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Tension-Board-2-Analysis/notebooks/01_data_overview_and_climbing_statistics.ipynb
Pawel Sarkowicz 3d38d13889 Initial commit
2026-03-22 09:17:20 -04:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "37e8cfe9",
"metadata": {},
"source": [
"This data was downloaded using [Boardlib](https://github.com/lemeryfertitta/BoardLib). It was downloaded in March 2026, but (most of) the data was actually updated 2026-01-22 (as can be seen in the `kits` table of the database). As such, we only take data into account up to this date.\n",
"\n",
"We've explored the database using SQL in [sql/01_data_exploration.sql](../sql/01_data_exploration.sql). We'll now use some of our findings to visualize some data and give some statistics. We'll begin by loading the necessary data. We will also include ways to do similary queries in SQL vs pandas (although, we still do our initial query in SQL); these can be found in [sql/02_alternative_queries.sql](../sql/02_alternative_queries.sql)."
]
},
{
"cell_type": "markdown",
"id": "898cad20",
"metadata": {},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": 165,
"id": "e48e2d25",
"metadata": {},
"outputs": [],
"source": [
"# Setup\n",
"\n",
"# Imports\n",
"import pandas as pd\n",
"import sqlite3\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"import matplotlib.patches as mpatches\n",
"\n",
"# Set some display options\n",
"pd.set_option('display.max_columns', None)\n",
"pd.set_option('display.max_rows', 100)\n",
"\n",
"# Set style\n",
"palette=['steelblue', 'coral', 'seagreen'] #(for multi-bar graphs)\n",
"\n",
"# Connect to the database\n",
"DB_PATH=\"../data/tb2.db\"\n",
"conn = sqlite3.connect(DB_PATH)\n"
]
},
{
"cell_type": "code",
"execution_count": 166,
"id": "2e7b5862",
"metadata": {},
"outputs": [],
"source": [
"# Query our data from the DB\n",
"climbs_query = \"\"\"\n",
"SELECT\n",
" c.uuid,\n",
" c.name AS climb_name,\n",
" c.setter_username,\n",
" c.layout_id AS layout_id,\n",
" c.description,\n",
" c.is_nomatch,\n",
" l.name AS layout_name,\n",
" p.name AS board_name,\n",
" c.frames,\n",
" cs.angle,\n",
" cs.display_difficulty,\n",
" dg.boulder_name AS boulder_grade,\n",
" cs.ascensionist_count,\n",
" cs.quality_average,\n",
" cs.fa_at\n",
" \n",
"FROM climbs c\n",
"JOIN layouts l ON c.layout_id = l.id\n",
"JOIN products p ON l.product_id = p.id\n",
"JOIN climb_stats cs ON c.uuid = cs.climb_uuid\n",
"JOIN difficulty_grades dg ON ROUND(cs.display_difficulty) = dg.difficulty\n",
"WHERE cs.display_difficulty IS NOT NULL\n",
"\"\"\"\n",
"\n",
"# Load it into a DataFrame\n",
"df = pd.read_sql_query(climbs_query, conn)"
]
},
{
"cell_type": "markdown",
"id": "70a88be4",
"metadata": {},
"source": [
"The above query will allow us to gather basically anything we need to in order to analyze climbing statistics. We leave out information about climging holds and things like this, because they will be analyzed in a different notebook."
]
},
{
"cell_type": "markdown",
"id": "e7eb46cc",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"id": "ba4fc956",
"metadata": {},
"source": [
"# Popularity\n",
"\n",
"## Popularity of Tension Board\n",
"\n",
"Since we do not have access to user data, we will examine the popular of the Tension Boards by counting first ascents and unique setters by year. Often it's the case that the first ascensionist is the also the setter of the climb, but not always. None the less, we group up first ascensionists by year, with an extra tidbit about how many unique setters there were. "
]
},
{
"cell_type": "code",
"execution_count": 167,
"id": "3dff1bd7",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x600 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Convert df['fa_at'] to datetime format. (For some reason, it does not register as such)\n",
"df['fa_at'] = pd.to_datetime(df['fa_at'])\n",
"\n",
"# Add a new column for the year\n",
"df['fa_year'] = df['fa_at'].dt.year\n",
"\n",
"# Make a new DataFrame with year, first_ascents, and unique_setters\n",
"df_growth = df.groupby('fa_year').agg(\n",
" first_ascents=('uuid', 'count'),\n",
" unique_setters=('setter_username', 'nunique')\n",
").reset_index()\n",
"\n",
"# Disregard the year 2026 since the data only goes one month in. \n",
"df_growth = df_growth[df_growth['fa_year'] < 2026]\n",
"\n",
"## Plot\n",
"# Dual index plotting\n",
"\n",
"fig, ax1 = plt.subplots(figsize=(12,6))\n",
"\n",
"# Bar chart for first ascents\n",
"ax1.bar(df_growth['fa_year'], df_growth['first_ascents'], label='First Ascents', color='coral')\n",
"ax1.set_xlabel('Year')\n",
"ax1.set_ylabel('First Ascents')\n",
"ax1.set_title('TB First Ascents & Unique Setters over Time')\n",
"#ax1.tick_params(axis='y')\n",
"\n",
"# Line chart for unique setters (secondary axis)\n",
"ax2 = ax1.twinx()\n",
"ax2.plot(df_growth['fa_year'], df_growth['unique_setters'], color='steelblue', marker='o', label='Unique Setters')\n",
"ax2.set_ylabel('Unique Setters', color='steelblue')\n",
"ax2.tick_params(axis='y', labelcolor='steelblue')\n",
"\n",
"# Other stuff\n",
"fig.legend(loc='upper left', bbox_to_anchor=(0.15,0.85))\n",
"\n",
"plt.xticks()\n",
"plt.savefig('../images/stats/first_ascents_by_year.png')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e2bca15a",
"metadata": {},
"source": [
"## Seasonal analysis\n",
"\n",
"Next, we examine when the Tension board is most popular. Again, we will work with what we have and use first ascent data. We will plot first ascents by month, combing all years. We exclude the year 2026 because this can skew the analysis as some of the month of January has data (and clearly, 2026 is when the TB2 is the most popular, so this can actually add quite a bit bias). "
]
},
{
"cell_type": "code",
"execution_count": 168,
"id": "8912306b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# First let us add a column for the month to our data\n",
"df['fa_month'] = df['fa_at'].dt.month\n",
"\n",
"# Filter to years < 2026 since the data only goes one month in\n",
"df_filter = df[df['fa_year'] < 2026]\n",
"\n",
"# Make a new DataFrame with month and first ascents\n",
"df_season = df_filter.groupby('fa_month').agg(\n",
" first_ascents=('uuid', 'count'),\n",
").reset_index()\n",
"\n",
"# We also add a column for the month name. \n",
"month_names = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', \n",
" 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec']\n",
"df_season['fa_month_name'] = df_season['fa_month'].apply(lambda x: month_names[x-1])\n",
"\n",
"# Plot the data\n",
"fig,ax = plt.subplots(figsize=(12,6))\n",
"ax.bar(df_season['fa_month_name'], df_season['first_ascents'], color='coral')\n",
"ax.set_title('First Ascents by Month (All Years Combined)')\n",
"ax.set_xlabel('Month')\n",
"ax.set_ylabel('Total First Ascents')\n",
"\n",
"# Save the file\n",
"plt.savefig('../images/stats/first_ascents_by_month.png')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "bb802d74",
"metadata": {},
"source": [
"This should be what we expect: that the winter months (Dec/Jan) see the most traffic. This is probably when the outdoor climbers are hitting the boards because they're stuck inside. The warmer months see the least number of first ascents since the strong climbers are probably outdoors.\n",
"\n",
"We can plot the number of first ascents by day of week. Removing the 2026 data shouldn't make a difference here, so we opt to keep it."
]
},
{
"cell_type": "code",
"execution_count": 169,
"id": "071cfd5f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Let us add a column in our DataFrame for the day of the week.\n",
"# Note that df.dt.day_of_week will have Monday be 0 and Sunday be 6. \n",
"\n",
"df['fa_day_of_week'] = df['fa_at'].dt.day_of_week\n",
"\n",
"\n",
"# Make a new DataFrame with month and first ascents\n",
"df_days = df.groupby('fa_day_of_week').agg(\n",
" first_ascents=('uuid', 'count'),\n",
").reset_index()\n",
"\n",
"# We also add a column for the month name. \n",
"day_names = ['Mon', 'Tues', 'Wed', 'Thurs', 'Fri', 'Sat', 'Sun']\n",
"df_days['fa_day_name'] = df_days['fa_day_of_week'].apply(lambda x: day_names[x])\n",
"\n",
"# Plot the data\n",
"fig,ax = plt.subplots(figsize=(12,6))\n",
"ax.bar(df_days['fa_day_name'], df_days['first_ascents'], color='coral')\n",
"ax.set_title('First Ascents by Day of Week (All Years Combined)')\n",
"ax.set_xlabel('Day')\n",
"ax.set_ylabel('Total First Ascents')\n",
"\n",
"# Save the file\n",
"plt.savefig('../images/stats/first_ascents_by_day_of_week.png')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "9961e92e",
"metadata": {},
"source": [
"Interesting, Tuesday and Wednesday have the most sends."
]
},
{
"cell_type": "markdown",
"id": "5ddc49b3",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"id": "533dc4a2",
"metadata": {},
"source": [
"# Climbing Statistics: Grades, Angles, Quality, and Matching\n",
"\n",
"We will visualize the climbing grade distribution. Recall that we have the following table of grades (with some other unlisted grades).\n",
"\n",
"|difficulty|boulder_name|route_name|\n",
"|----------|------------|----------|\n",
"| 10|4a/V0 |5b/5.9 |\n",
"| 11|4b/V0 |5c/5.10a |\n",
"| 12|4c/V0 |6a/5.10b |\n",
"| 13|5a/V1 |6a+/5.10c |\n",
"| 14|5b/V1 |6b/5.10d |\n",
"| 15|5c/V2 |6b+/5.11a |\n",
"| 16|6a/V3 |6c/5.11b |\n",
"| 17|6a+/V3 |6c+/5.11c |\n",
"| 18|6b/V4 |7a/5.11d |\n",
"| 19|6b+/V4 |7a+/5.12a |\n",
"| 20|6c/V5 |7b/5.12b |\n",
"| 21|6c+/V5 |7b+/5.12c |\n",
"| 22|7a/V6 |7c/5.12d |\n",
"| 23|7a+/V7 |7c+/5.13a |\n",
"| 24|7b/V8 |8a/5.13b |\n",
"| 25|7b+/V8 |8a+/5.13c |\n",
"| 26|7c/V9 |8b/5.13d |\n",
"| 27|7c+/V10 |8b+/5.14a |\n",
"| 28|8a/V11 |8c/5.14b |\n",
"| 29|8a+/V12 |8c+/5.14c |\n",
"| 30|8b/V13 |9a/5.14d |\n",
"| 31|8b+/V14 |9a+/5.15a |\n",
"| 32|8c/V15 |9b/5.15b |\n",
"| 33|8c+/V16 |9b+/5.15c |\n",
"\n",
"We will use the actual difficulty in our work, and then unpack translations into boulder_name and route_name."
]
},
{
"cell_type": "markdown",
"id": "4f986836",
"metadata": {},
"source": [
"## Grade distribution"
]
},
{
"cell_type": "code",
"execution_count": 170,
"id": "5fa594ba",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Difficulty distribution by layout (with total)\n",
"\n",
"grade_counts = df['boulder_grade'].value_counts()\n",
"grade_order = df.groupby('boulder_grade')['display_difficulty'].mean().sort_values().index.tolist()\n",
"grade_counts = grade_counts.reindex(grade_order)\n",
"\n",
"# Prepare data in long format\n",
"df_long = df.groupby(['boulder_grade', 'layout_name']).size().reset_index(name='count')\n",
"\n",
"# Calculate total for background\n",
"df_total = df.groupby('boulder_grade').size().reset_index(name='count')\n",
"df_total['layout_name'] = 'All Layouts'\n",
"\n",
"# Reindex to correct grade order\n",
"df_long['grade_order'] = df_long['boulder_grade'].map(\n",
" {g: i for i, g in enumerate(grade_order)}\n",
")\n",
"df_long = df_long.sort_values('grade_order')\n",
"\n",
"df_total['grade_order'] = df_total['boulder_grade'].map(\n",
" {g: i for i, g in enumerate(grade_order)}\n",
")\n",
"df_total = df_total.sort_values('grade_order')\n",
"\n",
"# Plot\n",
"fig, ax = plt.subplots(figsize=(16, 8))\n",
"\n",
"# Plot \"All Layouts\" behind (light gray)\n",
"sns.barplot(\n",
" data=df_total,\n",
" x='boulder_grade',\n",
" y='count',\n",
" color='lightgray',\n",
" ax=ax,\n",
" zorder=1,\n",
" width=0.6,\n",
" order=grade_order\n",
")\n",
"\n",
"# Plot individual layouts (grouped) in front\n",
"sns.barplot(\n",
" data=df_long,\n",
" x='boulder_grade',\n",
" y='count',\n",
" hue='layout_name',\n",
" palette=['steelblue', 'coral', 'seagreen'],\n",
" ax=ax,\n",
" zorder=2,\n",
" order=grade_order\n",
")\n",
"\n",
"# Create custom legend with \"All Layouts\" included\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"all_layouts_patch = mpatches.Patch(color='lightgray', label='All Layouts')\n",
"handles.insert(0, all_layouts_patch)\n",
"ax.legend(handles=handles, title='Layout', fontsize=10)\n",
"\n",
"ax.set_xlabel('Grade', fontsize=11)\n",
"ax.set_ylabel('Number of Climbs', fontsize=11)\n",
"ax.set_title('Difficulty Distribution by Board Layout', fontsize=14)\n",
"ax.tick_params(axis='x', rotation=45)\n",
"ax.grid(axis='y', alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('../images/stats/difficulty_distribution_by_layout_with_total.png', dpi=150, bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "871bb45d",
"metadata": {},
"source": [
"As a climber in North America, I tend to just use the V-grade and not look at the French grade. So let us group the V-grades together and show the distribution like that. We'll usually just stick the boulder_grade (e.g., 5c/V2) instead of grouping the V-grades though. "
]
},
{
"cell_type": "code",
"execution_count": 171,
"id": "d7f0b911",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# V-Grade distribution by layout (with total)\n",
"\n",
"# Let's add a v_grade column and v_grade_counts\n",
"df['v_grade'] = df['boulder_grade'].str.split('/').str[1]\n",
"v_grade_counts = df['v_grade'].value_counts()\n",
"v_grade_order = df.groupby('v_grade')['display_difficulty'].mean().sort_values().index.tolist()\n",
"v_grade_counts = grade_counts.reindex(v_grade_order)\n",
"\n",
"# Prepare data in long format\n",
"df_long = df.groupby(['v_grade', 'layout_name']).size().reset_index(name='count')\n",
"\n",
"# Calculate total for background\n",
"df_total = df.groupby('v_grade').size().reset_index(name='count')\n",
"df_total['layout_name'] = 'All Layouts'\n",
"\n",
"# Reindex to correct grade order\n",
"df_long['v_grade_order'] = df_long['v_grade'].map(\n",
" {g: i for i, g in enumerate(v_grade_order)}\n",
")\n",
"df_long = df_long.sort_values('v_grade_order')\n",
"\n",
"df_total['v_grade_order'] = df_total['v_grade'].map(\n",
" {g: i for i, g in enumerate(v_grade_order)}\n",
")\n",
"df_total = df_total.sort_values('v_grade_order')\n",
"\n",
"# Plot\n",
"fig, ax = plt.subplots(figsize=(16, 8))\n",
"\n",
"# Plot \"All Layouts\" behind (light gray)\n",
"sns.barplot(\n",
" data=df_total,\n",
" x='v_grade',\n",
" y='count',\n",
" color='lightgray',\n",
" ax=ax,\n",
" zorder=1,\n",
" width=0.6,\n",
" order=v_grade_order\n",
")\n",
"\n",
"# Plot individual layouts (grouped) in front\n",
"sns.barplot(\n",
" data=df_long,\n",
" x='v_grade',\n",
" y='count',\n",
" hue='layout_name',\n",
" palette=palette,\n",
" ax=ax,\n",
" zorder=2,\n",
" order=v_grade_order\n",
")\n",
"\n",
"# Create legend with \"All Layouts\" included\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"all_layouts_patch = mpatches.Patch(color='lightgray', label='All Layouts')\n",
"handles.insert(0, all_layouts_patch)\n",
"ax.legend(handles=handles, title='Layout', fontsize=10)\n",
"\n",
"ax.set_xlabel('Grade', fontsize=11)\n",
"ax.set_ylabel('Number of Climbs', fontsize=11)\n",
"ax.set_title('Difficulty Distribution by Board Layout', fontsize=14)\n",
"ax.tick_params(axis='x', rotation=45)\n",
"ax.grid(axis='y', alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('../images/stats/v_grade_distribution_by_layout_with_total.png', dpi=150, bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e27f4277",
"metadata": {},
"source": [
"So the grade distribution actually varies quite a bit from board to board. Some key differences in grades are the angle at which the climb is. Note that climbs can be done at different angles."
]
},
{
"cell_type": "markdown",
"id": "e6a34766",
"metadata": {},
"source": [
"## Angle Distribution\n",
"\n",
"What about the angle distribution? Since the TB1 goes from 0 to 50 and the TB2 goes from 0 to 65 (although my local board only goes to 60?), let's do an analysis on each."
]
},
{
"cell_type": "code",
"execution_count": 172,
"id": "7d65b6cd",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1600x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Angle distribution.\n",
"## TB1 goes up to 50 degrees, TB2 up to 65.\n",
"\n",
"# Prepare data in long format\n",
"df_long = df.groupby(['angle', 'layout_name']).size().reset_index(name='count')\n",
"\n",
"# Calculate total for background\n",
"df_total = df.groupby('angle').size().reset_index(name='count')\n",
"df_total['layout_name'] = 'All Layouts'\n",
"\n",
"# Reindex to correct order\n",
"angle_order = sorted(df['angle'].unique())\n",
"\n",
"# Plot\n",
"fix, ax = plt.subplots(figsize=(16,8))\n",
"\n",
"# Plot All Layouts\n",
"sns.barplot(\n",
" data=df_total,\n",
" x='angle',\n",
" y='count',\n",
" color='lightgray',\n",
" ax=ax,\n",
" zorder=1,\n",
" width=0.6,\n",
" order=angle_order\n",
")\n",
"\n",
"# Plt indivudual layouts\n",
"sns.barplot(\n",
" data=df_long,\n",
" x='angle',\n",
" y='count',\n",
" hue='layout_name',\n",
" palette=palette,\n",
" order=angle_order,\n",
" ax=ax,\n",
" zorder=2\n",
")\n",
"\n",
"handles,labels = ax.get_legend_handles_labels()\n",
"all_layouts_patch = mpatches.Patch(color='lightgray', label='All Layouts')\n",
"handles.insert(0, all_layouts_patch)\n",
"ax.legend(handles=handles, title='Layout')\n",
"\n",
"ax.set_xlabel('Angle')\n",
"ax.set_ylabel('Number of Climbs')\n",
"ax.set_title('Angle Distribution by Board Layout')\n",
"ax.grid(axis='y', alpha=0.3)\n",
"\n",
"\n",
"plt.suptitle('Angle Distribution by Board Layout')\n",
"plt.savefig('../images/stats/angle_distribution_by_layout.png')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "7a00ee20",
"metadata": {},
"source": [
"We see that amongst all the boards, 40 degrees is the most common angle."
]
},
{
"cell_type": "markdown",
"id": "bc164cee",
"metadata": {},
"source": [
"## Angle vs grade\n",
"\n",
"How is the distribution between angles and grades? Let's do this with a heatmap."
]
},
{
"cell_type": "code",
"execution_count": 173,
"id": "4ce19c17",
"metadata": {},
"outputs": [],
"source": [
"# Just list the layouts for consistency among visualizations\n",
"layout_order = ['Original Layout', 'Tension Board 2 Mirror', 'Tension Board 2 Spray']\n",
"layouts = df['layout_name'].unique()"
]
},
{
"cell_type": "code",
"execution_count": 174,
"id": "2023cb49",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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gpqaGtLQ0PH36tMTni7evWz09PbnlC/qyLDx48AAjR45EvXr1oKOjI65VERYWBrxdW6SAqakp+vTpg7Nnz+Lu3bvi9vXr10MikSAgIEDcduXKFeBtku39dWkkEgk+//xzQAn3KxEREVFp4xobRERERIRnz54Bbxe2Li8FHy5aWlqWW5tFUVdXR0BAAIKDg3H48GF4eXnhl19+QUpKCqZNmyZ3AeuSysrKQlJSEtTV1YscPfHLL7/gm2++wdatWzF79mzg7Tff/f398c0330BPT69YbdeqVavY8dasWfODdaWmpha7zo+RlpYmN7EAAObm5oXGJG89Bg2N//1ZlJeXp3D7xbkexsbG6N+/PzZs2ICbN2+iYcOGiIiIQF5eXrFGAW3YsAF5eXkyIwmqV6+OHj164JdffsHJkyfRsWNHmWMVOe+0tDTgA+8Dir5uCkYg3bhxAzdu3Ci03OvXr4usa/ny5Zg6dSrMzMzg4eEBKysrcZ2J0NBQZGVlyT1O0X5OTU0t9HVUkvtEEffv30eLFi2QlpaG9u3bo0ePHjA0NISampq4htH75zVq1Chs3boVP/30E5YsWYKEhAQcO3YMnTp1klq4u6APC4v9Q/cGERERkSrhiA0iIiIiQkxMDADILG5clgqmUHry5IlC5SUSCXJzc+XuK80P6UaMGAF1dXXx2/U//fQTNDQ0xEVzS8v58+eRm5sLV1dX8QPXwlSrVg0hISF48OABHjx4gPXr18PR0RErV67EpEmTit12SRI0z58/l7v9n3/+Ad77IFlNTa3M+8rQ0FBsu7CY3p16qbQV53rg7TRnePt6EgQBERERqFGjBvr06aNwmwVTpM2ePVv8hn/B45dffgHemaqqJAqu14sXL+TuL+x6F1bPF198AUEQCn18aOosvF0ofcGCBbCwsMCNGzewZcsWLF68GEFBQQgMDPyoUUsFjIyMiuzL0vbdd98hOTkZGzZswLFjxxAaGor58+cjKCgIjo6Oco9xd3dHgwYNsHHjRuTk5CA8PBz5+fkyibGCa1+ce6M87lciIiKi0sbEBhEREVEVd/fuXezYsQPa2tro3bt3ubXboEEDGBoa4o8//kBycnKR5atXry43CRIfH6/wFEIF89B/6Jv5VlZW6Nq1K/bv34/z58/jzJkz8PLyEtchKQ35+fn45ptvAACDBg0q1rG2trbw9/fH6dOnoa+vj71794r7FDm/krpy5Yrcb9ifP38eANC4cWNxW/Xq1fH8+XOZD0tfv36Ne/fuydRRkrjd3Nzw77//4vfff5fZd/r0aQCAq6urwvUV16NHj+SuU3D27Fm5bbdq1QouLi7YtGkTDh06hAcPHmDo0KHQ0dFRqL0zZ87g3r17qFevHgICAuQ+atSogd27dyt0P8ljaGgIGxsb3L9/X25y4911Qz7EyckJhoaGuHTpEnJyckoUC96u+ZOamoqWLVvKjCK5dOkS/v333xLXXaBx48Z48+YN/vzzT5l9BX1Z2uLi4gAAPXv2lNqen58v3k/yjBw5Ev/88w+io6MREREhrhvyroLX3ZkzZ2SmJRMEQe7rszzuVyIiIqLSxsQGERERURV27tw5eHp6IisrC7NmzSrXaaE0NDQwevRopKamYsKECTIfkqWmpiIjI0N83qxZM8THx4ujSwAgOzsbkydPVrjN6tWrQyKR4O+///5gudGjRyMnJwf9+/eHIAilumj4ixcvMHToUJw4cQINGzbEl19+WWR5eR/eJycnIysrS5yWB4A4pVVR51cSycnJ+Pbbb6W2bdy4EdeuXUOHDh2kpvNp1qyZzOLdgiBg1qxZcpMjJYm7YMHvWbNmSX14/uTJE6xYsQIaGhoYMmRIMc9ScXl5eZg9e7bUh8enT5/GwYMHYW9vL3c9ilGjRuHly5fi66kki4bPmTMHP/30k9yHj48PMjMz5S6arqghQ4YgKysLwcHBUttjYmJw5MgRherQ0NDAl19+iUePHmHq1KlykxvXr18vdKREgZo1a0JXVxd//vkn3rx5I25PTk7GV199pfA5fUjBtF6zZ8+Weg+6du0aNm3aVCptvK9u3brA2/ffdy1evBjXr18v9LiCRcQnTJiAhIQE+Pj4QEtLS6pMnTp10L59e9y4cUMc4VMgPDwcN27cUMr9SkRERFTauMYGERERURVw//59BAUFAW+TAc+fP8dvv/2G69evQ11dHXPmzMG8efPKPa758+fj119/xaZNm/Drr7+ia9eu0NbWxoMHD3D48GGcO3dO/GbxpEmTcPToUXTr1g2DBg2Cnp4ejh07BmNjY9SuXVuh9vT19dG8eXOcOXMGfn5+cHBwgJqaGgYPHow6deqI5by8vGBtbY3Hjx/D0tISXbt2LdH5LVu2DPr6+sjPz0daWhpu3ryJM2fOICsrC61bt8a2bduKXB/jyZMn+PTTT+Hs7IwmTZrA0tISr169QnR0NHJycjB9+nSxbKtWraCrq4vQ0FCkpaWJ33KfOXNmieJ/V9u2bbFq1Sr8+uuvaN68Oe7evYvdu3fDyMgIq1evlio7btw4REREYMSIETh27BjMzMxw9uxZpKSkoHHjxjILF7dv3x4SiQSzZ8/G7du3YWRkBCMjow8mfYYNG4aoqChER0ejUaNG6N69O16/fo0dO3bg1atXWL58Oezs7D76vAvTqFEjxMTEoGXLlujQoQOePn2Kbdu2QVNTEz/++CPU1GS/QzZs2DDMmDEDT58+xaeffgoXFxeF2kpLS8Mvv/wCfX199OvXr9Byfn5++O6777B+/XqMGzeuROc1Y8YM7Nq1C99//z3++usvtGnTBn///Td27NiBHj16YN++fXLP7X3BwcH4888/sWrVKhw4cADt2rWDmZkZnjx5gmvXruHq1au4ePFioWuV4O0USWPGjMHy5cvRuHFj9OjRA2lpaTh06BDq1q1bKqOofHx88PPPP+Pw4cNwc3ND165dkZSUhK1bt8LDwwP79+8vdp0TJkyQSji+a82aNfjPf/6DiIgI9OnTBwMGDICJiQl+/fVX/Pnnn+jWrRsOHDgg91gTExN88cUX+Pnnn4EPJMbWrl2LNm3aYOTIkdi3bx8aNmyImzdvYu/evTAzM8PatWulypfH/UpERERU6gQiIiIiqrQePnwoAJB66OrqCrVr1xbat28vzJ07V7h//77cY0+dOiUAEAIDA6W2BwYGCgCEU6dOyRzj4+MjABAePnwosw+A0K5dO5ntmZmZwrJlywRXV1dBV1dX0NfXFxo2bChMmTJFSE5Oliq7fft2wcXFRdDS0hLMzc2Fr776SkhPTxfq1q0r1K1bV6E479y5I3h5eQnGxsaCRCIp9FxmzZolABDmzJkj9/p8SLt27aSuuYaGhlC9enWhcePGgr+/v3D48GEhLy9P7rHvn0tycrIQFBQkfP7550Lt2rUFLS0twcLCQujSpYtw5MgRmeMPHDggNG/eXNDV1RXbfz+uwsi7ZgWvIR8fH+Gvv/4SunTpIhgYGAj6+vpCt27dhOvXr8ut68SJE8Knn34qaGtrCyYmJsKwYcOExMTEQmOIjIwUXFxcBG1tbQGA1DUo7JicnBxh2bJl4nEGBgZCu3bthOjoaJmyERERAgAhIiJCZl9hr/XCFLyWHz16JPTr10+oXr26oKurK3z++efCuXPnPnjsoEGDBADCTz/9pFBbgiAI69atEwAIAQEBRZZt2rSpAEC4fPmyIBTR54Xdr8+fPxcCAgIEU1NTQUdHR2jatKkQFRUlLFu2TAAg7N69W6p8Yfd2bm6u8MMPPwitW7cWDA0NBW1tbaFOnTpCly5dhLVr1woZGRlFnk92drYQEhIiODg4iMdPnjy50Pv+Q+9Bhb0nvH79Wpg+fbpgaWkpaGtrCw0bNhR++OGHYr8u3r/v5T0K3tNOnToltG7dWjAwMBCMjY0FLy8v4fLlyx98fxUEQThy5IgAQGjTps0HY4mPjxf8/PyE2rVrCxoaGkLt2rUFPz8/IT4+Xm750rxfiYiIiMqDRHh/4k0iIiIiIoKXlxcOHz6MBw8ewMbGRtnhUCXh7OyMhIQEPHv2DPr6+soOp1iGDh2KLVu24ObNm3ByclJ2OFXSkiVLMGPGDGzYsAHDhw9XdjhERERESsM1NoiIiIiI3nPjxg0cPnwYXbp0YVKDSs3Bgwdx8+ZNDBs2rEInNZ49eyaz7fTp09i2bRsaNGjApIaSZGZm4vvvv0eNGjU+OCUZERERUVXANTaIiIiIiN76+eefcefOHWzcuBEAMHfuXGWHRJXA2rVr8fjxY/z444/Q1dWVWhelIvLy8oKuri5cXV1RrVo13Lx5E4cPH4a6ujrCwsKUHV6Vc+7cOZw+fRpHjhxBQkICvv3220LX8CAiIiKqKjgVFRERERHRW+7u7jh79izq1q2LuXPnws/PT9khUSVgY2ODv//+Gw0aNMDixYvRvXt3ZYf0QaGhodiyZQvi4uKQnp4OY2NjtG7dGrNmzcKnn36q7PCqnKCgIAQHB8PU1BTDhg3DkiVLoKHB7ygSERFR1cbEBhERERERERERERERqQyusUFERERERERERERERCqDiQ0iIiIiIiIiIiIiIlIZnJizAsrPz8fTp09hYGAAiUSi7HCIiIiIiIiIiIiIiMqUIAhIT0+HhYUF1NQ+PCaDiY0K6OnTp7C2tlZ2GERERERERERERERE5erx48ewsrL6YBkmNiogAwMD4G0HGhoaKjscIiIiIiIiIiIiIqIylZaWBmtra/Hz8Q9hYqMCKph+ytDQkIkNIiIiIiIiIiIiIqoyFFmegYuHExERERERERERERGRymBig4iIiIiIiIiIiIiIVAYTG0REREREREREREREpDK4xoaKys/PR3Z2trLDIKrwNDU1oa6uruwwiIiIiIiIiIiIqJQwsaGCsrOz8fDhQ+Tn5ys7FCKVYGxsDHNzc4UWHiIiIiIiIiIiIqKKjYkNFSMIAp49ewZ1dXVYW1tDTY2ziREVRhAEvHnzBs+fPwcA1K5dW9khERERERERERER0UdiYkPF5Obm4s2bN7CwsICenp6ywyGq8HR1dQEAz58/R82aNTktFRERERERERERkYrj1/1VTF5eHgBAS0tL2aEQqYyCJGBOTo6yQyEiIiIiIiIiIqKPxMSGiuJaAUSK4/1CRERERERERERUeTCxQUREREREREREREREKoOJDSIiIiIiIiIiIiIiUhlMbFCV4+vri169eik7jA+ysbFBaGiossMgIiIiIiIiIiIiqnCY2CAiIiIiIiIiIiIiIpXBxAbRO1asWAEXFxdUq1YN1tbWGDNmDDIyMgAAr1+/hqGhIX755RepY/bt24dq1aohPT0dAHDt2jV06NABurq6MDExwahRo8Q6AMDd3R0TJ06UqqNXr17w9fUV9z969AiTJk2CRCLhwtdERERERERERERE72Big+gdampqWLVqFa5fv44NGzbg5MmTmD59OgCgWrVqGDhwICIiIqSOiYiIQN++fWFgYIA3b96gS5cuqF69Ov744w/s3LkTx48fx7hx4xSOISoqClZWVpg/fz6ePXuGZ8+elfp5EhEREREREREREakqDWUHQFSRvDuSwtbWFgsWLMCXX36JNWvWAABGjBiBzz77DE+fPoWFhQVevnyJ/fv349ixYwCALVu24N9//8XGjRtRrVo1AMDq1avRo0cPLF68GLVq1Soyhho1akBdXR0GBgYwNzcvs3MlIiIiIiIiIiIiUkUcsUH0jlOnTqFz586wtLSEgYEBhg8fjlevXuH169cAgBYtWsDZ2RkbN24EAGzatAl16tTB559/DgC4desWGjduLCY1AKB169bIz8/HnTt3lHRWRERERERERERERJUHExtEbz169AheXl745JNPsGvXLly+fBnff/89ACAnJ0csN2LECHE6qoiICPj5+YnrYAiCUOiaGAXb1dTUIAiC1L536yciIiIiIiIiIiKiwjGxQfTWpUuXkJubi+XLl6Nly5aoX78+nj59KlNu6NChSEhIwKpVq3Djxg34+PiI+xo2bIjY2FhxhAcAnD9/Hmpqaqhfvz4AwMzMTGrdjLy8PFy/fl2qDS0tLeTl5ZXRmRIRERERERERERGpLiY2qEpKTU1FbGys1MPMzAy5ubkICwvDgwcPsGnTJqxbt07m2OrVq6NPnz6YNm0aPDw8YGVlJe4bMmQIdHR04OPjg+vXr+PUqVP46quvMGzYMHF9jQ4dOuDAgQM4cOAAbt++jTFjxiAlJUWqDRsbG5w5cwZPnjzBy5cvy+GKEBEREREREREREakGJjaoSoqJiYGbm5vUIzw8HCtWrMDixYvxySefYMuWLVi0aJHc4wMCApCdnQ1/f3+p7Xp6ejhy5AiSkpLQvHlz9O3bFx07dsTq1avFMv7+/vDx8cHw4cPRrl072Nraon379lL1zJ8/H/Hx8ahXrx7MzMzK6CoQERERERERERERqR6J8P5k/6R0aWlpMDIyQmpqKgwNDaX2ZWZm4uHDh7C1tYWOjo7SYqzqtmzZggkTJuDp06fQ0tJSdjhUBN43REREREREREREFduHPhd/n0a5RUVUCbx58wYPHz7EokWLMHr0aCY1iIiIiIiIiIiIiMoZp6IiKoYlS5bA1dUVtWrVwqxZs5QdDhEREREREREREVGVw8QGUTEEBQUhJycHJ06cgL6+vrLDISIiIiIiIiIiIqpyKkRiIzc3F3PmzIGtrS10dXVhZ2eH+fPnIz8/v0zbjYyMRMuWLeHi4oIRI0bILbN161Zoamrin3/+QWZmJnx9feHi4gINDQ306tVL7jFZWVmYPXs26tatC21tbdSrVw/h4eFlei5ERERERERERERERFVBhVhjY/HixVi3bh02bNgAZ2dnXLp0CX5+fjAyMsKECROKXV9MTAx8fX0RHx//wXJ79+6Ft7c3dHV1MW/ePKxatQp6enpSZcLDw9G9e3fUqlULr1+/hq6uLsaPH49du3YVWm///v3xzz//YP369bC3t8fz58+Rm5tb7PMgIiIiIiIiIiIiIiJpFWLExsWLF+Ht7Y1u3brBxsYGffv2hYeHBy5duiSWycrKwvTp02FtbQ1tbW04ODhg/fr1JW4zMzMTR48eRc+ePTFs2DBkZWVh586dUmUSEhJw8uRJBAQEAACqVauGtWvXYuTIkTA3N5db7+HDh3H69GkcPHgQnTp1go2NDVq0aIHPPvusxLESEREREREREREREdH/VIgRG23atMG6detw9+5d1K9fH1evXsW5c+cQGhoqlhk+fDguXryIVatWoXHjxnj48CFevnxZ4jZPnDgBc3NzODs7AwC8vb0REREBHx8fsUxERARq1aqFrl27Klzv3r170axZMyxZsgSbNm1CtWrV0LNnTyxYsAC6urpyj8nKykJWVpb4PC0tDQCQn58vMx1Xfn4+BEEQH0RUtIL7Rd49RUREREREVUN2djZevXql7DBgYmICLS0tZYdRYVWEfmIfEREpR3E+t6sQiY0ZM2YgNTUVjo6OUFdXR15eHkJCQjBo0CAAwN27d7Fjxw4cO3YMnTp1AgDY2dl9VJvR0dHw9vYWn/v7+8PLywsPHjyAnZ0dBEFAZGQkfH19oa6urnC9Dx48wLlz56Cjo4Pdu3fj5cuXGDNmDJKSkgpdZ2PRokUIDg6W2f7ixQtkZmZKbcvJyUF+fj5yc3M5vRWRgnJzc5Gfn49Xr15BU1NT2eEQEREREZESJCUl4fDhw8oOA126dEGNGjWUHUaFVRH6iX1ERKQc6enpCpetEImN7du3Y/Pmzfj555/h7OyM2NhYTJw4ERYWFvDx8UFsbCzU1dXRrl27QuvQ19cXf8/Ly0NWVpbUtrZt2+LQoUPA229v79u3D9u2bRP3e3h4wMrKChEREViwYAFOnjyJ+Ph4+Pn5Fetc8vPzIZFIsGXLFhgZGQEAVqxYgb59++L777+XO2pj1qxZmDx5svg8LS0N1tbWMDMzg6GhoVTZzMxMpKenQ0NDAxoaFaL7iCo8DQ0NqKmpwcTEBDo6OsoOh4iIiIiIlMDY2BgDBgwo8fEvX77E7t270bt3b5iampa4Ho4G+LCP6Sf2ERGRaivO53YV4pPxadOmYebMmRg4cCAAwMXFBY8ePcKiRYvg4+NT6BRO74qNjRV//+233zBjxgzExMSI296t4/fff0d2djbatGkjblNTU4Ovry8iIyMRHByMiIgIfP7553BwcCjWudSuXRuWlpZiUgMAnJycIAgC/v77b7n1aWtrQ1tbW2a7mpoa1NTUZLZJJBLxUSA7Oxt5eXnFivVjqKurl/o/8jExMWjfvj2Sk5NhbGyMyMhITJw4ESkpKaXaDlU9BfeLvHuKiIiIiIiqBh0dHVhaWpb4+IK/wc3MzGBhYVGKkdG7Pqaf2EdERKqtOJ/bVYjExps3b2SCVldXF+fUcnFxQX5+Pk6fPi1ORfU+e3t78fe///4bGhoaUtveFR0djW7duslMMeXn54eFCxciKioKUVFRWLduXbHPpXXr1ti5cycyMjLEESN3796FmpoarKysil2fIrKzs3Hv3r1yXXNDIpHAwcGh2MmNCxcuoG3btujcuXOpDC2VSCTYvXs3evXq9dF1lZX3EzZEREREREREREREVHIV4qvLPXr0QEhICA4cOID4+Hjs3r0bK1asQO/evQEANjY28PHxgb+/P/bs2YOHDx8iJiYGO3bsKFF7e/fulVpfo4CtrS06dOiAUaNGQVNTE3379pUpc/PmTcTGxiIpKQmpqamIjY2VGi0yePBgmJiYwM/PDzdv3sSZM2cwbdo0+Pv7KzTypCTy8vLKfSFxQRBKNEIkPDwcX331Fc6dO4eEhIQyiY2IiIiIiIiIiIiIKq8KkdgICwtD3759MWbMGDg5OWHq1KkYPXo0FixYIJZZu3atWMbR0REjR47E69evi91WXFwc7t+/D09PT7n7AwICkJycjIEDB0JPT09mv5eXF9zc3LBv3z7ExMTAzc0Nbm5u4n59fX0cO3YMKSkpaNasGYYMGYIePXpg1apVxY61snn9+jV27NiBL7/8Et27d0dkZGSZtvfq1SsMGjQIVlZW0NPTg4uLC7Zu3Sru37hxI0xMTJCVlSV13BdffIHhw4eLz9euXYt69epBS0sLDRo0wKZNm8R98fHxkEgkUsmtlJQUSCQSxMTEID4+Hu3btwcAVK9eHRKJBL6+vgCAX375BS4uLtDV1YWJiQk6depUotc0ERERERERERERUVVSIaaiMjAwQGhoKEJDQwsto6OjgxUrVmDFihVF1ufu7o74+Hi5+6Kjo9GhQwephcXfNWjQIAwaNKjQugur912Ojo44duxYkeWqmu3bt6NBgwZo0KABhg4diq+++gpz586VWiukNGVmZqJp06aYMWMGDA0NceDAAQwbNgx2dnb49NNP0a9fP4wfPx579+5Fv379gLcLje3fv1+cJmv37t2YMGECQkND0alTJ+zfvx9+fn6wsrISExYfYm1tjV27duGLL77AnTt3YGhoCF1dXTx79gyDBg3CkiVL0Lt3b6Snp+Ps2bPlPvKGiIiIiIiIiIiISNVUiMRGebKyssKsWbOUHUaVtH79egwdOhQA0KVLF2RkZODEiROFrpvysSwtLTF16lTx+VdffYXDhw9j586d+PTTT6Grq4vBgwcjIiJCTGxs2bIFVlZWcHd3BwAsW7YMvr6+GDNmDABg8uTJ+PXXX7Fs2TKFEhvq6uqoUaMGAKBmzZriGhtxcXHIzc1Fnz59ULduXeDtWjJERERERERERERE9GEVYiqq8tS/f3+0bdtW2WFUOXfu3MHvv/+OgQMHAgA0NDQwYMAAhIeHl1mbeXl5CAkJQaNGjWBiYgJ9fX0cPXpUam2PkSNH4ujRo3jy5AkAICIiAr6+vuIoklu3bqF169ZS9bZu3Rq3bt36qNgaN26Mjh07wsXFBf369cOPP/6I5OTkj6qTiIiIiIiIiIiIqCqociM2SDnWr1+P3NxcWFpaitsEQYCmpiaSk5NRvXr1Um9z+fLl+O677xAaGgoXFxdUq1YNEydORHZ2tljGzc0NjRs3xsaNG+Hp6Ylr165h3759UvW8P1WWIAjiNjU1NXFbgZycnCJjU1dXx7Fjx3DhwgUcPXoUYWFhmD17Nn777TfY2tp+9LkTERERERERERERVVZVbsQGlb/c3Fxs3LgRy5cvR2xsrPi4evUq6tatiy1btpRJu2fPnoW3tzeGDh2Kxo0bw87ODvfu3ZMpN2LECERERCA8PBydOnWCtbW1uM/JyQnnzp2TKn/hwgU4OTkBAMzMzAAAz549E/e/u5A4AGhpaQFvR5C8SyKRoHXr1ggODsaVK1egpaWF3bt3l8q5ExEREREREREREVVWHLFBZW7//v1ITk5GQEAAjIyMpPb17dsX69evx7hx40pc/8OHD2WSCfb29rC3t8euXbtw4cIFVK9eHStWrEBiYqKYlCgwZMgQTJ06FT/++CM2btwotW/atGno378/mjRpgo4dO2Lfvn2IiorC8ePHAQC6urpo2bIlvv32W9jY2ODly5eYM2eOVB1169aFRCLB/v374eXlBV1dXdy4cQMnTpyAh4cHatasid9++w0vXryQiY2IiIiIiIiIiIiIpHHEBpW59evXo1OnTjJJDQD44osvEBsbiz///LPE9U+ePBlubm5Sj0uXLmHu3Llo0qQJPD094e7uDnNzc/Tq1UvmeENDQ3zxxRfQ19eX2d+rVy+sXLkSS5cuhbOzM3744QdERESIi4sDQHh4OHJyctCsWTNMmDABCxculKrD0tISwcHBmDlzJmrVqoVx48bB0NAQZ86cgZeXF+rXr485c+Zg+fLl6Nq1a4mvAxEREREREREREVFVIBHeXRyAKoS0tDQYGRkhNTUVhoaGUvsyMzPx8OFD2NraQkdHBwCQnZ2Ne/fuoTy7UiKRwMHBQZxmSdV17twZTk5OWLVqlbJDoTIg774hIiIiIiIqjqdPn+K///0vRo0aBQsLC2WHQ3Kwj4iIVNuHPhd/H6eiqgS0tLTg4OAgs4ZDWVJXV68USY2kpCQcPXoUJ0+exOrVq5UdDhEREREREREREREVgYmNSqIyJBmUoUmTJkhOTsbixYvRoEEDZYdDREREREREREREREVgYoOqtPj4eGWHQERERERERERERETFwMXDiYiIiIiIiIiIiIhIZTCxQUREREREREREREREKoOJDSIiIiIiIiIiIiIiUhlMbBARERERERERERERkcpgYoOIiIiIiIiIiIiIiFQGExtERERERERERERERKQyNJQdAJWOxMREpKSklFt7xsbGMDc3L7f24uPjYWtriytXrsDV1VWhYyIjIzFx4sRSvS4liYOIiIiIiIiIiIiISo9KJjZyc3MRFBSELVu2IDExEbVr14avry/mzJkDNTXFB6E8evQI9evXx+DBg3Hu3Dncu3dPpsyTJ09Qp04d7Ny5E3369EFISAgOHDiA2NhYaGlpyf3QXCKRyGxbu3Yt/vOf/5TgbIuWmJiI/gMGIDsrq0zql0dLWxs7tm8vVnLj8ePHCAoKwqFDh/Dy5UvUrl0bvXr1wrx582BiYvLBY62trfHs2TOYmpoq3N6AAQPg5eWlcPnS4u7uDldXV4SGhpZ728UhkUiwe/du9OrVS9mhEBERERERERERESlMJRMbixcvxrp167BhwwY4Ozvj0qVL8PPzg5GRESZMmKBwPdHR0XB3d8eECRMQGRmJs2fPom3btlJlIiMjYWJigh49egAAsrOz0a9fP7Rq1Qrr168vtO6IiAh06dJFfG5kZFSic1VESkoKsrOyUKOxJzT1a5RZOwVyMpKQdPUIUlJSFE5sPHjwAK1atUL9+vWxdetW2Nra4saNG5g2bRoOHTqEX3/9FTVqyI89OzsbWlpaxR4hoqurC11d3WIdQ0REREREREREREQVm0qusXHx4kV4e3ujW7dusLGxQd++feHh4YFLly6JZbKysjB9+nRYW1tDW1sbDg4OMomI6Oho9OzZE66urmjSpAnCw8Nl2oqMjMTw4cOhqakJAAgODsakSZPg4uLywRgLpmoqeJTHB+ya+jWgZVSzzB8lSZ6MHTsWWlpaOHr0KNq1a4c6deqga9euOH78OJ48eYLZs2eLZW1sbLBw4UL4+vrCyMgII0eORHx8PCQSCWJjY8Vye/fuhYODA3R1ddG+fXts2LABEolEHEUTGRkJY2NjsXxQUBBcXV2xadMm2NjYwMjICAMHDkR6erpY5vDhw2jTpg2MjY1hYmKC7t27Iy4u7iN6RdaMGTNQv3596Onpwc7ODnPnzkVOTg7wdqorNTU1qdcyAISFhaFu3boQBAEAcPr0abRo0QLa2tqoXbs2Zs6cidzcXKlr+P6IEVdXVwQFBYn7AaB3796QSCTicyIiIiIiIiIiIqKKTiVHbLRp0wbr1q3D3bt3Ub9+fVy9ehXnzp2T+iB3+PDhuHjxIlatWoXGjRvj4cOHePnypbg/JSUFZ8+eRWRkJAAgICAA06dPR1hYGPT19YG3Hx7fv38f/v7+xY5x3LhxGDFiBGxtbREQEIBRo0YVOk1WVlYWst6ZRiotLQ0AkJ+fj/z8fKmy+fn5EARBfCibIjEkJSXhyJEjWLhwIXR0dKSOqVWrFgYPHozt27fj+++/F6fxWrp0KebMmSMmPAqOKTjv+Ph49O3bF+PHj8eIESNw5coVTJs2TarMu8cU/IyLi8OePXuwb98+JCcnY8CAAVi0aBFCQkIAABkZGWLi6vXr1wgMDETv3r1x5coVqKmpycTxoetS2H59fX1ERETAwsIC165dw6hRo6Cvr4/p06ejbt266NSpE8LDw9G0aVPxmIiICPj4+AAA/v77b3h5ecHHxwcbNmzA7du3MWrUKGhra4uJi8JiKNj2+++/o1atWggPD0eXLl2grq5eIV5PZaXgvOXdU0RERERERO/LzMzEo0ePpLa9fPkSqampiIuLQ2pqqri9bt260NHRUUKU9L53/2bn335lJzs7G69evVK4fFZWFp48eVJkOUtLS2hraytcr4mJCbS0tBQuX9UUp58U7SMU0U/v12NkZCR+Wfx9fO8s/r1UGuT1dWH9pIw+Ks57t0omNmbMmIHU1FQ4OjpCXV0deXl5CAkJwaBBgwAAd+/exY4dO3Ds2DF06tQJAGBnZydVx8GDB+Hi4gJra2sAwODBgzFlyhTs3LkTfn5+AIDw8HC0atUKDRs2LFZ8CxYsQMeOHaGrq4sTJ05gypQpePnyJebMmSO3/KJFixAcHCyz/cWLF8jMzJTalpOTg/z8fOTm5orf0H/3m/rl6d0YPuT27dsQBAH169eXW75BgwZITk7Gs2fPULNmTeDtOhUTJ04Uy8THx0u1uWbNGtSvXx+LFi0CANSrVw9//fUXvv32W7FMwY1Q0GbBh9o//vgjDAwMgLf9fuLECfH6e3t7S8W2bt06WFpa4q+//sInn3widc0LO/eCD9EL2z9z5kzxdysrK0ycOBE7duzA5MmTAQC+vr4YN24clixZAm1tbVy9ehWxsbHYvn07cnNzsXr1alhZWSE0NBQSiQT29vaYN28evv76a3z99ddiAq3gdfJuXAXbqlevDgAwMDAQ1y1R1uuoPBS8Hl69elXoP6hEREREREQF4uLiMGXKFLn7Ll68KPV8+fLlqFevXjlFRh+SmpoKQ0NDpKamQl1dXdnhVFpJSUk4fPiwwuWTk5Nx7NixIst17txZ/LxCEV26dCl0WnMqXj8p2kcoop+KUw/fO4t/L5WGit5H786sUxSVTGxs374dmzdvxs8//wxnZ2fExsZi4sSJsLCwgI+PD2JjY6Guro527doVWkfBNFQFjI2N0adPH4SHh8PPzw/p6enYtWtXiRaAfjeB4erqCgCYP39+oYmNWbNmiR9q4+2IDWtra5iZmcHQ0FCqbGZmJtLT06GhoQENjf91X8HP8vZuDB9S8J8JdXV1ueULRmloamqK+5s3by5V9t1z1dDQwP3792XKtGzZUqpMwQf8BWXU1NRgY2Mj9eZraWmJFy9eiGXi4uIwb948/Prrr3j58qWYHHn69ClcXV1l4pBHIpFAIpEUuv+XX37BypUrcf/+fWRkZCA3NxeGhoZi+S+++AITJ07Evn37MHDgQGzcuBHt27eHvb098DZx99lnn0l9QN+2bVtkZGQgMTERderUEc/33RgkEonMtsL6pLIpeD2YmJhU+W8DEBERERFR0QwNDRERESG1LTY2FitXrsSECRPEv/XBbx1XKHl5eUhLS4ORkZH4xUkqfcbGxhgwYIDC5bOysuDh4SE+v3XrFsLDw+Hv7w8nJydxO0dslK7i9NP7fYQS9tP79aSkpCAkJASBgYEy06DzvbP499L7Xr58id27d6N3797iF5eLIq+vC+snZfRRcdpTyU80p02bhpkzZ2LgwIEAABcXFzx69AiLFi2Cj49PketZ5OTk4PDhw5g1a5bU9oCAAHTs2BH37t3D6dOnAeCjXlwFWrZsibS0NPzzzz+oVauWzH5tbW25bwhqamoy01epqamJH5wXJASUSZEYHBwcIJFIcOvWLfTu3Vtm/507d1C9enWYmZmJ9enr60vVXfB7wXkLgiBeC3kxvXt93v2pqakpdYyamhry8/PFbT179oS1tTV+/PFHWFhYID8/H5988glycnJk6vzQuRe2/9dff8WgQYMQHBwMT09PGBkZYdu2bVi+fLlYXltbG8OGDUNkZCS++OILbN26VRydgbcjLwqrv+CaFLxu3i3z/jkoch6VRcF5yruniIiIiIiI3qenpyf1QR7efoCEtyPv399HFcO7f7Pzb7+yo6OjA0tLy2Id8/5MKgDg5OSEtm3blmJk9K7i9pO8PkIJ+undem7fvg0AsLW1haOjo8J1VBUluZfeVfCeZ2ZmBgsLC4WPe7+vK1I/Fee9WyXf5d+8eSNzkurq6uK3611cXJCfny8mJ9536tQpGBsbS33DAgDat28POzs7REZGIjw8HP379xenLPoYV65cgY6OjtRC1lWJiYkJOnfujDVr1uDff/+V2peYmIgtW7ZgwIABxfqA3dHREX/88YfUtvcX3C6uV69e4datW5gzZw46duwIJycnJCcnf1Sd7zt//jzq1q2L2bNno1mzZnBwcJCZtxUARowYgePHj2PNmjXIyclBnz59xH0NGzbEhQsXpNbEuHDhAgwMDMQ3QzMzMzx79kzcn5aWhocPH0q1oampiby8vFI9PyIiIiIiIiIiIqKyppKJjR49eiAkJAQHDhxAfHw8du/ejRUrVoijAWxsbODj4wN/f3/s2bMHDx8+RExMDHbs2AEA2Lt3r9Q0VAUkEgn8/Pywdu1aXLx4EQEBATJlEhISEBsbi4SEBOTl5SE2NhaxsbHIyMgAAOzbtw8//vgjrl+/jri4OPz000+YPXu2uLhzVbV69WpkZWXB09MTZ86cwePHj3H48GF07twZlpaW4uLdiho9ejRu376NGTNmiGuqFCwEX9IRCNWrV4eJiQn++9//4v79+zh58qTUFGHF8eLFC/G1UfBITEyEvb09EhISsG3bNsTFxWHVqlXYvXu3zPFOTk5o2bIlZsyYgUGDBkmNQhozZgweP36Mr776Crdv30Z0dDQCAwMxefJkMeHXoUMHbNq0CWfPnsX169fh4+MjM7+ojY0NTpw4gcTExFJP4BARERERERERERGVFZVMbISFhaFv374YM2YMnJycMHXqVIwePRoLFiwQy6xdu1Ys4+joiJEjR+L169fA28TG+4tEF/D19UVqaioaNGiA1q1by+yfN28e3NzcEBgYiIyMDLi5ucHNzU0cLaCpqYk1a9agVatWaNSoEVauXIn58+dj+fLlZXY9CuRkJCE79XmZP3Iykoodm4ODAy5duoR69ephwIABqFevHkaNGoX27dvj4sWLxV7sydbWFr/88guioqLQqFEjrF27FrNnzwbeTuVUEmpqati2bRsuX76MTz75BJMmTcLSpUtLVNfPP/8svjYKHuvWrYO3tzcmTZqEcePGwdXVFRcuXMDcuXPl1hEQEIDs7Gz4+/tLbbe0tMTBgwfx+++/o3HjxvjPf/6DgIAAqTVcZs2ahc8//xzdu3eHl5cXevXqJbPYz/Lly3Hs2DFYW1vDzc2tROdJREREREREREREVN4kwrvz2VQBf/75Jzp06IAXL15ILb5ckRQsdJWamip38fCHDx/C1tZWXEwlMTER/QcMQHZWVrnFqKWtjR3bt8Pc3Lzc2ixKSEgI1q1bh8ePHys7lFIREhKCbdu24dq1a8oOReXJu2+IiIiIiIiK4+zZs5g2bRqWLl3KdQEqqKdPn+K///0vRo0aVaz55ql88V5SDaXRT7dv34avry8iIyOVvnZDZVRa73kVqZ8+9Ln4+1Ry8fCPkZubi7CwsAqb1CgJc3Nz7Ni+HSkpKeXWprGxsdKTGmvWrEHz5s1hYmKC8+fPY+nSpRg3bpxSYyoNGRkZuHXrFsLCwqRGIRERERERERERERFRFUxstGjRAi1atFB2GKXO3Nxc6YmG8nbv3j0sXLgQSUlJqFOnDqZMmYJZs2YpO6yPNm7cOGzduhW9evWSmYaKiIiIiIiIiIiIqKqrcokNqjy+++47fPfdd8oOo9RFRkaKC6ETERERERERERERkTSVXDyciIiIiIiIiIiIiIiqJiY2iIiIiIiIiIiIiIhIZTCxQUREREREREREREREKoOJDSIiIiIiIiIiIiIiUhlMbBARERERERERERERkcpgYoOIiIiIiIiIiIiIiFSGhrIDoNKRmJiIlJSUcmvP2NgY5ubm5dZeScXHx8PW1hZXrlyBq6urssMpV5GRkZg4cWK5vi7ksbGxwcSJEzFx4kSlxkFERERERERERESVAxMblUBiYiIGDuiPzKzscmtTR1sL27bvUCi5IZFIPrjfx8cHkZGRpRjd/7O2tsazZ89gampaJvUXCAoKQnBwsPjc0NAQjRo1wsKFC9GuXbsybbuk4uPjsWDBApw8eRKJiYmwsLDA0KFDMXv2bGhpaRV6nLu7O06fPo1FixZh5syZUvu8vLxw6NAhBAYGIigoCADwxx9/oFq1amV+PkRERERERERERFQ1MLFRCaSkpCAzKxuTm9WBtYF2mbf3OD0LKy4lICUlRaHExrNnz8Tft2/fjnnz5uHOnTviNl1d3TKLVV1dvdxGljg7O+P48eMAgKSkJCxbtgzdu3fH33//DSMjozJrNzs7+4OJiMLcvn0b+fn5+OGHH2Bvb4/r169j5MiReP36NZYtW/bBY62trRERESGV2Hj69ClOnjyJ2rVrS5U1MzP7YF05OTnQ1NQscpsiSnocERERERERERERqQ6usVGJWBtoo151vTJ/FDd5Ym5uLj6MjIwgkUiktp05cwZNmzaFjo4O7OzsEBwcjNzcXPF4iUSCn376Cb1794aenh4cHBywd+9ecX9ycjKGDBkCMzMz6OrqwsHBAREREcDbUQkSiQSxsbFi+dOnT6NFixbQ1tZG7dq1MXPmTKn23N3dMX78eEyfPh01atSAubm5OPrgQzQ0NMRzatiwIYKDg5GRkYG7d++KZRISEuDt7Q19fX0YGhqif//++Oeff8T9cXFx8Pb2Rq1ataCvr4/mzZuLyZICNjY2WLhwIXx9fWFkZISRI0cCb6eeqlOnDvT09NC7d2+8evXqg/F26dIFERER8PDwgJ2dHXr27ImpU6ciKiqqyHPt3r07Xr16hfPnz4vbIiMj4eHhgZo1a8rEGxoaKj6XSCRYt24dvL29Ua1aNSxcuBBBQUFwdXVFeHg47OzsoK2tDUEQirxehR1HRERERERERERElRcTG6RUR44cwdChQzF+/HjcvHkTP/zwAyIjIxESEiJVLjg4GP3798dff/0FLy8vDBkyBElJSQCAuXPn4ubNmzh06BBu3bqFtWvXFjr11JMnT+Dl5YXmzZvj6tWrWLt2LdavX4+FCxdKlduwYQOqVauG3377DUuWLMH8+fNx7Ngxhc8rKysLkZGRMDY2RoMGDQAAgiCgV69eSEpKwunTp3Hs2DHExcVhwIAB4nEZGRnw8vLC8ePHceXKFXh6eqJHjx5ISEiQqn/p0qX45JNPcPnyZcydOxe//fYb/P39MWbMGMTGxqJ9+/Yy56SI1NRU1KhRo8hyWlpaGDJkiJhAwtvEhr+/v0LtBAYGwtvbG9euXROPuX//Pnbs2IFdu3aJiaiirldhxxEREREREREREVHlxamoSKlCQkIwc+ZM+Pj4AADs7OywYMECTJ8+HYGBgWI5X19fDBo0CADwzTffICwsDL///ju6dOmChIQEuLm5oVmzZsDbEQKFWbNmDaytrbF69WpIJBI4Ojri6dOnmDFjBubNmwc1tf/l+ho1aiS27+DggNWrV+PEiRPo3LlzoXVfu3YN+vr6AIA3b97AwMAA27dvh6GhIQDg+PHj+Ouvv/Dw4UNYW1sDADZt2gRnZ2f88ccfaN68ORo3bozGjRuLdS5cuBC7d+/G3r17MW7cOHF7hw4dMHXqVPH5vHnz4OnpKU4NVb9+fVy4cAGHDx9WuC/i4uIQFhaG5cuXK1Q+ICAAbdq0wcqVK3H58mWkpqaiW7duCo1uGTx4sEwSJDs7G5s2bRKnrjp27FiR10vecURERERERERERFS5ccQGKdXly5cxf/586Ovri4+RI0fi2bNnePPmjViuUaNG4u/VqlWDgYEBnj9/DgD48ssvsW3bNri6umL69Om4cOFCoe3dunULrVq1klrQvHXr1sjIyMDff/8ttz0AqF27ttheYRo0aIDY2FjExsbi8uXL+PLLL9GvXz9cunRJbNva2lr8kB4AGjZsCGNjY9y6dQsA8Pr1a0yfPl3crq+vj9u3b8uM2ChI4rx/Xu96//mHPH36FF26dEG/fv0wYsQIhY5p1KgRHBwc8MsvvyA8PBzDhg1TeH2L9+MHgLp160olJxS5XvKOIyIiIiIiIiIiospNJUZs2NjYYOLEiZg4caKyQ6FSlp+fj+DgYPTp00dmn46Ojvj7+x+YSyQS5OfnAwC6du2KR48e4cCBAzh+/Dg6duyIsWPHyl0AWxAEqaRGwbaCOhVprzBaWlqwt7cXn7u5uWHPnj0IDQ3F5s2b5bb9fkzTpk3DkSNHsGzZMtjb20NXVxd9+/ZFdna21DHVqlWTew4l8fTpU7Rv3x6tWrXCf//732Id6+/vj++//x43b97E77//rvBx78cvb5si16uwuoiIiIiIiIiIiKjyUvqIjdzcXMyZMwe2trbQ1dWFnZ0d5s+fX+SHyKXh0aNH0NbWhp+fHxwcHOSWefLkCdTV1cUFlUNCQvDZZ59BT08PxsbGH6z/1atXsLKygkQiQUpKSpmcg6pr0qQJ7ty5A3t7e5lHwbRQijAzM4Ovry82b96M0NDQQj+gb9iwIS5cuCCVCLhw4QIMDAxgaWlZKuf0LnV1dfz7779i2wkJCXj8+LG4/+bNm0hNTYWTkxMA4OzZs/D19UXv3r3h4uICc3NzxMfHF9lOw4YN8euvv0pte/+5PE+ePIG7uzuaNGmCiIiIYl1zvJ1S6tq1a/jkk0/QsGHDYh1bFEWuFxEREREREREREVU9Sk9sLF68GOvWrcPq1atx69YtLFmyBEuXLkVYWNhH1SuRSIr8QDg6Ohru7u6YMGEC7t+/j7Nnz8qUiYyMhImJCXr06AG8nc+/X79++PLLL4uMISAgQGZKI5I2b948bNy4EUFBQbhx4wZu3bqF7du3Y86cOcWqIzo6Gvfv38eNGzewf//+Qj/4HjNmDB4/foyvvvoKt2/fRnR0NAIDAzF58uRif6j/vtzcXCQmJiIxMRH37t3DwoULcfPmTXh7ewMAOnXqhEaNGmHIkCH4888/8fvvv2P48OFo166dODWTvb09oqKiEBsbi6tXr2Lw4MEKJfnGjx+Pw4cPY8mSJbh79y5Wr15d5PoaT58+hbu7O6ytrbFs2TK8ePFCjF9R1atXx7Nnz3DixAmFj1GUIteLiIiIiIiIiIiIqh6lT0V18eJFeHt7o1u3bsDbaae2bt0qrktQID09HYMHD8bevXthaGiIWbNm4auvvvqotqOjo9GnTx+4urqiSZMmCA8PR9u2baXKREZGYvjw4eLURMHBweL2D1m7di1SUlIwb948HDp06KPiVNTj9CyVa8fT0xP79+/H/PnzsWTJEmhqasLR0VHhdR7wdgqoWbNmIT4+Hrq6umjbti22bdsmt6ylpSUOHjyIadOmoXHjxqhRowYCAgKKlUgpzI0bN1C7dm0AgJ6eHurVq4e1a9di+PDhwNtk2549e/DVV1/h888/h5qaGrp06SKVxPvuu+/g7++Pzz77DKamppgxYwbS0tKKbLtly5b46aefEBgYiKCgIHTq1Alz5szBggULCj3m6NGjuH//Pu7fvw8rKyupfcWZ2qqokUslpcj1IiIiIiIiIiIioqpHInzM5Pyl4Ntvv8W6detw9OhR1K9fH1evXoWHhwdCQ0MxaNAg4G2yIykpCV9//TX69OmDI0eOYNKkSTh06BA6d+4st16JRIKHDx/CxsZG7v6UlBTUrFkTcXFxsLa2xpo1azB9+nQkJiZCX18fAHD69Gm4u7vjxo0bMtPsREZGYuLEiXKnmLp58yY6duyI3377DQ8ePED79u2RnJxc6AfAWVlZyMr6/2RBWloarK2tkZycDENDQ6mymZmZiI+Ph62trbgGRWJiIgYNHIDMrGyZusuKjrYWtm7bDnNz83Jrk6ikMjMzxfeDd9duISIiIiIqjszMTDx69EihsnXr1uX/PZWkrPrp/PnzmDZtGpYuXYrWrVsrNRZVV1rX5f16Xr58iaioKPTp0wempqYlrqcksZDiSnIvUfkrjX66c+cO/Pz8EBERgQYNGpR6jFVNab3nva8i9VNaWhqqV6+O1NRUmc/F36f0ERszZsxAamoqHB0doa6ujry8PISEhIhJjQKtW7fGzJkzAQD169fH+fPn8d133xWa2CjKwYMH4eLiAmtra+DtWgFTpkzBzp074efnBwAIDw9Hq1atirV2QFZWFgYNGoSlS5eiTp06ePDgQZHHLFq0SBwJ8q4XL14gMzNTaltOTg7y8/ORm5uL3NxcAICpqSk2b/m5XNfxMDY2hqmpqRgDUUWWm5uL/Px8vHr1SmZheCIiIiIiRcXFxWHKlCkKlV2+fDnq1atX5jGRrLLqp4yMDPHn8+fPlRqLqiut61JYPRcvXiyVeopTBymuJPcSlb/S6KekpCTxJ/v645XWe977KlI/paenK1xW6YmN7du3Y/Pmzfj555/h7OyM2NhYTJw4ERYWFvDx8RHLtWrVSuq4Vq1aITQ0VHzetWtXmTUynJ2dIZFIxOcFNyTeTkPVs2dP8bmxsTH69OmD8PBw+Pn5IT09Hbt27ZJqQxGzZs2Ck5MThg4dWqxjJk+eLD4vGLFhZmYmd8RGeno6NDQ0oKHx/91naWlZJotfE1UGGhoaUFNTg4mJCb9dQ0REREQlZmhoiIiICKlt8fHxCA4ORmBgoNSMAfxmt/K830+F9RGK2U8Fszvo6+ujZs2aSo1F1ZXWvfR+PbGxsVi5ciUmTJgAV1dXqbLFqYf3ddkqyb1E5a80+ik5ORkAUKNGDfZ1KSit97z3VaR+Ks57rNITG9OmTcPMmTMxcOBAAICLiwsePXqERYsWSSU25Hk3afHTTz/h33//FZ87ODjg4MGDcj/sz8nJweHDhzFr1iyp7QEBAejYsSPu3buH06dPAwAGDBhQrPM5efIkrl27hl9++QV4Z60CU1NTzJ49W+7IDG1tbWhra8tsV1NTk1nQWk1NDRKJRHwQUdEK7hd59xQRERERkaL09PTg5OQkta3g7zJbW1s4OjoqKTJ61/v9VBZ9pOjfFeURiyoqrXvp/XpevnwJALCyspKpvzj1sJ/KD/9GVw0l7aeCe6ngMxn6OKX1nve+itRPxWlf6YmNN2/eyASsrq6O/Px8qW2//vqrzPN3/3GRl8CoW7eu3DU2Tp06BWNjY5lMVvv27WFnZ4fIyEicOnUK/fv3h4GBQbHOZ9euXVIJlj/++AP+/v44e/YshysSEREREREREREREX0kpSc2evTogZCQENSpUwfOzs64cuUKVqxYAX9/f6ly58+fx5IlS9CrVy8cO3YMO3fuxIEDB0rU5t69e6WmoSogkUjg5+eHFStWIDk5GUuXLpUpk5CQgKSkJCQkJCAvLw+xsbEAAHt7e+jr68skLwoyZ05OToUuHk5ERERERERERERERIpRemIjLCwMc+fOxZgxY/D8+XNYWFhg9OjRmDdvnlS5KVOm4PLlywgODoaBgQGWL18OT0/PErW5d+9ehIeHy93n6+uLwMBANGjQAK1bt5bZP2/ePGzYsEF87ubmBrwdBeLu7l6ieIiIiIiIiIiIiIiISDFKT2wYGBggNDT0g4t0x8fHF7vegrUt3vfnn38iLS0N7dq1k7vfysoKeXl5hdYbGRmJyMhIheNwd3cvNBYiIiIiIiIiIiIiIiqeKrdqS25uLsLCwqCpqansUIiIiIiIiIiIiIiIqJiUPmKjvLVo0QItWrRQdhhERERERERERERERFQCVS6xUVklJiYiJSWl3NozNjaGubl5ubVXUvHx8bC1tcWVK1fg6uqq7HDKVWRkJCZOnFiurwsiIiIiIiIiIiKissbERiWQmJiI/gP6Izsru9za1NLWwo7tOxRKbkgkkg/u9/HxKda6JcVhbW2NZ8+ewdTUtEzqLxAUFITg4GDxuaGhIRo1aoSFCxcWup6LssXHx2PBggU4efIkEhMTYWFhgaFDh2L27NnQ0tIq9LgHDx5g9uzZOH36NJKSkmBqaoqmTZti6dKlqF+/frmeAxEREREREREREVU9TGxUAikpKcjOyoakkRkk1cp+7RDhdQ6y/3qBlJQUhRIbz549E3/fvn075s2bhzt37ojbdHV1yyxWdXX1chtZ4uzsjOPHjwMAkpKSsGzZMnTv3h1///03jIyMyqzd7OzsDyYiCnP79m3k5+fjhx9+gL29Pa5fv46RI0fi9evXWLZsWaFtde7cGY6OjoiKikLt2rXx999/4+DBg0hNTS3xOQiCgLy8PGho8C2JiIiIiIiIiIiIPqzKLR5emUmqaUJipF32j2ImT8zNzcWHkZERJBKJ1LYzZ86gadOm0NHRgZ2dHYKDg5Gbm/v/5yWR4KeffkLv3r2hp6cHBwcH7N27V9yfnJyMIUOGwMzMDLq6unBwcEBERATwdlSCRCJBbGysWP706dNo0aIFtLW1Ubt2bcycOVOqPXd3d4wfPx7Tp09HjRo1YG5ujqCgoCLPU0NDQzynhg0bIjg4GBkZGbh7965YJiEhAd7e3tDX14ehoSH69++Pf/75R9wfFxcHb29v1KpVC/r6+mjevLmYLClgY2ODhQsXwtfXF0ZGRhg5ciTwduqpOnXqQE9PD71798arV68+GG+XLl0QEREBDw8P2NnZoWfPnpg6dSqioqIKPebmzZt48OAB1qxZg5YtW6Ju3bpo3bo1QkJC0Lx5c6lrvm3bNnz22WfQ0dGBs7MzYmJixHpiYmIgkUhw5MgRNGvWDNra2jh79myR5z9//ny4uLjIxNW0aVPMmzeviB4iIiIiIiIiIiKiyoCJDVKqI0eOYOjQoRg/fjxu3ryJH374AZGRkQgJCZEqFxwcjP79++Ovv/6Cl5cXhgwZgqSkJADA3LlzcfPmTRw6dAi3bt3C2rVrC5166smTJ/Dy8kLz5s1x9epVrF27FuvXr8fChQulym3YsAHVqlXDb7/9hiVLlmD+/Pk4duyYwueVlZWFyMhIGBsbo0GDBsDbUQm9evVCUlISTp8+jWPHjiEuLg4DBgwQj8vIyICXlxeOHz+OK1euwNPTEz169EBCQoJU/UuXLsUnn3yCy5cvY+7cufjtt9/g7++PMWPGIDY2Fu3bt5c5J0WkpqaiRo0ahe43MzODmpoafvnlF+Tl5X2wrmnTpmHKlCm4cuUKPvvsM/Ts2VMm2TJ9+nQsWrQIt27dQqNGjYo8f39/f9y8eRN//PGHWMdff/2FK1euwNfXt9jnS0RERERERERERKqH876QUoWEhGDmzJnw8fEBANjZ2WHBggWYPn06AgMDxXK+vr4YNGgQAOCbb75BWFgYfv/9d3Tp0gUJCQlwc3NDs2bNgLcjGgqzZs0aWFtbY/Xq1ZBIJHB0dMTTp08xY8YMzJs3D2pq/8v1NWrUSGzfwcEBq1evxokTJ9C5c+dC67527Rr09fUBAG/evIGBgQG2b98OQ0NDAMDx48fx119/4eHDh7C2tgYAbNq0Cc7Ozvjjjz/QvHlzNG7cGI0bNxbrXLhwIXbv3o29e/di3Lhx4vYOHTpg6tSp4vN58+bB09MTM2fOBADUr18fFy5cwOHDhxXui7i4OISFhWH58uWFlrG0tMSqVaswffp0BAcHo1mzZmjfvj2GDBkCOzs7qbLjxo3DF198AQBYu3YtDh8+jPXr12P69Olimfnz50tdUxMTkw+ev5WVFTw9PRERESGOEImIiEC7du1k2iciIiIiIiIiIqLKiSM2SKkuX76M+fPnQ19fX3yMHDkSz549w5s3b8RyjRo1En+vVq0aDAwM8Pz5cwDAl19+iW3btsHV1RXTp0/HhQsXCm3v1q1baNWqldSC5q1bt0ZGRgb+/vtvue0BQO3atcX2CtOgQQPExsYiNjYWly9fxpdffol+/frh0qVLYtvW1tZiUgMAGjZsCGNjY9y6dQsA8Pr1a0yfPl3crq+vj9u3b8uM2ChI4rx/Xu96//mHPH36FF26dEG/fv0wYsSID5YdO3YsEhMTsXnzZrRq1Qo7d+6Es7OzzIiWd9vX0NBAs2bNxPMs7DwUOf+RI0di69atyMzMRE5ODrZs2QJ/f3+Fz5WIiIiIiIiIiIhUG0dskFLl5+cjODgYffr0kdmno6Mj/q6pKb2uh0QiQX5+PgCga9euePToEQ4cOIDjx4+jY8eOGDt2rNwFsAVBkEpqFGwrqFOR9gqjpaUFe3t78bmbmxv27NmD0NBQbN68WW7b78c0bdo0HDlyBMuWLYO9vT10dXXRt29fZGdnSx1TrVo1uedQEk+fPkX79u3RqlUr/Pe//1XoGAMDA/Ts2RM9e/bEwoUL4enpiYULF35wRAveu8aQcx6KnH+PHj2gra2N3bt3Q1tbG1lZWeLIECIiIiIiIiIiIqr8mNggpWrSpAnu3LkjlRAoCTMzM/j6+sLX1xdt27bFtGnT5CY2GjZsiF27dkklEy5cuAADAwNYWlp+VAzyqKur499//xXbTkhIwOPHj8VRGzdv3kRqaiqcnJwAAGfPnoWvry969+4NvF1zIz4+vsh2GjZsiF9//VVq2/vP5Xny5Anat2+Ppk2bIiIiQpyKqzgKpvR6f6TMr7/+is8//xwAkJubi8uXL0tNpyWPIuevoaEBHx8fREREQFtbGwMHDoSenl6x4yYiIiIiIiIiIiLVxMQGKdW8efPQvXt3WFtbo1+/flBTU8Nff/2Fa9euKbz49bx589C0aVM4OzsjKysL+/fvFxMF7xszZgxCQ0Px1VdfYdy4cbhz5w4CAwMxefLkEn2o/67c3FwkJiYCANLT07F9+3bcvHkTM2bMAAB06tQJjRo1wpAhQxAaGorc3FyMGTMG7dq1E6dksre3R1RUFHr06AGJRIK5c+cWOVIEAMaPH4/PPvsMS5YsQa9evXD06NEi19d4+vQp3N3dUadOHSxbtgwvXrwQ95mbm8s9JjY2FoGBgRg2bBgaNmwILS0tnD59GuHh4eJ5Fvj+++/h4OAAJycnfPfdd0hOTi5yyihFz3/EiBFiH58/f/6DdRIREREREREREVHlwsRGJSK8zlG5djw9PbF//37Mnz8fS5YsgaamJhwdHYtc5+FdWlpamDVrFuLj46Grq4u2bdti27ZtcstaWlri4MGDmDZtGho3bowaNWogICAAc+bM+ehzuXHjBmrXrg0A0NPTQ7169bB27VoMHz4ceDuyYc+ePfjqq6/w+eefQ01NDV26dEFYWJhYx3fffQd/f3989tlnMDU1xYwZM5CWllZk2y1btsRPP/2EwMBABAUFoVOnTpgzZw4WLFhQ6DFHjx7F/fv3cf/+fVhZWUntK2xqKysrK9jY2CA4OBjx8fGQSCTi80mTJkmV/fbbb7F48WJcuXIF9erVQ3R0NExNTT94Hoqev4ODAz777DO8evUKn376aRFXh4iIiIiIiIiIiCoTJjYqAWNjY2hpayH7rxco+UoLxaOlrQVjY+NiH1cwXdS7PD094enpWegx8j5kT0lJEX+fM2dOoYkJGxsbmePbtWuH33//vdD2YmJiZLbt2bOn0PIAEBQUhKCgoA+WAYA6deogOjq60P02NjY4efKk1LaxY8dKPS9saip/f3+ZERFTpkwptC15fVEUU1NTrFy5UqGyTk5OhU6H5e7uLrdfFTl/vH1N/PPPPxg9erTCsRMRERERlaUXL17A0NBQqTGYmppCS0tLqTEQERERlQcmNioBc3Nz7Ni+Q+rD/rJmbGxc6HRFRGXp+fPn2LRpE548eQI/Pz9lh0NEREREBACIioqCkZGRUmMYNWoULCwslBoDERERUXlgYqOSMDc3Z6KBqoRatWrB1NQU//3vf1G9enVlh0NEREREBADo06cP6tWrV6JjX758iaioKPTp06fI6Vs/5GOOJSIiIlIllS6xYWNjg4kTJ2LixInKDoWoSpI3/VdpKsu6iYiIiIhKyszM7KNHS5iamnLEBREREZEC1JQdQHHk5uZizpw5sLW1ha6uLuzs7DB//nzk5+eXqD5bW1ts2bIF6urqSEhIkFvG0dER48ePB94OLfb09ISpqSkkEgliY2Nlyo8ePRr16tWDrq4uzMzM4O3tjdu3b5coPiIiIiIiIiIiIiIikqZSiY3Fixdj3bp1WL16NW7duoUlS5Zg6dKlCAsLK3Zdf/31F169eoW+ffvCxMQEGzZskClz/vx53LlzBwEBAQCA169fo3Xr1vj2228Lrbdp06aIiIjArVu3cOTIEQiCAA8PD+Tl5RU7xg/ht9aJFMf7hYiIiIiIiIiIqPJQqcTGxYsX4e3tjW7dusHGxgZ9+/aFh4cHLl26JFUuPT0dgwcPhr6+PiwsLOQmPqKjo+Hp6QltbW0MGzYMkZGRMh9+hoeHo2nTpmjcuDEAYNiwYZg3bx46depUaIyjRo3C559/DhsbGzRp0gQLFy7E48ePER8fXyrXQF1dHQCQnZ1dKvURVQVv3rwBAGhqaio7FCIiIiIiIiIiIvpIKrXGRps2bbBu3TrcvXsX9evXx9WrV3Hu3DmEhoZKlVu6dCm+/vprBAUF4ciRI5g0aRIcHR3RuXNnsczevXsxYcIEAEBAQABWrFiB06dPw93dHXg7OmPHjh1YsmRJieN9/fo1IiIiYGtrC2tr60LLZWVlISsrS3yelpYGAMjPz5eZZktNTQ26urp48eIFNDQ0oKamUrkponIlCALevHmDFy9ewMjICBKJpMRT1xERERERyVPwBTlBEEr8f83SqIMKVxbXl31d+kr72nxMHeyn8qPo9c3MzMSjR48UKlu3bl3o6Oh8ZGT0Lr7nVXyV5T2vOO2rVGJjxowZSE1NhaOjI9TV1ZGXl4eQkBAMGjRIqlzr1q0xc+ZMAED9+vVx/vx5fPfdd2Ji48mTJ7h69Sq8vLwAAA0bNsSnn36KiIgIMbGxY8cO5OXlydStiDVr1mD69Ol4/fo1HB0dcezYMWhpaRVaftGiRQgODpbZ/uLFC2RmZsps19TUREZGBh4+fFjs2IiqGkEQoKOjA4lEgufPnys7HCIiIiKqZJKSksSfJf3/ZmpqKgwNDZGamiqO0qfSUxp9BAAZGRniz5LWU1qxVEalcW1Ko49KKxYqXEn6KS4uDlOmTFGo7PLly1GvXr2PipH4nqcKKuN7Xnp6usJlVSqxsX37dmzevBk///wznJ2dERsbi4kTJ8LCwgI+Pj5iuVatWkkd16pVK6lRHXv37kXr1q1Ro0YNcVtAQAAmTpyI1atXw8DAAOHh4ejTpw+MjY2LHeeQIUPQuXNnPHv2DMuWLUP//v1x/vz5QrPFs2bNwuTJk8XnaWlpsLa2hpmZGQwNDeUeU6tWLeTk5HDtAKIiaGpq8o9DIiIiIiozycnJAIAaNWqgZs2aJaojLy8PaWlpMDIyKnEdVLjS6CMA0NfXF3+WtJ7SiqUyKo1rUxp9VFqxUOFK0k+GhoaIiIiQ2hYfH4/g4GAEBgbCxsZG3M4RG6WD73kVX2V8zyvOvatSiY1p06Zh5syZGDhwIADAxcUFjx49wqJFi6QSG/JIJBLx971798Lb21tq/8CBAzFp0iRs374d7u7uOHfuHObPn1+iOI2MjGBkZAQHBwe0bNkS1atXx+7duwsd/aGtrQ1tbW2Z7WpqaoVONaWmpgYNDZXqPiIiIiIiokqn4G9NiURS4qmCS6MOKlxZXF/2dekr7WvzMXWwn8qPotdXT08PTk5OUtsK+snW1haOjo5lEh/9D9/zKr7K8p5XnPZV6pPxN2/eyJycurq6zNxbv/76q8zzgje4jIwMnDp1Ct9//71UGQMDA/Tr1w8RERF48OAB7OzsxGmpPpYgCFJraBARERERERERERERUcmoVGKjR48eCAkJQZ06deDs7IwrV65gxYoV8Pf3lyp3/vx5LFmyBL169cKxY8ewc+dOHDhwAABw+PBhODg4wM7OTqb+gIAAtG3bFjdv3sTUqVOlRnng7TxjCQkJePr0KQDgzp07AABzc3OYm5vjwYMH2L59Ozw8PGBmZoYnT55g8eLF0NXVFdfzICIiIiIiIiIiIiKiklOpMUBhYWHo27cvxowZAycnJ0ydOhWjR4/GggULpMpNmTIFly9fhpubGxYsWIDly5fD09MTABAdHS0zDVWBNm3aoEGDBkhLS5M7tdXevXvh5uaGbt26AW+nr3Jzc8O6deuAt3OAnT17Fl5eXrC3t0f//v1RrVo1XLhwQenzkxERERERERERERERVQYqNWLDwMAAoaGhUguBvy8+Pr7QfXl5eTh48CAOHTpUaJnbt28Xus/X1xe+vr6F7rewsMDBgwcL3U9ERERERERERERERB9HpUZsfKxXr15h0qRJaN68ubJDISIiIiIiIiIiIiKiElCpERsfq2bNmpgzZ46ywyAiIiIiIiIiIiIiohKqUiM2iIiIiIiIiIiIiIhItTGxQUREREREREREREREKoOJDSIiIiIiIiIiIiIiUhlMbBARERERERERERERkcpgYoOIiIiIiIiIiIiIiFQGExtERERERERERERERKQymNggIiIiIiIiIiIiIiKVwcQGERERERERERERERGpDA1lB0BERERERERUlWRmZiI+Pl58/uLFC6SmpiIuLg5paWlSZW1sbKCjo6OEKImIiIgqLiY2iIiIiIiIiMpRfHw8fH19ZbZfvHhRZltkZCQcHR3LKTIiIiIi1cDEBhEREREREVE5srGxQWRkpPj8ypUrWLlyJSZMmAA3NzeZskREREQkjYkNIiIiIiIionKko6MjNQrjxYsXAAArKyuOziAiIiJSABcPJyIiIiIiIiIiIiIilcHEBhERERERERERERERqQylJzZyc3MxZ84c2NraQldXF3Z2dpg/fz7y8/PLvO3IyEi0bNkSLi4uGDFihNwyW7duhaamJv755x9kZmbC19cXLi4u0NDQQK9evWTKR0VFoXPnzjAzM4OhoSFatWqFI0eOlPm5EBERERERERERERFVBUpPbCxevBjr1q3D6tWrcevWLSxZsgRLly5FWFhYieuMiYlRaIG1vXv3wtvbGwEBAdixYwfevHkjUyY8PBzdu3dHrVq1kJeXB11dXYwfPx6dOnWSW+eZM2fQuXNnHDx4EJcvX0b79u3Ro0cPXLlypcTnQ0RERERERERERERE/6P0xMbFixfh7e2Nbt26wcbGBn379oWHhwcuXbokltm8eTOaNWsGAwMDmJubY/DgwXj+/PlHtZuZmYmjR4+iZ8+eGDZsGLKysrBz506pMgkJCTh58iQCAgIAANWqVcPatWsxcuRImJuby603NDQU06dPR/PmzeHg4IBvvvkGDg4O2Ldv30fFS0REREREREREREREgIayA2jTpg3WrVuHu3fvon79+rh69SrOnTuH0NBQsUx2djYWLFiABg0a4Pnz55g0aRJ8fX1x8ODBErd74sQJmJubw9nZGQDg7e2NiIgI+Pj4iGUiIiJQq1YtdO3atcTt5OfnIz09HTVq1Ci0TFZWFrKyssTnaWlp4rHlMSUXEREREVVumZmZePTokUJl69atCx0dnTKPiWQV1k85OTlITU0Vn1taWkJbW7tMY8nKysKTJ0/E50ZGRtDU1JRbtqq/ZgRBEH+Wxt9vitbB+1pxpd1HKEY/lUcslYWy7qXyiIUKx35SDXzPq/gqy71UnPaVntiYMWMGUlNT4ejoCHV1deTl5SEkJASDBg0Sy/j7+4u/29nZYdWqVWjRogUyMjKgr69fonajo6Ph7e0t1YaXlxcePHgAOzs7CIKAyMhI+Pr6Ql1dvcTnt3z5crx+/Rr9+/cvtMyiRYsQHBwss/3FixfIzMwscdtERERERAAQFxeHKVOmKFR2+fLlqFevXpnHRLIU7afOnTujevXqZRpLcnIyjh07plDZqv6aSUpKEn+WdGaBjIwM8aeidfC+Vlxp9BFK2E9lFUtlpKx7qaxiocKxn1QD3/Mqvsp4L6WnpytcVumJje3bt2Pz5s34+eef4ezsjNjYWEycOBEWFhbi6IkrV64gKCgIsbGxSEpKEjM3CQkJaNiwIQBIJTjy8vKQlZUlta1t27Y4dOgQ8Db7tG/fPmzbtk3c7+HhASsrK0RERGDBggU4efIk4uPj4efnV+Jz27p1K4KCghAdHY2aNWsWWm7WrFmYPHmy+DwtLQ3W1tbiAuRERERERB/D0NAQERER4vP4+HgEBwcjMDBQZm26qv7NbmUqrJ9mz54NY2NjcXtxR2y8fPkSu3fvRu/evWFqaqrQMVlZWfDw8BCfp6SkICQkhK8ZOZKTkwEANWrU+ODffR9S8Lervr6+wnW8/3rBB+5t9tHH9xFK2E9lFUtlpKx7qaxiocKxn1QD3/Mqvsp4LxXn/ytKT2xMmzYNM2fOxMCBAwEALi4uePToERYtWgQfHx+8fv0aHh4e8PDwwObNm2FmZoaEhAR4enoiOztbrCc2Nlb8/bfffsOMGTMQExMjbtPV1RV///3335GdnY02bdqI29TU1ODr64vIyEgEBwcjIiICn3/+ORwcHEp0Xtu3b0dAQAB27txZ6ELjBbS1teX+YaKmpgY1NaUvg0JEREREKk5PTw9OTk7ic4lEAgCwtbWFo6OjEiOjdxXWTw4ODh/VTwX1mJmZwcLCQuHj7OzsxN9v374N8DUjV8H1lUgkpfL3m6J1vP96Ae/tQpV2H6EY/VQesVQWyrqXyiMWKhz7STXwPa/iqyz3UnHaV3pi482bNzIBq6uri6Mybt++jZcvX+Lbb7+FtbU1AEgtLF7A3t5e/P3vv/+GhoaG1LZ3RUdHo1u3bjJTTPn5+WHhwoWIiopCVFQU1q1bV6Jz2rp1K/z9/bF161Z069atRHUQEREREREREREREZEspSc2evTogZCQENSpUwfOzs64cuUKVqxYIa6rUadOHWhpaSEsLAz/+c9/cP36dSxYsOCj2ty7d6/cNS1sbW3RoUMHjBo1Cpqamujbt69MmZs3byI7OxtJSUlIT08XR4q4uroCb5Maw4cPx8qVK9GyZUskJiYCb0eMGBkZfVTcRERERERERERERERVndLHAIWFhaFv374YM2YMnJycMHXqVIwePVpMXpiZmSEyMhI7d+5Ew4YN8e2332LZsmUlbi8uLg7379+Hp6en3P0BAQFITk7GwIEDoaenJ7Pfy8sLbm5u2LdvH2JiYuDm5gY3Nzdx/w8//IDc3FyMHTsWtWvXFh8TJkwoccxERERERERERERERPQ/Sh+xYWBggNDQUISGhhZaZtCgQRg0aJDUNkEQCi3v7u6O+Ph4ufuio6PRoUMHqYXFi2rrXYXVW+DddT2IiIiIiIiIiIiIiKh0KX3ERnmzsrLCrFmzlB0GERERERERERERERGVgNJHbJS3/v37KzsEIiIiIiIiIiIiIiIqoSo3YoOIiIiIiIiIiIiIiFQXExtERERERERERERERKQymNggIiIiIiIiIiIiIiKVwcQGERERERERERERERGpDCY2iIiIiIiIiIiIiIhIZTCxQUREREREREREREREKoOJDSIiIiIiIiIiIiIiUhlMbBARERERERERERERkcpgYoOIiIiIiIiIiIiIiFQGExtERERERERERERERKQymNggIiIiIiIiIiIiIiKVwcQGERERERERERERERGpDCY2iIiIiIiIiIiIiIhIZTCxQUREREREREREREREKoOJDSIiIiIiIiIiIiIiUhkql9jIzc3FnDlzYGtrC11dXdjZ2WH+/PnIz88vdl2PHj2CtrY2/Pz84ODgILfMkydPoK6ujqioKABASEgIPvvsM+jp6cHY2FjuMRMmTEDTpk2hra0NV1fXYsdFRERERERERERERETyqVxiY/HixVi3bh1Wr16NW7duYcmSJVi6dCnCwsKKXVd0dDTc3d0xYcIE3L9/H2fPnpUpExkZCRMTE/To0QMAkJ2djX79+uHLL78stF5BEODv748BAwYUOyYiIiIiIiIiIiIiIiqcyiU2Ll68CG9vb3Tr1g02Njbo27cvPDw8cOnSJbHM5s2b0axZMxgYGMDc3ByDBw/G8+fPZeqKjo5Gz5494erqiiZNmiA8PFymTGRkJIYPHw5NTU0AQHBwMCZNmgQXF5dCY1y1ahXGjh0LOzu7UjtvIiIiIiIiIiIiIiICNJQdQHG1adMG69atw927d1G/fn1cvXoV586dQ2hoqFgmOzsbCxYsQIMGDfD8+XNMmjQJvr6+OHjwoFgmJSUFZ8+eRWRkJAAgICAA06dPR1hYGPT19QEAp0+fxv379+Hv71+m55SVlYWsrCzxeVpaGgAgPz+/RFNsERERERF9iCAIwNv/Nz958kTh47KyshQqb2lpCW1tbYXrMDIyEr9I9K66detCR0dH4fgqm4J+EgTho/4uKI16SiuWyqi0r42y+7oyKovrwnup9PFeqprYT6qB73kVX2W5l4rTvsolNmbMmIHU1FQ4OjpCXV0deXl5CAkJwaBBg8Qy7yYi7OzssGrVKrRo0QIZGRli0uLgwYNwcXGBtbU1AGDw4MGYMmUKdu7cCT8/PwBAeHg4WrVqhYYNG5bpOS1atAjBwcEy21+8eIHMzMwybZuIiIiIqp6kpCTg7Xpyx48fV/i45ORkHDt2rMhynTt3RvXq1T+qDgBYvnw56tWrp3B8lU1BPyUlJckdga6o1NRUGBoaIjU1Ferq6kqNpTIqjWuTkZEh/vyY68t+kq+0rktp9BP7qHC8l6oO9pNq4HtexVcZ76X09HSFy6pcYmP79u3YvHkzfv75Zzg7OyM2NhYTJ06EhYUFfHx8AABXrlxBUFAQYmNjkZSUJGZ6EhISxCRFwTRUBYyNjdGnTx+Eh4fDz88P6enp2LVrl9RIkLIya9YsTJ48WXyelpYGa2trmJmZwdDQsMzbJyIiIqKqJTk5GXg7sqJRo0YKH5eVlQUPDw/x+a1btxAeHg5/f384OTmJ24sasfFuHXg7mjokJASBgYGwsbERt1f1ERsF/VSjRg3UrFmzxPXk5eUhLS0NRkZGJa6ntGKpjErj2hR8AU9fX/+jri/7Sb7Sui6l0U/so8LxXqo62E+qge95FV9lvJeK839/lUtsTJs2DTNnzsTAgQMBAC4uLnj06BEWLVoEHx8fvH79Gh4eHvDw8MDmzZthZmaGhIQEeHp6Ijs7GwCQk5ODw4cPY9asWVJ1BwQEoGPHjrh37x5Onz4NAOWyALi2trbcP/zU1NSgpqZyy6AQERERUQUnkUgAAFpaWrC0tCzWsfLWkXNyckLbtm1LXMft27cBALa2tnB0dCxWPJVZQT9JJJKP+rugNOoprVgqo9K+Nsru68qoLK4L76XSx3upamI/qQa+51V8leVeKk77KpfYePPmjcwJqquri6Mybt++jZcvX+Lbb78Vp5l6d2FxADh16hSMjY3h6uoqtb19+/aws7NDZGQkTp06hf79+8PAwKDMz4mIiIiIiIiIiIiIiBSjcomNHj16ICQkBHXq1IGzszOuXLmCFStWiOtq1KlTB1paWggLC8N//vMfXL9+HQsWLJCqY+/evVLTUBWQSCTw8/PDihUrkJycjKVLl8qUSUhIQFJSEhISEpCXl4fY2FgAgL29vTj85/79+8jIyEBiYiL+/fdfsUzDhg2hpaVVJteFiIiIiIiIiIiIiKgqULnERlhYGObOnYsxY8bg+fPnsLCwwOjRozFv3jwAgJmZGSIjI/H1119j1apVaNKkCZYtWyaVyNi7dy/Cw8Pl1u/r64vAwEA0aNAArVu3ltk/b948bNiwQXzu5uYGvB0F4u7uDgAYMWKEOJXVu2UePnwoNWcwEREREREREREREREVj8olNgwMDBAaGvrBRb0HDRqEQYMGSW0TBAEA8OeffyItLQ3t2rWTe6yVlRXy8vIKrTsyMhKRkZEfjDEmJqaIsyAiIiIiIiIiIiIiopKocqu25ObmIiwsDJqamsoOhYiIiIiIiIiIiIiIiknlRmx8rBYtWqBFixbKDoOIiIiIiIiIiIiIiEqgyo3YICIiIiIiIiIiIiIi1cXEBhERERERERERERERqQwmNoiIiIiIiIiIiIiISGUwsUFERERERERERERERCqDiQ0iIiIiIiIiIiIiIlIZTGwQEREREREREREREZHKYGK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"text/plain": [
"<Figure size 1600x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Angle vs grade\n",
"\n",
"fig, ax = plt.subplots(figsize=(16, 8))\n",
"\n",
"# Create mapping from difficulty to V-grade\n",
"grade_mapping = df.groupby('display_difficulty')['boulder_grade'].first().to_dict()\n",
"\n",
"# Plot \"All Layouts\" as faint background boxes\n",
"sns.boxplot(\n",
" data=df,\n",
" x='angle',\n",
" y='display_difficulty',\n",
" color='lightgray',\n",
" order=angle_order,\n",
" showfliers=False,\n",
" width=0.6,\n",
" ax=ax,\n",
" zorder=1\n",
")\n",
"\n",
"# Plot individual layouts in front\n",
"sns.boxplot(\n",
" data=df,\n",
" x='angle',\n",
" y='display_difficulty',\n",
" hue='layout_name',\n",
" hue_order=layout_order,\n",
" palette=['steelblue', 'coral', 'seagreen'],\n",
" order=angle_order,\n",
" showfliers=False,\n",
" ax=ax,\n",
" width=0.5,\n",
" zorder=2\n",
")\n",
"\n",
"# Relabel y-axis with V-grades\n",
"yticks_rounded = sorted(set(int(round(t)) for t in df['display_difficulty'].unique() if not pd.isna(t)))\n",
"ylabels = [grade_mapping.get(t, '') for t in yticks_rounded]\n",
"ax.set_yticks(yticks_rounded)\n",
"ax.set_yticklabels(ylabels)\n",
"\n",
"# Custom legend with \"All Layouts\"\n",
"handles, labels = ax.get_legend_handles_labels()\n",
"all_patch = mpatches.Patch(color='lightgray', label='All Layouts')\n",
"handles.insert(0, all_patch)\n",
"ax.legend(handles=handles, title='Layout', fontsize=10)\n",
"\n",
"ax.set_xlabel('Angle (degrees)', fontsize=11)\n",
"ax.set_ylabel('V-Grade', fontsize=11)\n",
"ax.set_title('Difficulty Distribution by Angle and Layout', fontsize=14)\n",
"ax.grid(axis='y', alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('../images/stats/difficulty_by_angle_boxplot_by_layout.png', dpi=150, bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c7a5973a",
"metadata": {},
"source": [
"## The Quality of a climb\n",
"\n",
"Next we examine the quality of a climb. First we look at how quality relates to the number of ascents."
]
},
{
"cell_type": "code",
"execution_count": 175,
"id": "bf5bd013",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Filter to climbs with quality ratings\n",
"df_quality = df[(df['quality_average'].notna()) & (df['quality_average'] > 0)]\n",
"\n",
"# Sample for performance\n",
"df_sample = df_quality.sample(min(2000, len(df_quality)))\n",
"\n",
"g = sns.jointplot(\n",
" data=df_sample,\n",
" x='quality_average',\n",
" y='ascensionist_count',\n",
" kind='scatter',\n",
" color='teal',\n",
" height=5\n",
")\n",
"\n",
"g.ax_joint.set_xlabel('Quality Rating')\n",
"g.ax_joint.set_ylabel('Ascensionist Count')\n",
"g.fig.suptitle('Quality vs Popularity')\n",
"\n",
"plt.savefig('../images/stats/jointplot_quality_popularity.png', dpi=150, bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "bf0ca290",
"metadata": {},
"source": [
"Next we visualize the average quality vs the angle and grade, by means of a heatmap. Keep in mind that the harder the climb and steeper the angle, the less people will be doing it. So harder climbs are skewed towards people who can actually do it. The point is that, on boards, the climb quality isn't always the best metric. As such, we won't spend too much time on the quality and will only do a heatmap which takes into account all layouts."
]
},
{
"cell_type": "code",
"execution_count": 176,
"id": "af7282b9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Average quality by angle and grade\n",
"\n",
"# Filter to climbs with quality ratings\n",
"df_quality = df[(df['quality_average'].notna()) & (df['quality_average'] > 0)]\n",
"\n",
"\n",
"# Create pivot table\n",
"quality_pivot = df_quality.pivot_table(\n",
" index='boulder_grade',\n",
" columns='angle',\n",
" values='quality_average',\n",
" aggfunc='mean'\n",
")\n",
"quality_pivot = quality_pivot.reindex(grade_order)\n",
"quality_pivot = quality_pivot.reindex(columns=[a for a in angle_order if a in quality_pivot.columns])\n",
"\n",
"# Plot\n",
"fig, ax = plt.subplots(figsize=(16, 8))\n",
"\n",
"sns.heatmap(\n",
" quality_pivot,\n",
" cmap='RdYlGn',\n",
" cbar_kws={'label': 'Avg Quality Rating'},\n",
" ax=ax\n",
")\n",
"\n",
"ax.set_xlabel('Angle (°)')\n",
"ax.set_ylabel('Grade')\n",
"ax.invert_yaxis()\n",
"ax.set_title('Average Quality Rating by Grade and Angle (All Layouts)')\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('../images/stats/quality_heatmap_all_layouts.png', dpi=150, bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3630b077",
"metadata": {},
"source": [
"## \"Match\" vs. \"No Match\"\n",
"\n",
"Some setters opt to put the \"no match\" tag onto their climbs. This means that the climber is not allowed to match their hands on any hold. Let's do an analysis of the differences."
]
},
{
"cell_type": "code",
"execution_count": 177,
"id": "078cd6b6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1800x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create status column (Match vs No Match)\n",
"df['status'] = df.apply(\n",
" lambda x: 'No Match' if (\n",
" pd.notna(x['description']) and 'No matching' in str(x['description'])\n",
" ) or x.get('is_nomatch', 0) == 1 else 'Matched',\n",
" axis=1\n",
")\n",
"\n",
"# Aggregate by layout and status\n",
"df_agg = df.groupby(['layout_name', 'status']).agg(\n",
" count=('uuid', 'count'),\n",
" avg_ascensionists=('ascensionist_count', 'mean'),\n",
" avg_difficulty=('display_difficulty', 'mean')\n",
").reset_index()\n",
"\n",
"# Calculate All Layouts totals\n",
"df_all = df.groupby('status').agg(\n",
" count=('uuid', 'count'),\n",
" avg_ascensionists=('ascensionist_count', 'mean'),\n",
" avg_difficulty=('display_difficulty', 'mean')\n",
").reset_index()\n",
"df_all['layout_name'] = 'All Layouts'\n",
"\n",
"# Combine\n",
"df_combined = pd.concat([df_agg, df_all], ignore_index=True)\n",
"\n",
"# Order\n",
"status_order = ['Matched', 'No Match']\n",
"\n",
"\n",
"# Plot\n",
"fig, axes = plt.subplots(1, 3, figsize=(18, 6))\n",
"\n",
"for ax, metric, title in zip(axes, ['count', 'avg_difficulty', 'avg_ascensionists'], \n",
" ['Total Climbs', 'Average Difficulty', 'Avg Ascensionists']):\n",
" \n",
" # All Layouts as background (separate for each status)\n",
" for i, status in enumerate(status_order):\n",
" df_bg = df_combined[(df_combined['layout_name'] == 'All Layouts') & \n",
" (df_combined['status'] == status)]\n",
" \n",
" if not df_bg.empty:\n",
" # Position for status\n",
" x_pos = i\n",
" ax.bar(\n",
" x_pos,\n",
" df_bg[metric].values[0],\n",
" width=0.7,\n",
" color='lightgray',\n",
" zorder=1\n",
" )\n",
" \n",
" # Individual layouts in front\n",
" df_plot = df_combined[df_combined['layout_name'] != 'All Layouts']\n",
" \n",
" sns.barplot(\n",
" data=df_plot,\n",
" x='status',\n",
" y=metric,\n",
" hue='layout_name',\n",
" hue_order=layout_order[:3],\n",
" palette=palette,\n",
" order=status_order,\n",
" ax=ax,\n",
" zorder=2\n",
" )\n",
" \n",
" ax.set_title(title, fontsize=12)\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel(title if metric == 'count' else ('Grade' if metric == 'avg_difficulty' else 'Count'), fontsize=11)\n",
" ax.legend_.remove()\n",
" ax.grid(axis='y', alpha=0.3)\n",
"\n",
"# Y-axis labels for difficulty plot\n",
"yticks = [11, 13, 15, 17, 19, 21, 23]\n",
"ylabels = [grade_mapping.get(t, f\"V{t-10}\") for t in yticks]\n",
"axes[1].set_yticks(yticks)\n",
"axes[1].set_yticklabels(ylabels)\n",
"\n",
"# Add V-grade annotations on difficulty bars\n",
"for i, status in enumerate(status_order):\n",
" for j, layout in enumerate(layout_order[:3]):\n",
" row = df_combined[(df_combined['layout_name'] == layout) & (df_combined['status'] == status)]\n",
" if not row.empty:\n",
" diff = row['avg_difficulty'].values[0]\n",
" v_grade = grade_mapping.get(round(diff), '')\n",
" # Position: x = status index + offset for layout\n",
" x_pos = i + (j - 1) * 0.27\n",
" axes[1].text(x_pos, diff + 0.3, v_grade, ha='center', fontsize=8, fontweight='bold')\n",
"\n",
"# Custom legend\n",
"handles = [mpatches.Patch(color='lightgray', label='All Layouts')]\n",
"for layout, color in zip(layout_order[:3], palette):\n",
" handles.append(mpatches.Patch(color=color, label=layout))\n",
"fig.legend(handles=handles, title='Layout', loc='upper right', fontsize=10, \n",
" bbox_to_anchor=(1.08, 0.9))\n",
"\n",
"plt.suptitle('Match vs No Match Climbs by Layout', fontsize=14, y=1.02)\n",
"plt.tight_layout()\n",
"plt.savefig('../images/stats/match_vs_nomatch_by_layout.png', dpi=150, bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "6f51156a",
"metadata": {},
"source": [
"So we gather the following about \"no match\" climbs:\n",
"- they are far fewer than \"match\" climbs,\n",
"- they are on average hard than \"match\" climbs,\n",
"- and that they tend to have a bit more ascensionists on the TB2, and less on the TB1 (although, much more overall)."
]
},
{
"cell_type": "code",
"execution_count": 178,
"id": "21e12faa",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead tr th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe thead tr:last-of-type th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th></th>\n",
" <th colspan=\"2\" halign=\"left\">avg_ascensionists</th>\n",
" <th colspan=\"2\" halign=\"left\">avg_difficulty</th>\n",
" <th colspan=\"2\" halign=\"left\">count</th>\n",
" </tr>\n",
" <tr>\n",
" <th>status</th>\n",
" <th>Matched</th>\n",
" <th>No Match</th>\n",
" <th>Matched</th>\n",
" <th>No Match</th>\n",
" <th>Matched</th>\n",
" <th>No Match</th>\n",
" </tr>\n",
" <tr>\n",
" <th>layout_name</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Original Layout</th>\n",
" <td>22.27</td>\n",
" <td>21.46</td>\n",
" <td>17.36</td>\n",
" <td>19.62</td>\n",
" <td>49093.0</td>\n",
" <td>27163.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tension Board 2 Mirror</th>\n",
" <td>19.97</td>\n",
" <td>44.92</td>\n",
" <td>19.21</td>\n",
" <td>20.52</td>\n",
" <td>21657.0</td>\n",
" <td>23329.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Tension Board 2 Spray</th>\n",
" <td>24.81</td>\n",
" <td>26.42</td>\n",
" <td>19.44</td>\n",
" <td>20.72</td>\n",
" <td>14452.0</td>\n",
" <td>11352.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" avg_ascensionists avg_difficulty \\\n",
"status Matched No Match Matched No Match \n",
"layout_name \n",
"Original Layout 22.27 21.46 17.36 19.62 \n",
"Tension Board 2 Mirror 19.97 44.92 19.21 20.52 \n",
"Tension Board 2 Spray 24.81 26.42 19.44 20.72 \n",
"\n",
" count \n",
"status Matched No Match \n",
"layout_name \n",
"Original Layout 49093.0 27163.0 \n",
"Tension Board 2 Mirror 21657.0 23329.0 \n",
"Tension Board 2 Spray 14452.0 11352.0 "
]
},
"execution_count": 178,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Display summary\n",
"summary = df_combined.pivot_table(\n",
" index='layout_name',\n",
" columns='status',\n",
" values=['count', 'avg_difficulty', 'avg_ascensionists']\n",
").round(2)\n",
"\n",
"summary.reindex(layout_order)"
]
},
{
"cell_type": "markdown",
"id": "de8eb20e",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"id": "754abf39",
"metadata": {},
"source": [
"# Prolific statistics\n",
"\n",
"Here we will take note of some prolific statistics: what are the most popular climbs and who are the most popular setters?"
]
},
{
"cell_type": "markdown",
"id": "935c0ea3",
"metadata": {},
"source": [
"## Most popular climbs"
]
},
{
"cell_type": "code",
"execution_count": 179,
"id": "42f93d59",
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1600x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# The ascensionist_count column will allow us to easily deduce the top 15 climbs. \n",
"\n",
"# Create a DataFrame with the top 15 climbs\n",
"df_popular_climbs = df.sort_values(by='ascensionist_count', ascending=False).head(15)[::-1]\n",
"\n",
"# We want the y-axis to say \"Climb @ angle\". Let's just create a new column for this. \n",
"df_popular_climbs['y_label'] = df_popular_climbs.apply(\n",
" lambda row: f\"{row['climb_name']} @ {row['angle']}°\", axis=1\n",
")\n",
"\n",
"# Plot it\n",
"fig, ax = plt.subplots(figsize=(16,8))\n",
"bars = ax.barh(df_popular_climbs['y_label'], df_popular_climbs['ascensionist_count'], color='teal')\n",
"ax.set_xlabel('Ascensionist Count')\n",
"ax.set_title('Top 15 Most Popular Climbs (at a specific angle)')\n",
"\n",
"# Add grade and angle labels\n",
"for bar, (_, row) in zip(bars, df_popular_climbs.iterrows()):\n",
" label = f\"{row['boulder_grade']} on {row['layout_name']}\"\n",
" ax.text(100,\n",
" bar.get_y() + bar.get_height()/2,\n",
" label,\n",
" va='center',\n",
" ha='left',\n",
" color='white')\n",
"\n",
"\n",
"plt.savefig('../images/stats/top_15_climbs.png', bbox_inches='tight')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "9d70aa42",
"metadata": {},
"source": [
"It's unsuprising that every one of these climbs is at 40° given that 40° is the most popular angle, by a long shot.\n",
"\n",
"What about an angle-agnostic analysis? What are the top climbs amonst all angles?"
]
},
{
"cell_type": "code",
"execution_count": 180,
"id": "404c67aa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1600x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Top 15 most popular climbs (angle agnostic)\n",
"\n",
"# 1. Aggregate by climb_name (sum counts across all angles)\n",
"df_agg = df.groupby(['climb_name', 'layout_name']).agg(\n",
" total_ascensionists=('ascensionist_count', 'sum'),\n",
" avg_difficulty=('display_difficulty', 'mean')\n",
").reset_index()\n",
"\n",
"# 2. Extract V-grade from the average difficulty (round to nearest integer)\n",
"# Re-join with difficulty_grades logic or just use the numeric difficulty\n",
"#df_agg['v_grade_numeric'] = df_agg['avg_difficulty'].round().astype(int)\n",
"\n",
"\n",
"# 3. Sort and select top 15\n",
"df_popular_climbs_aa = df_agg.sort_values(by='total_ascensionists', ascending=False).head(15)\n",
"\n",
"df_popular_climbs_aa\n",
"\n",
"# Plot\n",
"fig, ax = plt.subplots(figsize=(16, 8))\n",
"bars = ax.barh(df_popular_climbs_aa['climb_name'], df_popular_climbs_aa['total_ascensionists'], color='teal')\n",
"ax.set_xlabel('Total Ascensionist Count (All Angles)')\n",
"ax.set_title('Top 15 Most Popular Climbs (Angle Agnostic)')\n",
"ax.invert_yaxis()\n",
"\n",
"# Add grade labels inside bars\n",
"for bar, (_, row) in zip(bars, df_popular_climbs.iterrows()):\n",
" # Create a label like \"(TB2 Mirror)\"\n",
" # To get V-grade from numeric, you could map it, but for simplicity let's show the numeric difficulty\n",
" # Or better, join back to your grade mapping if you have it.\n",
" # Simple approach: show numeric difficulty\n",
" label = f\"{row['layout_name']}\" \n",
" \n",
" ax.text(\n",
" 100, # Position inside bar\n",
" bar.get_y() + bar.get_height() / 2,\n",
" label,\n",
" va='center',\n",
" ha='left',\n",
" color='white'\n",
" )\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig('../images/stats/top_15_climbs_angle_agnostic.png', bbox_inches='tight')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ff455a15",
"metadata": {},
"source": [
"What about the top climbs (with/without angles) for each of the board layouts? Let's do with angles first. "
]
},
{
"cell_type": "code",
"execution_count": 181,
"id": "1d50a209",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1800x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Most popular climbs per board (keeping the angle in mind)\n",
"\n",
"fig,axes = plt.subplots(1, 3, figsize=(18,6))\n",
"\n",
"for ax, layout in zip(axes, layouts):\n",
" # Filter data for this layout\n",
" df_layout = df[df['layout_name'] == layout]\n",
"\n",
" # Get Top 15 climbs\n",
" df_top = df_layout.sort_values(by='ascensionist_count', ascending=False).head(15)\n",
"\n",
" # Y-axis\n",
" y_labels=[f\"{row['angle']}°\" for _, row in df_top.iterrows()]\n",
" y_positions = range(len(df_top))\n",
"\n",
" # Plot\n",
" bars = ax.barh(y_positions, df_top['ascensionist_count'], color='teal')\n",
"\n",
" # Set y-axis to show angles\n",
" ax.set_yticks(y_positions)\n",
" ax.set_yticklabels(y_labels)\n",
" \n",
" ax.set_title(layout)\n",
" ax.set_xlabel('Ascensionist Count')\n",
" ax.set_ylabel('')\n",
" ax.invert_yaxis()\n",
" \n",
" # Add climb name inside the bar\n",
" for bar, (_, row) in zip(bars, df_top.iterrows()):\n",
" label = f\"{row['climb_name']} ({row['boulder_grade']})\"\n",
" ax.text(\n",
" 50,\n",
" bar.get_y() + bar.get_height() / 2,\n",
" label,\n",
" va='center',\n",
" ha='left',\n",
" color='white'\n",
" )\n",
"\n",
"plt.suptitle('Top 15 Most Popular Climbs by Board (with angle)')\n",
"plt.savefig('../images/stats/top_15_climbs_per_board.png', bbox_inches='tight')\n",
"plt.show()\n",
" \n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "e60b4705",
"metadata": {},
"source": [
"On the TB2, it looks like 40 degrees constantly wins out. It is cool to see that, on the TB1, at least one climb made it to the top 15 twice, at two different angles! Congrats \"It's Alive.\"\n",
"\n",
"Now let us do a per-board angle agnostic analysis."
]
},
{
"cell_type": "code",
"execution_count": 182,
"id": "6f99580f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1800x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Most popular climbs per board (keeping the angle in mind)\n",
"\n",
"# Aggregate ascensionist counts across all angles for each climb\n",
"df_agg_aa = df.groupby(['climb_name', 'layout_name']).agg(\n",
" total_ascensionists=('ascensionist_count', 'sum')\n",
").reset_index()\n",
"\n",
"fig,axes = plt.subplots(1, 3, figsize=(18,6))\n",
"\n",
"\n",
"for ax, layout in zip(axes, layouts):\n",
" # Filter data for this layout\n",
" df_layout = df_agg_aa[df_agg_aa['layout_name'] == layout]\n",
"\n",
" # Get Top 15 climbs\n",
" df_top = df_layout.sort_values(by='total_ascensionists', ascending=False).head(15)[::-1]\n",
"\n",
" # Y-axis\n",
" y_positions = range(len(df_top))\n",
"\n",
"\n",
" # Plot\n",
" bars = ax.barh(y_positions, df_top['total_ascensionists'], color='teal')\n",
"\n",
" # Remove y-ticks\n",
" ax.set_yticks([])\n",
" ax.set_title(layout)\n",
" \n",
" \n",
" # Add climb name INSIDE the bar\n",
" for bar, (_, row) in zip(bars, df_top.iterrows()):\n",
" label=f\"{row['climb_name']}\"\n",
" ax.text(\n",
" 100,\n",
" bar.get_y() + bar.get_height() / 2,\n",
" label,\n",
" va='center',\n",
" ha='left',\n",
" color='white'\n",
" )\n",
"\n",
"plt.suptitle('Top 15 Most Popular Climbs by Board (angle agnostic)')\n",
"plt.savefig('../images/stats/top_15_climbs_per_board_angle_agnostic.png', bbox_inches='tight')\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"id": "cab87caa",
"metadata": {},
"source": [
"## Prolific setters\n",
"\n",
"Next, we will make a simple table of the most prolific settersby board."
]
},
{
"cell_type": "code",
"execution_count": 183,
"id": "3053ddc3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Original Layout\n",
"\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Setter</th>\n",
" <th>Climbs</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>adamf1234</td>\n",
" <td>466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>jonlackman</td>\n",
" <td>383</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>willanglin</td>\n",
" <td>332</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>kylejosephharding</td>\n",
" <td>328</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>str8_crimpin</td>\n",
" <td>247</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>tmon</td>\n",
" <td>246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>gibbs</td>\n",
" <td>240</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>topoutclimbinggym</td>\n",
" <td>229</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>senderone</td>\n",
" <td>227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>memphisben</td>\n",
" <td>198</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Setter Climbs\n",
"1 adamf1234 466\n",
"2 jonlackman 383\n",
"3 willanglin 332\n",
"4 kylejosephharding 328\n",
"5 str8_crimpin 247\n",
"6 tmon 246\n",
"7 gibbs 240\n",
"8 topoutclimbinggym 229\n",
"9 senderone 227\n",
"10 memphisben 198"
]
},
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},
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"name": "stdout",
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"text": [
"\n",
"Tension Board 2 Mirror\n",
"\n"
]
},
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" <th>Climbs</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>tensionclimbing</td>\n",
" <td>513</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>SocksonBlocs</td>\n",
" <td>372</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>limberlimb</td>\n",
" <td>353</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>jaketiger111</td>\n",
" <td>320</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>mo3_3az</td>\n",
" <td>307</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>lijahl</td>\n",
" <td>306</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>iansutherland</td>\n",
" <td>218</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>theruz</td>\n",
" <td>203</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>AlexK</td>\n",
" <td>203</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>nicholson.brendan</td>\n",
" <td>174</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Setter Climbs\n",
"1 tensionclimbing 513\n",
"2 SocksonBlocs 372\n",
"3 limberlimb 353\n",
"4 jaketiger111 320\n",
"5 mo3_3az 307\n",
"6 lijahl 306\n",
"7 iansutherland 218\n",
"8 theruz 203\n",
"9 AlexK 203\n",
"10 nicholson.brendan 174"
]
},
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},
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"text": [
"\n",
"Tension Board 2 Spray\n",
"\n"
]
},
{
"data": {
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>MaxClark</td>\n",
" <td>246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>ianmek</td>\n",
" <td>217</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>tensionclimbing</td>\n",
" <td>175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Jeremy_Fullerton</td>\n",
" <td>171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>danielwoodseyetattoo</td>\n",
" <td>148</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Fatbeninco</td>\n",
" <td>136</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>rprops</td>\n",
" <td>130</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>SPIGGOTT</td>\n",
" <td>125</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>milo_forbes</td>\n",
" <td>118</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>cotton125</td>\n",
" <td>116</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Setter Climbs\n",
"1 MaxClark 246\n",
"2 ianmek 217\n",
"3 tensionclimbing 175\n",
"4 Jeremy_Fullerton 171\n",
"5 danielwoodseyetattoo 148\n",
"6 Fatbeninco 136\n",
"7 rprops 130\n",
"8 SPIGGOTT 125\n",
"9 milo_forbes 118\n",
"10 cotton125 116"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Top 10 setters by layout\n",
"\n",
"# Make a DataFrame for the setters\n",
"df_setters = df.groupby(['setter_username', 'layout_name']).agg(\n",
" climb_count=('uuid', 'nunique')\n",
").reset_index()\n",
"\n",
"for layout in layouts:\n",
" df_layout = df_setters[df_setters['layout_name'] == layout]\n",
" df_top = df_layout.sort_values(by='climb_count', ascending=False).head(10).reset_index(drop=True)\n",
" \n",
" # Rename columns for display\n",
" df_display = df_top[['setter_username', 'climb_count']].copy()\n",
" df_display.columns = ['Setter', 'Climbs']\n",
" df_display.index = df_display.index + 1 # Ranking starts at 1\n",
" \n",
" # Use print for headers, display for DataFrame\n",
" print(f\"\\n{layout}\\n\")\n",
" display(df_display)"
]
},
{
"cell_type": "markdown",
"id": "19dd4fad",
"metadata": {},
"source": [
"---\n",
"# Conclusion\n",
"\n",
"With that, we will move on to analyzing specific holds on the boards. We will do this in [02_hold_analysis_and_board_heatmap.ipynb](02_hold_analysis_and_board_heatmap.ipynb)."
]
}
],
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"display_name": "Python 3",
"language": "python",
"name": "python3"
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