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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": 2,
"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",
" \n",
" for category in df['category'].unique():\n",
" cat_df = df[df['category'] == category]\n",
" num_users = len(cat_df)\n",
" \n",
" cat_df = cat_df.copy()\n",
" cat_df['end_week'] = (cat_df['lifespan'] / 7).apply(np.floor).astype(int)\n",
" \n",
" cumulative_per_week = [0.0] * max_weeks\n",
" \n",
" for idx, row in cat_df.iterrows():\n",
" end_week = row['end_week']\n",
" \n",
" # Parse this user's weekly counts\n",
" user_weekly = [0] * max_weeks\n",
" value = row[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",
" user_weekly[week_num] = count\n",
" except (json.JSONDecodeError, ValueError):\n",
" pass\n",
" \n",
" # Calculate this user's cumulative usage\n",
" user_cumulative = np.cumsum(user_weekly)\n",
" \n",
" # Extend their final value to the end of the range\n",
" last_value = user_cumulative[min(end_week, max_weeks - 1)]\n",
" for week in range(max_weeks):\n",
" if week <= end_week:\n",
" cumulative_per_week[week] += user_cumulative[week]\n",
" else:\n",
" cumulative_per_week[week] += last_value\n",
" \n",
" # Calculate averages over all users\n",
" for week in range(max_weeks):\n",
" records.append({\n",
" 'category': user_category_labels[category],\n",
" 'week': week,\n",
" 'cumulative_avg': cumulative_per_week[week] / num_users if num_users > 0 else 0\n",
" })\n",
" \n",
" return records"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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": 4,
"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": 5,
"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,
"metadata": {},
"outputs": [
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"color": "#2a3f5f"
}
},
"ternary": {
"aaxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"baxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
},
"bgcolor": "#E5ECF6",
"caxis": {
"gridcolor": "white",
"linecolor": "white",
"ticks": ""
}
},
"title": {
"x": 0.05
},
"xaxis": {
"automargin": true,
"gridcolor": "white",
"linecolor": "white",
"ticks": "",
"title": {
"standoff": 15
},
"zerolinecolor": "white",
"zerolinewidth": 2
},
"yaxis": {
"automargin": true,
"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": 7,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=booking_forms_short_term
category=%{x}
value=%{y}",
"legendgroup": "booking_forms_short_term",
"marker": {
"color": "#636efa",
"pattern": {
"shape": ""
}
},
"name": "Booking Forms: During free trial",
"offsetgroup": "booking_forms_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=booking_forms_medium_term
category=%{x}
value=%{y}",
"legendgroup": "booking_forms_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Booking Forms: After trial, before 90 days",
"offsetgroup": "booking_forms_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
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],
"xaxis": "x",
"y": {
"bdata": "TDT8lqar1z+aRi++eUzZP6t8SsrsNM0/iEidXjQI2j8=",
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=booking_forms_long_term
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value=%{y}",
"legendgroup": "booking_forms_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
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}
},
"name": "Booking Forms: After 90 days, first 6 months",
"offsetgroup": "booking_forms_long_term",
"orientation": "v",
"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_x": {
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"error_y": {
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"marker": {
"line": {
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"width": 0.5
},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
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"marker": {
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},
"pattern": {
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"solidity": 0.2
}
},
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"linecolor": "white",
"minorgridcolor": "white",
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},
"type": "choropleth"
}
],
"contour": [
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"histogram": [
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}
},
"type": "histogram"
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"histogram2d": [
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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": 8,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": 9,
"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",
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],
"xaxis": "x",
"y": {
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"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=bookings_medium_term
category=%{x}
value=%{y}",
"legendgroup": "bookings_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
"name": "Bookings: After trial, before 90 days",
"offsetgroup": "bookings_medium_term",
"orientation": "v",
"showlegend": true,
"textposition": "auto",
"type": "bar",
"x": [
"fair-trial",
"long-termer",
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"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "+C1NV28IxD8NDMLYbcH0P0rO+Q6BEjQ/HMDrR6iY3z8=",
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=bookings_long_term
category=%{x}
value=%{y}",
"legendgroup": "bookings_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Bookings: After 90 days, first 6 months",
"offsetgroup": "bookings_long_term",
"orientation": "v",
"showlegend": true,
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"xaxis": "x",
"y": {
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},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
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"error_x": {
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"error_y": {
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},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
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},
"pattern": {
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}
},
"type": "barpolar"
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"histogram": [
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},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('bookings', 'Average # of Bookings Created')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"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",
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('bookings', 'Cumulative average # of Bookings Created')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": "VGfVuttpyz9GRwlWTJXSPxQwMhfXPtU/TfZIje841z+Gfqz5UMDYPxodJVgxVdo/GJmLa5862z+9wCmD15/bP627nbYR6ts/y0EcYws73D/ahFs5iGPcP9qEWzmIY9w/2oRbOYhj3D/ahFs5iGPcP9qEWzmIY9w/2oRbOYhj3D/ahFs5iGPcP9qEWzmIY9w/2oRbOYhj3D/ahFs5iGPcP9qEWzmIY9w/2oRbOYhj3D/ahFs5iGPcP9qEWzmIY9w/2oRbOYhj3D/ahFs5iGPcP9qEWzmIY9w/2oRbOYhj3D/ahFs5iGPcP9qEWzmIY9w/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#19d3f3",
"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": "v72MPa+Fxz8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/J8shkQX5yD8nyyGRBfnIPyfLIZEF+cg/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#FF6692",
"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": "bvNPPHnnxD/0IS/UXfnLP4uFLt+X5NE/bGXeXHiJ1T/zLGm/067ZP0Dx5J1T+tw/mpVWoCcS4D9yGm3m8FjhPx/aqQ74juI/LFEmBRGp4z8XaZwA9cXkP9W7ON4W0uU/MleV7Sb65j/ycOo6SbXnP+a17Mi6lOg/cN3bZY186T92tT2pGTLqPy1pv9Ou2eo/rirbTfSt6z/7wEmH6l3sP9bT0ay0Au0/RslG4d+v7T/1FvXo50PuPxboiQQc4+4/55Q+B1l07z8oEnCM+wbwP/84R5D/UPA/PMrH89uI8D/EzL7e6MTwP47aWC6Z8fA/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#B6E880",
"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": "qh1AKV2NxT8xwESb66PTP5Pjd7iGWNs/+meXjIKL4T9r40A8yjvlPx32P/Lg0Og/kDw4NJ4A7D/BIIzdFszvP1mJ/1qLyvE/kfQZGISx8z8JraBwn7j1P4HAspNk3fc/OP0hRL/6+T8xUkwisrf7P2nhde03xv0/ADd8vBz2/z/s2m+MSw8BQHcTEiPFJAJAYxKRvZ1bA0DehMRIMYkEQFqcbAkbmQVAtZUvLHLFBkChcJ+4vdQHQKzojrvSDAlA10fnn10yCkDTes2+VT0LQH/RVPNhNgxA+7GA9y5QDUB3AKV0NVYOQLLu76eJbQ9A",
"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,
"#d8576b"
],
[
0.6666666666666666,
"#ed7953"
],
[
0.7777777777777778,
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],
[
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"
],
[
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('bookings', 'Cumulative average # of Bookings 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=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": "jY4SrJgq+T9Sg55u1Gn7P7ygfvH42fQ/M0xbArFE+T8=",
"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": "Jhp+S9PVuz+23xiXHoriPwAAAAAAAAAAwWxapHEC1D8=",
"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": "AAAAAAAAAAAhw1nT6MX3PwAAAAAAAAAAAnbYEGMtyD8=",
"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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],
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],
[
0.5555555555555556,
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],
[
0.6666666666666666,
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],
[
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"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
[
0,
"#0d0887"
],
[
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],
[
0.2222222222222222,
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],
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[
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],
[
0.6666666666666666,
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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
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('employees', 'Average # of Employees 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=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": "jY4SrJgq+T9Sg55u1Gn7P7ygfvH42fQ/M0xbArFE+T8=",
"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": "L3DK4PXn+j+WeRXdcVcCQLygfvH42fQ/Y+dxa01F/j8=",
"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": "L3DK4PXn+j8mW8JGZjoOQLygfvH42fQ/EnvG5nylAEA=",
"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,
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('employees', 'Cumulative average # of Employees Created')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": "HkjLokLe9z+NjhKsmCr5P89swq0cxPk/C9rlgbQs+j+wYqoUkVj6P7fTNkJ9ifo/ZC6ufeqs+j/sz83oKMH6Pz4UMDIX1/o/bJ86q9bd+j/NhwJG5uL6P5kqRSSW5Po/L3DK4PXn+j8vcMrg9ef6Py9wyuD15/o/L3DK4PXn+j8vcMrg9ef6Py9wyuD15/o/L3DK4PXn+j8vcMrg9ef6Py9wyuD15/o/L3DK4PXn+j8vcMrg9ef6Py9wyuD15/o/L3DK4PXn+j8vcMrg9ef6Py9wyuD15/o/L3DK4PXn+j8vcMrg9ef6Py9wyuD15/o/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#19d3f3",
"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": "5s0+n1Gv9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/vKB+8fjZ9D+8oH7x+Nn0P7ygfvH42fQ/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#FF6692",
"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": "cQ0OA8nd9z8zTFsCsUT5P9wf5wjyH/o/9IqoAZmr+j/y/DYimE37P5QxqHVMxPs/3dtljXwZ/D8MjfDMBIX8P1vqF3b74/w/7wVMFVw9/T9ldeNKTqP9P05oYZRsFP4/+cleeq5N/j/vnNLnIIv+P75d1siXwf4/zyl9DrLo/j8rZ5rb/BP/P6+2JzVDRv8/ecTBhPNy/z+PQ9Jb1KP/P6APeaHuyv8/G/ky2Kfp/z/Y7Y9zBPn/PyzF2R3CEABAwqfGLCMZAEAhInV60SAAQOd8pTi7QwBA6y8PyoFNAEA6VO/ieFsAQCv+IK7BYQBA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#B6E880",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('employee', 'Cumulative average # of Employeess Created')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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": "az4UMDKXKkCmUCZIVRgyQPBJkYPyqxdAbSyXzHg4LUA=",
"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"
],
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IiF5NnYHK0qm9TZ+RFHYXrZKp2qS3nDRLBXc1VTKO/iArN+6yVSmOQKVq495y1/Sa0GoD102n0pz5/U8bqLg7jrBu2NGQVhvQ6n1oSKPVL9qgNrzN0R/ls/KF7NQQ102rW5av3ykH1k+0X3YnUKndeqAc+eWUrfZwZ6vWpI8NnhZO7BFsd7Vr13u8szJDA5U0pkeJ9sFxbI5AxVE9FLJCxd3nomPQqo/7reATMlDRMZz+7U8JMtOMtpopSmfMf+vUmFqmt4qu0hNWsKLjyVywjulLk0WGdPv/1LP7OWmgsnrzbtm5PNC5m7vviFbraKCiU6TyfZRFnjE9gXTMWtVzv0BFPQ58eyRUs+V7Zvz6viyZ0ttU65yXugGDZUy/lpLLTMNybI6KLgIVd95+9kEAAQQQQAABBBBAAAF/FXjiAxX9i79OoWhoGqTmyZEp2HPQD8ifNesrrepXkOomLNBN/8I+ctIi+xd2nZqw3kzf2WD6b2gT0u9+/FUq1O9u+4xon46Qm/ZmSWKmsjim/LgGKj//etpWULh+SNXjJ8xcISPM9RyBioYN/5hKFkevFMc19AOuhgr6dXfHEXJ8GhZpL5DzFy/LC88nsN/WIEinZjxv+pLENX0/XJveuh6vFQoFc2WVvh2C9/Vo3mWUfG2a5W5b/G/vFHcCFUeo4ZiGE9YPx6zFG0y/kpSS9d037FSaI8dO2T4orpvuo8v5rjRVI9rs9UECFXefi1ZkHNUx3KfvS1iBiut4tYnx/BVbbZVMyPfAdT89z/6Dh+21tHFxyE2nWum7WbbYx7ZvSliBirvvyL9TxzIG69eiQYkGJvcLVBp10Gdy2vbPCWvTaittlKvn0WBIq5scm2P5cgIVf/1/C4wLAQQQQAABBBBAAAEE3BF44gMVDSwCpy4N1vvCFaZxx+G258PyoD72yxrA5CnXwvZI0d4m2lzT0fRUqzk+NB9ASxf5SDo2qxbMV6ekaHWEVh2EFag4PqSO6tNc8n74b7Cj0y3KmBWEtIpC+4NobxVtoqq9N7QviGOFF+2r4ehVooGKu+MI6wXQc2tDUMc9TTYr0OimK8/cb9Og54Sprlk3e5BzWolWIuQr38qs1JPG9tvQzZ1ARZuclqje0faMmTGqo3N1JMf1N2zXZZMDpcGnJe20F0e/jjWzBtrqIcem0410hRkNv6JFi+pRoLJ39ThbjeHuc3GsTKQ9ZF5O/pIdgvYfqdVqgG06q4GBBiHaj8RRSfOtaVh7yTQT1qk+rps+y49MiNHVTA8La9t74LDoSj/6ngw1lVKOfjCOffuPni0zTHNhx7LJYQUq7rwjer5MBepIZdPjpJ1L5ZE2bF68enuoQKVCiTzOCqWJs1ba5r4a+jjCOT2f9pWJFSuGDYLUR3uo1KhYWHTVI8c2wEwJ0qoYApX7/sjxTQQQQAABBBBAAAEEEPBzgSc6UNHpLYWrtLVNU3XaQVibY0WeWYGdzQo/r9pd6rcdYis5fjhy3Fn94DhWP9zrKiha1ZLLLE9785aZBmKqDuYu2yzzx3e3S+iGFahoFYgu26zX6N66hlw0/9aGt8leesE2FB3YpYGtoNG/6msoof1Y6lcvaZcI1g/Q2udDV5ZxXeUnonGEdb/6YVmnJjmmYGigpI1zM7392n1fVV31Rac7lSmaUz6rUNguBa0r5qwy026mjehoVjT693h3AhXdT5ep1uqW6KZ5bCXTHDf9a6nsakNf7D1kV+Up8HEWGdi5gZ1Sos+iZI2ONsjo0KSKnZ6lPT+0uW7zOuWcjX/dqVDRoEANtK+H9pDR5ardeS5Xrl6zqz2lMBUhLeuVs6v4jDVLMH9nntdSM71Fp/K07ztBtpomuRNM1YZW/GzYtl9Gm9BBw4psZnls3bR/iAZ12tPFtWojJL6uSDVk3Hzb46dcsVyS3IRtGvatWL/DhEBHpbV5/3RZZt3CClT06+68q44Vl7SHjgZc+i5fMislLVixxTahbVanrOkBE9cGZ0lNf5rOLT51LvGtPYi0QqZV/fK2MuuwaWar96ZLYTuaNutUtd1ffWeOqy5vmWWw9339o238fMyEiAQqfv7/HRgeAggggAACCCCAAAII3FfgiQ5Udu7/1vZw0LCimFniOKztmllC+OPSTW0TWp3ioJujN4cu8xqyl4l+366oYhqi6hSOWGZp3rfTpbZTihwNaMMKVPQ4neqg/VJOmmalWo1Sr5qpbDDXrdlygPz0y0lb9aJLM89fvkUmmAqAP021g05l0dWCFpjlibX6Ye7Yrs7biGgcYd2vhgIzRnWyK9Vo4KTTodbPGRyqF0ZYx+pSxRri/Gj6n0Q1lTja4LdxzU/k/cz/rpKkm7uBiu570jQtnbFwg3y+5xuzgtDfEsdMmdKVjLThb7H87wfrMaJVPENNwLD36x/khlnaV5cFrlw6n1T+JJ/z2u4EKhcuXZH6piGq3oOGQNofx93notOOhpieI1+apX+jRo0q75j3I8BM/9KllHXTlaO0suaiWWnos/KFrY2GTkvXfGH7kugxOu6qZfLb5xzRpteZtXijmVJ1xAZq2shXr/lpuULOAEvPEV6g4s67qks7ax+cb03DZQ1UPin8kTStXca+p7okdvECH0iPgJr2ndR+KxqADehU304T0uenoZaGbRqGJX7hORsS6bLSuoy0blqN1NMsDa5BmW52CpdpuKtNll2bP0dkwfcRQAABBBBAAAEEEEAAAX8TeKIDFX/Ddnc8WpHxrJky4TrVQ1eq0QBjQOf67p6G/RBAAAEEEEAAAQQQQAABBBBAIJIECFQiCfZBT/uTqZwoU7uLrRTQRrlaCaJ9T4LmrzVTa4Ivw/yg1+A4BBBAAAEEEEAAAQQQQAABBBDwToBAxTu/SDlap9aMn7HcrqKiqwuleSWZnR4UcpWiSLk4J0UAAQQQQAABBBBAAAEEEEAAgQgFCFQiJGIHBBBAAAEEEEAAAQQQQAABBBBAILgAgQpvBAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCo8A4ggAACCCCAAAIIIIAAAggggAACHgoQqHgIxu4IIIAAAggggAACCCCAAAIIIIAAgQrvAAIIIIAAAggggAACCCCAAAIIIOChAIGKh2DsjgACCCCAAAIIIIAAAggggAACCBCoePkOnPnrmpdn4HAEEEAAAQQQQAABBBCIbIFkieJE9iU4PwIIPGUCBCpePnACFS8BORwBBBBAAAEEEEAAgYcgQKDyEJC5BAJPmQCBipcPnEDFS0AORwABBBBAAAEEEEDgIQgQqDwEZC6BwFMmQKDi5QMnUPESkMMRQAABBBBAAAEEEHgIAgQqDwGZSyDwlAkQqHj5wAlUvATkcAQQQAABBBBAAAEEHoIAgcpDQOYSCDxlAgQqXj5wAhUvATkcAQQQQAABBBBAAIGHIECg8hCQuQQCT5kAgYqXD5xAxUtADkcAAQQQQAABBBBA4CEIEKg8BGQugcBTJkCg4uUDJ1DxEpDDEUAAAQQQQAABBBB4CAJPWqBSpnYXKVssl1Qtk/8h6P3/Eps+/0q6DJosO5cH+vy69+7dk+ZdR8nnew5J15bVpXSRnD6/BidEwJcCBCpeahKoeAnI4QgggAACCCCAAAIIPAQBXwYqPx8/I2OClsreAz/IpctX5cUXnpO8H2aSRp99IgmefSZS7ubnX0/Lb+f+kQ+zvm3P/+2Px+TF5xPKSy8+59PrZS/WUC5fuRbmOaNGjSLbl4yUYyd+k8wZXvPpdfVkPxw5LuXqdpMlU3pLqhQvScyYMXx+DU6IgC8FCFS81CRQ8RKQwxFAAAEEEEAAAQR8LrD12mkJvHDI5+d92Ccc+sJHkjJ6PJ9c1leBync//io1WvSTbJnelE/LFpQXnk8gv5w4K+OmL5Obt27Lggk9JE7smMHGfOfOXYkWLapX9zFi0iK5efOWtGlUyavzRHTwqbPn5O7du3a3IePmy/UbN6VT82r/HRZFXk6eOKJTPPD3d3/5vTRoP1S+3jAp1Dlu37kj0aNFe+BzcyACkSFAoOKlKoGKl4AcjgACCCCAAAIIIOBzgfmXj0rLP7/w+Xkf9gl3pyjnd4FKxfo95Jm4sWXy0LYSJUoUJ4lWqrTpNVaa1S5rQoeXRCs9+naoKwPHzJH61UpI9fKFZI+paBkYOMdUeJy1lSXlS+SWGhWKiFZ+3L17T4ZNWCArNuyUC5euSOqUSaRt48ryfub0MnrKEhk/c7lEjRLVVMMklI3zhojrlB8NPYaMmyebvzggV69dl/TpUpkQ5FNJ83JSO74K9btLiQI5ZO/Xh+XIL6fk9u3bEtCwkhTOk+2+j7Rjv4nmfDdkeM8mzv1cp/zo97IWqS9DuzeSKXPWyMkzf8g7b70qHZpWkZ7DpotW1SRO9Jw9PulLiew5Zi3eKFPnrZHzFy7JKymSSPM6ZeXj99+x03yadRlpQyMNpDo0rSazl2yU4vk/kMWrt0sqcy+jejeTQ4ePyYDRs+Xw0eMSO1YsyZczs3RqVs1Ws2zbdVD6jpwpdaoWkxkL1su5v85LpU/ySY733pJBY+fK2d//kqzvviEDuzRwhjPhjedhv+tc7/EUIFDx8rkRqHgJyOEIIIAAAggggAACPhcgUAlN6osKlbN//CW7w+UAACAASURBVC35K7SSyUPayvtZ0of73DTgyFKonp2e09F82E9sQpBr129K4SptpXtADSmUO6scP/mb1G87RBrXLG17hSxcuU1GTFooQSM6SPIkL9gwYdKsVbJt8QiJESO6NO00wgY1jgoV10Cl9/AZcvD7n2WECS4SJogvgVOXyMqNu2TdnEEmdIgplRr2lD//viATBwVIahNMzF6ySUZNXiQ7VwQGC4VC3lBEgcoNE35kLljX3s+Azg3kipkqVLBygCRJnEgmDW5jq3dqtx4g6dK+LO2bVJHtuw9Kl4FTZEy/lpLu1ZQmRPlGWnUfI8um9rb3tmv/d9KwwzBnhUqlBj3kogmqurWuIW+8+rI8Gy+u8W8tRfJll8Y1Sstf/1yQugGDpEKJPFKzUhFnKNPos1JSt2px2bn/W/P9wWZ82WRAp3py9foNKVS5jfRtX0fyfpQ5wvH4/AeTEz5xAgQqXj5SAhUvATkcAQQQQAABBBBAwOcCBCqRE6jsPXBYarbsb0MODQvC2xxBQx/zwf2Twh/Z3abMXW0rKKaZwMSxTZq9yoYK+jU9RqtLnjOBiG7nL1yWD0s1kRXT+9lKk/AClSql89nwRqsu8ufMYo/V8+Qo0VhG9GomuT54xwYqGd5IbatWdNNKEg13IroPdwMVDUj0OrrptTK+mcYGSbrpVKUffz5hQ5QG7YbacWiI5Ng0VNL99WuhAhVzrrSvJBN1dGx/n78k8UyFkKO/Sp8RM0S/NqRbIxuoNGg3RPatGSdx48S2phr4aIVMgY/fs6eo1qSPdapRsXCE4/H5DyYnfOIECFS8fKQEKl4CcjgCCCCAAAIIIICAzwUIVEKT+qJC5atDP8mnTfvK5gXD7tsM1vFBfsaoTs7mrd0HB8mClVtDDUynwugUngsXr8hwU6Gyz0zLuW4qKXTTiphFk3ra6ozwApWCud6T3GVbmCqPPvJq6uTO8+ct31JqVy5qVgEqYEMO3a9WpaL2+7+d+1vylW8l6+cOttUw4W3uBioLJ/aQN197xZ7ms+b95KNsGWyFiG7jpi+396RTpIpWayfHT/0e6nKlCn1op0eFFajkyZFJ6n9awnnM5h0HZKoJp9RGt4tmelR2089mVJ/mNlBp3SNQ9q4e59z/rdw1ZFZgZ3nXTEXSrXargXbaT4PqJSMcj89/MDnhEydAoOLlIyVQ8RKQwxFAAAEEEEAAAQR8LkCgEprUF4GK9uTQ8MK1IsP1Srdu35EY0aM5KyPmje8mb6dLbXfpMXSa/GmO1w/+YW3t+06wYcPIXk3lxUQJ7Uo72ofF3UBleVAfSZvq/4FKnnItpE6V4nZZZQ1UCuXKaqfF6ObrQMUxRj33/QKV4tU7mOk5uW0/mbC2sAIV13Fr75lPanaWnm1r2Z4w2ntmgOlJc8pU3DgClYCeY2TPqrHO02ugMntMF3knfVr7NddAJaLx+PwHkxM+cQIEKl4+UgIVLwE5HAEEEEAAAQQQQMDnAgQqoUl9EajoWXXKiK44M2t052Ar91y5el0qmp4fLeuWl4+yZ7BTTVwDlaB5a2Xuss2ydvZA5+C0r0l80xcklmmoqr09tKqjXPFc9vu7v/refviPKFDRKT/aGLZ/p/rOKT/aIPejUk1ldN8WktOMxV8ClUamP8rzCZ+V3u1qOw20UexLLz5vw5GIApXl63fYxr1bFg53Hl+9WV9JEP+ZBwpUIhqPz38wOeETJ0Cg4uUjJVDxEpDDEUAAAQQQQAABBHwuQKASeYHKT2aVnE+b9pG3Xk8ltcyUmqSJn5efj5+VMUFLbTAyfVRHe/GQgcpf/1w0oUmAmb5S0lZoaJjSrPNI29tDp59oZYdO/+nbvq5ZBeiMWZVmng0YRvVpZlfBCeg5Vm6ZZZl7tqklz8aPK2XrdJWyxXLZCpT+ZtUbnY400qyCE/+ZuDJk/HzZvutrWTNroG1o6y+Bijalbdkt0PQ0aWpX3vn6u6OiocbY/i3N1KjXIwxUtIeNNqFdPLmnpEyWWMZMWyZf7D1kVuyJKnPHdbNTfjypUIloPD7/weSET5wAgYqXj5RAxUtADkcAAQQQQAABBBDwuQCBSuQFKnrmE6d/tx/mNfDQJY41VCmSN7upMClhl/x19FBxrVDR43Z/+b1dvvfn42dsVUWJgjmkRd1ydglfXQ64k1mm+Owff9l+JL3b1ZHxM5bLxs+/NIFDKzMFSJdlHmdX7dGeK1oN4whUdPliXS5Y941qlnLWpYs7NqtqQwfd/CVQ0bHMXLRBguavtYFSMhMg1TNLSjsa90ZUoaLH63LMq8wKRnHjxLL9YbRfS61WA+S9d9JJ+eJ5PApUIhqPz38wOeETJ0Cg4uUjJVDxEpDDEUAAAQQQQAABBHwuQKASuYGKzx8YJ0QAgcdSgEDFy8dGoOIlIIcjgAACCCCAAAII+FyAQIVAxecvFSdEAIFQAgQqXr4UBCpeAnI4AggggAACCCCAgM8FCFQIVHz+UnFCBBAgUPH1O0Cg4mtRzocAAggggAACCCDgrQCBCoGKt+8QxyOAQMQCVKhEbHTfPQhUvATkcAQQQAABBBBAAAGfCxCoEKj4/KXihAggEEqAQMXLl4JAxUtADkcAAQQQQAABBBDwuQCBCoGKz18qTogAAgQqvn4HCFR8Lcr5EEAAAQQQQAABBLwVIFAhUPH2HeJ4BBCIWIAKlYiN7rsHgYqXgByOAAIIIIAAAggg4HMBAhUCFZ+/VJwQAQRCCRCoePlSEKh4CcjhCCCAAAIIIIAAAj4XIFB59IHKzVt35fTvt+XO7ShuPd+o0e5JiiTRJWaMqG7tz04IIPDoBQhUvHwGBCpeAnI4AggggAACCCCAgM8FCFT8I1AZNOq2HDvuXqCS6pV70rYpgYrPfxg4IQKRKECg4iUugYqXgByOAAIIIIAAAggg4HMBApWnL1C5d++eTJu/Tuav2CJnfvtTnksYXwp8nFVa1C0ncePEeuB3bMmaz6V0kZyP5Pjbd+7IO/lqS4wY0e3148SKKe++/Zo0+qyUZHgzjcdjeq9wPVk5o78kefF5j48NecCNm7eketO+cvLsH7I8qK+88HwCr8/pegK997Wb90rxAh+EOu+3Px6TgB5jZe3sgfe9ZvZiDWVZUB+f3K9Pb+4JOhmBipcPk0DFS0AORwABBBBAAAEEEPC5AIHK0xeoDB43TzZs2y89AmpKxvRp5Ldz/8jAwNly6/YdmTyk7QO9YxrS5CrTXLYvGflIjncEKpsWDLWhwLm/zsuKDTtl7LTlMn5ga8mc4TW3xnX37j2JGjWK/PXPRXkuQXz7395uP/1ySmq3GiBbF42QaNH+P03rzp27wf79oNf54chxGTZhgUwYFBDsFHr+e+Z/Ll2+au/lfhuByoPqu38cgYr7VmHuSaDiJSCHI4AAAggggAACCPhcgEDl6QpUNCjIV76lzAzsLG+nS+28+StXr8tKE0CUKZZLokWNKqOmLJZ1W/fa72d4I410aVld4j0TR94v3kha1Ssv67fvl1NnzkmZojmlXrUS0rTzSNn8xVeSNlVyG2D8+fcF6Tl0mly8dEVixYwhnVp8KtkzvWnPt96EOSMmLZSr165LNvO1Xm1qSeueY4Mdv3bzHltBowGHVnT071RPUiZLLK17jJHXUqeQBtVLBntwIQMVxzfHBC2VXV9+JzNGdZKJs1baipxurWvYb7v+O2uRBuY+isvkOatl84Jh8nHpprZC5fyFy9Kx30TJ9cG78uU3P5qg5oJ0al5NPsqWQbTypMuAyfLVt0fkZTO2LBlfl9Pm/H071HWO7aIJMyrU6y6//fGXvJwiibRvXFk00NJ7+P3PfyRoeHvZtuugDURu3b5t7vFF6dW2tryYKKE9x/gZK2T5+h0SJUoUeT9zemlnjndU4ej39bmV/KyjXLx8RTK+mVZaN6ggnc2YHOcPaFjRWaGiodeAwDnW+a7572zvviE929aS6NGiCYGKz3+1hjohgYqXxgQqXgJyOAIIIIAAAggggIDPBQhUQpMmSxTH5873O6E2pX1YPVQ27zgg/UbNkg1zB4c7pNWb9phgYZUNIeLEjinteo+Xl0zVh35Yz1GysVQokcdOD/rdVLYUqhwgu1aOles3bkieci3l6w2T7HnL1e0mn5YrKKUKfSirNu0WDTZWmYDijz/PS5naXWTe+G62kqRp5xGSyUzNKVc8l/P4fy5ckqJV28nG+UPlmbixRacSXb9xUyp/kk90Cku8uHEkVcokwcYfXqDy8/Ez8knNTvLVuokSNH9tuIFKjhKNpbQJhwIaVLThhWPKj1Z36HjH9GslObNnELWZtXiDzDKB1Lxlm2Xlxt0ydXg7+fufS1KlUU/54L23TSBSK9jYDh89IS26jrbTbrRaRffT0KRI3uw2eCpevYOx7mhDkKB5a01A85OM7NXMBh/DJy6014obJ7a06DbahlLVyhYIdv51W/fJolXbbIVKyPO7TvnZsvOADBu/QBZM7CFad1OxQQ+pW7WEFM2XnUDlIfzEE6h4iUyg4iUghyOAAAIIIIAAAgj4XIBA5ekKVJat2yFzlm6SuWO7hvsuteszXt5I+7LUrFTE7vPF3kO2gmLRpJ42UNFpQW++9or93gemYkU/oGvw4RqoaAASI3p0O6VFp9/kr9BaDm6aLEvXfiEbt38po/s2t8dfu37TVMREkSumWsVxvB6bu2wLaWlCm0K5s0nCBPEifO/DC1Q0ENGqmp0rAmX+8n97xoRVoaL3NbZ/K3knfVp7LddApWrj3rJ39Tj79R9/PimNOwyzYU+Aqap5961XnQFHjyFBcttMs7lfoHLk2CmpWL+H7F87wU4n0uex2gROWtWjm1bt6HgPrJ8k3QZPtcFRnSrF7Pe0kmXqvDW2qsV1cw1UQp7fNVDRCpVr12/YcEa37oODJFmSRLbCiAqVCF8xr3cgUPGSkEDFS0AORwABBBBAAAEEEPC5AIFKaNInuUJl++6D9oP6loXDw32X6gYMtlULjgazhw4fk2amkkSP0eBBw5iXk79kj3f8O368uMECFa3kmLN0o+3Lor08Dh89Loc2T5Upc1fLkV9OS7+O/58Wo+fRqhTXQEb7guiUnJ37v5O30qWy/V5SJH0x3DGHW6Hy62kpa6plDqyfKJNmr7pvoDJnTFd5JcW/9+UaqNRrM9jppYGF4991AgZJqYIfSomCOewxE2aukJNmGlREgYr6bl30r//UuWskMGiJCY3+3+Pk8pVrsnJ6P+kycIoc/P6oMwC5e/euJHougSyY0D2YQ8hAxfX8roHK3+cvyeCxc+UXU7VjynCsRZXS+e30KQIVn/9qDXVCAhUvjQlUvATkcAQQQAABBBBAAAGfCxCohCZ9kgMV7emRs1RTmTi4jelf8obz5rUfSH8zFahNo8rSY2iQvJ4mpdSuXNR+//M935ieJ4tkoalEcSdQ0alAhau2tfunfSWZaXr7txSo2NoGKlqhsnbLHhk34N+KjAumx8rVazckdqwYwQIVx8A0kNHpQj/9clIC+7YI9/0PL1DRKTN67Jh+LW2Yc+LUH9I9oIY9j37vwsXLtmIl5H25E6i0NFNwsr77pgkl8tnz9TA9Y26b8UYUqLgGNCvW7zQ9ZfbJqD7/Vuy4bhqovJY6uVQvX+i+P/chAxXX87sGKlqRcvPWLTvdSCuH9PzJk7xAoOLz36phn5BAxUtoAhUvATkcAQQQQAABBBBAwOcCBCqhSZ/kQEXvVhvOLly5zVZ9ZDWNSXVKTv/Rs0zz2JgyoldTE3jstdUhM0d3tg1lW/cIlDQmGGlaq0y4gYquIqOhxJ5V40xj1nNSo0V/2WKau0YzDU+HTVxgKzG+XDfBBBhXpGSNjjLb9AVJlTKpmTYzRtK/nkoqlcrrPF6rQLSHy6AuDe31dVqMjmls/5Zu91DRqTPae0WDoOkjO8obr75s+p3skrlLN5v76mR7slRp1MtO8XnQQEUDmh37vpWJg9pYQ+1JkjN7Ro8CFe2h8knNzrZPilbHaDXQCtOEtmOzaqL9bsZOW2an+OiUqvkrtpppVNFCLU2tvVYmmuobNT1qKnLCC1S0j4tOUapRsbCpGDphqo5GSuE82aRV/QpUqPj8N2voExKoeIlMoOIlIIcjgAACCCCAAAII+FyAQOXpC1T0jmcvMX1UTC+Vk2fPyfMmDNFpK41rfGJXkNGVdRyr/Ji2G/LeO+mkQ9OqZupJrHADFZ0CpFNgvv/pVxlvqk/0/PsOHpYE8Z8xVS+VJHDqUnPeuzY40HBEgw7bLyRLervKT0wTnDiOH2sawK41KwxtMJUbUc2KQ7riTc82Ne0KQhGt8uNYAUf7t+iS0C3NikSO1Yy0X0uTTsPtyj1JEycy50tmpxr1NNd/kAoV7c/Sptc4M4XplLyWJrmkM31nHOdzfatcm9K6Thly7ONY5UdDHg1OdBWhzBlet9/WaURa1aOVL9pPpXe7OpL4hX9XAHJsGspUMmHOHeOrjWnDC1QOmNWIOvSdaEOZDG+mkXwfZZFOAybZ6Vft+0yQZUF9bKNgtsgRIFDx0pVAxUtADkcAAQQQQAABBBDwuQCBytMZqPj8RXpKT6jhkzaX1S1w6hK5ZkIRXSmIDYGQAn4TqBT7NHhX4/AelaZ46+YM8psnSaDiN4+CgSCAAAIIIIAAAgj8J0Cg8ugDlTvmQ/mWHTc9eifzfBjTro7D9ugEdErOoDFzZfHkXnLv3l0zhai3NKlVWvLnzPLoBsWV/VbAbwIVne/n2P4+f9HOJcv7YWYz5yyxXabq2PGzsn3PQbO8VHFngyB/UCVQ8YenwBgQQAABBBBAAAEEXAUIVB59oMIb+XgK6OpFfUbOlK07D9ipSYVyZ7XVKVHMCjpsCIQU8JtAxXVgtVsPlBZ1y0uGN1IHG+8us7zWZNMkaJLpXu0vG4GKvzwJxoEAAggggAACCCDgECBQIVDhpwEBBCJfwC8DlcwF68rulWNsEyPXTRsE5SrTXL4y6437y0ag4i9PgnEggAACCCCAAAIIEKiE/w487FV+eBsRQODJF/DLQKVUzU52jlrtysVs12ndtFv0uOnLZeuug7LcdCr2l41AxV+eBONAAAEEEEAAAQQQIFAhUOGnAAEEHp6AXwYqXx06Ii27jbbLUyV8Np5pBnRPzl+8LHFix5JRfZpL9kxvPjyhCK5EoOI3j4KBIIAAAggggAACCPwnwJSf0K8CFSr8eCCAgK8F/DJQ0Zu8ZVbzOWCClT/+/Edu3rpl1il/TrJkfM1UrMT2tYFX5yNQ8YqPgxFAAAEEEEAAAQQiQYBAhUAlEl4rTokAAiEE/DZQuX3njnz1zRE5/ds5KV0kpx32lavX5Zm4BCq8xQgggAACCCCAAAII3E+AQOXRByo3b92Vy2fOSLRbN9x6We9EjynxkieXmDGiurU/OyGAwKMX8MtA5diJs9Kw/TD58+/zcu36Tflua5AJVv6UcnW6yviBrSVj+rSPXu6/EVCh4jePgoEggAACCCCAAAII/CdAoOIngUr3phL1yEG33su7r2eUeKbtAYGKW1zshIBfCPhloFInYJBkfDONNK5RWjLmq2UDFd1mLd4gqzftkVmBnf0CTwdBoOI3j4KBIIAAAggggAACCBCohPsOPOweKrZC5SEGKtp3ctr8dTJ/xRY5Y/4Y/VzC+FLg46zSom4550IfD/IDsmTN584ZA4/ieMc1qzTqJddv3JTFk3sFG0bPYdNl5Yad0r9jPdtzM/UrSSXJi88/yFDtMTpTYu3mvVK8wAehzvHtj8ckoMdYWTt74H3Pn71YQ1lmFlK53zimL1gnR46dll5ta3k0Vtf7zftRZo+OdWfndVv3yvCJi0xxwwXbu7Rfx7oSP15ce+jEWSvtO6ZGRfO9L52aVZNo0e5fUfWg9+nOWP1hH78MVD4o3ki2Lh4hscyyyW/lruEMVLSvygfFG8r+tRP8wc6OgUDFbx4FA0EAAQQQQAABBBD4T4AKldCvwpMeqAweN082bNsvPQJqmor+NPLbuX9kYOBs25ty8pC2D/SzoSFNrjLNZfuSkY/keMdFj5rgYUDgHIkdK4bUrlJM3n3rVed4cpRoLEEjOsjraVJIk44jpG614vKOmzMa7t69J1GjRgl2bz8cOS7DJiyQCYMCgn39zp27cs/8z6XLV+W5BPEfWaDier/uPBQdd0Shh+M8p86adhu1usiUYe3kjbQppcugKbaHadeW1WX3l99L54GTZZqxThD/GTujpGi+7FL5k3z3HQaBijtPycf76Euiid6LiRIGC1R+MVOBPm3aR3YsG+3jKz746QhUHtyOIxFAAAEEEEAAAQQiR4BA5ekKVP7656LkK99SZppK/rfTpXbevPag1OqNMsVySbSoUWXUlMWiFQi6ZXgjjXQxH5TjPRNH3jd/0G5Vr7ys375fTp05J2WK5pR61UpI084jZfMXX0naVMlt6wWtWug5dJpcvHTF/vG7U4tPnSuwrjdhzohJC+XqteuSzVQ29GpTS1r3HBvs+LWb99gKGg0yXng+gfTvVE9SJkssrXuMkddSp5AG1UuG+QMxaOxcedWMIaa55v6DP0q3Vp/Z/XR8W3YckFdSvGRDlNXm/C+98JwENKxoqnPek/EzVsjy9TskSpQo8n7m9NKucWWJESO6ZC3SwNxfcZk8Z7VsXjDMWcGjXiU/6ygXL18xMybSSusGFaTzgMl2bL+bxVL0vI4KFQ2bNORRn7vmv7O9+4b0NNUm0aNFE3crVA5+/7NcvnJNDh89YR0Gd2toq1p+PfmbdBs81XproNGxWVXJ9PZrwe63TcNKkizJC9JjSJD8ff6SfR7N65aVPDkyyfc//Rps3EHD28u2XQdtUHTr9m1zrRdNZUxt+3nbdVu69gtZu2WvjBvQyn5ZP39Xa9Jbdi4PFK2MSZr4ealbtbj93padB2y1ip7bdbtx85a59iS7wEySxIkk/euv2DYeWolz6PCxMN+f8vW6Sx0TlBXKndV57tFTlsjcsV1tiPP1t0flzt27ktkYqHHsWDEj5xfnA5zVLytU9KU4Zl6ixjU+kRot+suiST3lx59PyrjpyyXHe2/ZH3x/2QhU/OVJMA4EEEAAAQQQQAABhwCBSuh34UmuUNlsQoV+o2bJhrmDw/0h0NYJk+eskhmjOpmpMTGlXe/x8pL58K6hQY6SjaVCiTx2etDvprKlUOUA2bVyrJlic0PylGspX2+YZM9brm43+bRcQSlV6ENZtWm3jAlaKqtm9Dcrs56XMrW7yLzx3Wwg0LTzCBsAlCuey3n8PxcuSdGq7WTj/KF2oRGdSqRTeLTCQafSxIsbR1KlTBJq/FphUbRaO/uZMJoJK0pUby+rZw6w4YpuruFFyRqd7Ad3DVc06Bg+caFtF6GhRAvTn0ansFQrW0D0D/ilTWgU0KCiDVtct3Vb98miVdtshcpPv5ySKo162vChSN7sdpyOQEUDhWHjF8iCiT1Ez1CxQQ8TNpSwVRvuBioacM0d103SvpJMOvWfZCtJepogqqzpHVrpk7xSvnhuG0I07TTCPlsNgxznTmxWwS1Vo6M0+KyUFDPTb7SKp0rjXrJuziA599eFYOPWYKZ49Q7m2Xe04VDQvLXy1bc/ychezYLdu4ZP+p44ApWzv/8l+Su2Nu/CGGlp/CqVymuDKt2072nNlgNk66Lhwc4xd9lmWbVxl0w1Qcu1azfMOHrJu+Zd0OcS3vsTNN+M59D/x6MhloZkLyd/yQZwkwa3EZNZyRBThZUvZxbJnOE1v/ll75eBiv5g6cs1f/kWk3D+2xVbfwj0ATapVdqmb/6yEaj4y5NgHAgggAACCCCAAAIOAQKV0O/CkxyoLFu3Q+Ys3WT/oh/e1q7PeDON42WpWamI3eWLvYdsxYIGFRqo6LSgN197xX5PWzBoUKDBh2ugop/TYkSPbj/4n/vrvOSv0FoObposWtmwcfuXMrpvc3u8ViREM1NprphqFcfxemzusi2kpQltCuXOJgkTxHPrB3b77oOi9zekWyO7f4e+EyXPh5mkYK5/P9iHF6joh3INaLTyQTet0Jg6b42tqND7Hdu/VZhTg1wDlSPHTknF+j1sywmdGuQaqGiFyrXrN+znVN26Dw4yFSOJbGWPu4HKjn3f2sof3fS/teJlvKkOKfFZB9m7erxzOlKF+t1FK1KymioYx7lv3rxtgpcuZr9xzlCosgkv6pr7TZk8cbBxq99qE4A5rqVVRFqVdGD9vyGOY9PeO6VqdrZTftKZKVRDxs83fUw32tCkeZdRUv/TEvLx++/Y3XXfT2p1ttd33bTaSBeR+ax8Iftlfce0gkYDlfDeHw3kilRta6+jnh+XaWbfZX3H9HzdW9eU97Ok96scwHHPfhmoOAanL6mmaZoaakmY/vu2mQOoyVxkbGOnL5O5SzfLrVu3JUfWt006WNM+0BOn/5CO/SaKzqdLbsqqtMzIMW+PQCUyngTnRAABBBBAAAEEEPBGgEAltN6THKho6KBTRLYsDF4t4KpQN2CwrZ4oXSSn/bJWPjQzlSR6jAYM+gFWKwJ0c/xbm5G6BipavTBn6Ubbl0UrRw4fPS6HNk+VKXNXy5FfTtsGpq6bVqW4Hq+fp7Sx6c7938lb6VLZfi8pkr5431e9VfdA0fvT6hTd7piGqNnN9J3Avi3sv8MLVLTHx8HvjzoDj7tmykii5xLIggnd7f3NGdPVVkGE3EIGKurmqMJwDVQ0JBhspiL9cvyMmA+sNmCoUjq/nbbkbqDyw5ETTjNHJYqGUpUb9rTVQ45Ng5uuLT+zU2Ic5/7tj79NtcwYW/Hj2Bq0Gyr5TQXHO2+lFddxT527RgKDlpgQ6/+9X3Sq0crp/eznbNdNp/wETl1iusWIVDehiE7x2r92vDQxVTJlinxs3yHddAZJ/bZDQlWo6AIzWjHjeM/03Th24jcbqIT3/uj5arbsKeGF9gAAIABJREFULyULfminMQ0dN99WO+mmz0PDQn13CufJJu2bVLUVVv6y+WWgomVFG+cNCWV0/sJlk5h1km2mYa2vN53zN3LyIpkytJ2ZRxjbzk/LkjGdNDIlVNq35cOsGWwDpG27vpa+I2eaUipTchU9Gk1pff0gOB8CCCCAAAIIIICA1wIEKqEJn+RA5aJplJqzVFOZaKZGZMv0hvPmtZ9FfzMVqE2jytJjaJBp3JpSalcuar//+Z5vTM+TRbLQVKK4E6joVKDCpopA99cpKr+d+1sKmM9tGqj823tDp4r8W21xwfRY0ZkG2kTWNVBxDEwDGZ0u9NMvJ53BSFgvvd6XThPasnCY84/qusJMXjMNaenUPvK8WckovECly8ApZnpLchsKhNxC3q/r90MGKvXaDHYGVa6Bilak3Lx1y04H0ioPvZ7+8d2TQGXPgR+c979z/7emifBcGTewlZnK00n2rBob5u+BkBUqe1aNc1ayVDLTjuqbQEdDKtdxr1i/U9Zv2yej+vxbQeTupvfbttc4O8Wqz4gZkvDZeNK4Zml7uIYjOjVq8tDgDY9bdR9jig/SOt0HjZlretJclSbmuPDeHz3fwpXb7Bi1qijZSy9IjYqFgw1Tz9HanPvDbG9LjQrBv+fu/UTGfn4VqGiZ007zvzMXbbBz20JuJ8/+IXsPHJbdZg6Xrzd9WbQyRef66TbNLGOlzXzaml8+hau0sfPGtMGQbjr3SxsaackVFSq+fhKcDwEEEEAAAQQQQMBbAQKV0IJPcqCid6stE/RDqVZ96OcUnS7Rf/QsM00ipozo1dQ2G9XqkJmjO9upE617BEoaE4w0rVUm3EBFV7PR8EE/tJ/+7Zztb7nFNHHVapFhExeIVj58uW6CXLh4RUqafh6zTb+SVCmTSkDPMaYZaSrbssFxvE6f0R4ug7o0tNfXaSg6prH9W4bbQ0X7cez7+rBzuo/jqeq0H61w0c+MroGK9h5pUbe85MyeQbSvzNhpy+wUH526NH/FVvsHca2cuF+gor1XJs5eZe/l6K+ngwUTroFKi66j7awF/eCvTWWbmT/IawVFq/oVgo1Je81ow9qQDWB19ZsxZnyLzZQrrcroalbUiRkjhnQ2jX7186ZOzdJKD62E6Tdqpn2uOnvCcb/afFeDl3pmGk7x/B/YMdQyPU3WmCWd/zANdF0DFZ318YmZyqP9ZLQqR6thVph+KR3Nsseum+6nxQRThrW3K/lo35T33klnG9FqjxMNV6aP7CjPmEbG9UzlToWSeaRssY+DnUPva4OZ/qXThi5fuWp7qLz3zhsmYCkY7vujTWY1hNMpZHHjxLLVUklfSmRzgQsXL0sj01tVNw2tNMxzTFvz9vekL473q0DlZ/PCrtiwy/6g5f7g3VD3F9uU9pQokMM5b8sXAOGdQ8ul8uXMbB5YclvmtHRqb+euAaZbdfbMb9omQWf/vhaZw+DcCCCAAAIIIIAAAgh4LDDv0lFp+ecXHh/nbwfsSVFOUsZwr9dGRGNP+nyciHbx6fdv3rorl7s3lahHDrp13ruvZ5R45gNszBj/72nh1oEuO81eYvqomOkRJ83yt8+bMKREwRx2oQ9tmaAr6zhW+dEGn/pBuUPTqvYDbHgVKjoFSKdw6B+ax5vqEz3/voOH7YftNo0qmakhS81579oP6hqOaMWL7c9h+l3oKj/aONZx/Nh+rWStWWFog6lCiGpWHNKAQVss6ApC4a3yU8lMfalerpBzmonjVjd9/pWMm7HcTt9xDVQ0oAgyfVKa1ykrVcsUkAkzV9jqGW0boZUPvdvVkcQvJLxvoKKhglZ66Koy2pg2vAqVA98esf1cNKTJ8GYayfdRFulkVrfRaU/t+0ywq9Zqg9485VrI4K6NzOyH14M9Tm0M+4OZMnXx0lUb3CQzAYL2idEpOLrKT3ezUItO69H2FzUqFJKKJpzSzfV+tWmuLuiiU6s0lNBViHK897ZoeOU6bj3OscqP9jHRgKlT82qmuWvwMel+Wlgwxax+dNNUNxUxgY6uMOQoLNDvTTKhnFYYfVL4I1tkELKpr1Ymdeg7Qb7+7qhdFUinZ2m417dDXesV3vuj19Zlr/Ve9H3STf9bm/X+ZKYXRTHvTIY3UptnWNs5jcvTn4/I2N+vAhXHDeoSSdp8NqztK7P8UmR39dXysy+/+cmWzO3+6jsZMXGRcw6Xjkkf6utmXW5ttKO/jNgQQAABBBBAAAEEEPAngdGnvpVmf3zuT0N6oLF8k6aivJ3w/70kHugk/x0UYjEXb07l1rGPIlBxa2Ds9FAFdOnmInmzOfvTPNSLP2YX02lU6V5NaVd+elw2vwxUFE8TsVOmsY/+X8empUttzfJekTHlR6+hTW91ubHjp36XYT2a2LRWk0ftEK3LgTm2Zl1GmjKyjLZChSk/j8urzjgRQAABBBBAAIGnR4ApP6Gf9cOe8nPHVIRc2LjGo5cuQf4idnUctidHQHuNOBq5Pjl35fs70WWf67UdLMuD+pqepg+3msybu/HLQEUb8mjDGW0847ppqZGWrWmZT2RsA80yVb+b0KZ/p/q2dEs3LTPSuVw7lo+2ZVS6Ffu0ve1SrCVSBCqR8SQ4JwIIIIAAAggggIA3AgQqjz5Q8eb5cSwCT5PAULM8s07N6t66huT9KPNjdet+GaiUNutZa3CiyzKVq9vVdnDWBkA6H65js09NuVRinyNrs6M+I2bKwkk9nHPEHBep3XqgXfFHm/GsM/P+dG7gmlkD7H4EKj5/FJwQAQQQQAABBBBAwEsBAhUCFS9fIQ5HAAE3BPwyUMlUsK6d1qPdn/NXaOVcW1ub7vQePt12Fvb1pg1yVm7c6VzfXM//qmmQpMuCnf39L2nXZ7x89+OvkjJZYunTvo7tKq0bgYqvnwTnQwABBBBAAAEEEPBWgECFQMXbd4jjEUAgYgG/DFRylWlul7dK/XJSO71GA5REzz0rd+7clfeLN5R9a8ZHfGcPaQ8ClYcEzWUQQAABBBBAAAEE3BYgUCFQcftlYUcEEHhgAb8MVAaPmyfLzByq5dP6yvCJC0UrU0qaKUC69NIPR06YRjV9HviGfX0ggYqvRTkfAggggAACCCCAgLcCBCoEKt6+QxyPAAIRC/hloKJrpC9evd32Ublm1rHuN3qWfP3tUUli1rFu26iyc7pNxLcX+XsQqES+MVdAAAEEEEAAAQQQ8EyAQIVAxbM3hr0RQOBBBPwyUHmQG3lUxxCoPCp5rosAAggggAACCCAQngCByqMPVG7euis/Xj4vN+WOWy9qzHvRJF38hBIzRlS39mcnBBB49AJ+GahohcqydV/YpZNO//anbJw3RK7fuCnT5q+T2lWKhlqF51EyEqg8Sn2ujQACCCCAAAIIIBCWAIGKfwQqeX5aJjuv/+bWS/pB7CSy9fVSBCpuabETAv4h4JeByqTZq2Tu0k1SsVRe20Plu61B8uffF6Rem8HyYdYM0rpBBf/QM6MgUPGbR8FAEEAAAQQQQAABBP4TIFB5+gKVe/fu2T9Az1+xRc6YP0o/lzC+FPg4q7SoW07ixon1wD8bS9Z8LqWL5HxkxzsuXKVRL/tH9sWTewUbS89h02Xlhp3Sv2M9iRM7lqR+JakkefH5Bx6vOo6YtMj+cf+GuV6FknmkZb3y9nwnTv8hHftNNH09j0vyJC9Iz7a15N23Xo3wWtmLNZRlpg+oN+OK8CIuOyxbt0P6jJghlczn6ecSxJdfTpyVXmas7m679n8XrqOugNu+7wSzAu4xuwJu73b/XwHX3fN7u5/r+GYt3ijffP+zDOhc39vTPtDxfhmoFK7SVgL7Npe0Ztnit3LXsIGKbifP/CHVmvSRbYtHPNDNRsZBBCqRoco5EUAAAQQQQAABBLwRIFAJrZcsURxvSD0+Vqf8PMwKFV3YY8O2/dIjoKZkTJ9Gfjv3jwwMnC23bt+RyUPaejx+PUDDBV2BdfuSkY/keMdFjx47LQMC50jsWDHMjIViwUKMHCUaS9CIDvJ6mhTSpOMIqVutuLyTPq1b49WZEVGjRgm274r1O2XCzBUy1aw6GzVqVKnZsr80rF5KCufJJp827WP/wK9j2Lbra+k7cqasmzNYYkSPdt/rPexApXmXUZIt0xtStUwBuXbdTDq7c0fiPfP/9z+s+3a9gfs5Vm/WV/LkyCTVyhWURau2yYFvj8iATg83zHAdH4FKGK9epoJ1zdLI4+zUHtdARRPJD8wPzIH1E936AXkYOxGoPAxlroEAAggggAAC/i5w7k+Rn39+/Hs/vJX+rsSP7+/aEY+PQOXpClT++uei5CvfUmYGdpa306V23vyVq9dt9UaZYrkkmgkHRk1ZLOu27rXfz/BGGunSsrr9oP1+8UbSylRhrN++X06dOSdliuaUetVKSNPOI2XzF1/ZP3SPH9jazhroOXSaXLx0RWLFjCGdWnwq2TO9ac+33oQ5IyYtlKvXrpsP829Krza1pHXPscGOX7t5j62g0Q/0LzyfQPp3qmerHFr3GCOvpU4hDaqXDPPlHjR2rrxqxhDTXHP/wR+lW6vP7H46vi07DsgrKV6yIcpqc/6XXnhOAhpWNNU578n4GStk+fodEiVKFHk/c3pp17iyxIgRXbIWaWDur7hMnrNaNi8YFqyCp1P/SeZ+k0mtSkXtNeYt2yy7vvzeWhWu0kZ2rRzjbEFRrm43e86s774RbNxf7D1kK0Q0kCle4ANbObR0am9boaLVI+NnLJfbJuhK+lIiY1DfXj9P2Rayfu5g66LbQBMg3TWB1qcmuGjfZ4KxP2+CkbtSvkRuqVu1eLi/BDQMmjhrlcSPF0fKFPlYnokb21mhEvK+9d5CPo91W/fJ6KlLgjk6LqYFDhqobJo/LFQQ5Tqgw0dP2EqenNkz2uel70tX88ymL1gnx0/9br3UUzd9HwODlhmP2/beu5tAMM3LSWXGwvXy488n5ebNW3LCXFfvfUTPJvYZu47vjz/P21Dn7t278uU3P9lzjOrdTJKZCqKpc9eE+b5F/BvU/T38skKlbJ2u9iXRFNARqGg6OnHWSvuDunBiD/fvMJL3JFCJZGBOjwACCCCAAAKPhcCBr6PIkuX3/yvt43AjrZrdloQJH4eR3n+MBCqhfZ7kCpXNJlToN2qWbDAfyMPbVm/aYwKEVTJjVCczNSamtOs9Xl4yH/C1nUKOko2lQok8dnrQ76aypVDlABMcjDVTbG5InnIt5esNk+xpNUDQD/ilCn0oqzbtljFBS2XVjP6iH2rL1O4i88Z3s6FB084jJNPbr0m54rmcx/9z4ZIUrdpONs4faj/k61Qi/YN55U/yybdm+ki8uHEkVcokoYavH6SLVmsniyb1lGjmD+4lqreX1TMH2HBFN9fqj5I1OtmpLRquaBCk7SNmmZApbpzY0qLbaBv+VCtbQLSqpbQJjQIaVLRhi+vWecBkSWOmDTkCFQ1Aps1fK51bVLdhkgYjji3ABEbZM78p5Yvndn5Nx5uvQiszFaa2fJQtg8w1oUXv4TPMfQ+ROLFiSe5yLWS5mf6jQVL3wUHm+iLdWteQxh2HywdZ3rLj061gpQAZ1LWhaMWMhgQaNl26fFW6DJxi7zF+vLjhPuumnUZIwVxZ7aq5Gio4pvy43vf5i5fDfR6ujq4X2fT5VzJz8Xo79p37vpUU5v9qMJL2lWTBxnLk2Cn7Pkwf2dG+B216jZWffjkl88d3t1VPOT9pap+hhkqlzX7zzXvzcvKXTPixVRabqpe547qJVp4EBi0xVn3t/fcYEiQJno1n31HX8dn9TAA0Y3QnOw69VvIkL8pnFQqFe3++/A3vl4GKzolqZsqU3kqXSvZ9fVjyfpjJPoC/z1+U0X1bOFNQX0I86LkIVB5UjuMQQAABBBBA4EkSIFDxr6dJoBL6eTzJgYp+6J9jelDOHds13BexXZ/x8kbal6VmpSJ2H62iGDZhgQ0qNFDRaUFvvvaK/d4HpmJlgfkjtgYfroGKBiAxokc3wUZUOffXeclfobUc3DTZ9hvZuP1L81mtuT1ep5lEM1NprphqFcfxemxuU4XR0nwgLpQ7myRMEM+tH5rtuw/aqo4h3RrZ/Tv0nSh5zOfDgrnes/8OL1DRYEQDmjpmeo5u23YdlKnz1kiQmcqj9zu2f6swpwZpUDRu2jI7jUinA+n0Ga0A6tS8moyYuMiGRo5Nq1leT5tSPitfyPk1DS8qN+wpe1aNtV+7YSosMpsZGJsWDLVhk1YNqatuei0NliYNbiMaeM1YtF7mjOkiWuHRxAQsG8ziLBNmrpSd+7+14c9bpvoo5BSlsBDDDVRc7vt+zyO8QEXHqj1rxg1oJdlMlcnMRRtk8ertsmTK/0MmHY8GKjVa9Jcdy0bb4Y2cvEjOXzRVKv9VpRSp2laGdm8s3/90XDZ+/qV5Fi2DWe02VUDLTZCkuYDjndJrfffjr9KvY91QgYr6BJqcQDfHft1af/ZA75tbL6XLTn4ZqOj4tJxMy7NOnPpDopgX+RWTWJU0SejzprmSP20EKv70NBgLAggggAACCDwqAQKVRyUf9nUJVEK7PMmBioYO3QZPlS0Lh4f7ItYNGCxF82V3Npg9dPiYNDOVJHqMBgwaxmiVgG6Of2sVhGugoh/65yzdaPuyaCXG4aPH5dDmqTJl7mo58stp+2HXddOqFNfjtZmrzjrYaT4o6x/Ptd9LiqQv3veHp1X3QNH70+oU3bQfSHYzfcfxATq8QKVh+2Fy8PujtjpFN50Skui5BLJgQnd7f3PGdLVThUJuOh1JA4A1ZmrJcyb0yfNhZtmy84Cd2qMhjVbkOLZmXUbaaS2uFSo6/aRNr3F2pVrHlqVQPVk1s78kTvScrbrYYcIs3S5cuirJzLSfyUPb2hDq49LNTNPdnrJs7Q65fvOmDVFum/vVKpNVG3fbAgPt3+Ia4ISFd79AxfW+w3se96tQGTNtqQ3h/jW9Z8KiOrJl0XDb/NaxaaCi/g4DrSC5eu2GtGlUye5S7NP2tomsBia/HD8b7L1RqyVTesnnew4Fazbr2islZIWKa1Na1/0e5H2778sYxjf9LlDRF2a2KdvR8jDHy+/pTT3M/QlUHqY210IAAQQQQAABfxUgUPGvJ0OgEvp5PMmBykUzFSRnqaYy0VQ6aDNSx6bVEf3NVKA2jSpLj6FBpnFrSqld+d/eIJ/v+cauZqPtFNwJVHQqUGFTWaD769SK3879LQUqtraBilaorN2yx1QutP4vKLhiP0BrE1nXQMUxLg1kdLrQT7+cdAYjYf0E6X3pNKEtC4fZ3ie66efFvGYa0tKpfewf28MLVHRqzGupk0t1l+oRxzVC3u/9fno1zNC+H83rlrUVOTuWjzb3FdMZDOj0m8wZXnee4ufjZ0RXJHJUqGhPGe1dohUq2uNDe5zotKtnTVil03nUTgMV3XQa1qtmzBqe9GkfevUcHUeNFv2sWfrXU4U77PsFKq7BWXjPI7xARXuaNO5gghIzbUs3DdW0+uaLZaOCTUFyN1D58ehJ2bB9n/O90VDpvcL1ZO/qcdYlvKDE3UDF0/ftQX6L+12gojfxYakmMmt05zDn0D3ITUbmMQQqkanLuRFAAAEEEEDgcREgUPGvJ0WgEvp5PMmBit6tNpxduHKbrfrQpp86Jaf/6FmmeWxMGdGrqQk89trqkJnmc5Y2lG3dI9D0CkkmTWuVCTdQ0aoDDR/2rBonp387Z6dxbDFNXLVaZNjEBbZy4st1E+SCmc5RskZHmW36laRKmVQCeo6xH/h12V7H8fohW3u4DOrS0F5fp/HomHS6R3g9VLT/iLaAcEz3cTxVnfajFS7ab8Q1UNFenC3qljdVIxlE+8qM1ak7ZoqPTrHR/hy6Go8uAX2/QEV7r+h1R/Vpbg1rNO8ng810I10euXbrgZIlYzrb71ObqWogtWbWAGeTWh2fhkXaYLafWcZZx6FGQyfMt9N3tAfJjn2HZEy/lqY65Yq06hZop0U5pmrptKRew6ZJdDOtau3sgfZ2tU9LqUIf2XNpQFbO3GM/08w3VYok1k8LEUJu7gQqB81Sw+E9D1fHkOcuXauz7aOjjto4dsWGXbbqx3VzN1DR3iilTN8bPV6ro2Yt3mDuaZ8JnDraHirhBSqu4wtvvypl8od7f778be2XgYr+cK0288mK5nvfNryJGfPfNNKxuXau9iXGg5yLQOVB1DgGAQQQQAABBJ40AQIV/3qiBCqhn8eTHqjoHc9eYvqomF4qJ8+ek+dNGKJNSRvX+MRWd+j0DMcqP6YvqLz3Tjrp0LSqXWEmvAoV/ZBbJ2CQ6XXxq4w31Sd6/n0HD0uC+M/Y6RuBU5faqTTa+FU/3GvAoBUZ72dJb1f50caxjuPH9msla00IsWHbPrv6zYuJEkrPNjXtCkLhrfJTyfQiqV7ONBc1U5VcNw0mxpmVcvSDuGugMkYDFNMnpXmdsnbJYK0G0UoHbX6q/VR6t6sjiV9IeN9ARQORrqa6Zdvur22/mMY1S5uGvbnt5c/+/pdoLxrt5aGfU8OqItH9NJTpN3q2bcBazqywpAGNGsWJHUsamQoPDaCSJH7O9JMpb1cq0nBCm61q9Y0uU61TiPTfuunULG2Gq01ko5oOtiX1mZoxnTj9u2nW216+3TI11MvuTqCi74OunhTW8wjp6HoB7W2qK/icMu+YVir1NBU6YTWldWfKj36u11WFAk210q1bt+30p+4BNazt/QIV1/GJRAkzeNFAK7z78+Vva78MVHRln/tt320N8qWBV+ciUPGKj4MRQAABBBBA4AkRIFDxrwdJoBL6eTwNgYp/vYWM5kEEilfvIMN7NLFTfyLatCmuhjpsj07ALwOVy1eumTKnaKGWsHIwaYmYv2wEKv7yJBgHAggggAACCDxKAQKVR6kf+toEKo8+ULljKgAmn/nBoxejdrI37eo4bE+ngK6io31VpgxrFyHATTP9Z7vpg5M/Z5YI92WHyBPwu0BFG9EcO3EmVJMdLevSeWOO9cYjj8SzMxOoeObF3ggggAACCCDwZAoQqPjXcyVQefSBin+9EYzG3wWqNeljpgJdlsB+LZyrLfn7mBmfmXBk5nWZGXT+sZ2/cFmqNult5ky96Oz0qyPTeWyf1Owk8eLGseuBx4n9b1dlf9gIVPzhKTAGBBBAAAEEEHjUAgQqj/oJBL8+gQqBin+9kYwGgSdTwK8ClT4jZtilpKaP7CjxnokTTFynAWlql/ejTNKsdlm/eRoEKn7zKBgIAggggAACCDxCAQKVR4gfxqUJVAhU/OuNZDQIPJkCfhWo5DfrmLdrXFkKfPxemNraAXj4xIV2aSp/2QhU/OVJMA4EEEAAAQQQeJQCT0qg0q3VRYlx5e9HSemTa8+Ne01a/rXDJ+d6lCfZnaKcpIwezydDeNhNaX0yaE6CAAJ+LeBXgcq7+WvLokk97dJZYW1Hj52W8vW7y4H1E/0GlUDFbx4FA0EAAQQQQACBRyjwpAQqvfOtktgzBz9CSd9cOqj/aGn5zy7fnOwRnoVA5RHic2kEEIhQwK8ClY9KNZXB3RrK+5nThznwz/ccki4DJ8vWRcMjvLGHtQOBysOS5joIIIAAAggg4M8CBCr+9XQIVEI/DypU/OsdZTQIPAkCfhWotOoeKLdu3ZZRfZqHsr19547UaT1IkiZOJP061vUbewIVv3kUDAQBBBBAAAEEHqEAgcojxA/j0gQqBCr+9UYyGgSeTAG/ClR0Sk+lhj3knfSvSt2qxeXV1Mnlzp27cvjoCRkTtFR+PfWbLJjQ3a+WkSJQeTJ/MLgrBBBAAAEEEPBMgEDFM6/I3ptAhUAlst8xzo8AAn62bLI+kEOHj0mvYdPkux9/DfZ8Mmd4Xbq2qi6vpU7hV8+NQMWvHgeDQQABBBBAAIFHJECg8ojgw7ksgQqBin+9kYwGgSdTwK8qVFyJz/7+l5w8c06iR48mKZO9KC8mSuiXT4BAxS8fC4NCAAEEEEAAgYcsQKDykMEjuByBCoGKf72RjAaBJ1PAbwOVx4WbQOVxeVKMEwEEEEAAAQQiU4BAJTJ1PT83gQqBiudvDUcggICnAgQqnoqF2J9AxUtADkcAAQQQQACBJ0KAQMW/HiOBCoGKf72RjAaBJ1OAQMXL50qg4iUghyOAAAJPsMDt2yKXLj3+Nxj3GZFYMR//++AOIleAQCVyfT09O4EKgYqn7wz7I4CA5wIEKp6bBTuCQMVLQA5HAAEEnmCB8+dFho6M/tjfYelSdyXTO3cf+/vgBiJXgEAlcn09PTuBCoGKp+8M+yOAgOcCfhuo3L5zR7765oic/u2clC6S097ZlavX5Zm4sT2/y0g8gkAlEnE5NQIIIPCYCxCoPOYPkOF7JECg4hFXpO9MoEKgEukvGRdAAAHxy0Dl2Imz0rD9MPnz7/Ny7fpN+W5rkAlW/pRydbrK+IGtJWP6tH7z6AhU/OZRMBAEEEDA7wQIVPzukTCgSBQgUIlE3Ac4NYEKgcoDvDYcggACHgr4ZaBSJ2CQZHwzjTSuUVoy5qtlAxXdZi3eIKs37ZFZgZ09vM3I251AJfJsOTMCCCDwuAsQqDzuT5DxeyJAoOKJVuTvS6BCoBL5bxlXQAABvwxUPijeSLYuHmEa4MWQt3LXcAYqt27fkQ+KN5T9ayf4zZMjUPGbR8FAEEAAAb8TIFDxu0fCgCJRgEAlEnEf4NQEKgQqD/DacAgCCHgo4JeBSo4SjWVZUB95MVHCYIHKL2Yq0KdN+8iOZaM9vM3I251AJfJsOTMCCCDwuAsQqDzuT5DxeyJAoOKJVuTvS6BCoBL5bxlXQAABvwxUegwJkmMnfzNTfj6RGi36y6JJPeXHn0/KuOnLJcd7b0mXltX95skRqPjNo2AgCCCAgN8JEKj43SNhQJEoQKASibgPcGoCFQKVB3htOAQBBDwU8MtA5fqNmzJqymKZv3yLXL12w97HFrDdAAAgAElEQVRS3DixpVKpvNKkVmk7FchfNgIVf3kSjONxErh2PYqYhbwe+y1WrHsS4/FfEfexfw7+fAMEKv78dBibrwX+196dwPlU/X8c/4yxVyQSSWmjEknZE9m3yB5Sskv2NUv2rezJXiEKIfueNSTSRpuiRKTs+zbzP+f2n/nNDGO+2/1+z73f1/3//4/HX3OXc5/nM3fu9/0991wClUCL+rc/AhUCFf8qiK0RQMATASMDlZiGR0dHqzf9nJKIiAjJdEd6T84n6OsQqASdnAO6QGD3nghZuTqZ48+k6avX5PbbHX8anICNAgQqNuKya+MECFTM6hICFQIVsyqS1iDgTgEjA5XFq7dI8sgbf+2bLFmEZM6UQR59+D5JkzplyHuFQCXkXUADHCjglpvujm2vEqg4sP6C2WQClWBqc6xQC7jl2j6w9DJJPXN4qDn9Pj6BCoGK30XEDhBAIEkBIwOVqo16yuG/j6nHfS5KhvS3iQ5Rjp04LbekTS3pbk0rx06ekfS33SLjBreTx3Pdn+RJ2rkCgYqduuzbrQJuuekmUHFrhQbuvAhUAmfJnswXcMu1nUDFrFr74p5akj35rQFp1N0Z0wRkP+wEAQQQiBEwMlDRI1TWb/laur5WT7LeldFq6+Gjx2XkpDlSqXRhKV4or0yYvki27/pRZo7rGdLeJFAJKT8Hd6iAW266CVQcWoBBbDaBShCxOVTIBdxybSdQCXkpxWsAgYpZ/UFrEEAgvoCRgcpztdqr1yYPtkajxF3OnD0vdVr0kxWzhsm58xelZM12smPFpJD2KYFKSPk5uEMF3HLTTaDi0AIMYrMJVIKIzaFCLuCWazuBSshLiUDFrC6gNQggcBMBIwOVolVby4wxPeSh+7PFa/qBQ39L7eZ9ZfuyCbJ3/0Fp0vEt2fTp2JB2MIFKSPk5uEMF3HLTTaDi0AIMYrMJVIKIzaFCLuCWazuBSshLiUDFrC6gNQgg4LRApf+oGeqRn11Srfwzki1rJolQ//PX3//K4lVbJN/jD8uArk2kYoOuUqlUIenaul5IO5hAJaT8HNyhAm656SZQcWgBBrHZBCpBxOZQIRdwy7WdQCXkpUSgYlYX0BoEEHBaoHLlylWZNnelbNj6jRxRc6dEq//Rr00u8lRuadHweUmbJrXMXrROalcpKZGRoX31KoEKv18IeC/glptuAhXv+z7ctiBQCbceD+/zdcu1nUDFrDpmDhWz+oPWIIBAfAEjH/m5WSfpoKVRnQrG9COBijFdQUMcJOCWm24CFQcVXYiaSqASIngOGxIBt1zbCVRCUj6JHpRAxaz+oDUIIOCQQOX7H/fJD7/8LpcuX4lt8dFjJ2WOGpkS6olo4xISqPArhYD3Am656SZQ8b7vw20LApVw6/HwPl+3XNsJVMyqYwIVs/qD1iCAgAMClemfrJKRE+dKjnuzyB9/HpEHc2QTPSFt5kwZpEm9SlKj0rPG9COBijFdQUMcJOCWm24CFQcVXYiaSqASIngOGxIBt1zbCVRCUj6MUDGLndYggICHAkY+8lOmTkcZ0qO5FMj3iJSp20nWzhkhZ89dkDcGT5Y6VZ+T4oXyenh69q9GoGK/MUdwn4BbbroJVNxXm4E+IwKVQIuyP5MF3HJtJ1Axq8oYoWJWf9AaBBBwwAiVfGWbyo7lEyVFiuSiw5W1c0darT5+8oy80nawLJkxxJh+JFAxpitoiIME3HLTTaDioKILUVMJVEIEz2FDIuCWazuBSkjKJ9GDEqiY1R+0BgEEHBCoVG7YXTq1rCulij0p1Rv3kkHdm8pjOXPImbPnpVTtDsyhQhUj4HABt9x0E6g4vBCD0HwClSAgcwhjBNxybSdQMaakrIYQqJjVH7QGAQQcEKgsXr1FPd4zRTbMHy2frthsvUK5cP7H5Jd9ByVr5owyZXhnY/qRESrGdAUNcZCAW266CVQcVHQhaiqBSojgOWxIBNxybSdQCUn5JHpQAhWz+oPWIICAAwIV3cTf1WS02e/OLMmSRciC5Zvl6917VZhyh7xUs5ykT3eLLf2oHynqPmiSHPnnhCyeNij2GAcOHZUeQ6bIj3v/kGxZMkn/ro0lX+6HrJ8TqNjSFezU5QJuuekmUHF5oQbg9AhUAoDILhwj4JZrO4GKWSVHoGJWf9AaBBAwPFC5eu2afLRgrdSqUkLSpkkdtP46d/6i1GvVX0oUyScbv/g2XqDSsM0gKVYgjzSpX1k2bvtGBo+dKas+Hi4pkkcSqASthziQmwTcctNNoOKmqrTnXAhU7HFlr2YKuOXaTqBiVn0RqJjVH7QGAQQMD1R084pVe11mjeslObJnCVp/nb9wUf49fsr6v74jpscGKsdOnJYK9bvItqXjJXlkpNWeWs36SLfW9ay3EDFCJWhdxIFcJOCWm24CFRcVpU2nQqBiEyy7NVLALdd2AhWzyotAxaz+oDUIIOCAQGXRqi2y/LMvpFLpwtZjPylTJo/X6sdz3W9bP+76/pd4gcqu7/dK/5HTZeEHA2OP2bn/BCmU/1GpXaUkgYptPcGO3SzglptuAhU3V2lgzo1AJTCO7MUZAm65thOomFVvBCpm9QetQQABBwQquUs2umk/7dkwzbZ+TBiobN25W8ZMmS9zJvWJPWbPoVMl54PZ5ZXa5eXY6Uu2tYUdI+BWge07RRYsSub40+vS7ppkyhTh+PPgBOwT+PffaHl7zH+jG5281KgWJYWedvIZ0PZgCLjl2j6o9DJJNXN4MMhsPcb0oeOk/Yltth4jGDvfkb223J/6toAcKmO6VAHZDztBAAEEYgQiotViGsfZcxckuZqfJCLixh9UUqVMYVuTEwYqejLcXsPek2UfDo09ZtveY6V4obzWCJVLV6Jsaws7RsCtAus/vyLzFjo/UHmjU7TckzX+CDq39hnn5ZvAwcNXZcgI54duNV+IllLPUOu+VUH4bOWWa/ugMssl1YdvO77jpg9Tgcpx5wcq39xfRx65LUNA+iNVCuffewQEgp0ggEDABIwMVPTZ6clpd323Vw4d+UeqVyxunbCeOPaWtPZOVJswUDlx6oyUqdNJtiweJ6lTpbTaUblhdxmg3vSTP09OHvkJWCmyo3AScMuwcB75Caeq9e1ceeTHNze2cqaAW67tPPJjVv3xyI9Z/UFrEEAgvoCRgcr+A4elVfdRaoLYk3Lh4mXRj/gcOvKv1Gr6pkx6q5PkfexB2/oxYaCiD9Sk01vyVN5c0qxBFVm14UsZM3W+rJg1zJqklklpbesKduxiAbfcdBOouLhIA3RqBCoBgmQ3jhBwy7WdQMWsciNQMas/aA0CCDggUGna+W3J++gD0rpRdclburEVqOhl1oI1arLa7TLr3V4B78e1m78SPdmsqCegrly9JilSJJf71VuGPn1/oBz++5h0GzRJ9vz8uzVJ7qDuTSV3rhxWGwhUAt4V7DAMBNxy002gEgbF6ucpEqj4CcjmjhJwy7WdQMWssiNQMas/aA0CCDggUClS5TXZsGCM6LlS9AS1MYGKDjqKVGklO1dONqYfCVSM6Qoa4iABt9x0E6g4qOhC1FQClRDBc9iQCLjl2k6gEpLySfSgBCpm9QetQQABBwQqRZ9vLYumDZI7M94eL1DZpx4FathmkGxZNM6YfiRQMaYraIiDBNxy002g4qCiC1FTCVRCBM9hQyLglms7gUpIyodAxSx2WoMAAh4KGDmHSr8R02T/n0fUIz8vSKP2Q2X+1P7y829/ysQZi6Xo07mld4eXPTw9+1cjULHfmCO4T8AtN90EKu6rzUCfEYFKoEXZn8kCbrm2E6iYVWWMUDGrP2gNAgg4YITKxUuX5Z33F8jcxevl/IVLVovTpkktL1YrJa83rm49CmTKQqBiSk/QDicJuOWmm0DFSVUXmrYSqITGnaOGRsAt13YCldDUT2JHJVAxqz9oDQIIOCBQOXP2vNx2a1o1P2y0etPPKYmIiJBMd6Q3su8IVIzsFhpluIBbbroJVAwvNAOaR6BiQCfQhKAJuOXaTqAStJLx6EAEKh4xsRICCIRIwMhHfvKVbSrPFs4rlUoVlhJF8kma1ClDxJP0YQlUkjZiDQQSCrjlpptAhdpOSoBAJSkhfu4mAbdc2wlUzKpKAhWz+oPWIIBAfAEjA5WtO3fLmo07Zd2Wr9UjPxfluaJPSqXShaVYwTySInmkUX1IoGJUd9AYhwi45aabQMUhBRfCZhKohBCfQwddwC3XdgKVoJfOTQ9IoGJWf9AaBBBwQKAS08SoqGj5Zs9eWbPpK1n3+S45feaclC3xtPTv0tiYfiRQMaYraIiDBNxy002g4qCiC1FTCVRCBM9hQyLglms7gUpIyifRgxKomNUftAYBBBwUqMQ0VU9Mq0etzJy/RnZ885Ps2TDNmH4kUDGmK2iIgwTcctNNoOKgogtRUwlUQgTPYUMi4JZrO4FKSMqHQMUsdlqDAAIeChj5yI9u+7ETp2XD1m/ks8+/km1f/SBZ7swg5UsWlArPFZRHHrrXw9OzfzUCFfuNOYL7BNxy002g4r7aDPQZEagEWpT9mSzglms7gYpZVcYIFbP6g9YggEB8ASMDlYZtBsnXu3+Ve7LeKeXUIz46RHksZw4j+45AxchuoVGGC7jlpptAxfBCM6B5BCoGdAJNCJqAW67tBCpBKxmPDkSg4hETKyGAQIgEjAxURkycK+WfKyCP57o/HsvFS5dl9cYdUrVcsRBxXX9YAhVjuoKGOEjALTfdBCoOKroQNZVAJUTwHDYkAm65thOohKR8Ej0ogYpZ/UFrEEAgvoCRgUrCTtr9836Zv2yTLP/sC0kWESHblo43ph8JVIzpChriIAG33HQTqDio6ELUVAKVEMFz2JAIuOXaTqASkvIhUDGLndYggICHAsYGKqdOn5Ola7fKvKUb5Zd9B6VAvkek9vMlpWzxpyRlyhQenp79qxGo2G/MEdwn4JabbgIV99VmoM+IQCXQouzPZAG3XNsJVMyqMkaomNUftAYBBOILGBWoREdHyxdqAtr5yzfJ2s1fyb13Z5bnyxWV8dMXyaIPBsq92e4yrv8IVIzrEhrkAAG33HQTqDig2ELcRAKVEHcAhw+qgFuu7QQqQS2bJA9GoJIkESsggEAIBYwKVMq+2FmirkVJuZIFpEqZIpI7Vw6L5ukKzWXBewMIVEJYKBwagUAKuOWmm0AlkFXhzn0RqLizXzmrGwu45dpOoGJWhROomNUftAYBBOILGBWoFKjYUr0SObt6q08hqVS6kGRIfxuBChWLgAsF3HLTTaDiwuIM8CkRqAQYlN0ZLeCWazuBilllRqBiVn/QGgQQMDhQOX/hkqxYt13mLdsoP/z8uxQr+Lj1Rp+eQ6fKp+8zQoXiRcAtAm656SZQcUtF2nceBCr22bJn8wTccm0nUDGrtghUzOoPWoMAAgYHKnGb9uv+Q/LJ0g2yZPVWOXXmnFQrX0zq1yhz3auUQ92hzKES6h7g+E4UcMtNN4GKE6svuG0mUAmuN0cLrYBbru0EKqGto4RHJ1Axqz9oDQIIOCRQiWnm5ctXZI2aoHa+etvP9q9/lJwP3KNGqww0ph8JVIzpChriIAG33HQTqDio6ELUVLcEKrVqREnex6NCpMhhnSLglms7gYpZFUegYlZ/0BoEEHBYoBK3uQcOHZUF6g1A7ZvVMqYfCVSM6Qoa4iABt9x0E6g4qOhC1FS3BCrt6x+WLF/NCZFi4A57tWBpibr/0cDtkD3FE3DLtZ1AxazCJlAxqz9oDQIIODhQMbHzAhWoXLggcuhQhImn6FWbMt8VLen+m0uYBYFEBdxy002gQpEnJeCWQKVDvUOSbeRLSZ2u8T+//HJnuVqkvPHtdGoD3XJtJ1AxqwIJVMzqD1qDAAIEKgGtgUAFKm656a5eLUqefIJh4QEtMhfuzC033QQqLizOAJ+SW67tBCoBLgyX7s4t13YCFbMKlEDFrP6gNQggQKAS0BogUInPSaAS0PJy7c7cctNNoOLaEg3YiRGoBIwyIDtihEpAGBPdiVuu7QQq9taJt3snUPFWjPURQCCYAhHRagnmAd12LAIVAhW31XQwzsctN90EKsGoFmcfg0DFrP4jULG3P9xybSdQsbdOvN07gYq3YqyPAALBFCBQ8VObQIVAxc8SCsvN3XLTTaASluXr1UkTqHjFZfvKBCr2Ervl2k6gYm+deLt3AhVvxVgfAQSCKUCg4qc2gQqBip8lFJabu+Wmm0AlLMvXq5MmUPGKy/aVCVTsJXbLtZ1Axd468XbvBCreirE+AggEU4BAxU9tAhUCFT9LKCw3d8tNN4FKWJavVydNoOIVl+0rE6jYS+yWazuBir114u3eCVS8FWN9BBAIpgCBip/aBCoEKn6WUFhu7pabbgKVsCxfr06aQMUrLttXJlCxl9gt13YCFXvrxNu9E6h4K8b6CCAQTAECFT+1CVQIVPwsobDc3C033QQqYVm+Xp00gYpXXLavTKBiL7Fbru0EKvbWibd7J1DxVoz1EUAgmAIEKn5qE6gQqPhZQmG5uVtuuglUwrJ8vTppAhWvuGxfmUDFXmK3XNsJVOytE2/3TqDirRjrI4BAMAUIVPzUJlAhUPGzhMJyc7fcdBOohGX5enXSBCpecdm+MoGKvcRuubYTqNhbJ97unUDFWzHWRwCBYAoQqPipTaBCoOJnCYXl5m656SZQCcvy9eqkCVS84rJ9ZQIVe4ndcm0nULG3TrzdO4GKt2KsjwACwRQgUPFTm0CFQMXPEgrLzd1y002gEpbl69VJE6h4xWX7ygQq9hK75dpOoGJvnXi7dwIVb8VYHwEEgilAoOKnNoEKgYqfJRSWm7vlpptAJSzL16uTJlDxisv2lQlU7CV2y7WdQMXeOvF27wQq3oqxPgIIBFOAQMVPbQIVAhU/SygsN3fLTXfn9lclXbqw7EJO2kMBAhUPoYK0GoGKvdBuubYTqNhbJ97unUDFWzHWRwCBYAoQqPipTaBCoOJnCYXl5m656e7fcI8k/2q94/vwWumaEp3hTsefh4knQKBiVq8QqNjbH265thOo2Fsn3u6dQMVbMdZHAIFgChCo+KlNoEKg4mcJheXm3HSb1e0XBn4o0RmzmNUol7SGQMWsjiRQsbc/uLbb6+vt3qcNHScdTmzzdjPj1idQMa5LaBACCMQRIFDxsxwIVAhU/CyhsNycm26zup1Axb7+IFCxz9aXPROo+KLm+TZc2z23CsaaBCrXK9+dMU0w6DkGAgiEkQCBip+dTaBCoOJnCYXl5tx0m9XtBCr29QeBin22vuz5RJsB8k/OPL5satQ2qSKSyZ2R5n0w5NpuVJkIgQqBilkVSWsQcKcAgYqf/UqgQqDiZwmF5ebcdJvV7QQq9vUHgYp9tr7seW/vcVLsynZfNjVqm+EZi0qtWx8yqk26MVzbzeoSAhUCFbMqktYg4E4BAhU/+5VAhUDFzxIKy8256Tar2wlU7OsPAhX7bH3Zsw5UCl52/pwSIzM9I3UJVHwpAY+2YVJaj5iCthJzqASNmgMhgIAPAgQqPqDF3YRAhUDFzxIKy80JVMzqdgIV+/qDQMU+W1/2TKDii5rn23Bt99wqGGsyQuV6ZeZQCUblcQwEwkuAQMXP/iZQIVDxs4TCcnNuus3qdgIV+/qDQMU+W1/2TKDii5rn23Bt99wqGGsSqBCoBKPOOAYC4S5AoOJnBRCoEKj4WUJhuTk33WZ1O4GKff1BoGKfrS97JlDxRc3zbbi2e24VjDUJVAhUglFnHAOBcBcgUPGzAghUCFT8LKGw3JybbrO6nUDFvv4gULHP1pc9E6j4oub5NlzbPbcKxpoEKgQqwagzjoFAuAsQqPhZAQQqBCp+llBYbs5Nt1ndTqBiX38QqNhn68ueCVR8UfN8G67tnlsFY00CFQKVYNQZx0Ag3AUIVPysAAIVAhU/SygsN+em26xuJ1Cxrz8IVOyz9WXPBCq+qHm+Ddd2z62CsSaBCoFKMOqMYyAQ7gIEKn5WAIEKgYqfJRSWm3PTbVa3E6jY1x8EKvbZ+rJnAhVf1Dzfhmu751bBWJNAhUAlGHXGMRAIdwECFT8rgECFQMXPEgrLzbnpNqvbCVTs6w8CFftsfdkzgYovap5vw7Xdc6tgrEmgQqASjDrjGAiEuwCBip8VQKBCoOJnCYXl5tx0m9XtBCr29QeBin22vuyZQMUXNc+34druuVUw1iRQIVAJRp1xDATCXYBAxc8KIFAhUPGzhMJyc266zep2AhX7+oNAxT5bX/ZMoOKLmufbcG333CoYaxKoEKgEo844BgLhLkCg4mcFEKgQqPhZQmG5OTfdZnU7gYp9/UGgYp+tL3smUPFFzfNtuLZ7bhWMNQlUCFSCUWccA4FwFyBQ8aACDhw6Kj2GTJEf9/4h2bJkkv5dG0u+3A9ZWxKoEKh4UEKskkCAm26zSoJAxb7+IFCxz9aXPROo+KLm+TZc2z23CsaaBCoEKsGoM46BQLgLEKh4UAEN2wySYgXySJP6lWXjtm9k8NiZsurj4ZIieSSBSgK/6tWi5MknojxQZZVwFuCm26zeJ1Cxrz8IVOyz9WXPBCq+qHm+Ddd2z62CsSaBCoFKMOqMYyAQ7gIEKklUwLETp6VC/S6ybel4SR4Zaa1dq1kf6da6nhTI9wiBCoFKuF9DfDp/brp9YrNtIwIV22iFQMU+W1/2TKDii5rn23Bt99wqGGsSqBCoBKPOOAYC4S5AoJJEBez6fq/0HzldFn4wMHbNzv0nSKH8j0rtKiUJVAhUwv0a4tP5c9PtE5ttGxGo2EZLoGIfrU97JlDxic3jjbi2e0wVlBUJVAhUglJoHASBMBcgUEmiALbu3C1jpsyXOZP6xK7Zc+hUyflgdnmldvmAlc/vB6/IzLnRAdtfqHZUpqR65OfRiFAdPmDHjYpOJlGRzj+PZBHJJE3KZAFzCdSONn95STZ+7nzfZk99ISnWzA4US8j2E9Wqj6TJlDFkxw/UgdOkSC7JDCt3t1zb6zz7l2Ra+Faguipk+9nXsI20vfpTyI4fqAO3uT2P1Mv231xuJi1c203qDZGVLdrLuNN7zGqUD62ZlK2E5Ln9Dh+2ZBMEEEDAfgEClSSMv969V3oNe0+WfTg0ds22vcdK8UJ5rREqLAgggAACCCCAAAIIIIAAAgggEH4CBCpJ9PmJU2ekTJ1OsmXxOEmdKqW1duWG3WWAetNP/jw5w69iOGMEEEAAAQQQQAABBBBAAAEEEBACFQ+KoEmnt+SpvLmkWYMqsmrDlzJm6nxZMWtY7CS1HuyCVRBAAAEEEEAAAQQQQAABBBBAwEUCBCoedObhv49Jt0GTZM/Pv0v2uzPLoO5NJXeuHB5sySoIIIAAAggggAACCCCAAAIIIOBGAQIVN/aqDeekR+VMnrlETfgYfyLRt3u3kgrPFQz4EQ8c+lv+PX7qho9VfTB7hew7cNh67Cqx5adfD0j7N8fJyo8CM4lim55jpFyJAvJ8uaIBP1d2aKZAhfpd5cg/x2MbFxUVJXWrPic92zWM/W8nT52VSg27SbsmNaVutVJJnkihyq1k0bRBkuVOeybX27v/oDTvMlzWzxudZFtYAYEZn6ySqR8tkytXrsoLFYtL19delIiI4E0WffXaNVm57kupUraI+Fu7/m5PNYSHgJtq3pcei/s7t/vn/dK534SA3Sf50h62QQABBNwgQKDihl4MwjnoQEUHHDcLMXQzrl2LkshI/1+zMV3d6F++fMV6zCruovd/Wd38X1M34rfekoZAJQh9zyH+E3i57WBp07iGFMj3SCxJjyFT5MtvfpJm9Su7IlCJioq+LjSl/90p8MWuH6TfiOnywehukiplCmnTc6x0e72+5Hnk/qCd8I97/5BRkz+RyW93NiJQof6D1vUBO5AOBVIkTy651JsXk1rcVvNJne+Nfh73d06HK2fOnpcM6W/zZVdsgwACCCDw/wIEKpSCRwI3C1SmzV0pe/cdFP2H+tnCT0j7ZrVk0odLZPHqLda3nYXzPybdWteTFOqVpufOX5QBo2fIt3t+UzdBkdKgRpnrPojqm56Ofd6V5Orn1dW3phluvy3e/tPfdkvsCBU9QqD74MmyX41YiYqOtl5l/VLNsnKzESp6Hpx3py2Sq1evSqY70kvfzq/KA/dmlQ/nrZaff/vTCnIO/HXUCofG9H9d7s6SSX3Y+G+Eygy1TlP14bl8yQKW2/qtX8u49z+V+VP7e+TISs4U0DWzcv2XMqrf67En8OXXP8n46QvloRzZ5OH7s90wUPn8y+9l0JgPVUiRzPoWfvrcVbLwg4HWCJVFq7ao35PFqg6vSda7MsrQni3kZzWyaqT6gLlYjWKJWWo16yOvvVJNSj2TPx7e6o071XxO8+T8hYtS8MlHZUCXxvKHGtn12hujpWalZ2X+8k1W8Nhf/fdnCuaxRq68UKG4VCpdyNpP3H8XqNhSmr9URd77eLms+2SUlKrdQTo2ry2rN+2Ug3/9IzUqFVc/f96ZnUerbyigr5t6YvU6z5e8qVCbXmPl0Yfule9/2i+//n7IuianTpVCNn3xnfxz7KSM6POaPKJ+fur0Oek3crr1d0CPZKxcpohVt/parIPHEkXyyVff/ay2OaVGeb0kTz7+sFR9pYecPntO8j76oHRvUz/R2k3YQG9rf8qspfLXkX+lT6dG1q7i/rt1j9Hq9/ceWbjyc+sLg7lLNkjunDnkmz2/ypGjxyV7tswyWv3eB+KLAkox8AI//PK79H7rfbnj9nTS+MWKUuTp3IkexEk1f0jVa/dBk9UXWSete5Ha6vc04RdM+kRv9Hcka+Y7JFrdD73z/gJZsmabRKntG9YqZ+0j7u9chxa1rREqcyf3lRI12slnc0cqx//ClcFjZ1m/5x1b1En0fi7wvckeEUAAAWcKEKg4s9+C3uqbBSqzFqyRCdMXy8cTeltzzBgcbPUAABl6SURBVKz7fJeMnjJPZr3bS9KmSS3t+4yTQuoDnw46ho77SPSbk4b2aG7dgNdu0VfeGdjWuiGPuwwc/aHcdWcG6wYi4f7jPvLz1rsfqxvy8zKwWxPRNyBVXn5DVn30thw/efqGj/zo+XCqN+ktcyf1kXuz3WXdPC9YtlFmT+yjjrNWBS2fqg+zg62gpd+IaZI+3a1WQBQTqBxT+931/S8ydkBbq7n6ldr33XPXDW90gt5JHNAWAf2tdZWXu8u4we2t4E0v+hGJOqp2R/RtLR+purlRoKJvgkvX6WjVpg40Zi9aJ7qu184dIWlSpZKStdpbwYn+nek7fJoKH0V6qMeJStRoKx+M6m5946rr9YXGvWTzp2MlpRpFELMc/fek1FB1PEfVsQ5n2vQaY31ALVk0n9Ru3leFKK9K1XLFrPpepD4o6t/FmwUqRZ9vLdVVaNK5ZV0rBC1atbX6oP2cVft//3NCytfrLNuWTpA0qf970xmL8wV0/VQsVcgKCs+euyDVyheT1xq9cN2J6UcnL166LBOGdpA/Dv4tVRv1kH4qhNbByvjpi+Sff09YQYW+XqrPcCqgbmTtr27LftJdjXjJoj7c6WONH9JRihfKI8s/225d03VNrtqwQ+ar62/MCJXEajduo3yp/ZsFKu16v2P9vZgyvIv1Jj99vvpv1NQRXSWZ+l2orn7/dNhT9OnHnd/pLj6DLTt2y3vq8bVTZ87Jq3UrSoVSBa97cYCTal7/rdD3IS1frmqNItGhkQ78brs1bWwv6nuoG/0d0b+POnR8f/ZymTa6u1y6dEX9Hekpo/u3sULCmN+5uI/8tOg6wnp8W/9e66VM3U7qPue/9RO7n3NxOXFqCCCAgFcCBCpecYXvyjpQma5GoiR8zEbfCH/13S+ycds31k2xXnTIkCN7Fmskh142bvtWPpizwvrDXu7FzjL8zVaS97EHrZ+9PWG23KJCl4Q38vEDlbXx9h83UNFDVvU3/DGvtK70Ujdr0uA0qVPdMFCZv2yTrN38lfXhQC+X1GiU/OWayRdLx6sRNVtl28496oNzO+tnM+evsSYiHtKjWWygUkiNtqnYoKtsmD/aCoueVR9+Z0940/pQzOJOgc8275IFKzbJuypQiVnGT1tofQPY+tXqVkhyo0BFz/NTr1V/2b5sQrxa++yTkVYIokdr3ZI2tfWzZZ99IZ+u2CxT1Yc6/cE0nRqF1UGNENHP+/+494BVg3EX/W362k1fxdbqhYuXJVKNCtAjVOq/NlB2rJhora5HXLV+Y5QKcUbePFBRAcqEoR3lif//vdSBynvqA+WjD99n7adIldfkkyn95J6sd7qzk8PwrPQHpsdy3ifDerZUtXhBXmk3xKq5MsWfiqehAwY9Aqp+9dLWN+V5SzeWTSrgy5ghnSxV337rQEZfM/WoprEqHH8813+PDOlHefT1tWblZ6VB64Hy5fLrazJhoJJY7fpb+zcLVPT56UnmY7791/9+Ms/D1mhHvbTtPVaeK/pk7AfNMCwVR52y/pvda9hUqaPmu6r3Qul4bXdSzetRvlt37rZC7tzqdyrh/HUxJ5bY35GeQ6dKThXKx9SxDjn1fZG+/7lRoKLvjTao+zj9BZce9dOx73hrbpWb3c85qjBoLAIIIGCjAIGKjbhu2rUOVA4d/ke6qkd34i63p79V5ixarx7h+VXe6t3S+lGr7qPk2x9+tQIHvejJPDNmSC+fqGGlT1dobn3DEhkZaf1Mf9OvvxV5o02DePtNGKjE3X/cQEXfPOlhrSdOnpEI9YHyF/UBcuqILv+NjLnBpLT6xnrfH4fjfUB9qnxz+fT9AbJ5+/fy3Q+/ybBeLay26BErMf+OOyntqx2GWt/+60eBRk6ca40SYHGvgP7mrnKZwlaf6+X3P49Ip37j5ePxva1RI4kFKl/v3itdBkyUtXNGxOLoWls2c6hkzpjBGg21RT0SpJdTZ87L3eqxn/dGdpWd3/5sPca2ZvZw60OuDib1o3RxF/3N4959h64LWhJOzBn33zcdoaIClI/Hv2mNttKLDlR0UKhHcd3o3+7t7fA5M/1t/etqTqBSxZ60TnrijMXWPFm92v9v0mX93/V1tESRJ2IDhdwlG1mBnb7G6tEmS9ZstQLqfGWayNIPh8aGbrpGf/71T2naoHK8iZLj1mTCQCXuhMqJTTLrS+0nFagUK/i41K5S0nLQ56tHlNWqUuKG/w6fCnHWmeqAW395ox9b1I/t9un0igoMc8Q7CSfVvP6ySN/rLFv7hTWCqon6OxATjsSclB49mdjfkZbdRlqPJseMOInZJu7vXNwRKvrx6fL1u1hhqX4BgQ5P9QjFm93POatCaC0CCCBgnwCBin22rtrzzR/5+V/woE9aD03V39i//P/f8MWF0G9OGa3mJUn4iE9CrISBStygI26gokekNKlX2foWVC96/4PfaJpooKK/hVmzaYdMHNbJWl9/s69DHv3tqf7W35NAZd7SjWo47Q5rFM7dd2WSRnUruKqvOZn/Cehv2J+p9ro1r0jMUGs9Z9Ak9eFTzwmkF/0NoZ5foX71MtYNaMzy2x9/qdEiA2JHqOi5TvRcJXqEih7VpW9aP3ynp6RTAeMSNTpK158OVPQHgzJ1OklP9cG291vvqdFQY6z5huIuet2V67fH1rEe5n7+wiX1qMX5RD+86hts/ZaqyqULW7vSowYa1ChrzamSVICS8OfUiPMFEo68mDBjkfUYpn5MJ+7iaaCiR6iMUY8U5Hn0AWvzESps1nP46EfJEgtKfAlUfKl9HcIcOHjUehxJL/oRhlOnz1qPKiUVoCT8ufN73l1ncEWNUF22dptMm7NSfcmR0XrcJ+7E4XHP1qk1rx+1a9R+iDVKMm5IpEc2JvZ3RI9QeeC+u9X9USWLQL+xTj9qqueou9EIFb1Ok05vycu1yqt5vOaqkWstrPu0m93PuauSOBsEEEDAdwECFd/twmpLbwKVdVu+VnOqLLIe8dGPNOh5HPQHQv1NyTA158nFi5fkzY6vyFX1DcjISXOlipq8UA+5jrvouVZSqg+sekK0uCNF9DpxAxX9QW/K212s7fWHUj3h7Yg+reXOjOlvOEJF31RUa9TTGi2jv33Xz/KvXL9DfbDtcd1xEhuhoj+86g+8adOksr7F1xOKsrhT4Psf90m3QZNk+cxhiZ5gYiNU9I3+czXbq1Ekza25I3Td6hvVNWrEin6MaMuO79W8Eh2sZ/71JMznVOCi60kv+lG4VepRiiJq3oYbvVlLz2ui57L4SM1DkSN7Vuncf7x1o63nUEnsw2uf4R9YEze2a1pT9GvJqzfurfbdhEDFnaWb5FmtURMO6+u0nq/nipqgu2Gbwdbk4bqG4i6eBir9R82wJr/UoYWu6bot+ln/v340KLGa1PNtTVHzXug61hPeejJCxZfaX6o+cM9euE5mjutpzQejg079eBuBSpJlYvwKOmDT85o1UkFKzBxXiTXaSTXfuf8ENa/RM9bfDh3s12r6pgzp2Tz2kTp9jvoeJbG/I3oidT3qTIf219Qo4Tpqbi09+vb4CTVf0P//zu1Rj/bEfW3y3MXrZbMaNfmb+l2M+Zt3s/s544uDBiKAAAJBEiBQCRK00w/jTaCiz1V/a6JvdPT8Jnokx8BuTSVzptutb/P1B1D9OIQe0lpSvflBv6oz4Tfw+tnhdr3HqWfX88kTuR+KN3IkbqDy8cLPrDc23HpLWmuUih62unDlZuvNJoPGzLSeAU646G9F31VzYOjHjfRjFvqmX8+BkjC4SSxQ0ft7vccYa+JCPbEii3sFdPChR6TowC2xJbFARa+vPzAOUeGgHnVSq3IJa2JaXTP6WfbX1NwmekRAlswZpEOz2mpi2bFW6KhHueg3pei3+0wZ3jnRyTD13BX691KPfCn81GOxb/lJ7EPpr/sPqeBlghUEPqjeTHRafegt++zT1tuHGKHi3hq+2ZnpeU7mqUlh9Wtna6tHXPScQAkXTwMVHaLo1zDHvOVHP0KjR+/d7DE0/YjRi2ryWv2BT8/B5Umgotvnbe3rkYiv9xxt/X3Imjmjqv+7reu3/jvBCJXwqn2n1Lx+q1Z/9dask2oklZ4cuaoaXZjw9/O4etQ5sb8jbZvUlLHvzbfetqj//ui3/DR+sZL1WF/M79w7g9rFC1T0/krWbGc9Zqq3j1kSu58Lr8rhbBFAAIHEBQhUqA4EfBDQb2XJ9VD26ya982FXbILAdQL6TSb6LUL6NZa8rpUCQQABBBBAAAEEEEDATAECFTP7hVYZLKC/6W/edbj1euWEbz0yuNk0zSEC+ttE/dx6tqyZpNXL1RzSapqJAAIIIIAAAggggED4CRCohF+fc8Z+COg5X/SjTH3VZIalnsnvx57YFIHrBfRw7OqNe1mvyRwzoI2kUm8RYkEAAQQQQAABBBBAAAEzBQhUzOwXWoUAAggggAACCCCAAAIIIIAAAgYLEKgY3Dk0DQEEEEAAAQQQQAABBBBAAAEEzBQgUDGzX2gVAggggAACCCCAAAIIIIAAAggYLECgYnDn0DQEEEAAAQQQQAABBBBAAAEEEDBTgEDFzH6hVQgggAACCCCAAAIIIIAAAgggYLAAgYrBnUPTEEAAAQQQQAABBBBAAAEEEEDATAECFTP7hVYhgAACCCCAAAIIIIAAAggggIDBAgQqBncOTUMAAQQQQAABBBBAAAEEEEAAATMFCFTM7BdahQACCCCAAAIIIIAAAggggAACBgsQqBjcOTQNAQQQQAABBBBAAAEEEEAAAQTMFCBQMbNfaBUCCCCAAAIIIIAAAggggAACCBgsQKBicOfQNAQQQAABBBBAAAEEEEAAAQQQMFOAQMXMfqFVCCCAAAIIIIAAAggggAACCCBgsACBisGdQ9MQQAABBBBAAAEEEEAAAQQQQMBMAQIVM/uFViGAAAIIIIAAAggggAACCCCAgMECBCoGdw5NQwABBBBAAAEEEEAAAQQQQAABMwUIVMzsF1qFAAIIhJXA3v0H5YVXe8mKWcPk3mx3xTv3MVPny7av9sjsCW8GxeTkqbMyaeYSWff5Lvn7n+OSNm1qeeTBe+XVFytK8UJ5g9IGDoIAAggggAACCCBgvgCBivl9RAsRQAAB1wsEO1CJjo4W9b+SLFlEPNtTp8/Ji636Wf+t1SvVJOcD2eXCxUuyYt2X8vHCtfJ271ZS4bmC1/XH1WvXJHlkpOv7iRNEAAEEEEAAAQQQ+J8AgQrVgAACCCAQcgFvApWPPv1Mps1ZIUePnZTMGW+XV+pUkAY1yljn8NeRf6X/qBmy89uf5NZb0sqzhfNK19fqqf8/jazb8rW8Pf5jqVWlpIz74FP5eHxveeShe+Od+5B3Zsnyz76Q5TOHyW23po33szmL1knKlCmkesXi1n+v2fRNqVKmiCxYvkly3JtV3hnYVnZ885OMmDhHfvvjsGS6I53UqPSsNKlX2Qpu+o2YJucvXJJhvVrE7rdo1dYyoEsTKV08vwwc/aGcPX9BUqdMaY3IuXL1qjqvsmr7SiHvHxqAAAIIIIAAAgggcL0AgQpVgQACCCAQcgFPA5Vf9x+S2i36ykfv9rJGj/zwy+/SvMtwmT62h/r3PfJiy37yRO6HpF3TWnLp8mXpPmiyZMyQTga/0Uw2b/9OugyYKBVKFpQWL1eVTOq/p0iRPN65l67dUYUgxaX1q9WTNNHHOn32vPTp1MgKZi5evCzl63eRnu1ekmrlism+A4elRdcRViDycu3ySQYqOsyZu2SDDFejYHTA8vNvf0qd5n3l3SHt5ZmCeZJsDysggAACCCCAAAIIBFeAQCW43hwNAQQQQOAGAp4GKt/+8Js0aj9Uls0YIndnyWTt6dq1KImMTCbf/7RfGr4+UHasmBQblHyn1n+pzSDZtXqKbNv5g7TsNkLWzB4eu23cpujHdp4o3cR6rKdS6UJJ9tOLrfrLg/fdLYO6N7XWnfrRMlm2dpt8+v7A2G1HT5knW3fulrmT+noUqGzZsVuWqnOLWZp0fEseuC+rCmkaJtkeVkAAAQQQQAABBBAIrgCBSnC9ORoCCCCAgB+Big5PegydIqs27JCnn8hlTRKrR4Pcnv5WWaYe1emqRqDcaFmtQpR96jGc13uMlm8/e++G60RFRcsTZRrLkDeaS5WyRWLXyVe2qQptrsX+e/280epxnvRqrpX+8lzRJ6VFw+etn/U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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('contacts', 'Average # of Contacts Created')"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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": [
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],
"xaxis": "x",
"y": {
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},
"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": [
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],
"xaxis": "x",
"y": {
"bdata": "2cIOQz/WMED6MBvQZRVBQHzM0NmmsBdAvrsVC12+NEA=",
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=contacts_long_term
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value=%{y}",
"legendgroup": "contacts_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
"shape": ""
}
},
"name": "Contacts: After 90 days, first 6 months",
"offsetgroup": "contacts_long_term",
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},
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}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
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"error_y": {
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},
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "bar"
}
],
"barpolar": [
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},
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},
"type": "barpolar"
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},
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],
"histogram": [
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"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('contacts', 'Cumulative average # of Contacts Created')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": "rn3qrFr3IUBrPhQwMpcqQBlb2GHoBzBAOumJ5wVOMEBwyuD152YwQLBiqhSRmDBAAJ/ZhFu5MEDg0nT1hsAwQGYTbuUgzjBAQn2Jht/SMEBndJRgxdQwQCYafkvT1TBAf25GRwnWMEB/bkZHCdYwQH9uRkcJ1jBAf25GRwnWMEB/bkZHCdYwQH9uRkcJ1jBAf25GRwnWMEB/bkZHCdYwQH9uRkcJ1jBAf25GRwnWMEB/bkZHCdYwQH9uRkcJ1jBAf25GRwnWMEB/bkZHCdYwQH9uRkcJ1jBAf25GRwnWMEB/bkZHCdYwQH9uRkcJ1jBA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#19d3f3",
"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": "NC8mWU8MF0DwSZGD8qsXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdAlZDMj1awF0CVkMyPVrAXQJWQzI9WsBdA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#FF6692",
"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": "xlowvukiKEBtLJfMeDgtQHzTRWDNsy5AqMYsIxlgMEDia/xkLz0xQKMe/XzICzJA+512zdZ3MkBbSFe4wOAyQBh2++McQTNAfLByprnNM0DXbH13KxY0QMI+Tf/nZjRAAaTltezINEBjLRjfdBE1QMlptJnDYzVAkP9Q4F6dNUCqMctIBtg1QG7QfIJlATZAw+IytdQvNkCEZyYo5GI2QPo/N4sRezZAfrKXnmuTNkDtvYCpgqs2QP3weyQmvzZA6GYxYs/YNkCBnkjAMe42QAze0CuiBjdAhdCfVR8VN0C/jQhm0yI3QIWtzJsLLzdA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#B6E880",
"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": "NNV8mA3oLECmUCZIVRgyQOrYpD25GTVAnUj6DAzCOUBPAG74eDk7QGg8AbjhYzxAyRVLatBTPUANerpRpy0+QJYvLHLFEj9A4y3PG6zWP0A6Wnhd+01AQLE2DsSjvEBACRuZ6dgkQUB7BDsSWoFBQBxRy7yK7kFAy06SdX8/QkDB6Q8h+pVCQIbqIo6o5UJA4Qf1vox5Q0CArUXl1M5DQHGyJWxkJkRApauxEv91REB9KhVved5EQLAjoRUULkVAVSre8ryBRUBSg55u1OlFQFCB0x9CNEZAv1U9S6GMRkCD1eqQhuFGQJI+A4MwNkdA",
"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"
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('contacts', 'Cumulative average # of Contacts Created')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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": "yn/PbMKtCkDi9lJfj2AdQBFltx3Frvs/rBAdh6S3EEA=",
"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": "jY4SrJgqE0BoYBDGbktBQPuEYHHansY/bvNPPHnnLkA=",
"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",
"y": {
"bdata": "9kiN7zgnzT912soXFtlmQHLShOJ3x6A/VO/ieFtIL0A=",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('emails', 'Average # of Emails Sent')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"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": "yn/PbMKtCkDi9lJfj2AdQBFltx3Frvs/rBAdh6S3EEA=",
"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": "OSc98bxAIEBEv/qxgPdEQLB142uggv4/4j3vv6WhM0A=",
"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",
"y": {
"bdata": "XVz71Fm1IEBGiklE9hZsQESc9yrcCP8/xlowvumiQUA=",
"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",
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('emails', 'Cumulative average # of Emails Sent')"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": "rDcEyn/PBEDKf89swq0KQFZMlSISSxFATriVgzjGE0Cozqp1t9MVQNAuD6RlURhAmk24lYM4G0BKsGKqFJEcQN9xTnrieR1AQDejowQrHkCVIhJLcq8eQFmSewXt8h5AAAAAAAAAH0AAAAAAAAAfQAAAAAAAAB9AAAAAAAAAH0AAAAAAAAAfQAAAAAAAAB9AAAAAAAAAH0AAAAAAAAAfQAAAAAAAAB9AAAAAAAAAH0AAAAAAAAAfQAAAAAAAAB9AAAAAAAAAH0AAAAAAAAAfQAAAAAAAAB9AAAAAAAAAH0AAAAAAAAAfQAAAAAAAAB9A",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#19d3f3",
"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": "6O5ZxeuB9z8bJprSAtz6P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/8QQBs1V7+z/xBAGzVXv7P/EEAbNVe/s/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#FF6692",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "6 month churn",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
"bdata": "AAECAwQFBgcICQoLDA0ODxAREhMUFRYXGBkaGxwd",
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},
"xaxis": "x",
"y": {
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"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#B6E880",
"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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"y": {
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"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": {
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"ticks": ""
},
"type": "choropleth"
}
],
"contour": [
{
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"ticks": ""
},
"colorscale": [
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],
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],
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],
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],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
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"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
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},
"colorscale": [
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],
"type": "heatmap"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
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},
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],
"histogram2dcontour": [
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},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('emails', 'Cumulative average # of Emails Sent')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
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"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_short_term
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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": [
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],
"xaxis": "x",
"y": {
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_medium_term
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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": [
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],
"xaxis": "x",
"y": {
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},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_long_term
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"legendgroup": "sms_long_term",
"marker": {
"color": "#00cc96",
"pattern": {
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}
},
"name": "Sms: After 90 days, first 6 months",
"offsetgroup": "sms_long_term",
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},
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"layout": {
"barmode": "group",
"legend": {
"title": {
"text": "Creation Timeframe"
},
"tracegroupgap": 0
},
"template": {
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"error_x": {
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"error_y": {
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},
"pattern": {
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"size": 10,
"solidity": 0.2
}
},
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}
],
"barpolar": [
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},
"pattern": {
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},
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},
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"histogram": [
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},
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('sms', 'Average # of SMSs Sent')"
]
},
{
"cell_type": "code",
"execution_count": 22,
"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": "8PpzMzpKIUAobi/19Qg0QPw3tux1IAJANjgMJHefIUA=",
"dtype": "f8"
},
"yaxis": "y"
},
{
"alignmentgroup": "True",
"hovertemplate": "timeframe=sms_medium_term
category=%{x}
value=%{y}",
"legendgroup": "sms_medium_term",
"marker": {
"color": "#EF553B",
"pattern": {
"shape": ""
}
},
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('sms', 'Cumulative average # of SMSs Sent')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": "TVdvCJT/GEDw+nMzOkohQEsRiSW5VyVAW3c7bSPUKEAonhc4ZfArQHKvoF0eSC9AeV7glMGrMECYaPgtTVcxQHrieYFTxjFAMhfXPnVWMkDWfChgZK4yQGRsYYeh3zJAwuvPzejoMkDC68/N6OgyQMLrz83o6DJAwuvPzejoMkDC68/N6OgyQMLrz83o6DJAwuvPzejoMkDC68/N6OgyQMLrz83o6DJAwuvPzejoMkDC68/N6OgyQMLrz83o6DJAwuvPzejoMkDC68/N6OgyQMLrz83o6DJAwuvPzejoMkDC68/N6OgyQMLrz83o6DJA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#19d3f3",
"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": {
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"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#FF6692",
"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": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#B6E880",
"dash": "solid"
},
"marker": {
"symbol": "circle"
},
"mode": "lines+markers",
"name": "> 6 months active",
"orientation": "v",
"showlegend": true,
"type": "scatter",
"x": {
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},
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},
"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": {
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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": {
"endlinecolor": "#2a3f5f",
"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": [
{
"colorbar": {
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"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
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},
"colorscale": [
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],
"type": "heatmap"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
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},
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}
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"histogram2dcontour": [
{
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('sms', 'Cumulative average # of SMSs Sent')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"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": "tk+dVevuQUAdv8M1xBpSQJ2ymgtsHi5A0SuiBmQuREA=",
"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": "5uLap85qMkCUCVIVpuVjQPMlHNnvTd4/DN7QK6JGUUA=",
"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": "9YZA+e+ZHkDXa/at6rmCQPhjRUtAzPM/KFgWACOTUUA=",
"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"
],
[
0.7777777777777778,
"#fb9f3a"
],
[
0.8888888888888888,
"#fdca26"
],
[
1,
"#f0f921"
]
],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
"colorbar": {
"outlinewidth": 0,
"ticks": ""
},
"colorscale": [
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('appointments', 'Average # of Appointments Created')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"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": "tk+dVevuQUAdv8M1xBpSQJ2ymgtsHi5A0SuiBmQuREA=",
"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": "KcGKqVIkS0Ai6TMwCPNsQM2TY4rbEC9A9PMhL9RdW0A=",
"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": "CNKyqJD3TkAgZgO6rPaJQCYg5skxxTBADiacl3t4ZkA=",
"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"
],
[
0.7777777777777778,
"#fb9f3a"
],
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('appointments', 'Cumulative average # of Appointments Created')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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('appointments', 'Cumulative average # of Appointments Created')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"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": "6AVOGbz+7D+mh6IEco62P8jPJlE1WNs/bpUQ+rPq8z8=",
"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": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "qC/R8Fua5j9Iw5BPpeL9P0rO+Q6BEjQ/yurGlZxG+z8=",
"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": [
"fair-trial",
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"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "Ektyr6Bdbj+Qzj+7ZBQmQAAAAAAAAAAASqq9FzBV8D8=",
"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": [
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],
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],
[
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],
"type": "contour"
}
],
"contourcarpet": [
{
"colorbar": {
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"ticks": ""
},
"type": "contourcarpet"
}
],
"heatmap": [
{
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},
"colorscale": [
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],
"type": "heatmap"
}
],
"histogram": [
{
"marker": {
"pattern": {
"fillmode": "overlay",
"size": 10,
"solidity": 0.2
}
},
"type": "histogram"
}
],
"histogram2d": [
{
"colorbar": {
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"ticks": ""
},
"colorscale": [
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],
"type": "histogram2d"
}
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"histogram2dcontour": [
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},
"colorscale": [
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('checklists', 'Average # of Checklists Created')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"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": "6AVOGbz+7D+mh6IEco62P8jPJlE1WNs/bpUQ+rPq8z8=",
"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": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
"bdata": "yJoPBYzM+T/C69pvjEv/PzyOavE5Xds/HMDrR6iYB0A=",
"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": [
"fair-trial",
"long-termer",
"quick-exit",
"short-termer"
],
"xaxis": "x",
"y": {
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cumulative_averages_chart('checklists', 'Cumulative average # of Checklists Created')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": "ZM2HAkbm4j/oBU4ZvP7sP4ff0nT1hvA/iSW5V9Au8z+HoR9rPhT0Pyc98bzAKfc/Nh8KGJmL9z+jowQrpkr5P1jQLg+kZfk/QVoWFfJ++T/QzegowYr5P8Epg9efm/k/jMzFtU+d+T+MzMW1T535P4zMxbVPnfk/jMzFtU+d+T+MzMW1T535P4zMxbVPnfk/jMzFtU+d+T+MzMW1T535P4zMxbVPnfk/jMzFtU+d+T+MzMW1T535P4zMxbVPnfk/jMzFtU+d+T+MzMW1T535P4zMxbVPnfk/jMzFtU+d+T+MzMW1T535P4zMxbVPnfk/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#19d3f3",
"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": "pjoUfriP1z8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/C3hFCr3V2j8LeEUKvdXaPwt4RQq91do/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#FF6692",
"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": "gpMO1bs47j9ulRD6s+rzP8XZHcIQQPo/3Ksz8EC4/T+zABiZzp0AQCVsZd5ceAFAmE2LNE6AAkCni8CaZ0kDQMIbekXUgARAIfRn1UeFBUAHWXQ/ZZgGQGs1rL88KAdAf+0DJx2qB0BZAIxM504IQKOqSWQXpAhA9rrantQMCUAUoL6YQlEJQLdKCP1Z9QlA0qF6F8fbCkDTUJq4KVoLQJvQwijZKAxAeCDczgaqDEAckt6iHv0MQLidDVSpPA1ANDbnK8XZDUAWACPTuRMOQEQ71QHfUQ5AOg5Jb1GPDkA9+vmQF+oOQGLP2JyvFA9A",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#B6E880",
"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": "rI0D8SjvtD+mh6IEco62P7WVLyxyxcI/sLWonNoB1D+rnqVQJkjVP5+4vdTXI9g/kmISkb2d2z+l4i3PG6zmP95NSIwUk+g/CRuZ6dik7T+DZ/IXTTXvP9KLbx5Tlvs/Qr0vY+6B/z9/P01smyIAQKpUvOV5gwFA5fgdriHWAkCB9y5QgdMDQFcsqUFPNwZA8yq64640B0DZpD25mcUJQNb9/TSxbQpAT5J1fz9NDEBJ+gwMwtgNQCXr/n6a2A5AEWvjQDzKD0D+/TSxbYoQQOZVdMddaRJAK4Nn8hdNE0BRlEDO0cITQIXESDGJyBRA",
"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"
],
[
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],
[
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,
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],
[
0.3333333333333333,
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],
[
0.4444444444444444,
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],
[
0.5555555555555556,
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],
[
0.6666666666666666,
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],
[
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],
[
0.8888888888888888,
"#fdca26"
],
[
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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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"#0d0887"
],
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"
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"weekly_averages_chart('checklists', 'Cumulative average # of Checklists Created')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
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zFwhUPHqy2QkBBBBAAAEEEEAAAQSeZIGAD1R0RZk85VtKQ9MgNXf2TMHulU5vqG6ajbaqX8H2ttBthukzMnLyYltxMWrqEtmwZZds/HyI7Z2x//e/pEL97rbPyCfZ3n3ovuuL8/NmKktoAcChv45JiRqdnL1YHAdPnL1SRpjPcwQqGjZoU9KQP+F3/cm/p9cR8gI1LDp7/pKdRqI9Q3TTIOiymQKT2PS9iBcndrCmt67Ha2VHgZwfSN8OdYOdVnt//Gh6hOjUD908CVSmzV8rg8d/LpMHt7EVHKFtc5ZsNGHAi/JBxjfdrvLjGqh4aqKVNjqOfh2Dj8NxDY7wIfv779gqHm1Gq81hHVVMul94TWldx3PBVCJt+GqXDBr3uQ3c9HPdBSqO47TCY/sP+2WwOUaf0Y2meskxzcr13I+ih4qnjhosnjx1Tlaa6iDXTacyadBChcqT/NcC144AAggggAACCCCAAAKeCAR8oKKBxZhpy2w1RGirpTTuONyspnNaVkzvY700gNE+ENojRXubaGVBi7rl7Ne0muMj00OldOGPpWOzasF8tXntK6lT2Bff0AKVPT8fkGpN+theHHnMlA7dtJFnGbOC0J9H/pX18wbZ/hq9TPPSpWu3yrcrxzinmWjvEkevEn1R9fQ6QnsA9Nw6VcMxpinz1tjdalcuEubzokHPEVNds37uIBsu6aaVK3nLtzIr9bxim9Dq5kmgoo1gi3/W0VZr6Ao1SZMEX7paKztadhtjV8VpUqu0R4GKpya6wo7e7w3zBjvH8e33P9vwQquLtGJJx+RY5cexhLP23qlgGgzrFlagctw0sd1jAqaipmGx69Z5wBTbnFYDCEegomYa8mnvka927LUNal2fUcdqUfrsaqPXkNujCFQ8ddTvjfnLvpBvlo+yzYx10/uqDXlfSZOSQMWTP33ZBwEEEEAAAQQQQAABBJ5ogYAOVHR6S6EqbW3T1LH9WoZ6oxwr8mhjU0djT+0PoZUcOl1D+3O8bIISx6YroIybscxWteTMltE2MV24covMX/6Fnf7w5mupQw0AtApEl23Wz+jeuoZtjKoNb1Mmf84uwzywSwP7cq1LGGsoof1Y6ptVYW7cuCn9R88V7b/ylHnZd13lJ7zrCG3AGgZopUTO/1XYaKCkjXMzmT4fYW2O1XHKFMkh1c2UGV0Ketrna22fkRkjOpoVjR4c70mgovvpMtVa3RLTNHqtZJrjpkv7kl1t6Jvv9snqzTtMg9z3ZGDnBjbg8GTKj57Tk3vj6KdTLH822+Pk4qWrNjjTih1daclRoeK6bLKGXEtMEKXTsPT+hhWoaINibXb8WbkCUtI0pdWqpYOmOqnboGm26a9Oz9Flq/W5rFomv6inPgNFP21ne9o0+KykJHvuWTttRpskX7p81W3V0KMIVDx1dFSy6HPUsHopG/LpUthHzNi09wsVKk/03wtcPAIIIIAAAggggAACCHggENCBilYe1A0abMOKkBUDDpvrZpWYT0o3tU1odWlk3bSvSbveE+zStyF7mejXNQCZt3Szqdg4KbFNs9J33njZTilyNKB1FwB8baoQtF/KUdN0VqtR6lUrJoXM59Y0K89oc1WteildOIcsWPGlTJyzSs6YZZU1zNHeGwvN8sS6zLI2ZnVs4V1HaPdfl4CeNaqTrYTQwEmnQ2m1hgYX4W1fbd9rw6TfTf+T6KYSRxv8Nq5ZSrKa1Wkcm6eBiu6vwcKsRRtl686fzApC5ySuCR90JSNt+Fs0X1bnNBdPAxVP7o3uo/10xs9aIQcO/2Nf/nWlnVb1Ktg+OqEFKhoWaEhy3YRb2k9FA65vvvvJ2XdGAxadorPJTA3T7ctv98iUuWtskKJTdp5Pmsg+X43MM6LLauvWqf9kWfvFTnsflk7pbQK8izLcTP360VQyafiWyDTtzZr5bWlWu4xZRjlJqLfmUQUqnjrq94mGKMdPnDWrNiWSOlWLiQZKWomzYkbf8B4nvo4AAggggAACCCCAAAIIPNECAR2oPKl3RqtjnkkQ37lMr46juFkZRwOMAZ3rP6nD4roRQAABBBBAAAEEEEAAAQQQCBgBAhU/u5V/mOqPMrW7SCkzXUQb5WoliPY9mb5gnV0C13UZZj+7dC4HAQQQQAABBBBAAAEEEEAAgSgjQKDih7dap9ZMsFNSjtnGqdrkU6cHhVylyA8vnUtCAAEEEEAAAQQQQAABBBBAIEoIEKhEidvMIBFAAAEEEEAAAQQQQAABBBBAwJcCBCq+1ORcCCCAAAIIIIAAAggggAACCCAQJQQIVKLEbWaQCCCAAAIIIIAAAggggAACCCDgSwECFV9qci4EEEAAAQQQQAABBBBAAAEEEIgSAgQqUeI2M0gEEEAAAQQQQAABBBBAAAEEEPClAIGKLzU5FwIIIIAAAggggAACCCCAAAIIRAkBApUocZsZJAIIIIAAAggggAACCCCAAAII+FKAQMWXmpwLAQQQQAABBBBAAAEEEEAAAQSihACBSpS4zQwSAQQQQAABBBBAAAEEEEAAAQR8KUCg4ktNzoUAAggggAACCCCAAAIIIIAAAlFCgEAlStxmBokAAggggAACCCCAAAIIIIAAAr4UIFDxpSbnQgABBBBAAAEEEEAAAQQQQACBKCFAoBIlbjODRAABBBBAAAEEEEAAAQQQQAABXwoQqPhSk3MhgAACCCCAAAIIIIAAAggggECUECBQiRK3mUEigAACCCCAAAIIIIAAAggggIAvBQhUfKnJuRBAAAEEEEAAAQQQQAABBBBAIEoIEKhEidvMIBFAAAEEEEAAAQQQQAABBBBAwJcCBCq+1ORcCCCAAAIIIIAAAggggAACCCAQJQQIVKLEbWaQCCCAAAIIIIAAAggggAACCCDgSwECFV9qci4EEEAAAQQQQAABBBBAAAEEEIgSAgQqUeI2M0gEEEAAAQQQQAABBBBAAAEEEPClAIGKLzU5FwIIIIAAAggggAACCCCAAAIIRAkBApUocZsZJAIIIIAAAggggAACCCCAAAII+FKAQMWXmpwLAQQQQAABBBBAAAEEEEAAAQSihACBSpS4zQwSAQQQQAABBBBAAAEEEEAAAQR8KUCg4ktNzoUAAggggAACCCCAAAIIIIAAAlFCgEAlStxmBokAAggggAACCCCAAAIIIIAAAr4UIFDxpSbnQgABBBBAAAEEEEAAAQQQQACBKCFAoBIlbjODRAABBBBAAAEEEEAAAQQQQAABXwoQqPhSk3MhgAACCCCAAAIIIIAAAggggECUECBQiRK3mUEigAACCCCAAAIIIIAAAggggIAvBQhUfKnJuRBAAAEEEEAAAQQQQAABBBBAIEoIEKhEidvMIBFAAAEEEEAAAQQQQAABBBBAwJcCBCq+1ORcCCCAAAIIIIAAAggggAACCCAQJQQIVKLEbWaQCCCAAAIIIIAAAggggAACCCDgSwECFV9qci4EEEAAAQQQQAABBBBAAAEEEIgSAgQqUeI2M0gEEEAAAQQQQAABBBBAAAEEEPClAIGKLzU5FwIIIIAAAggggAACCCCAAAIIRAkBApUocZsZJAIIIIAAAggggAACCCCAAAII+FKAQMWXmpwLAQQQQAABBBBAAAEEEEAAAQSihACBSpS4zQwSAQQQQAABBBBAAAEEEEAAAQR8KUCg4ktNzoUAAggggAACCCCAAAIIIIAAAlFCgEAlStxmBokAAggggAACCCCAAAIIIIAAAr4UIFDxpSbnQgABBBBAAAEEEEAAAQQQQACBKCFAoBIlbjODRAABBBBAAAEEEEAAAQQQQAABXwoQqPhSk3MhgAACCCCAAAIIIIAAAggggECUECBQiRK3mUEigAACCCCAAAIIIIAAAggggIAvBQhUvNQ8fva6l2fgcAQQQAABBBBAAAEEAkMgZZK4gTEQRoEAAgh4IECg4gFSWLsQqHgJyOEIIIAAAggggAACASNAoBIwt5KBIICABwIEKh4gEah4icThCCCAAAIIIIAAAlFCgEAlStxmBokAAv8TIFDx8lGgQsVLQA5HAAEEEEAAAQQQCBgBApWAuZUMBAEEPBAgUPEAKaxdCFS8BORwBBBAAAEEEEAAgYARIFAJmFvJQBBAwAMBAhUPkAhUvETicAQQQAABBBBAAIEoIUCgEiVuM4NEAIH/CRCoePkoUKHiJSCHI4AAAggggAACCASMAIFKwNxKBoIAAh4IEKh4gBTWLgQqXgJyOAIIIIAAAggggEDACARSoNJv1Bw5efq8DO/Z5LHen0tXrkm2Yo1k2bTekvblF3z62ffv35fmXUfJ1p37pGvLz6R04Rw+PT8nQyCqCRCoeHnHCVS8BORwBBBAAAEEEEAAgYAR8FWgcvHyVRk/c4Vs3vqDnDpzXhI+87S8l+F1aVi9pM9DBgf+9Ru3ZOXGb6VC8Vz2t44cOym3bt2R115O5dP707TTCPli2x6355w2vJ3I/WjyzpsvS7y4sX362b8e+FvK1e0mS6f2lpdeSC5PPRXLp+fnZAhENQECFS/vOIGKl4AcjgACCCCAAAIIBIDAyTvXpMO57XL53u0nbjQxJLoMee4jSRUzvtfX7otA5bKp0KjcqJdEjx5dGtcoKa+9lEpOn7so85Zulm+//1lmjeokb76WOti13rl7V2LGiOHV9W//fr8MnbhQFk7s7tV5wjv4jBnLtes37G4bv/5BJs9ZJZ9P6OY8LHnSxBL7EQUdO374RRq0Hyo/bpz80GX6wjC8sfN1BAJNgEDFyztKoOIlIIcjgAACCCCAAAIBIKCBSr5/V8i5uw9elJ+kLVa06LItVVm/CVQGj/9clqz5WtbOHmgqU4KHPF0HTZUP3n1TihfILmXrdJVi+bLZfV9KnUJG9W4mx0+ckZ7DZsr3e3+Tp+PHk0+yZpC2jSqb/x3X3pIVG7bJxNmr5JjZL0miZ6RGhUJSrWx+0TCloQka7ty9J3FixzIBR3dZsOLLYFN+5i3bLHOWbDK/d05Sp0ouTWqVltzZM9nzVqjfXYrnzy7f/fibHPjzH7lz544ENawkhXJ/GOajsHTtVhk0br58u2KMc7+QU3703EXyZLVh0u+HjsqzCZ+WIV0bycxF62Xn7l/l7r170qtNLcn2/tv2HDv3/CoDx8yTw0f+leRJE0l5U3FTo0Jh2bbrZ2nWZaSpurktceM8JR2aVpODfx0TDbC0IuiHn36313H+4mXpMWSGOfcv1iPTO69Jt9Y1JNXzz5kg6KZ8ULi+DO3eSKbOWytHj5+Sd99+zZyrinU/ZM6XLEkiO00qRfIk9nrUbNrna+WCOW+aF56X5nXKmvvy7pP0LcK1IuBWgEDFy4eDQMVLQA5HAAEEEEAAAQQCQIBA5cFN9EWFSoFKQVIsfzZpVrtsmE9GpQY9RMMHfdnXipWECeKL/p6+4DevU05u3rol7ftMtMFJ3w515a+jJ6Top+1lZK9mkiNLetn7yyGp03qQzB7TWdKb6TUzF643U362OytUXHuorN+yS7oPniZj+rW0++qUnaCeY2X+uG7y9hsvSaWGPUUrTyYNCpKXTbgz11TTjJqyWL5dOUaiRYvmdhyeBCp67itXr8u0Ye0k8bMmBGrRXw79fUyG9WgiWTK9JaOnLpUvv90jiyf3lLPnL0mhKm2le1ANKZjrA/nbjLl+2yHSuGZp2y/FBkcdhjkrVIaMX2CnOdWpUtSGP88lTijtek+QU2fPy2AT2jwVK6Z0HjBFbt2+I+P6tzSmtyVzgbr23AM6N5Cr5roKVA6S55MlkcmD29jja7ceIG+8mlraN6kiX+/YK10GTpWxxu2N1140vVt+klbdx8py0x9GQyk2BJ50AQIVL+8ggYqXgByOAAIIIIAAAggEgACBim8ClXv37kuGvLVkoHlZL5I3S9iBigkaXk2TUvq0r2P32/fbYfm0SW/ZtXaCxDJBgG4/mdCkWtM+snvDJIlm/jl34ZIkTfKs87wla3aSKqXyStg/LEgAACAASURBVMWSecIMVDSU0OqKjs2qOo+tYqYlZUqfVtqYShQNPTRo6dT8U/t1rdzQYOOrJSNsyOBu8zRQ0f4x+jm6DZ2wwAQVP9mmtbppSKKVJzruqfPXyFfb98qMER2cHzl57mobZOjvhQxU9Fxrv/xONs4f7NxfwxvdHFU9G776XnoPnylfLx3pDFQ0IMmZ7UGViY49w1uvGJtq9tcjJi82lTRHbIjSoN1Q66KBjmNTS93f9ffcAvEFBPxcgEDFyxtEoOIlIIcjgAACCCCAAAIBIECg8uAmeluhoqvQZMxXx4YkWqUS1qYv8jrlpv6nxe1uqzfvkLa9xod6yAYTGKQ0U1CmzFsja8x+l8wUF1M6ImfOXpBW9SvIZ+ULhhmoFKnWzkwNKiBVSud1nr9dnwlywzSyHdGrqQ0VCuR8X2pVKmK/fsJMC8pbvpXo5+pUGXebp4FK4TxZpLq5Rt3GTFsqP+4/JJMGB9lf7973h1Rv3k/2fTHNVNFMl4Wrtjz0cTr9ZtPnQ0INVPb/8ZdMGdLWecyBw//ISBOK/GGmLt01vWm0KkUrVHauHucMVBZN6iFvpU1jj9HP/vjD9FK3ajH7a20mvMtMfZoytK2o29//nHzoekoW/MhWDbEh8KQLEKh4eQcJVLwE5HAEEEAAAQQQQCAABAhUHtxEbwMVPYdOy8mVPaOzIsP18bh9567Eivmg+ayGGAVzfiA1KxW2v177xU7pPmS6ffEPbdNeK0MnLJRxA1rZqgndtA+Lvtx7Eqh8Wq6AVDbVLI5Np8Zo2KD9QkJei68DlSImUNFr1E0DFZ2uNNFML9LNNVDpMXSGDYlG9WkeqkFoFSoHDh+z03l000Arf8XWksP0OGnXuLLpJ/OUnd7Uoe/EYIGKTi9yNAYOK1Ap9lkHu2qS49oD4FudISAQTIBAxcsHgkDFS0AORwABBBBAAAEEAkCAQOXBTfRFoKJTRmYv3ihrZvcPNj1HX/aDeo6T580qOG0aPZhm4xqo7P/9L9scdtOCoZIiWWJ7PdpE9cbNW6b3SALbC+S2qbQY0Lm+/ZpObcldroU0rVUm3EBFp65ozw/XKT8V6/eQLJnfshUu/hKoTP98ncxf/oWsmzvQ+V2lvV0SPB3PrhwUXqDy76lzkq9CK1k7Z4Czx8moqUvs/XCtUPE0UGlk+rVo35fe7Wo7r+ffk2dNs9zEZhUn971lAuCPBIYQRQQIVLy80QQqXgJyOAIIIIAAAgggEAACBCq+C1Q0BNH+JBqENDG9N7QS4qzpfTJ70QbZ/fMBmW2WTdbGryFDDL0CDTmSJ0tkVr2pbV/YHY1ldfqJVnasM/1C5o3ralbhuStdB081q9Icl9wfZZKgBhXtqj7jZi6XJVN6Sby4cWyvkpOnz9sKlC++2S2d+k+W8QNbSzoz1WWNqYbpMnCKbQSb9uUX/CZQ0aa0BU2T2PqflrAhkYYpzTqPlPyfvC8NPisRbqCi5tmKN5ZOph9K2aKfyGYzbp0mtf/3w3YFIO1No01pPQ1UtClty25jjGFTyW5WIfpx/0HRkEUrYjKnfz0AvvMZQlQXIFDx8gkgUPESkMMRQAABBBBAAIEAECBQ8V2gome6dv2GTJi1UjZ8tUu0auLZZ56Wjz54RxrVKOXsSRJaoPLPv6dNA9VZdtnkGDFiSNbM6aRLy89sY9gLF69I6x5j5adfD9kql7ZmSotOzRkweq5ZArmMrXbRFXQuXLpiG6rqZzsCFb0mbfg6y4Q6uszwK6YZbqt6FSTre+nswP2lQkWvZccPv9ilmA/9fdyufKRLTLeoW05iGo/wKlT0eO3rMnzSIjudKY8Jm7QayLoYv9Wz+kuWog09DlT0fFrdMn3BOhvuaB+betWKS6lCHwfAdz1DQMC0YjKlc/eB+O8CBCr/3Y4jEUAAAQQQQACBQBEgUPFtoBIozwXjQACBwBYgUPHy/hKoeAnI4QgggAACCCCAQAAIEKgQqATAY8wQEEAgggIEKhEEC7k7gYqXgByOAAIIIIAAAggEgACBCoFKADzGDAEBBCIoQKASQTACFS/BOBwBBBBAAAEEEAhAAQIVApUAfKwZEgIIhCNAoOLlI0KFipeAHI4AAggggAACCASAAIEKgUoAPMYMAQEEIihAoBJBsJC7E6h4CcjhCCCAAAIIIIBAAAgQqBCoBMBjzBAQQCCCAgQqEQQjUPESjMMRQAABBBBAAIEAFCBQIVAJwMeaISGAQDgCBCpePiJUqHgJyOEIIIAAAggggEAACBCoEKgEwGPMEBBAIIICBCoRBAu5O4GKl4AcjgACCCCAAAIIBIAAgUrkBCpHT96Um9eje/YERRNJkiiaJHompmf7sxcCCCAQjgCBipePCIGKl4AcjgACCCCAAAIIBIAAgUrkBCorN9yS5atNUuLBFjOGSMcgkdQpY3mwN7sggAAC4QsQqIRvFOYeBCpeAnI4AggggAACCCAQAAIEKlEjUPl6x14ZO2O5/H7oqMSN/ZS8n/ENCWpQUVKnSi4HDv8j9doMli8XDffJE52laENZPr2PPJ80cbDzOX7/zLmLEtRjnKybO9Dt5x05dlJ0v8zpX/f4mqo16SM/7j8o0ULkVDquLgOnSpE8WaR4geziuI4LF69Ii66jw7yO0D7c3fhc9x0xebFMnrtKYsSIYa4nmqRMnkSK5s0qdasWk1ixIlZp9PPvh8P18hjJ7Lh8/TbpM2KWVCqZR1rVrxCRQz3ad/v3++XlNCkeuv96cMP2w5z3wd3Jfjt45D/dF48ujp2cAgQqXj4MBCpeAnI4AggggAACCCAQAAIEKoEfqGz59kdp02u8tG9SRfJ+nFnu3L0rMxasl2XrtsqqWf3l1JnzjzVQeS5xQrl85ZokSpjA7XfQjIXr5dat2zaA8HTTQKViidw2NAm5XTKfF/upWPbfxxWoaCDUq20tOw4NCfqNnisJE8SX8QNaeTokuXv3ntw3/4Tn5fEJzY7Nu4ySDzO9KVXL5A922L179yV6dM+qpsL6vCYdR0jdasXk3XSvPnT+K9euO+8DgUpE7prv9yVQ8dKUQMVLQA5HAAEEEEAAAQQCQIBAJfADlTK1u0iJAh9JjYqFgj2xi1d/LTmzvSvnL16WRh2GS9kin8jiNV+bl/i70rNNLfn4w/Ry9doN6TV8puzdf0himblHVcvkk4qmskG3g4ePSZdBU+XEqbPyQopk0q9jXfPfpM7AQitUhk9aJH/8eVRG92kh2Yo3spUrrhUq23b9LAPHzrOhQ6yYMSWoYUV5yoQerbqNkZjm80oXziFNapaWzgOnyI8/H5S79+5J5nfSSk8TVMQxlTauW1iBimtlRGiBSljj/Oa7fbaiI3r06FIsf7YHYdS03rYC45PSzWR4zyYPVdJohYojUHFc48VLV6Vw1bYytHtjyfpeOsmYv45s+nyIaMCkm+PXGnB1HjBF0r78gpw0/1tNHBU9TTuPlLdff8lW4pw4dU5eTJVMhvdoYiphoota9h4+S2Ka/13BBEtT5q2ROWM6S6rnn3MyTZy9UibNWS0Jno4rZQp/Ir8e/Nt+zrJ139jwRyuC3N3vv46ekG6Dp9lxxYsbRzo2qyqZzL1w3SbPXS2jpy2V5M8lstet53U9/9ylm50VKvt+Oyw9h86QS5ev2pClU4tPJUumt2z49F8qhwLgj+PHOgQCFS+5CVS8BORwBBBAAAEEEEAgAAQIVAI7UNHKhqzFGsnG+YMlpcuLteujq1N+ytfrbkKUmjZ4WbByiyw3L8L6Mt7fVFVo4NK/Yz3RQKB8/e4yqnczeePVF6V0rS7SpFZpyZfjPfvyvnP3LzJxUJAzUNmz74CZ9rJaZo3qaF/AQ5vyU6JGJ+neurp9kdcX6blLN9kwR4OB5EkT2QqV9Vt2mWv6UiYPbiP374sMGf+55DWfmTl98Jd5bwIVd+PUMCBvhVbSu11tGzDNX/6FvbZNC4bYQGXrzn2S4a1XJOEz8YP9aRBaoKI7tOo+Vl5O/bw0rVXGbaBy7sJlqdKopwk4akthM03JdcqPBg16PyYPaSvRzVSi0rU6S/umVUwQkU7yVWxlj9HrHGNCjQkmPNlg7nvIqVdNO42QAjk/sJU8Wq1y7sIlmWRsNaBy5/Dma6mlbJ2uUqlUHilfLJdoGKLn0ecq5BQmvacazmiFSsjzuwZb5ep2k0/LFZCSBT+S1Zt3yNjpy2S1qZgiUHk8f7EQqHjpTKDiJSCHI4AAAggggAACASBAoBLYgcq/J8+aF+3WsnvDJFsFENqmgUqVRr1l19rx9svaZ6Vxh2EmNBgqBSoFyeCuDSXD/6ZvDBo3X+KbcKRUoY+ltKl82bl6nD3m9p27cvv2bWdw0s8EMINM5cn04R1sMKJbaIFK7dYD5aUXnpfqFQqZfi7JnJfnGqjs3veHtO4x1gQvNW1lh7txaKCiY3H9etw4sWX9vEHBeneEVqHibpyFTKBRuWFP5zhvmkqazAXqyuaFQ0PtEeIYgLtARQMLnVqj1R3uKlQ0MKlYv4d8v26inYITMlDJZIKk6uUL2o9q1mWk5M6eSTK+/Zq5h71k+6qx9ve1iiRnmeahXqdroKIBzdtvvOScWuXOQSuFilfvIN+tmeCcFlTBhGttGlaSDzK+Geyxcg1UQp7fNVC5cfOWrUrS6prTZy9IvgqtZe/mKQQqj+nvFQIVL6EJVLwE5HAEEEAAAQQQQCAABAhUHtzElEniPta7+bhW+bl2/aZ8ULi+rJ0zwDagDW0L2ZTW9dfvF6pnpofEs81Vdbt9+44Uyv2hmfqSXVp2HWVDl5CbBhZa7RA/XhxZMqWXc2pOaIHK2fOXZPzM5bJp6w+SIH48W22R/f13glWo6Pm1SmXess3y64G/7ee3b1JV4sZ5eMpPEdP4tUDO952XpA1hkyR6JtxAxd049bO0/4xOzXFs7xWsJ6tn9/9PgUqr7mNEqz3qVSseZqBSN2iwbFn8oElwyEBFK1DKFctpv6aBhf761ZdSSoe+k4I12M2Yr7asM2FSWBUqevxHH75jq050c+eg1SwaLCV3aTR8/cZN6dqyuhTM9UGwRyBkoOJ6ftdAZc3mneaebrJhnPaK+c1MP9r3xTQClcf0JxGBipfQBCpeAnI4AggggAACCCAQAAIEKg9uYqAGKjo2rSTImfVdaWx6kbhuo6cuteGENj11XeXHNVApVKWt7RGiIYDrdvzEGSlZs5Op3BhvKxY0aDn672l5JXUKW4kyqndzWbz6KzMV5mlbjaFbeKv8bN35k7Q14cW2FWOk78jZzik/rp+rzWVbm2kz+pJew1S1uG7eTPlxN85Dfx+3lR+OSpxr12+YgKrBf6pQ0cqTgpXbyLRh7W1ViAYzutJR0iTPWj+tWPlqyQg7pcf1fngSqGiFSvUW/WTb8tGWJCIVKq4BjTuHE6fPSUkzlcfhENYffSEDFdfzOwKVD02vlEKmn8yiST3k1TQpRc+f31RSEag8vr9UCFS8tCZQ8RKQwxFAAAEEEEAAgQAQIFAJ/EDl2+9/Fl15RZfI1Z4cus1YsE7WfvmdLJvaW46fPOM2UBkwZp7c0EqEVtXN6kD3ZOiEBVIsXzZJ93oaE6h0lpqm0a1OB5m1aIPpJ/JTsB4qcWPHtqHLwM4N7KoyIQOVpeaza7bsbwMbraL4xwQy2qdj+8qxtlHtU2Z5Yb3m2Ys3mv4tV6RRjVL22nUJZH0Jr1mpsM8CFXfjfN30isldtoVpuFtPcmRJL9Pmr5WhExfIRlOx4mkPlfum8csB08C3x5Dppo9NEhnUpaG97sJV25kKj88k2/tvy8oN30qHfpNsVcp/CVRKmAoSneIzqk9zef/dN2wz4Knz14TbQ8VR4eKoeHHnoAGQ9jxRc13+Wfu89Bs1W3oE1bTTvFw3vYct6pa3XiHP7whU3kybWmq06C9fLhxmq5+GTVpobX9YP1G0+S1NaR/9Xy4EKl4aE6h4CcjhCCCAAAIIIIBAAAgQqAR+oKIj3P79fhk7Y5mdMqOr6OT4MIO0blBRkj33rO074q5CRVe/0X4me34+YJdbzpUto7Qzyy/rij9//PmPdDWr7xw3fVrSmD4ooa3y88W2PebFe44NbvKUb/nQKj9L126VibNX2ZWF4ph+J81ql7FNbjUEat5ltOkPklE6mAqXTv0nyx+mt0s0s9JO+jdftk1iQ77Ie1OhEtY4v/hmt13yWIORckVz2sa0jtVzwlrlZ/LcVc6pUlqFUtI0/G1QvYRZhefB9Kl1JtDS4CNFcrNaUJZ3ZboJuRZM6C6XrlyNcIWKBiI6hWbohM/tFK3KpfLKEBN+rZje19nDxvHHVcgeKq4VJGE5aNDR3YRCurqQTqWqUaGgc8Un1z8Kx85YLtM/XyvN65SVXT/+bqckOQIb1yk/OkVp197f7FLSbRpVMo10l5n+MvekiwmZCFQe/V8uBCpeGhOoeAnI4QgggAACCCCAQAAIEKhEjUAlAB5VhhCOgAY+umnYoT1JMuavbZvIhuw1AyQC9jkxD8yDJyaSt6KftvfoCu6YZjvaYdpfNgIVf7kTXAcCCCCAAAIIIBB5AgQqkROo7NxzSy5f8fx15u03Y0mKpNEj70Hhk/1eQJe+Ll88l1Qw/y4zy17rtC6dVsWGQGgCfhOoLFr1lfP6dA1vXbc9z0eZTdlbMjvP8PDf/8rXO/dKnSrFpErpvH5zNwlU/OZWcCEIIIAAAggggECkCRCoRE6gEmk3nA8OWAGdltVjyAy5cvWaJDYrG2l/k7fSpgnY8TIw7wT8JlBxHYauo64NeHRen+umcxanmKZAkwe38W7UPjyaQMWHmJwKAQQQQAABBBB4QgUIVAhUntBHl8tGAAEvBPwyUMlcoK7sWDXWNnpy3S6b5b206/LuDZO8GLJvDyVQ8a0nZ0MAAQQQQAABBJ5EAQIVApUn8bnlmhFAwDsBvwxUdFkw7Updu3JR03U6th2hrlU+fuYK2bJ9r+my3Me7UfvwaAIVH2JyKgQQQAABBBBA4AkVIFAhUHlCH10uGwEEvBDwy0Bl974D0rLbaLt2+LPPPG2X1rpg1kyPa5YA0zXBs2R6y4sh+/ZQAhXfenI2BBBAAAEEEEDgSRQgUCFQeRKfW64ZAQS8E/DLQEWHdNus5rPHBCunzpyXW7dvS9IkieS9DGkfWifdu+F7fzSBiveGnAEBBBBAAAEEEHjSBQhUCFSe9GeY60cAgYgL+G2gcufuXdn90wE5duK0lC6cw47s6rUbEj9enIiP8hEeQaDyCHE5NQIIIIAAAggg8IQIEKhETqBy5sRZiXXlgmdPSbRoEv255JIgYXzP9mcvBBBAIBwBvwxUDh/5Vxq2HyZnzl2Q6zduyf4t002wckbK1ekqEwa2lgzpXvWbG0ug4je3ggtBAAEEEEAAAQQiTYBAJXIClbPLFkiMuSM9u+8xY0n0AbPlmRdTebY/eyGAAAJPYqBSJ2iQZHjrFWlco7RkyFvLBiq6zVmyUdZs3ilzxnT2mxtLoOI3t4ILQQABBBBAAAEEIk2AQCVqBCpf79grY2csl98PHZW4sZ+S9zO+IUENKkrqVMnlwOF/pF6bwfLlouE+eQ6zFG0oy81iHM8nTRzsfI7fP3PuogT1GCfr5g50+3lHjp00P6S+KJnTv+7xNVVr0kd+3H9QTEFPsE3H1WXgVCmSJ4sUL5BdHNdx4eIVadF1dJjXEdqHuxtfaPtu+fZHadt7vHRtVV2K5cvm3OWPP/+R+m0HS4pkSWTu2C6ydO1W5+wGjwccYsft3++Xl9OkeMhdd9Mf+jvG7+78vx084pFHRMbv+KyQ4/2vY3R33MVLV6XH0BmyY/d+83zHljaNKkmh3B/a3Y8cOyUd+02SXw/8Lamef056tq0lGd9+LdxL+C/jDPekfrSDX1aoZCvWSLYsGSGxzbLJb+eq4QxUtK9KtmIN5ft1Ex8p4ZhpS+XzFV/K10sfpN1hPTwEKo/0VnByBBBAAAEEEEDgiRAgUHlwm1ImiftY79fjrFDRl/o2vcZL+yZVJO/HmUVbFMxYsF6Wrdsqq2b1t70fH2eg8lzihHL5yjVJlDCBW/MZC9fLrVu3pW7VYh7fFw1UKpbIbUOTkNsl83n6jqb/Ps5ARQObrO+lk81bd8ukwUHOy9IfuH+35zcZ0aupXcgkZ5nmznc4TwZ89+49iREjerBdm3QcIXWrFZN3Q8yKuHfvvly5dt05fnfnf5SBiut4PRmf7qPXHT16iHTMzcEamF2/cVP6dagrGt7Ubj1Qlk7tbQKrxPJp0z7y0QfppXaVovLV9h+l78jZsn7eYIkVM0aYl0Kg4umd8uF+2Ys3tmls0iTPBgtU/jRTgfRGbls+2oefFvxUfx09IY07Drd/ODkClbAeHgKVR3YrODECCCCAAAIIIPDECBCoBH6gUqZ2FylR4COpUbFQsOdy8eqvJWe2d+0KpY06DJeyRT6RxWu+lrsmcOnZppZ8/GF62wuy1/CZsnf/IfsCWrVMPqlYMo89z8HDx6TLoKly4tRZeSFFMunXsa75b1JnYKEVKsMnLTIvuEdldJ8Wkq14I/uu5Fqhsm3XzzJw7DwbnsSKGVOCGlaUp0zo0arbGIlpPk97UjapWVo6D5wiP/58UO7euyeZ30lrqwzimEob1y2sQMW1QiO0QCWscX7z3T7pM2KWebmPLsXyZ3sQRk3rbStBPindTIb3bBJqJY1WTVRu1FNWm9CqRPWOMmVoO0n23LPy7fc/S4e+k+yY3337VYkVK5Z88c1uefWlVLZNxM2bt6Tb4GnWKV7cONKxWVXJZMb8yx9/SecBUyTtyy/ISROCTR/e3jn8yXNXy2jzw/XkzyWyhsvWfWP30//2MlZzl252Vqjs++2w9DTVHJcuX7UhS6cWn9rVaCMSqDT4tIQsWLlFrl2/ITUrFZYaFR48W19t3yvDJi40C7XckRdTJjWfXdtWQLmOd/yA1rJ+y3cyZvpyuWP204Cte1BNeSV1Cvs+63rdWqHk7vlzvff5KwXJ0O6NJf2bL9vfbt1jrL0nWqVSqEob2b5qrMSM8SBAKVe3m7RrXFk+yPhmsOcnrPu8fP02mTBrhbneu5IieRLp36m+/G4qeoaasa4wz7Rj03M3ql5SYptnM+Rz/UnWd/3q7wW/rFDpMWS6HNZgo0YpqdGivyye3NOW1Y2fuUKyv/+2dGn52SNDrNmyv0lk89jETQOVs+cvhfnwEKg8slvBiRFAAAEEEEAAgSdGgEDlwa0K1AoV/WFrVlNFv3H+YElppjuEtukLb/l63U2IUtMGL/qivNy8iGu7gv6j59rApX/HeqIBQfn63WVU72byxqsvSulaXaRJrdKSL8d7MmXeGtm5+xeZOCjIGajoyqf6oj9rVEcbDIQ25adEjU7SvXV1+/KrL/Rzl26yYU7v4bMkedJEtkJl/ZZd5pq+lMmD25hqDpEh4z+XvOYzM6dPG2w43gQq7sapL/d5K7SS3u1q24Bp/vIv7LVtWjDEBipbd+6zLR8SPvNww2ANMU6fvSDN65SVcTOX2/CiVqUi9ppnmgqcAyaQ0rBDfXOXayk/bpxsv1bW9N+sVCqPlC+WSzT8aNpphL1/+p5ZxQQ0GlIUNtOXQm5qqefTCpXmXUbJuQuXTFVMGxs8uQZK+tL/abkCUrLgR7J68w4ZO32ZDX0iEqgUzPWB9DAhiM6IKFWrs6wxx8eKFVOKfdbB3m91m/75Otn98x8yslezYOP99+RZKW1CvgUTutkpZ/q8LVn9lcwf3+2h63Z3X958LXWw4Res3EYGd2vkDFQ0eNJFYQrm+tCGRxqAObagnuMkS+a3rK9j04ofd/dZpxDlKtfCBicvpkwm3QdPt9PKOjb/1FQWNZNpw9rb7wcdl1psNe/i5cz3U2jPtT/9xeCXgcoNkyaOmrpEFphpN9eu37Re+odHJZPi6h82+k30KDZNHnfu/lXaNq4kJc03kgYqu80fYGE9PAQqj+JOcE4EEEAAAQQQQODJEiBQeXC/AjVQ0Ze8fBVby+4Nk9y+i2igUqVRb9m1dry10B8IN+4wzIQGQ6WA+cn/4K4NnYtrDBo3X+Kb95tShT62L8U7V4+zx2iLg9u3bzuDk34mgBlkKk+mD+9ggxHdQgtUdGrGSy88L9VNhUPqVMmc3zyugcrufX/YioPurWva6TPu3qk0UNGxuH49bpzYZnrHoGCBQmgVKu7GWcgEF5Ub9nSO86apKslcoK5sXjg01F4lrt/9Fev3kH6d6tnKi3/+PS06JcfxYu8uUNH7Vbx6B/luzQTndJcKJsRq07CSPJvwadFzahuJ0KbCuAYqOtXo7Tdeck6Zcg1U9J1Vq4F0ypAGPvkqtJa9m6dEKFCZZIIzx4IrVRr1svdPz7vGBDRaZaObVq9omLdnw2TbU9QRIGll1KatP8i4/i3tfg7THaaKRKfuuF63u/vSyBQwuG4acui0Jp3yc+jv46Y/zRDJ81EmyZ/zfRkxabF8bsIbx9ap/2R53QQg1csXdP6ezigJ6z67rtqrIZT2vNGATwsqnkkQX1rWK29Do18PHLGVWu6ea3/628EvAxUHkM6D0xKtaCa60hIm/bWWB2lq5+tNmylVM9OJNAnUzRGoaClZWA/Pxau3fX0pnA8BBBBAIIIC98zfD9FDds+L4DnYHQEEEPBG4OjNK5LzyDI5d/eGN6eJlGNjRYsuO1OXk1fiPuP15yeM/2h+8Onuwh5XDxX9Ie8HhevL2jkDbDVAaFvIprSuv36/UD1J8HQ88/L9YLrE7dt37DSKYvmzS8uuo2zoEnLTwEKrIrRCYMmUXs6pOaEFKlpVP95Ub+gLdoL48aR90yqmsv+dYBUqen6tUpm3bLNtLKqf375JVYkb5+EpP0XyZpUC5iXasen7WJJEz4QbqLgbp36W9p/Z9PkQ5znfK1hPVs/uH2agcuivY7ZaQX+47tg0j+aaqgAAIABJREFUYPjcVGGke/0ltxUqP/9+2L7YJ3dp6Ku9Qbq2rC6vmIazdYMGy5bFoTcPDhmofPThO84qDNdARRdLmbdskw3BtDLjt4N/y74vpkUoUNGZGDq9S7cG7YaaiqHMcuXKdTONZ6kJfv6/N86Vq9dl1cx+NmhxBCqT5qySP//+1wYPjk1Nl07tJUMnLBTX63Z3Xzo0rRrssXM0pf3pl4Pyhqle0XfwhCboyG1CFa1W0Qocx9asy0jJkSVDsAqVPT8fcHufkyVJZMe1zUz90u3i5WuS0kz7mTK0rXy/93dp33eirSCq3ryf1DF9WnRqj7vn2us/qHx4Ar8MVDT9df1mc4xXQ4+SNTvJV6Zhra83Tdg+NHPetGRLy8UcgYo+FGE9PFdv3PH1pXA+BBBAAIEICtw1DddieNhwLYKnZncEEEDAI4G/r1+WHH8/uYHKdy+Vl7TxvA9U4sfx/Q8+w7oBjytQ0WvQCoec5iWvselF4rqNnrrUhhP3zT+uTWldA5VCVdraHiEhp1gcP3HGvt/sXD3eVkto0HLUVGFoNYYGJ6N6N5fFZhpHwmeetj1AdAtvlZ+tO3+Stia82LZijG1j4Jjy43rN2ly2dfex9qXb0bfD8XVvpvy4G6dWO2gFhqMSR0ORDwo3CLdCZcj4BaZyIV6wprraaFfdNAxwV6Fy4vQ5+z7n+DzXsYe3GlPIQEWnKJUrltOewhGo6HtjoaptZdGkHvJqmpSin5ffvMNGNFCZNqydDYZ0q9q4t+3Pc+PGLdnw1S4Z1af5Q4++63i1QmXj17tEe6nodt0cp8HJd2vGi77bul63u/sS3h9uOl7td6NtN7QCZ9uK0c5gr+in7e3UKNcVpMK6zz/89IdMnL3SFDB0kmdMuLhyw7e2N40GKlo4oefXPjRdTJ+fLYtHPNTs1vW59rTJbnjj88XX/SpQ0WZK35p/Zy/eKNXK5n9ofEf/PWW7OGsZk6+37CUaOxvs6A09b8KbxM8msBUrZWp3dfvwMOXH13eC8yGAAAIIIIAAAk+eAFN+HtyzQJ3yo2PTynWdbtKqfgVn740ZC9bJ2i+/k2VmJZTjJ8+4DVQGjJlnXpRNhYRZ9veOqWYYOmGBXf433etpTKDSWWqaF2ltHDtr0QbTT+SnYD1UtPeEhi4DOzcwPwB+86FARVdh0T6QGthoPxKdFqP9Q7avHGsbej5lqvv1mvUd6+KlK+KY5qHTQjQM0Gaorps3gYq7cerUkNxlW5hqinqmqiG9TJu/1jQiXSAbTcWKux4qjn4cU03ooAGTY9PxafXJl6bCZO6STc6KDe1zo+90Gk7FixvbNk3VsRU11TbnLlyWfqNm234lx0wYE9ZqTGrXom55e5065Se0QOXNtKltr88vFw6zVUfDJi20Y/ph/UTRRU4cy0gfNlNgtD+KNi0OuWkwpvdcV43SMWkApEtgazVQKfNMaO+dNC8kt/1fVm7YZgK1asECJEdotHBid1s1pdOB1n25y76/hrxud/dFpwW5boNNXx1tOqv9avTdXIOZNbMH2CopnX7zXoY3/teP5zsZMXmxrdhyNKnV82i1jrv7rCs0bdu1T8b2a2mqU67ahslXTbA2f1xXewk6DW69+V7KZiqrNKjRgMjdc02g4ubvSC3pWrlxu2nGtFpyZcv40F5xTDlacVMW96g7+7pWqOhFhPXwEKg8ef+HhytGAAEEEEAAAQR8LUCg8kA0kAMVHd/27/fL2BnL7JQZXUUnx4cZpHWDinbVmbCm/GjvCO1notXvutyyvuu0My/SuuKPLk/b1fxU/rjp+5HG9EEJbZWfL7btMYHAHBvc5Cnf8qFVfrQXxcTZq+zKQnFMv5NmtcvYJrcaAjXvMlpyZ88oHUyFi74g/2F6u0QzK+3oSi7aJNZ1Oo2O0ZtAJaxx6go8/UxzXv3hdbmiOW1jWg0NUpkmv6Gt8qONavuPnhNsmonj+1ZXXGpWu6wJK046AxX9Wp2gQXYVnwmmakOnWHU3vTlOnDpnQ4oaFQralZXCq1AZO2O5aQS71oYKu378PdRARZeU1hV3du39zU6JadOokoyZtswsUXzPLqDiCFQWrfrKTtPRUCjkplPIdAxaaaJhUJ2qRaVyqbx2N8cqP9pPRcOMTs2r2UoQ1woV3U+ncI0xzXC1skmnz3QPqmEbvoYMVMK6L67XpSFNUI9xctC8lyczK+72MA2WdWUk3bQvTbs+E2T/73/Zz+jTvo7t0xJyc3eftQ9PI9NTSKcVPZ8skbQ0oVXTziNtqNSibjn7PaUhmC6LrdPVdHP3XPv6z29vzudXFSqOgWjZnDafDW3TJrEhO1F7AxDasSEDlbAeHgIVX+tzPgQQQAABBBBA4MkTIFB5cM8CPVB58p5MrjgyBbRio7dZLlsrY9jCFjh15oKdVrfZ9BPSRr9PyuaXgYri6Xri/5hyLP2vYztl1glv23vCI5ny819vGIHKf5XjOAQQQAABBBBAIHAECFQiJ1A5v+NbuX/pgscPUrwMmSTO8/8/fcTjA9kRgf8g8Pc/J0UbyoZWyfEfThewh2jVkk5BS5XiOWn4Wcknapx+GahoaZo2SdJmSa6bzs/S8iotTfOXjUDFX+4E14EAAggggAACCESeAIFK5AQqkXfH+WQEEPCFgK7qW9qs5PT2Gy/LiF5N3S7n7YvPehTn8MtARUE1OClT+BMzj6qrWWe8j+jSVzqXrWOzT4Otrf4oUCJyTgKViGixLwIIIIAAAgggEJgCBCoEKoH5ZDMqBBAIS8AvA5VMBeraaT2xTaOnfBVaOddl14ZNOgdt5siOfnNXCVT85lZwIQgggAACCCCAQKQJEKgQqETaw8cHI4BApAn4ZaCSs0xzmT68vbxslsfS9a01QEmS6BnTtfqeZC3WUHatnRBpYCE/mEDFb24FF4IAAggggAACCESaAIEKgUqkPXx8MAIIRJqAXwYquv718nXfyIoZfWX4pEV2KbESZgrQj/sPmuWUjsiK6X0iDYxAxW/ouRAEEEAAAQQQQMBvBAhUCFT85mHkQhBA4LEJ+GWgcu/efVmy5mvbR+X69ZtmvfI58uPPB8161YmlbaPKftUlmQqVx/as8kEIIIAAAggggIDfChCoEKj47cPJhSGAwCMT8MtA5ZGN9hGcmEDlEaBySgQQQAABBBBA4AkTIFCJnEDl0PnLckFuePy0pH4qgSSNH8fj/dkRAQQQCEvALwMVrVBZvv4bWWam/Rw7cUY2fT5Ebty8JTMWrJfaVYqILp/sLxuBir/cCa4DAQQQQAABBBCIPAEClcgJVAYe+VHand7u0Y2PHS267H61oqRL+KxH+7MTAgggEJ6AXwYqk+eulvnLNkvFknlsD5X9W6aLrk9dr81g+eiD9NK6QYXwxvXYvk6g8tio+SAEEEAAAQQQQMBvBQhUokag8vWOvTJ2xnL5/dBRiRv7KXk/4xsS1KCipE6VXA4c/se+r3y5aLhPntMsRRvKctM78vmkiYOdz/H7+n4U1GOcrJs70O3nHTl20r5HZU7/usfXVK1JH9u7Mlq04IfouLoMnCpF8mSxrRkc13Hh4hVp0XV0mNcR2oe7G19o+2759kdp23u8dG1VXYrly+bcRXtt1m87WFIkSyJzx3aRpWu3SunCOTwea2g76r3tMWS6HPzrmLyYMpn061hPXn/lBbvr1p0/Sd+Rs+X02Qvy7tuvyYBO9eW5xAnD/LzfDh75Tz7eDKLnsJmyauO30t9cu7qtmtX/oecorPOH5Thz4XrR9/Xbt+9IKWPdtlEl86yEeFi8uXgPjnW9vuwlGsv8cV3t92BkbH4ZqBSq0lbG9G0ur76USt7OVcMGKrodPX5K9Bv8qyUjIsMq1M8kUPGbW8GFIIAAAggggAACkSZAoPKAPmWSuI/1HjzOChV9qW/Ta7y0b1JF8n6cWe7cvWsr6Jet22pfWE+dOf9YAxV9kb985ZokSpjArfkM8/J769ZtqVu1mMf3Rd+3KpbIbUOTkNsl83mxn4pl/32cgYoGNlnfSyebt+6WSYODnJc1Z8lG+W7PbzKiV1O5f/++6GqxXy8d6fFYdRXZGDGiO/fXmRK6ymy1svmlcqm8smjVFpm9eKNdLEXHXqhyGxncraF8kPEtGT5xofx76qwM7d44zM+LjEAle/HGMn1EBxsEnT1/yT4j0aP/f+gRctyuAwjLccfuX0zYNEOmDW9nn4GmnUZKO/P9kP7Nlz0293bHkNdHoBKKaKYCdc3SyOPt1B7XQEWn/WQzD8eeDZO8vQ8+O55AxWeUnAgBBBBAAAEEEHhiBQhUAj9QKVO7i1l59COpUbFQsOd08eqvJWe2d+X8xcvSqMNwKVvkE1lsFti4awKXnm1qyccfpper125Ir+EzZe/+QxIrZgypWiafrcbX7eDhY9Jl0FQ5YV7OX0ihFRF1zX+TOgMLrVB5sPLpURndp4V5H2pkK1dcK1S27fpZBo6dZ8OTWDFjSlDDivKUeeFt1W2MxDSfp1UbTWqWls4Dp9jFPu7euyeZ30krPdvWkjim0sZ1CytQadh+WJgVKmGN85vv9kmfEbPMi310KZY/24MwalpvWznxSelmMrxnk1AraS5euiqVG/WU1Sa0KlG9o0wZ2k6SPfesfPv9z9Kh7yQ75nffflVixYolX3yz2/5QfsLA1nLTvDt2GzzNOsWLG0c6NqsqmcyYf/njL+k8YIqkffkFOWlCsOnD2zuHf9y0myhZs5N8t2a8s+pCQ5rJQ9rIob+O24VTJg56EOhomKVf27FqrLV23SbNWWVmXHwhCZ+JLwVzfWgrZ7SSSKt52vedKIeP/Cv3TABUvXxBG94MGjtfbppxdG7xqT3NxctXJXfZFrJ54VBZtvYbWbDyS9GwR0O0/p3q2coZd1vTziPly217JM0LyaVNw0oS1HOsDfzOmWDFddyTzDhCex40NHR1TGEWhnFseu1a7VSheK4w/6zWa3jrtdSy77fDttJHn784sWPJ1zt+stU9Q7o1kjfN1/Xe9hg6w6zk+7cNfIqa6qNG1Uvac2ct1kha1SsvG77+Xv45flrKFMkh9aoVFz236/WVrdNFmtYqI/OM9xlzbv3+1P20gsaT593bv3T8skKlbJ2uNkUtlPtDZ6CiSZQ+mBu++l4WTerh7bh9djyBis8oORECCCCAAAIIIPDEChCoPLh1gVqhoi/P+oK3cf5gSfn8c6E+pzrlp3y97iZEqWmDlwUrt8hy0xNyzpjO0n/0XBu46BQMfYksX7+7jOrdTN549UUpXauLNKlVWvLleE+mzFsjO00VgL60OypA9uw7YKdYzBrV0QYDoU35KVGjk3RvXd2+7GpFxNylm2yY03v4LEmeNJF9t1q/ZZd9MZ88uI2p5hAZMv5zyWs+M3P6tMHG402g4m6cGl7krdBKererbQOm+cu/sNe2acEQG6hs3blPMrz1ig0gQm5zl262L+HN65SVcTOX28qIWpWK2N10+skBE0j1MsGQ+uYu11J+3DjZfk3fKSuVyiPli+WyL/ZNO42w9+/w0RNSxQQ0vdrWlsJm+pLr9u+pc1L8s/bmh/sTnIFKgUpB0q5xFRsMnD1/0QQz1ZyHaKAyc2RHG144tkN/H5eqjXvLqpn9JEmiZ6R9n4my95dDNlAZOGaerXRRB+0VWuyzDrJ+7iAT+lwwU5eGyJeLh9uiguXrt8nqTdtlQOf6UqRqO+M0VOLHi2ODGS0y0OqZsDbX6VTvF6pnA5VLl68FG7e75+Hl1M8Hc3T9HA0V1Wzdl9/JlavXpWTBj6RRjVIPXYpWFOl1juvfUv7+56SUqNFRegTVtMGKTpk7bYKsbq1r2KlV+ix2D6phz1exQQ9bAZYjSwbRypMKxXNLi7rl5OTp81KwcpBsXzXOnPdmsOvT/YrkySqdmleTv8y9LVWzs+xYPc6EN3s9et69/UvHLwOV7d/vl2ZdRtnlkXf9+Jvk+SiTSWT/kXMXLsnovi0kS6a3vB23z44nUPEZJSdCAAEEEEAAAQSeWAEClQe3LlADlX9PnpV8FVvLblMpry/0oW0aqFRp1NtW2uumvTgadxhmX4b1pXxw14aSId2r9muDxs2X+CYcKVXoYyltXlJ3mhdA3W7fuWt+sn7bGZxo/45BpvJk+vAONhjRLbRApXbrgfLSC89L9QqFTC+J/69ecA1Udu/7Q1r3GGuCl5p2+oy7cWigomNx/XrcOLFl/bxBEl6FirtxFjIv4ZUb9nSOU6sxMptZCVqBEbJHTEjbivV7SD9TlfFK6hTyz7+npUnHEbayRTd3gYrer+LVO5hKkwnOqS4VTIilFRvPJnxa9Jzfr5sYbBqMnk9/iF/cVMFoYFHJVBCt2/KddOo3Sfp2qGcrhHSal/bMcWz5zX0daaYbvZU2jfP3PjdhkQZEo00LC920MkfvgwYqevwdc48dVUFFqrWTPu3r2MoZDVc0TNDAScOfPGZamYYXuUylSksTKmili167J1togYqGgq7jdvc8hAymXD9PvwfSvZ7G9I5pYKqurkv15v2kpaki0TDQddNA5UPzzl6ldF5TqXVPMuStZadiacC0auN2G8ioT57yLWWkCRbfeePBlKFhZhqVPhvqoEHJlCFtnbbZTKC50BRWaLDkGpzpfhoSpnv9JXsOx346Bc+T590Tz7D28ctARS9YS7NWbNgmR/45JdFM+U8a02SmhEnAEj/rfo6gtxj/5XgClf+ixjEIIIAAAggggEBgCRCoPLifgRqoXLt+Uz4oXF/WzhngtvllyKa0rr/WKoEET8cz/ToerFaq0xG0Gr9Y/uzSsusoG7qE3PSlWF+89QVyyZRezpfw0AIV7ZMx3lRvbNr6gySIH0/aNzUvpO+/E6xCRc+vVQnzzOIfOsVCP799k6oSN87DU36K5M0qBXK+77wkbTqqL8PhBSruxqmfpVNJdPVWx/ZewXqyenbYzVIPmaqQUrU624DJsV27fkM+H9/NvkC7C1R+/v2wDXCSuzT0vX7jpnRtWV1eSZNC6gYNli2mGiS0TYOwXqap64nT52xQoNUljaqXMmZ/iQY1Wlnh2PTlfb65FtcKlYmzV9pKib4d6trdtDqmTc8HzYP3//6XjJq6RM5fuGzfcf8wn6XTibSySCs3jh47ZRvv5irbXDaYapqECeLbe6UzNb41RQdacKCVHjolLKzNXaASctyhPQ8hK0BcP0crVJqY6TVa8KDb+Jkr7Hu7Y6qSY18NVHQanKNBsLbx0KBR7+OazTtlpWmYq9UrGfPVttUzjvFMnb9Gfj941FbmhOyN4vi1fh+FDFRcm9K6HufJ8+7t30R+F6hoajd3ySYpVyxnsG8cbwf6qI4nUHlUspwXAQQQQAABBBB4cgQIVB7cq0ANVHRsWuGQM+u70tj0InHdRk9dasOJ++Yf11V+XAMVXXRDe4Ro3wjXzdGzY+fq8bZaQoOWo6YKQ6sx9KV4VO/msnj1V2YqzNO2B4hu4a3yoyvRtDXhxbYVY+yKNI4pP66fq9NOWncfKx99+I7UMFUtrps3U37cjVOnwVRp1MtZoaKhyAeFG4RboTJk/AJ5JkG8YE11tdGuunVoWtVtoKJhSEkzDcpR+eM6voisxqT3Q6f1LJv2YOUjbYI7wzR71U2nIel4tYdKrFgxnR+h05m2maqUUX0eVKhoM2OdCqWBilak1K5cVMoW/cR+TY/v26GODVR0RaZydbvZwEan+4zt1zLYfdHqpbHTl9lKmTFm1kZYm7tAxd0qVK7Pg07jcQ0sXD+nWZeRkjt7JmdQolOwdAqbVpS4bp4GKlqhMqJnU0lvpnvppvdbew+1bVzZJ4GK45rCet7DhPTgi34XqOg1f1SyicwZ3VleevF5D4YQubsQqESuP5+OAAIIIIAAAgj4gwCByoO7EMiBijZB1ekmrepXcPbemLFgnaw10xeWTe0tx0+ecRuoDDC9M25ohYSpPrhjpkAMnbDALv+r0ydKmp4PNU0jTf1p/qxFG+zSvK49VOLGjm0bpQ7s3MBMo3jzoUBlqfnsmi3728BGp8/otBjtH7J95VjbqPYp87Kv16yr1Vy8dMXZ80KXQH41TUqpWalwsG8hbwIVd+N83fSK0SarOoUpR5b0Mm3+Whk6cYFsNBUr7nqo6FQR7bsydVg7GzA5Nh2fVp9ovxH9Qbyjh4pOadHqBA2n4sWNbcMJHVtRU21zzlSE9Bs121Z3aO+SsJa3rmyCH22MqhU+WvWjFSp6P7ThbqEqbWz1xAfvvmlDkitm2osuney6aQ+bmi3625WBEj/7jJ12or+ngYpe36RBbWylycoN39pGxUO6NbYmumlop81jm9cpZ1dZ0s+eMm+1DOrS0E7B0t4qOl1Gqzt0daOn48dxTnVxvQZPAhV3z4MWNrg6up53o2kQO85U0kwb1t5MT7sjnzbta/rLVJZc2TMGM/A0UNHlne+Z+6w9VLQRr05J0v+dNXM6t4GKrljken3uKlm0Aa4nz7u3f3/4ZaCiD8qazTtES820g/FTT/1/4qcDdsyx8nbwvjieQMUXipwDAQQQQAABBBB4sgUIVAI/UNERaq/HsTOW2WkYurJLjg8zSGvTU0NXnQlryo++jGsfjT0/H7B9NHJly2iXm9UVf7RXZFez+s5xM50kjemDEtoqP1+YVVv6jZpjgxv9qX7IVX60WenE2avsT/fjmH4nzWqXsdNVNARq3mW0qSrIKB1MhUun/pPtNJNoZqUdXepWm6O6TqfRMXoTqIQ1Tl2ZpZ8JIbRPSbmiOW1jWm3Ym8o0+Q1tlR/tQ9J/9By7uk/ITaeeNKtd1lZ1OAIV3adO0CC7is+EAa3tFKvupunpCdNoVqcs1ahQ0K6sFF6Fyo4ffpGew2bY5Ya1cqKfmbqTNMmz9hIcywafPnte3tdQxQREofU10Wk9i1Z9ZQKPuHYJ6pkmKNPpTjrdSqfvPG2mZWmViq76o8tuzx3TRVIkTyJafaMrOm01/Ub0WF3ZR/vtbPxql10dSa9Dmx7rSkbtek+Ql0wD2YafPVgVx3XzJFDRXinungdXR0f1iOP82udkkama0tWkypvwJWTFlu7naaCiIYouw+xY5UcbCDtW0XIXlKQ2rUBcr69+uyES2pQfvf+ePO/e/s3jl4GKzrEKa9u/Zbq34/bZ8QQqPqPkRAgggAACCCCAwBMrQKDy4NYFcoXKE/twcuFPjMBqU1Sw2fTBGdq9cbjXvNus/vSnmUqlFSVskSfgl4GKLpmk66Vrkhja5q4jdWQwEqhEhjqfiQACCCCAAAII+JcAgUrkBCpLThyWM3eue/ww5EmcSl6Ll9Dj/dkRgccloO/AWh3UpeVn8l6G18P9WK0+Spf2JY9X/gn3hOzwnwT8LlC5fuOWHD5y/KG5YJu37rZzy7S0zp82AhV/uhtcCwIIIIAAAgggEDkCBCqRE6hEzt3mUxHwrYC+63YZNMUu1axTmdieHAG/ClR0DlnVJr1N35SkMt7Me3Ns2tG4lGnE9HS8uDLddFUOubRXZHITqESmPp+NAAIIIIAAAgj4hwCBCoGKfzyJXAUCCDxOAb8KVPqMmCU//PSHzBzZ0Tbhcd0cJVB5Ps7kV6kdgcrjfFz5LAQQQAABBBBAwD8FCFQIVPzzyeSqEEDgUQr4VaCSr2Jru+xS/k/eD3XM67fssl2P184Z8ChNInRuApUIcbEzAggggAACCCAQkAIEKgQqAflgMygEEAhTwK8ClYz5asviyT3tMlChbQcPH5PyZm3uPRsm+c1tJVDxm1vBhSCAAAIIIIAAApEmQKBCoBJpDx8fjAACkSbgV4HKxyWbyuBuDSVr5nShguha5F3MGu1bFg+PNLCQH0yg4je3ggtBAAEEEEAAAQQiTYBAhUAl0h4+PhgBBCJNwK8ClVbdx8jt23dkVJ/mD4HcuXtX6rQeJCmSJZF+HetGGhiBit/QcyEIIIAAAggggIDfCBCoEKj4zcPIhSCAwGMT8KtARaf0VGrYQ95N95rUrVpMXns5ldy9e09+O3hExk5fJn/9c0IWTuwuqVMlf2xA4X0QFSrhCfF1BBBAAAEEEEAg8AUIVAhUAv8pZ4QIIBBSwK8CFb24fb8dll7DZsj+3/8Kdq2Z078uXVt9JmlffsGv7iKBil/dDi4GAQQQQAABBBCIFAECFQKVSHnw+FAEEIhUAb8LVBwa/548K0ePn5aYMWPIiymTStIkz0YqlLsPJ1Dxy9vCRSGAAAIIIIAAAo9VgECFQOWxPnB8GAII+IWA3wYqfqHjwUUQqHiAxC4IIIAAAggggECACxCoEKgE+CPO8BBAIBQBAhUvHwsCFS8BORwBBBBAAAEEEAgAAQIVApUAeIwZAgIIRFCAQCWCYCF3J1DxEpDDEUAAAQQQQACBABAgUCFQCYDHmCEggEAEBQhUIghGoOIlGIcjgAACCCCAAAIBKECgQqASgI81Q0IAgXAE/DZQuXP3ruz+6YAcO3FaShfOYYdx9doNiR8vjl/dVCpU/Op2cDEIIIAAAggggECkCBCoEKhEyoPHhyKAQKQK+GWgcvjIv9Kw/TA5c+6CXL9xS/ZvmW6ClTNSrk5XmTCwtWRI92qkorl+OIGK39wKLgQBBBBAAAEEEIg0AQIVApVIe/j4YAQQiDQBvwxU6gQNkgxvvSKNa5SWDHlr2UBFtzlLNsqazTtlzpjOkQYW8oMJVPzmVnAhCCCAAAIIIIBApAkQqBCoRNrDxwcjgECkCfhloJKtWCPZsmSExH4qlrydq4YzULl9565kK9ZQvl83MdLACFT8hp4LQQABBBBAAAEE/EaAQIVAxW8eRi4EAQQem4BfBirZizeW5dP7SNIkzwYLVP40U4E+bdpHti0f/diAwvsgKlTCE+LrCCCAAAIIIIBA4AsQqBCoBP5TzggRQCCkgF8GKj2GTJfDR0+YKT+lpEaL/rJ4ck/5/dBRGT9zhWR8TfD3AAAgAElEQVR//23p0vIzv7mTBCp+cyu4EAQQQAABBBBAINIECFQIVCLt4eODEUAg0gT8MlC5cfOWjJq6RBas+FKuXb9pceLFjSOVSuaRJrVK26lA/rIRqPjLneA6EEAAAQQQQACByBMgUCFQibynj09GAIHIEvDLQMWBcf/+fbPSz0WJFi2aPJc4YWQZhfm5BCp+eVu4KAQQQAABBBBA4LEKEKgQqDzWB44PQwABvxDwy0BlxYZtEjNGzFCBokePJsmeSyRvpU3zf+3dB5gUxbqH8W/JUUSQKB4UFI8IYkCSKEmyIJIERMmg5JyjZJCcMwgSFAQkCiJBRARBJBgwooggOee99ZV39swum2ZndqdnePvc+5yj26H6VzUz3f+uqpaUKZL5HZFAxe9VQAEQQAABBBBAAAG/CxCoEKj4vRFSAAQQSHABRwYqVRr0lGPHT5nhPlclfbq0oiHKqTPnJXWqFHJPmlRy6uwFSZc2tUwY3FaeyPNQgqO5H5BAxa/8HBwBBBBAAAEEEHCEAIEKgYojGiKFQACBBBVwZKCiPVQ+275XurxdR7JmzmBBjp04LaOmLpaKpQtL8UL5ZfLcFbJzz3cyf0LPBAWLeDACFb/yc3AEEEAAAQQQQMARAgQqBCqOaIgUAgEEElTAkYFKyRrtzGuTB9veKO7LhYuXpVbz/rJ2wTC5dPmqlKjeVnatnZqgYAQqfuXm4AgggAACCCCAgCMFCFQIVBzZMCkUAgjEq4AjA5WiVVrKvLE9JPdD2cOd/JGjx6Vms36yc/VkOfzrn9K4w3DZ+tG4eAWKaef0UIlJiL8jgAACCCCAAALBL0CgQqAS/K2cM0QAgYgCjgxUBoyeZ4b87JGq5Z6X7FkzSoj5z1/HT8rK9dulwBOPyDtdGkuFel2kYqlC0qVlHb/WKoGKX/k5OAIIIIAAAggg4AgBAhUCFUc0RAqBAAIJKuDIQOXGjZsyZ8k62fzFN/K3mTsl1PxHX5tc5Jm80rz+y5IqZQpZtGKT1KxcQhInTpSgYBEPRqDiV34OjgACCCCAAAIIOEKAQIVAxRENkUIggECCCjgyUIlOQIOWBrXKJyhSdAcjUHFMVVAQBBBAAAEEEEDAbwIEKgQqfmt8HBgBBPwm4NhAZf93v8ihH3+Ta9dvhOGcOHVWFpueKf6eiNa9tghU/NZ2OTACCCCAAAIIIOAYAQIVAhXHNEYKggACCSbgyEBl7gfrZdSUJZLzwSzy+x9/S66c2UUnpM2UMb00rlNRXq34QoIBxXQgApWYhPg7AggggAACCCAQ/AIEKgQqwd/KOUMEEIgo4MhApUytDjKkRzMpWOAxKVO7o2xc/K5cvHRFug+eJrWqlJTihfI7piYJVBxTFRQEAQQQQAABBBDwmwCBCoGK3xofB0YAAb8JODJQKfBSE9m1ZookTZpENFzZuGSUBTp99oK82WawfDxviN/AIh6YQMUxVUFBEEAAAQQQQAABvwkQqBCo+K3xcWAEEPCbgCMDlUr1u0nHFrWlVLGnpFqjXjKoWxN5/NGccuHiZSlVsz1zqPituXBgBBBAAAEEEEAAgcgECFQIVPhkIIDA3SfgyEBl5SfbzfCe6bJ56Rj5aO02+wrlwk8/Lj/+8qdkzZRBpo/sFC81NXneClm0fJPoa5uLFnxCBnRuaF/RfOToCekxZLp8d/h3yZ4lowzo0kgK5M1ty0APlXipCnaKAAIIIIAAAggElACBCoFKQDVYCosAAj4RcGSgomf2m5mMNke2TJIoUYgsW7NN9h44bMKU++T16mUl3T2pfXLy7jv5ZMtuGTdzqcwa1VXSpE4hrXuNk2fy55G336wq9VsPkmIF80njupVky45vZPC4+bJ+4UhJmiQxgYrPa4IdIoAAAggggAACgSdAoEKgEnitlhIjgIC3Ao4LVG7euiXvL9soNSq/aHuHJNRy4Idfbc+Up554xB5S3zSkr23u8nYdKV+3s+xYNUmSJE5s/1ajaV/p2rKOnTSXHioJVUMcBwEEEEAAAQQQcK4AgQqBinNbJyVDAIH4EnBcoKInWqxqK1kwoZfkzJElvs47xv226DpKShd/WnL9J7sMGDVXls8eGLZNpwGTpdDT/5WalUsQqMQoyQoIIIAAAggggEDwCxCoEKgEfyvnDBFAIKKAIwOVFeu3y5pPv5SKpQvbYT/JkiUJV+4n8jwUrzU5ac5y+frbH81cLZ3lyz0HZez0pbJ4at+wY/YcOkMezZVD3qxZLl7Lwc4RQAABBGIncO3GLUme9N9ehCwIIICAPwQOXzgvhX9eKqdvXfXH4b06ZtKQRLI3Vy3Jmy69V/thYwQQQOBuE3BkoJK3RINo6+Hg5jnxUk+hoaEyZPwC+f3P4zK6fysz5Ci5nbul17CZsvq9oWHHbNN7nBQvlJ8eKvFSC+wUAQQQQAABBBAIPAF6qPxbZ9kypAy8yqPECCCAQBwFHBmoXLx0RZKYCV9DQkIiPa3kyZLG8XSj32z4xIVy/OQZGdqzuZ1wVpcz5y5ImVodZfvKCZIieTL77/S1zu+YN/08ne9RhvzES02wUwQQQAABBBBAILAECFQIVAKrxVJaBBDwhYAjAxU9MZ2cds+3h+Xo3/9ItQrF7bleunxVUqeKn4lqd33zvQwaO18+nNE/bPJZF3DjjsPtG3+a1qss6zd/JWNnLJW1C4bZ9ZiU1hfNkH0ggAACCCCAAAKBLUCgQqAS2C2Y0iOAQFwEHBmo/HrkmLzVbbScPH1Wrly9LjrE5+jfJ6VGkz4ydXhHyf94rrica7TbdB88XVZt/EIS//+bfHTl3Dmzy4fT+8ux46ek66CpcvCH3+ycLoO6NZG8eXLa/RGo+Lwq2CECCCCAAAIIIBBwAgQqBCoB12gpMAIIeC3gyEClSacRkv+/D0vLBtUkf+lGNlDRZcGyDWay2p2yYGIvr0/cVzsgUPGVJPtBAAEEEEAAAQQCV4BAhUAlcFsvJUcAgbgKODJQKVL5bdm8bKzoXCk6Qa0rULlx85YUqfyW7F43La7n6/PtCFR8TsoOEUAAAQQQQACBgBMgUCFQCbhGS4ERQMBrAUcGKkVfbikr5gyS+zPcGy5Q+cUMBarfepBsXzHB6xP31Q4IVHwlyX4QQAABBBBAAIHAFSBQIVAJ3NZLyRFAIK4CjgxU+r87R379428z5OcVadBuqCydMUB++PkPmTJvpRR9Nq/0bv9GXM/X59sRqPiclB0igAACCCCAAAIBJ0CgQqAScI2WAiOAgNcCjgxUrl67LuNnLZMlKz+Ty1eu2ZNMlTKFvFa1lLRqVM0OBXLKQqDilJqgHAgggAACCCCAgP8ECFQIVPzX+jgyAgj4S8CRgcqFi5clbZpUEhoaat70c05CQkIk433p/GUU7XEJVBxZLRQKAQQQQAABBBBIUAECFQKVBG1wHAwBBBwh4MhApcBLTeSFwvmlYqnC8mKRApIyRTJHYEVWCAIVx1YNBUMAAQQQQAABBBJMgECFQCXBGhsHQgABxwg4MlD5YvcB2bBlt2zavtcM+bkqJYs+JRVLF5Ziz+WTpEkSOwZPC0Kg4qjqoDAIIIAAAggggIBfBAhUCFT80vA4KAII+FXAkYGKS+T27VD55uBh2bD1a9n0+R45f+GSvPTiszKgcyO/orkfnEDFMVVBQRBAAAEEEEAAAb8JEKgQqPit8XFgBBDwm4CjAxWXik5Mq71W5i/dILu++V4Obp7jN7CIByZQcUxVUBAEEEAAAQQQQMBvAgQqBCp+a3wcGAEE/Cbg2EDl1JnzsvmLb+TTz7+WHV8fkiz3p5dyJZ6T8iWfk8dyP+g3MAIVx9BTEAQQQAABBBBAwDECBCoEKo5pjBQEAQQSTMCRgUr91oNk74Gf5IGs90tZM8RHQ5THH82ZYCieHIgeKp5osS4CCCCAAAIIIBCcAgQqBCrB2bI5KwQQiE7AkYHKu1OWSLmSBeWJPA+FK/vVa9flky27pErZYo6pVQIVx1QFBUEAAQQQQAABBPwmQKBCoOK3xseBEUDAbwKODFQiahz44VdZunqrrPn0S0kUEiI7Vk3yG1jEAxOoOKYqKAgCCCCAAAIIIOA3AQIVAhW/NT4OjAACfhNwbKBy7vwlWbXxC/lw1Rb58Zc/pWCBx6TmyyXkpeLPSLJkSf0GRqDiGHoKggACCCCAAAIIOEaAQIVAxTGNkYIggECCCTgqUAkNDZUvzQS0S9dslY3bvpYHs2WSl8sWlUlzV8iK2QPlweyZEwwmtgeih0pspVgPAQQQQAABBBAIXgECFQKV4G3dnBkCCEQl4KhA5aXXOsntW7elbImCUrlMEcmbJ6ct97Plm8myme8QqNCOEUAAAQQQQAABBBwpQKBCoOLIhkmhEEAgXgUcFagUrNDCvBI5h3mrTyGpWLqQpE+XlkAlXqufnSOAAAIIIIAAAgj4QoBAhUDFF+2IfSCAQGAJOCpQuXzlmqzdtFM+XL1FDv3wmxR77gn7Rp+eQ2fIR7PooRJYTYvSIoAAAggggAACd48AgQqByt3T2jlTBBBwCTgqUHGvlp9+PSofrNosH3/yhZy7cEmqlismdV8tc8erlP1dlcyh4u8a4PgIIIAAAggggID/BQhUCFT83wopAQIIJLSAYwMVF8T16zdkg5mgdql528/Ovd/Jow8/YHqrDExopyiPR6DimKqgIAgggAACCCCAgN8ECFQIVPzW+DgwAgj4TcDxgYq7zJGjJ2SZeQNQu6Y1/AYW8cAEKo6pCgqCAAIIIIAAAgj4TYBAhUDFb42PAyOAgN8EAipQ8ZtSNAcmUHFirVAmBBBAAAEEEEAgYQUIVAhUErbFcTQEEHCCAIGKl7VAoOIlIJsjgAACCCCAAAJBIECgQqASBM2YU0AAAQ8FCFQ8BIu4OoGKl4BsjgACCCCAAAIIBIEAgQqBShA0Y04BAQQ8FCBQ8RCMQMVLMDZHAAEEEEAAAQSCUIBAhUAlCJs1p4QAAjEIEKh42UTooeIlIJsjgAACCCCAAAJBIECgQqASBM2YU0AAAQ8FCFQ8BIu4OoGKl4BsjgACCCCAAAIIBIEAgQqBShA0Y04BAQQ8FCBQ8RCMQMVLMDZHAAEEEEAAAQSCUIBAhUAlCJs1p4QAAjEIEKh42UTooeIlIJsjgAACCCCAAAJBIECgQqASBM2YU0AAAQ8FCFQ8BIu4OoGKl4BsjgACCCCAAAIIBIEAgQqBShA0Y04BAQQ8FCBQ8RCMQMVLMDZHAAEEEEAAAQSCUIBAhUAlCJs1p4QAAjEIEKh42UTooeIlIJsjgAACCCCAAAJBIECgQqASBM2YU0AAAQ8FCFQ8BIu4OoGKl4BsjgACCCCAAAIIBIEAgQqBShA0Y04BAQQ8FCBQ8RCMQMVLMDZHAAEEEEAAAQSCUIBAhUAlCJs1p4QAAjEIEKh42UTooeIlIJsjgAACCCCAAAJBIECgQqASBM2YU0AAAQ8FCFQ8BIu4OoGKl4BsjgACCCCAAAIIBIEAgQqBShA0Y04BAQQ8FCBQ8RCMQMVLMDZHAAEEEEAAAQSCUIBAhUAlCJs1p4QAAjEIEKh42UTooeIlIJsjgAACCCCAAAJBIECgQqASBM2YU0AAAQ8FCFQ8BIu4OoGKl4BsjgACCCCAAAIIBIEAgQqBShA0Y04BAQQ8FCBQ8RCMQMVLMDZHAAEEEEAAAQSCUIBAhUAlCJs1p4QAAjEIEKh42UTooeIlIJsjgAACCCCAAAJBIECgQqASBM2YU0AAAQ8FCFQ8BIu4OoGKl4BsjgACCCCAAAIIBIEAgQqBShA0Y04BAQQ8FCBQ8RCMQMVLMDZHAAEEEIgfgWtXJfHPB+Jn3/G819DkKSX0wUckNGmyeD4Su0cg/gQIVAhU4q91sWcEEHCqAIGKlzVDDxUvAdkcAQQQQMAnAomOHZEUAxr7ZF8JvZPbWXPKtc5jJDRl6oQ+NMdDwGcCBCoEKj5rTOwIAQQCRoBAxcuqIlDxEpDNEUAAAQR8IkCg4hNGdoJAnAUIVAhU4tx42BABBAJWgEDFy6ojUPESkM0RQAABBHwiQKDiE0Z2gkCcBQhUCFTi3HjYEAEEAlaAQMXLqiNQ8RKQzRFAAAEEfCJAoOITRnaCQJwFCFQIVOLceNgQAQQCVoBAxcuqI1DxEpDNEUAAAQR8IkCg4hNGdoJAnAUIVAhU4tx42BABBAJWgEDFy6ojUPESkM0RQAABBHwiQKDiE0Z24meBkPNnzNuqDvq5FHE7/NGHc0uZ85vl9K2rcduBH7dKGpJItmevLtmTeD8xdLYMKf14JhwaAQQQSFgBAhUvvQlUvARkcwQQQAABnwgEcqBy68li8n3DdnIy9JpPLBJ6Jw8kSSNZfXAjmtDlduLxEh/YKckn9nJi0WIs0+/tBkupVD8TqBCoxNhWWAEBBIJHgEDFy7okUPESkM0RQAABBHwiEOiBSsvqpWXxpZ99YpHQO/koSwV5LkXmhD5sUB6PQMU/1UoPFf+4c1QEEAh8AQIVL+uQQMVLQDZHAAEEEPCJAIGKTxjjtBMClTixRboRgYrvLD3ZE4GKJ1qsiwACCPxPgEDFy9ZAoOIlIJsjgAACCPhEgEDFJ4xx2gmBSpzYCFR8x+b1nghUvCZkBwggcJcKEKjEouKPHD0hPYZMl+8O/y7Zs2SUAV0aSYG8ue2WBCqxAGQVBBwuEGrKF+LwMlI8BGISIFCJSSj+/k6g4jtbeqj4ztKTPRGoeKLFuggggMD/BAhUYtEa6rceJMUK5pPGdSvJlh3fyOBx82X9wpGSNEliApVY+LHK3SFw6ZLIz78EZiyRPeMVyfz9Wgk5fzogK+tWkfJyO1P2gCy70wp93cyJeumy00oVu/Kku3hE0gxuHLuVHbaWTkrLHCoOqxQ/FYdAxT/wBCr+ceeoCCAQ+AIEKjHU4akz56V83c6yY9UkSZI4sV27RtO+0rVlHSlY4DEClcD/DHAGPhL47fcQmTX3389IoC1VSl+U4p+1lZCjvwRa0W15r/aZIbez/icgy+60Qu/7NkSWLg/Mdty59i+SeQyBij/aFD1UfKdOoOI7S0/2RKDiiRbrIoAAAv8TIFCJoTXs2X9YBoyaK8tnDwxbs9OAyVLo6f9KzcolCFT4NCHw/wIEKv5rCgQqvrMnUPGdpSd7ooeKJ1rBvS6Bin/ql0DFP+4cFQEEAl+AQCWGOvxi9wEZO32pLJ7aN2zNnkNnyKO5csibNcv5pAX89c9N+efUTZ/sK6F3EmJGeGTKmEjSpkmU0If2zfECfPKM1MmT+MbBB3vZ/+M1WbEqMIf8FHvqkuTbN1ESnfzLBxIJv4vQxj0kRbYsCX9gHxwxUUgiSZnMOd8f23dfk8+2BmY7rlPqL0n/4XAf1ErC7+LWw0/ImBLPymdXjib8wX1wxN73PyMVMj3ogz15v4vrN2/LX/9cl9u3ArMdpz52UJKumOE9hB/28Ef1xtIl+TG5EHrDD0f37pCJzUxiUx54UfKmS+/djtgaAQQQuMsECFRiqPC9Bw5Lr2EzZfV7Q8PWbNN7nBQvlN/2UGFBAAEEEEAAAQQQQAABBBBAAIG7T4BAJYY6P3PugpSp1VG2r5wgKZIns2tXqt9N3jFv+nk636N3X4vhjBFAAAEEEEAAAQQQQAABBBBAQAhUYtEIGnccLs/kzyNN61WW9Zu/krEzlsraBcPCJqmNxS5YBQEEEEAAAQQQQAABBBBAAAEEgkiAQCUWlXns+CnpOmiqHPzhN8mRLZMM6tZE8ubJGYstWQUBBBBAAAEEEEAAAQQQQAABBIJRgEAlGGvVy3PSHjjT5n8siRKFn9BuRO+3pHzJ57zc+52bHzl6XE6ePhfpEKoDP/wqnfpPlnXvRz/RYqFKb8mKOYMky/33eV2+1j3HStkXC8rLZYt6vS924F+Bj9Zuk/7mLV3uy40bN2X7iglyb7o0Yf964uyPZPHKz2TrR+NiLPC8D9bL4V+P2mF/8bUUrdJSFk3uIw9mzxxfh2C/DhfQIL/b4GkmyP/VBvkDuyZ8kO/+3bxg2Ub59tDPMqxX8zjJebt9nA7KRo4Q0O9c/R7+ZMsuSZM6pbRtUkOqliuWoGW7eeuWrNv0lVR+qYj5/v5TmnUeKZ99OCbByuB+/Nhe1yRY4TgQAggggIBXAgQqXvEF58YaqGjAEdMN461btyVxYu/fzjHX3KBev37DDqlyX3T/oeY/Fy5elvTp0kaLTaASnG3R12f15Z5DMvW9lTJ7dLewXf/2x9/SsscY286CJVDx1WfT1/7sL/YCb7QZLCWLPiWv1ygrS1dvEZ0gfVjPuIUZsT9q+DXdv5u9DUS83Z42HddajJ/tNBRImiSJ5DFvPIxpmTDrI/npt6MypEcz+999R8yS9yf1DpuXLqbtffH37w7/LqOnfSDTRnTyS6DifnwNV2JzXeOL82YfCCCAAALxL0CgEv/GAXeE6AKVQz/+Zt969MhDD8jxk2dkzphusmXHPnuhcuPmTfMk9X4TxDSW+zPcK5cuX5V3xsyTfQd/NhdeiaXeq2WkdtVS4Tz0BrdD34mSxPy9WoXiUq5EwXD77/RW7bAeKmfPXbRPbH89ckxuh4ba11a/Xv0lu7+oApUff/lT+r87R06fvSDJkyWVtk2r25uU7386Ij2GTJcXixSQr7/9wby2+pz0bPu6PP9cPnH1UNF1rpmgp1e7+vYY5y5ckpLV28mnH4yKMeAJuEq/Cwp8+3ao1GzWVwZ3bxruJqBh+6FSu0opGTxufqSBim0Dw2bI3v2HJUumDPL4o/+RK1ev28Bx//e/ygDz5PW8aRvavnqatlLoqf+a4/STJnUr2fasy2df7BW9qVg6Y0A46Z9MT5fe5ubi7xOn5IGsmcwNR1Pz3/eL9lBp3ehVWbh8k5w8dVYa1C4vzV5/WfaZHgLabl1vHXP/5zlL1slh0971wv2Fwk9KhvT3yA8//2HDyiN/nRC9IR07oJVky5LxLqjtwD7FP0x9aaDy6ZLRd/QUdD8z1/eYvnVu974fbDvs0+FN0V5Uv/95XAoWeEx6t3/DbqLzf02cs0Jumu/pjPelk36dGsrDD2aV9z78JNJ2om3G/bs5U8b0NtS5ffu2+c780e5j/MA2d7SnUPPdPH7WMvl4ww7z2t7bUt8EQtp+NVCJanvtLfBK+eJSsXQhW1bXP+fMkTnc70G3VnWj/N4O7BoPvNLrtUDv4bPkvnvvkUavVZAiz+aN8iRK1+wgM0d1kZw5on+1e+HKb0ubxtXl021fy++m52r3VvVk845vbACi1xBTh3eUVClTiKe/60898YhUebOHnL94SfL/N5d0a11X3u4+RqpXfEGWrtlqvhtvyYDOjezv/9G/T0q3QdPMQ6Wz9juz5ssl7njYoye6Yv12G87fvHlLsmbOIENN2Jk1030SWfvXfbgfv33zmva6Zsm0fvLiq23N53yUcfz3odHgcQtM0JRUOjSvZfb/saz8ZLuEhIRI4acfl64t60jSpEkCr7FQYgQQQCDIBQhUgryC43J60QUqeiFT9+0BNjSpUKqQ7clS+Y3u8t74HjZkmbN4new58KOMe6eNDJ3wvuhbkoaap1Lnzl+Sms372Qvwx3I/GK5YA8e8J5nvT28vWiLu371r7PCJC80F0WXT9b2xvejR465/f4RkynhvpIGK3kBXbdBDWrxZVSqVLix681q35TuyfuEIW+5XG/eWSUM6mFdg55M1n+40F/wbZMHEXmGBSq6c2aR5l3fls6Vj7ATEegG1euMO+4SLJfAElq/7XL7YdUCG924RVnj9dzv3fCddWr5m2krPSAOVRSs22XqfbcLDK1eumfb/jhQwF+gaqNRo2tfeMGr39dWffimT5iy3YYeGG3v2//s50EVDyP88kDnchbleeFdr1FtaNaomZYo/IzMXrjFlOWTblwYqFUsVtiGf9qB5pWEv+XL1ZPP5+CPKQEXb7+S5K2Xh5N52iIjewE6c85GsnDPY3vxqsJjunjTSrmmNwKu8u6zEn27bI/OXfWLrUdvsA+a/NRjJ9Z9s4ST0RlO/x+aN6yF609j5HW0jf8qSqf3sjV3xV1rLmvnD7E1fNbPekql97TCyJR9vlmWm18uiKX2jbSfu3822PZmhce9N6GnLocfKnuX+O9rTJ1t2y6xFa2zYfu3aDXmlUU8ZM6C1HDDhY1TbRxWo5H4oe7jfG9f5Rva9fZc1Ecec7nbTPme+v9o+cGhYu4KUL/VcuAn79Tf7hWptpFOL2vY3NnmyZCY0eVVKPf/0Heeg33uN61Qy/1/RttEh4xfIitkDbZvV4Ltm5ZJ22HFcftfXb95le3q5eqho6D2gc0OpUraYPdYK81ugv//a5vX7ssUbVWwvEg2N9Ls+bZpUYeXV65kSNdqZ79ZB9jPab+QcE3qI9O3YwAxrirz9/33idNjx3a9r9BpDz0kfKOlSpnZH87vR2oTsp2XM9A9tmTREatd3gg3rXQ+RHNMAKAgCCCCAAG/5oQ3cKaCBylxzQ6hjnd0XvRDRIT61m/eX3eum2SenGjKsMTeS+uRIl8tXroo+Zdr7yQypUK+LjOzzluR/PJf924jJiyS1uTB4u8Er4fbrftGuF8zu+3e/8NBusnpj4Hp9dcXXu9oJgvVGIrIeKkeOnpDqTXrLV2um2Cc8utQxN8NNTc+BHNkzSb2WA+3fdNEn+S27j5aN5kmR+xwqGtroU1FXzxW9CHRd+NB2AktAbzw1jHv80Zy24Nrj6fXWg2wYqEtUgUrH/pNsG9YeUbpobyzt8aQX2VevXbfd3vVz8Y/pSaKvWN/36Uw5cfKsbf+bTRinF8MvvNrGzomiF9+u5S8TCupN7k4TlOhyw7TtGzdu2PX1xmLGyM5hZS1iPlMfTO8vp86cjyZQ2Wh6i30TFvjpDfCO3QdlwuC2dv/zl26wE2trLxgWZwvo3D8DRs+TKcM6yHOml4nW3fHXDXgAABa2SURBVDLzJP2jWQPDFVy/Lxu0G2rnBNJl3Mylctbc7PX5/14p2gZH9Wsph378XTaap/6Th7a362mvq6fLNpUvV00yT8C/iLKdRAxUvth9QCYObhdte+o5dIY8aoaBuD4vFy9dkZQpkosGk1FtH1Wg8sjD2cP9Huj5RvW97ewaDf7S6XeL9uSrVaWk1HmldNgJ68OP8nU72x53TepWNr36frE9kD6eO8Q+DHFf9Htv3tgeokHal18fkkFj35OP5w2xq/QxPfly5cxue5jG5Xc9YqBS9+2Bsmvtnb//2itE26kGQHnzPBRlDzHtgZs6VQpbNg3T9TOr39lRtX/9/LkCHffrmqWrt9peOPqwSXv9dOg3yc4ZpyG89ujRno66aE/g2YvX2qCSBQEEEEDAWQL0UHFWfTiiNBqoHD32j3lqXydceXQSTx1u07TTSHujqMvsRWvtU/B73eY40QvoVeYiSC+i9KlOYtO7QxedmE6fxHRvXS/cfiMGKu77d7/w0As27Up+xtzMhpgw50cTgsx4t7OdzDayQOWbgz+ZbrWTbEjiWlp0HWV7AzyZN1e4SencJ6lzD1QmzV0hf5hgRrvRl6jeVj5ZNFLSpU3tiHqiELEX0Mk0uwycGm5yY73wfc488dPeJdqTKqpApUmnEbaHkytI06fvvx752wYq2rNp4fKNNgzR7uHf//S77N802xZMn6jq008dYjNqyhJZbHoHuC86XKh9n/Hh2qfr7xEnpXX98xkTAkU15EcDlH2mzbt64EScs8LbOSxir82a3gpoD5VJc5eHDRHT3nZPl21ie8u5zyel31tvdTNB8OJ37SG1B8hl04uq89uv2X+uVL+bnURWg7Vffj8WLkx7plwzE9C8I9t27g832ax7O4kYqLhPShtVe9LvWB3qFjF4jq49RheouP8eRJxM1B+Ti3pbt8G2vfaE0pt97WGnwwv7dnwzLAjWc9UeKhoIa3DsekjTuMNwG7y4hkS6f+99MK2/6fmUUb7a+719CPOBGRaji/aw054qT+V7JE6/6xEDFfdJad3bkT640eua1Ru/NMH5eWlsAg1XOOgqp34e9bpn+1f77b86d+GyZDPDfnRYU1Tt3/347tc1GuyXM9dKOn+XvgxAf0e0F6F+rvcd+skG7LroULsM6dOFeQRbO+J8EEAAgUAWIFAJ5NqLp7JHN+Qn4gX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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"averages_chart('checklists_filled', 'Average # of Checklists Filled')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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"plotlyServerURL": "https://plot.ly"
},
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value=%{y}",
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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": 32,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"hovertemplate": "User Group=74 day churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "74 day churn",
"line": {
"color": "#FFA15A",
"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": "ikgsyb2C5j/zoYCRubjyPzrpiecFTvU/zcW1T51V9z+3EepLNPz6P9SXaPgtTf8/2J+b0VGCAUD8NYAwkz0CQKz5UMDIXAJAaz4UMDIXA0BrPhQwMhcDQGs+FDAyFwNAaz4UMDIXA0BrPhQwMhcDQGs+FDAyFwNAaz4UMDIXA0BrPhQwMhcDQGs+FDAyFwNAaz4UMDIXA0BrPhQwMhcDQGs+FDAyFwNAaz4UMDIXA0BrPhQwMhcDQGs+FDAyFwNAaz4UMDIXA0BrPhQwMhcDQGs+FDAyFwNAaz4UMDIXA0BrPhQwMhcDQGs+FDAyFwNA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=Free trial only
Week=%{x}
Average Created=%{y}",
"legendgroup": "Free trial only",
"line": {
"color": "#19d3f3",
"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": "V7D36VgSxj85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/Oa7SwViUzD85rtLBWJTMPzmu0sFYlMw/",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=6 month churn
Week=%{x}
Average Created=%{y}",
"legendgroup": "6 month churn",
"line": {
"color": "#FF6692",
"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": "zSdYFgAj4z+m59rkeoDwP+lzkEX3U/Y/fxDX4DCQ/D9csdDl+5IEQHLUxnLJjAdAh8eKYlslDED0/lsaShMPQONKTqPNHBJAT5iTMah1FEAHNqGFUbIVQAThdjZQpRZAhRZGyUbhF0CydMuxfwUZQNSAzFVluxlAVwmhP6s+GkAeTl0nqfYaQL6AqYKrpxtA7Gp7UjNkHEDKMG0JxBIdQAWFXOw8bh1AEJx0qN7FHUCNNnN4rCgeQCONE6C+mB5AVvEHcQ0OH0B9PL+NCGYfQI9+PuSFuh9ADxAowY8tIEDxWFFsq4QgQEVrB58asyBA",
"dtype": "f8"
},
"yaxis": "y"
},
{
"hovertemplate": "User Group=> 6 months active
Week=%{x}
Average Created=%{y}",
"legendgroup": "> 6 months active",
"line": {
"color": "#B6E880",
"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": "tQMopauxoj+I2YAuqwy+P5G9nVtnu8s/HBpPAG742D85EI/yTsnhP1+zb1XPUvA/npLjd7iG+D+cx5TlQgcBQFECOUcLrwNAKgICy06SBUD4LlCB0x8GQGSmY5P25AZA2lwfnX92CUCxbYqAwLILQCB5cGg8ARBAX49gR0IrEkCXsJGZjk0UQPPzPSeSPhdAnpLjd7iGGkCy7u+niW0dQJFPpeItzx9AIns7t852IUBSTCKyt3MjQNk2RUBg2SRAHD5eDvsfJ0C0FMoEqQoqQMe49FCUQCxAddrKFxa5LkBga1E5tYMwQGLbFAGBZTFA",
"dtype": "f8"
},
"yaxis": "y"
}
],
"layout": {
"legend": {
"title": {
"text": "User Group"
},
"tracegroupgap": 0
},
"template": {
"data": {
"bar": [
{
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"
},
"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
}