{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demo\n", "\n", "This notebook provides a high-level overview of the **Online Retail Simulator** package and its capabilities.\n", "\n", "## What is Online Retail Simulator?\n", "\n", "A Python package for generating **synthetic e-commerce data** for:\n", "- Testing and demos without exposing real business data\n", "- ML model training with realistic retail patterns\n", "- A/B test simulation and experimentation\n", "- Teaching analytics and data science concepts\n", "\n", "## Key Capabilities\n", "\n", "- **Rule-based generation**: Fast, configurable synthetic data\n", "- **ML-based synthesis**: Learn patterns from real data (optional SDV integration)\n", "- **Reproducible results**: Seed control for deterministic output\n", "- **8 product categories**: Electronics, Books, Clothing, and more\n", "- **Funnel metrics**: Impressions, visits, cart adds, orders" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "First, let's install the package (if running in Colab) and import the necessary libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:44.637615Z", "iopub.status.busy": "2026-03-01T03:45:44.637404Z", "iopub.status.idle": "2026-03-01T03:45:44.640537Z", "shell.execute_reply": "2026-03-01T03:45:44.639715Z" } }, "outputs": [], "source": [ "# Uncomment if running in Google Colab\n", "# !pip install online-retail-simulator matplotlib seaborn" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:44.642025Z", "iopub.status.busy": "2026-03-01T03:45:44.641872Z", "iopub.status.idle": "2026-03-01T03:45:46.520421Z", "shell.execute_reply": "2026-03-01T03:45:46.519513Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from online_retail_simulator import simulate, load_job_results\n", "\n", "# Set plot style\n", "sns.set_theme(style=\"whitegrid\")\n", "plt.rcParams[\"figure.figsize\"] = (10, 6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generate Sample Data\n", "\n", "We'll generate 30 days of synthetic sales data with a simple configuration." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:46.522685Z", "iopub.status.busy": "2026-03-01T03:45:46.522451Z", "iopub.status.idle": "2026-03-01T03:45:46.933544Z", "shell.execute_reply": "2026-03-01T03:45:46.932552Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generated 100 products\n", "Generated 3000 metrics records\n" ] } ], "source": [ "import os\n", "\n", "# Run simulation using config file\n", "config_path = os.path.join(os.path.dirname(__file__) if \"__file__\" in dir() else \".\", \"config_demo.yaml\")\n", "job_info = simulate(config_path)\n", "\n", "# Load results\n", "results = load_job_results(job_info)\n", "products_df = results[\"products\"]\n", "metrics_df = results[\"metrics\"]\n", "\n", "print(f\"Generated {len(products_df)} products\")\n", "print(f\"Generated {len(metrics_df)} metrics records\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploring the Generated Data\n", "\n", "Let's look at the structure and contents of our synthetic dataset." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:46.966140Z", "iopub.status.busy": "2026-03-01T03:45:46.965970Z", "iopub.status.idle": "2026-03-01T03:45:46.978728Z", "shell.execute_reply": "2026-03-01T03:45:46.978001Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date range: 2024-11-01 to 2024-11-30\n", "Categories: 8\n", "Total revenue: $110,511.49\n", "\n" ] }, { "data": { "text/html": [ "
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product_identifiercategorypricedateimpressionsvisitscart_addsordered_unitsrevenue
0B1P4DZHDS9Electronics686.372024-11-0100000.00
1B1SE4QSNG7Toys & Games80.752024-11-011001633242.25
2BXTPQIDT5CFood & Beverage42.022024-11-0100000.00
3B3F1ZMC8Q6Food & Beverage33.422024-11-0100000.00
4B2NQRBTF0YToys & Games27.522024-11-01253000.00
5B0OL6NCQ2GHealth & Beauty77.662024-11-01507100.00
6BELIUY7PF3Books33.792024-11-01101000.00
7BZ13P24N6KToys & Games38.112024-11-0100000.00
8BY3H2A222XClothing40.852024-11-01200349140.85
9BZUQSUBFIEBooks49.042024-11-01101000.00
\n", "
" ], "text/plain": [ " product_identifier category price date impressions \\\n", "0 B1P4DZHDS9 Electronics 686.37 2024-11-01 0 \n", "1 B1SE4QSNG7 Toys & Games 80.75 2024-11-01 100 \n", "2 BXTPQIDT5C Food & Beverage 42.02 2024-11-01 0 \n", "3 B3F1ZMC8Q6 Food & Beverage 33.42 2024-11-01 0 \n", "4 B2NQRBTF0Y Toys & Games 27.52 2024-11-01 25 \n", "5 B0OL6NCQ2G Health & Beauty 77.66 2024-11-01 50 \n", "6 BELIUY7PF3 Books 33.79 2024-11-01 10 \n", "7 BZ13P24N6K Toys & Games 38.11 2024-11-01 0 \n", "8 BY3H2A222X Clothing 40.85 2024-11-01 200 \n", "9 BZUQSUBFIE Books 49.04 2024-11-01 10 \n", "\n", " visits cart_adds ordered_units revenue \n", "0 0 0 0 0.00 \n", "1 16 3 3 242.25 \n", "2 0 0 0 0.00 \n", "3 0 0 0 0.00 \n", "4 3 0 0 0.00 \n", "5 7 1 0 0.00 \n", "6 1 0 0 0.00 \n", "7 0 0 0 0.00 \n", "8 34 9 1 40.85 \n", "9 1 0 0 0.00 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Preview the metrics data\n", "print(f\"Date range: {metrics_df['date'].min()} to {metrics_df['date'].max()}\")\n", "print(f\"Categories: {metrics_df['category'].nunique()}\")\n", "print(f\"Total revenue: ${metrics_df['revenue'].sum():,.2f}\")\n", "print()\n", "metrics_df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Revenue by Category\n", "\n", "How is revenue distributed across product categories?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:46.980478Z", "iopub.status.busy": "2026-03-01T03:45:46.980285Z", "iopub.status.idle": "2026-03-01T03:45:47.124939Z", "shell.execute_reply": "2026-03-01T03:45:47.124156Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Revenue by category\n", "category_revenue = metrics_df.groupby(\"category\")[\"revenue\"].sum().sort_values()\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "category_revenue.plot(kind=\"barh\", ax=ax, color=sns.color_palette(\"viridis\", len(category_revenue)))\n", "ax.set_xlabel(\"Revenue ($)\")\n", "ax.set_ylabel(\"Category\")\n", "ax.set_title(\"Total Revenue by Category\")\n", "ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f\"${x:,.0f}\"))\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Daily Sales Trend\n", "\n", "How do sales vary over time?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:47.126831Z", "iopub.status.busy": "2026-03-01T03:45:47.126621Z", "iopub.status.idle": "2026-03-01T03:45:47.327333Z", "shell.execute_reply": "2026-03-01T03:45:47.326438Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Daily sales trend\n", "daily_sales = metrics_df.groupby(\"date\").agg({\n", " \"ordered_units\": \"sum\",\n", " \"revenue\": \"sum\"\n", "}).reset_index()\n", "daily_sales[\"date\"] = pd.to_datetime(daily_sales[\"date\"])\n", "\n", "fig, ax = plt.subplots(figsize=(12, 5))\n", "ax.plot(daily_sales[\"date\"], daily_sales[\"revenue\"], marker=\"o\", linewidth=2, markersize=4)\n", "ax.fill_between(daily_sales[\"date\"], daily_sales[\"revenue\"], alpha=0.3)\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(\"Revenue ($)\")\n", "ax.set_title(\"Daily Revenue Trend\")\n", "ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f\"${x:,.0f}\"))\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conversion Funnel\n", "\n", "The data includes full customer journey metrics: impressions, visits, cart adds, and orders." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:47.329156Z", "iopub.status.busy": "2026-03-01T03:45:47.328991Z", "iopub.status.idle": "2026-03-01T03:45:47.453039Z", "shell.execute_reply": "2026-03-01T03:45:47.452212Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Conversion Rates:\n", " Impressions → Visits: 13.8%\n", " Visits → Cart Adds: 16.4%\n", " Cart Adds → Orders: 37.2%\n", " Overall (Impressions → Orders): 0.84%\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Conversion funnel\n", "funnel_data = {\n", " \"Impressions\": metrics_df[\"impressions\"].sum(),\n", " \"Visits\": metrics_df[\"visits\"].sum(),\n", " \"Cart Adds\": metrics_df[\"cart_adds\"].sum(),\n", " \"Orders\": metrics_df[\"ordered_units\"].sum()\n", "}\n", "\n", "stages = list(funnel_data.keys())\n", "values = list(funnel_data.values())\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "colors = sns.color_palette(\"Blues_r\", len(stages))\n", "bars = ax.barh(stages[::-1], values[::-1], color=colors)\n", "ax.set_xlabel(\"Count\")\n", "ax.set_title(\"Customer Journey Funnel\")\n", "\n", "# Add value labels\n", "for bar, val in zip(bars, values[::-1]):\n", " ax.text(val + max(values) * 0.01, bar.get_y() + bar.get_height() / 2,\n", " f\"{val:,}\", va=\"center\", fontsize=10)\n", "\n", "# Add conversion rates\n", "print(\"Conversion Rates:\")\n", "print(f\" Impressions → Visits: {values[1]/values[0]*100:.1f}%\")\n", "print(f\" Visits → Cart Adds: {values[2]/values[1]*100:.1f}%\")\n", "print(f\" Cart Adds → Orders: {values[3]/values[2]*100:.1f}%\")\n", "print(f\" Overall (Impressions → Orders): {values[3]/values[0]*100:.2f}%\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Descriptive Analysis\n", "\n", "Let's dive deeper into the data patterns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Distribution of Order Values" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:47.454719Z", "iopub.status.busy": "2026-03-01T03:45:47.454558Z", "iopub.status.idle": "2026-03-01T03:45:47.676149Z", "shell.execute_reply": "2026-03-01T03:45:47.675338Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Distribution of revenue per transaction\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "sns.histplot(metrics_df[\"revenue\"], bins=50, kde=True, ax=ax)\n", "ax.set_xlabel(\"Revenue ($)\")\n", "ax.set_ylabel(\"Frequency\")\n", "ax.set_title(\"Distribution of Transaction Revenue\")\n", "ax.axvline(metrics_df[\"revenue\"].mean(), color=\"red\", linestyle=\"--\", label=f\"Mean: ${metrics_df['revenue'].mean():,.2f}\")\n", "ax.axvline(metrics_df[\"revenue\"].median(), color=\"orange\", linestyle=\"--\", label=f\"Median: ${metrics_df['revenue'].median():,.2f}\")\n", "ax.legend()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Units per Order by Category" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:47.677967Z", "iopub.status.busy": "2026-03-01T03:45:47.677783Z", "iopub.status.idle": "2026-03-01T03:45:47.874195Z", "shell.execute_reply": "2026-03-01T03:45:47.873225Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_3146/1803871912.py:4: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.boxplot(data=metrics_df, x=\"category\", y=\"ordered_units\", order=order, palette=\"viridis\", ax=ax)\n" ] }, { "data": { "image/png": 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lS5dWwYIF9ejRI9na2qpatWoxwid+90p7QkNDJT3r0TJy5EjVrFlT48ePjzHvU7NmzXTx4kVdunRJEu0Ez8yYMUOtWrXSiRMn9Nprr5mXe3h46JNPPlH+/PnVvn17Xb16lfNRGhQ1P5i/v79+/vlnRUREyN7eXgcOHNAvv/yiMWPGqHfv3goODtbff/+tdevW6ZdffrF22UgmIiMjdfPmTYWFhen+/fuaPXu2unTponnz5mnChAn66quv9OjRI2uXmeoQQKVAz38o+/PPP1WuXDmVK1dO6dKlk6+vr0aMGKGePXtqxowZun//vpUqRXJiMpl07949ZcmSxZzm29jYqGbNmho+fLiuXLmiQYMGmUMoPvynPc//zf39/XX9+nUVLlxYhmHop59+UqtWrTR8+HB9/PHHGjFihB49esQvztDDhw91//59ubq6ytbWVlu2bNGwYcP00UcfqVevXvL399fatWslieEPaYSfn58OHz4sSXJwcJCfn5+WLl2q/v37q2/fvrp69ao8PT01ZMgQbdu2Te3atZO/v7+2bdsmiXaCZz744AOVLFlSly9f1r59+2Jc1axy5cr65JNPVLhwYTVs2FDXr1/nfJSGRM0PFhwcrBYtWuinn35SRESEmjVrpqNHj2rIkCE6deqUZs+erW+//VZLly7VkydPdOPGDWuXDiuIHk5HXTQlf/78KlWqlLp06aL33ntPK1as0LBhw7Rlyxb16NFD+/bt05MnT6xVcqrFHFApTPRupg8fPlSWLFkUEBCgkJAQ/fjjj7p27Zrmz5+vokWLKm/evFq0aJHSpUunfv36WblyWFNkZKQMw5CTk5Nu374tf39/ZcyYUSaTSXZ2dqpTp46qVKmiAwcO6MMPP9SqVatkb2/PWPk0JPpcG3fv3lXOnDlVqlQplSpVSh06dFDhwoV1/vx5NWvWTB06dNChQ4e0ZMkSXbp0SZUqVbJy9XiVnp/HR5Jy5cqlsLAwXb9+XXfu3NHQoUM1cOBA9erVS4ZhaO/evdq3b588PDzozp4GGIah33//XbNmzdK+ffs0aNAgNWvWTBUrVlS3bt3Ur18/vfvuuzp06JDWr1+vcePGaeXKlcqWLZs2b96sxo0bq1ixYtZ+GnjF4hpClyFDBq1cuVIdOnTQunXr5O7urvr168vO7tlXmMqVK+ujjz7S/PnzFRYWZo2yYQVRbSUyMlK3bt1S4cKF1aNHD+XPn1/du3dX/fr1FRoaquzZsyt37twKCwvT3bt3lTt3bmXNmtXa5eMVi5oHNywsTAEBAfL391eBAgVUtmxZDRo0SMeOHZOjo6PeeOMN8yTkJUqUUO7cuelVaQEEUClEVBAQdWIeOHCgqlatqo4dO6pv377q37+//vjjD2XJkkX9+vVTr169JD2bG+q3336L8wsDUq/n/95R7aZ58+Z67733tHr1avMXw6j1efLkUfv27XXo0CENHz5c06ZNI3xKI6K3l0mTJsnPz09vvvmm6tevr48//lg7d+5U+vTp9d577+mtt96S9OzD3+rVqzmupDHRf3GeNGmShg4dKicnJxUpUkSNGzfWoEGDFBgYqNGjR8vT01OSdPnyZa1atUpFihRhfsI0wmQyqVixYipTpox+/PFHff/993r99dc1btw48wUOnJyc9NZbb6lq1aq6f/++5s6dKz8/P924cUNnzpxRsWLFmNMnDYl+Hrpw4YICAgJUrFgxc1tZvXq12rRpo0mTJklSjBDKw8ND5cuXV/r06a1WP14tGxsbhYaGqlOnTrK1tVWuXLlUsGBBSc96XLq5uZm3DQ4O1vnz5/XFF18offr05rmhkDZEv9rdgAEDdPPmTd2/f19lypRRz549VaVKFVWqVMl8DAoNDdX169c1f/58ubq6qnDhwtZ+CqkOAVQyFxwcrEePHilv3rzmD2IBAQE6d+6cOnfuLEmqUqWK1q9fr9DQUNnY2KhIkSKSnvWQevLkidzd3fkAl4ZEpfwhISE6fPiwgoODVbt2bTk4OMjDw0N9+vTRjBkzJEnt27dXpkyZ9Ndff+nPP/9U+/bt5ejoqD179ph7wSD1i/rQP2DAAP3+++/q2bOnihcvLkmqWrWqqlatqrCwMPOEwffv39eaNWvk5OREoJCGRB1bIiIi9Mcff2jdunUKDg7Wp59+qowZM6p169a6c+eOLly4oKxZs+revXs6ffq05s+fr4iICI0bN04mk4melWmAYRjKmTOnunbtqi1btigoKEiurq7KnDmzpH/akiTzZdKnT5+uv/76S/Pnz9fcuXNVr149Lp+eRkS/6uqQIUN0/PhxPXr0SA4ODmrVqpWaNm2qsmXLauPGjWrbtq0mTZokGxsb1alTx3xeInxKe/7++2/lyJFDx44dk4uLi2xtbc0/rEadYwICAjRnzhz9+uuv5t50tra2/DCfhkT9aNaxY0e5uLioW7duyp07txYtWqRRo0apQ4cO6tGjh2xtbfXkyRNt3rxZW7duVUREhL7++muZTCZ+DEliBFDJWGRkpEaOHKmdO3fqhx9+UKFChSQ9m8zz8ePH5q7GhmHEGtLw119/acGCBfL19dXYsWP5sJ+GRKX8HTt21N27d/XkyRMVLFhQ/fr1U6NGjdSjRw+ZTCbNmDFD27dvl729vR4+fKiMGTOqVatWWrx4sUJCQmgzqdzzJ1Nvb2/99ttvmjlzpsqWLSs7O7sYQUHUh/wff/xRu3bt0uHDh7Vs2bJYV8VD6hT9F8Rx48YpPDxc2bJl09atW+Xv769Zs2bJw8NDhmFo06ZN5p5R2bJlU758+TR79mxzeMWH/tQt6m9sGIb8/f3VqFEjhYWF6cCBA/r88881cuRI2dnZxQihoo41hQoVUsOGDfXLL7/I19dXFStWtPKzwasQdS4aM2aMTp48qWHDhqlYsWLy8fHRwoULdfz4cU2fPl2FCxfWhg0b1K5dOw0dOlTTpk1T/fr1rVw9XpXnf7woWLCgPvzwQy1btkxbtmzRmjVr1KFDh1jbZsmSRU2bNlW3bt1ka2sb49iDtGHnzp0KDw/XsGHD5ObmJltbWz169EgjRoxQzpw5zcegw4cP68iRI3J3d9enn34a61yFpMGrmYyZTCa1bdtW165dU7du3bR06VIVKlTIPHFa1If4qANs1MF2ypQpOnbsmJ48eaJFixaZe0QhdYt+gPzqq6+UM2dOjRkzRs7Ozho3bpymTJmiwMBAtW7dWh999JGqVKmibdu2yc/PT5UrV9bAgQNlGIYOHjyowoULc8n0VOrp06d6+vSpuSdClIsXL8rV1VWvv/66uR0931vl8OHD2rZtmwIDA7Vy5UrmaElDbG1t9fTpU3Xs2FFZs2Y1T9i5a9curV69Wv369dOcOXNUrVo1VapUSd27d9fDhw+VPXt2FS1aVDY2NnyISyOifm1eu3at3nnnHY0fP1537tyRo6OjduzYIUnmEMowDAUGBsre3l7p0qWTJLm5uSksLEy3b9+25tOABUWdV6L/EHLv3j35+PioR48eqlevnhwcHOTs7KxPP/1U7dq1U548eRQREaH06dNrzZo1eu+991S0aFErPxO8KlHnj8jISIWHhyssLEwZM2ZUyZIl9f777yssLEyfffaZ7O3t1aZNG5lMJoWHh8vJyUk9e/Y0f2eK+jEFaYuvr6/Cw8NVokQJSdKmTZs0cuRIeXl5qWXLlgoMDNTDhw/VqFEjlS5dWnnz5pXJZKK9WAivaDJmMpn0xhtvaPjw4frss8/UtWtXLVu2TLlz55azs7Ny5coVa3tJqlevnmxtbdWuXTsme03loj7EGYYhOzs7BQUFaePGjcqQIYPeeecdVa5cWdKz3i3du3fXnDlzZBiGmjdvLg8PD1WuXNl8YD1//ryWLFmiU6dOadWqVXJycrLmU4MFhIaG6r333lPdunXVs2dPSf+0oRs3bsgwDHPwGLU86rhy5swZeXh4KFeuXHJxcZGzs7O1ngas5MiRI7p//75Gjx6tKlWqSJKKFCmiEiVKaMyYMfLy8tIXX3whJycn8ySeUSIjI/kQl4YsW7ZMc+bM0Z07d9SjRw/lypVLPXv2lGEY2rlzp2xtbTVs2DDdv39f48ePV9WqVdW5c2eFhYVp3bp1MgxDZcqUsfbTgAWEhIRo8uTJ6tixo9zd3c3nmgcPHujixYsqXry4HBwc5OvrK09PT7355psaOnSo0qdPr4MHD+q1115Tzpw5zVfVROoXFQIEBgZq8uTJunjxomxsbOTm5qZPPvlExYsXV9++fWVjY2Me9dG6dWtzYBW91y09cNOWqONLnjx5FB4erqCgIO3du1fDhg2Tl5eXevfurfDwcC1YsED29vbq06ePXF1dzfelvVgGgxmTsag3TYUKFTRy5Ehly5ZNPXr00NGjRxUUFKT169dr27Zt2rlzp3bt2qW9e/dq06ZNcnZ21uDBgwmfUrnTp0/riy++UEREhDkkWL9+vT7//HMtWbJE2bJlk/RsHjFJWrRokdzd3TVv3jxt3bpVAQEB5i+Evr6+Wr16tc6cOSNvb+8Ykzci9bC3t1fjxo3VsWNHSVJQUJC57VSsWFHXrl3Tvn37JMW8BPpvv/2mVatW6cqVKypSpAjhUxplZ2en4ODgGL1unZycVKtWLbVt21Z79uzR2LFjFR4eLumfyxxLYu6ENKZPnz5q27atduzYoQULFujBgwfKnTu3evXqpTfffFObN29WmzZt9MEHH+jPP/80D5uxt7dX7ty55e3tzfxyqdTPP/+sXbt2adq0abp06ZL5eJInTx7lyZNHv//+u65cuaJOnTrJw8NDEydOVIYMGbRnzx6tX79efn5+kmSe6wepn62trYKCgtSmTRudPXtWxYoVU44cOfTjjz+qY8eOunjxol577TX17NlTDRs21Pjx47Vy5UpJnHvSmuifO6R/PssWKFBAjx490uDBgzV06FANGjRIvXv3liRdvXpVx44di/VDGVORWI7J4Aie7MQ10VlkZKROnjypiRMn6uLFi7K1tZW7u7v++usv8y8DUeOa161bZ74SBFKnyMhIjR49Wrlz51b//v3Ny69evarvvvtOS5cuVZMmTcxXi3n69Kl5eEPPnj114MABff3112rQoIEkma/4kDlzZuXIkePVPyFY3PPHlS+++ELXr1/X+PHj5ezsrPPnz6t79+4qVqyY+vbtq6pVq0p6djGDL774QhcvXtSCBQvk4uJiracAKzt//rw6duyo3r17q0+fPjEmez1x4oT69+8vPz8/1a9fX19++aWVq8Wr8vzQytDQUDk4OEiSPv30U+3fv18NGjRQr169lC1bNt29e1fbtm3TyZMn5ezsrDFjxpgvjx011xxSt9WrV2vVqlXKkSOHRo4cqaJFiyowMFCDBw/W5cuX9fjxY73xxhv66quvFBkZKT8/P02ZMkW3b9/WjBkzlDVrVms/BbxiM2bM0P79+zVr1iwVKlRIhmHo9OnTGj58uBwcHLR27VqlS5dO58+f17Rp0/T06VMtX76cECENiZp/MCQkRD/99JPs7OxUqlQp5cuXT5I0e/ZszZ49W1WrVtXEiRPl6uoqHx8fTZkyRdKz0SL01H41CKCSmegTtF69elWGYcjGxkYFChSQYRg6ceKE5s2bJx8fH23YsEFFihTR/fv3lT59eplMJoWFhdE7IY2I+pAfEhKi1atXq2PHjkqfPr1u3rypVatWafHixerWrZs++eQTSTFDqKjLp9O1NO0aPny4jh07Jg8PD3l5ecnFxUWHDx/Whx9+qOzZs6tq1arKnDmzzp07p9OnT2vFihXmK+MhdXvZROGzZs3SwoULNXPmTHOALUnbtm3T9u3bVbNmTU2dOlVTpkxRvXr1XlXJsLKgoCDNmzdPgwcPlqQYYdKnn36qn376SW+//bZ69uwpFxeXWKEV84OlDdHDyRUrVmjjxo3Kli2bRo4cqSJFiujGjRvq2rWr7t27p5EjR6pDhw767bfftHbtWv3888/y9vbWa6+9ZuVnAWsYMGCAHjx4YO7ZFMXHx0c9e/ZUy5YtNWrUKEnS9evX5erqKhsbG666msYEBgaqXbt28vPz07179+Tu7q5WrVqpW7dukp6FUAsWLFDRokUVHBwsOzs7ZcqUScuXL5e9vT0XSnlFONsnI9HHKY8aNUonT57UrVu35OjoqM6dO6tDhw6qVKmS+vbtq3Hjxun99983T0zOATZtMQzD/CHu22+/1eLFi3X37l0NHDhQrq6u8vT0lMlk0vLlyyVJn3zyidKlS6eQkBClT59ew4cPl/TyL5pIPeLqVTlx4kRNnjxZP/30kyIjIzV48GB5eHhoyZIlWrlypQ4dOqR06dKpaNGiWr16NROOpxFRQUBISIi2bt2qhw8fKnPmzGrXrp1sbW3VpUsXXb16VV5eXvrggw9Uvnx5Sc/m/Hn99df1xhtvKDw8XH///beVnwlepV9++UXffvut/v77b02bNk329vbmEOrTTz/VnTt35O3tLUnq3r17jKtnRs1hiNQtMjLS/Lll/vz5un37tu7evavz58/r888/1yeffCI3NzctW7ZMgwYN0sKFCzVlyhTlyZNHNjY2WrZsGeFTGhQZGWn+DBMaGqqAgAA5OjqaP9OUK1dOVatW1YULF8yfcaOG78b12QepU9TfevHixcqdO7emTp0qGxsbTZ48WWvWrFFgYKD69eunDz/8UGXKlDEff4oXL666detydcRXjB5QydAnn3yiI0eO6IMPPpCtra18fX3l7e2thg0b6pNPPlGuXLl0/PhxTZkyRX/++ae2bt3KfE9pWEBAgCZNmqSjR4+qfv368vLyUrp06cw9oby9veXp6amhQ4dau1RYQfSQ8e7du3J0dDRPMB8ZGalJkybp559/1htvvKHBgwfLxcVFoaGhMULtqC8NSN2i2kpAQIC6du2qsLAwOTk56cKFC6pVq5b69Omj4sWL6+HDh1qxYoWWLVtmvipVwYIF5e3trTt37qhr164aMGCAWrVqxY8jaYS/v7+2b9+uiRMnql69epo+fbqkf3q8HDt2TP369ZNhGBowYIC6dOli5YphLR9//LGOHz+uXr16KW/evNq9e7d+/vlnubm5mS+R/vDhQ928eVMXLlyQm5ub8uTJw/QAacSLQqMdO3boo48+0tixY9WxY8cY2w0fPlw3b97U4sWLCRDSmOdDI29vbxmGYT7H/P3335o4caIuXLig5s2b68MPP4xzP/wg/2rxLk1mzp8/Lx8fHw0aNEjNmzePMUHwoEGDlDNnTg0bNkwVKlTQ4MGDNWfOHEVGRlq5arwqcR0gnZyczFdK/OmnnyRJXl5ecnV1VadOnWRjY6Nvv/1WefPmVefOna1RNqwk+hU8xowZo1OnTunRo0fq2LGj6tWrJ3d3d40YMULSs4lhp0+friFDhihr1qwEB2lQ1NwJPXr0UMaMGTV16lTlyZNHnp6e2r59ux48eKBRo0bJ3d1dH330kRo2bKgnT57IZDKZr7g5a9YsRUZGmucQow2lPnGdhzJlyqS33npLhmFo4sSJGjx4sKZPn24Or//66y81a9ZM+fLlU6dOnaxRNpIBX19fHThwQF5eXmrfvr0kqXbt2ipatKiWL1+uKVOmmIfjubi4qHTp0lauGK9SVJgQGhqqa9eu6d69e3Jzc5OTk5MaNmyod955R+PHj5ckNWvWTJkyZZKvr69+//33GFd1RtoQ/eqICxYsUGhoqI4cOaJ33nlH0rPPwHny5NGoUaM0YcIEbd26Vba2tvrggw9i7Yvw6dWiB1Qy4+Pjo44dO+rbb79VzZo1Jf1zNbwFCxZo1qxZWrNmjcqUKSPDMPT06VOlT5/eylXDkqJ3PXZwcFBQUJDWrVunR48eqVatWipQoIBy5MihgIAAffbZZzp+/LjefPNNc0+o69ev68CBA2rXrh0n5zQk+pfETz/9VHv37lWLFi108+ZN7du3T9WrV9d7772nsmXLmr807t+/X6+//ro+/fRTZcmSxcrPANawfv16bdy4UTNmzFDevHnVv39/nT17VgMGDNCkSZP0+uuva/DgwSpZsmSMcOnw4cNavHixfv/9dy1evFglSpSw4rOApUQforl//37dunVLefLkUc2aNeXo6KjHjx9rx44dmjx5sqpXr673339fERER+vLLL+Xh4aF+/fpJ4tfmtCL63zkyMlJXrlxR06ZNtWTJEnl4eMSYm3Lq1KlavHixatWqpSFDhnA13jQmeg/cHj166NatW7p7965y5sypOnXqaOjQoTKZTJoyZYrWrVun119/XQ4ODgoICJCtra02btwoOzs7fjxLY6KujhgQEKBMmTLp2rVrKl26tCZNmqRChQqZt7tz544+//xzHTx4UKNGjVKrVq2sVzTEwNhkxsHBQZkzZ9b58+cVGhoaY121atXk4OCgW7duSXr2yzLhU+p2/vx5de3aVf7+/uYT7TvvvKPFixdr5cqV6t69u+bOnatLly7JyclJo0aNUqVKlbR7927NmjVLISEhyp8/vzp16iQ7Ozvz5dGR+kV96A8MDJSDg4PGjBmjgQMHatq0aRo0aJDOnDmjBQsW6NSpUzKZTBoxYoQqV66sK1eu6OnTp1auHq9K1DEhMDBQjx8/VtWqVfXWW28pb968+vzzz3XmzBl9+eWXatmypfr06aPDhw/r22+/1ZkzZ8z7CAoK0tOnT5UzZ06tWLGC8CmVivq1OSAgQB06dNC8efO0fPlyzZ8/X3379lVAQICcnZ3VqFEjc9vp1KmT+vbtq5CQEPXq1cu8L8KntCHq7/zZZ59py5YtKliwoPLkyaPNmzdLktKlS2c+3/Tu3Vs5c+bUH3/8oa+++irWZ2Ckbra2tnr69Km6du2qdOnSadSoUfrxxx9Vq1YtHT58WP3795dhGBo/fry+/vprFS1aVPny5VOjRo3M4VN4eDjhUxoQNfLHMAz5+voqf/78WrNmjRYvXmw+98yZM0c3btww3ydXrlwaPny4PD091bx5c2uVjigGrCI8PPyF6/r06WPUqFHD8PHxibHd6dOnjVq1ahl79+59FSUiGfj555+NsmXLGu3btzcCAgKMNWvWGO+//77x559/GpGRkcZXX31l1K1b1/j444+NixcvGoZhGP7+/sbw4cONcuXKGcuXL7fyM4A1TZs2zXB3dzcaNGhgnDp1Ksa6devWGXXr1jX69u1rXhcZGWncu3fPGqXCivz9/Y1GjRoZ3t7eRlBQkBEREWE8efLEaNmypbFw4UIjNDTUMAzDOHz4sFG1alXD3d3dGDNmTIx9hIWFGU+fPrVG+XiFgoODjfbt2xtdu3Y1bty4YYSHhxtt2rQx3N3djRYtWhhPnjwxDOPZZxw/Pz/jxx9/NPbs2WP+LBMWFmbN8vGKRP/sOn36dKN27drGsWPHjODgYOPrr7826tatayxcuDDGfY4dO2Z4enoaCxcuNK5fv/6qS4aVRD8mHD582Khevbrx66+/GpGRkYZhGMbTp0+N5cuXG2+++aYxduxYIyQkxDCM2N+jXva9CqlPSEiI0b59e6N3797GuHHjYqz78ccfjZIlSxqDBw9+4bGE9mJd9ICyguhdknfu3KmlS5dqw4YNOnr0qCRpwoQJyp49uwYNGqStW7fq1q1b8vX11cqVK2Vra8ul0NOQ6tWra8aMGbp586Z69+6ta9euqVq1anrttddkMpnUv39/dejQQceOHdOCBQvk6+srJycnDRs2TL169WKujTTMMAxVqlRJlStX1t9//63Hjx9LenZ5dElq27atPvjgA/n6+mr69Ok6c+aMTCZTjKtTIfWKiIgw/3/jxo3KkiWLatasqQwZMsjGxkZ+fn66cuWKwsPDZW9vL0l6+PCh3nrrLe3atUtjxoyJsT87Ozsmq08DfvjhB6VLl07jx4+Xq6urBg8erLt37+qjjz7S/fv39d5775mHxGTKlElNmjRRnTp1ZGtra+5BhdQv6jPu+fPn5ejoqN69e6tSpUpKnz69WrVqpeLFi2vt2rX67LPP9PjxY50+fVqbNm1S+vTp1alTJ+XLl8/KzwCWdP78efNE4tF759++fVsPHz5U4cKFZTKZzFNPtG/fXpUrV9a+ffsUFBQkKfb8gvSqTFuuXLkiW1tb/frrr+Zl4eHhMgxDTZo00dSpU7Vjxw59/fXXunbtWqz7016siwDqFTOiTQr80UcfacyYMVq4cKHGjh0rLy8vzZw5U9mzZ9fcuXNVoEABjRo1So0bN1bfvn31yy+/aM6cOcqVK5eVnwVehagTb82aNTVhwgTdvXtXixYtMl/1I6p7eq9evdShQwcdP35cixYt0vnz55U5c2bzVRSjf9FE6vX8xQhMJpOqVaumDz74QIULF9a4ceP0999/my+PLj0Lobp06aLHjx9zhaE0xtbWVsHBwZo4caJOnjypBg0axLiaaqZMmVSzZk1t375dmzZt0tGjR7VixQoFBQUpf/78HFvSKFdXV7Vq1UoFCxY0t50FCxaoR48eatiwoc6ePavu3bubA+/o+MCftqxdu1YtW7bUnDlzlDFjRknPzlOurq4aPny46tWrp61bt+qNN95Q9+7dtXv3bg0ePFgZMmSwcuWwtKtXr+rs2bPq1KmTDMMwB9Ovv/66TCaTfvzxR0nPpiWJ+izctWtX/f3337p06ZIkxXmlPKQdxYsXl5eXl6pUqaJVq1Zp//795jnAokKoL774Qps3b9aWLVusXS6ewyTkVjJr1ixt3rxZEydOVPny5XX9+nWtXbtWK1eu1Pvvv6+PP/5YkrRr1y7dv39fmTJlUoUKFZQ3b14rVw5LevToke7cuWPu5ebn56f9+/erWbNm+umnnzR9+nTZ2tpq+fLlcnFxUVhYmLl3woIFC/T111/rgw8+UN++fZmIMQ2J3qvyxo0b5qA7b968ioiI0PHjx/Xpp58qIiJCy5YtU548eWJcutbPz0+ZM2e25lOAFaxfv14zZsxQSEiIPv/8czVp0sT8YV+S9u3bp4ULF+rEiRPKmjWr8ubNq9WrVzPRaxoR1+XQo3748PPz07vvvqsOHTrI09NTNjY2OnfunPr376/bt2+rcePG+uKLL6xRNpIJX19frVq1SmvXrtV7772nIUOGmH8osbGxUWBgoAICArR//35lzZpVJUqUkKurq5WrxqsQEhKiPXv2aOLEicqePbu+++47mUwm3b17V5999pkuXLggLy8vNWrUSNKzH+//97//aerUqVqyZIkKFy5s5WeAV+llF604ceKE5s6dq5MnT+rrr79WjRo1FBkZKZPJJJPJpMOHD3OFxGSIAOoVi/rS1717d7m4uGjy5MnmN9Xdu3e1YsUKrVmzRuPGjVOTJk2sXC1eJcMwdPDgQY0ZM0YDBgxQy5YtVa9ePRUqVEgLFixQZGSk9u/frwkTJihXrlxavHixnJycYoRQmzZt0ttvv80vzWlI9C+JY8aM0cmTJ3Xz5k05OTmpe/fuatWqlbJkyaKjR4/q008/VXh4uJYvX67cuXPHCKGQ9jx9+lRLlizR4sWLlTt3bq1Zs0aOjo4xjil//fWX7t69q4CAANWuXVu2tra0mzQg6m8cHh6uBw8eyN7eXg4ODnJycpIkXbx4UZ6enho4cKB5qPf69ev1888/y9PTUx4eHpyH0pC4wkpJunTpkhYuXKhNmzbpiy++ULNmzRT1tYMAO22KfkXnPXv2aNSoUSpVqpSWL18uk8mkQ4cOadasWfLz81OHDh3UsGFDXblyRV999ZXSpUunJUuW0PspDYk6FwUFBWn9+vX666+/VLRoUZUqVUrlypWTJB0/flzz58/XiRMn4gyhou8HyQMBlAWFhIRo27ZtevjwoXLmzGmedd/f319t2rRR1apVNWHChBi/OF+9elVdu3bV22+/rSFDhlizfFjBrVu3tGjRIq1cuVLZsmVT8eLFNXHiROXMmdM8Hv7AgQMaN26ccufObQ6horchiUtcp0Uff/yxjh49qp49e8rGxkbnz5/Xhg0b1LJlSw0aNEjZsmXTkSNHNGnSJN25c0dbtmxhOG8a8qJjwtOnT7V06VKtWLFCZcqU0dSpU2MF2/HZD1KP6JdDHzBggG7fvi0/Pz8VK1ZMffv2VZUqVeTn56d27dope/bs6t69u5ycnDRr1iy9/vrrGjlyZIz9IHWL/nd+/Pix+WqIUWHlpUuXNH/+fP3www+aNm2amjZtas1yYUVRbcXf31+ff/65Hj58qAsXLujOnTsqV66cVq1aJRsbGx0+fFjr1q3Tzp07FRkZqWzZsil//vxavny57O3tXxh4InWJ+jsHBATI09NTkZGRypUrl65cuaIcOXLI09NTb7/9tqRnIdQ333wjHx8fTZkyRfXr17dy9XgZAigLCQgIUJcuXRQWFqZbt24pU6ZMqly5sqZNmybp2SVpN23apO+//1758+ePESB06dJFGTNm1Lx58/iFKA26dOmS3n77bUVGRmrIkCHq0aOHpH8OxFEh1Pjx45UnTx59++23ypQpk5WrhjWdPXtWH330kQYOHKhmzZqZl3///fcaOXKk+vTpowEDBig8PFyHDx/W7NmzNXXqVBUsWNCKVeNVif4L4rp163Tjxg0VK1ZMbm5u+r/27js6qmr9//h7aiolnZLQEwKCIk0B6b33kACBUCJVMGBooRlqIBQpQugQIIBUEbEgReAiioAoXUoCBhIglEzaJDPz+4M150tEr/q7wmjmea11l2TmZNiHOfecfT5n72dXr16dnJwc1qxZw44dO/D392fu3Lm4urrKE0M7lpWVRVBQEIUKFaJ79+48efKECxcusGfPHmJjY2nXrh0///wzYWFhPHr0CCcnJ8qUKcPmzZvR6XQyRdNOPBs+TZ06lUuXLvHTTz/RqFEjGjduTNeuXQG4fv06y5Yt45NPPmHevHkywt+O5eTkEBQURNGiRQkJCcHf359t27axa9cufH192b59O2q1mnv37vHkyROuXLmCl5cX1atXR61Wy3XJzuTk5DBw4EA0Gg2zZ8+mWLFihIaG8tNPP+Hr68vAgQPp2LEj8HQ63syZMylcuDBr1661ccvFfyP/D34BDAYDHTt2xNfXl/Hjx1O0aFF2797Nli1bOHz4MI0aNaJdu3YcPXqUiIgIFi5cqKz4kZqaSmZmJq+99pp03uyMtSOXlpZGt27dyMrKIjY2lsKFCxMUFIRarcZsNiuFyadMmcLQoUOZM2cO06ZNs3XzxUv06w5YVlYWt2/fVgqJW58rdO7cmaSkJFasWEGLFi0IDAykXr161KxZUwq92glrgVeDwUD37t3RarWYzWZOnjxJSkoKkZGRdO/enQEDBqBSqdixYwfjxo1j9uzZyggGYT+swdGePXsAiI6OpkKFCgDEx8ezZ88eHj9+jMVioUKFCuzatYvTp0+j1+tp0KCBTNG0M9bw6b333uP06dMMGzaMIUOGMGfOHE6fPk16ejphYWGUK1dOWRhl1KhRaLVaWrRoYePWC1v4/vvvuXPnDmPGjKFevXoAjBgxgkqVKjFz5kx69uxJQkICXl5eeHl5Ub58eeV3ZSVN+3P06FFcXFx47733KFasGMOGDSMpKYnJkyezfPlyFi9ejFarpW3bttSoUYMZM2YQEBBg62aLPyDjF/9mmZmZdOjQgYCAAObMmUOFChUoVqwYbdu2JTs7m7y8PNLT03n11VcZPHiw8iQgISGBdevWMWfOHJKSkujSpYutd0W8JNaVpKwduVq1ahEdHc2IESPo0aMHkydPZuvWrcD/rfqhUqlo0qQJCQkJTJ061SbtFrZj7YBNnjyZU6dOoVKpcHV15fLly+Tl5aFSqZQQynpTmJycDDw9hiR8sh8qlYq8vDwmTpyIp6cnCxcuZN++fSQkJODv78+kSZO4fPkyer2e/v3707VrV44fP87y5ctt3XTxkj07aunOnTuYTCaKFSsGwKeffsqMGTN477336NWrF+np6Vy7dg0vLy9atmxJ48aNlZUR5QbRvmzcuJFLly4xd+5cunbtyi+//MKNGzfw8/Nj1apVbNy4EYBy5coxYMAAgoKC8oUKomCzrrprZbFYyMnJwcHBQXnfxcWF5s2b06FDB86ePUtYWNhzK/uCrKRZkN29e5evvvqKdevWkZGRobxeunRp6tWrR4UKFViwYAEXL15k4cKFdO7cmcjISG7fvq2ULoGnq+NZH9iLfy7pJfzNVq1aRXJyMv3798fHx0cJF6wFPBctWkRqaiplypRhyJAhDBs2jC+//JLZs2dTpEgRSpYsSXx8POXKlbPxnoiXwfqk2LoiSHp6Oi4uLrRt2xY/Pz9lNbspU6agVqvp3r07KSkpvPfee4SEhCjD2KXWhn149ntevnw5e/fupVu3brz66qu89tprrF+/npo1a1KxYsV8x0PhwoUldLJjOTk5ytRe67Xl66+/5ocffmDUqFFUrFhRuSEICwujWLFiSl0FUXClpqZy584dzGYz5cqVo0iRIso1yWKxkJ2djaurKwcOHGDUqFGMGjWKgQMHkpeXR0JCAmlpabz77rv5zi1yHSq4rMcEoHzn2dnZmEwmunXrRo0aNdiwYQMxMTEsWrSIEiVKMGrUKGJiYlCr1fTs2VMJvX+rvpwoOB4+fEhiYiJ+fn54eHhgMBg4cuQIbdq0oVSpUmg0Go4ePUrNmjXR6XRKCNWtWze++uorTp48SVRUFLNmzbL1roiX4IcffiA6OpqMjAwsFgu1atUiMDAQjUaDv7+/0m85efIkLVu2pHLlygCUL1+eIkWKkJaWxk8//ZTvIYrUCPtnkwDqb9ajRw8SExOVQq6dOnVS5q+6ubkRFBREXl4e27dvZ/LkycycOZN58+Zx/fp13N3d0Wg0Us/HTpjNZmVqTK9evcjIyODBgwfk5uYSHx9PZGQkNWrUYNiwYahUKiZNmsSBAwe4c+cOeXl5NG/eXPks6fTbB+v3fOzYMVJTUxk3bhyBgYEATJkyhWHDhjFq1ChGjhxJzZo1SU9PZ+vWrTg6OsoTZzvy60D6/v37pKam4uvri0qlYvfu3YwbN46IiAjefvttMjMzWbRoEV27dsXf359OnTr95ueIguPMmTNMnTqVBw8eYDQaqVKlCtOmTaNkyZIAtG3blm3bttGrVy9Onz7N2LFjCQsLA56ugPf1119Tt25dCbbtRFZWFitWrODIkSNUrlyZ8PBwSpcujaOjI/Xr18fFxYWkpCQ2btxIZGQkDRo0UEZVzp07lzlz5mAymQgNDZXwyQ789NNPTJ06lV69etG8eXOCgoKoWrUqDRs2xM/Pj0GDBrFgwQJKlSpF165dlWPi6tWrBAQEMHPmTGrXrm3jvRAvw+nTp+nfvz8dOnSgffv21KpV67kaghqNhrt373Lt2jXq1q2rjJ5LTU2lQYMG9O7dm6pVqyqj/6WEzT+fBFB/Mx8fH8aNG4fJZGLSpEmYTCY2btyIi4sLsbGx+Pn5AVCzZk2GDx9OXFwc9erVo0yZMpLW2gnryVGtVpObm8uQIUNwdXVl+vTpFC5cmKSkJGbPns24ceOIiYmhevXqDB06lLJly3Lo0CGqVavG5MmTlSWyZbpDwffsii+rV69m9erVALRo0QK9Xo/JZKJUqVIsXLiQSZMmMWbMGLRaLd7e3mRkZLBy5Uq8vb1tuQviJdJoNGRmZrJr1y569epF6dKlKVu2LDt27ECr1TJ+/HhGjhzJoEGDgKc1OS5fvsyDBw/w9/fP9zmi4Dl16hT9+/enU6dONG/enGvXrrFz506WLFnC+++/j16vp2TJknTr1o2dO3dSuXJl+vXrR05ODlevXiU6OhqNRsPgwYNtvSviJTAYDPTu3RtHR0cCAwNp06aNUm8QUEYnnDp1Slkt0bqoTmpqKmXLliUwMJAGDRrYpP3i5atfvz4NGjQgNjaWuLg4pSyJta5gmzZtuHbtGlFRUdy8eZO6detiNBrZuHEj/v7+vPnmm6hUKnkIUsAlJSUxbtw4unTpwqhRo5TjIzc3VzmHXLp0icDAQIoVK0a7du1Yt24dxYsXR6/Xs2XLFooUKcJrr70GyEOzfxO5c30BvLy8mDhxIiqViqlTp+Lp6cmBAweU+gjWIYUlSpRQ5kZL+FTwGQwGXFxcUKlUSqCQmJjInTt3GDVqFFWrVgWezncODAykb9++zJ07l4SEBHx8fAgLCyM4OBhHR0fg+ULUomAxm81kZWXh4uKinB+ePHlCo0aNOHbsGCdOnODgwYO8+eabygW3fPnybN68mX379nHv3j2KFi1KrVq1lFENwn5s3bqVpUuXUqNGDQIDA+nZsycxMTGMGDGC0aNHEx4eDjxdnWrp0qV4eHjIE2c7cPr0acLCwggNDWXIkCEULlyY+vXrc+nSJW7cuKEE2q6urvTt2xeVSsX27dtp3bo1Dg4OmM1mnJ2d2bBhQ74+jSiYMjMzCQkJwc3NjUmTJikB9W8toJ2bm8ujR4+4d+8e2dnZGI1GfvnlF9q0aUNISIgyakEUbNb+7ZQpU0hISCAjI4PXXnstX00ePz8/RowYgb+/P3Fxcaxfvx5HR0fKlCnDlClTlJEscm4pmKwP4k+cOEGhQoUICgpSwqe8vDwlfBo9ejRXrlxhzJgx1K9fn/DwcJ48ecKkSZPw8PCgVKlSLF68WPlMOV7+PeTu9QXx9PRk/Pjx6HQ69u/fz759++jQoYPSYXv8+DFqtZrAwEDMZjMqlUqGDBZgly5dYsyYMYwYMYKmTZsqgUJeXh53795VaoXB04u3l5cXY8eOZfjw4Xz22We0atUKi8WihE/Wla1EwWSxWDh06BCnTp2ib9++FCtWjBEjRlCqVCnee+89Jk2axLRp0/jss88oXbo0vXr1AsBoNKLX62nbtq2N90DYWo0aNYCnNRMCAwOpX78+V65cYd++fRw7dowqVapw7tw5Dhw4QG5uLh988IFSuFMeiBRM1vqBxYoVY+zYscDTqVVOTk4EBARw6dIlRowYQUZGBt26daNly5a88847tGvXjk8//RRHR0f8/Pxo3bq1rHZnBywWC0uXLsXBwYEpU6Yo07hzc3OVKVOffvopjx49omfPntSpU4fg4GAmTpzI1q1byc3NJTExkYEDB0r4ZCes5wSz2czjx4/p3LkzRqORVatW4erqSvfu3fHw8ADA19eX8PBwWrduze3bt1GpVNSsWVPOLXbAer97/Phx5V7Yyvq99+3bl6tXr2IymYiNjUWr1VKnTh3mzZtHv3790Gq1BAQEoFar5Xj5F5Jv6wXy9vYmMjISo9FIVFQUFouFjh07kpWVxQcffMD169eZNm2adPbtgLe3N6mpqcybNw+dTkeDBg1QqVS4uLhQpEgRTpw4QePGjXF1dVWOB2u9FmvRz2cDSgkrCzaVSsXjx4/57LPPSE5OJj09nYsXLxIeHo7FYqFcuXJERUUxffp0EhISAOjVq5cyesH6FEjmwtuHZ79n659fffVVgoKCiIuLo3HjxpQqVYrw8HD8/f3ZvHkzkZGRFC9enMDAQKZMmSJTeu2AxWKhadOm7Ny5k1mzZjF+/HicnJw4d+4c8+fPp2bNmlgsFrKysoiIiOCdd95h8ODBVKxYkYoVK+b7LFntruAzmUycPXuWypUrK+GTxWJRwqcPP/yQRYsWKbWgunTpwtSpUylRogSnTp3Czc2NmJgYqT9oR7RaLZmZmezcuZPevXsrRcRdXFxYuHAhFouFoKAgJYQyGAyUKFECX19f5TPk3GI/jEaj8mAd/q//8vnnn2MwGNi5cycmk4mePXsyffp0Jk6cSJ06dahSpYryO9Z6uuLfRb6xF8zLy4uoqCgAJk6ciNFo5Pr16+zdu5eEhATKlClj2waKFyolJYUbN26Qm5vLoUOHaNeuHbNmzcJisdCgQQP8/PwYOHAgc+fOpWLFinTt2lUZhpqeno6Xl5fys7AvXbp0IT09Xem0xcbGUrVqVSwWCyaTiQoVKhAVFcWMGTPYvHkzGo2G4ODgfEOQJXwq+KwjlvLy8sjJycHFxUUJkpo2bcpXX33FgQMHCAsLo0iRInTs2JGOHTty9+5d3N3dlaHuEj4VfMWKFWPgwIE4Ojqyfv16nJ2d6dKlC3379qVTp05ERkZSpEgR7t69y9y5c1m1ahUtW7akQoUKymdYbxBkqkPBZ+2/tGzZEsg/8ik+Pp5FixYxadIk9uzZw5o1a4Cn1623336bAQMGAFJHzh7t37+f6dOn8+jRI/r06UPhwoWJjo4GYNGiRWg0Gjp27IhOpyMiIoIePXooKzqDHDP2wNpveeWVV1izZg0nTpygTp06Sp+1du3a1KpViyJFiqDRaFixYoXSb/k1GcTx7yS9zZfAGkJpNBomTZqEVqtl69atyjKSomA6e/Ys06dPV5ayXrJkCR999BFdu3Zl9uzZWCwWGjZsSN++ffnll1+IiYnh0qVL1KpVC41Gw4YNG/Dw8KBx48a23hXxEj07JTcnJwe9Xo+joyN79uwhICCAUqVKAU+fEvr7+xMVFcXs2bNZvHgxWq2Wbt262XgPxMukVqvJyclhyJAh6PV6Ro4cqQQG1vpPW7duJTQ0NN9QdR8fn3yjpiR8sg8+Pj707t0bgHXr1rFs2TJCQ0MZN26cUqOlWLFiNG/enH379nHlypV8AZSE2vajcOHC6PV6rly5AoBOp8NisZCXl4e7uztLly6ladOmtG7dmrfffpslS5bg7+9P1apVJUSwY507dyYtLY358+djsVjo27dvvhBqwYIFHD58GIPBgMFgyLeis7AP1tCoTp06LFu2jI8++ghfX19loS43Nzdl29zcXO7evUvNmjXzXYvEv5vEhi+Jl5cXY8aMISQkhD179vDKK6/YukniBTpz5gxhYWFUrVqVyZMns2XLFgoXLoy7uzvbt28nJyeH2bNnc/ToUVQqFRMnTmTMmDEcP36cKVOm8OGHH1K0aFE2bdqk1A0TBZ/JZEKtVqNSqUhLS6N379588skn9O7dm8uXLzNnzhxu3ryJRqNRitn7+/szYcIEqlWrJkWk7ZSDgwN+fn5kZGTQvXt3oqOj+eyzzwAYNWoUJpOJJUuWAP9XX0Gm9NovawhlHZ1gNpvRaDTodDry8vKAp0G4r69vvqkxwn5Ya07WqlWLAwcO8M033wBPzxU6nY5WrVrRtGlTANzd3WnTpg1FixaV48XO/LpvarFYUKvVDBgwgIiICJYuXcr69et58uQJANHR0bzzzjuULFmS119/nS+++CLfeUfYl5o1azJy5Eg+/fRT1q9fT1JSUr73zWYzd+7cYcWKFXh6esq9cwGisvzWUhbihZFpDgXf3bt3CQ8P5/XXX2fMmDHKFDqz2YzJZEKn0/HgwQO6deuGXq9nwoQJ1K9fH7Vaze3bt8nOzkaj0VCmTBlUKpUcM3bi2dpN06dP5+rVq/Tu3Vt5OrhixQq2b99OQEAAY8eOxc/Pj8zMTA4cOMBbb71F4cKF5TixE7+38lhWVhbbt29nz549XLt2jfr169OiRQu++uorcnNzmT59OkWLFn35DRb/SHfv3mXTpk2sX7+ekJAQxo8fDzxdGjsyMhI3Nzc+/PBDmeJgxw4fPszgwYNp1KgR7777rlIs+NnpeCkpKcyZMwdHR0cmTpyIk5OTLZssXrKsrCyWLFlCjx49KFWqlDJN12w2s2rVKubPn88777xDr169lOuPdcEUkPsie5eVlcWiRYtYu3YtTZs2pVu3bjRu3JiHDx9y9uxZli9fTlZWFjt37lQK3Ms16d9PAigh/ibWi+7XX3/NjBkzmDFjBjVr1nxuO+vF9tkQaty4cTRs2PC5k6qcaO3PyJEj+fHHHxk6dCi1a9dWptwBrFy5ko8++ogyZcoQFBTE119/zeeff87u3bspXry4DVstXhbr+SMrK4s9e/bw6NEjPDw8aNSoEV5eXsDTAOHKlSvMmzcPFxcXbty4QUZGBitWrKBBgwY23gPxT5KSksLGjRtZt24dvXr1Yvjw4YSHh5Oens6uXbvQ6XRyHbJz69atY/bs2TRt2pR+/frl69ekpKSwePFiDh8+zIYNGyhXrpwNWypeJmufNyEhgTlz5tCkSRNGjRpFyZIllfeys7OZOXMmO3bsYPTo0XTt2pUiRYo89xnCvhmNRjZt2sQHH3xAXl4eZcqU4eHDh7i7u+Pj48OyZcuUkXISVhYMEkAJ8TdbvHgxmzZt4vDhw/lWd3iW9SSalpZGcHAwKpWKUaNG0aJFC7kY27GPPvqIZcuWMXv2bGrWrIlarcZisShTZODpzcDWrVt58OABbm5uzJ8/X4Yl2wlrZ91gMNC9e3dlymZycjLVqlWjQ4cO+WqAGQwG9u/fz8GDB7l27RqffvqpdN7sxF8JjVJSUti0aRMbN24kOzubsmXLsnv3bunw27lnw4E1a9YwZ84cfHx8aNOmDTVq1ODSpUucO3eOc+fOsXbtWipVqmTjFosX6dGjRzx8+JDbt29TvHhxPDw8lFo9S5YsUcqLREZGUrJkSeUc9PnnnzN69Gjy8vKYNm0a3bt3t/GeiJfpr4SM58+f58KFC1y6dAl3d3dee+016tatm69+pSgYJIAS4m+2fPlyVq9ezaFDh3B1df3Nk6/ZbCYrK4vk5GR8fX2pW7cujRs3Zv78+TZqtfgnmDlzJidPnmTDhg35nhL++mbywoULZGZm4ufnh4+Pjy2aKmwkLy+PoUOHkpmZybRp05SnzU2bNsXd3V1ZUfPXx4z1PCSduILrzp07/PLLL7858vaPpKSkEBcXR3JyMosXL5bwSTznwIEDbN++ne+//x6LxYKHhwevv/464eHhlC9f3tbNEy/QDz/8QGxsLImJiTx8+BCLxUKVKlVo3749vXr1Ap6GULt376ZKlSqMHj1aKSi9Z88eLl++TPXq1WnUqJGcU+zAvXv3ePjwIQEBAX9q+z8KqWQUbsEjZwEh/ibWE+hrr71GRkYG69evZ9iwYahUqudOrmq1GqPRSHh4OKtXr+bw4cNKrShhf6zHR1JSEo6Ojkr4ZL3oWi+83333HbVq1ZIVNO3YkydPuHPnDn369KFUqVJoNBqOHj3K/fv3GThwIBUrVsxXI8p6bFlrckjnv2A6ffo0U6ZMQaVSERERoaye+ut6Yb9XP8zHx4dhw4bh7u4uQaUdeLZP8kc3f9b3mzVrRt26dTEYDKSlpVGiRAkcHR2VWj6iYDp79iz9+vWjZcuWdO/eHR8fH86ePcvWrVuZNm0aiYmJTJgwgeHDh2M2m9m3bx+TJ09Wft62bRuVKlWiWbNmgNR8KujOnj3LjBkzcHFxUUpJwH+/Fj17/rGOi3n23knCp4JHvlEh/ibWE2hAQADly5dnx44dHDp0SHnPusQ1PA0Wjhw5gqenJzqdjiJFishqd3bk2WMB/u/YadasGRcuXODjjz8GyHfR/fHHH1m2bBk//vjjy2uosKnfGqD8+PFjrl69SuHChdFoNHzyySeEh4cTERFBWFgYBoOB7du3k5qaCvBc8C0Knp9//plBgwbx5ptvEh0drYRPgNLBX7BggbLAxe8NfPfw8FA6/XKDWHBlZWWxcuVKdu/eDZAviPotz55DnJyc8Pb2JjAwkMKFC0v4VMDdv3+fadOm0a5dOyZOnEiHDh144403GDRoEIsWLaJt27Zs2LCBmJgYAEaMGEFwcDCPHj2iV69eREREkJ2dzbhx45TPlHNLwXXp0iUGDhxI5cqVGTRoUL6Vma3XovXr1+f7+desD8ysfxYFk5wFhPibeXh4MHPmTPr06cPixYsxm800bdpUufkzm83cvn2bbdu2Ubp0aWWYMvz+CVkUHM8+9Xn06BFmsxl3d3cAatSowWuvvcbq1avR6/W0atUKgLS0NLZu3crDhw8pVqyYzdouXo7Lly+zd+9ebty4QZ06dWjZsqVSYLxo0aIEBARw/vx5njx5wqRJk4iIiODtt98G4MSJE3z88ce88soreHt723I3xEvy7bffUrx4cQYOHIinpyeQf5WyxMREtm3bhtFoZOzYsX/YqZdOf8FlMBgICQnBycmJChUq0KZNGyVE+vX3/luj5eTYsC/JycmkpaXRrFkzZZS+9bioUqUKQ4cOxWQysXbtWvz9/enSpQv9+vWjadOm/Pzzz+Tl5dG0aVM0Go2MfCrArOH1Z599RmBgIBERERQuXBjIP+Lt9OnTfPjhh+j1ekJCQmzWXmF7ciYQ4gWoWrUqH3zwASNHjmTq1KmcOnWKnj17YjQa+fHHH0lISCArK4uYmBhldJSMTij4ni0mHh0dzffff4/BYMDb25tRo0ZRq1Yt3n33XebOncvkyZM5cuQIGo2GO3fucO7cOeLj45UgQhRMp06dYuTIkZQsWRJ4Whfs/PnzTJs2Da1Wi5ubG40bNyYuLg6A4cOHM2jQICwWCzdv3mTdunV4eXnJNE07YjAYuHnzpjIqDlDCJ4BSpUrRs2dPTp8+LatO2TGTycSECRNwdnZmzpw5lChRIt9xArB7927i4+PZsWOHPBATXL9+nQcPHuDr6ws8DRqePS7Kly9PWFgY33zzDV9++SWtWrXC2dmZUqVK5VvB12QySfhUgFmvKU+ePCE5OZlChQop9zTPfu+VKlXirbfe4tSpUxJA2Tm54xXiBWnQoAEJCQn4+vqyefNm2rdvT/v27Vm9ejVeXl7s3LkTrVZLXl6ehE92wvo9jx49mkOHDtG+fXsGDBiAm5sb4eHhLF26lJo1azJp0iRCQ0M5c+YMFy5cwMPDgy1bthAYGGjjPRAv0qlTp+jbty9t27ZlyZIlbNu2jQ8++IBdu3Zx9uxZZbuIiAh69uwJQGZmJocPH2bbtm289957ZGRkEBsbi1qtfm6qpyiY3njjDXx8fOjVqxebNm3i888/56uvvuL777/nzJkzJCcnU6lSJa5evcqxY8eUwErYl4yMDH755RfeeustSpcujUqlUqb9m0wmTCYTLi4uGAwGvv76a+D3p+UJ++Dh4YHRaOTGjRu/u021atXo1KkTp0+fxmAw/OY2Embah2rVqqFWq4mIiODQoUOcOnWK8+fPc+vWLW7evIlWq6VJkyZcuHCBCxcuAE9H+Av7I6vgCfGCWYsGX7x4EZ1OR0BAABUqVJBCr3bk2VEHp0+fZuzYsYwbN46GDRui1Wq5f/8+b731FoMGDWLYsGHKlAjrNJpnp9OIgun06dOEhYXRtWtXJk+erBwvd+/eJSwsjMmTJ+Pq6oq7u7vyNHru3LmcOHGCq1evUrlyZXx9fYmJiVGCbTm32Ie8vDy2bt3Kl19+yTfffAOAl5cXWVlZGAwGdDod5cuX59KlS8DTOj5vvfUWixcvtmWzxUuWm5tL3759UavVbNy48Te3MRqNBAcH06hRI0aMGPGSWyj+aW7dukWfPn0oVqwYCxcuxMfHJ19/xjod76OPPmLmzJls375dVkS0Y1lZWcyfP59vvvmGq1evAk/LBphMJrKysnB0dMTHx4dr167h6uqKRqOhZcuWREdH27jl4mWT3qkQL1jhwoUpXLgwFStWzPe6rEhVsGVmZnLy5EnefPNNnJyclE7bnTt3ePDgAZUrV0ar1fLzzz/Tq1cvWrZsyZAhQ9Dr9aSkpODt7a0cH3KcFHy7d+/GaDRSunRpDAYDhQoVAp7W77l58yZTp04lKSmJEiVK0KFDB959910iIyNJS0vDYDDg4eGBs7OzBNt2xlowPCQkhM6dOzN58mRq1apFs2bNePjwIZmZmej1en766SdmzJhBZGQkjo6OdOjQwdZNFy+ZTqejU6dOzJs3j8aNG1O6dGmKFy9Obm4unp6euLi4ULhwYcqWLcuRI0coXrw4GRkZvPnmmzL61k75+fnRrFkz4uPj2bhxI/369cPd3V0ZGWcd2ZSSkkL58uWlRIAdM5vNODk5ERkZSVJSErNmzaJ9+/YEBgaSlpZGVlYWOp2OM2fOsHz5coYNG0ZmZiaDBg2yddOFDUgPVQgbkWl3Bdvs2bPZtm0bs2fPplWrVjg6OgLg4uKCg4ODUrOnZ8+e1KtXj+nTp+Po6EhCQgIXL15k3LhxODs7A1L41R5ER0djMBiYN28eAGFhYVy9epXBgwfTqVMnOnbsiF6vZ+7cuaxatQovLy969eqFu7u7UsQekBXM7Iz13KBWq3F2dubhw4dcv34dDw8PPDw8lO2uX79OxYoV6dixIy4uLoAsh26POnTogJeXF/v27eOTTz6hXr16ZGZmcvfuXR4/fqyUBLh27RqxsbFYLBYaNmxo62YLG7DWJo2KiuLGjRusXbsWk8lEaGgoxYsXV7a7desWhw4donLlykrhaWF/1Go1FosFvV5P+fLlSU9PJzMz87nw+s6dO7z55pv069dPeU2uRfZHvm0hhPgbZWVl8fPPPxMdHc2NGzeYNWsWgBJClS9fnuzsbGbPns23335LnTp1mD17Nnq9ngcPHnDmzBnMZrPU3rAj1s7X/PnzGTFiBB988AEpKSls2bKFTp06KaNW1Go1MTExdO3alW+//ZagoKDnpmZKWGmfrCMs33jjDQ4cOMDx48epV68eZrOZGzdusH79enx9fZVQG2Rkpb0xm804OjrSuHFjSpYsidFoZNGiRcDT48d63Rk1ahSVKlVi5syZZGRk4ObmZuOWC1tQq9XKFLuFCxcyatQo1qxZw9GjRwkNDcXLy4tffvmFjz/+mLy8PKZMmQIgCx3YMeuiShaLhfLly3PixAlq1aqFv78/FouF69evs2PHjudCKbkW2R/5xoUQ4m9iMBho3bo1LVu2pGrVqsTHx9OzZ09mzZqFxWKhRYsW+Pn5MXHiRKKjo/Hw8ODdd9/FwcGBxMRE4uLi+M9//sP69euVUQqi4NNqtUpHf9GiRbz77rusXbuW119/ncGDB+Ps7Kx06kqXLk25cuXQaDRSF0worDd81atXZ+vWrURHR/PGG2+QnZ3NxYsXlfBSVl21X89+5w4ODhw+fJhPP/2UNm3aKMfPw4cPycnJITAwEL1eL+cYO2edYufq6sqKFStYsGABR44cITo6GrPZjL+/PxUqVJDag0JhPc80aNCA0aNHk5aWRv369Xn8+DHHjx8HYPLkyYCElfZMipALIcTfwGAw0LlzZ4oVK0ZsbCyenp5K561nz578/PPPjB8/ntatW+Pg4MC2bduYNm0aVapUwWg04ujoyO3bt1mxYoXU27BT1hAKYMyYMXz66adERkbSuXNnZWrD1atXGT58OB07dmTo0KG2bK74hzp+/Dhbt27l7Nmz+Pr6EhgYyIQJE+QGUSjS09MZOXIker2evn37UqdOHS5dusSGDRv4+uuv2bx5M6VKlbJ1M8ULZA2i/0wI8Oy16dGjRyQnJ5OTk0OJEiXw9vaW2oN25NcPMP7bA43du3ezfv16bt68SZkyZahYsSLTp0+Xa5GQAEoIIf5XBoOBjh07UrJkSWJjY/H29n7uotyrVy+uXr3KhAkTlBDq/PnzHD16lJSUFKpWrUqtWrXw8/Oz4Z4IW3u2oz9y5EgOHjzIe++9R5cuXTAajQwbNgyTyURCQoJ03uyAdWrUby1j/uyxYt3WeiOZm5tLTk4OTk5OyjbS4RfP+vTTT4mJieHJkye4uLig0+kwm80sX76cSpUq2bp54gW6du0aBw8epH79+vkeeP23MOq/vSejKu2D9RqSk5PDt99+S/369X9zu2ePlUePHpGdnY2rqyuurq75PkfYLwmghBDif5CZmUm7du2oWLEiU6dOxdvbG4vFglqtxmg0smLFCoYOHYparc43EqpFixa4uLjIEGTxnF+HUIcOHeLtt9/myJEjGAwGPv74Y3Q63XMBhCg4MjMz89VryszMJC4uDrPZTIkSJQgJCQH+fEdezjP24be+51+/9uzPp06d4uLFi1y/fp3KlStTp04dfH19X2qbxct1+vRpRowYQZkyZahfv76yCtmfOXaE/bL2NwwGA4MGDcJkMtG7d2/atWv3m9v/3rEjx5QACaCEEOJ/smjRIj788EMmTpxI7969lYu00Wikffv2ODo6snbtWmWlsp49e3Lt2jXGjx9Py5YtcXJysvEeiJchNzcXjUbzp58SPxsujR49mn379lG5cmW2bt2KTqeTJ4gF2Pnz54mNjWXIkCHUrl1bOZfA0yDKbDZTsWJF1qxZA8jTZPHUs+eMnJwcVCoVer3+N7eVm0D7lJKSQs+ePalfvz6DBw+mWLFiz20zfvx4SpQowTvvvGODFop/sszMTLp3746npycjRozglVdeUVZ4FuKvkB6LEEL8D3r06EFiYiJz5szB1dWVTp06YTQa6dy5M+7u7ixYsAB3d3flJnHz5s2EhoYybtw4dDodbdu2tfUuiBfs0qVL7NmzhypVqtCoUSOlwPx/m7ag0WiUG8p58+ZRsWJF+vXrJ+GTnThx4gR5eXlERERw7do1SpcuzaRJk3B0dOTgwYMsXryYHj16sHXrVqmnIfKFT3PnzuXcuXPk5uZSqlQp3nvvPTw9PfOdayR8sk8pKSkYjUbatWtHsWLFMJvN5OXlodfrsVgsZGZmUrhwYY4fP0737t1/M6AS9scaWC9evBgHBwdiYmLw9vZGrVaTnJxMeno6xYsXV2pVCvFHZMKuEEL8D3x8fBg3bhxNmjRh0qRJ7Nixgx49euDq6sq8efOUDpz1JhEgPj6eZs2aSZ0NO3DmzBn69evHxYsXyc7Ozre6ofWG8JdffvnN39VoNMox8/bbb0v4ZAdMJhOvvPIK27dv58cffyQuLo6zZ89SqVIl/Pz88PLyokOHDowbN45bt27Ro0cPIP/5Rdgfa/gUERHBvn37qFKlCtWqVePq1asEBwfz+eefk5uba+NWCltzcXHhyZMnnDlzBnh6DbKOklOpVLi4uNChQwdu3rxJamqqLZsq/gFMJhNAvnpO7u7uFC1alLy8PBISEujVqxe9evWic+fOnDp1CngaWAnx30gvVggh/kdeXl5MnDgRlUrF1KlT8fT05MCBA2g0mnxTHXJycli8eDEVK1ZkyZIlNm61eNHS0tKYNm0aLVu25J133sHDw+O5bWJjY7l//z4zZ84EeG5E1K/DJgmfCjbrSJYqVaqwceNGQkNDycrKIjw8XNnGycmJFi1aADBr1ixCQkKkKL3g4MGDnDt3jpkzZ/Lmm2+iVqv56aef6NatG7du3bJ188Q/gI+PDx07dmThwoUcPHgQb29vPDw80Gq1ODk54ePjg7OzM15eXmzatInHjx9z+/Zt2rRpQ5EiRWzdfPGSaTQasrKyOHLkCK1atcLFxYWjR48yefJk7t27x7fffktYWBivvvoqK1asYMGCBWzatElGWIo/JL0VIYT4G3h6ejJ+/Hh0Oh379+9n3759dOjQAZVKpQxtnz17Nrt27WL37t22bq54SR49ekS5cuWU8CkvLw+NRqN00Ly8vFi3bh0DBgzA39/flk0VNvLo0SMSExPx8/PD3d2d9PR0Dh8+TPv27ZUnzHv37qV+/frUrl0bAL1eT4sWLVCr1YwaNYrJkycTHR1t4z0RtpSUlITJZCIwMBC1Ws3169cZOHAgrVu3pk+fPsoqd7Jamf1ydXWlX79+VK1alVWrVnHmzBkaNmzInTt3yM3NxWw2o9fruXnzJlevXuXAgQP4+voqIy2F/bA+PH3//ff58ccfadWqFRMnTuThw4fcvXsXHx8f4uPjqV69OgDfffedcg6SxVHEH5EASggh/ibe3t5ERkZiNBqJiorCYrHQsWNHMjIyiImJ4ZNPPmHr1q1UqFDB1k0VL0FOTg65ublcu3aNGzduULZs2XzhE0Dfvn05ceIE3377rQRQduqHH35g2rRp9O7dm2bNmtG9e3deffVVGjduTGBgIPHx8fTs2ZMPPviA0aNHKx1+vV5P06ZNWbNmDW+88YaN90LYyrOjbHU6He7u7ty4cYPg4GDq1avH9OnTcXR0ZMWKFTx+/JjIyEgbt1jYUtmyZSlbtiwAt27dYtSoUWRnZ6NWq1Gr1dy5c4ewsDDefvttmjRpgoeHB2q1WsJLO2M9pwQFBbF//3527txJly5dmDdvHiaTCaPRiJOTE3l5eSQnJ3P27FleffVVCZ/EnyIBlBBC/I28vLyIiooCYOLEiRiNRm7cuMHHH39MQkIClStXtnELxctSvHhxRowYwaRJkzh69Cg+Pj4AFClSRKkF5eLiwuXLl8nNzSU5OZmcnBzatm3L66+/bsumi5eoYcOGfPnll8ydO5dly5YREBBATEwMrq6umEwmKleuTHx8PKGhocybN4/33ntPOT4cHByoW7cugDx5thO//p6tN4rVqlVj9uzZxMbGsmPHDurUqcOMGTNwdnYmJSWFy5cv4+LiQnZ2tqxcJTCZTHz00Uf06NGDkiVLKq89fPgQNzc3peac9XU5t9gfs9lM2bJleeONNzh27Bht2rRBr9ej0WhwcnLi4cOHnD17lri4OMxmMxMmTABklU3xxyTKFkKIv5k1hGrRogWTJk1iw4YNbN68WcInO9S9e3fWrl1LQEAAiYmJBAYGotfrefToEXfv3iU9PZ3Hjx9z/PhxTp8+zQ8//MCrr75q62aLF+ynn35i48aNGI1GAKZPn47JZCIjI0MZ4QRPw4W8vDyqVq1KfHw8Fy5cYP78+Zw8efK5z5QbxILv2SDg8uXLnDt3Dnh6w1etWjX69+/P2rVr8fb2ZtasWTg7O5OcnMzChQv5/vvv6devn4RPAoDKlSvj5uZGfHw8Dx48AOD8+fNKaPnmm28q28q5peAzm83Kf61FxNVqNW5ubjRr1oz9+/eTlJSEWq1W3l+zZg3R0dG4ubmxbds2tFotJpNJwifxh1QWKVUvhBAvREpKCsuXL6d3796UL1/e1s0RNnT06FFWrlzJhg0b8r1usVgYPHgwAQEBjB49WnlyKE+cCy6z2czChQtZsWIFUVFR9OjRgydPnhATE0NOTg4HDhwgIiKCrl274u7urtwQaDQapah0cHAwU6dOtfWuCBsZPXo0x48f59GjR1SvXp2hQ4dSt25d7t27x9q1a1m3bh2tWrUiOzsbo9HI5cuXWb16NYGBgbZuuvgHmTp1Kvv27UOn0+Hi4kJubi6enp4kJCRIzTA7ZDQa6d27NzVr1uStt95SRtfC04dpZcqUYdq0aUqIbTQaOXnyJPXq1UOtVssqveJPk6NECCFeEB8fH6KiouSCLAC4du0aiYmJlC5dGngaRPz000+kpqbSrl07AKVovYRPBZdarWbgwIGYzWZmzpyJ0WhkwIABzJ07F4Dx48ezYMECLBYL3bp1w93dHQCDwUCVKlXYv38/fn5+ttwFYUPx8fFcvHiR8ePH4+DgwNKlS4mKimLcuHG0bNmScePGUb16dQ4ePIjZbKZ69epMmTJFOe+Igs368OK/TYOyBktTp06lWrVqyjRwf39/unXrhkajkTDBDhmNRipVqsSpU6fYvHkzzZs3p1GjRrRt25YmTZqwb98+Hj9+jKOjI7m5uej1eurXrw88PabkeBF/loyAEkIIIf4/paamotVqlZDg95jNZjp06ICrqytTp07F1dWVxMREFi5ciEajYdOmTRI62Zn09HQ+/PBD1q1bx9ixYwkJCcHBwQF4GkLt2bOH9957j3bt2qHT6YiIiCAoKIg2bdoAyA2infj1aEjr1M3+/fsDkJ2dTXBwMPfu3SMqKoqmTZvi4OCA0WhEr9fbqtnCBqznhMzMTObPn0+dOnVo2rTpb27730bZyghc+/B733NiYiI///wzS5cu5cmTJxQrVozWrVszbdo0hgwZwsiRI23QWlGQSAAlhBBC/H9ISUmhZcuW9OnTh7CwsN8NoaxPm48cOcK0adO4f/8+Go2GokWL4uPjw/r169HpdNLptxPPjkz4dQjVs2dPJTSwhlA1atTgyZMnpKen8/nnn6PT6WzZfPESPXtO2L17N05OTmzZsoWGDRsSFhamhEy5ubl0796d+/fvM2HCBJo1a6YcR1IQ2D5YjxWDwUDPnj1xdnamdu3ajBgxQlnhTgjrIgTWfklOTg7ffPMNjx49olChQjRp0kTZ9tGjR9y8eZMVK1aQlJTEjRs38PPzY82aNZQoUcKGeyH+7SSAEkIIIf4/zZw5k82bNzNkyBBCQkL+60gok8nE/fv32bdvH2q1mpIlS9KkSROZ7mAnfq+eyqNHj4iLi/vNkVCLFi0iMTERFxcXJk+ejFarlWPFTjwbHA0fPpzjx48r33+tWrVYtmwZGo1GCaHy8vIIDg7m0qVLLFiwgObNm9t4D8TLlpOTQ9++fXFwcCA6OprixYuj1+ufO/dIKGmfTp06xWeffUZ4eDg+Pj4YDAZCQ0NJT08nOTkZvV5P5cqVmTZtGuXKlct3jHz//fecP3+emTNnMnv2bDp16mS7HRH/etKDEUIIIf4i67ObCRMm4OTkxOLFi9FoNHTt2lVZuvrXNBoNPj4+ytQZK5PJJIFCAWcNjYxGIz///DPp6em4ubkREBBA0aJFefvttwGIiYkBUEZCjRgxIt9UKgmf7MOzgcEPP/zAnTt3WLVqFRaLhRMnThAXF8f7779PdHQ0er1eOUYSEhLo168f/v7+Nt4D8bJYr0UqlYqTJ0+SmprKwoULlZpfp0+f5uTJk2i1Who1aoS/v7+ET3bo1KlT9O7dmz59+uDt7Y3RaGTQoEG4uLgwadIk3N3dOXfuHMuWLeOdd95h6dKllC1bVjm3VK9enRo1anDx4kU2bdpEkyZNKFy4sK13S/xLSS9GCCGE+IusoZHRaCQkJIQTJ06wZs0aVCoV3bt3/8OaUM+SaXcFm/VYMRgMhIeHYzAYSE5OplSpUrRv357+/fvj5uamhFBz585FrVYTHByMXq/PN5VKwif7YA2fVq5cybVr1yhdujRVqlTBwcGB8uXLU6hQIWJjYwGeC6E2btxoy6aLl+DZqZc6nU75r06nIycnh+TkZJydndm7dy+rVq3C19eXxMREvv76a5YtW4arq6utd0G8RKdPnyYsLIwBAwYwdOhQVCoV165dIzk5maioKKpXrw6An58fgYGBjBgxgsmTJxMfH69cf6yhZZkyZTh79qxM6RT/E+nJCCGEEH+BNQiw1trw8vLCwcEBNzc3Fi9ejMlkIjg4+C+FUKLg0mg0ZGVl0adPH1xcXJTV7oYPH86cOXNIT09n5MiRSgilVquZOXMmnp6eSsFxQEYt2BnrSIO8vDwaNWqkTMt0c3OjS5cuAMTGxiqrmUnBcfuQmZnJxo0bKVmyJG3btiU9PZ3u3bsTFRVFQEAAJUqUYNasWahUKvLy8pgxYwYtW7bk8uXLBAcHc/HiRWrVqmXr3RAvyblz5+jfvz+1a9dm8ODBuLi4AE9rQd2/f1/Zzrr6bvny5Rk8eDDvv/8+x44d46233lK2MZvNJCcnYzQaycvLe+n7IgoOCaCEEEKIv0ClUmEymRg7diwajYYJEybg6+tLWloaa9asYdGiRQD06NEDDw8PG7dW2JrFYiEuLg4XFxdiY2Px8fEhIiICo9FI69atWb58OTqdjqFDh+Lm5saAAQMoUaIELVq0sHXThQ1VqlSJ999/n9jYWPbt20fDhg2Vuk6FCxemS5cuaDQaZsyYgU6nIyoqysYtFi+D2Wzm4cOHzJ8/n8ePH7N27VqKFSuGv78/Pj4+zJ8/n+PHj1OoUCECAwMpX748JpMJg8FAuXLlKFSokK13Qbwk3333Hf369QPgxo0bHDt2jObNm6PVailatCg6nY6TJ0/SrFkzVCqVEkJVqVKF7Oxs0tPT831eYmIid+/eZcmSJRQtWtQGeyQKCgmghBBCiL8oPT2dpKQk3nrrLcqXLw9A8eLFiYqKwmKx8OGHH6LVauncufPv1oQS9iE3N5eSJUtSrlw5fHx8mDBhAqdOnWLdunWo1WquX7/OokWL0Gg0DBo0CHd3d3r16gVIzSd78XsrYDZs2BCABQsWsHLlSnQ6HY0aNQKehlAdOnRAp9PJiBY74urqysCBA0lLS2PatGlUqFCBFStW4OTkhNlsxs/Pj+DgYGV7o9HI9evXWbZsGcWKFSMgIMCGrRcvy3fffcfAgQMZMGAAAwYMIDQ0lJkzZ2KxWGjWrBlly5Zl0KBBfPDBBwQEBNC9e3dllG1aWholSpSgSJEi+T6zbNmyLFiwAGdnZ1vskihApFcjhBBC/EXOzs44Oztz584d5TVr4eB+/fpx+PBh1q5dS3p6OuHh4VKs0478eoUpvV5PvXr18PT05Mcff+Tbb78lKiqKMmXKoNFoCAoKYvHixSxYsIBChQrRs2dP5XclfCr4ng2ftm3bRlJSEmazmcqVK9OuXTsaNmxIbm4uS5cu5cMPPwRQQqgiRYrQo0cPmZ5pJ6y1ngoVKoTJZMLZ2ZmrV6+yf/9+ZVrms9LS0li1ahVnzpwhNzdXCb1/b0VOUTCkp6cTGhpK7969CQ8Px9XVle3bt9O1a1dmzZoFQPPmzQkKCiIpKYkpU6Zw+fJlatSoAcDq1avx9PTkjTfeUD7Tel2T8En8HaRnI4QQQvwXv7VktVarpWLFihw5coSTJ09Su3ZtpUPv5uaGj48P6enpfPfdd4waNcoWzRY2YB2xZDabyc3NRa/Xo1KpKFGiBAD379/n4cOHuLu7o9FoMJvN3L59m7p161K3bl1Z2trOWKe8AIwYMYLvvvsOb29vUlJS2LFjB3v27GHlypU0a9YMgKVLlxIXF0dubq4yHU/CJ/tgsVjQ6XQ8fvyYAQMG0L9/fwYOHMjGjRuZMGECFouFrl275rteZWRkcPXqVSpWrMjEiRPRarUyqtIOFCpUiM8//xxvb2+cnJwwmUzodDq2b99Ot27dmDlzJmq1mhYtWhAZGUnp0qVZuXIl27Ztw8vLi9KlSxMXF4dGo1ECcjnPiL+TnIGEEEKI32HtrOfl5ZGWlobJZMLR0RE3NzciIyM5duwYMTExjBkzhjfffBOApKQktFotcXFxFCtWTKmtIB24gs262l1GRgbTp0/n5s2bFClShAoVKvDee+8B4OjoSE5ODmfPnsXT0xO1Ws1PP/1EixYt6NatGyDT7uyBdQSK9ZywcuVKzp07x+LFi3n99dfJzc0lISGBuLg4+vTpw4YNG2jWrBlarZbo6Gg2b95MvXr1ZDSCnbCGABaLRakxWLVqVfz8/Bg8eDAWi0WpAda1a1cAUlJSSElJYeXKlcr1x3qOEgVf6dKllT9rNBry8vLQ6/VKCDV9+nQAmjZtyttvv03Lli0xGAxotVr8/f1Rq9VyLRIvjMpisVhs3QghhBDin8ba6TcYDERERPDLL7+QkpJChQoV6Nu3L23atOHatWuEh4eTm5vLq6++SvHixfnPf/6Di4sLW7ZsUW4aJHyyD5mZmXTt2hUXFxdef/11Hj58yI8//oiDgwOrVq3C29ubxYsXs3TpUry8vLBYLHh4eLBjxw60Wq0cKwWc0WhUVqt7durdmDFjSElJIS4uDkdHRwCysrLYs2cPCxYsYMCAAbz99tsAHDt2jNKlS+Pn52ebnRA2kZ2dza5duzh69Cjt2rWjVatWyqjbW7duERcXx86dOxkzZgxVqlQhNjaWzMxM9uzZIw9BBPB/DzeMRiPdunUjLS2NCRMm0KxZs+dW0ZRpmuJFkgBKCCGE+B1ZWVl0796dQoUK0bZtW7Kysjh+/DjffPMN48ePp2/fvqSnp7NgwQIuXrxIdnY2ZcqUYc6cOeh0OunEFXDPjkxQqVTMmzePkydPMnfuXOUJ9Pz581mxYgULFy6kVatWAOzdu5fExEQcHR0JCwtDq9X+biFqUTDk5uYSGhqKp6cnS5YsAZ4GUlqtlr59+6LRaFi3bh1ms1mZmpeVlUVoaCg+Pj4sXbrUxnsgbGnGjBl8/PHHaDQa4uPjKV++fL5A89atW6xbt45NmzZRvHhxvLy82LRpEzqdzsYtF/8kz4ZQQUFBPH78mBEjRtC+fXsZ7SReGjnShBBCiF+xBgp79uwhNzeX6dOnK6vdtW7dmg0bNjBr1iy8vLxo06YNEydOxGQykZWVpRQcl+HrBdft27fx9fXNVyMD4Pr163h6eio1n/bv38+qVauIjIykVatWGAwGXF1dad++fb7Pk/Cp4MvKyqJGjRps3bqVCRMmMHPmTCU8aNeuHVOmTOHAgQM0a9YMs9mM2WzGyckJf39/rl27li9sEPanT58+pKSk8MUXX7Bu3TqmTZuGXq9XrjN+fn6MHTuWNm3a8ODBA5o2bapMvZLrkLCylhTQ6/Vs27aNJk2a8OWXX9K5c2dbN03YETkjCSGEEL9inarw4MEDMjIy8i1H7OvrS2hoKJcvX2bjxo3Uq1ePIkWKoFarlafNFotFOv0FVGpqKt26deONN97ggw8+QKPRYDQaUavVPHnyBG9vb3Q6HXv37iUyMpJRo0YxYMAAjEYjS5cupWzZsgQFBeX7TAmfCr7ChQszYMAAXFxclLo81hWpatSoQb169ZgxYwZarVZZ5e7hw4fcvn2bcuXKyTFiR34rkPbz82P8+PGYTCa+/vpr4uLiGDRoUL7C4nq9XlnJzPo5ch0Sv/ZsCHX48GGZmileOpkXIIQQQvwOR0dHMjIyyMjIAJ5Oo4GnNwN16tTh6tWrZGdnP/d70qEruLRaLUFBQfznP/9h/PjxAOj1erRaLa1ateKLL74gJiaGsWPH8u677yq1e86fP89PP/0kx4adMZlMyp/d3d3p1q0b77zzDvv372fq1KkAVKhQgT59+lCqVCmGDRvG9OnTiYmJYfLkyVy4cIGBAwdKAGUn8vLy0Gg05OTkcPz4cT766CNOnz5NamoqxYsXZ9y4cVSqVImdO3eyYsUKAGUK76/JMSN+j/WY0Wq1ykheIV4WicWFEELYvd+bAtWlSxc2bdrEuHHjSEhIyFdPw9HRkWLFikkn3864u7sTFhamFBYHlJEstWvXpnbt2mzYsIF27doxePBgcnNzSUxMJCYmBkdHR7p06WLL5ouXxDpl7tlpmrm5uXh7e9OmTRtWr17Nli1byMnJYdasWTRs2BA3NzcOHz7Mzp07cXJywtfXl4SEBCpUqGDr3REvgdlsRqvVYjAY6N27N2lpaaSmpuLk5ETZsmWZMWMGlSpVIioqihkzZrBz505UKhXh4eFyHRJ/2bPHjBw/4mWSIuRCCCHsmnX6QnZ2Nl9//TXJycmULVuWChUqULJkSfbs2cP06dOpUKECM2fOxNnZmYcPHzJhwgSKFy/OkiVLZFSLHfh1SHnv3j0+/fRT5s6dS/fu3ZkyZQoAhw8fZtOmTXz77bd07tyZBw8ekJycjMViYevWreh0Oqn5VMDl5eURFhaG2Wxm8+bNAOTk5ODg4EBOTg7dunXDwcGBWrVqsWXLFlq0aEFMTIzy+waDAUdHR/Ly8pRV8YR9MBqNDBgwALVazTvvvEPlypXZs2cPu3fv5tq1a8THx1OpUiVu377N7Nmz+eabb5g0aRIdO3a0ddOFEOJPkQBKCCGE3bKuUmcwGOjZsyePHj1SptzVqlWLvn370qxZM/bu3csHH3zAgwcPcHZ2xtnZmUKFCimBgqx2V3AlJiYqK9pZgyNraHnixAnCw8PJy8ujU6dOzJ49G4ArV67w3Xff8cUXX+Dt7Y2/vz/9+/fPV69FFFyZmZmsX7+e+Ph4XnvtNZYtW6a8HhQUhIuLC3FxcVgsFhISEli5ciWtWrVSRtLl5uai0+mUxRCE/bh+/Tp9+/Zl/PjxtGnTRnn922+/JTY2FrPZzLJly/Dy8uLWrVts3bqViIgICbSFEP8aEkAJIYSwS9abu9zcXAYMGADAmDFjKFOmDN999x3Lli3DYDAwatQomjVrxuPHj9m1axe5ubm4u7vTqVMnWWWogHvw4AGdOnWiTJkyxMfHA/83kuWnn34iNDSUli1bUrx4cdatW/fcSJZfB5My8sl+GAwGduzYwYcffqgUrO/YsSOOjo4sWrSIYsWKAZCWlsaWLVtYu3YtderUYdGiRTZuubClU6dO0bt3b9atW8ebb76Zb/XDzZs3Exsby7p163j11Vfz/Z6cW4QQ/xbyuFYIIYTdOHXqlDJV6tmV7m7fvk3Hjh155ZVXcHV1pXHjxkyYMAFnZ2fWr1/PnTt3KFKkCGFhYYSHh9O1a1eltouETwWXg4MDoaGhXL9+ncGDByuvnTt3jt69e9OuXTtmz55NaGgo4eHhfPHFF0phcng6FQuehp0gdTbsiaurK127dmXIkCGcPHmSqlWr4uzszOrVq/H29gaeHhfu7u4EBwcTHBzM2bNnSU1NtXHLxcvy7BgA658rVaqEj48P27dvB54ucGA0GgFo3749mZmZXL9+/bnPknOLEOLfQgIoIYQQduHUqVOEhYXh7OysrGYHT5c6T05OxsfHRxkRBVCtWjWGDh3Kd99995sdfpBOf0Hn6upKz549CQ8P58yZM0RERHD58mX69u1Lu3btmDBhAvC0MHmPHj0IDw/nyy+/ZPjw4QDKyAWZRmWfXF1d6datG0OGDMHb2xsnJycKFSqEWq0mNzdXOS7c3d3p378/u3fvVsIpUbDl5eWhUqmU4Ml6LDg7O9OrVy+++uorFi5cCPzfeeT8+fN4e3sro+eEEOLfSB7bCiGEKPCs4VOvXr0YOXJkvtXsypUrR0BAAOvWraNy5cq4u7srNViqV6+Os7MzSUlJ1KtXz4Z7IGzFGiKoVCqWL1/O/v37CQ4OZurUqcrS1RaLBQ8PD4KDg8nIyOD8+fNSF0wA/zcSCmDZsmUMGTKEZcuWPVeM3s3NzZbNFC+RdbW7jIwMoqOjSU1NxWw206NHD+rXr09QUBCJiYmsX7+eW7du0alTJx48eMCWLVsoXrw4tWrVsvUuCCHE/zfpGQkhhCjQzpw5Q1hYGP379+edd97B0dERs9kMQHZ2Ng4ODrRo0YIrV66wdu1aHjx4oBQATkxMxMXFBR8fHxvvhbAla4gwaNAgihUrRnJyMvB0BNyvR7IMGjSItWvXolarleNM2LdChQopI6FOnz6tTOe0TuMV9sNisaBWq8nJyaFLly5cvHgRJycn1Go1Y8aMYebMmaSnpxMZGcmwYcM4ffo0b7/9NgsXLsTFxYWNGzfKcSOE+FeTIuRCCCEKrAcPHhAWFsbdu3f55ptv0Gg0SlHXH3/8kfXr1xMVFYWbmxtjxozh5MmTVKhQgdDQUO7evcuuXbswm81s2bJFptsJ0tPT2bFjB8uWLaN69erK6ma/VQBYVjATv2YwGNi+fTsrV66kXLlySmF7YR+s5wmTycShQ4fYsmUL0dHR+Pj4oNFo2LhxIytWrKBevXpERUXh6upKVlYWV65coWjRovj5+aFWq2XhCyHEv5qMgBJCCFFg6fV62rVrh4ODA8OGDVNeO3fuHCEhIeh0OhwdHQGYM2cOQUFBPHz4kMGDB7N69WqKFCnC5s2b5YmzAJ4fyTJkyBDg6UiWX492kvBJ/Jp1OmefPn1ITk7mzp07tm6SeMGefc6v0WjIyckhMjJSua6UKFFCOVf07t2b8PBw9u7dy3/+8x8AnJyceO211yhdurQyqlLCJyHEv5mMgBJCCFGgWUcdLFu2jDp16jBkyBCCg4Np374948ePx8nJKV+9HqPRyM2bNylatCheXl6oVCp54izyMRgM7Nixg+XLl1OmTBkSEhJs3STxL2IwGMjLy6No0aK2bop4gRITEzly5Ai1a9cmMDAQeDqKMiQkhGvXrlGlShU++ugjAKXuIEBoaCg6nY41a9bISEohRIEjvWkhhBAFmnXUAUBcXByfffbZc0Wk1Wq10tHX6/UEBAQovy9PnMWvWWtCZWZm8v3330vBcfGXuLq62roJ4gU7e/YsUVFRZGVlkZWVRWBgIGazmUKFCrF582ZGjRrFsWPHiIuLY8CAAUrdwby8PJycnJTPkfBJCFHQSG9JCCFEgWcNoX6viDT8fkdfggXxW1xdXQkLC2PlypVScFwIofjhhx8IDw+nRo0aLFq0iEGDBgFPryUmk4nChQszf/58atWqxdatW1m1ahXw9Bp0584dkpKSZOELIUSBJVPwhBBC2I2/UkRaiD9LpskIIQAePnzIkCFDqFChAqNHj8bNze13t01LS2PEiBGcOnWKypUrU7RoUcxmMw8ePGDXrl1otVo5twghChx5rCuEEMJu/JUi0kL8WXKDKISAp6FSSkoKTZo0wc3Njby8PAAePXrE6dOnWbFiBZ9++ilXrlzB3d2dxYsXU69ePS5cuICrqyt9+vRh7969aLVa8vLy5NwihChwpKiFEEIIu2KdjqdSqVi+fDkhISEkJCTIVDshhBD/kydPnvDkyROys7MB0Gq1XLp0ienTp3Pu3DmMRiMAFSpUYOrUqdSsWZP58+czbNgwEhMT862MKKNyhRAFkQRQQggh7I4UkRZCCPF38/Pzw8PDg/Xr13P9+nVyc3NZv349Dg4OdOnSheDgYA4ePMjKlStZuXIlFSpUoGjRoixZsoThw4ezceNGsrOzCQsLkwBKCFEgSQ0oIYQQdisrKwtHR0dUKpWEUEIIIf5nly5dYsSIEdy7d4+srCw6dOhAu3btaNCggbLN+PHjOXToEB9//DFeXl6oVCoeP35MaGgoWq2WtWvXUqRIERvuhRBCvBgyAkoIIYTdsi53bbFYJHwSQgjxPwsMDGTz5s2kpaVhMpmoVKmS8l5eXh5arRadTkeZMmVwdXVFpVJhMpkoUqQI8fHxGAwGCZ+EEAWWBFBCCCHsnhR6FUII8Xfx9PTE09NT+dm60qpWq+XGjRucP3+e119/HWdnZ+BpvSdrCCXhkxCiIJMpeEIIIYQQQgjxAlgsFlQqFUajkR9//JG5c+eSm5vL1q1b0Wq1yvtCCGEPZASUEEIIIYQQQrwAKpWKS5cuMWfOHDIyMnByciI+Ph6tVquMjBJCCHshAZQQQgghhBBCvCA6nQ69Xk+DBg0IDQ1Fo9Eo9aCEEMKeyBQ8IYQQQgghhHiBjEYjer0eQEY+CSHslgRQQgghhBBCCPESSM0nIYQ9kzWnhRBCCCGEEOIlkPBJCGHPJIASQgghhBBCCCGEEC+UBFBCCCGEEEIIIYQQ4oWSAEoIIYQQQgghhBBCvFASQAkhhBBCCCGEEEKIF0oCKCGEEEIIIYQQQgjxQkkAJYQQQgghhBBCCCFeKAmghBBCCCGEEEIIIcQLpbV1A4QQQggh/gmSkpJYtWoVx48fJzU1FZ1OR0BAAK1bt6ZHjx44Ojr+6c/atGkTTk5OdOnS5QW2WAghhBDi30NlsVgstm6EEEIIIYQtHT58mJEjR6LX6+nYsSMBAQHk5uby/fff88UXX9C5c2emTZv2pz+vXbt2uLm5ER8f/wJbLYQQQgjx7yEjoIQQQghh127dukVERAQlSpRg/fr1eHt7K+/16tWLxMREDh8+bLsGvkCZmZk4OzvbuhlCCCGEsANSA0oIIYQQdm3VqlVkZmYyY8aMfOGTVenSpenbty8AO3bsoE+fPtSpU4cqVarQpk0bNm/enG/7Jk2acPXqVb799lsqVqxIxYoVCQ0NVd5/8uQJM2bMoGHDhlSpUoXmzZuzYsUKzGZzvs95+PAhkZGRVK9enZo1azJ27FguXbpExYoV2blzZ75tT5w4Qc+ePalWrRo1a9ZkyJAhXLt2Ld82ixcvpmLFivz888+MHj2aWrVq0bNnT3bs2EHFihW5cOHCc/u+fPlyKlWqREpKyl/7RxVCCCGE+BUZASWEEEIIu3bo0CH8/PyoXr36H26bkJCAv78/TZo0QavVcujQId5//30sFgu9evUCYMKECUybNg1nZ2cGDx4MgKenJwBZWVn07t2blJQUgoODKV68OGfOnGH+/Pncu3ePqKgoAMxmM0OGDOHcuXOEhIRQrlw5vvrqK8aOHftcm/7zn/8QHh6Or68vw4cPJzs7m40bNxISEsLOnTvx9fXNt/3IkSMpXbo0ERERWCwWWrZsSXR0NHv37qVy5cr5tt27dy+1a9fGx8fnr//DCiGEEEI8QwIoIYQQQtgtg8FASkoKTZs2/VPbb9y4MV8x8t69ezNgwADWrl2rBFDNmjVj4cKFuLm50bFjx3y/v3btWm7dusWuXbsoU6YMAMHBwXh7e7N69Wr69+9P8eLFOXDgAGfOnGHChAnK6KuQkBD69ev3XJvmzJlDkSJF2Lp1K0WLFlXa0LlzZxYvXkxMTEy+7QMDA5k3b16+15o1a8Ynn3xCZGQkavXTAfIXLlzg559/ZsCAAX/q30YIIYQQ4r+RKXhCCCGEsFsGgwEAFxeXP7X9s+FTeno6aWlp1K5dm1u3bpGenv6Hv//ZZ59Ro0YNChcuTFpamvK/unXrYjKZ+O677wA4evQoOp2OoKAg5XfVarUSclmlpqZy8eJFOnfurIRP8DRkqlu3LkeOHHmuDcHBwc+91rFjR1JTUzl58qTy2t69e3F0dKRFixZ/uF9CCCGEEH9ERkAJIYQQwm65uroCkJGR8ae2//7771m8eDFnz54lKysr33vp6ekUKlTov/5+YmIily9fpk6dOr/5flpaGgDJycl4eXnh5OSU7/1SpUrl+zk5ORmAsmXLPvdZ5cuX59ixY88VGv/1lDyAevXq4eXlxccff0ydOnUwm8188sknNG3aVPk3EkIIIYT4X0gAJYQQQgi75erqire3N1evXv3DbZOSkggLC6NcuXKMGzeO4sWLo9PpOHLkCOvWrXuuiPhvMZvN1KtXj4EDB/7m+9ZpeS+Sg4PDc69pNBrat2/Ptm3bmDp1KqdPnyY1NZUOHTq88PYIIYQQwj5IACWEEEIIu9a4cWO2bt3KmTNneP311393u4MHD2I0Glm2bBklSpRQXn922pqVSqX6zc8oVaoUmZmZ1K1b97+2qUSJEpw8eZKsrKx8o6CSkpKe2w7gxo0bz33G9evXcXNzyzf66b/p2LEja9as4eDBg3z99de4u7vz1ltv/anfFUIIIYT4I1IDSgghhBB2beDAgTg7OzNx4kTu37//3PtJSUmsX78ejUYDgMViUd5LT09nx44dz/2Ok5MTT548ee711q1bc+bMGY4ePfrce0+ePCEvLw+At956i9zcXLZt26a8bzab2bRpU77f8fb2plKlSuzevTvf33flyhWOHz9Ow4YN/2j3FYGBgVSsWJHt27fzxRdf0LZtW7RaeVYphBBCiL+H9CqEEEIIYddKlSpFbGwsERERtGnTho4dOxIQEIDRaOTMmTN89tlndOnShbCwMHQ6HYMHDyY4OJiMjAw++ugjPDw8uHfvXr7PfOWVV0hISODDDz+kdOnSuLu7U6dOHQYMGMDBgwcZPHgwnTt35pVXXiErK4srV67w+eef89VXX+Hu7k6zZs149dVXiYmJISkpiXLlynHw4EEeP34M5B9hNWbMGMLDw+nRowfdunUjOzubjRs3UqhQIYYPH/6X/i06deqkrJon0++EEEII8XdSWZ59jCeEEEIIYadu3rzJ6tWrOX78OKmpqej1eipWrEjbtm0JCgpCr9dz8OBBFi5cyM2bN/H09CQkJAR3d3cmTJjAV199pRT4vn//PlFRUXz33XdkZGRQu3Zt4uPjgacFz+Pi4vjss89ITk7G1dWVMmXK0KJFC0JDQ9HpdMDTguQzZszg0KFDqNVqmjdvTvfu3QkJCWHBggW0adNGafuJEydYtGgRFy5cQKvVUqtWLSIjIylfvryyzeLFi1myZAknTpzA3d39N/8N7t27R8OGDfHz8+Pzzz9/Uf/UQgghhLBDEkAJIYQQQvxLHDhwgGHDhrF582Zq1Kjxt39+Wloa9evXZ+jQoQwbNuxv/3whhBBC2C+pASWEEEII8Q+UnZ2d72eTyUR8fDyurq688sorL+Tv3LVrFyaTiY4dO76QzxdCCCGE/ZIaUEIIIYQQ/0DTpk0jOzub119/HaPRyBdffMGZM2cYNWoUjo6Of+vfdeLECa5du8by5ctp1qyZMpVQCCGEEOLvIlPwhBBCCCH+gfbu3cvatWtJTEwkJyeH0qVLExISQu/evf/2vys0NJQzZ87w+uuvExsbi4+Pz9/+dwghhBDCvkkAJYQQQgghhBBCCCFeKKkBJYQQQgghhBBCCCFeKAmghBBCCCGEEEIIIcQLJQGUEEIIIYQQQgghhHihJIASQgghhBBCCCGEEC+UBFBCCCGEEEIIIYQQ4oWSAEoIIYQQQgghhBBCvFASQAkhhBBCCCGEEEKIF0oCKCGEEEIIIYQQQgjxQkkAJYQQQgghhBBCCCFeqP8HFaTxpKo1wRsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Units per order by category\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "order = metrics_df.groupby(\"category\")[\"ordered_units\"].median().sort_values().index\n", "sns.boxplot(data=metrics_df, x=\"category\", y=\"ordered_units\", order=order, palette=\"viridis\", ax=ax)\n", "ax.set_xlabel(\"Category\")\n", "ax.set_ylabel(\"Ordered Units\")\n", "ax.set_title(\"Distribution of Ordered Units by Category\")\n", "plt.xticks(rotation=45, ha=\"right\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Correlation Between Metrics" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:47.875873Z", "iopub.status.busy": "2026-03-01T03:45:47.875711Z", "iopub.status.idle": "2026-03-01T03:45:48.058656Z", "shell.execute_reply": "2026-03-01T03:45:48.057764Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Correlation heatmap of numeric metrics\n", "numeric_cols = [\"price\", \"impressions\", \"visits\", \"cart_adds\", \"ordered_units\", \"revenue\"]\n", "correlation_matrix = metrics_df[numeric_cols].corr()\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\", center=0,\n", " fmt=\".2f\", square=True, ax=ax, linewidths=0.5)\n", "ax.set_title(\"Correlation Matrix of Sales Metrics\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Enrichment: Simulating Treatment Effects\n", "\n", "The package can simulate treatment effects (e.g., A/B test outcomes) by boosting sales for a subset of products starting at a specific date." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:48.060263Z", "iopub.status.busy": "2026-03-01T03:45:48.060092Z", "iopub.status.idle": "2026-03-01T03:45:48.154919Z", "shell.execute_reply": "2026-03-01T03:45:48.154132Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Applied enrichment to 3000 records\n" ] } ], "source": [ "from online_retail_simulator import enrich\n", "\n", "# Apply enrichment using config file (boost sales by 50% for 30% of products starting Nov 15)\n", "enrich_config_path = os.path.join(os.path.dirname(__file__) if \"__file__\" in dir() else \".\", \"config_enrichment.yaml\")\n", "enriched_job = enrich(enrich_config_path, job_info)\n", "\n", "# Load enriched results\n", "enriched_results = load_job_results(enriched_job)\n", "enriched_df = enriched_results[\"enriched\"]\n", "print(f\"Applied enrichment to {len(enriched_df)} records\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-03-01T03:45:48.156822Z", "iopub.status.busy": "2026-03-01T03:45:48.156658Z", "iopub.status.idle": "2026-03-01T03:45:48.355376Z", "shell.execute_reply": "2026-03-01T03:45:48.354519Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Post-enrichment period (Nov 15-30):\n", " Original revenue: $51,291.95\n", " Enriched revenue: $126,301.61\n", " Revenue lift: 146.2%\n" ] } ], "source": [ "# Compare before and after: daily revenue time series\n", "daily_original = metrics_df.groupby(\"date\")[\"revenue\"].sum().reset_index()\n", "daily_original[\"date\"] = pd.to_datetime(daily_original[\"date\"])\n", "daily_original[\"type\"] = \"Original\"\n", "\n", "daily_enriched = enriched_df.groupby(\"date\")[\"revenue\"].sum().reset_index()\n", "daily_enriched[\"date\"] = pd.to_datetime(daily_enriched[\"date\"])\n", "daily_enriched[\"type\"] = \"Enriched\"\n", "\n", "# Plot comparison\n", "fig, ax = plt.subplots(figsize=(12, 6))\n", "ax.plot(daily_original[\"date\"], daily_original[\"revenue\"], \n", " marker=\"o\", linewidth=2, markersize=4, label=\"Original\", color=\"#1f77b4\")\n", "ax.plot(daily_enriched[\"date\"], daily_enriched[\"revenue\"], \n", " marker=\"s\", linewidth=2, markersize=4, label=\"Enriched\", color=\"#2ca02c\")\n", "\n", "# Mark enrichment start\n", "enrichment_start = pd.to_datetime(\"2024-11-15\")\n", "ax.axvline(enrichment_start, color=\"red\", linestyle=\"--\", alpha=0.7, label=\"Enrichment Start\")\n", "\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(\"Revenue ($)\")\n", "ax.set_title(\"Daily Revenue: Before vs After Enrichment\")\n", "ax.yaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f\"${x:,.0f}\"))\n", "ax.legend()\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Print lift metrics\n", "post_start = enriched_df[\"date\"] >= \"2024-11-15\"\n", "original_post_revenue = metrics_df[metrics_df[\"date\"] >= \"2024-11-15\"][\"revenue\"].sum()\n", "enriched_post_revenue = enriched_df[post_start][\"revenue\"].sum()\n", "lift = (enriched_post_revenue / original_post_revenue - 1) * 100\n", "\n", "print(f\"\\nPost-enrichment period (Nov 15-30):\")\n", "print(f\" Original revenue: ${original_post_revenue:,.2f}\")\n", "print(f\" Enriched revenue: ${enriched_post_revenue:,.2f}\")\n", "print(f\" Revenue lift: {lift:.1f}%\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Next Steps\n", "\n", "This overview covers the basics of generating and exploring synthetic retail data. For more details:\n", "\n", "- **Full Documentation**: [Online Retail Simulator Docs](https://eisenhauerio.github.io/tools-online-retail-simulator/)\n", "- **Configuration Reference**: Learn about all available parameters\n", "- **API Reference**: Detailed function documentation\n", "- **Demo Scripts**: See `demo/` directory for more examples\n", "\n", "### Key Functions\n", "\n", "```python\n", "# Core simulation\n", "simulate(config_path) # Generate complete dataset\n", "simulate_products() # Generate product catalog only\n", "simulate_metrics() # Generate sales metrics\n", "\n", "# Enrichment\n", "enrich(config_path, job) # Apply treatment effects\n", "\n", "# Results management\n", "load_job_results(job) # Load all results\n", "list_jobs() # List saved jobs\n", "cleanup_old_jobs(days=30) # Clean up old outputs\n", "```" ] } ], "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 4 }