73vzyy7Lx43ql12G9M/e2GpkC2P3cMc3Z/f5Y7y2jo5v8ttcdna+UyEmo3q8e3cnp8k1Zzxnu4Fv8s9XT4ajwACISJAoJJIIbd9v0f6vPqmLHtneMyeL/UdJ6WKFrBmqLAhgAACCCCAAAIIIIAAAggggID/BAhUEqn5PydOSbl6XWTT4vGSPl1aa++qjXrKIPWkn0IP3eu/EUOPEUAAAQQQQAABBBBAAAEEEEBACFQCGATNurwmjxbIJy2eqyar1n8lY6fPlxWzX41ZpDaAU7ALAggggAACCCCAAAIIIIAAAgiEkACBSgDF/PPvo9JjyBT5YfevkidXdhnSs7nkz5c3gCPZBQEEEEAAAQQQQAABBBBAAAEEQlGAQCUUq5rMfdIzcqa+u0RSpYq7mOjrfdtIpaceS+ariew/+LccOXbiqrdUvT1nhezd/6d1y1VC266f90vHV8bLyvdeS5a2te89Vio8WUSerlAiWc7HScwVqNSwu/x1+FhMA6PUs8zrV39KendoFPPfjp84LVUa9ZAOzWpL/RplEu1M0aptZNGMIZIj282J7puUHfbs+11adhshn3w4JimHc4xPBGZ9sEqmv7dMLl68JM9ULiXdX2ygHgLm3gLRlyIjZeW6r6Ra+eIS7JgN9niflNy33QylsZ6UIsZ+rX2/e590HTAp2d4PJaU9HIMAAgiEugCBSqhXOBn6pwMVHXBcK8TQl4mMjJLw8OCfKjNTvfG/cOGidYtV7E2f/4L6MBCp3phff10GApVkqC2nuLZA45eGSvumtaRIwftiduw1bJp89e0uadGwakgEKlFRl68ISxkXoSXwxTc7ZcDImfL2mB6SLm0aad97nPRo11Aeuu8O1zr6457fZPTUD2Tq612NCFQY966VPugL6VAgTerUkk89XTGxLdTGemL9vdrPY7/WdLhy6vRZyZzphqScimMQQAABBAIQIFAJAMnvu1wrUJkxb6Xs2fu76D/gTxR7WDq2qCNT3lkiiz/eZH37WazQA9Kj7bOSJk1qOXP2vAwaM0u+++EX9eYoXJ6rVe6KD6T6zVDnfhMktfp5TfUtauabbohz/kw3XBczQ0XPFOg5dKrsUzNWoi5fth5j/b/a5eVaM1T0GjgTZiySS5cuSbbCC1wAABvnSURBVNabM0n/ri/InbfllHc+/Fh2/3LACnL2/3HICofGDmwnuXJkVR8+/p2hMkvt01x9iK5Yuog1JD7ZvE3Gv7VQ5k8f6PchEpL912Nl5SdfyegB7WL699W2XTJx5kdyd97ccs8dua8aqHz21Q4ZMvYdFVKksr6NnzlvlXz09mBrhsqiVZvU62OxGn+RkvOWLDK8dyvZrWZUjVIfNBerWSzRW50W/eTF52tImccLxbH9+NOtag2nD+XsufPy2CP3y6BuTeU3NaPrxZfHSO0qT8j85RuswHGg+u+PP/aQNXPlmUqlpErZotZ5Yv+7SOXW0vJ/1eTN95fLug9GS5m6naRzy7ry8Yat8vsfh6VWlVLq50+HZG391in9e1Ivol7v6dLX7Hr7PuPk/rtvkx279snPvx60fgenT5dGNnyxXQ4fPS4j+70o96mfnzh5RgaMmmn93tczF6uWK26NV/27VweOTxYvKF9v362OOaFmd/1PHnnwHqn+fC85efqMFLj/LunZvmGCYzZ+A+2O+Wmzl8offx2Rfl2aWKeK/e+2vcao1+2t8tHKz6wvCOYtWS/5780r3/7ws/x16JjkyZ1dxqjXe3J8MeC3MeZkf3f+9Kv0fe0tufmmG6Vpg8pSvHD+BC/npbF+UI3TnkOmqi+sjlvvOeqq12f8L5J0R6/2dyNn9pvlsnrf88ZbC2TJ6s8lSh3fqE4F6xyxX2udWtW1ZqjMm9pfnqzVQdbOG6Uc/w1Xho6bbb2+O7eql+D7NifryrkRQACBUBEgUAmVSjrYj2sFKrMXrJZJMxfL+5P6WuvLrPvsGxkz7UOZPaGPZMyQXjr2Gy9F1Qc/HXQMH/+e6KcmDe/V0npDXrdVf3lj8EvWG/TY2+Ax78gt2TJbbyzinz/2LT+vTXhfvUE/K4N7NBP9xqRa45dl1Xuvy7HjJ696y49eC6dms74yb0o/uS33Ldab6QXLPpU5k/up66xRQctC9aF2qBW0DBg5QzLdeL0VEEUHKkfVeb/Z8ZOMG/SS1Vz9OO3bb73lqm+AHCwHp3ZBQH97Xa1xTxk/tKMVuOlN3ypRT43Zkf3byntqvFwtUNFvisvW62yNSR1ozFm0TvR4XjNvpGRIl05K1+loBSf6tdJ/xAwVOor0UrcTPVnrJXl7dE/rG1g9Tp9p2kc2LhwnadVsgujt0JHjUkuN37lq/Opwpn2fsdYH1dIlCkrdlv1ViPKCVK9Q0hrXi9QHRv0avFagUuLptlJThSZdW9e3ws8S1duqD9xPWWP+78P/SMVnu8rnSydJhvT/Pt2MzbsCetxULlPUCghPnzknNSqWlBebPHNFh/StkucjLsik4Z3kt9//lupNeskAFTrrYGXizEVy+Mg/VlChfz+qz3IqkG5ina9+6wHSU814yaE+5OlrTRzWWUoVfUiWr/3S+h2ux+Kq9Vtkvvp9Gz1DJaExG7tRSRnz1wpUOvR9w/r7MG1EN+upfbq/+m/S9JHdJZV6DdRUrzsd9pQo/KB3ix3CLd+05Xt5U922duLUGXmhfmWpVOaxKx4O4KWxrv826PcbrRtXt2aR6NBIB303XJ8xpor6vdLV/m7o16EOG9+as1xmjOkpEREX1d+N3jJmYHsrHIx+rcW+5adV95HWbdr69ay3cvW7qPcz/+6f0Pu2EB5OdA0BBBBINgEClWSjDN0T6UBlppqJEv82G/3G+OvtP8mnn39rvUnWmw4Z8ubJYc3k0Nunn38nb89dYf3Br9Cgq4x4pY0UeOAu62evT5oj16nQJf4b+7iBypo4548dqOiprPqb/ujHWVf5Xw9rweAM6dNdNVCZv2yDrNn4tfVhQW8RajZKoQot5IulE9WMms3y+dYf1AfoDtbP3p2/2lqEeFivFjGBSlE126byc91l/fwxVlj0hPoQPGfSK9aHY7bQEli78RtZsGKDTFCBSvQ2ccZH1jeCbV+oaYUkVwtU9Po+z7YZKF8umxRnjK39YJQVguhZWtdlTG/9bNnaL2Thio0yXX240x9Qb1SzrzqpGSL6/v8f9+y3xl7sTX+rvmbD1zFj9Nz5CxKuZgfoGSoNXxwsW1ZMtnbXM63avjxahTijrh2oqABl0vDO8vB/r0cdqLypPljef8/t1nmKV3tRPpg2QG7NmS20iuvD3ugPTg/ce7u82ru1GoPn5PkOw6yxVq7Uo3E0dMCgZz41rFnW+sa8QNmmskEFe1ky3yhL1bfgOpDRvyP1bKZxKgx/MN+/twzpW3n079PaVZ+Q59oOlq+WXzkW4wcqCY3ZYMf8tQIV3T+9oHz0LAD970ceusea3ai3l/qOk6dKPBLzgdOHQ8UTXdZ/m/u8Ol3qqfWtnn2mbJw2e2ms69m8m7d+b4Xa+dVrKf46ddEdS+jvRu/h0+VeFcJHj18dbur3P/p9ztUCFf0eaL16v6a/yNKzfjr3n2itrXKt922eGBA0EgEEEEhhAQKVFC6AFy6vA5WDfx6W7urWndjbTZmul7mLPlG38Pwsr/Vtbf2oTc/R8t3On63AQW96Uc8smTPJB2q6aeFKLa1vXsLDw62f6W/89bclL7d/Ls554wcqsc8fO1DRb6r0dNd/jp+SMPXB8if1QXL6yG7/zoy5yqK0+o323t/+jPNB9dGKLWXhW4Nk45c7ZPvOX+TVPq2stugZK9H/jr0o7QudhluzAPStQKMmz7NmC7CFnoD+Jq9quWJWrfX264G/pMuAifL+xL7WrJGEApVt3++RboMmy5q5I2NQ9Bhb9u5wyZ4lszULapO6JUhvJ06dlVzqtp83R3WXrd/ttm5fWz1nhPVhVweS+ha62Jv+JnLP3oNXBC3xF+iM/e9rzlBRAcr7E1+xZlnpTQcqOiDUs7eu9u/Qq7J/eqS/tW+n1gIqU/IRq9OTZy221sXq0/H/F1vW/13/3nyy+MMxgUL+0k2soE7/TtWzTZas3mwF0gXLNZOl7wyPCdv02Nz98wFp/lzVOAskxx6L8QOV2AspJ7TIbFLGfGKBSsnHHpS61UpbDrq/eiZZnWpPXvXf/hkh3uipDrT1lzT6NkV9e26/Ls+roDBvnMZ7aazrL4X0e5pla76wZk41U7/3o8OR6E7p2ZIJ/d1o3WOUdQty9IyT6GNiv9Ziz1DRt0lXbNjNCkn1gwZ0aKpnJF7rfZs3RgatRAABBFJWgEAlZf09cfVr3/Lz/8GD7oyesqq/uW/83zd+sTuon6AyRq1LEv8Wn/gI8QOV2EFH7EBFz0hp9mxV61tRvenzD325eYKBiv52ZvWGLTL51S7W/vobfh3y6G9T9bf/gQQqHy79VE2z3WLNwsl1S1ZpUr+SJ2pIIwMX0N+0P16jnbWuSPTUa71W0BT1IVSvBaQ3/Y2hXmehYc1y1hvS6O2X3/5Qs0UGxcxQ0Wud6LVK9AwVPZtLv4l9543ecqMKFpeoWVF63OlARX9QKFevi/RWH3D7vvammgU11lpnKPam9135yZcx41dPez97LkLdcnE2wQ+x+g23fjpV1bLFrFPp2QPP1SpvramSWIAS/+eBC7KnaQLxZ15MmrXIuu1S36YTews0UNEzVMaqWwseuv9O6/CRKlzWa/foW8gSCkqSEqgkZczrEGb/74es25H0pm9lOHHytHWrUmIBSvyfm1ZHv7bnopqJumzN5zJj7kr1ZUYW63af2AuFx3bx6ljXt9g16TjMmhUZOyTSMxkT+ruhZ6jceXsu9T6oikWgn1Cnby3Va9FdbYaK3qdZl9ekcZ2Kat2ueWrGWivr/di13rf5dczRbwQQQMCOAIGKHS2f7msnUFm3aZtaU2WRdYuPvrVBr+egPxjqb1BeVWuenD8fIa90fl4uqW9GRk2ZJ9XUYoZ6CnbsTa+1klZ9cNULpcWeKaL3iR2o6A98017vZh2vP5zqBW9H9msr2bJkuuoMFf1mo0aT3tZsGf0tvL63f+UnW9QH3F5XXCehGSr6Q6z+4JsxQzrr23y9sChbaAns+HGv9BgyRZa/+2qCHUtohop+4/9U7Y5qFklLaw0JPV71G9fVasaKvo1o05Ydan2JTtYaAHrx5TMqcNHjSG/6FrhV6paK4mr9hqs9UUuva6LXtHhPrUeRN09O6TpwovXGW6+hktCH2H4j3rYWcuzQvLb1OPKaTfuqczcjUAmtIZtob1arhYb172W9Ts9FtSB3o/ZDrcXC9diJvQUaqAwcPctaBFOHFnos1281wPrf+taghMaiXl9rmlr/Qo9fveBtIDNUkjLml6oP3nM+Wifvju9trQejA059WxuBSqLDxNgddLCm1y9rooKU6DWtEmqsl8Z614GT1HpGj1t/K3SQX6f5KzKsd8uYW+l0H/V7kYT+buiF0/VsMx3SR6rZwPXUWlp6lu2xf9Q6Qf+91n5Qt/bEfmzyvMWfyEY1S/IX9RqM/ht3rfdtxg4KGoYAAggYJECgYlAxTG2KnUBF90F/m6LfAOn1TfRMjsE9mkv2rDdZ3+rrD6L6tgg91bW0ehKEfnRn/G/i9T3FHfqOV/eyF5SH898dZ+ZI7EDl/Y/WWk9wuP66jNYsFT2d9aOVG60nnAwZ+651b3D8TX9LOkGthaFvN9K3W+gPAXoNlPjBTUKBij5fu15jrYUM9UKLbKEnoIMPPSNFB20JbQkFKnp//cFxmAoF9ayTOlWftBam1WNF39v+olrbRM8MyJE9s3RqUVctLDvOChv1LBf9xBT9dJ9pI7omuCimXsNCvx71zJdijz4Q85SfhD6c/rzvoApeJlkB4F3qyUQn1Yff8k8Utp4+xAyV0Bu71+qRXufkQ7UorH78bF11i4teCyj+FmigokMU/Rjm6Kf86Fto9Gy9a91+pm8xaqAWr9Uf/PSaW4EEKrp9dse8nnnYrvcY6+9BzuxZ1LjPZf2+1n8XmKHijzHvlbGun6Y1UD0t67iaQaUXRa6uZhPGf10eU7c0J/R346VmtWXcm/Otpyrqvzf6KT9NG1SxbueLfq29MaRDnEBFn6907Q7WbaX6+Ogtofdt/hgx9BIBBBAIToBAJTg/jvahgH46S76781yxGJ4PKehyMgroJ5ropwjpx1ry2NZkhOVUCCCAAAIIIIAAAgg4JECg4hAspw1NAf2Nf8vuI6zHK8d/6lFo9pheuSGgv13U97HnzplV2jSu4cYluQYCCCCAAAIIIIAAAggEKUCgEiQgh/tHQK/5om9l6q8WNyzzeCH/dJyeOiqgp2fXbNrHemzm2EHtJZ16ihAbAggggAACCCCAAAIImC9AoGJ+jWghAggggAACCCCAAAIIIIAAAggYJkCgYlhBaA4CCCCAAAIIIIAAAggggAACCJgvQKBifo1oIQIIIIAAAggggAACCCCAAAIIGCZAoGJYQWgOAggggAACCCCAAAIIIIAAAgiYL0CgYn6NaCECCCCAAAIIIIAAAggggAACCBgmQKBiWEFoDgIIIIAAAggggAACCCCAAAIImC9AoGJ+jWghAggggAACCCCAAAIIIIAAAggYJkCgYlhBaA4CCCCAAAIIIIAAAggggAACCJgvQKBifo1oIQIIIIAAAggggAACCCCAAAIIGCZAoGJYQWgOAggggAACCCCAAAIIIIAAAgiYL0CgYn6NaCECCCCAAAIIIIAAAggggAACCBgmQKBiWEFoDgIIIIAAAggggAACCCCAAAIImC9AoGJ+jWghAggggAACCCCAAAIIIIAAAggYJkCgYlhBaA4CCCCAAAIIIIAAAggggAACCJgvQKBifo1oIQIIIIAAAggggAACCCCAAAIIGCZAoGJYQWgOAggggAACCCCAAAIIIIAAAgiYL0CgYn6NaCECCCAQcgJ79v0uz7zQR1bMflVuy31LnP6NnT5fPv/6B5kz6RVX+n38xGmZ8u4SWffZN/L34WOSMWN6ue+u2+SFBpWlVNECrrSBiyCAAAIIIIAAAgh4T4BAxXs1o8UIIICA5wXcDlQuX74s6v8lVaqwOHYnTp6RBm0GWP+tzfM15N4788i58xGyYt1X8v5Ha+T1vm2k0lOPXeF9KTJSUoeHe74OdAABBBBAAAEEEEAg6QIEKkm340gEEEAAgSQK2AlU3lu4VmbMXSGHjh6X7FlukufrVZLnapWzrvzHX0dk4OhZsvW7XXL9dRnliWIFpPuLz6r/nUHWbdomr098X+pUKy3j314o70/sK/fdfVucFg97Y7YsX/uFLH/3Vbnh+oxxfjZ30TpJmzaN1KxcyvrvtZu/ItXKFZcFyzdI3ttyyhuDX5It3+6SkZPnyi+//SlZb75RalV5Qpo9W9UKbgaMnCFnz0XIq31axZy3RPW2MqhbMylbqpAMHvOOnD57TtKnTWvNyLl46ZLqV3l1fJUkqnIYAggggAACCCCAgJsCBCpuanMtBBBAAAFLINBA5ed9B6Vuq/7y3oQ+1uyRnT/9Ki27jZCZ43qpf98qDVoPkIfz3y0dmteRiAsXpOeQqZIl840y9OUWsvHL7dJt0GSpVPoxadW4umRV/z1NmtRxKlC2bmcVgpSSti/UTLQy+lonT5+Vfl2aWMHM+fMXpGLDbtK7w/+kRoWSsnf/n9Kq+0grEGlct2KigYoOc+YtWS8j1CwYHbDs/uWA1GvZXyYM6yiPP/ZQou1hBwQQQAABBBBAAIGUFSBQSVl/ro4AAgj4UiDQQOW7nb9Ik47DZdmsYZIrR1bLKjIySsLDU8mOXfukUbvBsmXFlJigZLva/3/th8g3H0+Tz7fulNY9RsrqOSNijo2NrW/bebhsM+u2nipliyZahwZtBspdt+eSIT2bW/tOf2+ZLFvzuSx8a3DMsWOmfSibt34v86b0DyhQ2bTle1mq+ha9Nev8mtx5e04V0jRKtD3sgAACCCCAAAIIIJCyAgQqKevP1RFAAAFfCgQaqOjwpNfwabJq/RYp/HA+a5FYPRvkpkzXyzJ1q053NQPlatvHKkTZq27DaddrjHy39s2r7hMVdVkeLtdUhr3cUqqVLx6zT8HyzVVoExnz708+HKNu58mk1loZKE+VeERaNXra+ln/ETPkxKnTMnpAu5h95y/bYN0CtHnJhIAClQN/HJKJwzrFHN9r2DTrNqBxg17y5big0wgggAACCCCAgJcECFS8VC3aigACCISIwP6Df0vl53rI/OkDr1jXRK8tsve3P+St0T1iertP3U7zyeZt1mKxfx06KnMn9xM9e6W/Wqfky2WTrqqy8csd0qnfG7J15dQE1XQbypV6VLq0rhezj77NSC1hK0ePnZRmXV6TTxeMjQlUKj5ZxHr6T3SgcvL0GRnVv23MsR8u/VRGTZ0nmxcnEKg8rdZQ6f7vGir6lp/ffv9LJr/aJeb4HkOmSFRUlDVrhg0BBBBAAAEEEEDAbAECFbPrQ+sQQACBkBS4cOGilKzRXjq2qG0txBq96dtwajXta60h0r3ts2qh1kg5c+acNSNFb/ppPXVa9JPqFUtK4QL5pJ5aX2XNvFGSM/vN1s/1IrDnIy7IzTfdoNZQSTxQmaAWq535wSprUVo9CyX2dlAteFuhQdcEA5W35iyXJR9vjnPLzwg1O2Xrd7utRz4PH/+eHDryT0zgcvbceSlSubU1+yQ6UNnwxXbr0dHRW6P2Q9WaMHdJ19b1Q7LudAoBBBBAAAEEEAglAQKVUKomfUEAAQQ8JKDDjFkffixdWtWTQg/dK8dPnpaZ81ZagYSeuaLXTHn/o7Uye8Ea64k6t9+aQ35VMzpeUGuq9Ov8vJR5vJDUbzVAbsme2Xpyjn6yjp718ffhf+TNUd0DClR0+PJc28EqiDlvLUyb/968anHbi/LdDz9bQcuN6sk/egHcdOppP/qWn9gzVI4cO2EFLn06NpKny5eQXT/vl9Y9R8lLTWtJ/RplRD8laOq7S2XRjCHWU4dGT/1A3lH91bNPogOVBcs3qvCknvUkoS2q33rNl3fH95GHH7jLQ5WkqQgggAACCCCAgD8FCFT8WXd6jQACCKS4gJ5toh+JPHfxJ6JvAcqYIZ21TkqnFnXlDvVYYr3pNVTGTv9QlqzeLP+cOC3Z1GOT6z1dWlo8V836+e9/HrYeP6wfmxweHi7FCj0gfTs1tmabBDJDRZ/jnHpaz/T3llrrtOhZKWlSh1tPFNLrqtRWj0GOfjJQ/EBFH6uvMWLyHNX+Q9YsmYY1y1mPdA4LC7Nmy/QYPFm2/7jXmmHTqHYFKzBqpwKXiqWLxIQ/2bNmlsUfb5L06dJKE/VI6Cb1K6V4bWgAAggggAACCCCAQOICBCqJG7EHAggggAACyS4QPZtmzMD/X9Q22S/CCRFAAAEEEEAAAQQcEyBQcYyWEyOAAAIIIJCwAIEKowMBBBBAAAEEEPC2AIGKt+tH6xFAAAEEPCpAoOLRwtFsBBBAAAEEEEDgPwECFYYCAggggAACCCCAAAIIIIAAAgggYFOAQMUmGLsjgAACCCCAAAIIIIAAAggggAACBCqMAQQQQAABBBBAAAEEEEAAAQQQQMCmAIGKTTB2RwABBBBAAAEEEEAAAQQQQAABBAhUGAMIIIAAAggggAACCCCAAAIIIICATQECFZtg7I4AAggggAACCCCAAAIIIIAAAggQqDAGEEAAAQQQQAABBBBAAAEEEEAAAZsCBCo2wdgdAQQQQAABBBBAAAEEEEAAAQQQIFBhDCCAAAIIIIAAAggggAACCCCAAAI2BQhUbIKxOwIIIIAAAggggAACCCCAAAIIIECgwhhAAAEEEEAAAQQQQAABBBBAAAEEbAoQqNgEY3cEEEAAAQQQQAABBBBAAAEEEECAQIUxgAACCCCAAAIIIIAAAggggAACCNgUIFCxCcbuCCCAAAIIIIAAAggggAACCCCAAIEKYwABBBBAAAEEEEAAAQQQQAABBBCwKUCgYhOM3RFAAAEEEEAAAQQQQAABBBBAAAECFcYAAggggAACCCCAAAIIIIAAAgggYFOAQMUmGLsjgAACCCCAAAIIIIAAAggggAACBCqMAQQQQAABBBBAAAEEEEAAAQQQQMCmAIGKTTB2RwABBBBAAAEEEEAAAQQQQAABBAhUGAMIIIAAAggggAACCCCAAAIIIICATQECFZtg7I4AAggggAACCCCAAAIIIIAAAggQqDAGEEAAAQQQQAABBBBAAAEEEEAAAZsCBCo2wdgdAQQQQAABBBBAAAEEEEAAAQQQIFBhDCCAAAIIIIAAAggggAACCCCAAAI2BQhUbIKxOwIIIIAAAggggAACCCCAAAIIIECgwhhAAAEEEEAAAQQQQAABBBBAAAEEbAoQqNgEY3cEEEAAAQQQQAABBBBAAAEEEECAQIUxgAACCCCAAAIIIIAAAggggAACCNgUIFCxCcbuCCCAAAIIIIAAAggggAACCCCAAIEKYwABBBBAAAEEEEAAAQQQQAABBBCwKUCgYhOM3RFAAAEEEEAAAQQQQAABBBBAAAECFcYAAggggAACCCCAAAIIIIAAAgggYFOAQMUmGLsjgAACCCCAAAIIIIAAAggggAACBCqMAQQQQAABBBBAAAEEEEAAAQQQQMCmwP8BmyK1iNd/+EcAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('checklists', 'Cumulative average # of Checklists Created')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAADMo5Ye945IPwUPqcaU7bc/uhzG7+tovT+QveFr2HbMPyl4SDWmbM8/fZEPTsiD0j+pCC9NwBrUP8+ibehIueI/w1N8Lqi+4z8ZQ+RiRsLkP2gT0dMMFeg/NeCdoNnh7D/pilM6lEjuP0turhfYE/E/1E6vH0GS8j9Nn01ETzP0P2ojo9BP2PU/v20JFukO+D8gKC5FV5z6P3P38X9vGfw/iDv/GGSx/j/TwhHizj8AQNZegRyEVQJADduO9xJNA0AL5CCsYgQEQJY3W0CrWgVA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#19d3f3",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "6 month churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "/1GFYwkZ8D+BAlz1OO3/PzpECx5QgARAh2jBAwpwCEBqb36mZrwMQJaQgVmZQw9AENY68oW6EEAJwlpHvlARQENdo7OJRBJAWUIGZmUOE0BKGkYQ1roTQCjAVY/TXhRAzXiXPvz1FEB//aMKx5IVQFrwgAJc9RVArygXk91OFkBLyMCszKEWQBjqGp1NJBdA3KBXlItJGECEtY58oa4YQDpECx5QgBlAIFU4lpABGkBJwwjCWkcaQMBVj9PefBpAAAAAAACAG0DqGp1NJLYbQKZmvEsf/htAkYFZmUM0HEDnZ2rGu3QcQG9+pma8Sx1A",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FF6692",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "74 day churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "f3PTLJcm7T90tQuZER7yPywWQE0r4fI/9BMgXw0x9D+H3P8dIf70P+4dsA6USfY/YHeLjcva9j99iJKTMjr4PyKGkMYSn/g/gHw1xBDS+D8eXUAR6eT4Pymjg6wa8fg/il+zzYn1+D/TLJcm3fj4PzXpxkdM/fg/fraqoJ8A+T/fctrBDgX5PyhAvhpiCPk/cQ2ic7UL+T+h6zkE7Q35P9ADR3GzPvk/AOLeAetA+T9Jr8JaPkT5P3fHz8cEdfk/qKVnWDx3+T/Yg//oc3n5Pwlil3mre/k/OkAvCuN9+T9qHseaGoD5P5v8XitSgvk/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#B6E880",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "Free trial only",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "GRkZGRkZuT9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/WlpaWlpauj9aWlpaWlq6P1paWlpaWro/",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"legend": {
"title": {
"text": "User Group"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
"error_x": {
"color": "#2a3f5f"
},
"error_y": {
"color": "#2a3f5f"
},
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
{
"marker": {
"line": {
"color": "#E5ECF6",
"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "barpolar"
}
],
"carpet": [
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('checklists', 'Cumulative average # of Checklists Created')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_filled_short_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_filled_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Checklists Filled: During free trial",
"offsetgroup": "checklists_filled_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "9MBR3KxP7j8AAAAAAAAAAIOCgoKCgtI/xO3O9PjV7j8=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_filled_medium_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_filled_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Checklists Filled: After trial, before 90 days",
"offsetgroup": "checklists_filled_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "7brqfNtg5j9moJdHLT3ePwAAAAAAAAAAFWOCktCxEEA=",
"dtype": "f8"
},
"yaxis": "y"
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UJNBrtQQqGuJ9/snby0nHlqlk+uchCVQcfbb0OdVqqyWTffxdm04Lu37zLgMVh55s7kQBClCAAhSgAAUoQAEKhGUBjw9UdEWZQlXbo7k0SC2YJ4u/e6XTG+pKs9EOTauZ3ha6zZY+I2OmLTcVF2NnrMCWnQexdfFw0zvj5J9/o1pTH9Nn5Lvcmd667/rinFSmsgQWAJz7+zLK1eth7cVi+fCUeWsxWs5nCVQ0bNCmpAF/w2/7m39HryPgBWpYdOvOfTONRHuG6KZB0AOZApNA+l7EjB7NX9Nb289rZUex/NkxsFtjf4fV3h9HpUeITv3QzZFAZeaijfCdtBjTfDuZCo7AtvkrtkoY8DGyZ05nd5Uf20DFUROttNFxDOrufxyWa7CED3myfW2qeLQZrTaHtVQx6X7BNaW1Hc9dqUTasusghk1cbAI3Pa+9QMXyOa3w2PfrSfjKZ/QZ3SrVS5ZpVrbHfhc9VBx11GDx2vXbWCvVQbabTmXSoIUVKmH5rwVeOwUoQAEKUIACFKAABSjgiIDHByoaWIyfucpUQwS2WkrL7qNkNZ0bWDNrgPHSAEb7QGiPFO1topUF7RpXMV/Tao680kOlYslv0b1NHX++2rz2k5TJzItvYIHKkRNnUKfVANOLo5BM6dBNG3lWkhWE/rrwLzYvHGb6a/ST5qUrN+7Bz2vHW6eZaO8SS68SfVF19DoCewD02DpVwzKm6Qs3mN0a1iwV5POiQc8Fqa7ZvGCYCZd008qVwlU7yEo9n5gmtLo5EqhoI9iyP3Q31Rq6Qk2ihP6XrtbKjva9x5tVcVo1qOhQoOKoia6wo/d7y0Jf6zh+PnTChBdaXaQVSzomyyo/liWctfdONWkwrFtQgcoVaWJ7RAKm0tKw2HbrOWS6aU6rAYQlUFEzDfm098iu/cdMg1rbZ9SyWpQ+u9roNeD2LgIVRx31e2PRqh/x0+qxppmxbnpftSHvJ6mSM1Bx5Kcv96EABShAAQpQgAIUoAAFwrSARwcqOr2lRK3OpmnqhEHtA71RlhV5tLGppbGn9ofQSg6drqH9OdJIUGLZdAWUibNXmaqW/LkzmyamS9fuxKLVP5rpD+k+SxloAKBVILpss57Dp2M90xhVG94mT/KhWYZ5qHcz83KtSxhrKKH9WJrKqjBPnz7D4HELoP1XosrLvu0qP8FdR2AD1jBAKyXy/6/CRgMlbZybRfp8BLVZVsepVCof6sqUGV0KeubijabPyOzR3WVFI7/POxKo6H66TLVWt0SWRq81pDlu+rSpzWpDP/1yHOu375cGud9gaM9mJuBwZMqPHtORe2Ppp1OmaG7T4+Te/UcmONOKHV1pyVKhYrtssoZcKySI0mlYen+DClS0QbE2O/6hSjGUl6a0WrV0VqqTeg+baZr+6vQcXbZan8valYpCPfUZKP19F9PTptkP5ZH4ww/MtBltknz/wSO7VUPvIlBx1NFSyaLPUfO6FUzIp0thX5Cxae8XVqiE6b8XePEUoAAFKEABClCAAhSggAMCHh2oaOVBYy9fE1YErBiw2DyRVWK+q9jaNKHVpZF1074mXfpPNkvfBuxlol/XAGThyu1SsXEN0aRZ6ddfpDFTiiwNaO0FALulCkH7pVyUprNajdKkThmUkPPWl5VntLmqVr1ULJkPS9bswJT563BTllXWMEd7byyV5Yl1mWVtzGrZgruOwO6/LgE9d2wPUwmhgZNOh9JqDQ0ugtt27TtmwqQ/pf9JRKnE0Qa/LetXQC5ZncayORqo6P4aLMxdthV7DvwmKwjdRgwJH3QlI234W7pILus0F0cDFUfuje6j/XQmzV2DM+cvmZd/XWmnQ5Nqpo9OYIGKhgUakjyRcEv7qWjA9dMvv1n7zmjAolN0tsnUMN12/HwE0xdsMEGKTtlJmii+eb5ayDOiy2rr1mPwNGz88YC5Dyun95cA7x5GydSvo1LJpOFbfGnamyvrV2jTsJIso5ww0FvzrgIVRx31+0RDlCtXb8mqTfHRqHYZaKCklThrZg8M7nHi1ylAAQpQgAIUoAAFKEABCoRpAY8OVMLqndHqmLhxYlmX6dVxlJWVcTTAGNKzaVgdFq+bAhSgAAUoQAEKUIACFKAABSjgMQIMVNzsVp6W6o9KDb1RQaaLaKNcrQTRviezlmwyS+DaLsPsZpfOy6EABShAAQpQgAIUoAAFKEABCoQbAQYqbnirdWrNZDMl5bJpnKpNPnV6UMBVitzw0nlJFKAABShAAQpQgAIUoAAFKECBcCHAQCVc3GYOkgIUoAAFKEABClCAAhSgAAUoQAFXCjBQcaUmj0UBClCAAhSgAAUoQAEKUIACFKBAuBBgoBIubjMHSQEKUIACFKAABShAAQpQgAIUoIArBRiouFKTx6IABShAAQpQgAIUoAAFKEABClAgXAgwUAkXt5mDpAAFKEABClCAAhSgAAUoQAEKUMCVAgxUXKnJY1GAAhSgAAUoQAEKUIACFKAABSgQLgQYqISL28xBUoACFKAABShAAQpQgAIUoAAFKOBKAQYqrtTksShAAQpQgAIUoAAFKEABClCAAhQIFwIMVMLFbeYgKUABClCAAhSgAAUoQAEKUIACFHClAAMVV2ryWBSgAAUoQAEKUIACFKAABShAAQqECwEGKuHiNnOQFKAABShAAQpQgAIUoAAFKEABCrhSgIGKKzV5LApQgAIUoAAFKEABClCAAhSgAAXChQADlXBxmzlIClCAAhSgAAUoQAEKUIACFKAABVwpwEDFlZo8FgUoQAEKUIACFKAABShAAQpQgALhQoCBSri4zRwkBShAAQpQgAIUoAAFKEABClCAAq4UYKDiSk0eiwIUoAAFKEABClCAAhSgAAUoQIFwIcBAJVzcZg6SAhSgAAUoQAEKUIACFKAABShAAVcKMFBxpSaPRQEKUIACFKAABShAAQpQgAIUoEC4EGCgEi5uMwdJAQpQgAIUoAAFKEABClCAAhSggCsFGKi4UpPHogAFKEABClCAAhSgAAUoQAEKUCBcCDBQCRe3mYOkAAUoQAEKUIACFKAABShAAQpQwJUCDFRcqcljUYACFKAABShAAQpQgAIUoAAFKBAuBBiohIvbzEFSgAIUoAAFKEABClCAAhSgAAUo4EoBBiqu1OSxKEABClCAAhSgAAUoQAEKUIACFAgXAgxUwsVt5iApQAEKUIACFKAABShAAQpQgAIUcKUAAxVXavJYFKAABShAAQpQgAIUoAAFKEABCoQLAQYq4eI2c5AUoAAFKEABClCAAhSgAAUoQAEKuFKAgYorNXksClCAAhSgAAUoQAEKUIACFKAABcKFAAOVcHGbOUgKUIACFKAABShAAQpQgAIUoAAFXCnAQMWVmjwWBShAAQpQgAIUoAAFKEABClCAAuFCgIFKuLjNHCQFKEABClCAAhSgAAUoQAEKUIACrhRgoOJKTR6LAhSgAAUoQAEKUIACFKAABShAgXAhwEAlXNxmDpICFKAABShAAQpQgAIUoAAFKEABVwowUHGlJo9FAQpQgAIUoAAFKEABClCAAhSgQLgQYKASLm4zB0kBClCAAhSgAAUoQAEKUIACFKCAKwUYqLhSk8eiAAUoQAEKUIACFKAABShAAQpQIFwIMFAJF7eZg6QABShAAQpQgAIUoAAFKEABClDAlQIMVFypyWNRgAIUoAAFKEABClCAAhSgAAUoEC4EGKiEi9vMQVKAAhSgAAUoQAEKUIACFKAABSjgSgEGKq7U5LEoQAEKUIACFKAABShAAQpQgAIUCBcCDFTCxW3mIClAAQpQgAIUoAAFKEABClCAAhRwpQADFVdq8lgUoAAFKEABClCAAhSgAAUoQAEKhAsBBirh4jZzkBSgAAUoQAEKUIACFKAABShAAQq4UoCBiis1eSwKUIACFKAABShAAQpQgAIUoAAFwoUAA5VwcZs5SApQgAIUoAAFKEABClCAAhSgAAVcKcBAxZWaPBYFKEABClCAAhSgAAUoQAEKUIAC4UKAgUq4uM0cJAUoQAEKUIACFKAABShAAQpQgAKuFGCg4qTmlVtPnDwCP04BClCAAhSgAAUoQAHPEEieMIZnDISjoAAFKOCAAAMVB5CC2oWBipOA/DgFKEABClCAAhSggMcIMFDxmFvJgVCAAg4IMFBxAImBipNI/DgFKEABClCAAhSgQLgQYKASLm4zB0kBCvxPgIGKzaNw++4DdB0wGVdv3MGaWQOsX6nRvC9OnfkHiBDB/Fnc2DGxe+UY879ZocLvJQpQgAIUoAAFKEABCvgJMFDhk0ABCoQnAQYq/7vbjx4/RU0JTvLnzoxd+4/5C1RKf98Vo/u2xmdpUrz1bDBQCU/fLhwrBShAAQpQgAIUoEBQAgxU+HxQgALhSYCByv/u9uMnT3Hz9j3zj8/w2f4ClfyV2mLx5N5ImigBA5Xw9N3BsVKAAhSgAAUoQAEKhEiAgUqIuLgzBSgQxgUYqAS4gYePn34rUMlSrDG+y5kR+rUE8eOiQ5NqUsmSyXySFSph/DuAl08BClCAAhSgAAUo4DIBBiouo+SBKECBMCDAQCWYQOX16zfwHjodRb77Bt/myIiffvkNnftNwprZg5AscQI8ff4qDNxmXiIFKEABzxZ49eoNIkXy63PFjQIUoAAFQk8getRIoXdyF5950Nj5uCa9FUf1beXiIwd9uPsPHyN3mRZYNbM/0qb5yKXnfvPmDdr2Gos9B46jV/sfULFkPpcenwejQHgTYKASTKAS2APRoP0QVCr1HcoUzY3bD56Ht2eG46UABSjgdgL6fxAj/K9xuNtdHC+IAhQIHwLyc0h+DxdmN/0R6oqfowniRHWJwb0HjzBpzhps3/Mrrt+8g3hxY+ObjJ+jed3yLg8ZLBf85OlzrN36M6qVLWD+6MLla3j+/GWgfRSdGWTrHqPx494jdg8xc1QX4E0EfJ0uDWLGiObMqd767B+y0EaVxr2xckZ/pP4oCaJGjeLS4/NgFAhvAgxUgglUHj95htN/XUTmrz6z7vlDm4GoXakoihfIzik/4e07huOlAAUoQAEKUIACgQhce/kY3W7vw4PXL8KcTyRExPAP8yJF5FhOX7srpvw8kAqNmi36IWLEiGhZrzw+S50CN6TP4cKV2/HzoROYO7YH0n2W0t+1vnz1CpEjOVcds+/QSYyYshRLp/g47RDUAbRno/Zv1G3r7l8xbf4606/RsiWRvo3R3lHQsf/X39Gs6wgc3TrtrUt0heE7hePBKeCGAgxUgglUtOSucNX2GNmnlUz5ySBTfo6jU9+JWDd3MBJKPxX2UHHDp5qXRAEKUIACFKAABd6zgAYqRf5dg9uv/F6Uw9IWJUJE7E1R2W0CFd9Ji7Fiw25snDdUKlP8hzy9hs1A9kzpULZYHlRu1AtliuQ2+6ZOmQxj+7fBlas30XfkHBw6dgqxY8XEd7kyonOLmvK/Y5hbsmbLXkyZtw6XZT/9//L1qpVAncpFoWFKcwkaXr56jejRokjA4YMla3b4m/KzcNV2zF+xTf7sNlKmSIJWDSqiYJ4s5rjVmvqgbNE8+OXoKZz56xJevnwJr+Y1UKJgjiAfhZUb92DYxEX4ec14634Bp/zosUsVymXCpD/PXcQH8WJjeK8WmLNsMw4c/gOvXr9Gv04NkDvbV+YYB478gaHjF+L8hX+RJFF8VJWKm3rVSmLvwRNo4z1Gqm5eIEb0qOjWug7O/n0ZGmBpRdCvv/1pruPOvQfoI4t0HDj8u/HI8vVn6N2xHlIk/VCCoGfIXrIpRvi0wIyFG3HxynVkkl88d2tdy7ifk+MlThjfTJNKliShuR41m7l4I+7KcVN9lBRtG1WW++LXj5IbBcK6AAOV/93BbVJO6CVBCaRc88XLV4gSJTLSfJzUlMPpHEP9Qac/PD9KlgidW9ZEzixfmk8yUAnr3wK8fgpQgAIUoAAFKOC8AAMVP0NXVKgUq+Flpta3aVg5yBtTo5e2/98AACAASURBVFkfaPigL/tasRIvTizon+kLfttGVfDs+XN0HTDFBCcDuzXG3xevovT3XTGmXxvky5kBx34/h0Ydh2He+J7IINNr5izdLFN+9lkrVGx7qGzeeRA+vjMxflB7s69O2fHqOwGLJvbGV1+kRo3mfc1qoVOHeSGNhDsLpJpm7PTl+Hnt+CCnUjkSqOixHz56gpkjuyDBBxICtRuMc/9cNr/w1XeScTNWYsfPR7B8Wl/cunMfJWp1ho9XPVNN/4+MuWnn4WhZv6Lpl2KCo24jrRUqwyctMdOcGtUqbcKfDxPEQ5f+k3H91h34SmgTVd6Jeg6ZjucvXmLi4PZi+gJZZcEOPfaQns3wSK6rWE0vJE2cENN8O5nPN+w4BF98mhJdW9XC7v3HpB/lDEwQty8++1jeq35DB58JWC39YTSU4kaBsC7AQMXJO8hAxUlAfpwCFKAABShAAQp4gAADFdcEKrogRMbCDTBUXtZLFc4ZdKAiQcOnqZJjQNdGZr/jp87j+1b9cXDjZPPLUd1+k9CkTusBOLxlKiLIf27fvY9ECT+wHrd8/R6oVaEwqpcvFGSgoqGEVld0b1Pb+tlaMi0pS4a06CSVKBp6aNDSo+335utauaHBxq4Vo03IYG9zNFDR/jF6Ht1GTF4iQcVvpmmtbhqSaOWJjnvGog3Yte8YZo/uZj3ltAXrTZChfxYwUNFjbdzxC7Yu8rXur+GNbpaqni27DqH/qDnYvXKMNVDRgMSy6qmOPeOXn4hNHfO50dOWSyXNBROiNOsywrhooGPZ1FL3t/0zD/gRwCGEUwEGKk7eeAYqTgLy4xSgAAUoQAEKUMADBBio+N1EZytUtMl45iKNTEiiVSpBbfoir1Numn5f1uy2fvt+sxpnYNsWCQySyxSU6Qs3YIPsd1+muEjpCG7euosOTavhh6rFgwxUStXpIlODiqFWxcLWw3cZMBlPpZHt6H6tTaBSLH82NKhRynz9qlS2F67aAXpenSpjb3M0UClZKCfqyjXqNn7mShw9eQ5Tfb3Mvx8+fhp12w7C8R9nShXNLCxdt/Ot0+n0m22LhwcaqJw8/TemD+9s/cyZ85cwRkKR0zJ16ZX0ptGqFK1QObB+ojVQWTa1D75Mm8p8Rs+trREa1y5j/l2bCR+UqU/TR3SGuv1z6dpb11O+eF5TNcSNAmFdgIGKk3eQgYqTgPw4BShAAQpQgAIU8AABBip+N9HZQEWPodNyCuTJbK3IsH08zNT8yH7NZzXEKJ4/O+rXKGn+feOPB+AzfJZ58Q9s014rIyYvxcQhHUzVhG7ah0Vf7h0JVL6vUgw1pZrFsunUGA0btF9IwGtxdaBSSgIVvUbdNFDR6UpTZHqRbraBSp8Rs01INHZA20ANAqtQOXP+spnOo5sGWkWrd0Q+6XHSRdocRI8W1Uxv6jZwir9ARacXWRoDBxWolPmhm1k1yXLtHvCtziFQwJ8AAxUnHwgGKk4C8uMUoAAFKEABClDAAwQYqPjdRFcEKjplZN7yrdgwb7C/6Tn6sq89D5PKKjidWvhNs7ENVE7++bdpDrttyQgkS5zAXI82UX367Ln0HoljeoG8kEqLIT2bmq/p1JaCVdqhdYNKwQYqOnVFe37YTvmp3rQPcmb90lS4uEugMmvxJixa/SM2LRhq/a7S3i5xYsc0KwcFF6j8e/02ilTrgI3zh1h7nIydscLcD9sKFUcDlRbSr0X7vvTv0tB6Pf9euyXNchPIKk6yVjc3CoRxAQYqTt5ABipOAvLjFKAABShAAQpQwAMEGKi4LlDREET7k2gQ0kp6b2glxC3pfTJv2RYcPnEG82TZZG38GjDE0CvQkCNJ4viy6k1D88JuaSyr00+0smOT9AtZOLGXrMLzCr18Z8iqNFdQMG8WeDWrblb1mThnNVZM74eYMaKbXiXXbtwxFSg//nQYPQZPw6ShHZFeprpskGoY76HTTSPYtGk+cptARZvSFpcmsU2/L2dCIg1T2vQcg6LfZUOzH8oFG6ioee6yLdFD+qFULv0dtsu4dZrUyT/PmxWAtDeNNqV1NFDRprTte48Xw9bII6sQHT15FhqyaEVM1gyfe8B3PocQ3gUYqDj5BDBQcRKQH6cABShAAQpQgAIeIMBAxXWBih7p8ZOnmDx3LbbsOgitmvggbmzkzf41WtSrYO1JEligcunfG9JAda5ZNjlSpEjIlTU9vNv/YBrD3r33EB37TMBvf5wzVS66cqdOzRkyboEsgVzJVLvoCjp37z80DVX13JZARa9JG77OlVBHlxn+RJrhdmhSDbm+SW8G7i4VKnot+3/93axQeu6fK2blI11iul3jKogsHsFVqOjnta/LqKnLzHSmQhI2aTWQcRG/9XMHI2fp5g4HKno8rW6ZtWSTCXe0j02TOmVRocS3HvBdzyFQQFoxSencG0L8dwEGKv/djp+kAAUoQAEKUIACniLAQMW1gYqnPBccBwUo4NkCDFScvL8MVJwE5McpQAEKUIACFKCABwgwUGGg4gGPMYdAAQqEUICBSgjBAu7OQMVJQH6cAhSgAAUoQAEKeIAAAxUGKh7wGHMIFKBACAUYqIQQjIGKk2D8OAUoQAEKUIACFPBAAQYqDFQ88LHmkChAgWAEGKg4+YiwQsVJQH6cAhSgAAUoQAEKeIAAAxUGKh7wGHMIFKBACAUYqIQQLODuDFScBOTHKUABClCAAhSggAcIMFBhoOIBjzGHQAEKhFCAgUoIwRioOAnGj1OAAhSgAAUoQAEPFGCgwkDFAx9rDokCFAhGgIGKk48IK1ScBOTHKUABClCAAhSggAcIMFBhoOIBjzGHQAEKhFCAgUoIwQLuzkDFSUB+nAIUoAAFKEABCniAAAOV0AlULl57hmdPIjr2BEUAEsaPgPhxIzu2P/eiAAUoEIwAAxUnHxEGKk4C8uMUoAAFKEABClDAAwQYqIROoLJ2y3OsXi9JiQNb5EhAdy8gZfIoDuzNXShAAQoEL8BAJXijIPdgoOIkID9OAQpQgAIUoAAFPECAgUr4CFR27z+GCbNX489zFxEjWlRky/wFvJpVR8oUSXDm/CU06eSLHctGueSJzlm6OVbPGoCkiRL4O57lz2/evgevPhOxacFQu+e7cPkadL+sGT53+JrqtBqAoyfPIkKAnErH5T10BkoVyomyxfLAch137z1Eu17jgryOwE5ub3y2+46ethzTFqxDpEiR5HoiIHmShChdOBca1y6DKFFCVml04s/zwXo5jCQ7rt68FwNGz0WN8oXQoWm1kHzUoX33HTqJNKmSvXX/9cPNu4603gd7Bzt19sJ/ui8OXRx3sgowUHHyYWCg4iQgP04BClCAAhSgAAU8QICBiucHKjt/PopO/Saha6taKPxtVrx89Qqzl2zGqk17sG7uYFy/eee9BiofJoiHBw8fI368OHa/g2Yv3Yznz1+YAMLRTQOV6uUKmtAk4HZfzhctahTzz/sKVDQQ6te5gRmHhgSDxi1AvDixMGlIB0eHhFevXuON/Cc4L4cPKDu29R6LHFnSoXalov4+9vr1G0SM6FjVVFDna9V9NBrXKYNM6T996/gPHz+x3gcGKiG5a67fl4GKk6YMVJwE5McpQAEKUIACFKCABwgwUPH8QKVSQ2+UK5YX9aqX8PfELl+/G/lzZ8Kdew/QotsoVC71HZZv2C0v8a/Qt1MDfJsjAx49fop+o+bg2MlziCJzj2pXKoLqUtmg29nzl+E9bAauXr+Fj5IlxqDujeW/E1kDC61QGTV1GU7/dRHjBrRD7rItTOWKbYXK3oMnMHTCQhM6RIkcGV7NqyOqhB4deo9HZDlfxZL50Kp+RfQcOh1HT5zFq9evkfXrtOgrQUV0qbSx3YIKVGwrIwILVIIa50+/HDcVHREjRkSZorn9wqiZ/U0FxncV22BU31ZvVdJohYolULFc4737j1CydmeM8GmJXN+kR+aijbBt8XBowKSb5d814Oo5ZDrSpvkI1+R/q4mloqd1zzH46vPUphLn6vXb+DhFYozq00oqYSJCLfuPmovI8r+rSbA0feEGzB/fEymSfmhlmjJvLabOX484sWOgUsnv8MfZf8x5Vm36yYQ/WhFk737/ffEqevvONOOKGSM6urepjSxyL2y3aQvWY9zMlUjyYXxz3Xpc2+MvWLndWqFy/NR59B0xG/cfPDIhS4923yNnli9N+PRfKoc84Mfxex0CAxUnuRmoOAnIj1OAAhSgAAUoQAEPEGCg4tmBilY25CrTAlsX+SK5zYu17aOrU36qNvGREKW+CV6WrN2J1fIirC/jg6WqQgOXwd2bQAOBqk19MLZ/G3zx6ceo2MAbrRpURJF835iX9wOHf8eUYV7WQOXI8TMy7WU95o7tbl7AA5vyU65eD/h0rGte5PVFesHKbSbM0WAgSaL4pkJl886Dck07MM23E968AYZPWozCcs6sGfy/zDsTqNgbp4YBhat1QP8uDU3AtGj1j+bati0ZbgKVPQeOI+OXnyBe3Fj+fhoEFqjoDh18JiBNyqRo3aCS3UDl9t0HqNWirwQcDVFSpinZTvnRoEHvx7ThnRFRphJVbNATXVvXkiAiPYpU72A+o9c5XkKNyRKebJH7HnDqVeseo1Esf3ZTyaPVKrfv3sdUsdWAyp5Dus9SonKjXqhRoRCqlikADUP0OPpcBZzCpPdUwxmtUAl4fNtgq0rj3vi+SjGUL54X67fvx4RZq7BeKqYYqLyfv1gYqDjpzEDFSUB+nAIUoAAFKEABCniAAAMVzw5U/r12S160O+LwlqmmCiCwTQOVWi364+DGSebL2melZbeREhqMQLEaXvDt1RwZ/zd9Y9jERYgl4UiFEt+iolS+HFg/0XzmxctXePHihTU4GSQBzDCpPJk1qpsJRnQLLFBp2HEoUn+UFHWrlZB+Lomtl2cbqBw+fhod+0yQ4KW+qeywNw4NVHQstl+PET0aNi8c5q93R2AVKvbGWUICjZrN+1rH+UwqabIWa4ztS0cE2iPEMgB7gYoGFjq1Rqs77FWoaGBSvWkfHNo0xUzBCRioZJEgqW7V4uZUbbzHoGCeLMj81WdyD/th37oJ5s+1iiR/pbaBXqdtoKIBzVdfpLZOrbLnoJVCZet2wy8bJlunBVWTcK1T8xrInjmdv8fKNlAJeHzbQOXps+emKkmra27cuosi1Tri2PbpDFTe098rDFSchGag4iQgP04BClCAAhSgAAU8QICBit9NTJ4wxnu9m+9rlZ/HT54he8mm2Dh/iGlAG9gWsCmt7b9nK9FEpofENM1VdXvx4iVKFMwhU1/yoH2vsSZ0CbhpYKHVDrFiRseK6f2sU3MCC1Ru3bmPSXNWY9ueXxEnVkxTbZEn29f+KlT0+FqlsnDVdvxx5h9z/q6taiNG9Len/JSSxq/F8mezXpI2hE0YP26wgYq9ceq5tP+MTs2xbN8Ub4L18wb/p0Clg894aLVHkzplgwxUGnv5YudyvybBAQMVrUCpUia/+ZoGFvrvn6ZOjm4Dp/prsJu5SENskjApqAoV/XzeHF+bqhPd7DloNYsGS0lsGg0/efoMvdrXRfEC2f09AgEDFdvj2wYqG7YfkHu6zYRx2ivmlEw/Ov7jTAYq7+knEQMVJ6EZqDgJyI9TgAIUoAAFKEABDxBgoOJ3Ez01UNGxaSVB/lyZ0FJ6kdhu42asNOGENj21XeXHNlApUauz6RGiIYDtduXqTZSv30MqNyaZigUNWi7+ewOfpExmKlHG9m+L5et3yVSY2KYaQ7fgVvnZc+A3dJbwYu+a8Rg4Zp51yo/tebW5bEeZNqMv6fWkqsV2c2bKj71xnvvniqn8sFTiPH7yVAKqZv+pQkUrT4rX7ISZI7uaqhANZnSlo0QJPzB+WrGya8VoM6XH9n44EqhohUrddoOwd/U4QxKSChXbgMaew9Ubt1FepvJYHIL60RcwULE9viVQySG9UkpIP5llU/vg01TJoccvKpVUDFTe318qDFSctGag4iQgP04BClCAAhSgAAU8QICBiucHKj8fOgFdeUWXyNWeHLrNXrIJG3f8glUz+uPKtZt2A5Uh4xfiqVYidKgrqwO9xojJS1CmSG6k/zyVBCo9UV8a3ep0kLnLtkg/kd/89VCJES2aCV2G9mxmVpUJGKislHPXbz/YBDZaRXFJAhnt07Fv7QTTqDaqLC+s1zxv+Vbp3/IQLepVMNeuSyDrS3j9GiVdFqjYG+fn0iumYOV20nC3CfLlzICZizZixJQl2CoVK472UHkjjV/OSAPfPsNnSR+bhBjm3dxcd8naXaTC4wfkzvYV1m75Gd0GTTVVKf8lUCknFSQ6xWfsgLbIlukL0wx4xqINwfZQsVS4WCpe7DloAKQ9T9Rcl3/WPi+Dxs5DH6/6ZpqX7ab3sF3jqsYr4PEtgUq6tClRr91g7Fg60lQ/jZy61Nj+unkKtPktm9K++79cGKg4acxAxUlAfpwCFKAABShAAQp4gAADFc8PVHSE+w6dxITZq8yUGV1FJ1+OjOjYrDoSf/iB6Ttir0JFV7/RfiZHTpwxyy0XyJ0ZXWT5ZV3x5/Rfl9BLVt+5In1aUkkflMBW+flx7xF58Z5vgptCVdu/tcrPyo17MGXeOrOyUHTpd9KmYSXT5FZDoLbe46Q/SGZ0kwqXHoOn4bT0dokgK+1kSJfGNIkN+CLvTIVKUOP88afDZsljDUaqlM5vGtNaVs8JapWfaQvWWadKaRVKeWn426xuOVmFx2/61CYJtDT4SJZEVgvKmQmzJORaMtkH9x8+CnGFigYiOoVmxOTFZopWzQqFMVzCrzWzBlp72Fh+XAXsoWJbQRKUgwYdPhIK6epCOpWqXrXi1hWfbH8UTpi9GrMWb0TbRpVx8OifZkqSJbCxnfKjU5QOHjtllpLu1KKGNNJdJf1lXsNbQiYGKu/+LxcGKk4aM1BxEpAfpwAFKEABClCAAh4gwEAlfAQqHvCocgjBCGjgo5uGHdqTJHPRhqaJbMBeM4SkgHlO5IHxe2JCeSv9fVeHruClNNvRDtPusjFQcZc7weugAAUoQAEKUIACoSfAQCV0ApUDR57jwUPHX2e+ShcFyRJFDL0HhWd2ewFd+rpq2QKoJv+skmWvdVqXTqviRoHABNwmUFm2bpf1+nQNb123vVDerFL2ltjMMzz/z7/YfeAYGtUqg1oVC7vN3WSg4ja3ghdCAQpQgAIUoAAFQk2AgUroBCqhdsN5Yo8V0GlZfYbPxsNHj5FAVjbS/iZfpk3lsePlwJwTcJtAxXYYuo66NuDReX22m85ZnC5Ngab5dnJu1C78NAMVF2LyUBSgAAUoQAEKUCCMCjBQYaASRh9dXjYFKOCEgFsGKlmLNcb+dRNMoyfb7YEs76Vdlw9vmerEkF37UQYqrvXk0ShAAQpQgAIUoEBYFGCgwkAlLD63vGYKUMA5AbcMVHRZMO1K3bBmaek6Hc2MUNcqnzRnDXbuOyZdlgc4N2oXfpqBigsxeSgKUIACFKAABSgQRgUYqDBQCaOPLi+bAhRwQsAtA5XDx8+gfe9xZu3wD+LGNktr3ZU102PIEmC6JnjOLF86MWTXfpSBims9eTQKUIACFKAABSgQFgUYqDBQCYvPLa+ZAhRwTsAtAxUd0gtZzeeIBCvXb97B8xcvkChhfHyTMe1b66Q7N3znP81AxXlDHoECFKAABShAAQqEdQEGKgxUwvozzOunAAVCLuC2gcrLV69w+LczuHz1BiqWzGdG9ujxU8SKGT3ko3yHn2Cg8g5xeWgKUIACFKAABSgQRgQYqIROoHLz6i1EeXjXsackQgRE/DAJ4sSL5dj+3IsCFKBAMAJuGaicv/AvmncdiZu37+LJ0+c4uXOWBCs3UaVRL0we2hEZ03/qNjeWgYrb3ApeCAUoQAEKUIACFAg1AQYqoROo3Fq1BJEWjHHsvkeOgohD5iHuxykc2597UYACFAiLgUojr2HI+OUnaFmvIjIWbmACFd3mr9iKDdsPYP74nm5zYxmouM2t4IVQgAIUoAAFKECBUBNgoBI+ApXd+49hwuzV+PPcRcSIFhXZMn8Br2bVkTJFEpw5fwlNOvlix7JRLnkOc5ZujtWyGEfSRAn8Hc/y5zdv34NXn4nYtGCo3fNduHxNfkl9D1kzfO7wNdVpNQBHT56FFPT423Rc3kNnoFShnChbLA8s13H33kO06zUuyOsI7OT2xhfYvjt/PorO/SehV4e6KFMkt3WX039dQtPOvkiWOCEWTPDGyo17rLMbHB5wgB33HTqJNKmSveWuu+kv/S3jt3f8U2cvOOQRkvFbzhVwvP91jPY+d+/+I/QZMRv7D5+U5zsaOrWogRIFc5jdL1y+ju6DpuKPM/8gRdIP0bdzA2T+6rNgL+G/jDPYg7rRDm5ZoZK7TAvsXDEa0WTZ5K8K1LMGKtpXJXeZ5ji0aYrbEDJQcZtbwQuhAAUoQAEKUIACoSbAQMWPPnnCGO/1HrzPChV9qe/UbxK6tqqFwt9mhbYomL1kM1Zt2oN1cweb3o/vM1D5MEE8PHj4GPHjxbFrPnvpZjx//gKNa5dx+L5ooFK9XEETmgTc7sv59B1N/3mfgYoGNrm+SY/tew5jqq+X9bL0F+6/HDmF0f1am4VM8ldqi90rHaxYkqO8evUakSJF9DfMVt1Ho3GdMsgUYFbE69dv8PDxE+v47YG+y0DFdryO3lC97ogRA6Rjdj6sgdmTp88wqFtjaHjTsONQrJzRXwKrBPi+9QDkzZ4BDWuVxq59RzFwzDxsXuiLKJEjBXkpDFQcvVMu3C9P2ZYmjU2U8AN/gcpfMhVIb+Te1eNceDbnDsVAxTk/fpoCFKAABShAAQp4ggADFc8PVCo19Ea5YnlRr3oJf4/s8vW7kT93JrNCaYtuo1C51HdYvmG3vKy/Qt9ODfBtjgymF2S/UXNw7OQ58wJau1IRVC9fyBzn7PnL8B42A1ev38JHyRJjUPfG8t+JrIGFVqiMmrpMXnAvYtyAdshdtoV5V7KtUNl78ASGTlhowpMokSPDq3l1RJXQo0Pv8Ygs59OelK3qV0TPodNx9MRZvHr9Glm/TmuqDKJLpY3tFlSgYluhEVigEtQ4f/rlOAaMnisv9xFRpmhuvzBqZn9TCfJdxTYY1bdVoJU0WjVRs0VfrJfQqlzd7pg+ogsSf/gBfj50At0GTjVjzvTVp4gSJQp+/OkwPk2dwrSJePbsOXr7zjROMWNER/c2tZFFxvz76b/Rc8h0pE3zEa5JCDZrVFfr8KctWI9xM1ciyYfxjeGqTT+Z/fS/+4nVgpXbrRUqx0+dR1+p5rj/4JEJWXq0+96sRhuSQKXZ9+WwZO1OPH7yFPVrlES9an7P1q59xzByylJZqOUlPk6eSM7d0FRA2Y530pCO2LzzF4yftRovZT8N2Hy86uOTlMnQsvsof9etFUr2nj/be1+0hhdG+LREhnRpzB937DPB3BOtUilRqxP2rZuAyJH8ApQqjXujS8uayJ45nb/nJ6j7vHrzXkyeu0au9xWSJUmIwT2a4k+p6BkhY10jz7Rl02O3qFse0eTZDPhcf5crk1v9leGWFSp9hs/C+YtXZcpPBdRrNxjLp/U1ZXWT5qxBnmxfwbv9D26DyEDFbW4FL4QCFKAABShAAQqEmgADFT96T61Q0UqQXFJFv3WRL5LLdIfANn3hrdrER0KU+iZ40Rfl1fIiru0KBo9bYAKXwd2bQAOCqk19MLZ/G3zx6ceo2MAbrRpURJF832D6wg04cPh3TBnmZQ1UdOVTfdGfO7a7CQYCm/JTrl4P+HSsa15+9YV+wcptJszpP2oukiSKbypUNu88KNe0A9N8O0k1BzB80mIUlnNmzZDW33CcCVTsjVNDicLVOqB/l4YmYFq0+kdzbduWDDeByp4Dx03Lh3hx324YrCHGjVt30bZRZUycs9qEFw1qlDLXPEcqcM5IIKVhh/oWrNIeR7dOM1+rLP03a1QohKplCkDDj9Y9Rpv7p++ZtSSg0ZCipExfCrippR5PK1Taeo/F7bv3pSqmkwmebAMlfen/vkoxlC+eF+u378eEWatM6BOSQKV4gezoIyGITqep0KAnNsjno0SJjDI/dDP3W91mLd6EwydOY0y/Nv7G+++1W6goId+Syb3NlDN93las34VFk3q/dd327ku6z1L6G37xmp3g27uFNVDR4EkXhSleIIcJjzQAs2xefSciZ9Yvja9l04ofe/dZpxAVqNLOBCcfJ08MH99ZZlpZ97bfS2VRG8wc2dV8P+i41GKPVBpVke+nwJ7rUPtBH8iJ3TJQeSpp4tgZK7BkzQ5J656Zy9YfHjUkxdUfNvpN5C4bAxV3uRO8DgpQgAIUoAAFKBB6AgxU/Ow9NVDRl7wi1Tvi8Japdt9FNFCp1aI/Dm6cZCz0F8Itu42U0GAEislv/n17NbcurjFs4iLEkvebCiW+NS/FB9ZPNJ/RFgcvXrywBieDJIAZJpUns0Z1M8GIboEFKjo1I/VHSVFXKhxSpkhs/UawDVQOHz9tKg58OtY302fsvVNpoKJjsf16jOjRZHrHMH+BQmAVKvbGWUKCi5rN+1rH+UyqSrIWa4ztS0cE2qvE9ju5etM+GNSjiam8uPTvDeiUHMuLvb1ARe9X2brd8MuGydbpLtUkxOrUvAY+iBcbekxtIxHYVBjbQEWnGn31RWrrlCnbQEXfWbUaSKcMaeBTpFpHHNs+PUSBylQJziwLrtRq0c/cPz3uBglotMpGN61e0TDvyJZppqeoJUDSyqhte37FxMHtzX4W0/1SRaJTd2yv2959aSEFDLabhhw6rUmn/Jz754r0pxmOQnmzoGj+bBg9dTkWS3hj2XoMnobPJQCpW7W49c90RklQ99l21V4NobTnjQZ8WlARN04stG9S1YRGf5y5YCq17D3XofeT/u0zu2WgYrlMnQenJVoR2MHWgAAAIABJREFUJLrSEib9dy0P0tTOXTYGKu5yJ3gdFKAABShAAQpQIPQEGKj42XtqoKK/5M1esik2zh9iqgEC2wI2pbX992wlmiBO7Jjy8u03XeLFi5dmGkWZonnQvtdYE7oE3DSw0KoIrRBYMb2fdWpOYIHKrTv3pZp/tXnBjhMrJrq2riWV/V/7q1DR42uVysJV201jUT1/11a1ESP621N+ShXOhWLyEm3Z9H0sYfy4wQYq9sap59L+M9sWD7ce85viTbB+3uAgA5Vzf1821Qr6y3XLpgHDYqnCSP95arsVKif+PG9e7JPYNPTV3iC92tfFJ9JwtrGXL3YuD7x5cMBAJW+Or61VGLaBii6WsnDVNhOCaWXGqbP/4PiPM0MUqOhMDJ3epVuzLiOkYigrHj58ItN4Vkrw8/+9cR4+eoJ1cwaZoMUSqEydvw5//fOvCR4sm5qunNEPIyYvhe1127sv3VrX9vfYWZrS/vb7WXwh1Sv6Dh5Pgo6CEqpotYpW4Fi2Nt5jkC9nRn8VKkdOnLF7nxMnjG/GtVemful278FjJJdpP9NHdMahY3+i68AppoKobttBaCR9WnRqj73nOvR+0r99ZrcMVDT9tf1ms1y2dpAuX78HdknDWnfZGKi4y53gdVCAAhSgAAUoQIHQE2Cg4mfvqYGKjk0rHPLLS15L6UViu42bsdKEE2/kP7ZNaW0DlRK1OpseIQGnWFy5etO83xxYP8lUS2jQclGqMLQaQ4OTsf3bYrlM44gXN7bpAaJbcKv87DnwGzpLeLF3zXjTONQy5cf2mrW5bEefCeal29K3w/J1Z6b82BunVjtoBYalEkdDkewlmwVboTJ80hKpXIjpr6muNtpVNw0D7FWoXL1xG+Vl6o7lfLZjD241poCBik5RqlImvzmEJVDJIb1SStTujGVT++DTVMmh5ysq77AhDVRmjuxigiHdarfsb/rzPH36HFt2HcTYAW3f+oFmO16tUNm6+yC0l4puT+RzGpz8smEStHrE9rrt3ZfgfmLqeLXfjbbd0AqcvWvGWYO90t93NVOjbFeQCuo+//rbaUyZt1amMvVAXAkX12752fSm0UBFCyf0+NqHxlv6/OxcPvqtZre2z7WjTXaDG58rvu5WgYo2U/pZ/pm3fCvqVC761vgu/nvddHHWMiZ32RiouMud4HVQgAIUoAAFKECB0BNgoOJn78mBijZB1ekmHZpWs/bemL1kEzbu+AWrZCWUK9du2g1UhoxfKC/KUiEhy/6+lGqGEZOXmOV/03+eSgKVnqgvL9LaOHbusi3ST+Q3fz1UtPeEhi5DezZDjizp3gpUdBWW+u0Hm8BG+5HotBjtH7Jv7QTT0DOqVPfrNes71r37D2GZ5qHTQjQM0GaotpszgYq9cerUkIKV20k1RROpasiAmYs2SiPSJdgqFSv2eqhY+nHMkNBBAybLpuPT6pMdUmGyYMU2a8WG9rnJU66lCadixohmmqbq2EpLtc3tuw8waOw806/ksoQxQa3GpHbtGlc116lTfgILVNKlTWl6fe5YOtJUHY2cutSM6dfNU/C39GixLCN9XqbAaH8UbVoccNNgTO+5rhqlY9IASJfA1mqgCvJMaO+dVB8lMf1f1m7ZK4FaHX8BkiU0WjrFx1RN6XSgTTsOmt4rAa/b3n3RaUG2m6/01dGms9qvRt/NNZjZMG+IqZLS6TffZPzif/14fsHoactNxZalSa0eR6t17N1nXaFp78HjmDCovVSnPDINkx9JsLZoYi9zCToNbrN8L+WWyioNajQgsvdcM1Cx83edlnSt3bpPmjGtR4Hcmd/aK7qUo5WVsjh36uzLQCX0/o8Lz0wBClCAAhSgAAXcRYCBiucHKjrCfYdOYsLsVWbKjK6iky9HRnRsVt2sOhPUlB/tHaH9THRKhC63rO86XeRFWlf80eVpe8lv5a9I349U0gclsFV+ftx7RAKB+Sa4KVS1/Vur/Ggviinz1pmVhaJLv5M2DSuZJrcaArX1HoeCeTKjm1S46AvyaentEkFW2tGVXLRJrO10Gh2jM4FKUOPUFXgGSXNerUaoUjq/aUyroUEKafIb2Co/2qh28Lj5/qaZWL7fdcWlNg0rS1hxzRqo6NcaeQ0zq/hMlqoNnWLlI705rl6/bUKKetWKm5WVgqtQmTB7tTSC3WhChYNH/ww0UNElpXXFnYPHTpkpMZ1a1MD4mavwWlZP0gVULIHKsnW7zDQdDYUCbjqFTMeglSYaBjWqXRo1KxQ2u1lW+dF+Khpm9Ghbx1SC2Fao6H46hWu8NMPVyiadPuPjVc80fA0YqAR1X2yvS0Marz4TcVbeyxPLirt9pMGyroykm/al6TJgMk7++bc5x4CujUyfloCbvfusfXhaSE8hnVaUNHF8tJfQqnXPMSZUate4ivme0hBMl8XW6Wq62Xuu3eXnvl6HW1WoWGC0bE6bzwa2HZYu1wE7UYcmKAOV0NTnuSlAAQpQgAIUoIB7CDBQ8bsPnlyh4h5PGq8iLAloxUZ/WS5bK2O4BS1w/eZdM61uu/QT0ka/YWVzy0BF8XQ98UtSjqX/bdmuyzrhnftP5pSfsPJ08TopQAEKUIACFKBAOBFgoBI6gcqd/T/jzf27Dj9lMTNmQfSk/z99xOEPckcK/AeBfy5dgzaUDayS4z8czmM/olVLOgUtRbIP0fyH8mFqnG4ZqGhpmjZJ0mZJtpvOz9LyKi1Nc5eNFSrucid4HRSgAAUoQAEKUCD0BBiohE6gEnp3nGemAAVcIaCr+laUlZy++iINRvdrbXc5b1ec610cwy0DFQXV4KRSye9kHlUvWWd8AHTpK53L1r3N9/7WVn8XKCE5JgOVkGhxXwpQgAIUoAAFKOCZAgxUGKh45pPNUVGAAkEJuGWgkqVYYzOtJ5o0eipSrYN1XXZt2KRz0OaM6f5O7qp2f+4qjXau3riDNbMGWM+hnZm7D5pqGuVo06S+0nU481efma8zUHknt4IHpQAFKEABClCAAmFKgIEKA5Uw9cDyYilAAZcIuGWgkr9SW8wa1RVpZHksXd9aA5SE8eNK1+rXyFWmOQ5unOySwdseRDsf6/Jb+aXj9q79x/wFKt+3HoC82TOgYa3S0nH5qFnPffNCX9OVm4GKy28FD0gBClCAAhSgAAXCnAADFQYqYe6h5QVTgAJOC7hloKLrX6/e9BPWzB6IUVOXmaXEyskUoKMnz0qVyAV/YYfTAv87wGNZA1vnb+k/PsNnW89x6859lKjVCfukYsayxrYu59SlZU1kz5yOgYqrbgCPQwEKUIACFKAABcKwAAMVBiph+PHlpVOAAv9RwC0Dldev32DFht2mj8qTJ89kvfL5OHrirKxXnQCdW9R8p12SDx8/7S9Q0WWa+46YLX1c+luJvfpORM6sX6JqmQIMVP7jg8ePUYACFKAABShAAU8SYKDCQMWTnmeOhQIUcEzALQMVxy793ewVMFDRFYdGT12OxZN7W0/YY/A0fP7px6hbtThu3X/2bi6ER6UABShAAYcFZLU9RIjg8O7ckQIUoIDLBS4/f4SCl1bj9qunLj/2uz5glAgRse/jykgdLY7Tp0oYN5rTxwjJAc7deYC7cNw8ZdQ4SBQrekhOwX0pQAEK2BVwy0BFK1RWb/4Jq2Taz+WrN7Ft8XA8ffYcs5dslj4mpaxTb97FfQ0YqBw5cQY9h0zH+rmDradr4z0G+XJmNBUqz168fheXwWNSgAIUoEAIBF5Kj63IkSKG4BPclQIUoIBrBc4/uo+8f68Ms4HKoTRV8UXsD5xGiRbl/f4sHnrhKLrc2OfQdUeT4Ojwp9WRPp7z43TohNyJAhTweAG3DFSmLViPRau2o3r5QqaHysmds0xvkyadfE1z2I7Nqr2zGxMwULlz74GsNNQRe9eMQ/RoUc15tVFuP1npJ2uGzznl553dCR6YAhSgAAUoQAEKhB0BTvnxu1fJE8Z4rzftfQcqu2XxigmzV+PPcxcRQ94NsmX+Al7NqiNliiQ4c/6SeV/ZsWyUSwxylm6O1bLyaNJECfwdz/Ln+n7k1WciNi0Yavd8Fy5fM+9R+t7i6Fan1QDTuzJg5aeOy3voDJQqlNO0ZrBcx917D9Gu17ggryOwc9sbX2D77vz5KDr3n4ReHeqiTJHc1l2012bTzr5IljghFkzwxsqNe1CxZD5Hhxrofnpv+wyfhbN/X8bHyRNjUPcm+PyTj8y+ew78ZhYouXHrLjLJqq9DejTFhwniBXm+U2cv/CcfZwbRd+QcrNv6MwbLtavbOikOCPgcBXX8oBznLN0MfV9/8eIlKoh15xY15Fl5v2XCtteXp1xLLJrYy3wPhsbmloFKiVqdMX5gW3yaOgW+KlDPBCq6XbxyHfoNvmvF6HdmFTBQ0RM17DgU32T8Ao1rl8Hmnb9g9LTl2Dh/iKmU4So/7+xW8MAUoAAFKEABClAgzAgwUPG7VZ4cqOhLfad+k9C1VS0U/jYrXr56ZSroV23aY15Yr9+8814DFX2Rf/DwMeLHsz9Va7a8/D5//sK8xzi66ftW9XIFTWgScLsv54sWNYr5530GKhrY5PomPbbvOYypvl7Wy5q/Yit+OXIKo/u1xhuZ/6urxe5eOcbRoZpVZCPZVLjqTAn95XmdykVRs0JhLFu3E/OWbzWLpejYS9TsBN/ezWVxki8xaspS/Hv9Fkb4tHS7QCVP2ZaYNbqbCYJ0kRV9RiJG/P/QI+C4bQcQlOP+w79L2DQbM0d1Mc9A6x5j0EW+HzKkS+OwubM7Brw+BiqBiGYp1liWRp5kAgvbQEWn/eSWh+PIlqnO3oe3Pr9tz6/QZrPynYgXL18hSpTISPNxUqyc0R//XruFLgMm4+Sff5uUckDXRtbGuAxUXH4reEAKUIACFKAABSgQ5gQYqHh+oFKpobesPJoX9aqX8Pd8Ll+/G/lzZ4JWtrfoNgqVS32H5bLAxisJXPp2aoBvc2TAo8dP0W/UHBw7eQ5RIkdC7UpFTDW+bmfPX4b3sBm4Ki/nHyXTiojG8t+JrIGFVhb4rXx6EeMGtJP3oRamcsW2QmXvwRMYOmGhCU+iRI4Mr+bVEVVeeDv0Ho/Icj6t2mhVvyJ6Dp1uFvt49fo1sn6dFn2l6t5ShW8ZVFCBSvOuI4OsUAlqnD/9chwDRs+VF/uIKFM0t18YJQt/6Pi+q9gGo/q2CrSS5t79R6jZoq9pwVCubndMH9EFiT/8ANrrstvAqWbMmb76VN7fouDHnw6bX8pPHtoRz+TdsbfvTOMUM0Z0dG9TG1lkzL+f/tu0dEib5iNckxBs1qiu1vt5RdpNlK/fA79smGStutCQZtrwTjj39xWzcMqUYX6BjoZZ+rX9shqsWttuU+evkxkXPyJe3FgoXiCHqZzRSiKt5uk6cArOX/gXr+W9U3tyangzbMIiPJNx9Gz3vTnMvQfSk6lyO2xfOgKrNv6EJWt3QMMeDdEG92hi3kntba17jsGOvUeQ6qMk6NS8hrzjTjCB320JVmzHPVXGEdjzoKGhrWMyWRjGsum1a7VTtbIFgvwZrdfw5WcpcfzUeVPpo89f9GhRsHv/b6a6Z3jvFkgnX9d720cWgPnjzD8m8Ckt1Uct6pY3x85VpgU6NKmKLbsP4dKVG6hUKh+a1CkLPbbt9VVu5I3WDSphoXjflGPr96fupxU0jjzvzv5l45YVKpUb9TIpaomCOayBiiZR+mBu2XUIy6b2cXbcLvs8AxWXUfJAFKAABShAAQpQIMwKMFDxu3WeWqGiL8/6grd1kS+SJ/0w0OdUp/xUbeIjIUp9E7wsWbsTq6Un5PzxPTF43AITuOgUDH2JrNrUB2P7t8EXstBFxQbeaNWgIork+wbTF27AAakC0Jd2SwXIEVl1VKdYzB3b3QQDgU35KVevB3w61jUvuzrFZMHKbSbM6T9qLpIkiv+/SvuD5sV8mm8n/R0yhk9ajMJyzqwZ0vobjzOBir1xanhRuFoH9O/S0ARMi1b/aK5t25LhJlDZc+A4Mn75iQkgAm4LVm43L+FtG1XGxDmrTWVEgxqlzG46/eSMBFLajkF9C1Zpj6Nbp5mv6TtljQqFTN9LfbFv3WO0uX/nL15FLQlo+nVuiJIyfcl2+/f6bZT9oav8cn+yNVApVsMLXVrWMsHArTv3JJipY/2IBipzxnQ34YVlO/fPFdRu2R/r5gxCwvhx0XXAFBz7/ZwJVIaOX2gqXdRBe4WW+aEbNi8YJqHPXZm6NBw7lo8yRQWrN+/F+m37MKRnU5Sq3UWcRiBWzOgmmNEiA62eCWqznU6VrUQTE6jcf/DY37g37wz8eUiTMqk/R9vzaKioZpt2/IKHj56gfPG8aFGvwluXohVFep0TB7fHP5euoVy97ujjVd8EKzpl7oYEWb071jNTq/RZ9PGqZ45XvVkfUwGm/Uq18qRa2YJo17gKrt24g+I1vbBv3UQ57jN/16f7lSqUCz3a1sHfcm8r1O+J/esnSnhzzKHn3dm/dNwyUNl36CTaeI81VSAHj55CobxZJJG9hNt372PcwHbImeVLZ8ftss8zUHEZJQ9EAQpQgAIUoAAFwqwAAxW/W+epgYpWrBep3hGHpVJeX+gD2zRQqdWiv6m01017cbTsNtK8DOtLuW+v5siY/lPztWETFyGWhCMVSnyLivKSekBeAHXTSvkXL15YgxPt3zFMKk9mjepmghHdAgtUtEVB6o+Som61EtJL4v+rF2wDFW1t0LHPBAle6pvpM/bGoYGKjsX26zGiR8PmhcMQXIWKvXGWkJfwms37Wsep1RhZZVaCVmAE19ujetM+GCRVGZ+kTIZL/95Aq+6jTWWLbvYCFb1fZet2k0qTydapLtUkxNKKjQ/ixYYe89CmKf6mwejx9Jf4ZaUKRgOLGlJBtEnaPfQYNBUDuzUxFUI6zUt75li2onJfx8h0oy/TprL+2WIJizQgGictLHTTyhy9Dxqo6Odfyj22VAWVqtPFzH7QyhkNVzRM0MBJw59CMq1Mw4sCUqnSXkIFrXTRa3dkCyxQ0VDQdtz2noeAwZTt+fR7IP3nqaR3TDOpunqCum0Hob1UkWgYaLtpoJJD3tlrVSxsplVlLNzATMXSgGnd1n0mkFGfQlXbY4wEi19/4TdlaKRMo9JnQx00KJk+vLPVNrcEmkulsEKDJdvgTPfTkDD956nNMSz76RQ8R553RzyD2sctAxW9YC3NWrNlLy5cuo4IUv6TSprMlJMELMEHzi/n5iya7ecZqLhSk8eiAAUoQAEKUIACYVOAgYrfffPUQOXxk2fIXrKp6aNor/llwKa0tv+uVQJxYseUfh2RjJNOR9Bq/DJF86B9r7EmdAm46UuxvnjrC+SK6f2sL+GBBSraJ2OSVG9oG4M4sWKia2t5Ic32tb8KFT2+ViUslMU/dIqFnr9rq9qIEd1v4Q3LpoFKqcK5UCx/NuufadNRfRkOLlCxN049l04l0dVbLds3xZtg/bygm6Wek6qQCg16moDJsj1+8hSLJ/U2L9D2ApUTf543AU4Sm4a+T54+Q6/2dfFJqmRo7OWLnVINEtimQVg/aep69cZtExRodUmLuhXE7G/TCkIrKyybvrwvkmuxrVCZMm+tqZQY2K2x2U2rYzpJawkNVLSFxNgZK3Dn7gPzjntazqXTibSySCs3Ll6+bhrvFqjcFlukmiZenFjmXulMjZ+l6EALDrTSQ6eEBbXZC1QCjjuw5yFgBYjtebRCpZVMr9GCB90mzVlj3tstU5Us+2qgotPgLA2CtY2HBo16HzdsP4C10jBXq1cyF2loqmcs45mxaAP+PHvRVOYE7I1i+Xf9PgoYqNg2pbX9nCPPe5CQDnzR7QIVTe0WrNiGKmXy+/vGcWAsobILA5VQYedJKUABClCAAhSggFsJMFDxux2eGqjo2LTCIX+uTGgpvUhst3EzVppw4o38x3aVH9tARRfd0B4h2jfCdrP07DiwfpKpltCg5aJUYWg1hr4Uj+3fFsvX75KpMLFNDxDdglvlR1ei6Szhxd41482KNJYpP7bn1WknHX0mIG+Or1FPqlpsN2em/Ngbp06DqdWin7VCRUOR7CWbBVuhMnzSEsSNE9NfU11ttKtu3VrXthuoaBhSXqZBWSp/bMcXktWY9H7otJ5VM/1WPtImuLOl2atuOg1Jx6s9VLT/pmXT6Ux7pSpl7AC/ChVtZqxToTRQ0YqUhjVLo3Lp78zX9PMDuzUygYquyFSlcW8T2Oh0nwmD2vu7L1q9NGHWKlMpM15mbQS12QtU7K1CZfs86DQe28DC9jxtvMegYJ4s1qBEp2DpFDatKLHdHA1UtEJldN/WyCDTvXTT+629hzq3rOmSQMVyTUE970FCOvBFtwtU9Jrzlm+F+eN6IrU0hXX3jYGKu98hXh8FKEABClCAAhR49wIMVPyMPTlQ0SaoOt2kQ9Nq1t4bs5dswkaZvrBKFrK4cu2m3UBliPTOeKoVElJ98FKmQIyYvMQs/6vTJ8pLz4f60khTf5s/d9kWszSvbQ+VGNGimUapQ3s2k2kU6d4KVHQRjfrtB5vARqfP6LQY7R+yb+0E06g2qrzs6zXrajX37j+09rzQJZA/TZUc9WuU9PcN4kygYm+cn0uvGG2yqlOY8uXMgJmLNmLElCXYKhUr9nqo6FQR7bsyY2QXEzBZNh2fVp9ovxH9Rbylh4pOadHqBA2nYsaIZsIJHVtpqba5LRUhg8bOM9Ud2rskqOWta0rwo41RtcJHq360QkXvhzbcLVGrk6meyJ4pnQlJHsq0F1062XbTHjb12w02KwMl+CCumXaif6aBil7f1GGdTKXJ2i0/m0bFw3u3NCa6aWinzWPbNqpiVlnSc09fuB7DvJubKVjaW0Wny2h1h65uFDtWdOtUF9trcCRQsfc8aGGDraPtcbdKg9iJUkkzc2RXmZ72Et+3Hij9ZWqiQJ7M/gwcDVR0eefXcp+1h4o24tUpSfq/c2VNbzdQ0RWLbK/PXiWLNsB15Hl39m8HtwxU9EHZsH2/KTXTDsZRo/5/4qcDtsyxcnbwrvg8AxVXKPIYFKAABShAAQpQIGwLMFDx/EBFR6i9HifMXmWmYejKLvlyZERH6amhq84ENeVHX8a1j8aRE2dMH40CuTOb5WZ1xR/tFdlLVt+5ItNJUkkflMBW+flRVm0ZNHa+CW70t/oBV/nRZqVT5q0zv92PLv1O2jSsZKaraAjU1nucVBVkRjepcOkxeJqZZhJBVtrRpW61OartdBodozOBSlDj1JVZBkkIoX1KqpTObxrTasPeFNLkN7BVfrQPyeBx883qPgE3nXrSpmFlU9VhCVR0n0Zew8wqPpOHdDRTrHyk6elVaTSrU5bqVStuVlYKrkJl/6+/o+/I2Wa5Ya2cGCRTdxIl/MBcgmXZ4Bu37iCbhioSEAXW10Sn9Sxbt0sCjxhmCeo5EpTpdCedbqXTd2LLtCytUtFVf3TZ7QXjvZEsSUJo9Y2u6LRH+o3oZ3VlH+23s3XXQbM6kl6HNj3WlYy69J+M1NJAtvkPfqvi2G6OBCraK8Xe82DraKkesRxf+5wsk6opXU2qqoQvASu2dD9HAxUNUXQZZssqP9pA2LKKlr2gRKfc2V5f0y7DEdiUH73/jjzvzv7N45aBis6xCmo7uXOWs+N22ecZqLiMkgeiAAUoQAEKUIACYVaAgYrfrfPkCpUw+3DywsOMwHopKtgufXBG+LQM9poPy+pPf8lUKq0o4RZ6Am4ZqOiSSbpeuiaJgW32OlKHBiMDldBQ5zkpQAEKUIACFKCAewkwUAmdQGXF1fO4+fKJww9DoQQp8FnMeA7vzx0p8L4E9B1Yq4O82/+AbzJ+HuxptfoofdrUDq/8E+wBucN/EnC7QOXJ0+c4f+HKW3PBtu85bOaWaWmdO20MVNzpbvBaKEABClCAAhSgQOgIMFAJnUAldO42z0oB1wrou673sOlmqWadysQt7Ai4VaCic8hqt+ovfVMSYZLMe7Ns2tG4gjRiih0zBmZJV+WAS3uFJjcDldDU57kpQAEKUIACFKCAewgwUGGg4h5PIq+CAhR4nwJuFagMGD0Xv/52GnPGdDdNeGw3SwlUoW+zuFVqx0DlfT6uPBcFKEABClCAAhRwTwEGKgxU3PPJ5FVRgALvUsCtApUi1TuaZZeKfpct0DFv3nnQdD3eOH/IuzQJ0bEZqISIiztTgAIUoAAFKEABjxRgoMJAxSMfbA6KAhQIUsCtApXMRRpi+bS+ZhmowLaz5y+jqqzNfWTLVLe5rQxU3OZW8EIoQAEKUIACFKBAqAkwUGGgEmoPH09MAQqEmoBbBSrflm8N397NkStr+kBBdC1yb1mjfefyUaEGFvDEDFTc5lbwQihAAQpQgAIUoECoCTBQYaASag8fT0wBCoSagFsFKh18xuPFi5cYO6DtWyAvX71Co47DkCxxQgzq3jjUwBiouA09L4QCFKAABShAAQq4jQADFQYqbvMw8kIoQIH3JuBWgYpO6anRvA8ypf8MjWuXwWdpUuDVq9c4dfYCJsxahb8vXcXSKT5ImSLJewMK7kSsUAlOiF+nAAUoQAEKUIACni/AQIWBiuc/5RwhBSgQUMCtAhW9uOOnzqPfyNk4+eff/q41a4bP0avDD0ib5iO3uosMVNzqdvBiKEABClCAAhSgQKgIMFBhoBIqDx5PSgEKhKqA2wUqFo1/r93CxSs3EDlyJHycPBESJfwgVKHsnZyBilveFl4UBShAAQpQgAIUeK8CDFQYqLzXB44nowAF3ELAbQMVt9Bx4CIYqDiAxF0oQAEKUIACFKCAhwswUGGg4uGPOIdHAQoEIsBAxcnHgoGKk4D8OAUoQAEKUIACFPAAAQYqDFQ84DHmEChAgRAKMFAJIVjA3RmoOAnIj1OAAhSgAAUoQAEPEGCgwkDFAx5jDoECFAihAAOVEIIxUHESjB+nAAWjAhPGAAAgAElEQVQoQAEKUIACHijAQIWBigc+1hwSBSgQjIDbBiovX73C4d/O4PLVG6hYMp8ZxqPHTxErZnS3uqmsUHGr28GLoQAFKEABClCAAqEiwECFgUqoPHg8KQUoEKoCbhmonL/wL5p3HYmbt+/iydPnOLlzlgQrN1GlUS9MHtoRGdN/GqpotidnoOI2t4IXQgEKUIACFKAABUJNgIEKA5VQe/h4YgpQINQE3DJQaeQ1DBm//AQt61VExsINTKCi2/wVW7Fh+wHMH98z1MACnpiBitvcCl4IBShAAQpQgAIUCDUBBioMVELt4eOJKUCBUBNwy0Ald5kW2Pl/7d0HfBRF/8fxX+hFQHoTxV4QxEK30KSLIh0Eka703qVIR+kdRLACCghSpQoiIggiiAqKCqKI9N7zn9/6JP9LSHK53OVu7vLZ5/9/PY9md2f2PZPL3ndnZheOk9SpUkqB0k0iA5Wr165LiWqvyvaV0wMGRqBiDT0VQQABBBBAAAEErBEgUCFQsaYzUhEEEPCbgJWBSsnn2sji2UMke9ZbowQqB8xUoEbthsjmxRP9BuSuIEaouBPi5wgggAACCCCAQOgLEKgQqIR+L+cKEUAguoCVgcrAt2bLb4eOmCk/L0iTjsNlwcxB8vOvh2Tqu0uk5BMFpF+nxta0JIGKNU1BRRBAAAEEEEAAgYAJEKgQqASs81EwAggETMDKQOXS5SsyYdZCmb9kvVy4eNnBSZc2jdR7vqy0bVrDmQpky0agYktLUA8EEEAAAQQQQCBwAgQqBCqB632UjAACgRKwMlCJwAgPDzdv+jktYWFhki1LpkAZxVkugYqVzUKlEEAAAQQQQAABvwoQqBCo+LXDURgCCFghYGWgsuTzzZIieYoYgZIlC5Mc2TLLg/feIWnTpAo4IoFKwJuACiCAAAIIIIAAAgEXIFAhUAl4J6QCCCDgdwErA5XqTfrI3/8cN9N9LknmTBlEQ5TjJ89I+nRpJOMt6eT4qbOSKUN6mTi0gzx8/51+R3MtkEAloPwUjgACCCCAAAIIWCFAoEKgYkVHpBIIIOBXASsDFR2hsn7zTun+Wn3JnTOrA/L30RMyeto8qVKuuDxVrJBMmbNYtu74Ud6f2MevYNELI1AJKD+FI4AAAggggAACVggQqBCoWNERqQQCCPhVwMpApUytjua1yUOd0Siu29lzF6ROq4Gy4oMRcv7CJSlds4NsWzHNr2AEKgHlpnAEEEAAAQQQQMBKAQIVAhUrOyaVQgCBRBWwMlApWb2NvDuut9xzZ94oF3/w8D9Su+UA2bpsiuz/7U9p1nmkbFw0PlGB3J2cESruhPg5AggggAACCCAQ+gIEKgQqod/LuUIEEIguYGWgMmjMu2bKzw55vuKTkjd3Ngkz//nrn2OyZNVmKfzwvfJG92ZSuWF3qVK2mHRvUz+grUqgElB+CkcAAQQQQAABBKwQIFAhULGiI1IJBBDwq4CVgcrVq9dk9vyVsuGr7+SIWTsl3PxHX5tc4vEC0qrRc5IubRqZu3id1K5WWpInT+ZXsOiFEagElJ/CEUAAAQQQQAABKwQIVAhUrOiIVAIBBPwqYGWgEpeABi1N6lTyK1JchRGoWNMUVAQBBBBAAAEEEAiYAIEKgUrAOh8FI4BAwASsDVR2/3hA9u77XS5fuRqJc/T4KZlnRqYEeiFa19YiUAlY36VgBBBAAAEEEEDAGgECFQIVazojFUEAAb8JWBmozPl4lYyeOl/y355L/jh0RO7On1d0Qdoc2TJLs/pV5MUqT/sNyF1BBCruhPg5AggggAACCCAQ+gIEKgQqod/LuUIEEIguYGWgUr5OZxnWu6UUKfyAlK/bRdbMe0vOnb8ovYZOlzrVy8hTxQpZ05IEKtY0BRVBAAEEEEAAAQQCJkCgQqASsM5HwQggEDABKwOVws82l23Lp0rKlClEw5U180c7QCdOnZWX2w+Vz94dFjCw6AUTqFjTFFQEAQQQQAABBBAImACBCoFKwDofBSOAQMAErAxUqjbqKV1a15WypR6VGk37ypCezeWh+/LL2XMXpGztTqyhErDuQsEIIIAAAggggAACMQkQqBCo8JuBAAJJT8DKQGXJ55vN9J4ZsmHBWFm0YpPzCuXijz0k+w78KblzZJUZb3a1pqUYoWJNU1ARBBBAAAEEEEAgYAIEKgQqAet8FIwAAgETsDJQUY3fzWK0+fLkkGTJwmTh8k2yc89+E6ZkkZdqVpBMGdMHDCx6wQQq1jQFFUEAAQQQQAABBAImQKBCoBKwzkfBCCAQMAHrApVr16/LhwvXSK1qz0i6tGkCBhPfgglU4ivFfggggAACCCCAQOgKEKgQqIRu7+bKEEAgNgHrAhWtaKnn28oHE/tK/ny5rG85AhXrm4gKIoAAAggggAACiS5AoEKgkuidjAIQQMA6ASsDlcWrNsvytV9LlXLFnWk/qVKliAL38P13WgNJoGJNU1ARBBBAAAEEEEAgYAIEKgQqAet8FIwAAgETsDJQKVC6SZwgP2yYHTCw6AUTqFjTFFQEAQQQQAABBBAImACBCoFKwDofBSOAQMAErAxUzp2/KClSJJewsLAYYVKnSulXsHqvDpKf9v8hpkJOuRlvSScbF413/jeBil+bgsIQQAABBBBAAAErBQhUCFSs7JhUCgEEElXAykBFr1gXp93x/X45fORfqVH5KQfh/IVLkj6d/xeqrdqop4wb1E7uuTPvTY1BoJKo/ZOTI4AAAggggAACQSFAoEKgEhQdlUoigIBPBawMVH47+Le82nOMHDtxSi5euiI6xefwkWNSq/nrMm1kFyn00N0+RXB3smde7CDzpvWXXNmzEKi4w+LnCCCAAAIIIIBAEhQgUCFQSYLdnktGIMkLWBmoNO86Sgo9eJe0aVJDCpVr6gQqun2wcLVZrHarfDCpr18b7tEKLeTpYoVkx+59kiVzRuncso48U+IRpw6MUPFrU1AYAggggAACCCBgpQCBCoGKlR2TSiGAQKIKWBmolKj2mmxYOE50rRRdoDYiULl67bqUqPaqbF85PVFRXE9+40a49Bv5tpR/+nF5smgh+fKb76X7G1NlyZxhkjtHFrl+PdxvdaEgCwViXubHwopSJQRCW+DK1RuSKmWy0L5Irg4BBKwW+PXcGSlxYKGcuH7J6nrGVLmUYclkx1115MGMt3pd9+TJuDnyGpETIIBA0AhYGaiUfK6NLJ49RLJnvTVKoHLATAVq1G6IbF48MaDATTuNkBerPC3Vni0hR05eDGhdKDzAAuRpAW4AikfgfwL6u8g9PN0BAQQCKHDk2gUp99eSoA1UNuetKflSpvdaMFeWtF6fgxMggAACwSJgZaAy8K3Z8tuhI2bKzwvSpONwWTBzkPz86yGZ+u4SKflEAenXqbHffC9cvCz7DhySwgXuiSyzcfuh0vDFZ6Vi6SJM+fFbS1AQAggggAACCCBgrwBTfv5rmzxZCVTs7aXUDAEEfC1gZaBy6fIVmTBrocxfsl400NAtXdo0Uu/5stK2aQ1nKpC/tjPnzNOG2p1kzMC2ZspPQTPlZ7d0GzRFlr43XLKa9VRYQ8VfLUE5CCCAAAIIIICAvQIEKgQq9vZOaoYAAoklYGWgctaEGBluSSfh4eHmTT+nJSwsTLJlyZRYBm7Pu2nrbhk1Za788+8JuS13dunepr4Ue/RB5zgCFbd87IAAAggggAACCIS8AIEKgUrId3IuEAEEbhKwMlAp/Gxzebp4IalStrh5m05hSZsmlbVNR6BibdNQMQQQQAABBBBAwG8CBCoEKn7rbBSEAALWCFgZqHy1fY+s/mK7rNu800z5uSRlSj4qVcoVl1Jmyk3KFMmtwdOKEKhY1RxUBgEEEEAAAQQQCIgAgQqBSkA6HoUigEBABawMVCJE9JXF3/2wX1Zv/FbWfblDzpw9L88+84QM6tY0oGiuhROoWNMUVAQBBBBAAAEEEAiYAIEKgUrAOh8FI4BAwASsDlQiVHRhWh218v6C1bLtu5/khw2zAwYWvWACFWuagooggAACCCCAAAIBEyBQIVAJWOejYAQQCJiAtYHK8ZNnZMNX38naL7+VLd/ulVzZM5vXFBeVSmWKygP33B4wMAIVa+ipCAIIIIAAAgggYI0AgQqBijWdkYoggIDfBKwMVBq1GyI79/zivFGngpnioyHKQ/fl9xuKJwUxQsUTLfZFAAEEEEgsgbDTJyTl0jmJdfpEPW94xqxytUItkdTpErUcTo5AYgoQqBCoJGb/4twIIGCngJWByltT50vFMkXk4fvvjKJ26fIV+fyLbVK9QilrNAlUrGkKKoIAAggkaYFkfx+UNIOaBaXBjdz55XK3sRKeNn1Q1p9KI6ACBCoEKvwmIIBA0hOwMlCJ3gx7fv5NFizbKMvXfi3JwsJky9LJ1rQUgYo1TUFFEEAAgSQtQKCSpJufi7dAgECFQMWCbkgVEEDAzwLWBiqnz5yXpWu+kk+WfiH7DvwpRQo/ILWfKy3PPvW4pEqV0s9MsRdHoGJNU1ARBBBAIEkLEKgk6ebn4i0QIFAhULGgG1IFBBDws4BVgUp4eLh8bRagXbB8o6zZ9K3cnieHPFehpEyes1gWvzNYbs+b08887osjUHFvxB4IIIAAAokvQKCS+MaUgEBcAgQqBCr8hiCAQNITsCpQebZeV7lx/YZUKF1EqpUvIQXuz++0yBOVWsrCt98gUEl6/ZMrRgABBBCIpwCBSjyh2A2BRBIgUCFQSaSuxWkRQMBiAasClSKVW5tXIuczb/UpJlXKFZPMmTIQqFjceagaAggggIA9AgQq9rQFNUmaAgQqBCpJs+dz1QgkbQGrApULFy/LinVb5ZNlX8jen3+XUkUfdt7o02f4TFk0ixEqSburcvUIIIAAAnEJEKjQPxAIrACBCoFKYHsgpSOAQCAErApUXAF++e2wfLx0g3z2+Vdy+ux5eb5iKWnwYvmbXqUcCDTXMllDJdAtQPkIIIAAAipAoEI/QCCwAgQqBCqB7YGUjgACgRCwNlCJwLhy5aqsNgvULjBv+9m680e5767bzGiVwYGwirFMAhVrmoKKIIAAAklagEAlSTc/F2+BAIEKgYoF3ZAqIICAnwWsD1RcPQ4ePioLzRuAOrao5Wem2IsjULGmKagIAgggkKQFCFSSdPNz8RYIEKgQqFjQDakCAgj4WSCoAhU/28SrOAKVeDGxEwIIIIBAIgsQqCQyMKdHwI0AgQqBCr8kCCCQ9AQIVLxscwIVLwE5HAEEEEDAJwIEKj5h5CQIJFiAQIVAJcGdhwMRQCBoBQhUvGw6AhUvATkcAQQQQMAnAgQqPmHkJAgkWIBAhUAlwZ2HAxFAIGgFCFS8bDoCFS8BORwBBBBAwCcCBCo+YeQkCCRYgECFQCXBnYcDEUAgaAUIVLxsOgIVLwE5HAEEEEDAJwLBHKhcf6SUHGjaWU7JVZ9Y+PskOZOnk2zJ0/q7WMqzTIBAhUDFsi5JdRBAwA8CBCpeIhOoeAnI4QgggAACPhEI9kClTc1yMu/8rz6x8PdJFuWqLEXT5PR3sZRnmQCBCoGKZV2S6iCAgB8ECFS8RCZQ8RKQwxFAAAEEfCJAoOITxgSdhEAlQWwhdxCBCoFKyHVqLggBBNwKEKi4JYp7BwIVLwE5HAEEEEDAJwIEKj5hTNBJCFQSxBZyBxGoEKiEXKfmghBAwK0AgYpbIgIVL4k4HAEEEEDADwIEKn5AjqUIApXA2dtUMoEKgYpN/ZG6IICAfwQIVLx0ZoSKl4AcjgACCCDgEwECFZ8wJugkBCoJYgu5gwhUCFRCrlNzQQgg4FaAQMUtUdw7EKh4CcjhCCCAAAI+ESBQ8Qljgk5CoJIgtpA7iECFQCXkOjUXhAACbgUIVNwSEah4ScThCCCAAAJ+ECBQ8QNyLEUQqATO3qaSCVQIVGzqj9QFAQT8I0Cg4qUzI1S8BORwBBBAAAGfCBCo+IQxQSchUEkQW8gdRKBCoBJynZoLQgABtwIEKm6J4t6BQMVLQA5HAAEEEPCJAIGKTxgTdBIClQSxhdxBBCoEKiHXqbkgBBBwK0Cg4paIQMVLIg5HAAEEEPCDAIGKH5BjKYJAJXD2NpVMoEKgYlN/pC4IIOAfAQIVL50ZoeIlIIcjgAACCPhEgEDFJ4wJOgmBSoLYQu4gAhUClZDr1FwQAgi4FSBQcUsU9w4EKl4CcjgCCCCAgE8ECFR8wpigkxCoJIgt5A4iUCFQCblOzQUhgIBbAQIVt0QEKl4ScTgCCCCAgB8ECFT8gBxLEQQqgbO3qWQCFQIVm/ojdUEAAf8IEKh46cwIFS8BORwBBBBAwCcCBCo+YUzQSQhUEsQWcgcRqBCohFyn5oIQQMCtAIGKW6K4dyBQ8RKQwxFAAAEEfCJAoOITxgSdhEAlQWwhdxCBCoFKyHVqLggBBNwKEKi4JSJQ8ZKIwxFAAAEE/CBAoOIH5FiKIFAJnL1NJROoEKjY1B+pCwII+EeAQMVLZ0aoeAnI4QgggAACPhEgUPEJY4JOQqCSILaQO4hAhUAl5Do1F4QAAm4FCFTcEsW9A4GKl4AcjgACCCDgEwECFZ8wJugkBCoJYgu5gwhUCFRCrlNzQQgg4FaAQMUtEYGKl0QcjgACCCDgBwECFT8gx1IEgUrg7G0qmUCFQMWm/khdEEDAPwIEKl46M0LFS0AORwABBBDwiQCBik8YE3QSApUEsYXcQQQqBCoh16m5IAQQcCtAoOKWKO4dCFS8BORwBBBAwCKB69dErt+wqEIeVCXVsYOS7o1mHhxhz67XHyklbWqWk3nnf7WnUh7UhEDFA6wQ3pVAhUAlhLs3l4YAArEIEKh42TUIVLwE5PCQETh5Kky+2R4WlNeTJ7dIwQJB+i06KMXtrfTP+5PJ2vXJ7K1gHDVr9MwByTmWQCUQjUegEgh1+8okUCFQsa9XUiMEEEhsAQIVL4UJVLwE5PCQEfj9jzCZNSd5UF7PIwVvSM0aBCpB2Xg+rvSu78NkwafB2Y+71SVQ8XF3iPfpCFTiTRXSOxKoEKiEdAfn4hBAIEYBAhUvOwaBipeAHB4yAsEcqBQtckOqPXsleNsiuRlRERacoypsQydQCUyLMOUnMO6U6lsBAhUCFd/2KM6GAALBIECg4mUrEah4CcjhISMQzIFK9XLnpNS+sSL//hWU7XG1URe5kfuOoKy7bZUmUAlMixCoBMadUn0rQKBCoOLbHsXZEEAgGAQIVLxsJQIVLwE5PGQEgj1QeWp9Bwk7fCAo2+PS6zMJVHzUcgQqPoL08DQEKh6CsbuVAgQqBCpWdkwqhQACiSpAoOIlL4GKl4AcHjICBCqBa0oCFd/ZE6j4ztKTMxGoeKIV4vteOC/Jjh4Kyov8O3t2KX9itZy4fino6p/STBvdnLem5E2R3uu658ma1utzcAIEEEAgWAQIVOLRUgcPH5Xew2bIj/v/kLy5ssmg7k2lcIF7nCMJVOIByC5JQoBAJXDNTKDiO3sCFd9ZenImAhVPtEJ73+R7tkrqSX2D8iL/6DhUyqb7lUCFQCUo+y+VRgCBhAkQqMTDrVG7IVKqSEFp1qCqfLHlOxk6/n1Z9dGbkjJFcp8EKleuipwxr5wNj0ddbNtF18G8NVO4pEhhW82oj78FCFT8Lf7/5RGo+M6eQMV3lp6ciUDFE63Q3pdAJTDtywiVwLhTKgIIBL8AgYqbNjx+8oxUatBNtiydLCmS//cqzVot+kuPNvWlSOEHfBKonDodJuMmJJfrQfjW1rRpRNq8ek0yZgj+XwauwDsBAhXv/Lw5mkDFG72oxxKo+M7SkzMRqHiiFdr7EqgEpn0JVALjTqkIIBD8AgQqbtpwx+79Mmj0HPn0ncGRe3YdNEWKPfag1K5WmkCFQCX4PwV8dAUEKj6CTMBpCFQSgBbLIQQqvrP05EwEKp5ohfa+BCqBaV8ClcC4UyoCCAS/AIGKmzb8avseGTdjgcyb1j9yzz7DZ8p9d+eTl2tX9EkP+P3wVfnw43C5EYQjVFKlCpeGtc20n1v/G70TdJvOswoLulpHVjh9anvmWu3ed1kWLw1OzFKPnpeCuyZJsmPB+drk8Ga9JU2eXEHZkZOZeYNpU5m5g5Zsm7dflvUbg7Mf1y/7l2T+ZKQlkp5V4/pdD8vY0k/I+ouHPTvQkr37ZX9cKue43ZLaiJy/fM2aunhakYs/7JZkC2d4epgV+x+q2Uy6p/5bzoabudxBtiU3N0NTb3tGCmTKHGQ1p7oIIIBAYAUIVNz479yzX/qOeFuWvTc8cs/2/cbLU8UKOSNU2BBAAAEEEEAAAQQQQAABBBBAIOkJEKi4afOTp89K+TpdZPOSiZImdSpn76qNesob5k0/jxW8L+n1GK4YAQQQQAABBBBAAAEEEEAAAQSEQCUenaBZl5HyeKH7pUXDarJqwzcybuYCWfHBiMhFauNxCnZBAAEEEEAAAQQQQAABBBBAAIEQEiBQiUdj/v3PcekxZJr88PPvki9PDhnSs7kUuD9/PI5kFwQQQAABBBBAAAEEEEAAAQQQCEUBApVQbFUvr0lH4Ex//zNJlizqwoyj+r0qlcoU9fLsNx9+8PA/cuzE6RinUO35+TfpOnCKrPww7oUWi1V9VRbPHiK5smfxun7t+oyTCs8UkecqlPT6XJwgsAKLVmySgeYtXa7b1avXZPPiiXJrplsi//WkdxbJvCXrZeOi8W4r/O7Hq2T/b4edaX+JtZWs3kbmTnldbs+bM7GK4LyWC2iQ33PodBPk/+YE+YN7+D/Id/1s/mDhGvl+768yom+rBMl5e3yCCuUgKwT0M1c/hz//Ypvckj6tdGheS56vWMqvdbt2/bqsXPeNVHu2hPn8/lNadntT1n8y1m91cC0/vvc1fqscBSGAAAIIeCVAoOIVX2gerIGKBhzuvjBev35Dkif3/u0cc8wX1CtXrjpTqlw3PX+4+c/Zcxckc6YMcWITqIRmX/T1VX29Y69Me2+JvDOmZ+Spfz90RNr0Huv0s1AJVHz1u+lrf84Xf4HG7YdKmZKPyku1KsiCZV+ILpA+ok/Cwoz4lxp1T9fPZm8DEW+Pp08ntBUT5zgNBVKmSCH3mzceutsmzlokv/x+WIb1bun8d/9Rs+TDyf0i16Vzd7wvfv7j/j9kzPSPZfqorgEJVFzL13AlPvc1vrhuzoEAAgggkPgCBCqJbxx0JcQVqOzd97vz1qN777xN/jl2UmaP7SlfbNnl3KhcvXbNPEnNboKYZpI9661y/sIleWPsu7Lrh1/NjVdyafhiean7fNkoHvoFt3P/SZLC/LxG5aekYukiUc7f9dW6kSNUTp0+5zyx/e3g33IjPNx5bfVLNZ91zhdboLLvwJ8y8K3ZcuLUWUmdKqV0aFHT+ZLy0y8HpfewGfJMicLy7fc/y7/HT0ufDi/Jk0ULSsQIFd3nsgl6+nZs5JRx+ux5KVOzo6z9eLTbgCfoGj0JVPjGjXCp3bK/DO3VIsqXgFc6DZe61cvK0PHvxxioOH1gxEzZuXu/5MqRVR667w65eOmKEzju/uk3GWSevJ4xfUP7Vx/TV4o9+qApZ4A0b1DV6c+6rf9qp+iXigUzB0WR/sWMdOlnvlwcOXpcbsudw3zhaGH+O7voCJV2TV+Ujz5dJ8eOn5ImdStJy5eek11mhID224i3jrn+8+z5K2W/6e964/508Ucka+aM8vOvh5yw8uBfR0W/kI4b1Fby5MqWBFo7uC/xkGkvDVTWzh9z00hB1yuL+BzTt85t3/Wz0w9f7/yy6CiqP/78R4oUfkD6dWrsHKLrf02avViumc/pbFkyyYCur8hdt+eW9z75PMZ+on3G9bM5R7bMTqhz48YN85m5zznHhMHtb+pP4eazecKshfLZ6i1yw/S5RiYQ0v6rgUpsx+togRcqPSVVyhVz6hrxz/nz5Yzy96Bn2waxfm4Hd4sHX+31XqDfyFmS5daM0rReZSnxRIFYL6Jc7c7y9ujukj9f3K92L17tNWnfrKas3fSt/GFGrvZq21A2bPnOCUD0HmLayC6SLm0a8fTv+qMP3yvVX+4tZ86dl0IP3i092zWQ13qNlZpVnpYFyzeaz8brMqhbU+fv/+Ejx6TnkOnmodIp5zOz9nOlb3rYoxe6eNVmJ5y/du265M6ZVYabsDN3jiwSU//Xc7iW36lVbee+Zv70AfLMix3M7/lo4/jfQ6Oh4z8wQVNK6dyqjjn/Z7Lk880SFhYmxR97SHq0qS8pU6YIvs5CjRFAAIEQFyBQCfEGTsjlxRWo6I1Mg9cGOaFJ5bLFnJEs1Rr3kvcm9HZCltnzVsqOPftk/BvtZfjED0XfkjTcPJU6fea81G41wLkBf+Ce26NUa/DY9yRn9szOTUv087sOjR056SNzQ3TBDH1v5tz0aLmrPhwlObLdGmOgol+gn2/SW1q//LxULVdc9MtrgzZvyKqPRjn1frFZP5k8rLN5BXZBWb52q7nhXy0fTOobGajcnT+PtOr+lqxfMNZZgFhvoJat2eI84WILPoFPV34pX23bIyP7tY6svP67rTt+lO5t6pm+0ifGQGXu4nVOu79jwsOLFy+b/v+GFDY36Bqo1GrR3/nCqMPXl639WibP/tQJOzTc2LH7v98D3TSEvOO2nFFuzPXGu0bTftK2aQ0p/9Tj8vZHy01d9jr9SwOVKmWLOyGfjqB54ZW+8vWyKeb341CsgYr23ylzlshHU/o5U0T0C+yk2YtkyeyhzpdfDRYzZbxFOraoFXyNl8RqvHbTDnl/4edOO2qfvc38twYjd9+RJ4qEftHUz7F3x/cW/dLY7Q3tI3/K/GkDnC92T73QTpa/P8L50lfD7Dd/Wn9nGtn8zzbIQjPqZe7U/nH2E9fPZqc/malx703s49RDy8qbK/tN/enzL7bLrLnLnbD98uWr8kLTPjJ2UDvZY8LH2I6PLVC55868UceQqY4AABkOSURBVP7eRFxvTJ/bSayLWHO5m03/fPvDZc4Dh1fqVpZKZYtGWbBf/2Y/XaO9dG1d1/kbmzpVKhOavChln3zspmvQz71m9aua/6/i9NFhEz6Qxe8MdvqsBt+1q5Vxph0n5O/6qg3bnJFeESNUNPQe1O0VqV6hlFPWYvO3QP/+a5/Xz8vWjas7o0g0NNLP+gy3pIusr97PlK7V0Xy2DnF+Rwe8OduEHiL9uzQx05pi7v9Hjp6ILN/1vkbvMfSa9IGSbuXrdjF/N9qZkP2EjJ3xiVMnDZE69p/ohPURD5Gs6QBUBAEEEECAt/zQB24W0EBljvlCqHOdXTe9EdEpPnVbDZTtK6c7T041ZFhuvkjqkyPdLly8JPqUaefnM6Vyw+7y5uuvSqGH7nZ+NmrKXElvbgxea/JClPO63rTrDbPr+V1vPHSYrH4xiHh9dZWXejgLBOsXiZhGqBw8fFRqNu8n3yyf6jzh0a2++TLcwowcyJc3hzRsM9j5mW76JL9NrzGyxjwpcl1DRUMbfSoaMXJFbwIjbnzoO8EloF88NYx76L78TsV1xNNL7YY4YaBusQUqXQZOdvqwjojSTUdj6Ygnvcm+dPmKM+xdfy/+NSNJ9BXru9a+LUePnXL6/wYTxunN8NMvtnfWRNGb74jtLxMK6pfcrSYo0e2q6dtXr1519tcvFjPf7BZZ1xLmd+rjGQPl+MkzcQQqa8xose8iAz/9Arxl+w8ycWgH5/zvL1jtLKyto2DY7BbQtX8GjXlXpo7oLEXNKBNtu4XmSfqiWYOjVFw/L5t0HO6sCaTb+LcXyCnzZe/1/41K0T44ekAb2bvvD1ljnvpPGd7J2U9HXT1WoYV8vXSyeQL+Vaz9JHqg8tX2PTJpaMc4+1Of4TPlPjMNJOL35dz5i5I2TWrRYDK242MLVO69K2+Uvwd6vbF9btvdoqFfO/1s0ZF8daqXkfovlIu8YH34UalBN2fEXfMG1cyovgPOCKTP5gxzHoa4bvq59+643qJB2tff7pUh496Tz94d5uzyuhnJd3f+vM4I04T8XY8eqDR4bbBsW3Hz338dFaL9VAOgAvffGesIMR2Bmz5dGqduGqbr76x+ZsfW//X3LyLQcb2vWbBsozMKRx826aifzgMmO2vGaQivI3p0pKNuOhL4nXkrnKCSDQEEEEDALgFGqNjVHlbURgOVw3//a57a149SH13EU6fbtOj6pvNFUbd35q5wnoLf6rLGid5ALzU3QXoTpU91kpvRHbrpwnT6JKZXu4ZRzhs9UHE9v+uNh96w6VDyk+bLbJgJc/aZEGTmW92cxWxjClS+++EXM6x2shOSRGyte4x2RgM8UuDuKIvSuS5S5xqoTJ6zWA6ZYEaH0Zeu2UE+n/umZMqQ3op2ohLxF9DFNLsPnhZlcWO98S1qnvjp6BIdSRVboNK86yhnhFNEkKZP3387eMQJVHRk00efrnHCEB0e/tMvf8jude84FdMnqvr0U6fYjJ46X+aZ0QGum04X6vT6hCj9M+Ln0ReljfjnkyYEim3KjwYou0yfjxiBE33NCm/XsIi/Nnt6K6AjVCbP+TRyipiOtnusQnNntJzrelL6ufVqTxMEz3vLKVJHgFwwo6i6vVbP+eeqjXo6i8hqsHbgj7+jhGmPV2xpApo3ZNPW3VEWm3XtJ9EDFddFaWPrT/oZq1PdogfPcfXHuAIV178H0RcTDcTiot62bagdryOh9Mu+jrDT6YX9u7wcGQTrteoIFQ2ENTiOeEjTrPNIJ3iJmBLp+rn38fSBZuRTNvlm50/OQ5iPzbQY3XSEnY5UebTgvQn6ux49UHFdlNa1H+mDG72vWbbmaxOcn5FmJtCICAcj6qm/j3rfs/mb3c6/On32guQx0350WlNs/d+1fNf7Gg32K5p7JV2/S18GoH9HdBSh/l7v2vuLE7DrplPtsmbOFOkRav2I60EAAQSCWYBAJZhbL5HqHteUn+g3sJ+Zp5u6cv+EIf89BXfdKjXoboZ6t71pik/0/aIHKq43Oq43HjoiRYcD16z6tHMKPf/QXs1jDVQiRqhsXTY18ilTvdYDpZUZyqvrVMR2Q+UaqOhbLnRahw7l1Wkfk4f994SXLbgEdCqOPlGM+KKptdeQQqdy6aZfCjSs0Hns+uQ0U8b/D830iWFhE8A1/t8IlVGT5zpfEtq+UkMqmREAn5iRIzoF4si/J+RZM1w7IlD5ZOkXzu+GPmXMkzObs46E66YjVJ5/pY/5ovFf/9TA8ZAJMnVdi9gCFb1x7zF4qjONQzd9kjpk3PvONCN3AQqBSvD0WdcRc1pr/ZKlI0q+XDwhytSD+AYqP/9ySFZv3GZGvPw3klDXAHqiUktnhJ5Oe4stKElIoKJB5V3m90GnbeimvxdpU6eWpebzM7Zy9EuovlVNg0vddBRKwxefFR2hEtvntO5HoBK4Pq0hsv5N1Gm+eXJldab76Jo9MW0RI+z0765uTTuNcKauRJ/2o5977gKVcuaBiI5Q8fTvenwDFdf66zpETToOc0ZlRYxs1J/riBQNP96b0EcymodGeh+kv0caqMTW/3W9uJhGqOj5mnUZKY1rVZTR0+c7C0/rtGidanSvGakT8XcncC1NyQgggAAC7gQIVNwJJcGfexKo6Fokur6DzvPVNSL0qftnZhG13u1fkhFmzZNLly47ozuumS8Eo6fNl2rlS5hhtPmjqOpaK6nMQmu6CFv0G2TXQEVvtmaM6uYcrzcwuuDtW/3bOGugxDRCRb8k66iDlo2ec8rVBRz1Rm6FGU571CyoG59ARStax6z9csJMtdBXPfIq5eD8hWjd4y3TdqUiv7BFv4q4RqjoAp+rN34rs8b0kHPnLzhrqDzxyAPmRtcstmmmW6z/eIwzCmvMjI+dJ5vfrpruTEvTNQV0ClC6tGa6g5nuowsXum5O/zS/O6+YoEWf5uvioJu2fh+5horra5MjApY05otp1UY9zMLIY5wbeZ27v23XTwQqwdkt46x1jaZ9nfV5IvqGLvIa8bQ+4sD4Biq6JoR+Furx+pRf17JYuX6bM90triDO9bPZXWAXUSdd/Hbqu0ucL5vXzVP1OmatCh0loyMMYwtU+r/5jrO4aYfmNUVDbF1bSNfpIlCxt2NrgKDrRDUxQYqGwHFtuuC3jpwa0LWJ7DX9oKVZN0RHsWq/dN3iE6hoMJ2Qv+vrvtwhM8xaLx+aexV901Bsf/+7DppiRi0+6dxX6NS4Ws1fl2F9WsrDZvpPxKa/C5u37XYesOjnvC7efN5Md9bP7Nj6v95DRJT/g5nao4vS6tQe3eYvWS+bzGiXX029IsLydZt3mjWxFjtTfHRqka7zogvzMuXY3t8JaoYAAklXgEAl6bZ9rFfuSaCiJ4l4y4+uJ6F/+HUhTZ2GoyMC9AmnvtlBh9GWNm/U6WHWI9GbAtdNn7J36DfRzI0uLC1eqhblRsc1UPno07Uy44OlZthwOmeUig6V/XTlJnOD1M8sfNhXFpsF4nJlzxLl3BFvA9AvzPolV98aVPKJh28KbmKb8qMn01eH6uJwm8yQ3OjrytB9gkNA10/RKWz6poSYtrgCFf0i0Mu8XUqnkOlbHIqZc+h6Kfq2oF5DZziBhk4D09Evk9751BmarQGjbm17j3OmE0X8c/SytX++PvJt+euf4yaQzBXlLT8xBSr6ZVhHyOhbg3RB0GdKPOJ8OV7xwUhGqARHV4x3LbVv6PSuP82oJR0BNchMMYtpUdr4TPnRL4P6hH6SGamlI6F0eoJ+uY1YvDi2oMP1s/mRAvfEGoi4XpROh9C1XPTtJBoaaijUtF6VOPunLhiuX2Q1fNR1MvRtRc8+/YTcf08+RqjEu8fYu6Mu7trbjFz6ZuePTnDWzfwdjm1RWncjVF4xbxRKyN91ffijI1Q15NP14GILVCLe3HbqzDlJZtZeq25GTrUxoxFdN11D6zWz5pouTpsrR2bp1KK2tOs73gk79C1FMfV/1/J1RK9roKLn0ynFul6KHh+x6SgYDa507Tgd6Ti4R/Ob1p2xt9WpGQIIIJB0BAhUkk5bc6UJFNDhvfoaR13ckQ0BTwR0BIl+KXRdpNGT49kXAQQQQAABBBBAAAEE7BUgULG3baiZBQK6wO5LbYc4ryx9vNB9FtSIKgSLgD51b9n9Tee1xYxsCpZWo54IIIAAAggggAACCMRfgEAl/lbsmcQE9E0b/Ua9LfWeLxtlGG4SY+ByEyCg6wXpUO0BZjHjmIa2J+CUHIIAAggggAACCCCAAAKWCRCoWNYgVAcBBBBAAAEEEEAAAQQQQAABBOwXIFCxv42oIQIIIIAAAggggAACCCCAAAIIWCZAoGJZg1AdBBBAAAEEEEAAAQQQQAABBBCwX4BAxf42ooYIIIAAAggggAACCCCAAAIIIGCZAIGKZQ1CdRBAAAEEEEAAAQQQQAABBBBAwH4BAhX724gaIoAAAggggAACCCCAAAIIIICAZQIEKpY1CNVBAAEEEEAAAQQQQAABBBBAAAH7BQhU7G8jaogAAggggAACCCCAAAIIIIAAApYJEKhY1iBUBwEEEEAAAQQQQAABBBBAAAEE7BcgULG/jaghAggggAACCCCAAAIIIIAAAghYJkCgYlmDUB0EEEAAAQQQQAABBBBAAAEEELBfgEDF/jaihggggAACCCCAAAIIIIAAAgggYJkAgYplDUJ1EEAAAQQQQAABBBBAAAEEEEDAfgECFfvbiBoigAACCCCAAAIIIIAAAggggIBlAgQqljUI1UEAAQQQQAABBBBAAAEEEEAAAfsFCFTsbyNqiAACCCCAAAIIIIAAAggggAAClgkQqFjWIFQHAQQQCBaBjq9PlNSpUsqIvq2iVPna9evySLlmMnVEF3mqWEG/XM4XW3bJnPkr5Yd9v8vlK1clZ7bMUvbJx6RNkxfklvRp/VIHCkEAAQQQQAABBBBIWgIEKkmrvblaBBBAwGcC/g5UNKhJkTz5TfV/f8FqGT7xQ6n/Qlkp9+TjkjVLRtl/4LBMnvOpE/jMndpfUqaIelx4eLiY/5NkycJ85sGJEEAAAQQQQAABBJKWAIFK0mpvrhYBBBDwmUB8A5W//zkuA0fPlp17fjEhRrg8+vC9MqDrK5I7RxanLh8sXCPvzFshp06flTtuyyUdmteUp4s/4vysZvPXpVr5ErJw+UbJf3tumTC4fZT6HztxWsrX7eKMRGnRsFqUnx0/eUamzFkszRtWlVzZs8i6zTtl1OSPpFa10jLxnUXy0eR+kj9fLnlr6jxZ9+VOuXDxkjx0f37p06GR3GXK0nM/82IHWfHBCLk9b87Iui5Y9oUsfPsNOWnq++Tz7WREn1Yy24yOOXrspHO+ob1ayG25s/vMmRMhgAACCCCAAAII2ClAoGJnu1ArBBBAwHqB+AYqnQdMkjSpU0nfjo2dQGWkCTVOnzkvYwe1lY1f75J+I2fJ5GGd5P578smmrd9L5wGTZfE7g50Qo17rgXLm3AXp36WJPHDP7ZIpQ/ooLhq0DBrzrmxdNsUZjRLXpufu9sZUqVS6qLRqXF2yZc4oIyZ9JLv2/irjTF1uzZRBJpmgZemaLbLqo1Fy7vzFOAMVrVeJaq9J8ccekglDOjjX2GPIVPnz72NOWMOGAAIIIIAAAgggENoCBCqh3b5cHQIIIJBoAvENVFp2e1Py5ckh/To1dupy/foNSZ48mfO/W/cYLQUfuFPavFIjsp6tur8lhR68y/l39V4dJHffkUeG9Gwe43WMf3uBrNqwTZa9N9ztdW7autuU95asnvum5MmVzQl3Hq/YUkb2ay3ln3rcOV5HqZR8ro2Me6O9FDCjVeIaoRIRqLz5+qtSuWwx5/gdu/dJo3ZDZfPiiSagucVtndgBAQQQQAABBBBAIHgFCFSCt+2oOQIIIBBQgfgGKjv37Je2fcZJurRp5MmiBaVi6SLOqA7dqrzUQ/7485+bruP5iqWcqTMaqJQp+ai0avRcjNc6efan8tnqr8y0nJGRP5/+/mcyYdbCyH+u81wZJ8zRQKVt77Gya+3bzs/+PX5KStfsaEbDDJF77swbuX/Z2p2kWf0qpp5F4xWozJ82wAlfdDt85JhUqNfVmRJ0/935Ato+FI4AAggggAACCCCQuAIEKonry9kRQACBkBXoMXiaM6JDp7u4bhFri7w7vrc8Xug+50eXLl+Rzd/skQ1bvpMV6742C8i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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('checklists_filled', 'Average # of Checklists Filled')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_filled_short_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_filled_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Checklists Filled: During free trial",
"offsetgroup": "checklists_filled_short_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
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],
"xaxis": "x",
"y": {
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_filled_medium_term
category=%{x}
value=%{y}",
"legendgroup": "checklists_filled_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Checklists Filled: After trial, before 90 days",
"offsetgroup": "checklists_filled_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
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],
"xaxis": "x",
"y": {
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=checklists_filled_long_term
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value=%{y}",
"legendgroup": "checklists_filled_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
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}
},
"name": "Checklists Filled: After 90 days, first 6 months",
"offsetgroup": "checklists_filled_long_term",
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"showlegend": true,
"textposition": "auto",
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},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
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"error_y": {
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},
"pattern": {
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"solidity": 0.2
}
},
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}
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"barpolar": [
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},
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},
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"histogram": [
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},
"type": "histogram"
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('checklists_filled', 'Cumulative average # of Checklists Filled')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#FFA15A",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAEx2F5Z59a8/mXjMaWU9wD/gGWwaERzQP3GEuPOPQdY/hzOWmsLP1z8SRTbPom3YP7GSeh7Wwdg/yvYrsVDg3j+nzyaipxniP9k8i7ahI+U/LXcf//eW6T+KrjilQ4nsP04r64HBhfA/heEpPhdU8z9nLDWFn4/2P9iw7Xgv0fg/rhfYE1UI/D9Y5tV/TkwAQLn7+L+3DAJAiQHON53aBEDGa7epjGMIQAP3bUuwSAtAaBPR0wwVDkC6JC9ujUoQQF67TWUcYxFA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#19d3f3",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "6 month churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "89z3lOIG4T8PKMBVj9PuPz1Oe/MzNfU/aGrGu/Th+z9bnvueUtwDQAYPKMBVjwZA+UJdo7OJCkDeTtIwgrAMQCZkYFbmEBBApbhBrygXEkDhWEIGZuUSQD6luEGvqBNAvlDX6GyiFECyhAzMypwVQFHX6GwiMRZA7B9VOJaQFkAaRhDWOnIXQBTgqsdp7xhAwwjCWkc+GkDoFeVislsbQD1Oe/MzNRxARbmY7HYSHUAxgrDWka8dQBMyMCtzCB5A8oW6RmcTHkAcS8jArEweQKGu0dlEYh5A0NSMd+nDHkBrHflCXSMfQHWNziYSWx9A",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FF6692",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "74 day churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
"dtype": "i1"
},
"xaxis": "x",
"y": {
"bdata": "VG2K7sNM5D/0wFHcrE/uP5m3upeuWPA/xQk94QO48D970v5+GXDyP9j7g+HHdfQ/Ml9+IAWq9j9ItlfSHKD3Pw7urMCNHvk/DVY6qokT+j/wPZ4sRFj6P/A9nixEWPo/8D2eLERY+j/wPZ4sRFj6P/A9nixEWPo/8D2eLERY+j/wPZ4sRFj6P/A9nixEWPo/8D2eLERY+j/wPZ4sRFj6P/A9nixEWPo/8D2eLERY+j/wPZ4sRFj6P/A9nixEWPo/8D2eLERY+j/wPZ4sRFj6P/A9nixEWPo/8D2eLERY+j/wPZ4sRFj6P/A9nixEWPo/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#B6E880",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "Free trial only",
"orientation": "v",
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VK/lBnISKnEfqXkgB3Wu37qq/XoeEhNBjTl2ozWlJsrOItNiEiqSU1PlyqIpQqfrpx+oYefj+oEBeleIkqQVNOo2ikf1aU0OOVDBvxWt0ppqVSnI0TiuLDAM57UZ2IJHCuPe5gGjgmzcUxFEtvhyZYYp+cdT4JgEg6S6S9mJq1szBlLq1f9PMCClMInuWrv1BPahKpEpcOchcFrIYScypPl9wtIQ02ZXl3XzZea1C07MstU4Dp5NEC+0JS10y9fmWU68kkkKiO/LkeMsqoSLRTBKNIylR1jQTz3ULvqKC7+YOP0QiniSqY8fKCVbfG3IP3vrvPm3nY6JrpggVia75ad9R+nb+8AjFdWMSKkFBwdS86xi6evMuNf28oorOKsKi0rRjkYxpSaiI6JRdviRFrnzpwqpQc2y75Fizy49JbNkiVD6q2oEqsnCdPLxTBETdhsxSaXay1l9/u5NmLN5AP2+YrkSqqUlKmNzDiFCx5s5GHxAAARAAARAAARAAARDQloDbCxVTmoI84OW2YqcbW4TKD78cpj+2zQtfIZNQMX8IMgkV01/L45Ly8+vhv5QskYfBLxp9ph6WpSCpiJrSxd63WqjIROUYqb8yY1S38IfkpdMGcL2M9+gQb6/brt8UlUriEanWhxR+rVT2I5o1prvFO3Lqwu+UUJHUlIplPlLRArfvPiQpCGy+bbMjxo9uVxpr5mB6ID3FtXDM05dM0UXyoHqWxVJcOQgciYCRyBmJSJLWsvs4llRfKiESXZP6KBKJJCkf5k2iW+SeWcvSQdJcrIlQkQgIqbUjUSLWtOh4SvqS3L87V020+t6Q65BoFlOUlKXxRT489n2mdqESESLXZqqvIv1j2zZZjlvFcmQPb4F+7tJ1FbUlskoilmTHHUtCRc4rKTNSf+fE3xdVGlYZrg00qFszVT/HUjMJFdkZzFSrKHI/STuTZq1Qkbo4H1Rsq2rLSESYeZM5JU+aREUjme7TYz8uihCVJtIPNVSsuavRBwRAAARAAARAAARAAAS0J+D2QsX0cCU7rvRsV98i0d+OnOZUGa5hwXVGJKVAojYiF6Wd8833KvLAVJRWaqjESaiM46K0ZyMWpZXIisJclLYN10exVJS2z8h5KmXEvCaG1JL4uFon+qz8xzYJFREHs7n2ihRflWvavf8Y7flumnrAO8upF406jlSFOj/haJrITR5czf9abv710HSQQjRhSGi0jDQpoGra3UZSk6Q5YvzoBIA1czAJtsh/4Tf/y//N2/fjxEHqeIj8krozGaSAr1Qb5Uii+5wKZaqnIpFKkXeaEi4izKRY7l5eC/O25vs9NH72GhUlIrU1rBEqUmNF5JKpvo6lm17Omz93Nir24TvR7vJjLlSsvTck0uayXEcM9VtEPkj00vwJvWjYxKXk9+IlC5hRSsJJi02omF+PREBJjaIpXARXhJ/cf9EJFdNxIq4OnTirCueK/JGoIEs7JmlVQ6VYtY78vfIBdWtTN8rSePI9I3V0pAC11EgSKSb1U0xN1lXWFxEq2v9wxAggAAIgAAIgAAIgAAIgEBsBtxcqAkB2/Th15jJJJIbUcDBv/3LdjNZcxDM3Rw8smzGQnvm9pFK1u9LQni2pWd2K4V3lQfG3I3/bLVTGz15NO38+TAe3zg0/tynVRuo0WBIqEi0hO5NIUVhTMz10yl/mTRJDHsqljokpyiFyDRU5VmqslG/QS9VImTBnjfrLvkSVSJNUotIsRupWKxOl3oeko0iEj6UHT0k/EiHUtO7/C5jK+YZPlvo1v0aIUHHE+JaEirVzkGK+ksqybMYgTvt4R123HPs573QkKUnyoJqIa6jEhYOcS4Sc1D2RNBZpUn9m3vLN0RY+Na2nSfT8uGZyhPQX2d74yMlzSoBJypo1QkV2tKnVaoiK1pCdeyLvziSRHb1HzFO74shDvTURKtbeG6YdhszT3qS2jRRhbd+8phKA5kVpb3J6UIP2I5SMm/pVZ4UjJqHyH0c9neIitKZds0z8pCCyFKeVSDSTUDHV7nn+4hUdYNElBWrNdywy7RYVWVqYzqmVUGnfb6oqHi3fz+bfTzdY5MmORRI59fNvJ6nH8Nm0YGJv+qTE/+WmsJKoHAiV2H604esgAAIgAAIgAAIgAAIgoD2BeCFU5MGofd8pXJ/gPn3OsqAEF6eULVr/PndF1SXJxNsdL5rcl7c9Dq1VIBEqaVKlUHVPfHwS0paffqevuW7BnfuP7RYqO/ZwCgdHqUjB0qqfFlP1OsbNWk1/nr2kakJYEiryEL1w1TaaNbo7vf9Objp47LRKX5BCllJTQh66ZPeUQeMXkxRdXczXIls3J+AipqZtk00RInJ9HWVXFd6NRR7MTJEP5g/2sjuPzKNcyQ95i2ZO32BG67b+QusXjYyQmmF+e5p2lpnLhUDlQV6O8eMH2Q3b9/FOPBWoB0cHmWpW2Dt+dALAmjnIpsWVm/Sjt3gb6ZFc/DMV7yrz9bc7lPi4yGky5rv8xIWDyIDzV26oKB9py9f/pESVREjF1GQ9pDBu9iwZaTCnocjONFKPRupo9GzXILz4rjVCRcaRbXllZxu5B5rUqUDv5cvJKTavVcFcEXqVP/mIJg/rpFJurBEqck6RPrExEaEnu0ZlfSsDp+A0ULtNLZAiurw98JZvxiq5E3nbZJPkki2aG/GuTTEJFVmnppxGJluM1+GitBI1dZm3Fx4xZZnaNUdq/IikkTGa16tM9aqX5bVORzVaDlTFZzu1qsPRQqk4ishXpc4883uhapZYaloJFdPWzvWrl2MJWVExknWZsmAdDeAdoOTfAfne/qxZf76+RPQVX5PcD5JSKAWKRSpBqGj/wxEjgAAIgAAIgAAIgAAIgEBsBOKFUBEIL16+VjvMSBFMeeDioATK9lZ6qlahOEeiVApPN5C+sv3teJYc8qAmcqAWF36V6AyJuDj240L1kBPXlB8RILIVrsxD/nKeP082GtK9udpuVx4IZUtd04PcKK67IfUb5EFY0kkO8MNUME+8NP+lfWjPFipyYeS0ZZSRt+eVv8xLWpBEHjx7/oILon5GDWqVsyhUTHU5pCaH1K+I3GT3orVcDFXqyfj4eNP7b+dS27uaF4CNfMw1LhI6YuoyOsP1R4SZ7MDSvW09mjJ/ndrqtWblkrxl7ZfqMHvHj04AWDsH2SVFJNYVXt+0qVNS8/qVVN0YKR57YtdiSsTXLC0uHKQIstS1kfQTaRJl0KpB1RjZmVhKtNT0hevp6J/nyJ+3nZbaHvLALQ/YpmatUJH+cp+v2rhHRVbdY6kohXLz5syiCg7XqFQiPDrCWqFiLRNJXZrGqSlSq0TE5Qd8n/VjwWRKdYosVOS8wk3EpdyPUv9F5KApykW+7yRFx5QOte+PU7T02x/U96ek7EhUhxRZ7sL3qKkuztCJX9OPvxxRESmbl45VESEzOYXmT05Dk+2nU3MdohJFClAPvkczs1yz1LQSKjKWbCc+b/kW+odFkzRJ82nyeYUIxaDla/LvjLwm5e8p2Tb9nbzZ1L9DErEktZTQQAAEQAAEQAAEQAAEQAAEXEcg3ggV1yHGyHojICJLUi1MNTtkfiKs9h08Sfs2ztTbdDEfEAABEAABEAABEAABEAABEAABHRKAUNHhomBK2hGQ3YqqNO1HGXkr2oFdm6rULknBGMtbE3fktJxOrWprNzjODAIgAAIgAAIgAAIgAAIgAAIg4DYEIFTcZilxIdYSMKXWnDxzkV5zrYqsmdNzId6y1LJhFZX6gwYCIAACIAACIAACIAACIAACIAACsRGAUImNEL4OAiAAAiAAAiAAAiAAAiAAAiAAAiAAApEIQKjglgABEAABEAABEAABEAABEAABEAABEAABGwlAqNgIDN1BAARAAARAAARAAARAAARAAARAAARAAEIF9wAIgAAIgAAIgAAIgAAIgAAIgAAIgAAI2EgAQsVGYOgOAiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAquAdAAARAAARAAARAAARAAARAAARAAARAwEYCECo2AkN3EAABEAABEAABEAABEAABEAABEAABEIBQwT0AAiAAAiAAAiAAAiAAAiAAAiAAAiAAAjYSgFCxERi6gwAIgAAIgAAIgAAIgAAIgAAIgAAIgACECu4BEAABEAABEAABEAABEAABEAABEAABELCRAISKjcDQHQRAAARAAARAAARAAARAAARAAARAAAQgVHAPgAAIgAAIgAAIgAAIgAAIgAAIgAAIgICNBCBUbASG7iAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAoYJ7AARAAARAAARAAARAAARAAARAAARAAARsJAChYiMwdAcBEAABEAABEAABEAABEAABEAABEAABCBXcAyAAAiAAAiAAAiAAAiAAAiAAAiAAAiBgIwEIFRuBoTsIgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKjgHgABEAABEAABEAABEAABEAABEAABEAABGwlAqNgIDN1BAARAAARAAARAAARAAARAAARAAARAAEIF9wAIgAAIgAAIgAAIgAAIgAAIgAAIgAAI2EgAQsVGYOgOAiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAquAdAAARAAARAAARAAARAAARAAARAAARAwEYCECo2AkN3EAABEAABEAABEAABEAABEAABEAABEIBQwT0AAiAAAiAAAiAAAiAAAiAAAiAAAiAAAjYSgFCxERi6gwAIgAAIgAAIgAAIgAAIgAAIgAAIgACECu4BEAABEAABEAABEAABEAABEAABEAABELCRAISKjcDQHQRAAARAAARAAARAAARAAARAAARAAAQgVHAPgAAIgAAIgAAIgAAIgAAIgAAIgAAIgICNBCBUbASG7iAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAoYJ7AARAAARAAARAAARAAARAAARAAARAAARsJAChYiMwdAcBEAABEAABEAABEAABEAABEAABEAABCBXcAyAAAiAAAiAAAiAAAiAAAiAAAiAAAiBgIwEIFRuBoTsIgAAIgAAIgAAIgAAIgAAIgAAIgAAIQKjgHgABEAABEAABEAABEAABEAABEAABEAABGwlAqNgIDN1BAARAAARAAARAAARAAARAAARAAARAAEIF9wAIgAAIgAAIgAAIgAAIgAAIgAAIgAAI2EgAQsVGYOgOAiAAAiAAAiAAAiAAAiAAAiAAAiAAAhAquAdAAARAAARAAARAAARAAARAAARAAARAwEYCECo2AkN3EAABEAABEAABEAABEAABEAABEAABEIBQwT0AAiAAAiAAAiAAAiAAAiAAAiAAAiAAAjYSgFCxERi6gwAIgAAIgAAIgAAIgAAIgAAIgAAIgACECu4BEAABEAABEAABEAABEAABEAABEAABELCRAISKjcDQHQRAAARAAARAAARAAARAAARAAARAAAQgVHAPgAAIgAAIgAAIgAAIgAAIgAAIgAAIgICNBCBUbASG7iAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAoYJ7AARAAARAAARAAARAAARAAARAAARAAARsJAChYiMwdAcBEAABEAABEAABEAABEAABEAABEAABCBU774H/Hr2y8wzOPzyJjxelSuZNL1+/Id8Xgc6fAEbUFYGECTwpVdKE9OCpv67mhcm4hkCKJAkpOCSEnr9645oJYFRdEciQKhE99vOnN0EhupoXJuN8Al6eHpQupQ/de/La+YNjRN0RSJYoAXnyPfHsJX6P1N3iuGBC8m/DM36mCHgT7LDR30qb2GHnwolAQEsCECp20oVQsRMgDnc5AQgVly+BriYAoaKr5XD5ZCBUXL4EupkAhIpulkIXE4FQ0cUy6GYSECq6WQpMxAUEIFTshA6hYidAHO5yAhAqLl8CXU0AQkVXy+HyyUCouHwJdDMBCBXdLIUuJgKhootl0M0kIFR0sxSYiAsIQKjYCR1CxU6AONzlBCBUXL4EukPW1iQAACAASURBVJoAhIqulsPlk4FQcfkS6GYCECq6WQpdTARCRRfLoJtJQKjoZikwERcQgFCxEzqEip0AcbjLCUCouHwJdDUBCBVdLYfLJwOh4vIl0M0EIFR0sxS6mAiEii6WQTeTgFDRzVJgIi4gAKFiBfTzl2/Q6Okr6LGvHyXy8aa+nRpR2eKF1JEQKlYARBddE4BQ0fXyOH1yECpOR67rASFUdL08Tp0chIpTcet+MAgV3S+RUycIoeJU3BhMZwQgVKxYkNqth1KnlrWpesXiJHKlVY/xtH/TTEqSOBGEihX80EXfBCBU9L0+zp4dhIqziet7PAgVfa+PM2cHoeJM2vofC0JF/2vkzBlCqDiTNsbSGwEIlVhWJIS3Dy1UsQ39unk2pU6ZXPUuVbsrrZozlPLkeAtCRW93NOZjMwEIFZuRufUBECpuvbw2XxyEis3I3PYACBW3Xdo4XRiESpywue1BECpuu7S4MCsIQKhYAaltn8lUuVxRalKnAp08fZEGjVtMO1dPooQJvCBUrOCHLvomAKGi7/Vx9uwgVJxNXN/jQajoe32cOTsIFWfS1v9YECr6XyNnztAIQqXXV3PJxzshTRrWMQKaN0FB9EHFtrRwUl8u6VBQc2xBQcG05vs9tHXXQbp28y55enpQ9iwZqW61stS8XiXy8PDQfA4YwLEEIFSs4Hnhyk36svdEdYO/fOVPU4d3popli6gjg4NDrDiDvrrI96lcCwff8Jvx5q8vmu4xG7kncCu4x1raexWmn+O4H+wlqb/jA94Ek3cCT5smpv5tkCPwo8Imbu7aGT8r3HVlbb8u/KywnZmzj3geTHTFP5jeSeRJPho/o2vxb4OIBkc2ZwsVESdeXhF/5spzl8zjj+NnqcsXdahIofzknTABHfvzPM1bvoVqVS5Fw3q1jHLZIn0SeHk5EgfO5UACECqxwPQPCKSarQbTiD5fUJmPC9K/N+7Ql70mcsrPEGUT7zx+5cDlcM6pkvh4Ucqk3vTS/w09fRHonEExim4JSIRKyiQJ6eEzf93OERNzHoHkiRNSMP/Af/H6jfMGxUhOISCSzNY/fKVPmYiePPenN0EwKk5ZJB0PIhEqaVP40H3f1zqeJabmLAJJfRKov6z7vcLvkbYyv8U/Xv3ZUudJ4FhhYD6PdS9CaOazYArkf7pT8jP9pNSeVExDqyL/Nvi9DCQR945qmdMkdtSp1HmsFSpHTp2jKfPX0VV+5kucyIeqfFqMBndrRglZfMhz4aR5a+mnfUcohP+o/v47uWlozxaUM1smev7iFRWv0ZnGD25Pk+evpY4talGrhlUjXMPPv52kHsNn05p5w+jDAnkjfE2kysFjZ6h7m3pKxMg4fs9f0lO/F3Ti7wv0x7Z59No/gKYt/I5++f0U/5H/Nb33dk4evyXlzp6ZHj5+SuXq9aQf10xSz6jS1ny/lzbtPEDfLx1Du/Yfo6l8bNum1WnNpj3k++w5P9sWohF9v1CbrqDFnQCESizszl26Tp0GTqcD388K79mu3xSqXaUUv5VGyk/c7z0cqRMCSPnRyULoZBpI+dHJQuhkGkj50clC6GAaSPnRwSLoaApI+bF9MV6z3BjwJJj+8A8V1O8nJJqRxpNSOyASQ84tpxXdeYg/GPs0otgQl7I+vRdl0SjIwZ1Sfsp+3l1JjXo1PlGSosew2VSnahmVjiNC4u9/rtDUr7pQyhRJaeHKbfTjL0dox6oJ9OZNEH1UtQOVLvY+DenRgjKkS6U2MDFvg8Yvpjv3HtGKWYNjvYGmLVxP2/f8Qe2a1aDPyn9M6dKkpLEzV9FfPP6s0d0oFdf2nLdsM+3Ye4h2rZ2ihE5MQkVkTt9R8/g6KlO/zo3Jj/s37TyaKpX9iHp3aBjrfNAhegIQKrHcHc/YDFZs2JuWThtAhd7LQw8e+VLdNsNpydR+9G6+HBAq+O4yPAEIFcMvoUMvAELFoTgNfzIIFcMvocMuAELFYSjd4kTuJlQkJvMSh3Nk9vKgVLZlRlq9nsN9Q+jHVxFFR26OUmmWVGSIB8uQEHrNr/4c+SCCROQIZ+yEvx/An3sln1dvoX1DXyNOQT60FPsyji+samJtomLcRaiULPoeleAok7ED2ymJIc2UuiPpOh9X70Tzxvemjwu/E/614jU60fwJfeiDAnmoSJX2NG5QO/r8szIW74uW3cdR3pxZOCqkdaz3zfRF6+nHfUdpz7qpqq+ML8Jm8vBOSoJIkyiVUrW60qwxPagAR6vEJlQkOkaCBETOSFNCiKNtti4bF+t80CF6AhAqVtwdBw79RbO+3qjqp0gIVssGVVSBWmn/PTJmyk+qZJzywyH9vkj5seIOcO8uECruvb62Xh2Eiq3E3Ls/hIp7r68tVwehYgst9+/rTkLlHIuU/hw5cjcodN06JfOgdsljtiq+LD18WXY8DfYgX37QfcrHPmWT4Wt65a9LkAifNuw1RJWiiqwzopMfcbmDkvLJE3G0SwCP7WchS3NhWk8q6g2hEltRWkmTmcIpO/lyZ1PRJrWrllYpNfJH9U/r97K4NGMHtqXqFUsooSI7wRYpmM9iv9ZcNiJ7lgw0un+b8K+37zeVDp88G/7xFK7VKTJHhMrZi9fUH/WlmcYX+ZE3V5bw/hX4D/+SxlP1049jFSqDxi+iYz8uCj9284+/0WROLTq0Y35cbjkcE0YAQsXOWwFCxU6AONzlBCBUXL4EupoAhIqulsPlk4FQcfkS6GYCECq6WQpdTMQZQkWcwGHOY7nM4SNFWAQU4BQZR7dHLEAaPgwiLjcSoZXjTI1sHK0SKk1C6BlP5gn35SCTKH2tnZOojMieIyF/smoiD1U0ll8oMQsRb+6ViAteJfIwvYZ+TZJHfPjr4Z/nfvIx+58ITWTPl4+C6aZZKbRPfKSOihfJeFo0I0SoDBy7SEV0zBnXMwKCJ0/9qEyd7rRy9hD6iIvESnvs60f7Dp6iXw6eVHVNpo/sSoXeza2ExaavR9M7ebNHwSj1VUSofLdoBL3/di6LmEdMXUYXLt+gdQtHhH/99t2Hal7SOg2YTn07NWY5U1wJlUtXb9OCib3V10xCZdvycZSHo1xMrXyDXpwWVJOFSjELQmUP11D5VdVQkZSf/mMW0MndS8KPla/NXropQmkLLe4Pdz8nhIqdKwyhYidAHO5yAhAqLl8CXU0AQkVXy+HyyUCouHwJdDMBCBXdLIXLJ7LiRTBtehmaftKY64Z+ydEcji7NIcVUB7PN2G+Wz9IjhSe1kjCMSE2yaCQ6xE8iM/h9kR/qNfz9sM/zcc9UH4+wPiEkaTSWHENskSPJ+aCUfNGp1KsHpZRXDmqRdKFULDlM78vnTZ87zoP14ZAVuTZTG84d6iRxfI7Rcx5jOf/v0htOE2EZ1Zy5OXqNzJfBCEJl8ert9O3mn2k31xvx5u2TTU1qkAyd8LWSClIX5dGTZ+EpMdJn4txv6dZ/D2ju+J5UrFonGt67paqjaWoiRLJkSqcK1sYmVI6eOq92jhVJ8kmJD6Lcy5Wb9KPe7RtaFCqS8lOsWkeaOLRjeMqPFK0VGTR3fC8ucpuHStTsQubCZcqCdXSIdxQyCRVJ+dm3caaq7yJtzjff0+9HTisJhBZ3AhAqcWenjoRQsRMgDnc5AQgVly+BriYAoaKr5XD5ZCBUXL4EupkAhErclkIiHJbx/rXXOLqhGIcHNOVwAi0ebGWcqZxj8itHdGThuhy9U3jQxxqkdyzla1kQKZ+kQRIPGiQGIZrGG86wRAjhnW0kHYXf58gKERkBXANEPs8vUdpvfB1rxApEah/wNQXxMaGyRCJILOS2xG2pIhyVl9eqKoeEyGVJ0VglTMIESloWKHFtfwcQbXwZrArI1mVuJTTceSeuc4zLcUYQKlJgtm6bYVSQI03aNq1BKZInoVOnL9HMJRtVzZMBXZvSZY4IadxpFEex9OA6Ke/SM7+XKqojX66sNIh3+pGitL/8fpLrqPSirG9loI079tPsrzfR3vXTKUECr1iFirAdNW05F5I9rLZNLs07yMpxl/69Reu37aOL/96k5VywNk+Ot6JEqMixIndOnr5Is8f2oORJk9A0jmL59dCfvLPPZLUL0Sd1e1BbLmL7Be8udOvOA2rXdwoXxvUJFyr9+FpkY5X+nZuoKJw2fSZR49rlqX3zmnFZdhwTRgBCxc5bAULFToA43OUEIFRcvgS6mgCEiq6Ww+WTgVBx+RLoZgIQKrYvhTzst+bUC9km19TK8QP0FN7ZxZExCSInWj0M5tSY/8uFBDzgGA6fKOjtqeSFSWIEStFTFhoSJREqNfiN+wawpJCvmd5/w/LjNc9fNkU27/c7R4y8jOQwRC9k4QFl+AAlTUKPC9vMxnZwfER0ESKWPi9OQiJGkrP4SOEZot5Pod7nV34/mel9fk3OaTTyeekr/aRG6yQWURvMLioDf31hWi/KLhDRrCJgBKEiF3Lj9j2asXgDydbIUhszO0uR+jXLUcv6VdQ24NK27T5IS1bvoFsceZKUd+n5tNSHNLh7c0qaJJHatli2M961/yj5+wfS23myKdEiG5dYE6Figvn9D7/Shh0H6Mq122p3IJEzFUoXpi8aVaXUvHuPtMgpP/I5mfP42atp728nyJPTwj7grZeH9GhO2fh4afJ5mZ+Xpydv5ZyRyhYvRN9t26+iViTl56up31A/TimSyBQ5lxS3/ap3qwgRO1YtODpFIAChYucNAaFiJ0Ac7nICECouXwJdTQBCRVfL4fLJQKi4fAl0MwF3EiryUL6S01Y2cOiE7JTSJAlRW05biUvcwX2OlJBUE4mY8ONzhaaUhH5O6n/8LWYhUsvFkQ6J+KE9hEeU0h0SZKFe1fshxBkp//8cf03mG8QPT6H9OKIjrL/UUJWvveYD+ctRWmxpK3G5uSTtwCPSYCa/Eh0/qf8hwTLePKDU8PDh4+VVaoV48/vytYRh73OpD0rIbG6ynTkldidSG8CGJD8frKQIH5fejmgR81N/z1Ejv7IsysrRPa05PSadg84bF8ZGPMYoQsWIbB01ZxEqw6cspT+2zXPUKXGeMAIQKnbeChAqdgLE4S4nAKHi8iXQ1QQgVHS1HC6fDISKy5dANxNwJ6GymI3H4kjpJNU5/aIuhytEV39DanQ8Vzu3eKgdVB4FxZ5qIuLDGaIjunFEWkiNDyUvwsSFkhiq8KmZxFB9WHLw16SvFEQ1vS/ywyQ8pM8hf4qy9W8lNiad2G7IGKHHSeHU0EKqcW2Waqj0ZIvS0kINlbiOgeMcRwBCxXEstToThIpWZPnfeTbNsf9E0G58w58ZQsXwSxjvLwBCJd7fAhEAQKjgfjAnAKGC+8FEwIhCReqZ3mXxIdvh3uPX+/x6l4XITq5iapYdoy4xrtEcUl8jBaeRyC67Ks1EpZ6EppTIDjJbpWKqWZP0lPGpvIgzSlTajwePLK/yJkERoZ/zCP0cf2yqt+Jl6sefU18P+xpnuKj0mo6Pg+mSWbVTyVaZzdvkalFHZTXLqPVckVaK0kr9lHYa1YWRNdF6lx98hzuGAISKYzhqeRYIFe3oQqjYyRZCxU6AONzlBCBUXL4EupoAhIqulsPlk4FQcfkS6GYCzhAqUlh1MufOSJ0OawqrSm2S+yJM+DgRJiZxco+lyT02JhJtYqlZSlsRgVGAwzaSc3SFSBFVf4MNh1QzCK25EVqPwyRLpEhpYisKoazltKIZfE2iVaSY6QQ+sIgGhUilXss0DqM5EFaUth9HjHykwTgmns7YNlk3Nz8mEisBCJVYEaGDGxOAULFzcSFU7ASIw11OAELF5UugqwlAqOhqOVw+GQgVly+BbiagtVCxVFhVojPaJfMkDoJgaRJRmFiTciNRGhn4JBlZZGRi+ZGR62Nk5I//4sF+kvAKs9aMoyz6iC3RoEmK0E2WP3l4Qho6Dg1mHv0pIVScilv3g0Go6H6JMEENCUCo2AkXQsVOgDjc5QQgVFy+BLqaAISKrpbD5ZOBUHH5EuhmAloIFdkF5hpHklxj2XCYC5Bu58KgkVt0qThSniOdSJIwYZKRZUUmzoMJ/5hzYaSwaHRlPCRtZVXYzi712Nh0YKFiR8kP3ayTsyYCoeIs0sYYB0LFGOuEWWpDAELFTq4QKnYCxOEuJwCh4vIl0NUEIFR0tRwunwyEisuXQDcTsEeocNYLXeFCH6HyJISucG2Ra1zv47ZsUxPWoiusKoKkLId1ZBJxwhEmKtKERclbpuIiuiEUvyYCoRK/1ju2q4VQiY0Qvu7OBCBU7FxdCBU7AeJwlxOAUHH5EuhqAhAquloOl08GQsXlS6CLCUhtkxW8zfBtD08qwgVYG/JOK5Z8xmOuY3KVo02usii5yuLkaphEka2FLTWJCBExkpO3lsnBomQvh6xI4VhTk5SdxVy9tZBsSYOmKwIQKrpaDpdPBkLF5UuACbiQAISKnfAhVOwEiMNdTgBCxeVLoKsJQKjoajlcPhkIFZcvgcsncI9lSEferkYKwJpaCd5HtwmnyFwXYRImT/6VIrDRiBMRI9k4uiQ3v5OTX3Pxq7zl4PfNt9aVwqoTuLDqIScVVnU5XANPAELFwIunwdQhVDSAilMahgCEip1LBaFiJ0Ac7nICECouXwJdTQBCRVfL4fLJQKi4fAlcOgFJz1nEtUb2RCrgKpOylKIjckQJExV1QixQQuWJfA7NvQhAqLjXetp7NRAq9hLE8UYmAKFi5+pBqNgJEIe7nACEisuXQFcTgFDR1XK4fDIQKi5fAs0nwDsU0/WwwrD/chSKSBRJ27nJ6Ttc5iTaloWlSTEfTyVPcrE8ySX1Tfh9qBPNl0wXA0Co6GIZdDMJCBXnLMXKDbvo6293UmDgG/q8Wlka0KUJefBW785qb4KC6KdfjlLNyiXVkKVqd6V1C76i7FkyOmUKkccv+lkH2rFqImVKn8Yp40c3CISKnfghVOwEiMNdTgBCxeVLoKsJQKjoajlcPhkIFZcvQYwTkBSZva9Du1TwIUrDxVqjaxxoQv9yis7VN8FqV51/JVWHjcl/ZjVLIh8ru+ik4DcRLeZNtjHekt4zxvH0TQ6zs5cAhIq9BN3r+HghVF75Er1+RpQ6u8MW79GTZ3Tm/FX6pEShWMXI4ZP/0KhpK2jZzIHk452Qug+dTQO7NaOC7+Ry2HxiO9G5S9dpxuINtHhKP9XV2UIl8vjCL3XK5OTJO7y5skGo2EkfQsVOgDjc5QQgVFy+BLqaAISKrpbD5ZOBUHH5EkQ7gUssQ7o+CSEpBCstLcuUuak9KA0LECkKq6QJ95FoE4k6eWBFYViJNpE0HUnRyc1RJ1wmRbVveZuemVwgRU4h40xM5UGFuY4KWvwlAKESf9fe0pW7vVA5uIi3Kvs19NJFqFToS5Q0nd03wVO/FzRkwhK6decBtW70GdWsVJISJpSqU1HboPGLqUjB/NSo1qcxjtt92Gx6N292Os2i5vK121SXI1kS+SSkXw//TQ8e+dK0EV3oHf7602cvaNT0FSSSQoREDR67yxd11LlL1OxCfTo0pN2/Hqdb/z2getXLUvN6lan2F0Po2fMXVOjdPLR0+gAlVLq3qUdrt/xCD/ncrRt/Rh1a1KLbdx/SoHGL6eFjXwoKCqaGPOf2zWtGmbfMcTTP4RlzEEk0tFdLKl74XU4pDaE533xP2/ccomA+vmWDKuockceXCJW1C0dQow4j6ef10ylNquRqjPGz16hr7tOxES1atZ227T6ohFWJIu/RwK5No2Uc1wWFUIkrubDjIFTsBIjDXU4AQsXlS6CrCUCo6Go5XD4ZCBWXL0G0E2jDhWL/Doj4ZVEcMWTpmBWE5domkqYjtU4iFYaNbsCX/MvoM/4FNc2rAIJL0e994ayZQag4i7QxxjGUUHl4mehNpH88Y8J8YS/nRR6J2CN5BqKS7W1bnPR5ibwsb1l25fp/9M3aH+jIqXPUuHZ5alynAqVIliTC+eu1HU7VKhSnn/YdpecvXlGdqqWpS+vPo8yh11dz6bV/AC2Y2Juu37pHtVsPoVH9vlRiZf6KrfTg4RMa0bc1R7ssV7WwRvZrrc7XuNMoGsQRL2WLF1KipFGt8tSrfQO69+AJVW3ajw7tWMBS5i/atPNAhAiV6hVK0NCeLejazbv0+ZfD6PDOBTRt4XeULk1K6tSqNvk9f0nDJ39DYwa0oeSRrqlB+xFKlsi17Pz5MM1fvoV2cgrP7gPH6Zt1P9DymYPI3z+QPm8zlGaO7k537z+OML4p5WfElGX0WfmP1TVKq9S4L80eE9p/5pKNtGbeMEqSOBH1GjFXCZsW9Svbtnax9IZQsRMnhIqdAHG4ywlAqLh8CXQ1AQgVXS2HyycDoeLyJQifwHmONjnHbxc4bec0v8nHkWNERKb48CdVMdiw2ib/31XHvogSL/4Lpjw03XsSlmOkHzSYiQsIQKi4ALqOhzSUUNnch8jvnv00LVXmjumsdacTJY+51ojIi0nz1vJZQmj6yK4RziaS4L38OWjS0E704uUr+qLnBOrNUSSVyn4UoZ8IlY9ZGjSrW1FFhxSq2IZ+3Tyb0qZOQTs44kOEzNzxPalCw940e2wPev/t0JQhSeXxDwhUUkWEytJpA+jdfDnU10pyxMqGJaPo7IVrUYTK11P787xyRui3c+9h+uP4GerXqTEV4PNHl5Ij4idhggTk5eWpomcqNepLf/28lIZO/Jry58lGXzSsqs4rwidxIh/a+9sJi0Ll4NEztP/QnzSHr+efi9eoz8j59NO3k2nYpKWUM1smateshjrPgUN/0bLvflSixpENQsVOmhAqdgLE4S4nAKHi8iXQ1QQgVHS1HC6fDISKa5bgJqfpnA0TKP+wPPmH3+edhCM0+TCyIsnDIuU7rm2iRYNQ0YKqcc8JoWLctdNi5oYSKr/NJ3r52HoMT24QBbyI2F8KwaZ/m/8RtkFUl+1ClCT64qkXrtxUUSqnzlyiHu3qq/Qf8yYRKt04vaZC6cLq0wtXbuOUmqc0jNNkzJsIlXIlPwiP1ijwaWs69uNCFaHxw89HOI3mDxW98mGltqqga9bM6dXhEhFy4fJNmjSsY5TaKKZaKecu3YgiVMyL0pr6vZUpHS1b9yOJWHns+4zastAwyRHzucp81m7ZS4FvgpT8OX/5Op3+ZRl1Gjidqn5aLPwaTMfs2n/MolBJ5O1NVZv1V+Jo8ert6lwSXdN50Az665/L6tqlBQcHs1hKSRsWj7R+/a3oCaFiBaSYukCo2AkQh7ucAISKy5dAVxOAUNHVcrh8MhAq2i/BEy4sezrQg84GhChxIm9PLdQ7kdolBRKEUAHOt3kvoQclZ28y6Ekw3Q0rKisFaedxDZV8/DUtGoSKFlSNe04IFeOunRYzN5RQsRXA/YtEeyYQBZmlCRVtQfReNVvPZLG/pPmISBE5InVUqlUsTgm8OMQwUusxfDaVL1U4XDIsWLlV1UGRiBLzZq1QkQiVWZxGU/Dd3OrwaQvXs4gIogFcYyRysVlbhYr5rj+SdtS61wSaN75XeCSLjCfROJ81H0AbOfIlT4636O6Dx1SZo3BEqEiESm7+XNum1dXc5GuJfXxICvOapxyZ7/LTtu9katWgKk1fvJ6jeDqqOjGSapQvVxZqFRbp4pAFs3ASCBU7yUKo2AkQh7ucAISKy5dAVxOAUNHVcrh8MhAqti+BL8uQcWxEjnBISXaOGOmRwoM+Dis6wrVdVeRJqDwJjTy5Z2GXHSkG+w6LkfeVPOHf2/l92ZI4cpOx9sq+x9xi2+XH9iuJeASEir0E3et4CBX3Wk97r8athYrA8b3JeZa7Q3f5yV2GKHsxe5Gp46XuyPjZq+nLxtWoZNECMZ5zDxeIXcA1UJbNGMQRHW+oZffxqsDqp6U+jHCctUJl9IyVquCr1FCR4riNO45S70vh1uiEyuWrt2kJb9v8LdckkSKv0fWbvfR7rotShuuxFFRpRA3afUUThnYITy+SCV+6eotFy0Tat2EGp/x40YwlG1RUy4ldizk1508VgbNqzlAK4qgSKTorkTOPeVcf8/HNhcr6bfvot6On6QoX4v1h9STF5JeDpxQzSfFJmiQRrd++n1OMvKJEvti7mBAqdhKEULETIA53OQEIFZcvga4mAKGiq+Vw+WQgVGxbAnEbrR8G02XeVcfUJAHnYy5scoc/d92CPBHXkp83dTBFnhRggZKDRYw2cSa2XY95bwiVuLNzxyMhVNxxVeN+TW4vVOKOxqFHSp2TjVwUVuqONKxZjrp+WTfK+a0VKiJRZBtm0y4/DWt+qnbpkRadKJHUmSZcvFYkx76NM6Pt99Tvpdq9x/fZc/Jk8VK7SimLcx08fgkd++s8pUyelPp3aULzlm1RaTkiUmYv3aR255Edf6RwbZsm1VUUj/n45kLlsa8ffVq/p6qX0qNt/XAukgK05aff6Q2nFUk9lbED21GGdKkcui4QKnbihFCxEyAOdzkBCBWXL4GuJgChoqvlcPlkIFSsX4JX7FC2cAjKNL+o+TqmeiciSaRg7Hu80UMBjjopwCIlHxsVy5tkWj+2M3pCqDiDsnHGgFAxzlo5Y6YQKs6gjDH0SsAQQqVGS+sq8Yp52rV2ilNZQ6g4FTcG04AAhIoGUA18SggVAy+eBlOHUIkeqkSjnOLUnROcVn8iIJhO82t0mz5I9EkPzuOR10R6Cz2x8r6BULESVDzpBqESTxbaysuEULESFLq5JQFDCJWNOw6Ew5dKwZL/VKF0EcqRNQO94dyvq9fv0K9H/uIQn5pqiyhnNggVZ9LGWFoQgFDRgqpxzwmhYty102LmECr/pyr1T05yXZQTLFFO8tt5roFiHosinkR22XnARWbNi8pK9MnitF5UiKNSjNwgVIy8eo6fO4SK45ka+YwQKkZePczdXgKGECrmFykVfHu1b0gF3wndM9vUDh0/S0t5uyfZC9uZDULFmbQxrv/vRgAAIABJREFUlhYEIFS0oGrcc0KoGHfttJh5fBYqfixQjrNAMUWhXOQCsuY7F0vtE0nbKczvfMB1Tz7kOilJ+XO+LFTGPw2hw3xsNhYsfZJ70Ef8NaM3CBWjr6Bj5w+h4lieRj8bhIrRVxDzt4eA4YRKkSrt6fCO+eTtzb+9mDW/5y+pXL2edHL3Ent42HwshIrNyHCAzghAqOhsQVw8HQgVFy+AzoZ3J6EiMuR3ztO5/oaomA/R25G2F5Ydc0zRJyc5fecSCxTzxl6ECrEY+VDkCUsUkSlhm/fobNW0mQ6EijZcjXpWCBWjrpw284ZQ0YYrzmoMAoYTKnW+HEqVyn7E+1LXoCSJ+Tcibi9fvVZbK+0/9BdtWz7OqeQhVJyKG4NpQABCRQOoBj4lhIqBF0+DqbuLUBE30v9JEP3uHwpJ4kV6sCHJ6OURJlGIrprtzCN90vP2PBJ1YopAyc8CxfhxJnG/SSBU4s7OHY+EUHHHVY37NUGoxJ0djjQ+AcMJlZOnL1HvEXPpyVM/SpUimdpKSbZkSpzIh+aM60nFC7/r1FWBUHEqbgymAQEIFQ2gGviUECoGXjwNpu4uQmX18xCaGWn3HVP8iUmSZPciKsoCpRCHnXzI8iSrEbbe0WDNozslhIoTYRtgKAgVAyySE6cIoeJE2BhKdwQMJ1SEYCDv5nOKxcr9h08oIDCQ0qdNTR8VyscRK4k0ARwY+IZG8V7auw8co2RJE1PPdg2oTtXSaiwIFU2Q46ROJACh4kTYBhgKQsUAi+TEKRpdqEj9k0MclbLxZTA9i7qbMZVmgVIniQcV4YKxqTzjc/xJ7DcVhErsjOJTDwiV+LTasV8rhErsjNDDfQkYUqi8CQqik39fott3H1DdamXV6rx4+ZqSJtFGqMz9ZjNdvnabJgzpoF5HTPmGvp0/nBL5eEOouO/3Rry5MgiVeLPUVl0ohIpVmOJNJ6MJlbtBRL9yMdhDr4PpGNdBka2NpclLZF0iH2/L4EWZOTIFLXYCECqxM4pPPSBU4tNqx36tECqxM0IP9yVgOKFy9cYd6jxoBj187EuvXgfQ2f3LWaw8pAbtvqJFk/tSoffyOHy1KjbsQ0unD6Cc2TJFOTciVByOGyd0MgEIFScD1/lwECo6XyAnT0/vQoUDT+ioikIJoSP8eosLzppaIjYmRTnypHQiT/qY03hmPItYQ2VwCg+ql5QLpaBZRQBCxSpM8aYThEq8WWqrLhRCxSpM6OSmBAwnVNr1m0KF3s1NXVvXpUIV2yihIm3N93voh5+P0Jp5wxy6VM9496BP6vagfp0aqzF8vL2pR9t6VKFMETUOhIpDceNkLiAAoeIC6DoeEkJFx4vjgqnpTahI1s65QOItiYP5jehvligclBLecvI2xaU4WLUUC5Qi/Ga+C09su/y4AK+hhoRQMdRyaT5ZCBXNERtqAAiVuC9XTKUl4n5W2468cfseBys8pSIF8/Pz7l76+58rNGlYR9tOEtbb3uPjNKiLDzKcUClZswvt/34Wi42EVODT1uFCReqqlKzZmY7/tNihSCX65bNm/al7m3rUrllNOn3+X+rQfyptXzGBMqRLRX4v+Tc7gzV5gE7k7cW1aILpdYD5r6IGuxBM1yEEPLlugNwPL1+b/WnXIWeOBydxw5ILPgm8OD0ihAL43wc09yIQHBRCnryrjS0tqU8CesU/J4K5ALyW7d+A0Pstt3fUiJEHvPvOAQ5FOfgqmP7gN1+zH1tJuHsJjkD5hCNNyvEHb7FQQdOGgCcnTSVO5EUv8LNCG8Ban9XB38Le/Lukh4cH+Qfi90itl84I50+SKAH588+KoGDH3WjJk/Ae9Tpq9/ln0UN+e49/5jiyxVRawpHjxHSuFRt2UUBAILVvXtPlQiWY7yF5NjFSM5xQKVWrK23lrZHTp00VQaj8y6lALbuPo4Nb5zqUv0SoiMQ5snOBKkgrrW2fydSodnmq+mkxemZQoZKYH6DlgQlCxaG3iyFPJn91TJTQk17445cimxfQcb832Dy0Vgf48AOtPDsHBEKoaMXYVecVKeLJD0C2tKSJWaj4v6FgjW4HKRTb9X4gHWNRIk3kyMT0CekS33+/s0T5nT9/RfY8Nmt5eQeeT1ielOW3oj6exB+iOYGABz9DiGB7/gry3Qm4HT+Eg79PQoUKsVDR6B8HxxPAGTUkkMTHS90LjhQqEjGrl9br1mta7xv6b58IlRU5ElMWB/3wiam0hPn1l+Dn0R5t69PPv52g6xxRMrhbc9p/6E+6dPUWJeQ/hknpC9mg5eK/t2jUtOX02NdPBSD0bF+fypcqTKs27qYLV24qcXLjv/sUFBRMs0Z3U+/3GTGPEvA5pDZphnSp6dSZS/xzP5hO/H2R0qVJSXPG9qC3MqWLsByy0+6cb76n7XsOUTCfq2WDKtS68WdKyER3vAQlfP5ZWapesbg6l/nHxap1og4tatLStT/QLxtmUIWGvalPh4a0+9fjdOu/B1Sveln+ei293BIR5mE4oSI3yNWbdznl53Nq3Wsibfp6tLo5Fq7cRqWKFqDhvVs5HLQIlQ1LRlHWzOnVudv0nkQt6ldWaT9I+XE4bpzQyQSQ8uNk4DofDik/Ol8gJ09P65SfAU+C6RdT5diwaxOhZ+59pBZKSd6NpyTXQynFv8hmQhFZJ98FocMh5ccl2HU7KFJ+dLs0LpmYkVJ+TrKof21DJM2Kx4G0/WlEkZyD//g0LYuPTawLJ/GixJHEZmylJcwHKFW7K7VtWoPfqtP67ftpwpw1tHXZWMqeJSN92XsiNaxZnj4r/zHVaT2EOn1Rh2pULEGXr96mZl3H0K61U1RpjHnLN9O25eOVJJFn6pQpklGv9g1o7MxVlDF96vAIlXnLNtOquUMpT463qP+YBZQlU3rVz7ztPnCcvln3Ay2fOYj8/QPp8zZDaebo7nTm/FWK7viYhIoETdRlaSJlNiT6Ta63Ua3yatx7D55Q1ab96NCOBRwpyb8M6KwZTqi89g9QNmz9tn308hUnUHMTG9ekTgXq1qauMnGObuNnr1ZjjezXmv65cI06DJhGO1ZOUDcjhIqjaeN8ziYAoeJs4voeD0JF3+vj7Nk5Uqj4sSiRaJOrHDJ9jX83/ZffDnMxWUuBXhKFUoYlSin+vakIv6K5ngCEiuvXQE8zgFDR02q4fi5GEiqlLr6ga1x/y9omkRjygB+5Wdo9LqZzHsyflHKZF/bizrGVlogsVFbOGkJ5c2Whwyf+oXGzVtF2fh6V9hXvQJsnZxYViVK/3XA6+sPC8Dk37TKG2jerQXfuP6ZDx8/S3PE91TGrN+2hs/xcO2FI+yhC5Y/jZ2je+F5R+pnPZ+jEryl/nmz0RcOq6tPPX7xi2eFD67b+QtEdH6NQYYGyYGIf+iBsgxkRKkunDaB38+VQ548c4GDt+jmjn+GEigmK3NxSPEducBEb8vEbrqOSMGECh3Pz47SfIXzTHD11jtKkSkH9OzdGUVqHU8YJXUUAQsVV5PU5LoSKPtfFVbOKi1B5wLVarnEG4b9cYixcnvDHj/nzUX4htfCLalaOQNnC2xmj6YsAhIq+1sPVs4FQcfUK6Gt8IwmVbjdf0x0W+9a2c6+ldlfE/lJF5eOkXlxZyvo2N1siyhypzldspSXMzy6CYcPiURwtko6fSc/TlAXr+OORqotEm0ikSuGC+ajfqPm0d/308EM7DZxOlcp+xDVuAiMUmzUvHhs5QsW8KG10RWblvFL+QtKEzFvk/uYfxyZU1s7/inJkzahOJ9e7bsFX6rosfWw9ee17Gk6oVGrcl/Z+Ny0KGd+nz6nOl0PpABesdWZDhIozaWMsLQhAqGhB1bjnhFAx7to5cua+XBZh3NNgtSVxDv4FsFtyD7X1sKnJr5Z3lDQJjTa5Ku9zXa5rLFEkEsVSk3TzbFwUNxf/3UN245HX+xx2PfdZCJmqMMgvqeNTe1IlyfNB0xUBCBVdLYfLJwOh4vIl0NUEjCRUbAV39GUQNb36il6Z/WwbmcmHOqRzTFZETKUlzOdqjVCpyOJEIlSO7FwYXti1SadR1LFVbfrv7iOHChWJUMnNKUGSgiTt7oPHlNjHh3bsPRTtOCJhalUppdKRpDXvOpaa16usaqrEJlAif93WddSyv2GEysFjZ+gPfpPwJKlfErndvHNf2brDO+ZrySvKuSFUnIobg2lAAEJFA6gGPiWEioEXz0FTl5ImrR8G02Wzv+CJ6KidxIPzzkPlyXX+WqTSJ+GjS454TpYluViamF5z8/tZ+XOW4k6Os7TZ9DL0N9X6PEbRSCHRDrosnMZOAhAqdgJ0s8MhVNxsQe28HHcWKoLmvH8wffMokB7xz776qRJQ9RSOy4iIqbSE+bJYI1SkKGyd1kOpQ8taVLNSSTp/+Yaq/fnjt5NpBxePjS7yZOLcb8mbszz6dGwUZZef6CJUdu0/qmqYrpozlIsRB1OjDiPVVsuSRhTdOCOmLlPZHj3b1SfZqrlum+E0ZkBbCBU7v/+sPvzKtduqivDStTvp05IfRjkuEReoqVW5FH1S4gOrz+mIjhAqjqCIc7iSAISKK+nrb2wIFf2tifmMTnDNkZl+wSw0eEccri0yJKUHpbJhe8EnHBEi0Semt6dhHz8P8aDH8j6HNd8N9qCLkXbWkTlEzhdPyZZFRIlEm+RkU5Kb/1gnEgVFY/V9D8V1dhAqcSXnnsdBqLjnusb1qtxdqMSVizXHxVRawlah8mWTauG7/Dx56keJfLypH5eqKFX0/RhFidQ86Tl8Ltdg+ZA+KJA3WiFiPh/Z3nj20k20bfdBVXpDdvlp06R6jONIkdx+oxdw/VMfVfPlmd8LqvxJUapZuSQiVKy5WRzVR/bqluKzltrJ05eoCOeOObNBqDiTNsbSggCEihZUjXtOCBX9rt3fAbzF4KMgMt9rIDv/kWxAck96ydMWGeLL1oMzdZQwMcmSp/I5jirhzBqrWuRddkwH5eGcncaJWZrwq4iTVBK2ghZvCECoxJultupCIVSswhRvOkGoxJulxoVaIGCYlB/zucv+2bfuPlT7aJva/YdPaMDYRUj5seI2l73iUyXzppev35Dvi/8ztOJQdHFDAhAqbriodlwShErc4V0LS5GRiI24NnEeT1iM3Gch8oAliBR4vc/RI/L+IY5OuW+xsGvEbYZjGjsFTy0lR5NwYAu/shQJ+1heQ9/3oKR8gskcBXPDzNzIRjsL0nhRIf3tVhhX1DjORgIQKjYCc/PuECpuvsA2Xh6Eio3A0N2tCBhOqEhIUt+R80mqIpu3BF5eqsjN2IFtnbpAiFBxKm4MpgEBCBUNoBr4lBAqti+eRIT055CQkyw8pEkNkClpPInruEZoUnPkLguRB9z/fpgsMb3/kENn5XP3+C26Ft0WjflY4GT2CqFULEPScPpPMg9+n6NHUvL78qre57mk4a9b23x5PuM5tOVIWFHansk86CNsX2wtPrfsB6Hilssa54uCUIkzOrc8EELFLZcVF2UlAcMJlbpthilxUq/aJ9Sg/Ve0Zdk4OnPhKi3/7kca0qMlb62UwcpLd0w3CBXHcMRZXEcAQsV17PU4MoSK7avS80kwHYxUoTU7y4v3OZpDIkskqkTESVjd1VgHEBGTjo/PyJEk6ViGpOf3ZRfh53yOhRw5Yu5c8rJMWcmdtKrjGpdtk2O9QHQwJAEIFUMum2aThlDRDK0hTwyhYshlw6QdRMBwQqVwlfYqrcfHOyFVatQnfJ/ti//eorEzV9LK2UMchMa600CoWMcJvfRLAEJFv2vjiplBqMRO/S4bjauc3nOeC7de4qzJPSxTIpcniS6aRAq2hoqSUEkisiQ9v2Ywkygx7Rgs2xjPeRZalLY4R4wM5cqwWtYygVCJ/X6ILz0gVOLLSlt3nRAq1nGKL70gVOLLSuM6LREwnFApV68nLZ85iHJlz0w1Wg5SAiVt6hQUFBRMJWp2pmM/LnLqSkOoOBU3BtOAAISKBlANfEoIlYiLd5qFyZXAYLrCAuMiv3+BJcrzSPZEqtt7eERMp5EUm65csCQji5N0Ikz4LbUNu/Ho5RaCUNHLSrh+HhAqrl8DPc0AQkVPq+H6uUCouH4NMAPXETCcUJm68Dva+tPvtG3FeJq5ZKPaGqo2pwD9efYynbt0g7YtH+dUmhAqTsWNwTQgAKGiAVQDn9LdhIoIkGP+RDl4N5wyHPoRXRWR/zjq5BJHnVzm/iJO5PUGf87SxjhJ+CR5eYtgSbfJzzveSL2RxX4hxBk5qsnmN+NTe1KlmEJNDHKPQKgYZKGcME0IFSdANtAQECoGWiwnTBVCxQmQMYRuCRhOqMie19//8Kuqo/LqlT9NmLuG/jxzmTJlSEMDujSlAm/ndCpsCBWn4sZgGhCAUNEAqoFP6U5C5bsXITSV02NMUqSMD9Fo3uLmWpg8ucTS5DJHnsgrd43SRL5kZREjRV/z8WtelifyvnwucjvOqTibwoqkNGLjUliroiZOvrcgVJwMXMfDQajoeHFcMDUIFRdA1/GQECo6XhxMTXMChhMqmhOxcQAIFRuBobvuCECo6G5JXDohdxEqUmOkAVeEtba2CW9iQ/lYmLzDkSe5OD0nb0JP/pgosfUb47h03bQaHEJFK7LGOy+EivHWTMsZQ6hoSdd454ZQMd6aYcaOI2A4oSIRKlt3/U5bOO3n9t2HtPe7afTaP4BWrN9FbZtVJ9k+2ZkNQsWZtDGWFgQgVLSgatxzGlGoyK43UiT2AqfqmArFnuGok0gb74QvSk6JOGFZIlEnKvqERYoUi0WLSgBCBXeFiQCECu4FcwIQKrgfzAlAqOB+iM8EDCdUvv52J63b8jM1rlNB1VA5u385PXz8lDr0n0qlixWkvp0aOXU9IVScihuDaUAAQkUDqAY+pd6FyisuVHKRo08uhAmUiwHBdI4/jtxMkSmRA0x6JfekFhKOgmYVAQgVqzDFi04QKvFima2+SAgVq1HFi44QKnFb5pv/3adaX0TcofbNmyCaPrIrVSlXNPyk85Ztpu+27aNfN8+OdaCVG3bRpau3acyANrH2jWuHXl/NpTIfF6QGNcvF9RRudZzhhMpnzQbQvPE9KU/OLFTg09ZKqEiTG7JFt3F04PtZTl0gCBWn4sZgGhCAUNEAqoFP6QyhIhElv3L4yG0WIcW4rsnbHCFiqT3hiMTzYTvrXJBddrhOiaVCsVLSREWdSJ0T79CoE6l38huPMfFpxBoqU1J7UTTDGXjVtJs6hIp2bI12ZggVo62YtvOFUNGWr9HOHi+EytOXRH78ljWdZsvj+/Q5Ne0ymtYtHEEpkydV41y7eZe6DplJfs9fuo1Qkd15vbykhL97NMMJlcJV2vPWyAtVao+5UJG0n5K1utKp3UucujIQKk7FjcE0IAChogFUA59Sa6HyikNH+j4OpqMsR6SJShmU0pM+5iKu4VEnHH0i8uSBadscM55pvcLEiaTrqCKxXPOEBUp0kkR2+TkawMKFU3pi2uXHwEum6dQhVDTFa6iTQ6gYark0nyyEiuaIDTWA2wuV5XuJDp0LXRMRKl1rEqVJ7vA1GjNjpQoaaFa3Yvi5v+w9kRrXrkDjZ6+2KFT8AwJp2KSv6dTpS7xJS1p6L38OevU6QEWoiKAZNH4xXb1xh4JDQuiLhlWpRf3KNGX+OlLH9Wqpxnnq94LK1+9FP2+YTqlT/v+6nrHEGTl1Gf119golSexDg3s0p1JF3yeJUMnL8/zj+Bm6fvseFSmYn2aO6qYkyYeV26mSHOnSpFTnNn28Y+8husS78567dJ0+KfEBpU2dgi5cuUkBPI8bHBghkmXW6G70VibthJXDFyzshIYTKvXbfUXtm9ekz8p/HC5UQvgGWbJmB+0+cJw2LhmlFSuL54VQcSpuDKYBAQgVDaAa+JRaC5WZfsG0+nnEUrHRpee8y7IkN5uS/CrihLhgrAexe0FzIgEIFSfC1vlQECo6XyAnTw9CxcnAdT6coYTK1btEARIra2U7cJroxKWIndOzLGj5f+lh1ZlyZSTytrBNYNjBkm3Rvt9U2r5yAiVMEFrYTWqGHjl5jgZ0bUJ1Wg+1KFTWbf2FdrKsWDZzkNoBt1mXMfTh+/mUUJk8by2JFBk7sK2qPVqz1WDa9e0ULpfhSx0HTKN9m2aqIIWtuw6qcyye0i/CpYybtYo8PT1pcPfmdPrcv9SeS2xINsjAsYvo3sMntIT7J+C5ytxG9P1CyZbohMqu/UdpwYpttHbBcMr2VgZa8/1emrd8M21bPl7Jl1HTllPKFMmoV/sGVuHUUyfDCZVDx89Sj+Fz1PbIx/48TxVKF6aLbLse+z6jueN7UfHC7zqVL4SKU3FjMA0IQKhoANXAp3SEUPmPf0+5yVEmN/n1Fr9e47dbQR7qNbqWn2VJGR8Pyi0Shd/kYzTXE4BQcf0a6GUGECp6WQl9zANCRR/roJdZGEqoDFtJ9OCp9ej4D/fkYeF3EvmVxpZfVca0IsoQGrVhqU2Ys4YyZ0xLrRt9pr4s0SUtuo+jVXNCa6xEJ1T6jppPhd7Lo6JPpM1YvIGfi/2UUHkTFERSkyWRD+dDc6veYiCNG9SOCrNwEbkyqFszVQul+9BZVKFMEapbrWyEqVVu0o9mj+lO7+bLoT4vkSySiiQRKh++nzd8rj2Gz6bypQqr46MXKsfowKE/w6WNCBV5rp/LpTykrd60h85euEYThrS3fm100tNwQkW4SRHabbsP0o1b98nD04NyZMlItauWpjSpHB96Fds6QajERghf1zsBCBW9r5Dz5nec02y2+XvwVsMhVI9rmxTmNJzo2u3I0oQ/lpooMUmTbCxKPPm3j+uRxIqMsj2DF3bacd5SWz0ShIrVqNy+I4SK2y+xTRcIoWITLrfvbCihsnQ324rn1q/JrYdEL/0j9pdfXPK+ZVm0RHfmtlWIUiWz+NVAlh5l6nSjLd+MVVJF2tCJX9PHHChQh59xnzz1i1aotOs3hWpULBEuQ75Z9wOn+NxVQkUExZxvvqcnLFjkmfkip9h8Pa2/StGZv2Ir3bx9n77q8wV9Wr8n7V43Nbxui2mSH1XtQFuXj6OsmdNHmHfkorTmH8ckVP46e5kmD++kziVC5e9/rtCkYR0tfmz9Arm+p6GEili2bxm+VBROkjiR6+nxDCBUdLEMmIQdBCBU7IDnRof+yAVcRzwJJlPZEsms6cf5Ndk46vQWy5IbEnESFmlyOyiEuDSJxZaKf2DnZHGSg9N0sicIoRxc80Q+zsofS6CrpRoqg1N4UL2kyOXR4+0EoaLHVXHNnCBUXMNdr6NCqOh1ZVwzL0MJFVsRXb5DNGsLpwmZbSnYkCM5Kn1o65mi7S9ZF5O5rsmGxSPD+5Sq3VWl40iT8hZPOGJFgge2r5jAqTGhBWul9Rk5nz4skIdahUWoSH0USfMRoSIRKW2b1qD6NT5RfWVzl/GD2ymhcoNrnzRoP4JTdVqrdJ/5E3pHmZ9EqEwf0YUKvptbfU1qsWThGicDOOXHfJcfc6EiEuanbydT+rSpKDDwjYpYkTShXfuPxShQIgsWh8F1wokMJVSER2m2d2vmDqOc2TI5AU/sQ0CoxM4IPfRNAEJF3+uj9ewesBy5zsKkD8uUl5GKwMoPcA9LYa48qdwsSHKwIZHddbLzz/vs/JqH65xYsyOxtbv8aH3tOH/sBCBUYmcUX3pAqMSXlbbuOiFUrOMUX3q5tVCRRbz9iGjf36G7/JR4h0N48zh0aZeu/UFFi4zs19rieWOKUJFtkvf8eoK+mTGQnr94qWqoFP3gHSVURMosmdJflcrYvvsPGjNzJU0b0ZXKFi+oxmnUcSQ9fvKMerZrQLWqlIoythTJleK1o/u3ofOXr1PbPpNpf1gNleiESrXmA+mr3q2oZNECaszBE5bQfq7VAqHi0FvGvpNJ0Zwffj5M1Tm0SQraeEcq7vP+27nsG8DGoyFUbASG7rojAKGiuyVx+IQ4+ESl2dzgP67I63V5FZHCry/4azGlARfjtB8RJyJMTJEnb7FAsSVt2OEXhBM6jQCEitNQ634gCBXdL5FTJwih4lTcuh/M7YWKxisg9VOSJU1M3dvUs1movORCtIN5J58/OZ0mc4Y0VLzIe/TgkS9HorSntVt+Vhu3JEuaREWpSF2WLT/9Rt/OG65Si1awjJm5ZCP9tnm2Gj9yk5opI6Yso1NnLqmvD+nRgkoXC93lJzqh8tO+o+qcmTOmoU+Kf0DL1/9E6xeNpL2/nUCEisb3kdWnl62SY2pn9y+3+lyO6Aih4giKOIcrCUCouJJ+7GM/ZPEx6VkIHfYPUUKjfwovKhRaWyxKu8WC5Ab3vxYmTm6G1TS5b2H7YdPBqTlFJxun5tzhvpG3Ka6c2IMmpEIqTuyr5L49IFTcd21tvTIIFVuJuXd/CBX3Xl9brw5CxVZi+ui/k4MUfmbRMX1kV31MyKCzMFzKz/MXr9T2TNGFoft4c8y5ExuEihNhYyhNCECoaILVISeVFJzmj4K4dsn/T8cb4dCQFJ4Uwq8q0iQs4uQWixR2LhZbWq5jIrVQpCisepWPpc4JvyYO8yVPeayBnPYjhWmlleKBJqT2pKQIRXHIWhr1JBAqRl05x88bQsXxTI18RggVI6+e4+cOoeJ4plqfUZ6pW3QbR8M5PeejQvm1Hs6tz28oofLqdQAXw/mP3sufM8Ki/PzbSZUL5u1kmSKTgFBx6++PeHFxECr6XeY/2JD0eBw1vMTSDn6WpElWlie5ePvhRDZIkYcsrIN5gAxBMYS16BcZZuZgAhAqDgZq4NNBqBh48TSYOoSKBlANfEoIFWMtnjw7D5+ylJrUqUA92tY31uR1OFvDCBXJ+WrebSzXTUlPCyf1DUcp20x9/uVQSpYkMS2fNZgSJ4omFl4j+BAqGoHFaZ1GAELFaahtGkhkyjIucHLKQthJHq5nUpVTXSWH2iYcAAAgAElEQVTSJGtYYVjOznFIS5EkoRIqz1+ZhcU45Mw4iREJQKgYcdW0mTOEijZcjXpWCBX9r5zPgzOU0O82+afJT4GptK0xCaGi//sBM9SOgGGEyrhZq+jE3xdp5ewhUYrmmEKWKpQp7HTLBqGi3c2JMzuHAISKczhbM4oUjd3O+wrv5FwfqXsiyTeSkWOeySMpP8vSelJ+jjzRokGoaEHVuOeEUDHu2jl65hAqjiZq7PNBqOh4/YKDKM2fiynRnRPhk3z2bgN6nvszzSYNoaIZWpzYAAQMI1QqNe5LA7s2pcqfFLWIVbZikorCP66Z5FTsECpOxY3BNCAAoaIBVBtOKbvs7HkVrETKXwGhB4pEKcl5OrU57OQ9Lgs1g4vSHgorSjswpRe9r2GpKAgVGxYvHnSFUIkHi2zlJUKoWAkqnnSDUNHvQie5cYBSnV4VZYIPygyjwJQ5NZk4hIomWHFSgxAwjFD5sFJb2vT1aMqTM4tFtJev3qaGvJf2qd1LnIoeQsWpuDGYBgQgVDSAGsspJeJEir9ufxlCv/CexrKtsbScnMpTKwlRDZYp6TidxxUNQsUV1PU7JoSKftfG2TODUHE2cX2PB6Gin/Xx9H9G3r7/UkLfq/x6lXweXyQKjpq261uwBb3M/qkmE4dQ0QQrTmoQAoYRKmXqdKepIzpTCd5b21L77chpGj55Ke3fNNOp6CFUnIobg2lAAEJFA6jRnPJOENE2jkTZwSk98r402UWnKguUmkk8o90O2XkzJIJQcSZt/Y8FoaL/NXLWDCFUnEXaGONAqLhmnTzevAqTJ9eUPJE3T/+nEScjf6Sx8DeZ+2VH0JsU2TSZOISKJlhxUoMQMIxQ6TNyHgUGvqE543pGQfsmKIja9Z1CmTOkpQlD2jsVPYSKU3FjMA0IQKhoANXslOxPVBSKRKOYtiSWLxf15pSeJB5UnmWKowrKOuJKIFQcQdF9zgGh4j5rae+VQKjYS9C9jodQccJ6BgeS99MbHHkSKk8SPr1KCV7cizJwiFdCCmRRIoVnA1LyW4qclPLS5kg1VBpyDZWqmk0aQkUztDixAQgYRqhISk+TzqPog/fyUvvmNSlvriwUxNt6nr98g+Yv30LXbt2lDYtHUvYsGTXDLjsNVW85kHry9lKNeZspaRAqmuHGiZ1EAEJFG9B/SkrPq9D6KOxSVHuLtzGuyfakNkejZOL39dggVPS4Kq6bE4SK69jrbWQIFb2tiGvnA6ESN/7JrvxISa/vI4+gQHqZrQw9e7suR5Nw5TTeXS+B3y0WJ2Hy5Nk1SvjsFn+eK9SbNw8PepM8CwWIPGFxEpiK3yTqRM4RqWGXn7itEY4CAVsJGEaoyIWdPn+VxsxYQWcvXItwnUUK5qev+rSifLmy2nr9NvUfMmEJHf3zPLVvVgNCxSZy6KxnAhAqcVudE1wkdqpfCN1+E0LleOudvik9yJ9jbGWHnh1sUG6EpfRwAApV4P/V4mgUiUpxTWUU668RQsV6VvGhJ4RKfFhl664RQsU6TvGlF4SK7Sud7N+fKMW5jREODEyRlUISJOLokxssWcIq05v1CEqSPlSecOSJyJOAlDmIvLxtH1zjIxChEnfALbqNoz/PXiZ2ZRHavo0zKV2alHE/cTRHHjp+lnLlyEyZ0qeJ0qPzoBlUvUJxqlWlVLTjrtywiy5xoMOYAW0cMrfiNTrT1uXjLM7HIQM44SSGEiomHnfuPaKb/z2gBAm8KNtb6Sl92lSaozp66jzNX7GF8nJR3HwcHYMIFc2RYwAnEYBQsR30UY4+6fEomMxLvnHQCbFLCW+F+PedWhyNUiWxp6qTYpQGoWKUlXLOPCFUnMPZCKNAqBhhlZw3RwgV21gn4GiTdEemk2fAs4gHcmSKKnjC/wX7pFTCRKXuyFvq3CxbuFK9AVp8ECr+wc8pIPgFJU/g2GwIESqNa5ePUWLILRAcHEKenvb/QtltyCxq36ImZ33kiXBnyfmfv3xFPt4J1Vt0DUIlKhlDChVn/7sitVsa8Q5C00Z2pf+xdx5wTlRrG3/StvddunTpgqIgChZE7Ni7Xnu7dq+9d73qZ+9ee+8F7IoKKioIKkpREenStveS8r1nslmSLZBsZpKZ5Dk/Y0Iyc8r/PclOnrzllXemhwgq60rFp99iLT3VgdzMFNQ2uFFZ02Sx2XO6ehNwOu3IzXChpLJB764Ttr9bK7x4R9U7btXESQWHZtq13Cj9nNZcfna6C165wKupb1shwJor4qxbCHSQqHBzhIpy01Be3QC3p+1+J9nkIqAElYKcVGwsr0+uhXO17RLITHPCLj+pV9XxOrI9QE4J3VHVdlJKfpebeB+4a9vfSRKqU7b9WZr3iTe90LK7TX02VNU2ocndKkQpihV1L0iP4mx9T/21cirW1P2idaoElTH5xyLNro/3yOYElXOvvl+LwHjvk281jxAVlXHL/S9g/sKlcIljwfGHTW75kX/5qnW44e5nUVxagYz0NFx9wfEYvc2gEBBPvfIhHn72XXQryselZx+t9Rvc/yvvftHioaIiQ26+93lUVtVoAss1F52AcaOHoSNBRQkyDz3zDj6dMUcbc+TQAbjuPyciKzMd51/7IEYM7qd54qzbUIrevbri/pvOg8Nhh/JQefHha3DMWTfhs9fubvHKueuRV7Xr0SvPO05fYxrQGwWVMKCqHC0+Mei5pxyKW+9/MURQkb1juaa0TeVWpqauCeNsSU9ACd5W3MuxNFyNXCN8UeXGJ3L7qNINifRp097tn4GxylXFwk1zOZW18aPBwkbsYOqNTR6kuCJL3sPPhsTbB9GsiPshGnqJda72O7m6luQfCz+E0mWwrVsM24bFwPo/gKZWAkpKJpAuHvUVa0I2gm/IZPh2PMXym0N9NigMem4HHZwx2uVa3rRGrnnDFwJX1s7F2oaFIX1lOPIxMuegiOyWl7IV7Gj7a9vmBJULr3sIpeWVePLuy5CWmoI7Hn4FZRVVuOPqM1FRWYMj5Qf/h269AEO37oPDT78exxwyCUdOmailyTj/mgfwuQgULlfomAedfI0mzigPldb9B4f8HHHGDTjhiL1x8D4T8OEXP2g5Sz988Y4OBZWPvpiNp1/9EC8+dA3S01Jwxa1PoJuEFV3y76Nw0fUPa/N+6p7LNSH20FOvxZXnH4fxY7bRBBUV8nPLfS9g5x1G4F+H76Vx3fuYS/F/15/dxpMmIugxOpiCyhZAK7XvkpsexauPXocUUedaCypMShujncphDCPAkJ+O0RbLr/JfS4Wer8R5R1XoaWq+UlB/mlSKlOALh62dNrxQZIekSbF0Y8iPpc2n++QZ8qM7Ust2yJAfy5rOkIkndciPJIp1VYgHSskffi+UUuWBEuqx7k3JQmPBYDQUDEFD4aDmcsU2ZC39VJLSfqnlS6npOxFVgw5sN6GsIUYzsFMrhfzMLH4ItZ7SqGlE6vS5e9H5yHC0zVuiBJUly1aHhNmkp6Xi01f/TxMiRgzppxVkCYgMd4vIMKo5XOf/HnsNmeKNcuh+u+LAk67CnI+eaAkLUtEVl519DMZuNzRkrcGCSuv+gwWV+oZG8YJxal4kG0vKMfmoSzD/i6c7FFSuuO0JDB3YB6ccs5823rdzfsN9/3sTbz91s7aO0SMH4aQj/ZWmLrjuQewxfrQ274Cg8tOvS/Di259p37lV0ZnzxDvn89fvEScA819YU1DZwtvpuTc+wRMvTGtR92pq67WNddyhk3HRGUewyk/UH0fsIN4EKKiEWmCFRLrMaPBihggpvwXlh1N5UHaR5LN7SF4Udf+rqCv3VfqT0u4m/7401448azunaCAoqMT7HWmu8SmomMse8ZwNBZV40jff2IklqPiQseJrpG2YD5UEtmrgfvCmBeVn9Il3X9kyEU5EQCkRAaVMBBRPaJi0NzVHxJPBfhGlcLBU4jG2UIbZdoSVBJX5Fe+g3lsVNsKqpvXyg1rrFA8SApnSR/oI/8v+trmHSZhQdptxlaCy/547Ye/dx7S8pkSEwvwcTYiYsOM2mteJamP2PRPZWRnyXdTvbarSUuy7x45a/pVjz75Z8wgJtLr6Blz/n5Owz8SxIWO2FlSC+w8WVJTHyavvTZcwLk9zZd0V+O3LZzsUVM649G5ZxzhNJFFNeclccO0DUMl11Tp22XEkjpiyu/Za8L8DgkpudhZ2O/QCvPP0zZj6ySzUNzbi0n8fHbad4nmgJQUVt8cDpWKtWbexxWhK6MjMSDOcJT1UDEfMAWJMgIIKsFA8P2cqTxS5LQuK5RGNBLtLhZ49RDAZJzere5+Es7UoqIRDKXmOoaCSPLbe0kopqGyJUHK9nkiCSt6vLyBj1dctBlRiSsWQI+Cs2yj5T0RAKV/apgKPSiDbUKi8T/wiijurZ3JtgFartZKgEqmhyppWYU7pi/BiU5jQsOx90C9jp0i7avf4zYX8tBYi9j3uctx/83laiE9wW7exFAdLKM/sDx/b4pxaCyrBQkdAUNlRcqXse/zleOvJmzCwb0+o/vc6+pLNCirKQ2XwgN447dj9tTl8M/tXPPDU21of4QgqquqQChPaWoq/fDj9B9x25emad44VmuUElWUr10IZu7i0HHX1jVg44zkRVopxhMSNPXHXJS0uUEbBp6BiFFn2Gy8CySioqHSrquyx8kJRQsqGoBxqXZpFlEniibKDKCiRZZyIlxX1G5eCin4sE6EnCiqJYEV91kBBRR+OidJLoggqzuq16DrzunbMEhrQ4UnLF+HEH77TUDAUnix9K71YfV8ksqCibFPl3oAVtXO0Kj+90kehW+ow3UwWiaBypyRqrVeeJxefJMnivbj3iTcwZfLOmvCgcp6ocJsDxNultLwK/33oJdx06SlagtrgpnKtXHTGkdh13Mg2QkdAUBk6qA9OvugOfPXmfZo3zH1PvolnX/sY8z79H96Y9lW7ZZM/+WoOnnz5A7z08LVa+NIlNz2CASLGnH/qYWELKjO/ny+5VJ6XSr5OfPLKXboxNrojywkqp1/6fxg1bADOPflQjNrzVE1QUe3ldz6Hck16+ZFrjWYW0j9zqMQUNwczgECiCSqlkvfky2ZP3MniXRIIw6kT0WSW5EGZWefDtyKmVAUlQOkpqskecuyeaXaMlHLH4TtwGmCQOHdJQSXOBjDZ8BRUTGaQOE6Hgkoc4ZtwaEsLKpK/JLVsieZ9kr52Lpw169sStjtQ22NHNGpeKEO0UCC2jgkkuqBipO0jEVRURIb6cf/nBUtEUPFg4s7b4QqpgqMq/qi8nzfe85xWRUeFDJ181D4tFYCC5//o81Px3Osf48LTD8ePv/wREooTHPJz1e1P4sf5vyM3OxOXnXMMHnn2PSnd7NVCiJYsW6Mltg1uwVV+VILiMdsOwVXnHy+CTmrYgopa0+6HXaiFOKnUGlZplhNUdp5yDma884CmfI2YeHKLoKLiu3aecjbmfvK/mLKnoBJT3BzMAAKJJKj8IXlNzi/zQYkqqnUVoeQIKWH8qwgpP0o+FNFRWlp/SSKrRJRJItwPdSWzhBK6qSioGPAms3CXFFQsbDydp05BRWegFu/OSoKKzd0g+U/+bC5j/AdSKlZIVnmVWl619lOLlo88EbV9drO4lWI3fQoqsWOd6CNNOfEqraSyCv2xSrOcoDL+wHO10kpdCvNCBJW/JRTohPNvw6ypD8eUPQWVmOLmYAYQSCRB5ciN3pAcKK0vlYaIcLKnCCjKE6Vv28p1BtC1XpcUVKxnMyNnTEHFSLrW6puCirXsZfRszSyoqIo7WvJYJaJIJR5XpRJQQgv6ujO7+b1PJP+JRxLK5v/6PBx1JRq2yiGHonrrA4xGmFD9U1BJKHPGbTHvfvwN3v/sOzxz3xVxm0NnBracoHKTuDItE5emc08+RIvtUqWY/li6Co9LJZ7xY0bguv+c2BkOnT6Hgkqn0fFEkxCwsqCyWDxSFkmOsIVyrxLL/iX3rX1NVOGdC7PtUDlReiRbQpRO7DEKKp2AlsCnUFBJYONGuDQKKhECS/DDzSSo2Ny1moCSWvK7JqK4KlYJ/VYCSlaP5io8IqIUDYWqyhPSxGNFnefOKIJPSh6zRUaAgkpkvHh0WwIq9KmishqP/Pci9OllrRxFlhNUVE3sh555R0uIU1vnT5Sgku0cc/AknHfqoSE1vGOxWSmoxIIyxzCSgFUEleVSfUeJJiqsR4XwLNiUbL0FT3uOu2MksezjhQlQz9jITRDUNwWVGIG2yDAUVCxiqBhMk4JKDCBbaIhYCCqu8mXIXfSqeJis0fKYqDAcVYHH1liteZ6kqjLGIqA4K1e3IefO7qUJKOq8xkIRUCiSGLq7KKgYipedm5yA5QSVAE+fuO4Vl1ZoSXeKCnLjhpmCStzQc2CdCMRKUFH5S5ZKeZ3eEmqTvYWUJesktHlRwPtExBPliVId+mOT5onSV/KgDHf5c6AMk3uXHHNJhQ8lzTlUuolHymMFDvRheE/Yu4WCStiokuJACipJYeawFklBJSxMSXOQ0YKKs3IVunx3u5Qr3vTric+ZJuE5eZJEdl0rzjY05WyllS/2lzIeAp8rM2lsYYaFUlAxgxU4h3gRsJygMu2zWXA62v92ZLfb0LUoH8MG9UV6mpTqiEGjoBIDyBzCUAKxEFR+EjXl0nIvKqXSjvIV+U+OHcdm+lUVVW1ngYgmSkDR7t22FkEksHB1Tj8RT4aKaDKsWTxRIorklG3TVELa6eK8liruvrtLrpRAlR9DISZQ5xRUEsiYOiyFgooOEBOkCwoqCWJInZZhqKAiIkr+/Ke1CjxtmsqFYrOjKbePP4QnIKA403VaGbvpDAEKKp2hxnMShYDlBJWDTr4Ga9eXSLhPPfJzs6FElJKySmRmpCEnKwMlUndblXd6+PYLsc2Q/obbiYKK4Yg5gMEEjBZUNoiIcsQGD2pbeZhsJ6E4G0X8WBNItN+8TiWeqAo8m8QTGwaLkCIpUNhiQICCSgwgW2gICioWMpbBU6WgYjBgi3Wvt6CiwnbSNi5EarHcSpcA3nbieoVR5aCDUDNgL/gooJhqx1BQMZU5OJkYE7CcoKI8VL6a9TMuP+dY9OhWqOFaK/W2733idey/507YddwoPCb1tWf/tBgvPXyN4TgpqBiOmAMYTMBoQeXTOh+uEe+U1i2Q72SQeJoMEaczv+eJXzxpz/PEYAzsvpkABRVuhWACFFS4HwIEKKhwLwQTiFZQsas8KMULkLpxkSak2BsqQgB7JFeKQz0XVJ3Hk9kVG3a5XsQUKdfHZioCFFRMZQ5OJsYELCeo7HHERVI2+XbNGyW4VVXX4qizbsLHL9+Jmtp6TDz8Qvz48ROG46SgYjhiDmAwAaMEld/kx6WPar34QFxT6tpZw+EZNlyVy2SxBps34u4pqESMLKFPoKCS0OaNaHEUVCLClfAHRyyoeD1IKVvS7IWySCrqSCnjoOZzpPnzn3QZgfou20CJJ66yv5G7+LU2SWkTHq4FF0hBxYJG45R1I2A5QWX8QefihQeuxtb9e4VAWLlmPY4880bM/vAxLFm2GqddfBe+fvdB3UB11BEFFcMRcwCDCegpqBRLCM/74pHyoSgoqiqPakoyyVehed5NMT9biUfKc1J5J0+eZzMXAQoq5rJHvGdDQSXeFjDP+BRUzGMLM8wkHEFFJY9NVWE86iYVeWxuf3VOf5NEspIHRYknDUUjJKHsQHlKMsmzWZIABRVLmo2T1omA5QSVm+97QUJ+fsLB++yCXj2K5OPYhn/WF2Pap7Ow3TaDcMvlp2G/4y/H/pPG4fJzj9UJU8fdUFAxHDEHMJhAtIKK6Cf4qt6neaL8KEllA7LJQMmDcpAkPjlAnMmyRTh5pcaHufJ6P7leOiWLyWINNmunu6eg0ml0CXkiBZWENGunFkVBpVPYEvIk5TmSt3oGbJLnpKLXriKIDPdLJO5afwhP8SJNRHHUlYSsX5U8rhfxRAko9V2Gw8dSxgmzPyioJIwpuZBOELCcoNLU5MZzb3yCGd/9gnWSO0V9fVNlk3feYQTOOuFAZKSn4bWpX+LIKRPhcBgfTkBBpRO7jqeYikBnBBUlmihx5EMRUb4QMUWJKqrliMPJ3iKiHJRh18oZs1mPAAUV69nMyBlTUDGSrrX6pqBiLXsZNdu0DfNRMO9RSRq7KaN8fbdtJQdKFVIqloXkPPE5XOJ5ImE8IrjUSyiPOzvUu9yoObLf2BOgoBJ75hzRPAQsJ6hsDp0SWk4+at+Y0qWgElPcHMwAApEIKqoiz3sionxc58W65mspFbSzU6oNB4qQMlGyyUrxHjYLE6CgYmHjGTB1CioGQLVolxRULGo4nafd5esb4apa3arXQJp5aKKJFsYjHijKE4UtOQhQUEkOO3OV7ROwpKDy2+K/sejP5Who3FRSbUNJOV4Xz5RYJKINRklBhW8tqxPYkqBSJddJqlLPB5JgdkFQFcPekgdFiSgHiDdKN+OdwayO2TLzp6BiGVPFZKIUVGKC2RKDUFCxhJkMmaTKfaI8U9LX/oi0dT/JGG1/OakYfjTqeo6DNzXHkDmwU3MToKBibvtwdsYSsJyg8vybn+Lex99Avz7dsWLVOgzs1wsqIW3Xonycduz+OGz/3Ywl1qp3Cioxxc3BDCBQY7ejyulAkQiUopFozS237yR3nBJRvm3wQaJ7tCaFebBXul2EFGA7uqIYYI34d0lBJf42MNMMKKiYyRrxnQsFlfjyj/Xomoiy/mekr5snIsrPm4ZXiWN9m8J91AsN4pFSsuNFsZ4ixzMRAQoqJjIGpxJzApYTVCYfdTH+e/WZGLvdUEw++hJMf/0eVNfU4arb/4ejDtoDu44bFVOIFFRiipuD6UzgEXE/ebbaq/XaXa6Rzs624/cmFdIDlAdV5dlBxJMDRU2ZLCE98h9bAhOgoJLAxu3E0iiodAJagp5CQSVBDRu0LL+IIp4o6+ZKUtnfYPP43VK9rkzUdx+Nuu47oDF/APJ/eVo8Vn7VXmssHIzS0f+mZ0rib4/NrpCCSpJvgCRfvuUEle32Oh0/fvQ4XC4nlLgy/Y17NROWllfhpAtux/sv/DemJqWgElPcHExHAm9JLpQ7KvxiSqD5a/So2ll+geUA8UY5SISUXqxkqCN5c3dFQcXc9on17CioxJq4ecejoGJe20QzM7+I8osmoqRtWCDqSbOIIhV4AiKKVsXHFhrbm+0phUOOLXd1i2Z4npsgBCioJIghuYxOEbCcoHLACVfikn8fjUkTRuPQU6/FbVeejuGD+6GquhaTjvwPc6iEsQ0yUh3Iy0pBbb0b5TVBSTHCOJeHWJ9AqceHeY3Aw1VeqCSzrdtO4o1yQpYN4yTRLFvyEaCgknw239yKKahwPwQIUFBJnL1gc9eLeCIiyj8iokh541ARZXvU9dgBDYXD2ogowQSy0pyw222orOV1ZOLsjM6vhIJK59nxTOsTsJygMu2zWRLe8yRmvH0/3v34G62E8k7bD8eff69Gj66FePLuS2NqFXqoxBQ3B+sEgXJxQvlJkqDMkVwoSkhZ5vYnRNmUkz+007e62NHPSTGlE6gT4hQKKglhRt0WQUFFN5SW74iCigVMKLlNXBWr4M4ogk88TIKbJqIoT5S1SkRRnigqW5rcpWSjvpuE8/QcIyLK0M2KKBRULLAH4jRFCipxAs9hTUHAcoKKorZcktH27tlVU8bf+egb/LxgiYgpBfjX4XsjNyczpmApqMQUNwcLg4CqyqMElHkioPwoAsoSyYkS3FQu2REuGwaKaDK93iu5Uja9epiE91ydy5I9YWBO2EMoqCSsaTu1MAoqncKWkCdRUDG3WV0Vy1Ew71E46kq1iVYNPhjV/Sf7RZR/pDpP8aJNIopU4qnvtp14okQmolBQMfceiOfsKKjEkz7HjjcBSwkqbo8Hr7wzHUdM2R0Z6WnxZqeNT0HFFGZI6knUNXugzBURRd1+F+/bYAlFRe6MFAFlhxRge1FTtpFbIJpno4T/vCgJaNf5bNjJ7sVhmRRTknozyeIpqCT7DghdPwUV7ocAAQoq5t0Lyvuk21dXwt5YHTpJm1wA+PxXBKqccV2zJ0pjgfJEic4TlSE/5t0P8ZgZBZV4UOeYZiFgKUFFQZtw8Hl4+eFr0a93d1MwpKBiCjMk3CR+EO+SdyVprBI+jsiwY5SIIYFWJ9dGv4nXyVwpa/xjoxeLxAslOBWKqsKzrYgm28s5qjqP8kaR/zpsLqcdeZkubKyQDtmSngAFlaTfAiEAKKhwP1BQMf8eyPz7c+Qufr3NRH12J2q3mqCF8zSqnCg6NgoqOsJMgK4oqCSAEbmEThOwnKAy9dNZ+OiLH7D/njtpYT8pKc6QxW8zpH+nYXTmRAoqnaHGczZHYGqtF7dUbPIxUWLIOVl21MpJc0VoWSBiSnAUT2aQgLJ9ih0jREiJpCgPBRXux2ACFFS4H4IJUFDhfqCgYr494Cr/G6nFi5Fa8gdSS5fIryryy0o7Hic1/fdExfBjDVkABRVDsFq2UwoqljUdJ64DAcsJKiMmnrzZZS+c8ZwOWMLvgoJK+Kx4ZHgE9t7gharEE9yCE8hKAR5sJ6LJGBFPRosLywhXeP12dBQFlej4JdrZFFQSzaLRrYeCSnT8EulshvzEyZoSsuOqXKmJJyklv8v9n7B56lsm43NlSjLZIXDUl8FVvqzleW9aHjbudDk8mV0NmTgFFUOwWrZTCiqWNR0nrgMBywkq1TV1cDodIsS3H8OQmhLlt8sIoVJQiRAYD98sgWIRUvYVQaV1Ux4nF2TbtTCeYSqrrI6NgoqOMBOgKwoqCWBEHZdAQUVHmBbvioJK7AzorP5HPFCUeLJYRJQ/YW+q2TS43YWG/K3R0GUYGoqGoymnb4t3SsbKmZKEdj48GV1QNXA/KFHFqEZBxSiy1uyXgoo17cZZ60PAcoKKWrZKTvvTr0uwZgyDsMMAACAASURBVN1GHLrfrhqJmtp6ZGbEPlEtBRV9NiJ7AeZIQtn7K334Q+J5WksmB0selety9RVSAswpqHD3BROgoML9EEyAggr3Q4AABZXO7wWbuxbOmg1oyt4KkLwmrZtDXtNCeEolhEe8UOwNlUGH2NCU20cTTxqKREQpGCR9xPbHw/ZWTkGl8/shEc+koJKIVuWawiVgOUFl2cq1OPvK+1BcWo66+kaoEJ8164pxxOnX44m7LsGo4QPDXbsux1FQ0QVjUneyzO3DvSKkfC/5UVTrLddaNnm4sjnT7HgJ67kr3w6VbNaIRkHFCKrW7ZOCinVtZ8TMKagYQdWafVJQ6ZzdMpd/idxFr2rVdrwpWSjd/my4JQxHlTFO0bxQftfCdYKber2hsFlAKRoKFdZjtkZBxWwWie98KKjElz9Hjy8Bywkqp1/6fxg1bADOPflQjNrzVE1QUe3ldz6XZLWz8fIj18aUKAWVmOJOqMFUZM9jVV58INV8lJRS4LDhTEmQcmiGTUsqu1SEllTxVdmq7Y9ZunKgoKIrTst3RkHF8ibUdQEUVHTFaenOKKhEbj4VflMw96FWJ6pSxnIBEBS6roQWzQNFKvE0dBkOT3ph5IPF+AwKKjEGbvLhKKiY3ECcnqEELCeo7DzlHMx45wGoXCkqQW1AUGlye7DzlLMx95P/GQqsdecUVGKKOyEGqxH15PlqH16u8UI5pSjPk39JFZ+TREhJt8d+iRRUYs/czCNSUDGzdWI/NwoqsWdu1hEpqGzZMs6q1Vpoj6tS3a+VMJ5FsDcG5T9p7sJnc6JRPE+UgFIvuVDcOX223LnJjqCgYjKDxHk6FFTibAAOH1cClhNUxh94LqY+dxu6FOaFCCp/SyjQCeffhllTH9Yd6NLla3DjPc/jj6UrUVSQi0vPPgaTJozWxqGgojvuhO3QLSt7S9SUp0RMKff6oLQTlRvl31lAoXinxKtRUIkXeXOOS0HFnHaJ16woqMSLvPnGpaDit4nN3aCJJc6qf+CqlvvArWZ9O0YLrtG36eWN469GU/4A8xk5ghlRUIkAVhIcSkElCYzMJXZIwHKCyk33PIdlq9ZJyM8hOPmiO/D2UzeL0LEKj78wDePHjMB1/zlRd3MffMo1OOKA3XH8YXth1o8LcPGND+Prdx9CeloKBRXdaSdmh9PrfXhEwntWKVVF2q6pwEU5DvQ1OJwnHJoUVMKhlDzHUFBJHluHs1IKKuFQSo5jEktQ8SFr6SfIXPGVlCBuQk2/SagaNEXJJS3GtEllHZeIJqrijrN6XbN48g8cdaUdGtyTlg93Vg/t1pTdA57UPOQtfFXOKWk5p77rtigdc15IyI8VdxAFFStazbg5U1Axji17Nj8Bywkq9Q2NeOiZd/DGtK9QW9egEc5IT8MxB0/CeaceqoUC6dlURaF3P/5GqybkdKjMFsC4A87Gm/+7CX16daWgoifsBOxrgVTuubPSi8VN/sUNFgHl8lw7ttO59HE06CioREMv8c6loJJ4No1mRRRUoqGXWOcmkqCS/ec0ZC+ZFmKghsIhkiy2O1zK+0QElNBKO0GHSu4TVZa4KVOEk+yeIp50R1OW/97nTG9jdHtjNbL++ki8WtZpeVKUeANbHOJ7dd6OFFR0Bmrx7iioWNyAnH5UBCwnqFRV1yI7K0OSpfuk0k+F5PSyaWE4sWq/Lf4bF17/EKa/fi/sdhsFlViBt9g4K8QT5SHxSJkhnimq9RQt7txsO/ZOt7UpiRzvpVFQibcFzDU+BRVz2SPes6GgEm8LmGf8RBBUbO56pJQvlUSxj4hnSmMruK3Cc6S8sRJYmkQo0YQTEVCaNO+TbqYoWxzvnUFBJd4WMNf4FFTMZQ/OJrYELCeobLfX6dhtp1HYf9JO2H3n7bSwm1i11Ws34szL7sZ1F52InSW8SLW6hubatrGahA7jOCRfR4rTDrfHhya3ZJpn041AiTC9v8SN1yvcUDsjTwkp+S6ckOeEK35pUja7Prv8UOZy2NHQxL2g20awcEcup01V99Q+H9i2QMCk7+mOZu0Rm6rP/0haqsuu/Z2QtE9sVicQpQ1VURq1H+obrfO3wla2HI7iJbCXLoddHtsqVnVsRYcLTcMPhi93K3hzesKX3d3qFjd0/k75LFF7okkqErKRgPa3wiN/K3T8eEhP9UcGsJGA2QlYTlD5bu4CfD5zLr6c9bOE/NRjj/Gjsf+eO2HCjiPhchr3xlN5Wi687iFced5xmDh+uxa7llb5w46s1FJdDmSmOeULtAc19c1JPay0ABPOtU6uJ56r8OBZ8UqplT8mqXKRcbx4pJyZ64AU8DF1c4iikpnmQGVtc1ySqWfLyRlNID3FKWW8ffKlyXpisdFs2vRvse8RSigLqtQaFq7czBRU1TfBS4EtLF6mPigyLa3NUuyyebIzXKioae3ZYY5V2yS0xlmyBM7Sv+EqWwpn2TJRhltdo6lwnZyt4LM75PXlIROv33pv1I48xhyLscAs0uRaUnmJ1zXyOtIC5jJ8iuqzoa7eA7eOikpBtiQcZCMBCxCwnKASYOqVn8t+WbgEn389D19++xMqq2qw1+5jcPNlp+qOfdU/G3DGpXfj9qvOwPYjB4X0zyo/uuO2VIfqK+dUUVD+VyUhaM2q/P4S1nOOiCndjdP3dGXEkB9dcVq+M4b8WN6Eui6AIT+64rR0ZzEL+fG6tbLD7owi+FKkDF57zeuRY1YgpexvCeHx3xy1xW2O9KbmojGvPxqlok5jnv8Gh9+zOWvpp8ha9pn2uKbv7pKU9kB5FKXqZGkLRzZ5hvxExivRj2bIT6JbmOvbHAHLCiqBRanEtMpr5aW3P8ePv/yOhTOe093iqprQ0Qftgf0mjWvTNwUV3XGbtsNi+YX2lkoffmrwYWvJfTwp1Y5p4pqyrNnddXu5Rrs8xy6vWeuCjIKKabdcXCZGQSUu2E07KAUV05om5hOLhaDiqliOgnmPtlTSqRp8sCZ0KLFEE08qlPeJ3FeuBER4CWmS86Qxtw+amoWTxvyB8KQXxpxTsgxIQSVZLB3eOimohMeJRyUmAUsKKiVllZjx3S/44tt5+H7eInTvko99Ju6IfffYEUO37qOrpVTelH2OvQwuV2h927uvPxuTd92BSWl1pW3ezsQBBScWe1rKHquZBrz9B4uAcn62DeNVnI8FGwUVCxrNwCnnVVVLvgwfKnOyDRxFfgeurRfX/Co0dS+AlFAzbiy3/JK9rhTuolz4DM655dxYrq3D3SXPuPVIz7b6RjiLK2LCrmtNDcrS09GkcwW91oASkV2i7TtnYxMK6+uwPiPTkPesKlPcbcY1sNdXi8uIjJFWLwm+PPA5UiWBbNvwaiWWKNEk4HnSJF4okTZHSSVs8hnh7pYf6akRHa+9Z2WsJjWOkZ93ksPCtbYE7oJs+DLSIppjpAdnV9fAIeOV5xr8t0KqezqLY8RO/a3IzzKcXcz2XazYyeahoBLpO4jHJxIBywkqJ5x/G35e8Be26tEFe0uIjxJRhg/uFzeb0EMlbuhjOvCH4olyQ3nbTFsTpPzxA4UmT5KyBVIUVGK6lSIfTMIbM39YhNS/1miiQPXu28Kbqf+Fsk28/Qpfmo6UZWu1OdYP6Y2yo/cwRITImvELcj6bq43jzU5HyQl7o2mrLpGz2cIZKcvXoeDVL2GvqtWSh1TuuyOqdx2p+zit2TUM6InSf002jt3n80TR9fnZ/WsvNPXuqvuaXKs2yn74vIVd1Z7bo2rSaN3HUV80C1/8vGXfaeyO3xO+dP1j57Nmzvfvu1iyE2JVk3cwjF3Ba18h9U9/olUj2WV+txC5H/7Qwq706EloHNCj0/vBWf2P5nXirNkIZ53catbDKWE+jmLJz/K7hFY3qM84+dmiz2qg92pNVNE8T0RAaWi+7zAcKIxZ2eSLZsGrMWL3/SLkfvC9n52IHKXH7RkVu46W51pTjIKXP4ejvEY7pGqyes9uHwaNyA6xNTRpn6vB+67smD3gzWpbMjqyntsenanYfST7TiU71dipfdcz2m7bnB8zdpJvpuCVL1rYNcpnd+kJe1maXQAmBRXdtyU7tBABywkq9zz+BvbZYyy2GdI/BHO9/HH8bOaPOGjvCTHFT0ElprhjOtifTT6t7PHX8sPYYnncnv/JSZl2nJ9jTc+UAEwKKp3bVvZKKeH+9XyoX5rqh/VF7dih+offywV4gXzZTPtd3Nubm6cwBxv/faCIKhFcvMpFnE0SxdnkolRLwS8ijXoc+LfN40Hu1O+QsmpDCIwG+cKk9wW5EoayRVAJbr7UFJQeNRG+VIml06nZ6uQL0xtfwdYUGhZQtcdoNAzU94I859Mf27Br7NcdlfJFWs/WLjvxniw9ZpK+7ETkKHg9Ruymz4MSvoJbY99uqNxrjJ7okLr0H2R/9XPovlPsjhLRMF2/aoFKIGqX3cTt0LB1L13XlNMeO/mCVrnPWF3HSfl7LXK+/CkidvamWtgbKiR0pxyOhjLxOpHHjerf8liSx7bb3PK39K/B8uU51GOtaYgNFbvur+uasmU9qbKu4NbUqwsq9ttR13FSVq5vEY8DHftk35Udsbu+wrh8zhWKuKaEouBWPX4b1A/vq+uasr/6Rd5Pa0LZ9SxExf476TpOe+wgFQnVe1bXHxViyC7r61+R1iyABmA1GcDOtXoDcj/5MdQe4hm1/qIj4BHvJSMaBRUjqLJPqxCwnKDSGuyCP5bh7Q+/xkdf/ACVgf77Dx6NKXsKKjHFbehgyv9kfqMPX0mOlJnikbImqMhJHykPWCZfbqWIT0vLlGu/J8U7RYX8WLlRUInceg5xP+7y1AdQokqg1W23NcpEFAi3Ka8Gu1RPURfAdvkSpr6ItfxbnrOJCOJcX4b0hcvbdOnJzhCXZPkFX4kiSiDR7uXX3IBI4pN/R1R5Qc5VMWytS8B0pixMuADaHKdNoNNntz2xg/70HkaBa4+djivZcld6LypW7Da3shityW+8LSMO+wi9+wt74KADdZ5Dh93pPI7uttgMuw4/23ReU0fd6f3ZqvO0N7vr2p27ARMgu868+f3ndLC/lNdp3bYDO9/vZs6koGIIVnZqEQKWFFQqKmvwwfTv8NYHM/Hn36sxdruhOPLAidhLcpqkGBzn3dquFFQsstM7mKZoJ5gj/1MiytcSrl2uvpQ2t23kx/KJaTbslW5HL/nBbKMkpb2twot58gOQSkp7SY4D6hirt0QTVNSv+Blz/9DMon6da+qjbziEEiqU+3ZgjGD7V0k4joqP10QScYtuEUmammCvEQFFCSVKRJFcBGE1HS+6feqz0W4T13nZzNq9hKrJzSdls9W9c0OZ5rkS3HxSFrNpK335OSRviqOi7S/U6tdhn5Rs1qsp9iqXQOvmyc3S/Rc69WugTcrQJww72eOuNRuTg538Oqw8pPRq6vMhnuwg7+9GvT7zlDDraYKjtFw+v9qGvCJDQkucHZRXt6nPFpf/5pDPHqmsE3is7tur3x13dvJZqLyj9GyO8mo4yqradNnUQ/adjjmdOmSXkwFPYa6eS4Lrn2L5G9fqb1gCsvNmZUg+rMRiV3z6AYaEm6kNRkFF17cZO7MYAcsIKj75YvGDJKB9+6OvMf2beejTsysO3Hs8Hn1+KqY+eyv69NL3j2C4dqSgEi4p8xynEsx+I6E8KpznOxFS5E5rytFkrORE2V1ElEkSvp0vXzqTocVEUJEv6lmzfpM8CesMzQOS/stfyH9jxiazKffg4yejfqg/WbVKhLpJ6Gj2DJELw8Bz6qLUro4JeI60iCLNHiTiVeJvHf2CL8+39vLoYBMpgcOX5oI3LRVeCXVRF9de+bd2L1/w1Gsq0CxHhcdI0sTgVrH/OH/YiiaIiECi7pVAEhBK5OI20vCZ9PmK3Uz/L1uqKXbHCbth+ib6tlfUoOtjU0O9e7YV756jJ+r7dpN15L85E2pPBJonPxsbz5oCb44kvNSxpf22DAWvfbmJnewBFYZTPzI0NDXaIWPGTiaq3kch7PKy/KFmFmbX5Yn3Jb/EJjGvTu27o3YP+z0brv1as/PKl9oN5xwcE3ZqPWpd4TWfForjrJUcJrUbWnKaOOSxs65YPhcr/d00yWfMr5J7qD4od1NRMbzDJa9TTg94MrrCnSm39CL/Yyl37E3rXGLmmLGTMMqCl6drXn3+Pw7ihRoRu/AI22vq0OVx2XcSGhpo6u+RypsR7t+K8EYC8uTzLuPnJS2Hq3238fQp8BTlhNtFWMel/rla8h5JuekAOzmr/LBdUTtmSFjnh3tQLNnlTpslucoWJxS7Ivm8U8l8Q/adXA+pv+1GNAoqRlBln1YhYBlBZa9jLoVXPrz3njgWUybvjBFD+mmMx+x7Jt55+hYKKhHsuIxUB/KyUlBb70Z5TZi/lEfQvxkPXSffR79WnigSyvOThPUEvp5miWYyQarzKE+UXeRenFGSrhkuqESQB0R5FaicF+rXfv998K35OZUPRD0vIoN2nHh7BM7JEFEg+CIvcKGsPC0iC4HZ/DZQYkgbLxP5Zbhm+0FaolAlZmiiiHavRBIRTQJiiQgmkfwyqfIXFLyuEqvWaRfgFVN2Rs3Oww3Zp2qsvHl/iJDjQ/m4Ebp79wQmbRcvw2yJJVdfMhoGbSXrGaFv1EVgINGGMr9f2JLQt2ritoZVb1DsMuf4L8hrdhoOlUPFiKbYZX27AKoqTizY5SxfizqJua8cP1IEgQwjloQQdjsOM+wXVHtNPVRi2lixS12yWr7M5qJq11GGsFNJXIs+ewz2lf6cCN7eNSje5ywRObbaZCcpLazEEUeNiCQqCawSTpofOyQZrPJA6bDZHCKOqLLDNjjLxdtrtYi4dZK7Ka8C6LEOGydcjc5U1tnsJlLv2dmShPuPVeJZkYOq3SQJt0H7zrVyA7K+W+B/z8Zi30llLiWEa593Bv1gkzHnd6QtXhETdnlzf9f+BlfsMFj3/EAtfyvUe/bb37Tw18b+3VE9QYS9BGCXOXsx7HIdUzN2iPY5bkRT11PZ6vMuBuzU/CmoGGFF9mkVApYRVMbu928pidxbqvqMw/57jkN+c5k2CiqRb7VEE1SUWPKSuCOvdvuwmwgjh2X4VZGl8m/lhaJui4OuGbvKy+o45YkyRjxSLJ4CJfIN0OoMvQUVJVw4xAtBVVZxSI6RFLlozfxhYZt5elUVDxUeowSSVon0OrWoMEK4/d4fAS+QIKFDCR8iemgCiCZ4NHuOqMcShqK9pp4LqmKgkhpmT/cnavTkZYonjFRb6VXUqalv8SRV+lcuitzyBSMSMWaL/bZzQE6GrFNEsOq60GSunemL51ifQNc8qaxR1SBOUqHhYNZfmfVXUPTdf5FStjRkId7UHNR3HaVVz1GeJo56Vcq7Y9v5nBLWkNlFhJMu4l2i7os0bxNPuvxbyhIrEdfeWIUus26X/jaFgdX1HIuy7c7U3cvC+lZJnhVkpTlhF3GjsjY5fphLHst2bqUUVDrHjWclBgHLCCq14mr/8Zez8daHM7Hoj+WYsOM2WkWfa+54Cu8+Qw+VSLZjIgkqK+U73+mlXpQGXewPljQM8ls+VgV9H+zvtGGPZhFlRALkPYnE3ps7Vv0KmPv5XDjFU6BuaF/xftipw+z5SvRQAonylHBU1cjjuhbRxCHiiUrQqu7Dzg/SzsSUeKEqICiPEp9LBA/1WD0nwov/OfWaer75sXZ887FyjCrt6VpfGtJz/fB+UlFhN0OECBVC5JScICoe3ig3Wr1sHW4/FFTCJZUcx1FQMYGdReB01JXITZUX9nuaKHEjfZ2/fHZI0/4ZHHpog0fCb1rCckQw8Qsn/lu4pYdVZZ6cpR8hvWEDKnOHoabfHiKmJKFLpwm2g1mmQEHFLJYwxzwoqJjDDpxFfAhYRlAJxvPXsjV484MZeP+z71AhX+wO3mcCjjtscptSyrFAyhwqsaDc8Rg3SJLYD2vb//VtW8kzqDxR9ki1o49+uS7ju2AdR1fJWwuf/zQkRMaTm4maccMkAWG9Jo44RDyxa+KJEkrC91jw5EviT6lE41U3CY/J+FV+RQ2Kt1bLKD94gpafwy+WiMolwki0TVXOKXj5CymH+Y/WVcPg3ig9Vt+SstHO0eznU1Axu4ViOz8KKp3j7apYidTixXBnddM8RrYkPtjcDZpIouUzEdFEE0804UQJKBJu42sv+WtbtzxvSjaqBh3o9zhRnieS1wR2ff4AOsQbQX1pWl8mGdzZkp4ABZWk3wIhACiocD8kMwFLCioBgzVK7oTPJUHt21LtZ/bPizF4wFbirXJrTO1JQSWmuLUEsvMkF8ocyYMyV6rt/N6k0na2bVfnbgr9ie0M9RlN5UlIX7RC876oG9a3U3kfVPys5jnSHHoT7EWiHrv+KWmbqV9Nv6N8qzIXJZAoocQjMe0tj5VooioJND/vU6E8rZqWB+SVL7SEr0bnAVFDq5hhJdSoGHy2yAhQUImMV6IfTUElcgtnrJiJvAUvNX+YirBbNBwlY86TnAm1m0QSyWuiCSeaYBKUALaD4VQojwrH8Sd99XuXqM/SnN/fbg7rkRwqckzxjheH5lCJfPodnkFBRUeYCdAVBZUEMKKOS6CgoiNMdmU5ApYWVIJpr1yzAe9IBaCLzjgipkagoGIsbvWb3EIRTuY0eDFb7heIgCL/tbQC8TiWiJ+QlivPfdjVAXFOsWRzrdqAouc+hfK2UE3l5yg+9YCWTP2aUCKCiz/0xh9m4w/F8d8HRJQtepR0IJzUbTtAC2HRPEwCQok8bk8oiQhwDPOARDQvHhxCgIIKN0QwAQoqEewHrwcppUtQNPueFjElcLaqxmWT1ztskgDWIwlg3Uow0arliGiiKuc0iyg+Z1uhWvVlk1Cc9HVztW7ru22viSpGNQoqRpG1Zr8UVKxpN6NmTUHFKLLs1woEEkZQiRdsCir6k18myWRni5agRJR5IqLUBAkoOaq0sVTj2UmuLSek2aESzD5V5cXj1f6DukvUyH35dgwyKtNsQBSQMoQ+qeKiZ3NILg5VJrDglS8lqeum0p5qDDWWNzNVE01UVv1wmvJuUSVOPVJ1JhB+ozxLAkKJGi9v2nchoTiNvbui+MwpCZMPJBxOPCaUAAUV7ohgAhRUQveDrammOSzHn/TVXzmnOQFsXZk/p0m7Yr7UztISwPo9TAIJYP33KglswRbDguK9MymoxNsC5hqfgoq57BHv2VBQibcFOH48CVBQiZI+BZUoAcrpxZJQVnmfzJZQnh/ltjHI40Rl1dhGdIudpRrPOBFQVELZ1mnwVGLVzE/nwlVaKTk5+qLy4PGGJCDVwlZeng678hxx2FGx3zjUjJfyh+01rw/2ask/IgKJQ7uvl39LXhL5t7q3V4sniYS/aI/luVBvks2Xq1FJWjcXchMIxQmnGkzK0n+Q9/Hs5qS0fVB+4M6dCi+KfhewB7MQoKBiFkuYYx6JJKiklPyB3MVvwFm9Hg1dhqN85ImS4ykrFLRKAFtf6s9noiWAVWKJeiw3CdNRgkrHTRLASg4TR2Nlm0MqBx2E6sEHmcOonZwFBZVOgkvQ0yioJKhhO7ksCiqdBMfTEoIABZUozUhBpWOAP22oRsmCFfCKp0Sfkf0wTMpvqlYrgslcqbKnhfGINqE8UoJbL1FRxokXys5yGydCSnMV5HYHSl2yGoUvfBbqZdFHvCzO0NfLwlFeg273vgGpHRoyj9rtBkqVBJcIJX5hxF7lF01UWE6kzSPeJKosr7O4ok2lnKaeRSg7eqLmXRKOUBLJ2HqXTY5kbB5rPgIUVMxnk3jOKFEEFVVeuHD23bB5NpV4VSE2Nb13FwGlbJNwIqIJNhOa43O4tJLCLUlftZwmEqKjPE+aE8BmrJQcKr8F5VDpsg1KdjhHhHh9vRpjvS8oqMSauLnHo6BibvvEenYUVGJNnOOZiQAFlSitQUGlfYDfL1mHPV/5HHkN/jwga7Iz8dAx++OXnCwtJ0qwLJEh7tG7+Bqxq82DMd4m9HI3ya+ATSJQNGjChL1B/i0JiJVniK1e7qV8r3Zf3wDnxrbiQ5Qmbf90zY27HT/uzTiTeDPTtRLEHhFJvFlpmx7Lc9pr8rxHPZb7YJFE5VAplBwqmieMNFV5p/i0TTlU9F4fBRW9iVq7Pwoq1raf3rOPlaDirF6rTd2d1SOqJdgbKjSBxN5Qqd076su1+9SNC7X7Nq2dz3BVKcctFXI04USEEo8IJlpuEwnP8UoJ4nBaSJWfbtvKKRZN6hW0WAoq4Vg+eY6hoJI8tg5npRRUwqHEYxKVAAWVKC1LQaV9gO4730CfilC3543p6fitSyGyGxtR1NSIAhFNMkUocXbCm6Nl1I4EDRFAVGiMJoLYJEhI7nzqsd3/WD3v/7d63X+v1QsK/nfgdXV4kxvODeVtFtswsJdW+lcTRzTRxC+iqH9H0+ySXDZ90XKtUk3d8M5V+Ql3fAoq4ZJKjuMoqCSHncNdpdGCis1di8K5DyOl5E9tSg2FQ1G6w9lS4SwzdIoeScYtOUocDZtEEkeDEkvKRVxXzykhRT6j2y0vrLpq/49FnSRybcofqAko/twmXeVzt/0EsOEyS9TjKKgkqmU7ty4KKp3jlqhnUVBJVMtyXeEQoKASDqXNHENBZROchr/+wbql65Hx1xpsu2ZdRGRVAlVfWqrEs7vk3iW/AqY236dIQlb5t5TiVaE1XnlNS9Ca5r+51pfGJrGqCDQFL32OtMUrW9bl7pInCVwP0EQUKzcKKla2nv5zp6CiP1Or9qi8LAprlqAypQtqC7cxJGlqwbxHkbbupxBE7sxuaMwbIOKJ39tECSU2d11YGH1OEbfT8ptvufJ3Qj3OE1G8Djl/vie6yqYkXe7srbBhwjUSiiPJudi2SICCyhYRJdUBFFSSytxbXCwFlS0i4gEJTICCSpTGTVZBRYXipC5bhya5eeTWctoqpwAAIABJREFUU8pWb6mt7lqAjH3HSFlHJYqIOCLCiAp1UR4d0TSVWDX3I0msKlVr6of2RvkhE3SvwKPNTxLNZs36DSmyXne3fFTtOjIhErhSUIlm9yXeuRRUEs+mnVlRxgrJA7IgKA9I0XCUjDmv3TwgduUlIp4m9iapQtYoJd2bH6t/2yWJq03dq+c9kmdK3Tc/ZxOvk3Y9R1SIpfIYbBUl40mXcu4ikHjTcjWRxC+cyH2q3KfKvaqUsxlxxFX2N/IWvtySlLZMktL6Wiel7QysJDmHgkqSGDrMZVJQCRNUkhxGQSVJDM1ltkuAgkqUGyNZBBVHeTVSlq/TbvZl65G+sW0s+l95OVjSuxs8/XqiT4YD/afOQrbkOVGtWHKo1J5+AJxdcqIkztP1JkBBRW+i1u6Pgoq17Rft7O2N1XBWLEPRnAebxY5NPbqzumtVceyNzUKJCCfBSV47N7ZSTUITk3tdWagceqgmkgQ8TLyp/NvROb76nUVBRT+WidATBZVEsKJ+a6Cgoh9L9mQ9AhRUorSZJQUVqaKTV1GF2twslHvaT7TqlFCa1BXrW0QUR0VoqUi35BpZWFSIOT26YUPfbsgf2APjC9PRNaimsa2yBjULlsPhdCJtG2PzgERpxqQ+nYJKUpu/zeIpqJh7PyhvkKy/P5Myvuuk9O8I1PSbJBMOL+GpQ8oAB5K0arlHtBwkKi+JPxeJo1Yq3KjWYbLt9l9QIovPlQGvU26S+8Sb0vxYe17ySgU972v1OG3tXBT8/ISM2SyqSO6q0tFnob7HGHMbIglnR0ElCY2+mSVTUOF+CCZAQYX7IZkJUFCJ0vpWE1RUmeGC17+CrVY8Rxx2VOw3DjXjhiFl9cYW8SR15QbYmivMBPDUuZz4qVsRZvfojrk9u8HXrxsmZDsxKc2GPJXIlc2yBCioWNZ0hkycgoohWHXpVCVf7TrrNknCuilBdl2vnVAx9Ai/INJYsSlBa11paA4SCbMJp/kcqfCk5MBZt7HN4bW9dkZtbwmpVKJIiggnIqKonCXRtpSS35EppYZVq+mzOxolMS2b+QhQUDGfTeI5Iwoq8aRvvrEpqJjPJpxR7AhQUImStZUEFYfkGOl2/1tSlzK4aLEC0PZXxyrJb/KdCCdzmm8LenTFzqk2TUDZTW5Z1FCi3DnmOZ2CinlsYYaZUFDpjBV8yF7yPjIl74gmCvSdiKpBU+RRhB+UklMkkHdEu1chNVrOEX9+ktSSRUgp/avtBDsq697qyECyVn8Okub8I80JXL2p6rmClgo3GSJw5P22KYdKfddRUn3nXKmEJi6ObElJgIJKUpq9w0VTUOF+CCZAQYX7IZkJUFCJ0vpWElTS5y9FvnintGmip5RK+M8sCd/5RgSU2XJbUpCHDPkusIuIJ0pE2UXEFLljS0ACFFQS0KhRLCnhBBWvG67K1XBnqXK4GVGQ6fjUnMVvShjOpyEH1PTZFXU9d25O0NqcmLU5SauWvLVZJFEJWjXBRCradLb57OJVklnkT8yqkrRKclYlkLhVAldNKFG5SPIi7j6kyk/RyMgFoohH5AlmJkBBxczWif3cKKjEnrmZR6SgYmbrcG5GE6CgEiVhKwkq1b+vwuAXQi/61fIf2GEU7hy/g0YiW0STXUU52Utu6p4t8QlQUEl8G0eywkQSVFJKl6Dgp8f9YoXk5qgceiSqB+y9RRw2d4OU6W2uTNPsKaJVplHJWLUKNiKCaI/9QklK+d+bcoC09N5hIpLNjq+Sr/pzjkg4jQqraX6s8pQ4azYi/Z8fQs5Xz6+feJvkKsnc4ro6c0DXvDSUVjWIY2No4tjO9MVzrE2Agoq17af37Cmo6E3U2v1RULG2/Tj76AhQUImOH6wkqHxW7UH3V6dj32WrWlb9p3iiHHv4fhhfkK55oowRTxQ6dEe5KSx2OgUVixnM4OnmuTdKhXAfKl1dDR3JpqrJSBLUppytJIzEqftY9oZKdPvqKqlC4680Fmh1PXeCW7w5/OV7m8NqWgQS5SlS2Ym5tCOeiIDTmDegOVlrc6JWlbBVBBKfStra/FgJJyofifKe8TlTtzi2Ci3KXjJNE3CU90nJ2PPRlNtvi+d19gAKKp0ll3jnUVBJPJtGsyIKKtHQS7xzKagknk25ovAJUFAJn1W7R1pJUPmuwYeLij0485cF2GXVOizsko8Hx4zCyYWpOCUrqDxPlEx4urUIUFDppL18XqSt/0XzGqjvOgLubBEGDGgqAWnewleQunGhhK10R/mI49GUP0D3kWwiKhTOewQpJX9qfaucGWWjTzckTCbrrw+R88e72jiaKDDmPDTl9e94TRK2o8r52hurmr1D5HGT3Bqq4VD3mjii7jfdlOeI8kpp28LwHLG7NA8RTfTQ7kXsCDwO8hoJeJCkr/lekqp+HTJU9dYHoHLIobrbSXWovGec1RsME6OCJ01BxRATWrJTCiqWNJthk6agYhhaS3ZMQcWSZuOkdSJAQSVKkFYSVJrke8SVZV6s8KzFkJRVWOPughpvfzxZaEylnkZUo9K7BHY4kWPfWv4ffTWI9szlk6S6lb6/0Ogrl5Cl/pLrpShKq3Z8eq1vHWqwEmnooo1lVGvyVaPCFxt2NfalsLvki2p975iwS/UVaPvBqOb21aAcS7Tu82xDjNl3kjy0YO7DqHCsRG26C0XFtfD0Pwq1UqFEz2Zz16PrtzejxlGBksIMZFY3oktpIzaOvxrunN56DoXCOffDVrEY67plaf32WFcFd5cdRFQ5S9dxlPiQN/9pbOiapbErLKlFtmgf1f32gF0lZQ2IIprXiF9AUSE4Ebdm3aQyO9XPrqYRXTfWiDdHX9R327b9sJpm0QSOlAiH8yFt6XuoapinnZeVPg4N/TuRlDaMUdXnXZV3KRpQJsnB+yDd1i2Mszp3SJ1vPZD2DzyNOcj0DZAUu8aEgYa8ZzEITpsx4UuKQqX3r5ixq/atRKotX/5WDDSOHWpR7vOLoHkGs6vGUjjSJHyurqfsu+6d21RhnFXn24Bq3wqk2PKQY9vaQHZ12jWKFx75WzHY+H1nK0WmvGczYBy7el8xqnzLYsKuwfE3fDYPUpsGwGXz/90woqn11GMjMiHsDNx3sWQX2He59kFwwfrslN0pqBix+9mnVQhQUInSUlYSVNRS13m/x3rvNy2rzpIvnAMdB8m/9b1QrvGtxTLPm3KZUq+N5UKOjHO0dnGpZ/PCLeO8JRdfK7VubSLf9Hbsj3zbcD2H0fra6JuDfzwzWvrNtQ1CX8fB2ph6tniy28q+Nwrso/RcTkzZqQvxZe5X0WTzfwFP8WZggOv4qPedzV3nDw8RTwjlHZC+eiYWdl+rfVHXmnx5H7F4PYpsI+UC0wmbeK/A64FNbvC5m/8duJfn5Z0B8brwv+6Te7fcy/Ny084L3HuasLxvJn4f3KXFJt3WV2P0/LVyjI45LaSrquwUzBm7FRpT/OE3aXVNGPvTamRVN+m6H7wSUzh39FZt2PVZKaWA2/Uo8Q+v5RZxZcm93JTwIblDvFLe1x8yox6r54Nek2NqVz2CJT2Up4q/j6LSJmyV82/40gp1XVOdbyP+9r4BJQyo5pQvFwPsR8qXzk1202NA/+fdO/J5t7y5Oxt6OfaWfbetHt2H9FHi/QWrvZ/7N7e0LFs/9HccpgnkerZYsZMAKWH3rnzZXEp2ERpQsVvhmaqJ/IHWwz4RXe07RtjTlg+P1b5r8JVhqec1NKHK0PdsrNmt8U6Xd6z8/THwPduanUN+LOvvOELEoh5bNnAER8SSXalvAVZ7Pkkodis974vY+ofh79nAABRUItjcPDThCFBQidKkVhJUarEOS9wvtFmx+gVI7185i70/yVfGupCx1K9N+bYRURIPPV0JKTW+TTlh/K/a0MU2FnabS7ex1BelEt8vMWFX4v1ZvjbJl8CgZm12tcLu5zbssm0D5NcmfS/AStxz4LaHCgAp3jTkO3cQ0aJJ8mmoW6NfzJB77bmg51seNz+PwPGtZl8qOYdKC9pWjOm/rBQOHZN3NrnsWNG3rQhZJJ4WeRV+sbKl2UTY04SDgDgaLJLaROgJfk0dFiqiruqZLmJKaAaltDo3em0QnnLsJvmmVf+txwzpdtM/RDbSplaR4UZpflsPkF6lWVKRNws+8Q5pc5MQnEib+vwplvdSQBAInK+EgUxbr0i72+zxJd758p6tDjlGicgFdlUZR79W41sTJKYE+rWhyL6D5L7acv6VcGfiER+OYq/ytgkV7YxgV+r9Tb7UhuatUb/YFtj1FYk6Zjda2OnnPRlvdk75Hb/Qvl24pg7ruFr5gaTKJ4mXW7Ui+/a6svP6muSHix/b2Xd95T2rb0hle/vOactAoW10WEzCPSje7DJtvTVPNj1bmYgPjb7QqmRO8bsptOvLTnnIKe/j1k3ZSNlKr9bRvjOG3ULNmzq4xZLdIOeJhnlIUVDRa0eyHysSoKASpdWsJKgUiyCwxvNZmxWHkVEgIkp69xfR4M0Hx2oOsRqnMww6e04irqmzLCI9T292evcX6Xp4vLkIJNN+UA5Ym3FYMpdhTDYbsuu8QazKzgyfDWRnnn3X0X7wezTqK7gGVk1BpfP255nWJ0BBJQwbrlyzAVf/90ksXrICvboX4ebLT8V2I/w5IKwkqMTSQ6U9L4tU5CPPrm8oToceKuKKrKdrutvXvpeFEd49ieah4vcU+KnNO61ddir8Raqy2CV3iLpXOUT8/5bHHnks94HXVGhMaPNhZZ/8Nl4WGRK60nON/AJud8Anng5+7we5V4+1f4v3Q+D55n8Hng8cD+X9EdRqvCvFH6G1ZxTEM0r2nY6eUR2xM8S7R7yI1D4Pbtb2soidh0qpeKg00UMljL+mbQ+Jv4dKYnn3OMW7p1Bn7572vSyUZ5S+3j1x91CJGTsJP4yRd4/K2ZIlXip6tjJffL0sYuehknjsBjtOFo90Yyr4UVDR813GvqxGgIJKGBY74fzbMGHsSJx23AGY+f0vuP3Bl/Dpq3fD5XRYSlBRS93gnYO13hktq86zDZM8IPonT/TnAXmrJezHhWzJoXJM1LksWpurdU4BLYeK/QDk24eFYdnIDklEdivqXpDyuMUaCJv8pNEHeyLPtUNkYLZwtKpSU7PsLvw5KK/lSJUHZOh6ScxnT4VDytQ6GiskKa7cJAlpJM2TXgiPVIlR+TXUfVPtn5i3jYSupG7KA7Ld8jzUjTw3km63eKx/372tJU7U2Mm+62WfrLurfXvvWaNy9/hzWbwpooo/dCVW71lFbyv7XoawK/bNb/bK84euqOSg/R2H6p73qD12KqdALHKoJBo7lZB2gP0o3dm1l0MlduwGoJ/jEF1FfrWf61GCv91vtoRMGckuNIeK5O6x76mJAnq31u9Zo3L3+POAvB4HdkBPx0RNfNe7lXp/lbxHn8UoD0gou372w2KSQ8UodmW+RVjl+Sjm7BxS4qC/40jd2alwzRWeaSE5VIxiF9jHFFT0fkezPysRoKCyBWuVlFVi3+Muw/cfPAqnw59f4IgzbsAV5x6LsdsNtZygAkmW6Vw7DdXeZciwd4Wv62FSFlW/+PFgnLbiH1FT871cREqEeu6e8OUNNeS9Ya8rRsOGaWiU2i6ZLhFSeu5nyDiKHda8J5WRlmtVflzdD9USYRrR7KXzUF01y1B2qcWLUPDjA9jQJR21GS502VAjVX4KUTr6TC0pquYNorxCmpSXiPIOkQoszV4i6t/BXiM2r7zWcpzfiwSSh0Rrzb6nFTlpKC1M1yrVqGorLS+0AqglF03NCxFKWkSTtE3iiSpj27qp0r9Z8x9Facp6OLxe5Pn6oGqkJCF1puluplhWl6qT6lLVUl0qFhWSGlKkcoN4CqW5pdqKjrklgg0QzC4WlWqqsSIm7AyvLqW9a+JT5SfLN1D391Cgw0Su8pMiidhzJU+ZUc0tHoCBxJOxq/LTS/e8a8F8YlnlJ1bstOpSqspPAlWqaXAsk9xcbqQ1DTS0QlJiVvn5S1IHu+WzQar8JECFJPX+paBi1Kc8+7UCAQoqW7DST78twc33Po/3nr215chLb34M47YfhiOnTLSWoCIhEgXzHkHahl9b1uLO7Iri8VeJMJCt637NWPUN8n59flOfEm5RMuZ8NHTZRtdxHDUb0OX7O2AXL4dAq+m7Byq2OV7XcVR4ScG8R4Xd/JZ+PRldsHHC1XFhp4SDEEFDhcVoITJ1IoAEHgfCZoJeU4lYRexQxzpqN/oTtLZuOgZj+xypWliNvSk0YacasqFoGOp6jIUnLU+r1uJRYkmaPlWgnFVrtNAeZSO2yAjkiLjmFUGlWhLSspFA1zwRQqsa4NYx2TKpWpOAwy5hPrmpWF/WKiG2NZfDWUdJICvNCbvsicpafSvBRTktnh4nAhRU4gSew5qCAAWVLZjhu7kL8MCTb+P1J25oOfKaO57C4IG9cdKR+6CxyV+ezgrN9s98uGbe3fb7c5Z86czQt4yorVjKK7bOceFKgy+/n66obFVrgbrQbPNqAF9Bf6ldql/VC6hyueVtc2b4YsXOLiEswg8NbYWJzgNtXznxZRQAqSKwudLFs0MYiiiixta8PFIks77KM6Lmov4tr2vPN/9be6zOCbyuGcMH57cPwL5aVQ1pblld0bj3jf5x2ExFwOHwV+bx8Au0qewSr8m4nHYRU7zqbcyW7ATko0HthyYLXfcku8mMXL8S2FTlNv6tMJKydfo24m9FilQ6ZCMBKxCgoLIFK/28YAmuvfNpfPjiHS1HXnDdg9h13CjNQ8VSbcE04KfX25myji4JqvcOU73rPI62kg761H2ojjrUeaBw2YnYESJcaAKGEjLU80rgUI9F/HBKedogwaNF6FCvl0r+j++eEoRByV2LxDV9v+vlIim0fG7U+1yFSy36GFi3CMjtCYw8WMQUY8Klop4rOyABEiABEiABEiABEiABEiCBMAhQUNkCpLKKKkw+6hLMmvYw0lLly6m0A064ErdIpZ/tRw5GcWVDGJjNcYi9ZiMKvrh2U26L5mnVDD8C7vwBuk4yc8HrcFb4E3YGWmPXUagbtK+u46Ss+xnpSz8P6dMnokLlmLPFk8KfmFSPZmuoQs68J0V8CA2DiBW7hp5jUb3t8X5vEAll0au5Ni5G1oLXoEKnGrqPRvWo4+AzKC+MXnNmP8YSyJSEvirkp66xdRUlY8dl7+YkkJ+Vorn0e7x0UTGnhWI3K4fUsc7NdKFU8mCxkUB6ikOq2tlQ08DwUO4G+a1MPhtq6z1oEo9GvVpRjo6e5npNiv2QQDsEKKiEsS1Ou+Qu7DBqCM44fgo+nTEHDzz1Nj5++U4tSa2VyiarpaaU/I7Cnx6HrVFCRySvScXwY6ByjujdVE6TgrkPI6X8b63rhq4jJdmpSg6q/4dj9pL3kf3nVG0cT3qB5Gq5AO6crfReksauQNjZE4idgqTcNPPkD+HGCuuIg7oblx22EGAOFW6GYALMocL9ECDAHCrcC8EEmEOF+yGYAHOocD8kMwEKKmFYf+36Elxx2xNY+Mdy9O7ZFbddeTpGDOmnnWk1QUXNOcMl1U8a16E2tSvKG/Xz4miLUnJnVP0Tk+SgSiBySrWfppze+oerBC9MKte4JOGpO7ObYdWRAsPFKrEqBZUwPgSS6BAKKklk7DCWSkElDEhJcggFlSQxdJjLpKASJqgkOYyCSpIYmstslwAFlSg3hiUFlVQH8sSNu7bejfIaZmePcgtY/nQKKpY3oa4LoKCiK07Ld0ZBxfIm1G0BFFR0Q5kQHVFQSQgz6rYICiq6oWRHFiRAQSVKo1FQiRIgT487AQoqcTeBqSZAQcVU5oj7ZCioxN0EppkABRXTmMIUE6GgYgozmGYSFFRMYwpOJA4EKKhECZ2CSpQAeXrcCVBQibsJTDUBCiqmMkfcJ0NBJe4mMM0EKKiYxhSmmAgFFVOYwTSToKBiGlNwInEgQEElSugUVKIEyNPjToCCStxNYKoJUFAxlTniPhkKKnE3gWkmQEHFNKYwxUQoqJjCDKaZBAUV05iCE4kDAQoqUUKnoBIlQJ4edwIUVOJuAlNNgIKKqcwR98lQUIm7CUwzAQoqpjGFKSZCQcUUZjDNJCiomMYUnEgcCFBQiRI6BZUoAfL0uBOgoBJ3E5hqAhRUTGWOuE+GgkrcTWCaCVBQMY0pTDERCiqmMINpJkFBxTSm4ETiQICCSpTQKahECZCnx50ABZW4m8BUE6CgYipzxH0yFFTibgLTTICCimlMYYqJUFAxhRlMMwkKKqYxBScSBwIUVKKETkElSoA8Pe4EKKjE3QSmmgAFFVOZI+6ToaASdxOYZgIUVExjClNMhIKKKcxgmklQUDGNKTiROBCgoBIldAoqUQLk6XEnQEEl7iYw1QQoqJjKHHGfDAWVuJvANBOgoGIaU5hiIhRUTGEG00yCgoppTMGJxIEABZU4QOeQJEACJEACJEACJEACJEACJEACJEAC1iZAQcXa9uPsSYAESIAESIAESIAESIAESIAESIAE4kCAgkocoHNIEiABEiABEiABEiABEiABEiABEiABaxOgoGJt+3H2JEACJEACJEACJEACJEACJEACJEACcSBAQSUO0OM55Mo1G3D1f5/E4iUr0Kt7EW6+/FRsN2LreE6JY8eJQGNjE0bvfQZcLmfLDCZNGI17bzw3TjPisPEg8MH073HTPc/h1itOxz4Tx7ZM4ZvZv+L2B1/CxpJybCufEXdecxaKCnLjMUWOGSMCbo8H9z/5Fp597WN8O/Uh5OdmayN/M/s3nH3lvXA6HS0zuezsY3D8YZNjNDMOEw8Cj70wFa+99yWamtwYP3Yb3HzZKchITwOvI+JhjfiOWV1Th5vufQ6z5izQrhmOOWQSzj7xYPA6Ir52idfo0z6bhUeefQ9lFVUYunUf+Ww4Ff16d9em8+TLH+D5Nz6F+nuy/5474ZoL/gWHwx6vqXJcEogJAQoqMcFsnkFOOP82TBg7EqcddwBmfv+L9oXp01fvhivoQtk8s+VMjCRQXFqBg0+5BrOmPmzkMOzbxASee+MTzJv/hyaanHLM/i2CSmV1LfY99jLcfcPZGLvdMNz/vzexdkMJxTYT21KPqZ1/zQPaxfHjL07D1+8+2CKofPTFbHz+9Y+476bz9BiGfViAwGcz5+LBp9/GM/degazMNJx/7YPYYdQQnHPSweB1hAUMqPMUb3vgRZSWV+G2K09HaVkljj3nFtxzwznal2heR+gM2+Td/b1yLf513q147v6rMLBvT9z35JtY9MdyPHPfFfhh3iJce9fTeP6Bq5CbnSlC/H0iqozDsYfsafJVcXokEB0BCirR8bPU2SXyR3Df4y7D9x88CqfD/0vjEWfcgCvOPVa+NA211Fo42egJLJM/iuqP3Sev3BV9Z+zBkgR+/2slhgzsjdMv+T8cddAeLYLKJ1/NwTsffY3//d+l2rqqRGDZ/bAL8YN8dqSkuCy5Vk56ywTUflCCyshJp4QIKm9M+wq//b4Mt4hHI1tyEFjwxzLNM2X0NoO0BT//5qdY9OdyXH7OsbyOSI4tELLKL2f9rP2tUJ7Nqp139QPYQzxatx85iNcRSbYf1qwrxt8r1mLXcSO1lf+6aCkuvvERTH/jXtx83wvo0bUAZxw/RXvtq+9+1rxVnrv/yiSjxOUmGwEKKklk8Z9+W4Kb730e7z17a8uqL735MYzbfhiOnDIxiUhwqYE/gupXx/59emDJstUYMqA3rr/4pBa3TVJKHgKnXXxXiKDyxIvvo6SsAleLq26gKUHlhQevRt+tuiUPmCRdaWtB5alXPsTn4rFQ19CIcnHx3mXHkbjmwhOQmZGWpISSb9n/vuJe7Lnr9vKLdC9eRySf+UNWrMJ/ppx4FZ6+93LUyGNeRyTvhlA/ttzx8CtIS03Bdf85EaddcheOOXgS9tptjAZF/XB3yn/uxIy3709eSFx5UhCgoJIUZvYv8ru5C/DAk2/j9SduaFn1NXc8hcHyq8NJR+6TRCS4VEVg6fI1eOGtz3DcoZPRX9x2H3thGr6SX6GCBTeSSg4CrQUVlUdDxT9f+u+jWwDsdcylePCW8zFsUN/kgJLEq2wtqHz+9VzMl18hTzl6P827UQnx/Xp300QVtsQn8Ohz72Her3/iybsvww8/LeR1ROKbvMMV1ouoetH1D2HUsIE45+RDeB2RxHvh/x57Dc+9/onmxfbwbRciLzcLx597K8464UDsttO2Gpl/xJvlkFOvxZyPHk9iUlx6MhCgoJIMVm5e488LluDaO5/Ghy/e0bLqC657UNz2RtFDJYn2QUdLVV+gx+xzppZTp1uXfBJJIgKtBZX/vfQ+1q4vwQ2XnNxCYecp5+C1x2+gh0oS7IvWgkrrJasv19fe+RQ+fpnhgom8HXw+H/770MtYsXq9lj8nIz0VvI5IZItvfm0qt9a5V92HHUcPw/mnHtbuwbyOSK79UVffiNenfompn36Ld56+BWdcdjcO2283LW+Kan8sXYWzLr+HHirJtS2ScrUUVJLI7Cob9+SjLsGsaQ9r7nmqHXDClVpc/PYjBycRCS5VEVCJSCsqa7B1/14aEBUvv8O+Z2LmOw+0JKMkqeQg0FpQUQkpX37ncy2xXGCv7Hvc5VoOleCqUMlBJ/lW2VpQWbriH2RnZqBrUZ4GY/bPi3HbAy9h2nO3JR+cJFrxXY+8ivXFZbhDKnwFEtfzOiKJNkDQUhukKqD6O7HvHjviX4fv1fIKryOSbz+oXFvlldXYafvh2uK9Xh+2nXwqvnrrfjwhCc3zcrJw7imHaq+phOZvfzhTCw9jI4FEJkBBJZGt287aVHyjytSvEkZ9OmMOHnjqbfmV8c6WJLVJhiOpl6tCwJTH0osPXYPuXQrw2PNT8e2Pv+G1x65Pai7JuPjWgkpNbb2WePLOa8/C2G2HajHS1bV1WulktsSS1MIjAAAMfElEQVQn0FpQUSFgKiHp/TefB3Fa0BIQqgSVF591VOLDSNIV/vjL75po9tZTN7W5PuB1RPJtChX2tVEqA94gedaCG68jkm8vfDvnN1wnlXxUTrXePbvivU++xb1PvCFeKA/gl4VLcPktj2uvZWam48xL79bysx1+wG7JB4orTioCFFSSytzQ3PivuO0JLJQSZ+qDUJXAGzGkX5JR4HIDBJ597WO8+PZnqBe3zZHDBmhJaQNZ/Ekp8QmoKl9/SS4dt9sDh90Om90mosmZUu1nR8mVsAg33fO8eDKVYYwSVa4+U4uRZktMAuUV1Zh4xEXa4pS3WsATafrr90jZ3HTcItUbZnz/i/bletIu22vVXtLT/J6ObIlH4Krbn8QH07+Do7kioFrh1v164a0nb+J1ROKZe4srmnzUxfK3oEL7GxFoKvnolecdB15HbBFfwh3wzGsf4ZV3pssPLfXo06srrjr/+JCKYE+9/AGa5LrikH130SqJ2myb9k3CweCCSEAIUFDhNiABEiABEiABEiABEiABEiABEiABEiCBCAlQUIkQGA8nARIgARIgARIgARIgARIgARIgARIgAQoq3AMkQAIkQAIkQAIkQAIkQAIkQAIkQAIkECEBCioRAuPhJEACJEACJEACJEACJEACJEACJEACJEBBhXuABEiABEiABEiABEiABEiABEiABEiABCIkQEElQmA8nARIgARIgARIgARIgARIgARIgARIgAQoqHAPkAAJkAAJkAAJkAAJkAAJkAAJkAAJkECEBCioRAiMh5MACZAACZAACZAACZAACZAACZAACZAABRXuARIgARIgARIgARIgARIgARIgARIgARKIkAAFlQiB8XASIAESIAESIAESIAESIAESIAESIAESoKDCPUACJEACJEACJEACJEACJEACJEACJEACERKgoBIhMB5OAiRAAiRAAiRAAiRAAiRAAiRAAiRAAhRUuAdIgARIgARIgARIgARIgARIgARIgARIIEICFFQiBMbDSYAESIAESIAESIAESIAESIAESIAESICCCvcACZAACZAACZAACZAACZAACZAACZAACURIgIJKhMB4OAmQAAmQAAmQAAmQAAmQAAmQAAmQAAlQUOEeIAESIAESIAESIAESIAESIAESIAESIIEICVBQiRAYDycBEiABEiABEiABEiABEiABEiABEiABCircAyRAAiRAAiRAAm0IHHbadTj8gN1x/GGTSYcESIAESIAESIAESKAdAhRUuC1IgARIgARIwMQEKqtrscvB5+H+m8/HpAmjW2b61gczccPdz+KTV+5C755dW56/7YEXseCP5Xj10euiWhUFlajw8WQSIAESIAESIIEkIEBBJQmMzCWSAAmQAAlYm8AJ59+GIQP74NqLTmhZyMU3PopvZs/HZecci6MOnNjy/AEnXIkDJu+Mc046OKpFU1CJCh9PJgESIAESIAESSAICFFSSwMhcIgmQAAmQgLUJ/O+l9/Hux9/i45fv1Bbi9fqwyyHnYf9JO6GkrAL33XSe9vy6jaXY88iL8drjN2Dk0P6Y/fNi3PXIq1i2ci26dcnHkSK8nHzUfrDbbdrxL78zHc++/jHKK6rQd6vuuPD0w7HbTttqrwULKm6PB2ddfg9yszNxzw3nwGbzn89GAiRAAiRAAiRAAslMgIJKMlufaycBEiABErAEgcVLVuCIM27AZ6/djV7diySkZ5kmcDx9z+U49T934tupD2siyTsffY17n3gTX7/7IMpEJNn3uMtx46UnY5+JY7Fi1TrtnHNPORSH7rcrvv5hPq676xk8+t//YMjWvcXb5Vcor5epz96KPr26hQgqt9z3Av5YugpP33s5UlNclmDGSZIACZAACZAACZCA0QQoqBhNmP2TAAmQAAmQQJQEfD4fJh5+kSaGqPCeJ1/+AEpkUd4iux5yAR6/62JsM6Q/LrvlMRFW7LjzmrPwzGsfYeb38/H8A1e1jP7UKx9qwol67t9X3Kt5sag+A00JLqOGDdCeC3ioAD7Nk+WVR65DXm5WlCvh6SRAAiRAAiRAAiSQOAQoqCSOLbkSEiABEiCBBCZw9X+fRF19gxbeo7xS9p00ThNXlFfJsEF9cPpxB2C3Qy/AFecehyl77Ywb734Ob34wow2RHt0KMf31e7D/v67AitXr27x+8D4TcPtVZ2iCSs9uRZj5wy948NYLsMf4TQlxExgzl0YCJEACJEACJEACYROgoBI2Kh5IAiRAAiRAAvEj8PGXs6FCb7548z7sfOA5eP/527XqPm+8PwOfzpiDy84+RgsL+ua9B5Gfm42b7n0exSXleOi2C9ud9JQTr9IEmROP3Kfd15Wgsm5DKXbYdghW/7MBbzxxI1wuZ/wAcGQSIAESIAESIAESMBkBCiomMwinQwIkQAIkQALtEaioqtHKJ1974Ql4+tWPtHwqqq1cs0G8Sa7Feacchk++mq0lpFXtudc/wWtTv9TKKgdacWkFsrMytDwo51x1HwrycnDrFae1vL52fYkkry3Q8rEoQUXlWlGJbA8//Xrsucv2uPiso2gcEiABEiABEiABEiCBZgIUVLgVSIAESIAESMAiBI4/91aUlldhx9FDcdOlp7TMevLRlyBFvEcO2HOnlpwoJWWV2OfYS3HWCQdpXihKTLng2gex125j8O8TD9KS0v7nhkdw/83nY/yYEfhl4V+ayPLYHf/B9iMHhySl/W3x31Clm5+57wrtNTYSIAESIAESIAESIAGAggp3AQmQAAmQAAlYhMDjL0zDQ8+8oyWj3XePHVtmfe2dT0tZ5W/wyqPXYdvhA1ue/2HeIvzfY69h6Yp/tJLHB+49HhedcQScDod2zEtvf47n3vhEE1t6Sm6VM/91IA7ZdxftteCyyerfDzz1Nj6c/j3efeZWZGakWYQYp0kCJEACJEACJEACxhGgoGIcW/ZMAiRAAiRAAiRAAiRAAiRAAiRAAiSQoAQoqCSoYbksEiABEiABEiABEiABEiABEiABEiAB4whQUDGOLXsmARIgARIgARIgARIgARIgARIgARJIUAIUVBLUsFwWCZAACZAACZAACZAACZAACZAACZCAcQQoqBjHlj2TAAmQAAmQAAmQAAmQAAmQAAmQAAkkKAEKKglqWC6LBEiABEiABEiABEiABEiABEiABEjAOAIUVIxjy55JgARIgARIgARIgARIgARIgARIgAQSlAAFlQQ1LJdFAiRAAiRAAiRAAiRAAiRAAiRAAiRgHAEKKsaxZc8kQAIkQAIkQAIkQAIkQAIkQAIkQAIJSoCCSoIalssiARIgARIgARIgARIgARIgARIgARIwjgAFFePYsmcSIAESIAESIAESIAESIAESIAESIIEEJUBBJUENy2WRAAmQAAmQAAmQAAmQAAmQAAmQAAkYR4CCinFs2TMJkAAJkAAJkAAJkAAJkAAJkAAJkECCEqCgkqCG5bJIgARIgARIgARIgARIgARIgARIgASMI0BBxTi27JkESIAESIAESIAESIAESOD/27FjGgAAAIRh/l2jgmepARLKBwECBAhEBRwq0WHVIkCAAAECBAgQIECAAAECBH4CDpWfrWQCBAgQIECAAAECBAgQIEAgKuBQiQ6rFgECBAgQIECAAAECBAgQIPATcKj8bCUTIECAAAECBAgQIECAAAECUQGHSnRYtQgQIECAAAECBAgQIECAAIGfgEPlZyuZAAECBAgQIECAAAECBAgQiAo4VKLDqkWAAAECBAgQIECAAAECBAj8BBwqP1vJBAgQIECAAAECBAgQIECAQFTAoRIdVi0CBAgQIECAAAECBAgQIEDgJ+BQ+dlKJkCAAAECBAgQIECAAAECBKICDpXosGoRIECAAAECBAgQIECAAAECPwGHys9WMgECBAgQIECAAAECBAgQIBAVcKhEh1WLAAECBAgQIECAAAECBAgQ+Ak4VH62kgkQIECAAAECBAgQIECAAIGogEMlOqxaBAgQIECAAAECBAgQIECAwE/AofKzlUyAAAECBAgQIECAAAECBAhEBRwq0WHVIkCAAAECBAgQIECAAAECBH4CDpWfrWQCBAgQIECAAAECBAgQIEAgKuBQiQ6rFgECBAgQIECAAAECBAgQIPATcKj8bCUTIECAAAECBAgQIECAAAECUQGHSnRYtQgQIECAAAECBAgQIECAAIGfgEPlZyuZAAECBAgQIECAAAECBAgQiAo4VKLDqkWAAAECBAgQIECAAAECBAj8BAZiyfJ4YvVDLAAAAABJRU5ErkJggg=="
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('checklists_filled', 'Cumulative average # of Checklists Filled')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}